diff --git a/2_training/hamiltonian/_eval_launcher.py b/2_training/hamiltonian/_eval_launcher.py new file mode 100644 index 0000000000000000000000000000000000000000..f41e0c5aaa1f2c2facb560df835b08e4f87c8b94 --- /dev/null +++ b/2_training/hamiltonian/_eval_launcher.py @@ -0,0 +1,12 @@ +import sys, torch +torch.serialization.add_safe_globals([slice]) +try: + from torch_geometric.data.data import DataEdgeAttr, DataTensorAttr + from torch_geometric.data.storage import GlobalStorage + torch.serialization.add_safe_globals([DataEdgeAttr, DataTensorAttr, GlobalStorage]) +except ImportError: + pass +sys.path.insert(0, '/home/apolyukhin/Development/DeepH-E3') +from deephe3 import DeepHE3Kernel +kernel = DeepHE3Kernel() +kernel.eval('/home/apolyukhin/Development/epc_ml/example/diamond/2_training/hamiltonian/infer_sc/eval.ini') diff --git a/2_training/hamiltonian/infer_sc/dataset/00/element.dat b/2_training/hamiltonian/infer_sc/dataset/00/element.dat new file mode 100644 index 0000000000000000000000000000000000000000..fc1ee803e98dcd064b768b821bfa50a25835bd71 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/element.dat @@ -0,0 +1,16 @@ +6 +6 +6 +6 +6 +6 +6 +6 +6 +6 +6 +6 +6 +6 +6 +6 diff --git a/2_training/hamiltonian/infer_sc/dataset/00/info.json b/2_training/hamiltonian/infer_sc/dataset/00/info.json new file mode 100644 index 0000000000000000000000000000000000000000..cedc0800527d526067961acb4770f85a552de7f3 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/info.json @@ -0,0 +1 @@ +{"isspinful": false} \ No newline at end of file diff --git a/2_training/hamiltonian/infer_sc/dataset/00/lat.dat b/2_training/hamiltonian/infer_sc/dataset/00/lat.dat new file mode 100644 index 0000000000000000000000000000000000000000..ceeee99039497c199fec3a2d4798b7eb21825cd1 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/lat.dat @@ -0,0 +1,3 @@ +0.000000000000000000e+00 3.566999997713848014e+00 3.566999997713848014e+00 +3.566999997713848014e+00 0.000000000000000000e+00 3.566999997713848014e+00 +3.566999997713848014e+00 3.566999997713848014e+00 0.000000000000000000e+00 diff --git a/2_training/hamiltonian/infer_sc/dataset/00/orbital_types.dat b/2_training/hamiltonian/infer_sc/dataset/00/orbital_types.dat new file mode 100644 index 0000000000000000000000000000000000000000..aa103ce48173f2a3a4c76c294e224f6f8e2b8c1a --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/orbital_types.dat @@ -0,0 +1,16 @@ +0 0 1 1 2 +0 0 1 1 2 +0 0 1 1 2 +0 0 1 1 2 +0 0 1 1 2 +0 0 1 1 2 +0 0 1 1 2 +0 0 1 1 2 +0 0 1 1 2 +0 0 1 1 2 +0 0 1 1 2 +0 0 1 1 2 +0 0 1 1 2 +0 0 1 1 2 +0 0 1 1 2 +0 0 1 1 2 diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/config.ini b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/config.ini new file mode 100644 index 0000000000000000000000000000000000000000..4351dae3823f5a04e2225437d85e739752d9f2bb --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/config.ini @@ -0,0 +1,82 @@ +[basic] +graph_dir = /home/apolyukhin/scripts/ml/diamond-qe/deeph-data/graph +save_dir = /home/apolyukhin/scripts/ml/diamond-qe/pristine-222/reconstruction/aohamiltonian/pred_ham_std +raw_dir = /home/apolyukhin/scripts/ml/diamond-qe/deeph-data/preprocess +dataset_name = diamond_qe +only_get_graph = False +interface = h5 +target = hamiltonian +disable_cuda = True +device = cpu +num_threads = -1 +save_to_time_folder = False +save_csv = True +tb_writer = False +seed = 42 +multiprocessing = 0 +orbital = [{"6 6": [0, 0]}, {"6 6": [0, 1]}, {"6 6": [0, 2]}, {"6 6": [0, 3]}, {"6 6": [0, 4]}, {"6 6": [0, 5]}, {"6 6": [0, 6]}, {"6 6": [0, 7]}, {"6 6": [0, 8]}, {"6 6": [0, 9]}, {"6 6": [0, 10]}, {"6 6": [0, 11]}, {"6 6": [0, 12]}, {"6 6": [1, 0]}, {"6 6": [1, 1]}, {"6 6": [1, 2]}, {"6 6": [1, 3]}, {"6 6": [1, 4]}, {"6 6": [1, 5]}, {"6 6": [1, 6]}, {"6 6": [1, 7]}, {"6 6": [1, 8]}, {"6 6": [1, 9]}, {"6 6": [1, 10]}, {"6 6": [1, 11]}, {"6 6": [1, 12]}, {"6 6": [2, 0]}, {"6 6": [2, 1]}, {"6 6": [2, 2]}, {"6 6": [2, 3]}, {"6 6": [2, 4]}, {"6 6": [2, 5]}, {"6 6": [2, 6]}, {"6 6": [2, 7]}, {"6 6": [2, 8]}, {"6 6": [2, 9]}, {"6 6": [2, 10]}, {"6 6": [2, 11]}, {"6 6": [2, 12]}, {"6 6": [3, 0]}, {"6 6": [3, 1]}, {"6 6": [3, 2]}, {"6 6": [3, 3]}, {"6 6": [3, 4]}, {"6 6": [3, 5]}, {"6 6": [3, 6]}, {"6 6": [3, 7]}, {"6 6": [3, 8]}, {"6 6": [3, 9]}, {"6 6": [3, 10]}, {"6 6": [3, 11]}, {"6 6": [3, 12]}, {"6 6": [4, 0]}, {"6 6": [4, 1]}, {"6 6": [4, 2]}, {"6 6": [4, 3]}, {"6 6": [4, 4]}, {"6 6": [4, 5]}, {"6 6": [4, 6]}, {"6 6": [4, 7]}, {"6 6": [4, 8]}, {"6 6": [4, 9]}, {"6 6": [4, 10]}, {"6 6": [4, 11]}, {"6 6": [4, 12]}, {"6 6": [5, 0]}, {"6 6": [5, 1]}, {"6 6": [5, 2]}, {"6 6": [5, 3]}, {"6 6": [5, 4]}, {"6 6": [5, 5]}, {"6 6": [5, 6]}, {"6 6": [5, 7]}, {"6 6": [5, 8]}, {"6 6": [5, 9]}, {"6 6": [5, 10]}, {"6 6": [5, 11]}, {"6 6": [5, 12]}, {"6 6": [6, 0]}, {"6 6": [6, 1]}, {"6 6": [6, 2]}, {"6 6": [6, 3]}, {"6 6": [6, 4]}, {"6 6": [6, 5]}, {"6 6": [6, 6]}, {"6 6": [6, 7]}, {"6 6": [6, 8]}, {"6 6": [6, 9]}, {"6 6": [6, 10]}, {"6 6": [6, 11]}, {"6 6": [6, 12]}, {"6 6": [7, 0]}, {"6 6": [7, 1]}, {"6 6": [7, 2]}, {"6 6": [7, 3]}, {"6 6": [7, 4]}, {"6 6": [7, 5]}, {"6 6": [7, 6]}, {"6 6": [7, 7]}, {"6 6": [7, 8]}, {"6 6": [7, 9]}, {"6 6": [7, 10]}, {"6 6": [7, 11]}, {"6 6": [7, 12]}, {"6 6": [8, 0]}, {"6 6": [8, 1]}, {"6 6": [8, 2]}, {"6 6": [8, 3]}, {"6 6": [8, 4]}, {"6 6": [8, 5]}, {"6 6": [8, 6]}, {"6 6": [8, 7]}, {"6 6": [8, 8]}, {"6 6": [8, 9]}, {"6 6": [8, 10]}, {"6 6": [8, 11]}, {"6 6": [8, 12]}, {"6 6": [9, 0]}, {"6 6": [9, 1]}, {"6 6": [9, 2]}, {"6 6": [9, 3]}, {"6 6": [9, 4]}, {"6 6": [9, 5]}, {"6 6": [9, 6]}, {"6 6": [9, 7]}, {"6 6": [9, 8]}, {"6 6": [9, 9]}, {"6 6": [9, 10]}, {"6 6": [9, 11]}, {"6 6": [9, 12]}, {"6 6": [10, 0]}, {"6 6": [10, 1]}, {"6 6": [10, 2]}, {"6 6": [10, 3]}, {"6 6": [10, 4]}, {"6 6": [10, 5]}, {"6 6": [10, 6]}, {"6 6": [10, 7]}, {"6 6": [10, 8]}, {"6 6": [10, 9]}, {"6 6": [10, 10]}, {"6 6": [10, 11]}, {"6 6": [10, 12]}, {"6 6": [11, 0]}, {"6 6": [11, 1]}, {"6 6": [11, 2]}, {"6 6": [11, 3]}, {"6 6": [11, 4]}, {"6 6": [11, 5]}, {"6 6": [11, 6]}, {"6 6": [11, 7]}, {"6 6": [11, 8]}, {"6 6": [11, 9]}, {"6 6": [11, 10]}, {"6 6": [11, 11]}, {"6 6": [11, 12]}, {"6 6": [12, 0]}, {"6 6": [12, 1]}, {"6 6": [12, 2]}, {"6 6": [12, 3]}, {"6 6": [12, 4]}, {"6 6": [12, 5]}, {"6 6": [12, 6]}, {"6 6": [12, 7]}, {"6 6": [12, 8]}, {"6 6": [12, 9]}, {"6 6": [12, 10]}, {"6 6": [12, 11]}, {"6 6": [12, 12]}] +o_component = H +energy_component = summation +max_element = -1 +statistics = False +normalizer = False +boxcox = False + +[graph] +radius = -1.0 +max_num_nbr = 0 +create_from_dft = True +if_lcmp_graph = True +separate_onsite = False +new_sp = False + +[train] +epochs = 5000 +pretrained = +resume = +train_ratio = 0.6 +val_ratio = 0.2 +test_ratio = 0.2 +early_stopping_loss = 0.0 +early_stopping_loss_epoch = [0.000000, 500] +revert_then_decay = True +revert_threshold = 30 +revert_decay_epoch = [800, 2000, 3000, 4000] +revert_decay_gamma = [0.4, 0.5, 0.5, 0.4] +clip_grad = True +clip_grad_value = 4.2 +switch_sgd = False +switch_sgd_lr = 1e-4 +switch_sgd_epoch = -1 + +[hyperparameter] +batch_size = 1 +dtype = float32 +optimizer = adam +learning_rate = 0.001 +lr_scheduler = +lr_milestones = [] +momentum = 0.9 +weight_decay = 0 +criterion = MaskMSELoss +retain_edge_fea = True +lambda_eij = 0.0 +lambda_ei = 0.1 +lambda_etot = 0.0 + +[network] +atom_fea_len = 64 +edge_fea_len = 128 +gauss_stop = 6.0 +num_l = 4 +aggr = add +distance_expansion = GaussianBasis +if_exp = True +if_multiplelinear = False +if_edge_update = True +if_lcmp = True +normalization = LayerNorm +atom_update_net = PAINN +trainable_gaussians = False +type_affine = False + diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/result.txt b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/result.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b155d4aee9ed7058d36654192bc161db29c424d --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/result.txt @@ -0,0 +1,86 @@ +====== CONFIG ====== +[basic] +graph_dir=/home/apolyukhin/scripts/ml/diamond-qe/deeph-data/graph +save_dir=/home/apolyukhin/scripts/ml/diamond-qe/pristine-222/reconstruction/aohamiltonian/pred_ham_std +raw_dir=/home/apolyukhin/scripts/ml/diamond-qe/deeph-data/preprocess +dataset_name=diamond_qe +only_get_graph=False +interface=h5 +target=hamiltonian +disable_cuda=True +device=cpu +num_threads=-1 +save_to_time_folder=False +save_csv=True +tb_writer=False +seed=42 +multiprocessing=0 +orbital=[{"6 6": [0, 0]}, {"6 6": [0, 1]}, {"6 6": [0, 2]}, {"6 6": [0, 3]}, {"6 6": [0, 4]}, {"6 6": [0, 5]}, {"6 6": [0, 6]}, {"6 6": [0, 7]}, {"6 6": [0, 8]}, {"6 6": [0, 9]}, {"6 6": [0, 10]}, {"6 6": [0, 11]}, {"6 6": [0, 12]}, {"6 6": [1, 0]}, {"6 6": [1, 1]}, {"6 6": [1, 2]}, {"6 6": [1, 3]}, {"6 6": [1, 4]}, {"6 6": [1, 5]}, {"6 6": [1, 6]}, {"6 6": [1, 7]}, {"6 6": [1, 8]}, {"6 6": [1, 9]}, {"6 6": [1, 10]}, {"6 6": [1, 11]}, {"6 6": [1, 12]}, {"6 6": [2, 0]}, {"6 6": [2, 1]}, {"6 6": [2, 2]}, {"6 6": [2, 3]}, {"6 6": [2, 4]}, {"6 6": [2, 5]}, {"6 6": [2, 6]}, {"6 6": [2, 7]}, {"6 6": [2, 8]}, {"6 6": [2, 9]}, {"6 6": [2, 10]}, {"6 6": [2, 11]}, {"6 6": [2, 12]}, {"6 6": [3, 0]}, {"6 6": [3, 1]}, {"6 6": [3, 2]}, {"6 6": [3, 3]}, {"6 6": [3, 4]}, {"6 6": [3, 5]}, {"6 6": [3, 6]}, {"6 6": [3, 7]}, {"6 6": [3, 8]}, {"6 6": [3, 9]}, {"6 6": [3, 10]}, {"6 6": [3, 11]}, {"6 6": [3, 12]}, {"6 6": [4, 0]}, {"6 6": [4, 1]}, {"6 6": [4, 2]}, {"6 6": [4, 3]}, {"6 6": [4, 4]}, {"6 6": [4, 5]}, {"6 6": [4, 6]}, {"6 6": [4, 7]}, {"6 6": [4, 8]}, {"6 6": [4, 9]}, {"6 6": [4, 10]}, {"6 6": [4, 11]}, {"6 6": [4, 12]}, {"6 6": [5, 0]}, {"6 6": [5, 1]}, {"6 6": [5, 2]}, {"6 6": [5, 3]}, {"6 6": [5, 4]}, {"6 6": [5, 5]}, {"6 6": [5, 6]}, {"6 6": [5, 7]}, {"6 6": [5, 8]}, {"6 6": [5, 9]}, {"6 6": [5, 10]}, {"6 6": [5, 11]}, {"6 6": [5, 12]}, {"6 6": [6, 0]}, {"6 6": [6, 1]}, {"6 6": [6, 2]}, {"6 6": [6, 3]}, {"6 6": [6, 4]}, {"6 6": [6, 5]}, {"6 6": [6, 6]}, {"6 6": [6, 7]}, {"6 6": [6, 8]}, {"6 6": [6, 9]}, {"6 6": [6, 10]}, {"6 6": [6, 11]}, {"6 6": [6, 12]}, {"6 6": [7, 0]}, {"6 6": [7, 1]}, {"6 6": [7, 2]}, {"6 6": [7, 3]}, {"6 6": [7, 4]}, {"6 6": [7, 5]}, {"6 6": [7, 6]}, {"6 6": [7, 7]}, {"6 6": [7, 8]}, {"6 6": [7, 9]}, {"6 6": [7, 10]}, {"6 6": [7, 11]}, {"6 6": [7, 12]}, {"6 6": [8, 0]}, {"6 6": [8, 1]}, {"6 6": [8, 2]}, {"6 6": [8, 3]}, {"6 6": [8, 4]}, {"6 6": [8, 5]}, {"6 6": [8, 6]}, {"6 6": [8, 7]}, {"6 6": [8, 8]}, {"6 6": [8, 9]}, {"6 6": [8, 10]}, {"6 6": [8, 11]}, {"6 6": [8, 12]}, {"6 6": [9, 0]}, {"6 6": [9, 1]}, {"6 6": [9, 2]}, {"6 6": [9, 3]}, {"6 6": [9, 4]}, {"6 6": [9, 5]}, {"6 6": [9, 6]}, {"6 6": [9, 7]}, {"6 6": [9, 8]}, {"6 6": [9, 9]}, {"6 6": [9, 10]}, {"6 6": [9, 11]}, {"6 6": [9, 12]}, {"6 6": [10, 0]}, {"6 6": [10, 1]}, {"6 6": [10, 2]}, {"6 6": [10, 3]}, {"6 6": [10, 4]}, {"6 6": [10, 5]}, {"6 6": [10, 6]}, {"6 6": [10, 7]}, {"6 6": [10, 8]}, {"6 6": [10, 9]}, {"6 6": [10, 10]}, {"6 6": [10, 11]}, {"6 6": [10, 12]}, {"6 6": [11, 0]}, {"6 6": [11, 1]}, {"6 6": [11, 2]}, {"6 6": [11, 3]}, {"6 6": [11, 4]}, {"6 6": [11, 5]}, {"6 6": [11, 6]}, {"6 6": [11, 7]}, {"6 6": [11, 8]}, {"6 6": [11, 9]}, {"6 6": [11, 10]}, {"6 6": [11, 11]}, {"6 6": [11, 12]}, {"6 6": [12, 0]}, {"6 6": [12, 1]}, {"6 6": [12, 2]}, {"6 6": [12, 3]}, {"6 6": [12, 4]}, {"6 6": [12, 5]}, {"6 6": [12, 6]}, {"6 6": [12, 7]}, {"6 6": [12, 8]}, {"6 6": [12, 9]}, {"6 6": [12, 10]}, {"6 6": [12, 11]}, {"6 6": [12, 12]}] +o_component=H +energy_component=summation +max_element=-1 +statistics=False +normalizer=False +boxcox=False + +[graph] +radius=-1.0 +max_num_nbr=0 +create_from_dft=True +if_lcmp_graph=True +separate_onsite=False +new_sp=False + +[train] +epochs=5000 +pretrained= +resume= +train_ratio=0.6 +val_ratio=0.2 +test_ratio=0.2 +early_stopping_loss=0.0 +early_stopping_loss_epoch=[0.000000, 500] +revert_then_decay=True +revert_threshold=30 +revert_decay_epoch=[800, 2000, 3000, 4000] +revert_decay_gamma=[0.4, 0.5, 0.5, 0.4] +clip_grad=True +clip_grad_value=4.2 +switch_sgd=False +switch_sgd_lr=1e-4 +switch_sgd_epoch=-1 + +[hyperparameter] +batch_size=1 +dtype=float32 +optimizer=adam +learning_rate=0.001 +lr_scheduler= +lr_milestones=[] +momentum=0.9 +weight_decay=0 +criterion=MaskMSELoss +retain_edge_fea=True +lambda_eij=0.0 +lambda_ei=0.1 +lambda_etot=0.0 + +[network] +atom_fea_len=64 +edge_fea_len=128 +gauss_stop=6.0 +num_l=4 +aggr=add +distance_expansion=GaussianBasis +if_exp=True +if_multiplelinear=False +if_edge_update=True +if_lcmp=True +normalization=LayerNorm +atom_update_net=PAINN +trainable_gaussians=False +type_affine=False + +=> load best checkpoint (epoch 1070) +=> Atomic types: [6], spinful: False, the number of atomic types: 1. +Save processed graph to /home/apolyukhin/scripts/ml/diamond-qe/pristine-222/reconstruction/aohamiltonian/graph.pkl, cost 1.6528115272521973 seconds diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/__init__.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..87b4f1ea164f796a6735bc58242b7ced01bccef3 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/__init__.py @@ -0,0 +1,10 @@ +from .data import HData +from .model import HGNN, ExpBernsteinBasis +from .utils import print_args, Logger, MaskMSELoss, MaskMAELoss, write_ham_npz, write_ham, write_ham_h5, get_config, \ + get_inference_config, get_preprocess_config +from .graph import Collater, collate_fn, get_graph, load_orbital_types +from .kernel import DeepHKernel +from .preprocess import get_rc, OijLoad, GetEEiEij, abacus_parse, siesta_parse +from .rotate import get_rh, rotate_back, Rotate, dtype_dict + +__version__ = "0.2.2" diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/__pycache__/__init__.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/__pycache__/__init__.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..a10128effca744f74fa57cf87947211775542709 Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/__pycache__/__init__.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/__pycache__/data.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/__pycache__/data.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..743d349c636f6d43e49af20dfc85ed0f33c03cbd Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/__pycache__/data.cpython-312.pyc differ diff --git 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a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/__pycache__/utils.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/__pycache__/utils.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..d62bdd5089c07f45819a62e1d5c77e769deda274 Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/__pycache__/utils.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/data.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/data.py new file mode 100644 index 0000000000000000000000000000000000000000..bd61863cd6ab98fff582e1ec771b62932bd91fa1 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/data.py @@ -0,0 +1,217 @@ +import warnings +import os +import time +import tqdm + +from pymatgen.core.structure import Structure +import numpy as np +import torch +from torch_geometric.data import InMemoryDataset +from pathos.multiprocessing import ProcessingPool as Pool + +from .graph import get_graph + + +class HData(InMemoryDataset): + def __init__(self, raw_data_dir: str, graph_dir: str, interface: str, target: str, + dataset_name: str, multiprocessing: int, radius, max_num_nbr, + num_l, max_element, create_from_DFT, if_lcmp_graph, separate_onsite, new_sp, + default_dtype_torch, nums: int = None, transform=None, pre_transform=None, pre_filter=None): + """ +when interface == 'h5', +raw_data_dir +├── 00 +│ ├──rh.h5 / rdm.h5 +│ ├──rc.h5 +│ ├──element.dat +│ ├──orbital_types.dat +│ ├──site_positions.dat +│ ├──lat.dat +│ └──info.json +├── 01 +│ ├──rh.h5 / rdm.h5 +│ ├──rc.h5 +│ ├──element.dat +│ ├──orbital_types.dat +│ ├──site_positions.dat +│ ├──lat.dat +│ └──info.json +├── 02 +│ ├──rh.h5 / rdm.h5 +│ ├──rc.h5 +│ ├──element.dat +│ ├──orbital_types.dat +│ ├──site_positions.dat +│ ├──lat.dat +│ └──info.json +├── ... + """ + self.raw_data_dir = raw_data_dir + assert dataset_name.find('-') == -1, '"-" can not be included in the dataset name' + if create_from_DFT: + way_create_graph = 'FromDFT' + else: + way_create_graph = f'{radius}r{max_num_nbr}mn' + if if_lcmp_graph: + lcmp_str = f'{num_l}l' + else: + lcmp_str = 'WithoutLCMP' + if separate_onsite is True: + onsite_str = '-SeparateOnsite' + else: + onsite_str = '' + if new_sp: + new_sp_str = '-NewSP' + else: + new_sp_str = '' + if target == 'hamiltonian': + title = 'HGraph' + else: + raise ValueError('Unknown prediction target: {}'.format(target)) + graph_file_name = f'{title}-{interface}-{dataset_name}-{lcmp_str}-{way_create_graph}{onsite_str}{new_sp_str}.pkl' + self.data_file = os.path.join(graph_dir, graph_file_name) + os.makedirs(graph_dir, exist_ok=True) + self.data, self.slices = None, None + self.interface = interface + self.target = target + self.dataset_name = dataset_name + self.multiprocessing = multiprocessing + self.radius = radius + self.max_num_nbr = max_num_nbr + self.num_l = num_l + self.create_from_DFT = create_from_DFT + self.if_lcmp_graph = if_lcmp_graph + self.separate_onsite = separate_onsite + self.new_sp = new_sp + self.default_dtype_torch = default_dtype_torch + + self.nums = nums + self.transform = transform + self.pre_transform = pre_transform + self.pre_filter = pre_filter + self.__indices__ = None + self.__data_list__ = None + self._indices = None + self._data_list = None + + print(f'Graph data file: {graph_file_name}') + if os.path.exists(self.data_file): + print('Use existing graph data file') + else: + print('Process new data file......') + self.process() + begin = time.time() + try: + loaded_data = torch.load(self.data_file) + except AttributeError: + raise RuntimeError('Error in loading graph data file, try to delete it and generate the graph file with the current version of PyG') + if len(loaded_data) == 2: + warnings.warn('You are using the graph data file with an old version') + self.data, self.slices = loaded_data + self.info = { + "spinful": False, + "index_to_Z": torch.arange(max_element + 1), + "Z_to_index": torch.arange(max_element + 1), + } + elif len(loaded_data) == 3: + self.data, self.slices, tmp = loaded_data + if isinstance(tmp, dict): + self.info = tmp + print(f"Atomic types: {self.info['index_to_Z'].tolist()}") + else: + warnings.warn('You are using an old version of the graph data file') + self.info = { + "spinful": tmp, + "index_to_Z": torch.arange(max_element + 1), + "Z_to_index": torch.arange(max_element + 1), + } + print(f'Finish loading the processed {len(self)} structures (spinful: {self.info["spinful"]}, ' + f'the number of atomic types: {len(self.info["index_to_Z"])}), cost {time.time() - begin:.0f} seconds') + + def process_worker(self, folder, **kwargs): + stru_id = os.path.split(folder)[-1] + + structure = Structure(np.loadtxt(os.path.join(folder, 'lat.dat')).T, + np.loadtxt(os.path.join(folder, 'element.dat')), + np.loadtxt(os.path.join(folder, 'site_positions.dat')).T, + coords_are_cartesian=True, + to_unit_cell=False) + + cart_coords = torch.tensor(structure.cart_coords, dtype=self.default_dtype_torch) + frac_coords = torch.tensor(structure.frac_coords, dtype=self.default_dtype_torch) + numbers = torch.tensor(structure.atomic_numbers) + structure.lattice.matrix.setflags(write=True) + lattice = torch.tensor(structure.lattice.matrix, dtype=self.default_dtype_torch) + if self.target == 'E_ij': + huge_structure = True + else: + huge_structure = False + return get_graph(cart_coords, frac_coords, numbers, stru_id, r=self.radius, max_num_nbr=self.max_num_nbr, + numerical_tol=1e-8, lattice=lattice, default_dtype_torch=self.default_dtype_torch, + tb_folder=folder, interface=self.interface, num_l=self.num_l, + create_from_DFT=self.create_from_DFT, if_lcmp_graph=self.if_lcmp_graph, + separate_onsite=self.separate_onsite, + target=self.target, huge_structure=huge_structure, if_new_sp=self.new_sp, **kwargs) + + def process(self): + begin = time.time() + folder_list = [] + for root, dirs, files in os.walk(self.raw_data_dir): + if (self.interface == 'h5' and 'rc.h5' in files) or ( + self.interface == 'npz' and 'rc.npz' in files): + folder_list.append(root) + folder_list = sorted(folder_list) + folder_list = folder_list[: self.nums] + if self.dataset_name == 'graphene_450': + folder_list = folder_list[500:5000:10] + if self.dataset_name == 'graphene_1500': + folder_list = folder_list[500:5000:3] + if self.dataset_name == 'bp_bilayer': + folder_list = folder_list[:600] + assert len(folder_list) != 0, "Can not find any structure" + print('Found %d structures, have cost %d seconds' % (len(folder_list), time.time() - begin)) + + if self.multiprocessing == 0: + print(f'Use multiprocessing (nodes = num_processors x num_threads = 1 x {torch.get_num_threads()})') + data_list = [self.process_worker(folder) for folder in tqdm.tqdm(folder_list)] + else: + pool_dict = {} if self.multiprocessing < 0 else {'nodes': self.multiprocessing} + # BS (2023.06.06): + # The keyword "num_threads" in kernel.py can be used to set the torch threads. + # The multiprocessing in the "process_worker" is in contradiction with the num_threads utilized in torch. + # To avoid this conflict, I limit the number of torch threads to one, + # and recover it when finishing the process_worker. + torch_num_threads = torch.get_num_threads() + torch.set_num_threads(1) + + with Pool(**pool_dict) as pool: + nodes = pool.nodes + print(f'Use multiprocessing (nodes = num_processors x num_threads = {nodes} x {torch.get_num_threads()})') + data_list = list(tqdm.tqdm(pool.imap(self.process_worker, folder_list), total=len(folder_list))) + torch.set_num_threads(torch_num_threads) + print('Finish processing %d structures, have cost %d seconds' % (len(data_list), time.time() - begin)) + + if self.pre_filter is not None: + data_list = [d for d in data_list if self.pre_filter(d)] + if self.pre_transform is not None: + data_list = [self.pre_transform(d) for d in data_list] + + index_to_Z, Z_to_index = self.element_statistics(data_list) + spinful = data_list[0].spinful + for d in data_list: + assert spinful == d.spinful + + data, slices = self.collate(data_list) + torch.save((data, slices, dict(spinful=spinful, index_to_Z=index_to_Z, Z_to_index=Z_to_index)), self.data_file) + print('Finish saving %d structures to %s, have cost %d seconds' % ( + len(data_list), self.data_file, time.time() - begin)) + + def element_statistics(self, data_list): + index_to_Z, inverse_indices = torch.unique(data_list[0].x, sorted=True, return_inverse=True) + Z_to_index = torch.full((100,), -1, dtype=torch.int64) + Z_to_index[index_to_Z] = torch.arange(len(index_to_Z)) + + for data in data_list: + data.x = Z_to_index[data.x] + + return index_to_Z, Z_to_index diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/default.ini b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/default.ini new file mode 100644 index 0000000000000000000000000000000000000000..e64acf35a8f0df40d74648501c101bd33bc215d9 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/default.ini @@ -0,0 +1,88 @@ +[basic] +graph_dir = /your/own/path +save_dir = /your/own/path +raw_dir = /your/own/path +dataset_name = your_own_name +only_get_graph = False +;choices = ['h5', 'npz'] +interface = h5 +target = hamiltonian +disable_cuda = False +device = cuda:0 +;-1 for cpu_count(logical=False) // torch.cuda.device_count() +num_threads = -1 +save_to_time_folder = True +save_csv = False +tb_writer = True +seed = 42 +multiprocessing = 0 +orbital = [{"6 6": [0, 0]}, {"6 6": [0, 1]}, {"6 6": [0, 2]}, {"6 6": [0, 3]}, {"6 6": [0, 4]}, {"6 6": [0, 5]}, {"6 6": [0, 6]}, {"6 6": [0, 7]}, {"6 6": [0, 8]}, {"6 6": [0, 9]}, {"6 6": [0, 10]}, {"6 6": [0, 11]}, {"6 6": [0, 12]}, {"6 6": [1, 0]}, {"6 6": [1, 1]}, {"6 6": [1, 2]}, {"6 6": [1, 3]}, {"6 6": [1, 4]}, {"6 6": [1, 5]}, {"6 6": [1, 6]}, {"6 6": [1, 7]}, {"6 6": [1, 8]}, {"6 6": [1, 9]}, {"6 6": [1, 10]}, {"6 6": [1, 11]}, {"6 6": [1, 12]}, {"6 6": [2, 0]}, {"6 6": [2, 1]}, {"6 6": [2, 2]}, {"6 6": [2, 3]}, {"6 6": [2, 4]}, {"6 6": [2, 5]}, {"6 6": [2, 6]}, {"6 6": [2, 7]}, {"6 6": [2, 8]}, {"6 6": [2, 9]}, {"6 6": [2, 10]}, {"6 6": [2, 11]}, {"6 6": [2, 12]}, {"6 6": [3, 0]}, {"6 6": [3, 1]}, {"6 6": [3, 2]}, {"6 6": [3, 3]}, {"6 6": [3, 4]}, {"6 6": [3, 5]}, {"6 6": [3, 6]}, {"6 6": [3, 7]}, {"6 6": [3, 8]}, {"6 6": [3, 9]}, {"6 6": [3, 10]}, {"6 6": [3, 11]}, {"6 6": [3, 12]}, {"6 6": [4, 0]}, {"6 6": [4, 1]}, {"6 6": [4, 2]}, {"6 6": [4, 3]}, {"6 6": [4, 4]}, {"6 6": [4, 5]}, {"6 6": [4, 6]}, {"6 6": [4, 7]}, {"6 6": [4, 8]}, {"6 6": [4, 9]}, {"6 6": [4, 10]}, {"6 6": [4, 11]}, {"6 6": [4, 12]}, {"6 6": [5, 0]}, {"6 6": [5, 1]}, {"6 6": [5, 2]}, {"6 6": [5, 3]}, {"6 6": [5, 4]}, {"6 6": [5, 5]}, {"6 6": [5, 6]}, {"6 6": [5, 7]}, {"6 6": [5, 8]}, {"6 6": [5, 9]}, {"6 6": [5, 10]}, {"6 6": [5, 11]}, {"6 6": [5, 12]}, {"6 6": [6, 0]}, {"6 6": [6, 1]}, {"6 6": [6, 2]}, {"6 6": [6, 3]}, {"6 6": [6, 4]}, {"6 6": [6, 5]}, {"6 6": [6, 6]}, {"6 6": [6, 7]}, {"6 6": [6, 8]}, {"6 6": [6, 9]}, {"6 6": [6, 10]}, {"6 6": [6, 11]}, {"6 6": [6, 12]}, {"6 6": [7, 0]}, {"6 6": [7, 1]}, {"6 6": [7, 2]}, {"6 6": [7, 3]}, {"6 6": [7, 4]}, {"6 6": [7, 5]}, {"6 6": [7, 6]}, {"6 6": [7, 7]}, {"6 6": [7, 8]}, {"6 6": [7, 9]}, {"6 6": [7, 10]}, {"6 6": [7, 11]}, {"6 6": [7, 12]}, {"6 6": [8, 0]}, {"6 6": [8, 1]}, {"6 6": [8, 2]}, {"6 6": [8, 3]}, {"6 6": [8, 4]}, {"6 6": [8, 5]}, {"6 6": [8, 6]}, {"6 6": [8, 7]}, {"6 6": [8, 8]}, {"6 6": [8, 9]}, {"6 6": [8, 10]}, {"6 6": [8, 11]}, {"6 6": [8, 12]}, {"6 6": [9, 0]}, {"6 6": [9, 1]}, {"6 6": [9, 2]}, {"6 6": [9, 3]}, {"6 6": [9, 4]}, {"6 6": [9, 5]}, {"6 6": [9, 6]}, {"6 6": [9, 7]}, {"6 6": [9, 8]}, {"6 6": [9, 9]}, {"6 6": [9, 10]}, {"6 6": [9, 11]}, {"6 6": [9, 12]}, {"6 6": [10, 0]}, {"6 6": [10, 1]}, {"6 6": [10, 2]}, {"6 6": [10, 3]}, {"6 6": [10, 4]}, {"6 6": [10, 5]}, {"6 6": [10, 6]}, {"6 6": [10, 7]}, {"6 6": [10, 8]}, {"6 6": [10, 9]}, {"6 6": [10, 10]}, {"6 6": [10, 11]}, {"6 6": [10, 12]}, {"6 6": [11, 0]}, {"6 6": [11, 1]}, {"6 6": [11, 2]}, {"6 6": [11, 3]}, {"6 6": [11, 4]}, {"6 6": [11, 5]}, {"6 6": [11, 6]}, {"6 6": [11, 7]}, {"6 6": [11, 8]}, {"6 6": [11, 9]}, {"6 6": [11, 10]}, {"6 6": [11, 11]}, {"6 6": [11, 12]}, {"6 6": [12, 0]}, {"6 6": [12, 1]}, {"6 6": [12, 2]}, {"6 6": [12, 3]}, {"6 6": [12, 4]}, {"6 6": [12, 5]}, {"6 6": [12, 6]}, {"6 6": [12, 7]}, {"6 6": [12, 8]}, {"6 6": [12, 9]}, {"6 6": [12, 10]}, {"6 6": [12, 11]}, {"6 6": [12, 12]}] +O_component = H +energy_component = summation +max_element = -1 +statistics = False +normalizer = False +boxcox = False + +[graph] +radius = -1.0 +max_num_nbr = 0 +create_from_DFT = True +if_lcmp_graph = True +separate_onsite = False +new_sp = False + +[train] +epochs = 4000 +pretrained = +resume = +train_ratio = 0.6 +val_ratio = 0.2 +test_ratio = 0.2 +early_stopping_loss = 0.0 +early_stopping_loss_epoch = [0.000000, 500] +revert_then_decay = True +revert_threshold = 30 +revert_decay_epoch = [500, 2000, 3000] +revert_decay_gamma = [0.4, 0.5, 0.5] +clip_grad = True +clip_grad_value = 4.2 +switch_sgd = False +switch_sgd_lr = 1e-4 +switch_sgd_epoch = -1 + +[hyperparameter] +batch_size = 3 +dtype = float32 +;choices = ['sgd', 'sgdm', 'adam', 'lbfgs'] +optimizer = adam +;initial learning rate +learning_rate = 0.001 +;choices = ['', 'MultiStepLR', 'ReduceLROnPlateau', 'CyclicLR'] +lr_scheduler = +lr_milestones = [] +momentum = 0.9 +weight_decay = 0 +criterion = MaskMSELoss +retain_edge_fea = True +lambda_Eij = 0.0 +lambda_Ei = 0.1 +lambda_Etot = 0.0 + +[network] +atom_fea_len = 64 +edge_fea_len = 128 +gauss_stop = 6 +;The number of angular quantum numbers that spherical harmonic functions have +num_l = 5 +aggr = add +distance_expansion = GaussianBasis +if_exp = True +if_MultipleLinear = False +if_edge_update = True +if_lcmp = True +normalization = LayerNorm +;choices = ['CGConv', 'GAT', 'PAINN'] +atom_update_net = CGConv +trainable_gaussians = False +type_affine = False diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_HermNet/__init__.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_HermNet/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..483be01919b40f67f6a19fca1d4ccb89fea6f6d3 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_HermNet/__init__.py @@ -0,0 +1 @@ +from .rmnet import RBF, cosine_cutoff, ShiftedSoftplus, _eps \ No newline at end of file diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_HermNet/__pycache__/__init__.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_HermNet/__pycache__/__init__.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..9ce40591d0dd72fc67f7aec8a7f04eac33c55330 Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_HermNet/__pycache__/__init__.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_HermNet/__pycache__/rmnet.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_HermNet/__pycache__/rmnet.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..8d154356834f5b63a64283a400efb3aac2f0ee6f Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_HermNet/__pycache__/rmnet.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_HermNet/license.txt b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_HermNet/license.txt new file mode 100644 index 0000000000000000000000000000000000000000..897f1c4ecc8d79948914811bce9a83ff49ae2ce5 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_HermNet/license.txt @@ -0,0 +1 @@ +The code in this folder was obtained from "https://github.com/sakuraiiiii/HermNet" \ No newline at end of file diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_HermNet/rmnet.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_HermNet/rmnet.py new file mode 100644 index 0000000000000000000000000000000000000000..209b986e78aa5acc1160059587519745b7162563 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_HermNet/rmnet.py @@ -0,0 +1,105 @@ +import math + +import torch +from torch import nn, Tensor +import numpy as np + + +_eps = 1e-3 + +r"""Tricks: Introducing the parameter `_eps` is to avoid NaN. +In HVNet and HTNet, a subgraph will be extracted to calculate angles. +And with all the nodes still be included in the subgraph, +each hidden state in such a subgraph will contain 0 value. +In `painn`, the calculation w.r.t $r / \parallel r \parallel$ will be taken. +If just alternate $r / \parallel r \parallel$ with $r / (\parallel r \parallel + _eps)$, +NaN will still occur in during the training. +Considering the following example, +$$ +(\frac{x}{r+_eps})^\prime = \frac{r+b-\frac{x^2}{r}}{(r+b)^2} +$$ +where $r = \sqrt{x^2+y^2+z^2}$. It is obvious that NaN will occur. +Thus the solution is change the norm $r$ as $r^\prime = \sqrt(x^2+y^2+z^2+_eps)$. +Since $r$ is rotational invariant, $r^2$ is rotational invariant. +Obviously, $\sqrt(r^2 + _eps)$ is rotational invariant. +""" +class RBF(nn.Module): + r"""Radial basis function. + A modified version of feature engineering in `DimeNet`, + which is used in `PAINN`. + + Parameters + ---------- + rc : float + Cutoff radius + l : int + Parameter in feature engineering in DimeNet + """ + def __init__(self, rc: float, l: int): + super(RBF, self).__init__() + self.rc = rc + self.l = l + + def forward(self, x: Tensor): + ls = torch.arange(1, self.l + 1).float().to(x.device) + norm = torch.sqrt((x ** 2).sum(dim=-1) + _eps).unsqueeze(-1) + return torch.sin(math.pi / self.rc * norm@ls.unsqueeze(0)) / norm + + +class cosine_cutoff(nn.Module): + r"""Cutoff function in https://aip.scitation.org/doi/pdf/10.1063/1.3553717. + + Parameters + ---------- + rc : float + Cutoff radius + """ + def __init__(self, rc: float): + super(cosine_cutoff, self).__init__() + self.rc = rc + + def forward(self, x: Tensor): + norm = torch.norm(x, dim=-1, keepdim=True) + _eps + return 0.5 * (torch.cos(math.pi * norm / self.rc) + 1) + +class ShiftedSoftplus(nn.Module): + r""" + + Description + ----------- + Applies the element-wise function: + + .. math:: + \text{SSP}(x) = \frac{1}{\beta} * \log(1 + \exp(\beta * x)) - \log(\text{shift}) + + Attributes + ---------- + beta : int + :math:`\beta` value for the mathematical formulation. Default to 1. + shift : int + :math:`\text{shift}` value for the mathematical formulation. Default to 2. + """ + def __init__(self, beta=1, shift=2, threshold=20): + super(ShiftedSoftplus, self).__init__() + + self.shift = shift + self.softplus = nn.Softplus(beta=beta, threshold=threshold) + + def forward(self, inputs): + """ + + Description + ----------- + Applies the activation function. + + Parameters + ---------- + inputs : float32 tensor of shape (N, *) + * denotes any number of additional dimensions. + + Returns + ------- + float32 tensor of shape (N, *) + Result of applying the activation function to the input. + """ + return self.softplus(inputs) - np.log(float(self.shift)) diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/__init__.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..ad9dfcd9088c4fe4c6fdec95f0c1da9435e8f5aa --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/__init__.py @@ -0,0 +1,2 @@ +from .graph_norm import GraphNorm +from .diff_group_norm import DiffGroupNorm diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/__pycache__/__init__.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/__pycache__/__init__.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..28632c5ba3fd37a0352749999a1f8aab2b43cc69 Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/__pycache__/__init__.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/__pycache__/diff_group_norm.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/__pycache__/diff_group_norm.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..f6875eaec94071bf93b5e07b8f5562a144e2a297 Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/__pycache__/diff_group_norm.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/__pycache__/graph_norm.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/__pycache__/graph_norm.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..de3c2014997eb238b150686973cb6a97077a479b Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/__pycache__/graph_norm.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/diff_group_norm.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/diff_group_norm.py new file mode 100644 index 0000000000000000000000000000000000000000..f94ca5506180d8596f9778e2c438ed0013c9481d --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/diff_group_norm.py @@ -0,0 +1,109 @@ +import torch +from torch import Tensor +from torch.nn import Linear, BatchNorm1d + + +class DiffGroupNorm(torch.nn.Module): + r"""The differentiable group normalization layer from the `"Towards Deeper + Graph Neural Networks with Differentiable Group Normalization" + `_ paper, which normalizes node features + group-wise via a learnable soft cluster assignment + + .. math:: + + \mathbf{S} = \text{softmax} (\mathbf{X} \mathbf{W}) + + where :math:`\mathbf{W} \in \mathbb{R}^{F \times G}` denotes a trainable + weight matrix mapping each node into one of :math:`G` clusters. + Normalization is then performed group-wise via: + + .. math:: + + \mathbf{X}^{\prime} = \mathbf{X} + \lambda \sum_{i = 1}^G + \text{BatchNorm}(\mathbf{S}[:, i] \odot \mathbf{X}) + + Args: + in_channels (int): Size of each input sample :math:`F`. + groups (int): The number of groups :math:`G`. + lamda (float, optional): The balancing factor :math:`\lambda` between + input embeddings and normalized embeddings. (default: :obj:`0.01`) + eps (float, optional): A value added to the denominator for numerical + stability. (default: :obj:`1e-5`) + momentum (float, optional): The value used for the running mean and + running variance computation. (default: :obj:`0.1`) + affine (bool, optional): If set to :obj:`True`, this module has + learnable affine parameters :math:`\gamma` and :math:`\beta`. + (default: :obj:`True`) + track_running_stats (bool, optional): If set to :obj:`True`, this + module tracks the running mean and variance, and when set to + :obj:`False`, this module does not track such statistics and always + uses batch statistics in both training and eval modes. + (default: :obj:`True`) + """ + def __init__(self, in_channels, groups, lamda=0.01, eps=1e-5, momentum=0.1, + affine=True, track_running_stats=True): + super(DiffGroupNorm, self).__init__() + + self.in_channels = in_channels + self.groups = groups + self.lamda = lamda + + self.lin = Linear(in_channels, groups, bias=False) + self.norm = BatchNorm1d(groups * in_channels, eps, momentum, affine, + track_running_stats) + + self.reset_parameters() + + def reset_parameters(self): + self.lin.reset_parameters() + self.norm.reset_parameters() + + def forward(self, x: Tensor) -> Tensor: + """""" + F, G = self.in_channels, self.groups + + s = self.lin(x).softmax(dim=-1) # [N, G] + out = s.unsqueeze(-1) * x.unsqueeze(-2) # [N, G, F] + out = self.norm(out.view(-1, G * F)).view(-1, G, F).sum(-2) # [N, F] + + return x + self.lamda * out + + @staticmethod + def group_distance_ratio(x: Tensor, y: Tensor, eps: float = 1e-5) -> float: + r"""Measures the ratio of inter-group distance over intra-group + distance + + .. math:: + R_{\text{Group}} = \frac{\frac{1}{(C-1)^2} \sum_{i!=j} + \frac{1}{|\mathbf{X}_i||\mathbf{X}_j|} \sum_{\mathbf{x}_{iv} + \in \mathbf{X}_i } \sum_{\mathbf{x}_{jv^{\prime}} \in \mathbf{X}_j} + {\| \mathbf{x}_{iv} - \mathbf{x}_{jv^{\prime}} \|}_2 }{ + \frac{1}{C} \sum_{i} \frac{1}{{|\mathbf{X}_i|}^2} + \sum_{\mathbf{x}_{iv}, \mathbf{x}_{iv^{\prime}} \in \mathbf{X}_i } + {\| \mathbf{x}_{iv} - \mathbf{x}_{iv^{\prime}} \|}_2 } + + where :math:`\mathbf{X}_i` denotes the set of all nodes that belong to + class :math:`i`, and :math:`C` denotes the total number of classes in + :obj:`y`. + """ + num_classes = int(y.max()) + 1 + + numerator = 0. + for i in range(num_classes): + mask = y == i + dist = torch.cdist(x[mask].unsqueeze(0), x[~mask].unsqueeze(0)) + numerator += (1 / dist.numel()) * float(dist.sum()) + numerator *= 1 / (num_classes - 1)**2 + + denominator = 0. + for i in range(num_classes): + mask = y == i + dist = torch.cdist(x[mask].unsqueeze(0), x[mask].unsqueeze(0)) + denominator += (1 / dist.numel()) * float(dist.sum()) + denominator *= 1 / num_classes + + return numerator / (denominator + eps) + + def __repr__(self): + return '{}({}, groups={})'.format(self.__class__.__name__, + self.in_channels, self.groups) diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/graph_norm.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/graph_norm.py new file mode 100644 index 0000000000000000000000000000000000000000..1ee9a35f5463ae41f573f087a99d4b4242e8ab9a --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/graph_norm.py @@ -0,0 +1,60 @@ +from typing import Optional + +import torch +from torch import Tensor +from torch_scatter import scatter_mean + +from torch_geometric.nn.inits import zeros, ones + + +class GraphNorm(torch.nn.Module): + r"""Applies graph normalization over individual graphs as described in the + `"GraphNorm: A Principled Approach to Accelerating Graph Neural Network + Training" `_ paper + + .. math:: + \mathbf{x}^{\prime}_i = \frac{\mathbf{x} - \alpha \odot + \textrm{E}[\mathbf{x}]} + {\sqrt{\textrm{Var}[\mathbf{x} - \alpha \odot \textrm{E}[\mathbf{x}]] + + \epsilon}} \odot \gamma + \beta + + where :math:`\alpha` denotes parameters that learn how much information + to keep in the mean. + + Args: + in_channels (int): Size of each input sample. + eps (float, optional): A value added to the denominator for numerical + stability. (default: :obj:`1e-5`) + """ + def __init__(self, in_channels: int, eps: float = 1e-5): + super(GraphNorm, self).__init__() + + self.in_channels = in_channels + self.eps = eps + + self.weight = torch.nn.Parameter(torch.Tensor(in_channels)) + self.bias = torch.nn.Parameter(torch.Tensor(in_channels)) + self.mean_scale = torch.nn.Parameter(torch.Tensor(in_channels)) + + self.reset_parameters() + + def reset_parameters(self): + ones(self.weight) + zeros(self.bias) + ones(self.mean_scale) + + def forward(self, x: Tensor, batch: Optional[Tensor] = None) -> Tensor: + """""" + if batch is None: + batch = x.new_zeros(x.size(0), dtype=torch.long) + + batch_size = int(batch.max()) + 1 + + mean = scatter_mean(x, batch, dim=0, dim_size=batch_size)[batch] + out = x - mean * self.mean_scale + var = scatter_mean(out.pow(2), batch, dim=0, dim_size=batch_size) + std = (var + self.eps).sqrt()[batch] + return self.weight * out / std + self.bias + + def __repr__(self): + return f'{self.__class__.__name__}({self.in_channels})' diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/license.txt b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/license.txt new file mode 100644 index 0000000000000000000000000000000000000000..c404d8d688a86a04d2ed9841a71f13b29b39c0bf --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_PyG_future/license.txt @@ -0,0 +1,22 @@ +The code in this folder was obtained from "https://github.com/rusty1s/pytorch_geometric", which has the following license: + + +Copyright (c) 2020 Matthias Fey + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in +all copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN +THE SOFTWARE. \ No newline at end of file diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_pymatgen/__init__.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_pymatgen/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..60b7bd19f9e3d0ad28ec4c5c1a73016019be6645 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_pymatgen/__init__.py @@ -0,0 +1 @@ +from .lattice import find_neighbors, _one_to_three, _compute_cube_index, _three_to_one diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_pymatgen/__pycache__/__init__.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_pymatgen/__pycache__/__init__.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..d86e9cd6aafc3adb73ce873a23e06882d1489322 Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_pymatgen/__pycache__/__init__.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_pymatgen/__pycache__/lattice.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_pymatgen/__pycache__/lattice.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..471c206252e45618c89532c650cf05cd9e1df919 Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_pymatgen/__pycache__/lattice.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_pymatgen/lattice.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_pymatgen/lattice.py new file mode 100644 index 0000000000000000000000000000000000000000..7fe692b9e533bcaa15351b77dadf314f4b945ef3 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_pymatgen/lattice.py @@ -0,0 +1,71 @@ +import itertools +import numpy as np + + +# The following internal methods are used in the get_points_in_sphere method. +def _compute_cube_index(coords: np.ndarray, global_min: float, radius: float + ) -> np.ndarray: + """ + Compute the cube index from coordinates + Args: + coords: (nx3 array) atom coordinates + global_min: (float) lower boundary of coordinates + radius: (float) cutoff radius + + Returns: (nx3 array) int indices + + """ + return np.array(np.floor((coords - global_min) / radius), dtype=int) + +def _three_to_one(label3d: np.ndarray, ny: int, nz: int) -> np.ndarray: + """ + The reverse of _one_to_three + """ + return np.array(label3d[:, 0] * ny * nz + + label3d[:, 1] * nz + label3d[:, 2]).reshape((-1, 1)) + +def _one_to_three(label1d: np.ndarray, ny: int, nz: int) -> np.ndarray: + """ + Convert a 1D index array to 3D index array + + Args: + label1d: (array) 1D index array + ny: (int) number of cells in y direction + nz: (int) number of cells in z direction + + Returns: (nx3) int array of index + + """ + last = np.mod(label1d, nz) + second = np.mod((label1d - last) / nz, ny) + first = (label1d - last - second * nz) / (ny * nz) + return np.concatenate([first, second, last], axis=1) + +def find_neighbors(label: np.ndarray, nx: int, ny: int, nz: int): + """ + Given a cube index, find the neighbor cube indices + + Args: + label: (array) (n,) or (n x 3) indice array + nx: (int) number of cells in y direction + ny: (int) number of cells in y direction + nz: (int) number of cells in z direction + + Returns: neighbor cell indices + + """ + + array = [[-1, 0, 1]] * 3 + neighbor_vectors = np.array(list(itertools.product(*array)), + dtype=int) + if np.shape(label)[1] == 1: + label3d = _one_to_three(label, ny, nz) + else: + label3d = label + all_labels = label3d[:, None, :] - neighbor_vectors[None, :, :] + filtered_labels = [] + # filter out out-of-bound labels i.e., label < 0 + for labels in all_labels: + ind = (labels[:, 0] < nx) * (labels[:, 1] < ny) * (labels[:, 2] < nz) * np.all(labels > -1e-5, axis=1) + filtered_labels.append(labels[ind]) + return filtered_labels \ No newline at end of file diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_pymatgen/license.txt b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_pymatgen/license.txt new file mode 100644 index 0000000000000000000000000000000000000000..ae43d142bcc2b5f43c69db4acef48fdd4690fb41 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_pymatgen/license.txt @@ -0,0 +1,22 @@ +The code in this folder was obtained from "https://github.com/materialsproject/pymatgen", which has the following license: + + +The MIT License (MIT) +Copyright (c) 2011-2012 MIT & The Regents of the University of California, through Lawrence Berkeley National Laboratory + +Permission is hereby granted, free of charge, to any person obtaining a copy of +this software and associated documentation files (the "Software"), to deal in +the Software without restriction, including without limitation the rights to +use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +the Software, and to permit persons to whom the Software is furnished to do so, +subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. \ No newline at end of file diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_schnetpack/__init__.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_schnetpack/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..1f24e5f1ea7da6de5dc80cc6cff2a0cf7a11403a --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_schnetpack/__init__.py @@ -0,0 +1 @@ +from .acsf import GaussianBasis diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_schnetpack/__pycache__/__init__.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_schnetpack/__pycache__/__init__.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..ded86b48c0acd11887f5f5fb9369f5984355b575 Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_schnetpack/__pycache__/__init__.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_schnetpack/__pycache__/acsf.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_schnetpack/__pycache__/acsf.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..6329599ed558bdb325c0aa0fd80071ca52304fcf Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_schnetpack/__pycache__/acsf.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_schnetpack/acsf.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_schnetpack/acsf.py new file mode 100644 index 0000000000000000000000000000000000000000..9194cc403895f15e1dadfd321338ebfe968fce0e --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_schnetpack/acsf.py @@ -0,0 +1,50 @@ +import torch +from torch import nn + + +def gaussian_smearing(distances, offset, widths, centered=False): + if not centered: + # compute width of Gaussian functions (using an overlap of 1 STDDEV) + coeff = -0.5 / torch.pow(widths, 2) + # Use advanced indexing to compute the individual components + diff = distances[..., None] - offset + else: + # if Gaussian functions are centered, use offsets to compute widths + coeff = -0.5 / torch.pow(offset, 2) + # if Gaussian functions are centered, no offset is subtracted + diff = distances[..., None] + # compute smear distance values + gauss = torch.exp(coeff * torch.pow(diff, 2)) + return gauss + + +class GaussianBasis(nn.Module): + def __init__( + self, start=0.0, stop=5.0, n_gaussians=50, centered=False, trainable=False + ): + super(GaussianBasis, self).__init__() + # compute offset and width of Gaussian functions + offset = torch.linspace(start, stop, n_gaussians) + widths = torch.FloatTensor((offset[1] - offset[0]) * torch.ones_like(offset)) + if trainable: + self.width = nn.Parameter(widths) + self.offsets = nn.Parameter(offset) + else: + self.register_buffer("width", widths) + self.register_buffer("offsets", offset) + self.centered = centered + + def forward(self, distances): + """Compute smeared-gaussian distance values. + + Args: + distances (torch.Tensor): interatomic distance values of + (N_b x N_at x N_nbh) shape. + + Returns: + torch.Tensor: layer output of (N_b x N_at x N_nbh x N_g) shape. + + """ + return gaussian_smearing( + distances, self.offsets, self.width, centered=self.centered + ) \ No newline at end of file diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_schnetpack/license.txt b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_schnetpack/license.txt new file mode 100644 index 0000000000000000000000000000000000000000..d0a792528f90d0b88f073bbd663e795f1b548a5c --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_schnetpack/license.txt @@ -0,0 +1,35 @@ +The code in this folder was obtained from "https://github.com/atomistic-machine-learning/schnetpack", which has the following license: + + +COPYRIGHT + +Copyright (c) 2018 Kristof Schütt, Michael Gastegger, Pan Kessel, Kim Nicoli + +All other contributions: +Copyright (c) 2018, the respective contributors. +All rights reserved. + +Each contributor holds copyright over their respective contributions. +The project versioning (Git) records all such contribution source information. + +LICENSE + +The MIT License + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. \ No newline at end of file diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_se3_transformer/__init__.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_se3_transformer/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..1dc6e2de9bea1f996abbb2f4bac19d42e6c1b2b8 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_se3_transformer/__init__.py @@ -0,0 +1 @@ +from .representations import SphericalHarmonics \ No newline at end of file diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_se3_transformer/__pycache__/__init__.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_se3_transformer/__pycache__/__init__.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..85b8b320b50491e14fcbd20f4eb35fdbf5322de0 Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_se3_transformer/__pycache__/__init__.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_se3_transformer/__pycache__/representations.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_se3_transformer/__pycache__/representations.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..65eb06a0ba835a1c179fc9fcad5c3e58fc65a790 Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_se3_transformer/__pycache__/representations.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_se3_transformer/license.txt b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_se3_transformer/license.txt new file mode 100644 index 0000000000000000000000000000000000000000..b1f1e8fbd2324c47b884577aa1e77d2b935bf6e8 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_se3_transformer/license.txt @@ -0,0 +1,24 @@ +The code in this folder was obtained from "https://github.com/mariogeiger/se3cnn/", which has the following license: + + +MIT License + +Copyright (c) 2019 Mario Geiger + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. \ No newline at end of file diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_se3_transformer/representations.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_se3_transformer/representations.py new file mode 100644 index 0000000000000000000000000000000000000000..64952e1bda4e3cd9684a7e982b631958d9afaa64 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/from_se3_transformer/representations.py @@ -0,0 +1,204 @@ +import torch +import numpy as np + + +def semifactorial(x): + """Compute the semifactorial function x!!. + + x!! = x * (x-2) * (x-4) *... + + Args: + x: positive int + Returns: + float for x!! + """ + y = 1. + for n in range(x, 1, -2): + y *= n + return y + + +def pochhammer(x, k): + """Compute the pochhammer symbol (x)_k. + + (x)_k = x * (x+1) * (x+2) *...* (x+k-1) + + Args: + x: positive int + Returns: + float for (x)_k + """ + xf = float(x) + for n in range(x+1, x+k): + xf *= n + return xf + +def lpmv(l, m, x): + """Associated Legendre function including Condon-Shortley phase. + + Args: + m: int order + l: int degree + x: float argument tensor + Returns: + tensor of x-shape + """ + m_abs = abs(m) + if m_abs > l: + return torch.zeros_like(x) + + # Compute P_m^m + yold = ((-1)**m_abs * semifactorial(2*m_abs-1)) * torch.pow(1-x*x, m_abs/2) + + # Compute P_{m+1}^m + if m_abs != l: + y = x * (2*m_abs+1) * yold + else: + y = yold + + # Compute P_{l}^m from recursion in P_{l-1}^m and P_{l-2}^m + for i in range(m_abs+2, l+1): + tmp = y + # Inplace speedup + y = ((2*i-1) / (i-m_abs)) * x * y + y -= ((i+m_abs-1)/(i-m_abs)) * yold + yold = tmp + + if m < 0: + y *= ((-1)**m / pochhammer(l+m+1, -2*m)) + + return y + +def tesseral_harmonics(l, m, theta=0., phi=0.): + """Tesseral spherical harmonic with Condon-Shortley phase. + + The Tesseral spherical harmonics are also known as the real spherical + harmonics. + + Args: + l: int for degree + m: int for order, where -l <= m < l + theta: collatitude or polar angle + phi: longitude or azimuth + Returns: + tensor of shape theta + """ + assert abs(m) <= l, "absolute value of order m must be <= degree l" + + N = np.sqrt((2*l+1) / (4*np.pi)) + leg = lpmv(l, abs(m), torch.cos(theta)) + if m == 0: + return N*leg + elif m > 0: + Y = torch.cos(m*phi) * leg + else: + Y = torch.sin(abs(m)*phi) * leg + N *= np.sqrt(2. / pochhammer(l-abs(m)+1, 2*abs(m))) + Y *= N + return Y + +class SphericalHarmonics(object): + def __init__(self): + self.leg = {} + + def clear(self): + self.leg = {} + + def negative_lpmv(self, l, m, y): + """Compute negative order coefficients""" + if m < 0: + y *= ((-1)**m / pochhammer(l+m+1, -2*m)) + return y + + def lpmv(self, l, m, x): + """Associated Legendre function including Condon-Shortley phase. + + Args: + m: int order + l: int degree + x: float argument tensor + Returns: + tensor of x-shape + """ + # Check memoized versions + m_abs = abs(m) + if (l,m) in self.leg: + return self.leg[(l,m)] + elif m_abs > l: + return None + elif l == 0: + self.leg[(l,m)] = torch.ones_like(x) + return self.leg[(l,m)] + + # Check if on boundary else recurse solution down to boundary + if m_abs == l: + # Compute P_m^m + y = (-1)**m_abs * semifactorial(2*m_abs-1) + y *= torch.pow(1-x*x, m_abs/2) + self.leg[(l,m)] = self.negative_lpmv(l, m, y) + return self.leg[(l,m)] + else: + # Recursively precompute lower degree harmonics + self.lpmv(l-1, m, x) + + # Compute P_{l}^m from recursion in P_{l-1}^m and P_{l-2}^m + # Inplace speedup + y = ((2*l-1) / (l-m_abs)) * x * self.lpmv(l-1, m_abs, x) + if l - m_abs > 1: + y -= ((l+m_abs-1)/(l-m_abs)) * self.leg[(l-2, m_abs)] + #self.leg[(l, m_abs)] = y + + if m < 0: + y = self.negative_lpmv(l, m, y) + self.leg[(l,m)] = y + + return self.leg[(l,m)] + + def get_element(self, l, m, theta, phi): + """Tesseral spherical harmonic with Condon-Shortley phase. + + The Tesseral spherical harmonics are also known as the real spherical + harmonics. + + Args: + l: int for degree + m: int for order, where -l <= m < l + theta: collatitude or polar angle + phi: longitude or azimuth + Returns: + tensor of shape theta + """ + assert abs(m) <= l, "absolute value of order m must be <= degree l" + + N = np.sqrt((2*l+1) / (4*np.pi)) + leg = self.lpmv(l, abs(m), torch.cos(theta)) + if m == 0: + return N*leg + elif m > 0: + Y = torch.cos(m*phi) * leg + else: + Y = torch.sin(abs(m)*phi) * leg + N *= np.sqrt(2. / pochhammer(l-abs(m)+1, 2*abs(m))) + Y *= N + return Y + + def get(self, l, theta, phi, refresh=True): + """Tesseral harmonic with Condon-Shortley phase. + + The Tesseral spherical harmonics are also known as the real spherical + harmonics. + + Args: + l: int for degree + theta: collatitude or polar angle + phi: longitude or azimuth + Returns: + tensor of shape [*theta.shape, 2*l+1] + """ + results = [] + if refresh: + self.clear() + for m in range(-l, l+1): + results.append(self.get_element(l, m, theta, phi)) + return torch.stack(results, -1) + diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/graph.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/graph.py new file mode 100644 index 0000000000000000000000000000000000000000..1eeb610c0c40511009172bc7b64b2b5060647a04 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/graph.py @@ -0,0 +1,934 @@ +import collections +import itertools +import os +import json +import warnings +import math + +import torch +import torch_geometric +from torch_geometric.data import Data, Batch +import numpy as np +import h5py + +from .model import get_spherical_from_cartesian, SphericalHarmonics +from .from_pymatgen import find_neighbors, _one_to_three, _compute_cube_index, _three_to_one + + +""" +The function _spherical_harmonics below is come from "https://github.com/e3nn/e3nn", which has the MIT License below + +--------------------------------------------------------------------------- +MIT License + +Euclidean neural networks (e3nn) Copyright (c) 2020, The Regents of the +University of California, through Lawrence Berkeley National Laboratory +(subject to receipt of any required approvals from the U.S. Dept. of Energy), +Ecole Polytechnique Federale de Lausanne (EPFL), Free University of Berlin +and Kostiantyn Lapchevskyi. All rights reserved. + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights to use, +copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the +Software, and to permit persons to whom the Software is furnished to do so, +subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. +""" +def _spherical_harmonics(lmax: int, x: torch.Tensor, y: torch.Tensor, z: torch.Tensor) -> torch.Tensor: + sh_0_0 = torch.ones_like(x) + if lmax == 0: + return torch.stack([ + sh_0_0, + ], dim=-1) + + sh_1_0 = x + sh_1_1 = y + sh_1_2 = z + if lmax == 1: + return torch.stack([ + sh_0_0, + sh_1_0, sh_1_1, sh_1_2 + ], dim=-1) + + sh_2_0 = math.sqrt(3.0) * x * z + sh_2_1 = math.sqrt(3.0) * x * y + y2 = y.pow(2) + x2z2 = x.pow(2) + z.pow(2) + sh_2_2 = y2 - 0.5 * x2z2 + sh_2_3 = math.sqrt(3.0) * y * z + sh_2_4 = math.sqrt(3.0) / 2.0 * (z.pow(2) - x.pow(2)) + + if lmax == 2: + return torch.stack([ + sh_0_0, + sh_1_0, sh_1_1, sh_1_2, + sh_2_0, sh_2_1, sh_2_2, sh_2_3, sh_2_4 + ], dim=-1) + + sh_3_0 = math.sqrt(5.0 / 6.0) * (sh_2_0 * z + sh_2_4 * x) + sh_3_1 = math.sqrt(5.0) * sh_2_0 * y + sh_3_2 = math.sqrt(3.0 / 8.0) * (4.0 * y2 - x2z2) * x + sh_3_3 = 0.5 * y * (2.0 * y2 - 3.0 * x2z2) + sh_3_4 = math.sqrt(3.0 / 8.0) * z * (4.0 * y2 - x2z2) + sh_3_5 = math.sqrt(5.0) * sh_2_4 * y + sh_3_6 = math.sqrt(5.0 / 6.0) * (sh_2_4 * z - sh_2_0 * x) + + if lmax == 3: + return torch.stack([ + sh_0_0, + sh_1_0, sh_1_1, sh_1_2, + sh_2_0, sh_2_1, sh_2_2, sh_2_3, sh_2_4, + sh_3_0, sh_3_1, sh_3_2, sh_3_3, sh_3_4, sh_3_5, sh_3_6 + ], dim=-1) + + sh_4_0 = 0.935414346693485*sh_3_0*z + 0.935414346693485*sh_3_6*x + sh_4_1 = 0.661437827766148*sh_3_0*y + 0.810092587300982*sh_3_1*z + 0.810092587300983*sh_3_5*x + sh_4_2 = -0.176776695296637*sh_3_0*z + 0.866025403784439*sh_3_1*y + 0.684653196881458*sh_3_2*z + 0.684653196881457*sh_3_4*x + 0.176776695296637*sh_3_6*x + sh_4_3 = -0.306186217847897*sh_3_1*z + 0.968245836551855*sh_3_2*y + 0.790569415042095*sh_3_3*x + 0.306186217847897*sh_3_5*x + sh_4_4 = -0.612372435695795*sh_3_2*x + sh_3_3*y - 0.612372435695795*sh_3_4*z + sh_4_5 = -0.306186217847897*sh_3_1*x + 0.790569415042096*sh_3_3*z + 0.968245836551854*sh_3_4*y - 0.306186217847897*sh_3_5*z + sh_4_6 = -0.176776695296637*sh_3_0*x - 0.684653196881457*sh_3_2*x + 0.684653196881457*sh_3_4*z + 0.866025403784439*sh_3_5*y - 0.176776695296637*sh_3_6*z + sh_4_7 = -0.810092587300982*sh_3_1*x + 0.810092587300982*sh_3_5*z + 0.661437827766148*sh_3_6*y + sh_4_8 = -0.935414346693485*sh_3_0*x + 0.935414346693486*sh_3_6*z + if lmax == 4: + return torch.stack([ + sh_0_0, + sh_1_0, sh_1_1, sh_1_2, + sh_2_0, sh_2_1, sh_2_2, sh_2_3, sh_2_4, + sh_3_0, sh_3_1, sh_3_2, sh_3_3, sh_3_4, sh_3_5, sh_3_6, + sh_4_0, sh_4_1, sh_4_2, sh_4_3, sh_4_4, sh_4_5, sh_4_6, sh_4_7, sh_4_8 + ], dim=-1) + + sh_5_0 = 0.948683298050513*sh_4_0*z + 0.948683298050513*sh_4_8*x + sh_5_1 = 0.6*sh_4_0*y + 0.848528137423857*sh_4_1*z + 0.848528137423858*sh_4_7*x + sh_5_2 = -0.14142135623731*sh_4_0*z + 0.8*sh_4_1*y + 0.748331477354788*sh_4_2*z + 0.748331477354788*sh_4_6*x + 0.14142135623731*sh_4_8*x + sh_5_3 = -0.244948974278318*sh_4_1*z + 0.916515138991168*sh_4_2*y + 0.648074069840786*sh_4_3*z + 0.648074069840787*sh_4_5*x + 0.244948974278318*sh_4_7*x + sh_5_4 = -0.346410161513776*sh_4_2*z + 0.979795897113272*sh_4_3*y + 0.774596669241484*sh_4_4*x + 0.346410161513776*sh_4_6*x + sh_5_5 = -0.632455532033676*sh_4_3*x + sh_4_4*y - 0.632455532033676*sh_4_5*z + sh_5_6 = -0.346410161513776*sh_4_2*x + 0.774596669241483*sh_4_4*z + 0.979795897113273*sh_4_5*y - 0.346410161513776*sh_4_6*z + sh_5_7 = -0.244948974278318*sh_4_1*x - 0.648074069840787*sh_4_3*x + 0.648074069840786*sh_4_5*z + 0.916515138991169*sh_4_6*y - 0.244948974278318*sh_4_7*z + sh_5_8 = -0.141421356237309*sh_4_0*x - 0.748331477354788*sh_4_2*x + 0.748331477354788*sh_4_6*z + 0.8*sh_4_7*y - 0.141421356237309*sh_4_8*z + sh_5_9 = -0.848528137423857*sh_4_1*x + 0.848528137423857*sh_4_7*z + 0.6*sh_4_8*y + sh_5_10 = -0.948683298050513*sh_4_0*x + 0.948683298050513*sh_4_8*z + if lmax == 5: + return torch.stack([ + sh_0_0, + sh_1_0, sh_1_1, sh_1_2, + sh_2_0, sh_2_1, sh_2_2, sh_2_3, sh_2_4, + sh_3_0, sh_3_1, sh_3_2, sh_3_3, sh_3_4, sh_3_5, sh_3_6, + sh_4_0, sh_4_1, sh_4_2, sh_4_3, sh_4_4, sh_4_5, sh_4_6, sh_4_7, sh_4_8, + sh_5_0, sh_5_1, sh_5_2, sh_5_3, sh_5_4, sh_5_5, sh_5_6, sh_5_7, sh_5_8, sh_5_9, sh_5_10 + ], dim=-1) + + sh_6_0 = 0.957427107756337*sh_5_0*z + 0.957427107756338*sh_5_10*x + sh_6_1 = 0.552770798392565*sh_5_0*y + 0.874007373475125*sh_5_1*z + 0.874007373475125*sh_5_9*x + sh_6_2 = -0.117851130197757*sh_5_0*z + 0.745355992499929*sh_5_1*y + 0.117851130197758*sh_5_10*x + 0.790569415042094*sh_5_2*z + 0.790569415042093*sh_5_8*x + sh_6_3 = -0.204124145231931*sh_5_1*z + 0.866025403784437*sh_5_2*y + 0.707106781186546*sh_5_3*z + 0.707106781186547*sh_5_7*x + 0.204124145231931*sh_5_9*x + sh_6_4 = -0.288675134594813*sh_5_2*z + 0.942809041582062*sh_5_3*y + 0.623609564462323*sh_5_4*z + 0.623609564462322*sh_5_6*x + 0.288675134594812*sh_5_8*x + sh_6_5 = -0.372677996249965*sh_5_3*z + 0.986013297183268*sh_5_4*y + 0.763762615825972*sh_5_5*x + 0.372677996249964*sh_5_7*x + sh_6_6 = -0.645497224367901*sh_5_4*x + sh_5_5*y - 0.645497224367902*sh_5_6*z + sh_6_7 = -0.372677996249964*sh_5_3*x + 0.763762615825972*sh_5_5*z + 0.986013297183269*sh_5_6*y - 0.372677996249965*sh_5_7*z + sh_6_8 = -0.288675134594813*sh_5_2*x - 0.623609564462323*sh_5_4*x + 0.623609564462323*sh_5_6*z + 0.942809041582062*sh_5_7*y - 0.288675134594812*sh_5_8*z + sh_6_9 = -0.20412414523193*sh_5_1*x - 0.707106781186546*sh_5_3*x + 0.707106781186547*sh_5_7*z + 0.866025403784438*sh_5_8*y - 0.204124145231931*sh_5_9*z + sh_6_10 = -0.117851130197757*sh_5_0*x - 0.117851130197757*sh_5_10*z - 0.790569415042094*sh_5_2*x + 0.790569415042093*sh_5_8*z + 0.745355992499929*sh_5_9*y + sh_6_11 = -0.874007373475124*sh_5_1*x + 0.552770798392566*sh_5_10*y + 0.874007373475125*sh_5_9*z + sh_6_12 = -0.957427107756337*sh_5_0*x + 0.957427107756336*sh_5_10*z + if lmax == 6: + return torch.stack([ + sh_0_0, + sh_1_0, sh_1_1, sh_1_2, + sh_2_0, sh_2_1, sh_2_2, sh_2_3, sh_2_4, + sh_3_0, sh_3_1, sh_3_2, sh_3_3, sh_3_4, sh_3_5, sh_3_6, + sh_4_0, sh_4_1, sh_4_2, sh_4_3, sh_4_4, sh_4_5, sh_4_6, sh_4_7, sh_4_8, + sh_5_0, sh_5_1, sh_5_2, sh_5_3, sh_5_4, sh_5_5, sh_5_6, sh_5_7, sh_5_8, sh_5_9, sh_5_10, + sh_6_0, sh_6_1, sh_6_2, sh_6_3, sh_6_4, sh_6_5, sh_6_6, sh_6_7, sh_6_8, sh_6_9, sh_6_10, sh_6_11, sh_6_12 + ], dim=-1) + + sh_7_0 = 0.963624111659433*sh_6_0*z + 0.963624111659432*sh_6_12*x + sh_7_1 = 0.515078753637713*sh_6_0*y + 0.892142571199771*sh_6_1*z + 0.892142571199771*sh_6_11*x + sh_7_2 = -0.101015254455221*sh_6_0*z + 0.699854212223765*sh_6_1*y + 0.82065180664829*sh_6_10*x + 0.101015254455222*sh_6_12*x + 0.82065180664829*sh_6_2*z + sh_7_3 = -0.174963553055942*sh_6_1*z + 0.174963553055941*sh_6_11*x + 0.82065180664829*sh_6_2*y + 0.749149177264394*sh_6_3*z + 0.749149177264394*sh_6_9*x + sh_7_4 = 0.247435829652697*sh_6_10*x - 0.247435829652697*sh_6_2*z + 0.903507902905251*sh_6_3*y + 0.677630927178938*sh_6_4*z + 0.677630927178938*sh_6_8*x + sh_7_5 = -0.31943828249997*sh_6_3*z + 0.95831484749991*sh_6_4*y + 0.606091526731326*sh_6_5*z + 0.606091526731326*sh_6_7*x + 0.31943828249997*sh_6_9*x + sh_7_6 = -0.391230398217976*sh_6_4*z + 0.989743318610787*sh_6_5*y + 0.755928946018454*sh_6_6*x + 0.391230398217975*sh_6_8*x + sh_7_7 = -0.654653670707977*sh_6_5*x + sh_6_6*y - 0.654653670707978*sh_6_7*z + sh_7_8 = -0.391230398217976*sh_6_4*x + 0.755928946018455*sh_6_6*z + 0.989743318610787*sh_6_7*y - 0.391230398217975*sh_6_8*z + sh_7_9 = -0.31943828249997*sh_6_3*x - 0.606091526731327*sh_6_5*x + 0.606091526731326*sh_6_7*z + 0.95831484749991*sh_6_8*y - 0.31943828249997*sh_6_9*z + sh_7_10 = -0.247435829652697*sh_6_10*z - 0.247435829652697*sh_6_2*x - 0.677630927178938*sh_6_4*x + 0.677630927178938*sh_6_8*z + 0.903507902905251*sh_6_9*y + sh_7_11 = -0.174963553055942*sh_6_1*x + 0.820651806648289*sh_6_10*y - 0.174963553055941*sh_6_11*z - 0.749149177264394*sh_6_3*x + 0.749149177264394*sh_6_9*z + sh_7_12 = -0.101015254455221*sh_6_0*x + 0.82065180664829*sh_6_10*z + 0.699854212223766*sh_6_11*y - 0.101015254455221*sh_6_12*z - 0.82065180664829*sh_6_2*x + sh_7_13 = -0.892142571199772*sh_6_1*x + 0.892142571199772*sh_6_11*z + 0.515078753637713*sh_6_12*y + sh_7_14 = -0.963624111659431*sh_6_0*x + 0.963624111659433*sh_6_12*z + if lmax == 7: + return torch.stack([ + sh_0_0, + sh_1_0, sh_1_1, sh_1_2, + sh_2_0, sh_2_1, sh_2_2, sh_2_3, sh_2_4, + sh_3_0, sh_3_1, sh_3_2, sh_3_3, sh_3_4, sh_3_5, sh_3_6, + sh_4_0, sh_4_1, sh_4_2, sh_4_3, sh_4_4, sh_4_5, sh_4_6, sh_4_7, sh_4_8, + sh_5_0, sh_5_1, sh_5_2, sh_5_3, sh_5_4, sh_5_5, sh_5_6, sh_5_7, sh_5_8, sh_5_9, sh_5_10, + sh_6_0, sh_6_1, sh_6_2, sh_6_3, sh_6_4, sh_6_5, sh_6_6, sh_6_7, sh_6_8, sh_6_9, sh_6_10, sh_6_11, sh_6_12, + sh_7_0, sh_7_1, sh_7_2, sh_7_3, sh_7_4, sh_7_5, sh_7_6, sh_7_7, sh_7_8, sh_7_9, sh_7_10, sh_7_11, sh_7_12, sh_7_13, sh_7_14 + ], dim=-1) + + sh_8_0 = 0.968245836551854*sh_7_0*z + 0.968245836551853*sh_7_14*x + sh_8_1 = 0.484122918275928*sh_7_0*y + 0.90571104663684*sh_7_1*z + 0.90571104663684*sh_7_13*x + sh_8_2 = -0.0883883476483189*sh_7_0*z + 0.661437827766148*sh_7_1*y + 0.843171097702002*sh_7_12*x + 0.088388347648318*sh_7_14*x + 0.843171097702003*sh_7_2*z + sh_8_3 = -0.153093108923948*sh_7_1*z + 0.7806247497998*sh_7_11*x + 0.153093108923949*sh_7_13*x + 0.7806247497998*sh_7_2*y + 0.780624749799799*sh_7_3*z + sh_8_4 = 0.718070330817253*sh_7_10*x + 0.21650635094611*sh_7_12*x - 0.21650635094611*sh_7_2*z + 0.866025403784439*sh_7_3*y + 0.718070330817254*sh_7_4*z + sh_8_5 = 0.279508497187474*sh_7_11*x - 0.279508497187474*sh_7_3*z + 0.927024810886958*sh_7_4*y + 0.655505530106345*sh_7_5*z + 0.655505530106344*sh_7_9*x + sh_8_6 = 0.342326598440729*sh_7_10*x - 0.342326598440729*sh_7_4*z + 0.968245836551854*sh_7_5*y + 0.592927061281572*sh_7_6*z + 0.592927061281571*sh_7_8*x + sh_8_7 = -0.405046293650492*sh_7_5*z + 0.992156741649221*sh_7_6*y + 0.75*sh_7_7*x + 0.405046293650492*sh_7_9*x + sh_8_8 = -0.661437827766148*sh_7_6*x + sh_7_7*y - 0.661437827766148*sh_7_8*z + sh_8_9 = -0.405046293650492*sh_7_5*x + 0.75*sh_7_7*z + 0.992156741649221*sh_7_8*y - 0.405046293650491*sh_7_9*z + sh_8_10 = -0.342326598440728*sh_7_10*z - 0.342326598440729*sh_7_4*x - 0.592927061281571*sh_7_6*x + 0.592927061281571*sh_7_8*z + 0.968245836551855*sh_7_9*y + sh_8_11 = 0.927024810886958*sh_7_10*y - 0.279508497187474*sh_7_11*z - 0.279508497187474*sh_7_3*x - 0.655505530106345*sh_7_5*x + 0.655505530106345*sh_7_9*z + sh_8_12 = 0.718070330817253*sh_7_10*z + 0.866025403784439*sh_7_11*y - 0.216506350946109*sh_7_12*z - 0.216506350946109*sh_7_2*x - 0.718070330817254*sh_7_4*x + sh_8_13 = -0.153093108923948*sh_7_1*x + 0.7806247497998*sh_7_11*z + 0.7806247497998*sh_7_12*y - 0.153093108923948*sh_7_13*z - 0.780624749799799*sh_7_3*x + sh_8_14 = -0.0883883476483179*sh_7_0*x + 0.843171097702002*sh_7_12*z + 0.661437827766147*sh_7_13*y - 0.088388347648319*sh_7_14*z - 0.843171097702002*sh_7_2*x + sh_8_15 = -0.90571104663684*sh_7_1*x + 0.90571104663684*sh_7_13*z + 0.484122918275927*sh_7_14*y + sh_8_16 = -0.968245836551853*sh_7_0*x + 0.968245836551855*sh_7_14*z + if lmax == 8: + return torch.stack([ + sh_0_0, + sh_1_0, sh_1_1, sh_1_2, + sh_2_0, sh_2_1, sh_2_2, sh_2_3, sh_2_4, + sh_3_0, sh_3_1, sh_3_2, sh_3_3, sh_3_4, sh_3_5, sh_3_6, + sh_4_0, sh_4_1, sh_4_2, sh_4_3, sh_4_4, sh_4_5, sh_4_6, sh_4_7, sh_4_8, + sh_5_0, sh_5_1, sh_5_2, sh_5_3, sh_5_4, sh_5_5, sh_5_6, sh_5_7, sh_5_8, sh_5_9, sh_5_10, + sh_6_0, sh_6_1, sh_6_2, sh_6_3, sh_6_4, sh_6_5, sh_6_6, sh_6_7, sh_6_8, sh_6_9, sh_6_10, sh_6_11, sh_6_12, + sh_7_0, sh_7_1, sh_7_2, sh_7_3, sh_7_4, sh_7_5, sh_7_6, sh_7_7, sh_7_8, sh_7_9, sh_7_10, sh_7_11, sh_7_12, sh_7_13, sh_7_14, + sh_8_0, sh_8_1, sh_8_2, sh_8_3, sh_8_4, sh_8_5, sh_8_6, sh_8_7, sh_8_8, sh_8_9, sh_8_10, sh_8_11, sh_8_12, sh_8_13, sh_8_14, sh_8_15, sh_8_16 + ], dim=-1) + + sh_9_0 = 0.97182531580755*sh_8_0*z + 0.971825315807551*sh_8_16*x + sh_9_1 = 0.458122847290851*sh_8_0*y + 0.916245694581702*sh_8_1*z + 0.916245694581702*sh_8_15*x + sh_9_2 = -0.078567420131839*sh_8_0*z + 0.62853936105471*sh_8_1*y + 0.86066296582387*sh_8_14*x + 0.0785674201318385*sh_8_16*x + 0.860662965823871*sh_8_2*z + sh_9_3 = -0.136082763487955*sh_8_1*z + 0.805076485899413*sh_8_13*x + 0.136082763487954*sh_8_15*x + 0.74535599249993*sh_8_2*y + 0.805076485899413*sh_8_3*z + sh_9_4 = 0.749485420179558*sh_8_12*x + 0.192450089729875*sh_8_14*x - 0.192450089729876*sh_8_2*z + 0.831479419283099*sh_8_3*y + 0.749485420179558*sh_8_4*z + sh_9_5 = 0.693888666488711*sh_8_11*x + 0.248451997499977*sh_8_13*x - 0.248451997499976*sh_8_3*z + 0.895806416477617*sh_8_4*y + 0.69388866648871*sh_8_5*z + sh_9_6 = 0.638284738504225*sh_8_10*x + 0.304290309725092*sh_8_12*x - 0.304290309725092*sh_8_4*z + 0.942809041582063*sh_8_5*y + 0.638284738504225*sh_8_6*z + sh_9_7 = 0.360041149911548*sh_8_11*x - 0.360041149911548*sh_8_5*z + 0.974996043043569*sh_8_6*y + 0.582671582316751*sh_8_7*z + 0.582671582316751*sh_8_9*x + sh_9_8 = 0.415739709641549*sh_8_10*x - 0.415739709641549*sh_8_6*z + 0.993807989999906*sh_8_7*y + 0.74535599249993*sh_8_8*x + sh_9_9 = -0.66666666666666666667*sh_8_7*x + sh_8_8*y - 0.66666666666666666667*sh_8_9*z + sh_9_10 = -0.415739709641549*sh_8_10*z - 0.415739709641549*sh_8_6*x + 0.74535599249993*sh_8_8*z + 0.993807989999906*sh_8_9*y + sh_9_11 = 0.974996043043568*sh_8_10*y - 0.360041149911547*sh_8_11*z - 0.360041149911548*sh_8_5*x - 0.582671582316751*sh_8_7*x + 0.582671582316751*sh_8_9*z + sh_9_12 = 0.638284738504225*sh_8_10*z + 0.942809041582063*sh_8_11*y - 0.304290309725092*sh_8_12*z - 0.304290309725092*sh_8_4*x - 0.638284738504225*sh_8_6*x + sh_9_13 = 0.693888666488711*sh_8_11*z + 0.895806416477617*sh_8_12*y - 0.248451997499977*sh_8_13*z - 0.248451997499977*sh_8_3*x - 0.693888666488711*sh_8_5*x + sh_9_14 = 0.749485420179558*sh_8_12*z + 0.831479419283098*sh_8_13*y - 0.192450089729875*sh_8_14*z - 0.192450089729875*sh_8_2*x - 0.749485420179558*sh_8_4*x + sh_9_15 = -0.136082763487954*sh_8_1*x + 0.805076485899413*sh_8_13*z + 0.745355992499929*sh_8_14*y - 0.136082763487955*sh_8_15*z - 0.805076485899413*sh_8_3*x + sh_9_16 = -0.0785674201318389*sh_8_0*x + 0.86066296582387*sh_8_14*z + 0.628539361054709*sh_8_15*y - 0.0785674201318387*sh_8_16*z - 0.860662965823871*sh_8_2*x + sh_9_17 = -0.9162456945817*sh_8_1*x + 0.916245694581702*sh_8_15*z + 0.458122847290851*sh_8_16*y + sh_9_18 = -0.97182531580755*sh_8_0*x + 0.97182531580755*sh_8_16*z + if lmax == 9: + return torch.stack([ + sh_0_0, + sh_1_0, sh_1_1, sh_1_2, + sh_2_0, sh_2_1, sh_2_2, sh_2_3, sh_2_4, + sh_3_0, sh_3_1, sh_3_2, sh_3_3, sh_3_4, sh_3_5, sh_3_6, + sh_4_0, sh_4_1, sh_4_2, sh_4_3, sh_4_4, sh_4_5, sh_4_6, sh_4_7, sh_4_8, + sh_5_0, sh_5_1, sh_5_2, sh_5_3, sh_5_4, sh_5_5, sh_5_6, sh_5_7, sh_5_8, sh_5_9, sh_5_10, + sh_6_0, sh_6_1, sh_6_2, sh_6_3, sh_6_4, sh_6_5, sh_6_6, sh_6_7, sh_6_8, sh_6_9, sh_6_10, sh_6_11, sh_6_12, + sh_7_0, sh_7_1, sh_7_2, sh_7_3, sh_7_4, sh_7_5, sh_7_6, sh_7_7, sh_7_8, sh_7_9, sh_7_10, sh_7_11, sh_7_12, sh_7_13, sh_7_14, + sh_8_0, sh_8_1, sh_8_2, sh_8_3, sh_8_4, sh_8_5, sh_8_6, sh_8_7, sh_8_8, sh_8_9, sh_8_10, sh_8_11, sh_8_12, sh_8_13, sh_8_14, sh_8_15, sh_8_16, + sh_9_0, sh_9_1, sh_9_2, sh_9_3, sh_9_4, sh_9_5, sh_9_6, sh_9_7, sh_9_8, sh_9_9, sh_9_10, sh_9_11, sh_9_12, sh_9_13, sh_9_14, sh_9_15, sh_9_16, sh_9_17, sh_9_18 + ], dim=-1) + + sh_10_0 = 0.974679434480897*sh_9_0*z + 0.974679434480897*sh_9_18*x + sh_10_1 = 0.435889894354067*sh_9_0*y + 0.924662100445347*sh_9_1*z + 0.924662100445347*sh_9_17*x + sh_10_2 = -0.0707106781186546*sh_9_0*z + 0.6*sh_9_1*y + 0.874642784226796*sh_9_16*x + 0.070710678118655*sh_9_18*x + 0.874642784226795*sh_9_2*z + sh_10_3 = -0.122474487139159*sh_9_1*z + 0.824621125123533*sh_9_15*x + 0.122474487139159*sh_9_17*x + 0.714142842854285*sh_9_2*y + 0.824621125123533*sh_9_3*z + sh_10_4 = 0.774596669241484*sh_9_14*x + 0.173205080756887*sh_9_16*x - 0.173205080756888*sh_9_2*z + 0.8*sh_9_3*y + 0.774596669241483*sh_9_4*z + sh_10_5 = 0.724568837309472*sh_9_13*x + 0.223606797749979*sh_9_15*x - 0.223606797749979*sh_9_3*z + 0.866025403784438*sh_9_4*y + 0.724568837309472*sh_9_5*z + sh_10_6 = 0.674536878161602*sh_9_12*x + 0.273861278752583*sh_9_14*x - 0.273861278752583*sh_9_4*z + 0.916515138991168*sh_9_5*y + 0.674536878161602*sh_9_6*z + sh_10_7 = 0.62449979983984*sh_9_11*x + 0.324037034920393*sh_9_13*x - 0.324037034920393*sh_9_5*z + 0.953939201416946*sh_9_6*y + 0.62449979983984*sh_9_7*z + sh_10_8 = 0.574456264653803*sh_9_10*x + 0.374165738677394*sh_9_12*x - 0.374165738677394*sh_9_6*z + 0.979795897113272*sh_9_7*y + 0.574456264653803*sh_9_8*z + sh_10_9 = 0.424264068711928*sh_9_11*x - 0.424264068711929*sh_9_7*z + 0.99498743710662*sh_9_8*y + 0.741619848709567*sh_9_9*x + sh_10_10 = -0.670820393249937*sh_9_10*z - 0.670820393249937*sh_9_8*x + sh_9_9*y + sh_10_11 = 0.99498743710662*sh_9_10*y - 0.424264068711929*sh_9_11*z - 0.424264068711929*sh_9_7*x + 0.741619848709567*sh_9_9*z + sh_10_12 = 0.574456264653803*sh_9_10*z + 0.979795897113272*sh_9_11*y - 0.374165738677395*sh_9_12*z - 0.374165738677394*sh_9_6*x - 0.574456264653803*sh_9_8*x + sh_10_13 = 0.62449979983984*sh_9_11*z + 0.953939201416946*sh_9_12*y - 0.324037034920393*sh_9_13*z - 0.324037034920393*sh_9_5*x - 0.62449979983984*sh_9_7*x + sh_10_14 = 0.674536878161602*sh_9_12*z + 0.916515138991168*sh_9_13*y - 0.273861278752583*sh_9_14*z - 0.273861278752583*sh_9_4*x - 0.674536878161603*sh_9_6*x + sh_10_15 = 0.724568837309472*sh_9_13*z + 0.866025403784439*sh_9_14*y - 0.223606797749979*sh_9_15*z - 0.223606797749979*sh_9_3*x - 0.724568837309472*sh_9_5*x + sh_10_16 = 0.774596669241484*sh_9_14*z + 0.8*sh_9_15*y - 0.173205080756888*sh_9_16*z - 0.173205080756887*sh_9_2*x - 0.774596669241484*sh_9_4*x + sh_10_17 = -0.12247448713916*sh_9_1*x + 0.824621125123532*sh_9_15*z + 0.714142842854285*sh_9_16*y - 0.122474487139158*sh_9_17*z - 0.824621125123533*sh_9_3*x + sh_10_18 = -0.0707106781186548*sh_9_0*x + 0.874642784226796*sh_9_16*z + 0.6*sh_9_17*y - 0.0707106781186546*sh_9_18*z - 0.874642784226796*sh_9_2*x + sh_10_19 = -0.924662100445348*sh_9_1*x + 0.924662100445347*sh_9_17*z + 0.435889894354068*sh_9_18*y + sh_10_20 = -0.974679434480898*sh_9_0*x + 0.974679434480896*sh_9_18*z + if lmax == 10: + return torch.stack([ + sh_0_0, + sh_1_0, sh_1_1, sh_1_2, + sh_2_0, sh_2_1, sh_2_2, sh_2_3, sh_2_4, + sh_3_0, sh_3_1, sh_3_2, sh_3_3, sh_3_4, sh_3_5, sh_3_6, + sh_4_0, sh_4_1, sh_4_2, sh_4_3, sh_4_4, sh_4_5, sh_4_6, sh_4_7, sh_4_8, + sh_5_0, sh_5_1, sh_5_2, sh_5_3, sh_5_4, sh_5_5, sh_5_6, sh_5_7, sh_5_8, sh_5_9, sh_5_10, + sh_6_0, sh_6_1, sh_6_2, sh_6_3, sh_6_4, sh_6_5, sh_6_6, sh_6_7, sh_6_8, sh_6_9, sh_6_10, sh_6_11, sh_6_12, + sh_7_0, sh_7_1, sh_7_2, sh_7_3, sh_7_4, sh_7_5, sh_7_6, sh_7_7, sh_7_8, sh_7_9, sh_7_10, sh_7_11, sh_7_12, sh_7_13, sh_7_14, + sh_8_0, sh_8_1, sh_8_2, sh_8_3, sh_8_4, sh_8_5, sh_8_6, sh_8_7, sh_8_8, sh_8_9, sh_8_10, sh_8_11, sh_8_12, sh_8_13, sh_8_14, sh_8_15, sh_8_16, + sh_9_0, sh_9_1, sh_9_2, sh_9_3, sh_9_4, sh_9_5, sh_9_6, sh_9_7, sh_9_8, sh_9_9, sh_9_10, sh_9_11, sh_9_12, sh_9_13, sh_9_14, sh_9_15, sh_9_16, sh_9_17, sh_9_18, + sh_10_0, sh_10_1, sh_10_2, sh_10_3, sh_10_4, sh_10_5, sh_10_6, sh_10_7, sh_10_8, sh_10_9, sh_10_10, sh_10_11, sh_10_12, sh_10_13, sh_10_14, sh_10_15, sh_10_16, sh_10_17, sh_10_18, sh_10_19, sh_10_20 + ], dim=-1) + + sh_11_0 = 0.977008420918394*sh_10_0*z + 0.977008420918394*sh_10_20*x + sh_11_1 = 0.416597790450531*sh_10_0*y + 0.9315409787236*sh_10_1*z + 0.931540978723599*sh_10_19*x + sh_11_2 = -0.0642824346533223*sh_10_0*z + 0.574959574576069*sh_10_1*y + 0.88607221316445*sh_10_18*x + 0.886072213164452*sh_10_2*z + 0.0642824346533226*sh_10_20*x + sh_11_3 = -0.111340442853781*sh_10_1*z + 0.84060190949577*sh_10_17*x + 0.111340442853781*sh_10_19*x + 0.686348585024614*sh_10_2*y + 0.840601909495769*sh_10_3*z + sh_11_4 = 0.795129803842541*sh_10_16*x + 0.157459164324444*sh_10_18*x - 0.157459164324443*sh_10_2*z + 0.771389215839871*sh_10_3*y + 0.795129803842541*sh_10_4*z + sh_11_5 = 0.74965556829412*sh_10_15*x + 0.203278907045435*sh_10_17*x - 0.203278907045436*sh_10_3*z + 0.838140405208444*sh_10_4*y + 0.74965556829412*sh_10_5*z + sh_11_6 = 0.70417879021953*sh_10_14*x + 0.248964798865985*sh_10_16*x - 0.248964798865985*sh_10_4*z + 0.890723542830247*sh_10_5*y + 0.704178790219531*sh_10_6*z + sh_11_7 = 0.658698943008611*sh_10_13*x + 0.294579122654903*sh_10_15*x - 0.294579122654903*sh_10_5*z + 0.9315409787236*sh_10_6*y + 0.658698943008611*sh_10_7*z + sh_11_8 = 0.613215343783275*sh_10_12*x + 0.340150671524904*sh_10_14*x - 0.340150671524904*sh_10_6*z + 0.962091385841669*sh_10_7*y + 0.613215343783274*sh_10_8*z + sh_11_9 = 0.567727090763491*sh_10_11*x + 0.385694607919935*sh_10_13*x - 0.385694607919935*sh_10_7*z + 0.983332166035633*sh_10_8*y + 0.56772709076349*sh_10_9*z + sh_11_10 = 0.738548945875997*sh_10_10*x + 0.431219680932052*sh_10_12*x - 0.431219680932052*sh_10_8*z + 0.995859195463938*sh_10_9*y + sh_11_11 = sh_10_10*y - 0.674199862463242*sh_10_11*z - 0.674199862463243*sh_10_9*x + sh_11_12 = 0.738548945875996*sh_10_10*z + 0.995859195463939*sh_10_11*y - 0.431219680932052*sh_10_12*z - 0.431219680932053*sh_10_8*x + sh_11_13 = 0.567727090763491*sh_10_11*z + 0.983332166035634*sh_10_12*y - 0.385694607919935*sh_10_13*z - 0.385694607919935*sh_10_7*x - 0.567727090763491*sh_10_9*x + sh_11_14 = 0.613215343783275*sh_10_12*z + 0.96209138584167*sh_10_13*y - 0.340150671524904*sh_10_14*z - 0.340150671524904*sh_10_6*x - 0.613215343783274*sh_10_8*x + sh_11_15 = 0.658698943008611*sh_10_13*z + 0.9315409787236*sh_10_14*y - 0.294579122654903*sh_10_15*z - 0.294579122654903*sh_10_5*x - 0.65869894300861*sh_10_7*x + sh_11_16 = 0.70417879021953*sh_10_14*z + 0.890723542830246*sh_10_15*y - 0.248964798865985*sh_10_16*z - 0.248964798865985*sh_10_4*x - 0.70417879021953*sh_10_6*x + sh_11_17 = 0.749655568294121*sh_10_15*z + 0.838140405208444*sh_10_16*y - 0.203278907045436*sh_10_17*z - 0.203278907045435*sh_10_3*x - 0.749655568294119*sh_10_5*x + sh_11_18 = 0.79512980384254*sh_10_16*z + 0.77138921583987*sh_10_17*y - 0.157459164324443*sh_10_18*z - 0.157459164324444*sh_10_2*x - 0.795129803842541*sh_10_4*x + sh_11_19 = -0.111340442853782*sh_10_1*x + 0.84060190949577*sh_10_17*z + 0.686348585024614*sh_10_18*y - 0.111340442853781*sh_10_19*z - 0.840601909495769*sh_10_3*x + sh_11_20 = -0.0642824346533226*sh_10_0*x + 0.886072213164451*sh_10_18*z + 0.57495957457607*sh_10_19*y - 0.886072213164451*sh_10_2*x - 0.0642824346533228*sh_10_20*z + sh_11_21 = -0.9315409787236*sh_10_1*x + 0.931540978723599*sh_10_19*z + 0.416597790450531*sh_10_20*y + sh_11_22 = -0.977008420918393*sh_10_0*x + 0.977008420918393*sh_10_20*z + return torch.stack([ + sh_0_0, + sh_1_0, sh_1_1, sh_1_2, + sh_2_0, sh_2_1, sh_2_2, sh_2_3, sh_2_4, + sh_3_0, sh_3_1, sh_3_2, sh_3_3, sh_3_4, sh_3_5, sh_3_6, + sh_4_0, sh_4_1, sh_4_2, sh_4_3, sh_4_4, sh_4_5, sh_4_6, sh_4_7, sh_4_8, + sh_5_0, sh_5_1, sh_5_2, sh_5_3, sh_5_4, sh_5_5, sh_5_6, sh_5_7, sh_5_8, sh_5_9, sh_5_10, + sh_6_0, sh_6_1, sh_6_2, sh_6_3, sh_6_4, sh_6_5, sh_6_6, sh_6_7, sh_6_8, sh_6_9, sh_6_10, sh_6_11, sh_6_12, + sh_7_0, sh_7_1, sh_7_2, sh_7_3, sh_7_4, sh_7_5, sh_7_6, sh_7_7, sh_7_8, sh_7_9, sh_7_10, sh_7_11, sh_7_12, sh_7_13, sh_7_14, + sh_8_0, sh_8_1, sh_8_2, sh_8_3, sh_8_4, sh_8_5, sh_8_6, sh_8_7, sh_8_8, sh_8_9, sh_8_10, sh_8_11, sh_8_12, sh_8_13, sh_8_14, sh_8_15, sh_8_16, + sh_9_0, sh_9_1, sh_9_2, sh_9_3, sh_9_4, sh_9_5, sh_9_6, sh_9_7, sh_9_8, sh_9_9, sh_9_10, sh_9_11, sh_9_12, sh_9_13, sh_9_14, sh_9_15, sh_9_16, sh_9_17, sh_9_18, + sh_10_0, sh_10_1, sh_10_2, sh_10_3, sh_10_4, sh_10_5, sh_10_6, sh_10_7, sh_10_8, sh_10_9, sh_10_10, sh_10_11, sh_10_12, sh_10_13, sh_10_14, sh_10_15, sh_10_16, sh_10_17, sh_10_18, sh_10_19, sh_10_20, + sh_11_0, sh_11_1, sh_11_2, sh_11_3, sh_11_4, sh_11_5, sh_11_6, sh_11_7, sh_11_8, sh_11_9, sh_11_10, sh_11_11, sh_11_12, sh_11_13, sh_11_14, sh_11_15, sh_11_16, sh_11_17, sh_11_18, sh_11_19, sh_11_20, sh_11_21, sh_11_22 + ], dim=-1) + + +def collate_fn(graph_list): + return Collater(if_lcmp=True)(graph_list) + + +class Collater: + def __init__(self, if_lcmp): + self.if_lcmp = if_lcmp + self.flag_pyg2 = (torch_geometric.__version__[0] == '2') + + def __call__(self, graph_list): + if self.if_lcmp: + flag_dict = hasattr(graph_list[0], 'subgraph_dict') + if self.flag_pyg2: + assert flag_dict, 'Please generate the graph file with the current version of PyG' + batch = Batch.from_data_list(graph_list) + + subgraph_atom_idx_batch = [] + subgraph_edge_idx_batch = [] + subgraph_edge_ang_batch = [] + subgraph_index_batch = [] + if flag_dict: + for index_batch in range(len(graph_list)): + (subgraph_atom_idx, subgraph_edge_idx, subgraph_edge_ang, + subgraph_index) = graph_list[index_batch].subgraph_dict.values() + if self.flag_pyg2: + subgraph_atom_idx_batch.append(subgraph_atom_idx + batch._slice_dict['x'][index_batch]) + subgraph_edge_idx_batch.append(subgraph_edge_idx + batch._slice_dict['edge_attr'][index_batch]) + subgraph_index_batch.append(subgraph_index + batch._slice_dict['edge_attr'][index_batch] * 2) + else: + subgraph_atom_idx_batch.append(subgraph_atom_idx + batch.__slices__['x'][index_batch]) + subgraph_edge_idx_batch.append(subgraph_edge_idx + batch.__slices__['edge_attr'][index_batch]) + subgraph_index_batch.append(subgraph_index + batch.__slices__['edge_attr'][index_batch] * 2) + subgraph_edge_ang_batch.append(subgraph_edge_ang) + else: + for index_batch, (subgraph_atom_idx, subgraph_edge_idx, + subgraph_edge_ang, subgraph_index) in enumerate(batch.subgraph): + subgraph_atom_idx_batch.append(subgraph_atom_idx + batch.__slices__['x'][index_batch]) + subgraph_edge_idx_batch.append(subgraph_edge_idx + batch.__slices__['edge_attr'][index_batch]) + subgraph_edge_ang_batch.append(subgraph_edge_ang) + subgraph_index_batch.append(subgraph_index + batch.__slices__['edge_attr'][index_batch] * 2) + + subgraph_atom_idx_batch = torch.cat(subgraph_atom_idx_batch, dim=0) + subgraph_edge_idx_batch = torch.cat(subgraph_edge_idx_batch, dim=0) + subgraph_edge_ang_batch = torch.cat(subgraph_edge_ang_batch, dim=0) + subgraph_index_batch = torch.cat(subgraph_index_batch, dim=0) + + subgraph = (subgraph_atom_idx_batch, subgraph_edge_idx_batch, subgraph_edge_ang_batch, subgraph_index_batch) + + return batch, subgraph + else: + return Batch.from_data_list(graph_list) + + +def load_orbital_types(path, return_orbital_types=False): + orbital_types = [] + with open(path) as f: + line = f.readline() + while line: + orbital_types.append(list(map(int, line.split()))) + line = f.readline() + atom_num_orbital = [sum(map(lambda x: 2 * x + 1,atom_orbital_types)) for atom_orbital_types in orbital_types] + if return_orbital_types: + return atom_num_orbital, orbital_types + else: + return atom_num_orbital + + +""" +The function get_graph below is extended from "https://github.com/materialsproject/pymatgen", which has the MIT License below + +--------------------------------------------------------------------------- +The MIT License (MIT) +Copyright (c) 2011-2012 MIT & The Regents of the University of California, through Lawrence Berkeley National Laboratory + +Permission is hereby granted, free of charge, to any person obtaining a copy of +this software and associated documentation files (the "Software"), to deal in +the Software without restriction, including without limitation the rights to +use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +the Software, and to permit persons to whom the Software is furnished to do so, +subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. +""" +def get_graph(cart_coords, frac_coords, numbers, stru_id, r, max_num_nbr, numerical_tol, lattice, + default_dtype_torch, tb_folder, interface, num_l, create_from_DFT, if_lcmp_graph, + separate_onsite, target='hamiltonian', huge_structure=False, only_get_R_list=False, if_new_sp=False, + if_require_grad=False, fid_rc=None, **kwargs): + assert target in ['hamiltonian', 'phiVdphi', 'density_matrix', 'O_ij', 'E_ij', 'E_i'] + if target == 'density_matrix' or target == 'O_ij': + assert interface == 'h5' or interface == 'h5_rc_only' + if target == 'E_ij': + assert interface == 'h5' + assert create_from_DFT is True + assert separate_onsite is True + if target == 'E_i': + assert interface == 'h5' + assert if_lcmp_graph is False + assert separate_onsite is True + if create_from_DFT: + assert tb_folder is not None + assert max_num_nbr == 0 + if interface == 'h5_rc_only' and target == 'E_ij': + raise NotImplementedError + elif interface == 'h5' or (interface == 'h5_rc_only' and target != 'E_ij'): + key_atom_list = [[] for _ in range(len(numbers))] + edge_idx, edge_fea, edge_idx_first = [], [], [] + if if_lcmp_graph: + atom_idx_connect, edge_idx_connect = [], [] + edge_idx_connect_cursor = 0 + if target == 'E_ij': + fid = h5py.File(os.path.join(tb_folder, 'E_delta_ee_ij.h5'), 'r') + else: + if if_require_grad: + fid = fid_rc + else: + fid = h5py.File(os.path.join(tb_folder, 'rc.h5'), 'r') + for k in fid.keys(): + key = json.loads(k) + key_tensor = torch.tensor([key[0], key[1], key[2], key[3] - 1, key[4] - 1]) # (R, i, j) i and j is 0-based index + if separate_onsite: + if key[0] == 0 and key[1] == 0 and key[2] == 0 and key[3] == key[4]: + continue + key_atom_list[key[3] - 1].append(key_tensor) + if target != 'E_ij' and not if_require_grad: + fid.close() + + for index_first, (cart_coord, keys_tensor) in enumerate(zip(cart_coords, key_atom_list)): + keys_tensor = torch.stack(keys_tensor) + cart_coords_j = cart_coords[keys_tensor[:, 4]] + keys_tensor[:, :3].type(default_dtype_torch).to(cart_coords.device) @ lattice.to(cart_coords.device) + dist = torch.norm(cart_coords_j - cart_coord[None, :], dim=1) + len_nn = keys_tensor.shape[0] + edge_idx_first.extend([index_first] * len_nn) + edge_idx.extend(keys_tensor[:, 4].tolist()) + + edge_fea_single = torch.cat([dist.view(-1, 1), cart_coord.view(1, 3).expand(len_nn, 3)], dim=-1) + edge_fea_single = torch.cat([edge_fea_single, cart_coords_j, cart_coords[keys_tensor[:, 4]]], dim=-1) + edge_fea.append(edge_fea_single) + + if if_lcmp_graph: + atom_idx_connect.append(keys_tensor[:, 4]) + edge_idx_connect.append(range(edge_idx_connect_cursor, edge_idx_connect_cursor + len_nn)) + edge_idx_connect_cursor += len_nn + + edge_fea = torch.cat(edge_fea).type(default_dtype_torch) + edge_idx = torch.stack([torch.LongTensor(edge_idx_first), torch.LongTensor(edge_idx)]) + else: + raise NotImplemented + else: + cart_coords_np = cart_coords.detach().numpy() + frac_coords_np = frac_coords.detach().numpy() + lattice_np = lattice.detach().numpy() + num_atom = cart_coords.shape[0] + + center_coords_min = np.min(cart_coords_np, axis=0) + center_coords_max = np.max(cart_coords_np, axis=0) + global_min = center_coords_min - r - numerical_tol + global_max = center_coords_max + r + numerical_tol + global_min_torch = torch.tensor(global_min) + global_max_torch = torch.tensor(global_max) + + reciprocal_lattice = np.linalg.inv(lattice_np).T * 2 * np.pi + recp_len = np.sqrt(np.sum(reciprocal_lattice ** 2, axis=1)) + maxr = np.ceil((r + 0.15) * recp_len / (2 * np.pi)) + nmin = np.floor(np.min(frac_coords_np, axis=0)) - maxr + nmax = np.ceil(np.max(frac_coords_np, axis=0)) + maxr + all_ranges = [np.arange(x, y, dtype='int64') for x, y in zip(nmin, nmax)] + images = torch.tensor(list(itertools.product(*all_ranges))).type_as(lattice) + + if only_get_R_list: + return images + + coords = (images @ lattice)[:, None, :] + cart_coords[None, :, :] + indices = torch.arange(num_atom).unsqueeze(0).expand(images.shape[0], num_atom) + valid_index_bool = coords.gt(global_min_torch) * coords.lt(global_max_torch) + valid_index_bool = valid_index_bool.all(dim=-1) + valid_coords = coords[valid_index_bool] + valid_indices = indices[valid_index_bool] + + + valid_coords_np = valid_coords.detach().numpy() + all_cube_index = _compute_cube_index(valid_coords_np, global_min, r) + nx, ny, nz = _compute_cube_index(global_max, global_min, r) + 1 + all_cube_index = _three_to_one(all_cube_index, ny, nz) + site_cube_index = _three_to_one(_compute_cube_index(cart_coords_np, global_min, r), ny, nz) + cube_to_coords_index = collections.defaultdict(list) # type: Dict[int, List] + + for index, cart_coord in enumerate(all_cube_index.ravel()): + cube_to_coords_index[cart_coord].append(index) + + site_neighbors = find_neighbors(site_cube_index, nx, ny, nz) + + edge_idx, edge_fea, edge_idx_first = [], [], [] + if if_lcmp_graph: + atom_idx_connect, edge_idx_connect = [], [] + edge_idx_connect_cursor = 0 + for index_first, (cart_coord, j) in enumerate(zip(cart_coords, site_neighbors)): + l1 = np.array(_three_to_one(j, ny, nz), dtype=int).ravel() + ks = [k for k in l1 if k in cube_to_coords_index] + nn_coords_index = np.concatenate([cube_to_coords_index[k] for k in ks], axis=0) + nn_coords = valid_coords[nn_coords_index] + nn_indices = valid_indices[nn_coords_index] + dist = torch.norm(nn_coords - cart_coord[None, :], dim=1) + + if separate_onsite is False: + nn_coords = nn_coords.squeeze() + nn_indices = nn_indices.squeeze() + dist = dist.squeeze() + else: + nonzero_index = dist.nonzero(as_tuple=False) + nn_coords = nn_coords[nonzero_index] + nn_coords = nn_coords.squeeze(1) + nn_indices = nn_indices[nonzero_index].view(-1) + dist = dist[nonzero_index].view(-1) + + if max_num_nbr > 0: + if len(dist) >= max_num_nbr: + dist_top, index_top = dist.topk(max_num_nbr, largest=False, sorted=True) + edge_idx.extend(nn_indices[index_top]) + if if_lcmp_graph: + atom_idx_connect.append(nn_indices[index_top]) + edge_idx_first.extend([index_first] * len(index_top)) + edge_fea_single = torch.cat([dist_top.view(-1, 1), cart_coord.view(1, 3).expand(len(index_top), 3)], dim=-1) + edge_fea_single = torch.cat([edge_fea_single, nn_coords[index_top], cart_coords[nn_indices[index_top]]], dim=-1) + edge_fea.append(edge_fea_single) + else: + warnings.warn("Can not find a number of max_num_nbr atoms within radius") + edge_idx.extend(nn_indices) + if if_lcmp_graph: + atom_idx_connect.append(nn_indices) + edge_idx_first.extend([index_first] * len(nn_indices)) + edge_fea_single = torch.cat([dist.view(-1, 1), cart_coord.view(1, 3).expand(len(nn_indices), 3)], dim=-1) + edge_fea_single = torch.cat([edge_fea_single, nn_coords, cart_coords[nn_indices]], dim=-1) + edge_fea.append(edge_fea_single) + else: + index_top = dist.lt(r + numerical_tol) + edge_idx.extend(nn_indices[index_top]) + if if_lcmp_graph: + atom_idx_connect.append(nn_indices[index_top]) + edge_idx_first.extend([index_first] * len(nn_indices[index_top])) + edge_fea_single = torch.cat([dist[index_top].view(-1, 1), cart_coord.view(1, 3).expand(len(nn_indices[index_top]), 3)], dim=-1) + edge_fea_single = torch.cat([edge_fea_single, nn_coords[index_top], cart_coords[nn_indices[index_top]]], dim=-1) + edge_fea.append(edge_fea_single) + if if_lcmp_graph: + edge_idx_connect.append(range(edge_idx_connect_cursor, edge_idx_connect_cursor + len(atom_idx_connect[-1]))) + edge_idx_connect_cursor += len(atom_idx_connect[-1]) + + + edge_fea = torch.cat(edge_fea).type(default_dtype_torch) + edge_idx_first = torch.LongTensor(edge_idx_first) + edge_idx = torch.stack([edge_idx_first, torch.LongTensor(edge_idx)]) + + + if tb_folder is not None: + if target == 'E_ij': + read_file_list = ['E_ij.h5', 'E_delta_ee_ij.h5', 'E_xc_ij.h5'] + graph_key_list = ['E_ij', 'E_delta_ee_ij', 'E_xc_ij'] + read_terms_dict = {} + for read_file, graph_key in zip(read_file_list, graph_key_list): + read_terms = {} + fid = h5py.File(os.path.join(tb_folder, read_file), 'r') + for k, v in fid.items(): + key = json.loads(k) + key = (key[0], key[1], key[2], key[3] - 1, key[4] - 1) + read_terms[key] = torch.tensor(v[...], dtype=default_dtype_torch) + read_terms_dict[graph_key] = read_terms + fid.close() + + local_rotation_dict = {} + if if_require_grad: + fid = fid_rc + else: + fid = h5py.File(os.path.join(tb_folder, 'rc.h5'), 'r') + for k, v in fid.items(): + key = json.loads(k) + key = (key[0], key[1], key[2], key[3] - 1, key[4] - 1) # (R, i, j) i and j is 0-based index + if if_require_grad: + local_rotation_dict[key] = v + else: + local_rotation_dict[key] = torch.tensor(v, dtype=default_dtype_torch) + if not if_require_grad: + fid.close() + elif target == 'E_i': + read_file_list = ['E_i.h5'] + graph_key_list = ['E_i'] + read_terms_dict = {} + for read_file, graph_key in zip(read_file_list, graph_key_list): + read_terms = {} + fid = h5py.File(os.path.join(tb_folder, read_file), 'r') + for k, v in fid.items(): + index_i = int(k) # index_i is 0-based index + read_terms[index_i] = torch.tensor(v[...], dtype=default_dtype_torch) + fid.close() + read_terms_dict[graph_key] = read_terms + else: + if interface == 'h5' or interface == 'h5_rc_only': + atom_num_orbital = load_orbital_types(os.path.join(tb_folder, 'orbital_types.dat')) + + if interface == 'h5': + with open(os.path.join(tb_folder, 'info.json'), 'r') as info_f: + info_dict = json.load(info_f) + spinful = info_dict["isspinful"] + + if interface == 'h5': + if target == 'hamiltonian': + read_file_list = ['rh.h5'] + graph_key_list = ['term_real'] + elif target == 'phiVdphi': + read_file_list = ['rphiVdphi.h5'] + graph_key_list = ['term_real'] + elif target == 'density_matrix': + read_file_list = ['rdm.h5'] + graph_key_list = ['term_real'] + elif target == 'O_ij': + read_file_list = ['rh.h5', 'rdm.h5', 'rvna.h5', 'rvdee.h5', 'rvxc.h5'] + graph_key_list = ['rh', 'rdm', 'rvna', 'rvdee', 'rvxc'] + else: + raise ValueError('Unknown prediction target: {}'.format(target)) + read_terms_dict = {} + for read_file, graph_key in zip(read_file_list, graph_key_list): + read_terms = {} + fid = h5py.File(os.path.join(tb_folder, read_file), 'r') + for k, v in fid.items(): + key = json.loads(k) + key = (key[0], key[1], key[2], key[3] - 1, key[4] - 1) + if spinful: + num_orbital_row = atom_num_orbital[key[3]] + num_orbital_column = atom_num_orbital[key[4]] + # soc block order: + # 1 3 + # 4 2 + if target == 'phiVdphi': + raise NotImplementedError + else: + read_value = torch.stack([ + torch.tensor(v[:num_orbital_row, :num_orbital_column].real, dtype=default_dtype_torch), + torch.tensor(v[:num_orbital_row, :num_orbital_column].imag, dtype=default_dtype_torch), + torch.tensor(v[num_orbital_row:, num_orbital_column:].real, dtype=default_dtype_torch), + torch.tensor(v[num_orbital_row:, num_orbital_column:].imag, dtype=default_dtype_torch), + torch.tensor(v[:num_orbital_row, num_orbital_column:].real, dtype=default_dtype_torch), + torch.tensor(v[:num_orbital_row, num_orbital_column:].imag, dtype=default_dtype_torch), + torch.tensor(v[num_orbital_row:, :num_orbital_column].real, dtype=default_dtype_torch), + torch.tensor(v[num_orbital_row:, :num_orbital_column].imag, dtype=default_dtype_torch) + ], dim=-1) + read_terms[key] = read_value + else: + read_terms[key] = torch.tensor(v[...], dtype=default_dtype_torch) + read_terms_dict[graph_key] = read_terms + fid.close() + + local_rotation_dict = {} + if if_require_grad: + fid = fid_rc + else: + fid = h5py.File(os.path.join(tb_folder, 'rc.h5'), 'r') + for k, v in fid.items(): + key = json.loads(k) + key = (key[0], key[1], key[2], key[3] - 1, key[4] - 1) # (R, i, j) i and j is 0-based index + if if_require_grad: + local_rotation_dict[key] = v + else: + local_rotation_dict[key] = torch.tensor(v[...], dtype=default_dtype_torch) + if not if_require_grad: + fid.close() + + max_num_orbital = max(atom_num_orbital) + + elif interface == 'npz' or interface == 'npz_rc_only': + spinful = False + atom_num_orbital = load_orbital_types(os.path.join(tb_folder, 'orbital_types.dat')) + + if interface == 'npz': + graph_key_list = ['term_real'] + read_terms_dict = {'term_real': {}} + hopping_dict_read = np.load(os.path.join(tb_folder, 'rh.npz')) + for k, v in hopping_dict_read.items(): + key = json.loads(k) + key = (key[0], key[1], key[2], key[3] - 1, key[4] - 1) # (R, i, j) i and j is 0-based index + read_terms_dict['term_real'][key] = torch.tensor(v, dtype=default_dtype_torch) + + local_rotation_dict = {} + local_rotation_dict_read = np.load(os.path.join(tb_folder, 'rc.npz')) + for k, v in local_rotation_dict_read.items(): + key = json.loads(k) + key = (key[0], key[1], key[2], key[3] - 1, key[4] - 1) + local_rotation_dict[key] = torch.tensor(v, dtype=default_dtype_torch) + + max_num_orbital = max(atom_num_orbital) + else: + raise ValueError(f'Unknown interface: {interface}') + + if target == 'E_i': + term_dict = {} + onsite_term_dict = {} + for graph_key in graph_key_list: + term_dict[graph_key] = torch.full([numbers.shape[0], 1], np.nan, dtype=default_dtype_torch) + for index_atom in range(numbers.shape[0]): + assert index_atom in read_terms_dict[graph_key_list[0]] + for graph_key in graph_key_list: + term_dict[graph_key][index_atom] = read_terms_dict[graph_key][index_atom] + subgraph = None + else: + if interface == 'h5_rc_only' or interface == 'npz_rc_only': + local_rotation = [] + else: + term_dict = {} + onsite_term_dict = {} + if target == 'E_ij': + for graph_key in graph_key_list: + term_dict[graph_key] = torch.full([edge_fea.shape[0], 1], np.nan, dtype=default_dtype_torch) + local_rotation = [] + if separate_onsite is True: + for graph_key in graph_key_list: + onsite_term_dict['onsite_' + graph_key] = torch.full([numbers.shape[0], 1], np.nan, dtype=default_dtype_torch) + else: + term_mask = torch.zeros(edge_fea.shape[0], dtype=torch.bool) + for graph_key in graph_key_list: + if spinful: + term_dict[graph_key] = torch.full([edge_fea.shape[0], max_num_orbital, max_num_orbital, 8], + np.nan, dtype=default_dtype_torch) + else: + if target == 'phiVdphi': + term_dict[graph_key] = torch.full([edge_fea.shape[0], max_num_orbital, max_num_orbital, 3], + np.nan, dtype=default_dtype_torch) + else: + term_dict[graph_key] = torch.full([edge_fea.shape[0], max_num_orbital, max_num_orbital], + np.nan, dtype=default_dtype_torch) + local_rotation = [] + if separate_onsite is True: + for graph_key in graph_key_list: + if spinful: + onsite_term_dict['onsite_' + graph_key] = torch.full( + [numbers.shape[0], max_num_orbital, max_num_orbital, 8], + np.nan, dtype=default_dtype_torch) + else: + if target == 'phiVdphi': + onsite_term_dict['onsite_' + graph_key] = torch.full( + [numbers.shape[0], max_num_orbital, max_num_orbital, 3], + np.nan, dtype=default_dtype_torch) + else: + onsite_term_dict['onsite_' + graph_key] = torch.full( + [numbers.shape[0], max_num_orbital, max_num_orbital], + np.nan, dtype=default_dtype_torch) + + inv_lattice = torch.inverse(lattice).type(default_dtype_torch) + for index_edge in range(edge_fea.shape[0]): + # h_{i0, jR} i and j is 0-based index + R = torch.round(edge_fea[index_edge, 4:7].cpu() @ inv_lattice - edge_fea[index_edge, 7:10].cpu() @ inv_lattice).int().tolist() + i, j = edge_idx[:, index_edge] + + key_term = (*R, i.item(), j.item()) + if interface == 'h5_rc_only' or interface == 'npz_rc_only': + local_rotation.append(local_rotation_dict[key_term]) + else: + if key_term in read_terms_dict[graph_key_list[0]]: + for graph_key in graph_key_list: + if target == 'E_ij': + term_dict[graph_key][index_edge] = read_terms_dict[graph_key][key_term] + else: + term_mask[index_edge] = True + if spinful: + term_dict[graph_key][index_edge, :atom_num_orbital[i], :atom_num_orbital[j], :] = read_terms_dict[graph_key][key_term] + else: + term_dict[graph_key][index_edge, :atom_num_orbital[i], :atom_num_orbital[j]] = read_terms_dict[graph_key][key_term] + local_rotation.append(local_rotation_dict[key_term]) + else: + raise NotImplementedError( + "Not yet have support for graph radius including hopping without calculation") + + if separate_onsite is True and interface != 'h5_rc_only' and interface != 'npz_rc_only': + for index_atom in range(numbers.shape[0]): + key_term = (0, 0, 0, index_atom, index_atom) + assert key_term in read_terms_dict[graph_key_list[0]] + for graph_key in graph_key_list: + if target == 'E_ij': + onsite_term_dict['onsite_' + graph_key][index_atom] = read_terms_dict[graph_key][key_term] + else: + if spinful: + onsite_term_dict['onsite_' + graph_key][index_atom, :atom_num_orbital[i], :atom_num_orbital[j], :] = \ + read_terms_dict[graph_key][key_term] + else: + onsite_term_dict['onsite_' + graph_key][index_atom, :atom_num_orbital[i], :atom_num_orbital[j]] = \ + read_terms_dict[graph_key][key_term] + + if if_lcmp_graph: + local_rotation = torch.stack(local_rotation, dim=0) + assert local_rotation.shape[0] == edge_fea.shape[0] + r_vec = edge_fea[:, 1:4] - edge_fea[:, 4:7] + r_vec = r_vec.unsqueeze(1) + if huge_structure is False: + r_vec = torch.matmul(r_vec[:, None, :, :], local_rotation[None, :, :, :].to(r_vec.device)).reshape(-1, 3) + if if_new_sp: + r_vec = torch.nn.functional.normalize(r_vec, dim=-1) + angular_expansion = _spherical_harmonics(num_l - 1, -r_vec[..., 2], r_vec[..., 0], + r_vec[..., 1]) + angular_expansion.mul_(torch.cat([ + (math.sqrt(2 * l + 1) / math.sqrt(4 * math.pi)) * torch.ones(2 * l + 1, + dtype=angular_expansion.dtype, + device=angular_expansion.device) + for l in range(num_l) + ])) + angular_expansion = angular_expansion.reshape(edge_fea.shape[0], edge_fea.shape[0], -1) + else: + r_vec_sp = get_spherical_from_cartesian(r_vec) + sph_harm_func = SphericalHarmonics() + angular_expansion = [] + for l in range(num_l): + angular_expansion.append(sph_harm_func.get(l, r_vec_sp[:, 0], r_vec_sp[:, 1])) + angular_expansion = torch.cat(angular_expansion, dim=-1).reshape(edge_fea.shape[0], edge_fea.shape[0], -1) + + subgraph_atom_idx_list = [] + subgraph_edge_idx_list = [] + subgraph_edge_ang_list = [] + subgraph_index = [] + index_cursor = 0 + + for index in range(edge_fea.shape[0]): + # h_{i0, jR} + i, j = edge_idx[:, index] + subgraph_atom_idx = torch.stack([i.repeat(len(atom_idx_connect[i])), atom_idx_connect[i]]).T + subgraph_edge_idx = torch.LongTensor(edge_idx_connect[i]) + if huge_structure: + r_vec_tmp = torch.matmul(r_vec[subgraph_edge_idx, :, :], local_rotation[index, :, :].to(r_vec.device)).reshape(-1, 3) + if if_new_sp: + r_vec_tmp = torch.nn.functional.normalize(r_vec_tmp, dim=-1) + subgraph_edge_ang = _spherical_harmonics(num_l - 1, -r_vec_tmp[..., 2], r_vec_tmp[..., 0], r_vec_tmp[..., 1]) + subgraph_edge_ang.mul_(torch.cat([ + (math.sqrt(2 * l + 1) / math.sqrt(4 * math.pi)) * torch.ones(2 * l + 1, + dtype=subgraph_edge_ang.dtype, + device=subgraph_edge_ang.device) + for l in range(num_l) + ])) + else: + r_vec_sp = get_spherical_from_cartesian(r_vec_tmp) + sph_harm_func = SphericalHarmonics() + angular_expansion = [] + for l in range(num_l): + angular_expansion.append(sph_harm_func.get(l, r_vec_sp[:, 0], r_vec_sp[:, 1])) + subgraph_edge_ang = torch.cat(angular_expansion, dim=-1).reshape(-1, num_l ** 2) + else: + subgraph_edge_ang = angular_expansion[subgraph_edge_idx, index, :] + + subgraph_atom_idx_list.append(subgraph_atom_idx) + subgraph_edge_idx_list.append(subgraph_edge_idx) + subgraph_edge_ang_list.append(subgraph_edge_ang) + subgraph_index += [index_cursor] * len(atom_idx_connect[i]) + index_cursor += 1 + + subgraph_atom_idx = torch.stack([j.repeat(len(atom_idx_connect[j])), atom_idx_connect[j]]).T + subgraph_edge_idx = torch.LongTensor(edge_idx_connect[j]) + if huge_structure: + r_vec_tmp = torch.matmul(r_vec[subgraph_edge_idx, :, :], local_rotation[index, :, :].to(r_vec.device)).reshape(-1, 3) + if if_new_sp: + r_vec_tmp = torch.nn.functional.normalize(r_vec_tmp, dim=-1) + subgraph_edge_ang = _spherical_harmonics(num_l - 1, -r_vec_tmp[..., 2], r_vec_tmp[..., 0], r_vec_tmp[..., 1]) + subgraph_edge_ang.mul_(torch.cat([ + (math.sqrt(2 * l + 1) / math.sqrt(4 * math.pi)) * torch.ones(2 * l + 1, + dtype=subgraph_edge_ang.dtype, + device=subgraph_edge_ang.device) + for l in range(num_l) + ])) + else: + r_vec_sp = get_spherical_from_cartesian(r_vec_tmp) + sph_harm_func = SphericalHarmonics() + angular_expansion = [] + for l in range(num_l): + angular_expansion.append(sph_harm_func.get(l, r_vec_sp[:, 0], r_vec_sp[:, 1])) + subgraph_edge_ang = torch.cat(angular_expansion, dim=-1).reshape(-1, num_l ** 2) + else: + subgraph_edge_ang = angular_expansion[subgraph_edge_idx, index, :] + subgraph_atom_idx_list.append(subgraph_atom_idx) + subgraph_edge_idx_list.append(subgraph_edge_idx) + subgraph_edge_ang_list.append(subgraph_edge_ang) + subgraph_index += [index_cursor] * len(atom_idx_connect[j]) + index_cursor += 1 + subgraph = {"subgraph_atom_idx":torch.cat(subgraph_atom_idx_list, dim=0), + "subgraph_edge_idx":torch.cat(subgraph_edge_idx_list, dim=0), + "subgraph_edge_ang":torch.cat(subgraph_edge_ang_list, dim=0), + "subgraph_index":torch.LongTensor(subgraph_index)} + else: + subgraph = None + + if interface == 'h5_rc_only' or interface == 'npz_rc_only': + data = Data(x=numbers, edge_index=edge_idx, edge_attr=edge_fea, stru_id=stru_id, term_mask=None, + term_real=None, onsite_term_real=None, + atom_num_orbital=torch.tensor(atom_num_orbital), + subgraph_dict=subgraph, + **kwargs) + else: + if target == 'E_ij' or target == 'E_i': + data = Data(x=numbers, edge_index=edge_idx, edge_attr=edge_fea, stru_id=stru_id, + **term_dict, **onsite_term_dict, + subgraph_dict=subgraph, + spinful=False, + **kwargs) + else: + data = Data(x=numbers, edge_index=edge_idx, edge_attr=edge_fea, stru_id=stru_id, term_mask=term_mask, + **term_dict, **onsite_term_dict, + atom_num_orbital=torch.tensor(atom_num_orbital), + subgraph_dict=subgraph, + spinful=spinful, + **kwargs) + else: + data = Data(x=numbers, edge_index=edge_idx, edge_attr=edge_fea, stru_id=stru_id, **kwargs) + return data diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/__init__.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..d925f2cb2e3a1ae4f48ca789c37d3357733ac3e3 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/__init__.py @@ -0,0 +1 @@ +from .pred_ham import predict, predict_with_grad \ No newline at end of file diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/__pycache__/__init__.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/__pycache__/__init__.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..4d81434a8ca9f831cdcbbb7ebc999baa47b3d5ca Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/__pycache__/__init__.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/__pycache__/pred_ham.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/__pycache__/pred_ham.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..02e9bbaf9f08b328846dc3fa33397f7df5149dfe Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/__pycache__/pred_ham.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/band_config.json b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/band_config.json new file mode 100644 index 0000000000000000000000000000000000000000..bd8f43e64b6ed56995f1d3c0078559f56c037595 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/band_config.json @@ -0,0 +1,8 @@ +{ + "calc_job": "band", + "which_k": 0, + "fermi_level": -3.82373, + "max_iter": 300, + "num_band": 50, + "k_data": ["15 0 0 0 0.5 0.5 0 Γ M", "15 0.5 0.5 0 0.3333333333333333 0.6666666666666667 0 M K", "15 0.3333333333333333 0.6666666666666667 0 0 0 0 K Γ"] +} \ No newline at end of file diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/dense_calc.jl b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/dense_calc.jl new file mode 100644 index 0000000000000000000000000000000000000000..96a79e7e75bf2250c6eb6b5fdaca7f738f3c956a --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/dense_calc.jl @@ -0,0 +1,234 @@ +using DelimitedFiles, LinearAlgebra, JSON +using HDF5 +using ArgParse +using SparseArrays +using Arpack +using JLD +# BLAS.set_num_threads(1) + +const ev2Hartree = 0.036749324533634074 +const Bohr2Ang = 0.529177249 +const default_dtype = Complex{Float64} + + +function parse_commandline() + s = ArgParseSettings() + @add_arg_table! s begin + "--input_dir", "-i" + help = "path of rlat.dat, orbital_types.dat, site_positions.dat, hamiltonians_pred.h5, and overlaps.h5" + arg_type = String + default = "./" + "--output_dir", "-o" + help = "path of output openmx.Band" + arg_type = String + default = "./" + "--config" + help = "config file in the format of JSON" + arg_type = String + "--ill_project" + help = "projects out the eigenvectors of the overlap matrix that correspond to eigenvalues smaller than ill_threshold" + arg_type = Bool + default = true + "--ill_threshold" + help = "threshold for ill_project" + arg_type = Float64 + default = 5e-4 + end + return parse_args(s) +end + + +function _create_dict_h5(filename::String) + fid = h5open(filename, "r") + T = eltype(fid[keys(fid)[1]]) + d_out = Dict{Array{Int64,1}, Array{T, 2}}() + for key in keys(fid) + data = read(fid[key]) + nk = map(x -> parse(Int64, convert(String, x)), split(key[2 : length(key) - 1], ',')) + d_out[nk] = permutedims(data) + end + close(fid) + return d_out +end + + +function genlist(x) + return collect(range(x[1], stop = x[2], length = Int64(x[3]))) +end + + +function k_data2num_ks(kdata::AbstractString) + return parse(Int64,split(kdata)[1]) +end + + +function k_data2kpath(kdata::AbstractString) + return map(x->parse(Float64,x), split(kdata)[2:7]) +end + + +function std_out_array(a::AbstractArray) + return string(map(x->string(x," "),a)...) +end + + +function main() + parsed_args = parse_commandline() + + println(parsed_args["config"]) + config = JSON.parsefile(parsed_args["config"]) + calc_job = config["calc_job"] + + if isfile(joinpath(parsed_args["input_dir"],"info.json")) + spinful = JSON.parsefile(joinpath(parsed_args["input_dir"],"info.json"))["isspinful"] + else + spinful = false + end + + site_positions = readdlm(joinpath(parsed_args["input_dir"], "site_positions.dat")) + nsites = size(site_positions, 2) + + orbital_types_f = open(joinpath(parsed_args["input_dir"], "orbital_types.dat"), "r") + site_norbits = zeros(nsites) + orbital_types = Vector{Vector{Int64}}() + for index_site = 1:nsites + orbital_type = parse.(Int64, split(readline(orbital_types_f))) + push!(orbital_types, orbital_type) + end + site_norbits = (x->sum(x .* 2 .+ 1)).(orbital_types) * (1 + spinful) + norbits = sum(site_norbits) + site_norbits_cumsum = cumsum(site_norbits) + + rlat = readdlm(joinpath(parsed_args["input_dir"], "rlat.dat")) + + + @info "read h5" + begin_time = time() + hamiltonians_pred = _create_dict_h5(joinpath(parsed_args["input_dir"], "hamiltonians_pred.h5")) + overlaps = _create_dict_h5(joinpath(parsed_args["input_dir"], "overlaps.h5")) + println("Time for reading h5: ", time() - begin_time, "s") + + H_R = Dict{Vector{Int64}, Matrix{default_dtype}}() + S_R = Dict{Vector{Int64}, Matrix{default_dtype}}() + + @info "construct Hamiltonian and overlap matrix in the real space" + begin_time = time() + for key in collect(keys(hamiltonians_pred)) + hamiltonian_pred = hamiltonians_pred[key] + if (key ∈ keys(overlaps)) + overlap = overlaps[key] + else + # continue + overlap = zero(hamiltonian_pred) + end + if spinful + overlap = vcat(hcat(overlap,zeros(size(overlap))),hcat(zeros(size(overlap)),overlap)) # the readout overlap matrix only contains the upper-left block # TODO maybe drop the zeros? + end + R = key[1:3]; atom_i=key[4]; atom_j=key[5] + + @assert (site_norbits[atom_i], site_norbits[atom_j]) == size(hamiltonian_pred) + @assert (site_norbits[atom_i], site_norbits[atom_j]) == size(overlap) + if !(R ∈ keys(H_R)) + H_R[R] = zeros(default_dtype, norbits, norbits) + S_R[R] = zeros(default_dtype, norbits, norbits) + end + for block_matrix_i in 1:site_norbits[atom_i] + for block_matrix_j in 1:site_norbits[atom_j] + index_i = site_norbits_cumsum[atom_i] - site_norbits[atom_i] + block_matrix_i + index_j = site_norbits_cumsum[atom_j] - site_norbits[atom_j] + block_matrix_j + H_R[R][index_i, index_j] = hamiltonian_pred[block_matrix_i, block_matrix_j] + S_R[R][index_i, index_j] = overlap[block_matrix_i, block_matrix_j] + end + end + end + println("Time for constructing Hamiltonian and overlap matrix in the real space: ", time() - begin_time, " s") + + + if calc_job == "band" + fermi_level = config["fermi_level"] + k_data = config["k_data"] + + ill_project = parsed_args["ill_project"] || ("ill_project" in keys(config) && config["ill_project"]) + ill_threshold = max(parsed_args["ill_threshold"], get(config, "ill_threshold", 0.)) + + @info "calculate bands" + num_ks = k_data2num_ks.(k_data) + kpaths = k_data2kpath.(k_data) + + egvals = zeros(Float64, norbits, sum(num_ks)[1]) + + begin_time = time() + idx_k = 1 + for i = 1:size(kpaths, 1) + kpath = kpaths[i] + pnkpts = num_ks[i] + kxs = LinRange(kpath[1], kpath[4], pnkpts) + kys = LinRange(kpath[2], kpath[5], pnkpts) + kzs = LinRange(kpath[3], kpath[6], pnkpts) + for (kx, ky, kz) in zip(kxs, kys, kzs) + idx_k + H_k = zeros(default_dtype, norbits, norbits) + S_k = zeros(default_dtype, norbits, norbits) + for R in keys(H_R) + H_k += H_R[R] * exp(im*2π*([kx, ky, kz]⋅R)) + S_k += S_R[R] * exp(im*2π*([kx, ky, kz]⋅R)) + end + S_k = (S_k + S_k') / 2 + H_k = (H_k + H_k') / 2 + if ill_project + (egval_S, egvec_S) = eigen(Hermitian(S_k)) + # egvec_S: shape (num_basis, num_bands) + project_index = abs.(egval_S) .> ill_threshold + if sum(project_index) != length(project_index) + # egval_S = egval_S[project_index] + egvec_S = egvec_S[:, project_index] + @warn "ill-conditioned eigenvalues detected, projected out $(length(project_index) - sum(project_index)) eigenvalues" + H_k = egvec_S' * H_k * egvec_S + S_k = egvec_S' * S_k * egvec_S + (egval, egvec) = eigen(Hermitian(H_k), Hermitian(S_k)) + egval = vcat(egval, fill(1e4, length(project_index) - sum(project_index))) + egvec = egvec_S * egvec + else + (egval, egvec) = eigen(Hermitian(H_k), Hermitian(S_k)) + end + else + (egval, egvec) = eigen(Hermitian(H_k), Hermitian(S_k)) + end + egvals[:, idx_k] = egval + println("Time for solving No.$idx_k eigenvalues at k = ", [kx, ky, kz], ": ", time() - begin_time, " s") + idx_k += 1 + end + end + + # output in openmx band format + f = open(joinpath(parsed_args["output_dir"], "openmx.Band"),"w") + println(f, norbits, " ", 0, " ", ev2Hartree * fermi_level) + openmx_rlat = reshape((rlat .* Bohr2Ang), 1, :) + println(f, std_out_array(openmx_rlat)) + println(f, length(k_data)) + for line in k_data + println(f,line) + end + idx_k = 1 + for i = 1:size(kpaths, 1) + pnkpts = num_ks[i] + kstart = kpaths[i][1:3] + kend = kpaths[i][4:6] + k_list = zeros(Float64,pnkpts,3) + for alpha = 1:3 + k_list[:,alpha] = genlist([kstart[alpha],kend[alpha],pnkpts]) + end + for j = 1:pnkpts + idx_k + kvec = k_list[j,:] + println(f, norbits, " ", std_out_array(kvec)) + println(f, std_out_array(ev2Hartree * egvals[:, idx_k])) + idx_k += 1 + end + end + close(f) + end +end + + +main() diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/dense_calc.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/dense_calc.py new file mode 100644 index 0000000000000000000000000000000000000000..2c7b6d235d391333f18904e7605feb15589ccc81 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/dense_calc.py @@ -0,0 +1,277 @@ +import json +import argparse +import h5py +import numpy as np +import os +from time import time +from scipy import linalg +import tqdm +from pathos.multiprocessing import ProcessingPool as Pool + +def parse_commandline(): + parser = argparse.ArgumentParser() + parser.add_argument( + "--input_dir", "-i", type=str, default="./", + help="path of rlat.dat, orbital_types.dat, site_positions.dat, hamiltonians_pred.h5, and overlaps.h5" + ) + parser.add_argument( + "--output_dir", "-o", type=str, default="./", + help="path of output openmx.Band" + ) + parser.add_argument( + "--config", type=str, + help="config file in the format of JSON" + ) + parser.add_argument( + "--ill_project", type=bool, + help="projects out the eigenvectors of the overlap matrix that correspond to eigenvalues smaller than ill_threshold", + default=True + ) + parser.add_argument( + "--ill_threshold", type=float, + help="threshold for ill_project", + default=5e-4 + ) + parser.add_argument( + "--multiprocessing", type=int, + help="multiprocessing for band calculation", + default=0 + ) + return parser.parse_args() + +parsed_args = parse_commandline() + +def _create_dict_h5(filename): + fid = h5py.File(filename, "r") + d_out = {} + for key in fid.keys(): + data = np.array(fid[key]) + nk = tuple(map(int, key[1:-1].split(','))) + # BS: + # the matrix do not need be transposed in Python, + # But the transpose should be done in Julia. + d_out[nk] = data # np.transpose(data) + fid.close() + return d_out + + +ev2Hartree = 0.036749324533634074 +Bohr2Ang = 0.529177249 + + +def genlist(x): + return np.linspace(x[0], x[1], int(x[2])) + + +def k_data2num_ks(kdata): + return int(kdata.split()[0]) + + +def k_data2kpath(kdata): + return [float(x) for x in kdata.split()[1:7]] + + +def std_out_array(a): + return ''.join([str(x) + ' ' for x in a]) + + +default_dtype = np.complex128 + +print(parsed_args.config) +with open(parsed_args.config) as f: + config = json.load(f) +calc_job = config["calc_job"] + +if os.path.isfile(os.path.join(parsed_args.input_dir, "info.json")): + with open(os.path.join(parsed_args.input_dir, "info.json")) as f: + spinful = json.load(f)["isspinful"] +else: + spinful = False + +site_positions = np.loadtxt(os.path.join(parsed_args.input_dir, "site_positions.dat")) + +if len(site_positions.shape) == 2: + nsites = site_positions.shape[1] +else: + nsites = 1 + # in case of single atom + + +with open(os.path.join(parsed_args.input_dir, "orbital_types.dat")) as f: + site_norbits = np.zeros(nsites, dtype=int) + orbital_types = [] + for index_site in range(nsites): + orbital_type = list(map(int, f.readline().split())) + orbital_types.append(orbital_type) + site_norbits[index_site] = np.sum(np.array(orbital_type) * 2 + 1) + norbits = np.sum(site_norbits) + site_norbits_cumsum = np.cumsum(site_norbits) + +rlat = np.loadtxt(os.path.join(parsed_args.input_dir, "rlat.dat")).T +# require transposition while reading rlat.dat in python + + +print("read h5") +begin_time = time() +hamiltonians_pred = _create_dict_h5(os.path.join(parsed_args.input_dir, "hamiltonians_pred.h5")) +overlaps = _create_dict_h5(os.path.join(parsed_args.input_dir, "overlaps.h5")) +print("Time for reading h5: ", time() - begin_time, "s") + +H_R = {} +S_R = {} + +print("construct Hamiltonian and overlap matrix in the real space") +begin_time = time() + +# BS: +# this is for debug python and julia +# in julia, you can use 'sort(collect(keys(hamiltonians_pred)))' +# for key in dict(sorted(hamiltonians_pred.items())).keys(): +for key in hamiltonians_pred.keys(): + + hamiltonian_pred = hamiltonians_pred[key] + + if key in overlaps.keys(): + overlap = overlaps[key] + else: + overlap = np.zeros_like(hamiltonian_pred) + if spinful: + overlap = np.vstack((np.hstack((overlap, np.zeros_like(overlap))), np.hstack((np.zeros_like(overlap), overlap)))) + R = key[:3] + atom_i = key[3] - 1 + atom_j = key[4] - 1 + + assert (site_norbits[atom_i], site_norbits[atom_j]) == hamiltonian_pred.shape + assert (site_norbits[atom_i], site_norbits[atom_j]) == overlap.shape + + if R not in H_R.keys(): + H_R[R] = np.zeros((norbits, norbits), dtype=default_dtype) + S_R[R] = np.zeros((norbits, norbits), dtype=default_dtype) + + for block_matrix_i in range(1, site_norbits[atom_i]+1): + for block_matrix_j in range(1, site_norbits[atom_j]+1): + index_i = site_norbits_cumsum[atom_i] - site_norbits[atom_i] + block_matrix_i - 1 + index_j = site_norbits_cumsum[atom_j] - site_norbits[atom_j] + block_matrix_j - 1 + H_R[R][index_i, index_j] = hamiltonian_pred[block_matrix_i-1, block_matrix_j-1] + S_R[R][index_i, index_j] = overlap[block_matrix_i-1, block_matrix_j-1] + + +print("Time for constructing Hamiltonian and overlap matrix in the real space: ", time() - begin_time, " s") + +if calc_job == "band": + fermi_level = config["fermi_level"] + k_data = config["k_data"] + ill_project = parsed_args.ill_project or ("ill_project" in config.keys() and config["ill_project"]) + ill_threshold = max(parsed_args.ill_threshold, config["ill_threshold"] if ("ill_threshold" in config.keys()) else 0.) + multiprocessing = max(parsed_args.multiprocessing, config["multiprocessing"] if ("multiprocessing" in config.keys()) else 0) + + print("calculate bands") + num_ks = [k_data2num_ks(k) for k in k_data] + kpaths = [k_data2kpath(k) for k in k_data] + + egvals = np.zeros((norbits, sum(num_ks))) + + begin_time = time() + idx_k = 0 + # calculate total k points + total_num_ks = sum(num_ks) + list_index_kpath= [] + list_index_kxyz=[] + for i in range(len(num_ks)): + list_index_kpath = list_index_kpath + ([i]*num_ks[i]) + list_index_kxyz.extend(range(num_ks[i])) + + def process_worker(k_point): + """ calculate band + + Args: + k_point (int): the index of k point of all calculated k points + + Returns: + json: { + "k_point":k_point, + "egval" (np array 1D) : eigen value , + "num_projected_out" (int) : ill-conditioned eigenvalues detected。 default is 0 + } + """ + index_kpath = list_index_kpath[k_point] + kpath = kpaths[index_kpath] + pnkpts = num_ks[index_kpath] + kx = np.linspace(kpath[0], kpath[3], pnkpts)[list_index_kxyz[k_point]] + ky = np.linspace(kpath[1], kpath[4], pnkpts)[list_index_kxyz[k_point]] + kz = np.linspace(kpath[2], kpath[5], pnkpts)[list_index_kxyz[k_point]] + + H_k = np.matrix(np.zeros((norbits, norbits), dtype=default_dtype)) + S_k = np.matrix(np.zeros((norbits, norbits), dtype=default_dtype)) + for R in H_R.keys(): + H_k += H_R[R] * np.exp(1j*2*np.pi*np.dot([kx, ky, kz], R)) + S_k += S_R[R] * np.exp(1j*2*np.pi*np.dot([kx, ky, kz], R)) + # print(H_k) + H_k = (H_k + H_k.getH())/2. + S_k = (S_k + S_k.getH())/2. + num_projected_out = 0 + if ill_project: + egval_S, egvec_S = linalg.eig(S_k) + project_index = np.argwhere(abs(egval_S)> ill_threshold) + if len(project_index) != norbits: + egvec_S = np.matrix(egvec_S[:, project_index]) + num_projected_out = norbits - len(project_index) + H_k = egvec_S.H @ H_k @ egvec_S + S_k = egvec_S.H @ S_k @ egvec_S + egval = linalg.eigvalsh(H_k, S_k, lower=False) + egval = np.concatenate([egval, np.full(num_projected_out, 1e4)]) + else: + egval = linalg.eigvalsh(H_k, S_k, lower=False) + else: + #--------------------------------------------- + # BS: only eigenvalues are needed in this part, + # the upper matrix is used + egval = linalg.eigvalsh(H_k, S_k, lower=False) + + return {"k_point":k_point, "egval":egval, "num_projected_out":num_projected_out} + + # parallizing the band calculation + if multiprocessing == 0: + print(f'No use of multiprocessing') + data_list = [process_worker(k_point) for k_point in tqdm.tqdm(range(sum(num_ks)))] + else: + pool_dict = {} if multiprocessing < 0 else {'nodes': multiprocessing} + + with Pool(**pool_dict) as pool: + nodes = pool.nodes + print(f'Use multiprocessing x {multiprocessing})') + data_list = list(tqdm.tqdm(pool.imap(process_worker, range(sum(num_ks))), total=sum(num_ks))) + + # post-process returned band data, and store them in egvals with the order k_point + projected_out = [] + for data in data_list: + egvals[:, data["k_point"]] = data["egval"] + if data["num_projected_out"] > 0: + projected_out.append(data["num_projected_out"]) + if len(projected_out) > 0: + print(f"There are {len(projected_out)} bands with ill-conditioned eigenvalues detected.") + print(f"Projected out {int(np.average(projected_out))} eigenvalues on average.") + print('Finish the calculation of %d k-points, have cost %d seconds' % (sum(num_ks), time() - begin_time)) + + + # output in openmx band format + with open(os.path.join(parsed_args.output_dir, "openmx.Band"), "w") as f: + f.write("{} {} {}\n".format(norbits, 0, ev2Hartree * fermi_level)) + openmx_rlat = np.reshape((rlat * Bohr2Ang), (1, -1))[0] + f.write(std_out_array(openmx_rlat) + "\n") + f.write(str(len(k_data)) + "\n") + for line in k_data: + f.write(line + "\n") + idx_k = 0 + for i in range(len(kpaths)): + pnkpts = num_ks[i] + kstart = kpaths[i][:3] + kend = kpaths[i][3:] + k_list = np.zeros((pnkpts, 3)) + for alpha in range(3): + k_list[:, alpha] = genlist([kstart[alpha], kend[alpha], pnkpts]) + for j in range(pnkpts): + kvec = k_list[j, :] + f.write("{} {}\n".format(norbits, std_out_array(kvec))) + f.write(std_out_array(ev2Hartree * egvals[:, idx_k]) + "\n") + idx_k += 1 diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/inference_default.ini b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/inference_default.ini new file mode 100644 index 0000000000000000000000000000000000000000..426ba6e26887bbdc470d1ba27c267a16d2672fdc --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/inference_default.ini @@ -0,0 +1,23 @@ +[basic] +work_dir = /your/own/path +OLP_dir = /your/own/path +interface = openmx +trained_model_dir = ["/your/trained/model1", "/your/trained/model2"] +task = [1, 2, 3, 4, 5] +sparse_calc_config = /your/own/path +eigen_solver = sparse_jl +disable_cuda = True +device = cuda:0 +huge_structure = True +restore_blocks_py = True +gen_rc_idx = False +gen_rc_by_idx = +with_grad = False + +[interpreter] +julia_interpreter = julia +python_interpreter = python + +[graph] +radius = -1.0 +create_from_DFT = True diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/local_coordinate.jl b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/local_coordinate.jl new file mode 100644 index 0000000000000000000000000000000000000000..392e3eb95a8b766bc64cff29300324e38ce3a929 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/local_coordinate.jl @@ -0,0 +1,79 @@ +using DelimitedFiles, LinearAlgebra +using HDF5 +using ArgParse +using StaticArrays + + +function parse_commandline() + s = ArgParseSettings() + @add_arg_table! s begin + "--input_dir", "-i" + help = "path of site_positions.dat, lat.dat, element.dat, and R_list.dat (overlaps.h5)" + arg_type = String + default = "./" + "--output_dir", "-o" + help = "path of output rc.h5" + arg_type = String + default = "./" + "--radius", "-r" + help = "cutoff radius" + arg_type = Float64 + default = 8.0 + "--create_from_DFT" + help = "retain edges by DFT overlaps neighbour" + arg_type = Bool + default = true + "--output_text" + help = "an option without argument, i.e. a flag" + action = :store_true + "--Hop_dir" + help = "path of Hop.jl" + arg_type = String + default = "/home/lihe/DeepH/process_ham/Hop.jl/" + end + return parse_args(s) +end +parsed_args = parse_commandline() + +using Pkg +Pkg.activate(parsed_args["Hop_dir"]) +using Hop + + +site_positions = readdlm(joinpath(parsed_args["input_dir"], "site_positions.dat")) +lat = readdlm(joinpath(parsed_args["input_dir"], "lat.dat")) +R_list_read = convert(Matrix{Int64}, readdlm(joinpath(parsed_args["input_dir"], "R_list.dat"))) +num_R = size(R_list_read, 1) +R_list = Vector{SVector{3, Int64}}() +for index_R in 1:num_R + push!(R_list, SVector{3, Int64}(R_list_read[index_R, :])) +end + +@info "get local coordinate" +begin_time = time() +rcoordinate = Hop.Deeph.rotate_system(site_positions, lat, R_list, parsed_args["radius"]) +println("time for calculating local coordinate is: ", time() - begin_time) + +if parsed_args["output_text"] + @info "output txt" + mkpath(joinpath(parsed_args["output_dir"], "rresult")) + mkpath(joinpath(parsed_args["output_dir"], "rresult/rc")) + for (R, coord) in rcoordinate + open(joinpath(parsed_args["output_dir"], "rresult/rc/", R, "_real.dat"), "w") do f + writedlm(f, coord) + end + end +end + +@info "output h5" +h5open(joinpath(parsed_args["input_dir"], "overlaps.h5"), "r") do fid_OLP + graph_key = Set(keys(fid_OLP)) + h5open(joinpath(parsed_args["output_dir"], "rc.h5"), "w") do fid + for (key, coord) in rcoordinate + if (parsed_args["create_from_DFT"] == true) && (!(string(key) in graph_key)) + continue + end + write(fid, string(key), permutedims(coord)) + end + end +end diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/pred_ham.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/pred_ham.py new file mode 100644 index 0000000000000000000000000000000000000000..875f137cc5e942888947ab4b70fbc5ca6f05dde2 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/pred_ham.py @@ -0,0 +1,365 @@ +import json +import os +import time +import warnings +from typing import Union, List +import sys + +import tqdm +from configparser import ConfigParser +import numpy as np +from pymatgen.core.structure import Structure +import torch +import torch.autograd.forward_ad as fwAD +import h5py + +from deeph import get_graph, DeepHKernel, collate_fn, write_ham_h5, load_orbital_types, Rotate, dtype_dict, get_rc + + +def predict(input_dir: str, output_dir: str, disable_cuda: bool, device: str, + huge_structure: bool, restore_blocks_py: bool, trained_model_dirs: Union[str, List[str]]): + atom_num_orbital = load_orbital_types(os.path.join(input_dir, 'orbital_types.dat')) + if isinstance(trained_model_dirs, str): + trained_model_dirs = [trained_model_dirs] + assert isinstance(trained_model_dirs, list) + os.makedirs(output_dir, exist_ok=True) + predict_spinful = None + + with torch.no_grad(): + read_structure_flag = False + if restore_blocks_py: + hoppings_pred = {} + else: + index_model = 0 + block_without_restoration = {} + os.makedirs(os.path.join(output_dir, 'block_without_restoration'), exist_ok=True) + for trained_model_dir in tqdm.tqdm(trained_model_dirs): + old_version = False + assert os.path.exists(os.path.join(trained_model_dir, 'config.ini')) + if os.path.exists(os.path.join(trained_model_dir, 'best_model.pt')) is False: + old_version = True + assert os.path.exists(os.path.join(trained_model_dir, 'best_model.pkl')) + assert os.path.exists(os.path.join(trained_model_dir, 'src')) + + config = ConfigParser() + config.read(os.path.join(os.path.dirname(os.path.dirname(__file__)), 'default.ini')) + config.read(os.path.join(trained_model_dir, 'config.ini')) + config.set('basic', 'save_dir', os.path.join(output_dir, 'pred_ham_std')) + config.set('basic', 'disable_cuda', str(disable_cuda)) + config.set('basic', 'device', str(device)) + config.set('basic', 'save_to_time_folder', 'False') + config.set('basic', 'tb_writer', 'False') + config.set('train', 'pretrained', '') + config.set('train', 'resume', '') + + kernel = DeepHKernel(config) + if old_version is False: + checkpoint = kernel.build_model(trained_model_dir, old_version) + else: + warnings.warn('You are using the trained model with an old version') + checkpoint = torch.load( + os.path.join(trained_model_dir, 'best_model.pkl'), + map_location=kernel.device + ) + for key in ['index_to_Z', 'Z_to_index', 'spinful']: + if key in checkpoint: + setattr(kernel, key, checkpoint[key]) + if hasattr(kernel, 'index_to_Z') is False: + kernel.index_to_Z = torch.arange(config.getint('basic', 'max_element') + 1) + if hasattr(kernel, 'Z_to_index') is False: + kernel.Z_to_index = torch.arange(config.getint('basic', 'max_element') + 1) + if hasattr(kernel, 'spinful') is False: + kernel.spinful = False + kernel.num_species = len(kernel.index_to_Z) + print("=> load best checkpoint (epoch {})".format(checkpoint['epoch'])) + print(f"=> Atomic types: {kernel.index_to_Z.tolist()}, " + f"spinful: {kernel.spinful}, the number of atomic types: {len(kernel.index_to_Z)}.") + kernel.build_model(trained_model_dir, old_version) + kernel.model.load_state_dict(checkpoint['state_dict']) + + if predict_spinful is None: + predict_spinful = kernel.spinful + else: + assert predict_spinful == kernel.spinful, "Different models' spinful are not compatible" + + if read_structure_flag is False: + read_structure_flag = True + structure = Structure(np.loadtxt(os.path.join(input_dir, 'lat.dat')).T, + np.loadtxt(os.path.join(input_dir, 'element.dat')), + np.loadtxt(os.path.join(input_dir, 'site_positions.dat')).T, + coords_are_cartesian=True, + to_unit_cell=False) + cart_coords = torch.tensor(structure.cart_coords, dtype=torch.get_default_dtype()) + frac_coords = torch.tensor(structure.frac_coords, dtype=torch.get_default_dtype()) + numbers = kernel.Z_to_index[torch.tensor(structure.atomic_numbers)] + structure.lattice.matrix.setflags(write=True) + lattice = torch.tensor(structure.lattice.matrix, dtype=torch.get_default_dtype()) + inv_lattice = torch.inverse(lattice) + + if os.path.exists(os.path.join(input_dir, 'graph.pkl')): + data = torch.load(os.path.join(input_dir, 'graph.pkl')) + print(f"Load processed graph from {os.path.join(input_dir, 'graph.pkl')}") + else: + begin = time.time() + data = get_graph(cart_coords, frac_coords, numbers, 0, + r=kernel.config.getfloat('graph', 'radius'), + max_num_nbr=kernel.config.getint('graph', 'max_num_nbr'), + numerical_tol=1e-8, lattice=lattice, default_dtype_torch=torch.get_default_dtype(), + tb_folder=input_dir, interface="h5_rc_only", + num_l=kernel.config.getint('network', 'num_l'), + create_from_DFT=kernel.config.getboolean('graph', 'create_from_DFT', + fallback=True), + if_lcmp_graph=kernel.config.getboolean('graph', 'if_lcmp_graph', fallback=True), + separate_onsite=kernel.separate_onsite, + target=kernel.config.get('basic', 'target'), huge_structure=huge_structure, + if_new_sp=kernel.config.getboolean('graph', 'new_sp', fallback=False), + ) + torch.save(data, os.path.join(input_dir, 'graph.pkl')) + print( + f"Save processed graph to {os.path.join(input_dir, 'graph.pkl')}, cost {time.time() - begin} seconds") + batch, subgraph = collate_fn([data]) + sub_atom_idx, sub_edge_idx, sub_edge_ang, sub_index = subgraph + + output = kernel.model(batch.x.to(kernel.device), batch.edge_index.to(kernel.device), + batch.edge_attr.to(kernel.device), + batch.batch.to(kernel.device), + sub_atom_idx.to(kernel.device), sub_edge_idx.to(kernel.device), + sub_edge_ang.to(kernel.device), sub_index.to(kernel.device), + huge_structure=huge_structure) + output = output.detach().cpu() + if restore_blocks_py: + for index in range(batch.edge_attr.shape[0]): + R = torch.round(batch.edge_attr[index, 4:7] @ inv_lattice - batch.edge_attr[index, 7:10] @ inv_lattice).int().tolist() + i, j = batch.edge_index[:, index] + key_term = (*R, i.item() + 1, j.item() + 1) + key_term = str(list(key_term)) + for index_orbital, orbital_dict in enumerate(kernel.orbital): + if f'{kernel.index_to_Z[numbers[i]].item()} {kernel.index_to_Z[numbers[j]].item()}' not in orbital_dict: + continue + orbital_i, orbital_j = orbital_dict[f'{kernel.index_to_Z[numbers[i]].item()} {kernel.index_to_Z[numbers[j]].item()}'] + + if not key_term in hoppings_pred: + if kernel.spinful: + hoppings_pred[key_term] = np.full((2 * atom_num_orbital[i], 2 * atom_num_orbital[j]), np.nan + np.nan * (1j)) + else: + hoppings_pred[key_term] = np.full((atom_num_orbital[i], atom_num_orbital[j]), np.nan) + if kernel.spinful: + hoppings_pred[key_term][orbital_i, orbital_j] = output[index][index_orbital * 8 + 0] + output[index][index_orbital * 8 + 1] * 1j + hoppings_pred[key_term][atom_num_orbital[i] + orbital_i, atom_num_orbital[j] + orbital_j] = output[index][index_orbital * 8 + 2] + output[index][index_orbital * 8 + 3] * 1j + hoppings_pred[key_term][orbital_i, atom_num_orbital[j] + orbital_j] = output[index][index_orbital * 8 + 4] + output[index][index_orbital * 8 + 5] * 1j + hoppings_pred[key_term][atom_num_orbital[i] + orbital_i, orbital_j] = output[index][index_orbital * 8 + 6] + output[index][index_orbital * 8 + 7] * 1j + else: + hoppings_pred[key_term][orbital_i, orbital_j] = output[index][index_orbital] # about output shape w/ or w/o soc, see graph.py line 164, and kernel.py line 281. + else: + if 'edge_index' not in block_without_restoration: + assert index_model == 0 + block_without_restoration['edge_index'] = batch.edge_index + block_without_restoration['edge_attr'] = batch.edge_attr + block_without_restoration[f'output_{index_model}'] = output.numpy() + with open(os.path.join(output_dir, 'block_without_restoration', f'orbital_{index_model}.json'), 'w') as orbital_f: + json.dump(kernel.orbital, orbital_f, indent=4) + index_model += 1 + sys.stdout = sys.stdout.terminal + sys.stderr = sys.stderr.terminal + + if restore_blocks_py: + for hamiltonian in hoppings_pred.values(): + assert np.all(np.isnan(hamiltonian) == False) + write_ham_h5(hoppings_pred, path=os.path.join(output_dir, 'rh_pred.h5')) + else: + block_without_restoration['num_model'] = index_model + write_ham_h5(block_without_restoration, path=os.path.join(output_dir, 'block_without_restoration', 'block_without_restoration.h5')) + with open(os.path.join(output_dir, "info.json"), 'w') as info_f: + json.dump({ + "isspinful": predict_spinful + }, info_f) + + +def predict_with_grad(input_dir: str, output_dir: str, disable_cuda: bool, device: str, + huge_structure: bool, trained_model_dirs: Union[str, List[str]]): + atom_num_orbital, orbital_types = load_orbital_types(os.path.join(input_dir, 'orbital_types.dat'), return_orbital_types=True) + + if isinstance(trained_model_dirs, str): + trained_model_dirs = [trained_model_dirs] + assert isinstance(trained_model_dirs, list) + os.makedirs(output_dir, exist_ok=True) + predict_spinful = None + + read_structure_flag = False + rh_dict = {} + hamiltonians_pred = {} + hamiltonians_grad_pred = {} + + for trained_model_dir in tqdm.tqdm(trained_model_dirs): + old_version = False + assert os.path.exists(os.path.join(trained_model_dir, 'config.ini')) + if os.path.exists(os.path.join(trained_model_dir, 'best_model.pt')) is False: + old_version = True + assert os.path.exists(os.path.join(trained_model_dir, 'best_model.pkl')) + assert os.path.exists(os.path.join(trained_model_dir, 'src')) + + config = ConfigParser() + config.read(os.path.join(os.path.dirname(os.path.dirname(__file__)), 'default.ini')) + config.read(os.path.join(trained_model_dir, 'config.ini')) + config.set('basic', 'save_dir', os.path.join(output_dir, 'pred_ham_std')) + config.set('basic', 'disable_cuda', str(disable_cuda)) + config.set('basic', 'device', str(device)) + config.set('basic', 'save_to_time_folder', 'False') + config.set('basic', 'tb_writer', 'False') + config.set('train', 'pretrained', '') + config.set('train', 'resume', '') + + kernel = DeepHKernel(config) + if old_version is False: + checkpoint = kernel.build_model(trained_model_dir, old_version) + else: + warnings.warn('You are using the trained model with an old version') + checkpoint = torch.load( + os.path.join(trained_model_dir, 'best_model.pkl'), + map_location=kernel.device + ) + for key in ['index_to_Z', 'Z_to_index', 'spinful']: + if key in checkpoint: + setattr(kernel, key, checkpoint[key]) + if hasattr(kernel, 'index_to_Z') is False: + kernel.index_to_Z = torch.arange(config.getint('basic', 'max_element') + 1) + if hasattr(kernel, 'Z_to_index') is False: + kernel.Z_to_index = torch.arange(config.getint('basic', 'max_element') + 1) + if hasattr(kernel, 'spinful') is False: + kernel.spinful = False + kernel.num_species = len(kernel.index_to_Z) + print("=> load best checkpoint (epoch {})".format(checkpoint['epoch'])) + print(f"=> Atomic types: {kernel.index_to_Z.tolist()}, " + f"spinful: {kernel.spinful}, the number of atomic types: {len(kernel.index_to_Z)}.") + kernel.build_model(trained_model_dir, old_version) + kernel.model.load_state_dict(checkpoint['state_dict']) + + if predict_spinful is None: + predict_spinful = kernel.spinful + else: + assert predict_spinful == kernel.spinful, "Different models' spinful are not compatible" + + if read_structure_flag is False: + read_structure_flag = True + structure = Structure(np.loadtxt(os.path.join(input_dir, 'lat.dat')).T, + np.loadtxt(os.path.join(input_dir, 'element.dat')), + np.loadtxt(os.path.join(input_dir, 'site_positions.dat')).T, + coords_are_cartesian=True, + to_unit_cell=False) + cart_coords = torch.tensor(structure.cart_coords, dtype=torch.get_default_dtype(), requires_grad=True, device=kernel.device) + num_atom = cart_coords.shape[0] + frac_coords = torch.tensor(structure.frac_coords, dtype=torch.get_default_dtype()) + numbers = kernel.Z_to_index[torch.tensor(structure.atomic_numbers)] + structure.lattice.matrix.setflags(write=True) + lattice = torch.tensor(structure.lattice.matrix, dtype=torch.get_default_dtype()) + inv_lattice = torch.inverse(lattice) + + fid_rc = get_rc(input_dir, None, radius=-1, create_from_DFT=True, if_require_grad=True, cart_coords=cart_coords) + + assert kernel.config.getboolean('graph', 'new_sp', fallback=False) + data = get_graph(cart_coords.to(kernel.device), frac_coords, numbers, 0, + r=kernel.config.getfloat('graph', 'radius'), + max_num_nbr=kernel.config.getint('graph', 'max_num_nbr'), + numerical_tol=1e-8, lattice=lattice, default_dtype_torch=torch.get_default_dtype(), + tb_folder=input_dir, interface="h5_rc_only", + num_l=kernel.config.getint('network', 'num_l'), + create_from_DFT=kernel.config.getboolean('graph', 'create_from_DFT', fallback=True), + if_lcmp_graph=kernel.config.getboolean('graph', 'if_lcmp_graph', fallback=True), + separate_onsite=kernel.separate_onsite, + target=kernel.config.get('basic', 'target'), huge_structure=huge_structure, + if_new_sp=True, if_require_grad=True, fid_rc=fid_rc) + batch, subgraph = collate_fn([data]) + sub_atom_idx, sub_edge_idx, sub_edge_ang, sub_index = subgraph + + torch_dtype, torch_dtype_real, torch_dtype_complex = dtype_dict[torch.get_default_dtype()] + rotate_kernel = Rotate(torch_dtype, torch_dtype_real=torch_dtype_real, + torch_dtype_complex=torch_dtype_complex, + device=kernel.device, spinful=kernel.spinful) + + output = kernel.model(batch.x, batch.edge_index.to(kernel.device), + batch.edge_attr, + batch.batch.to(kernel.device), + sub_atom_idx.to(kernel.device), sub_edge_idx.to(kernel.device), + sub_edge_ang, sub_index.to(kernel.device), + huge_structure=huge_structure) + + index_for_matrix_block_real_dict = {} # key is atomic number pair + if kernel.spinful: + index_for_matrix_block_imag_dict = {} # key is atomic number pair + + for index in range(batch.edge_attr.shape[0]): + R = torch.round(batch.edge_attr[index, 4:7].cpu() @ inv_lattice - batch.edge_attr[index, 7:10].cpu() @ inv_lattice).int().tolist() + i, j = batch.edge_index[:, index] + key_tensor = torch.tensor([*R, i, j]) + numbers_pair = (kernel.index_to_Z[numbers[i]].item(), kernel.index_to_Z[numbers[j]].item()) + if numbers_pair not in index_for_matrix_block_real_dict: + if not kernel.spinful: + index_for_matrix_block_real = torch.full((atom_num_orbital[i], atom_num_orbital[j]), -1) + else: + index_for_matrix_block_real = torch.full((2 * atom_num_orbital[i], 2 * atom_num_orbital[j]), -1) + index_for_matrix_block_imag = torch.full((2 * atom_num_orbital[i], 2 * atom_num_orbital[j]), -1) + for index_orbital, orbital_dict in enumerate(kernel.orbital): + if f'{kernel.index_to_Z[numbers[i]].item()} {kernel.index_to_Z[numbers[j]].item()}' not in orbital_dict: + continue + orbital_i, orbital_j = orbital_dict[f'{kernel.index_to_Z[numbers[i]].item()} {kernel.index_to_Z[numbers[j]].item()}'] + if not kernel.spinful: + index_for_matrix_block_real[orbital_i, orbital_j] = index_orbital + else: + index_for_matrix_block_real[orbital_i, orbital_j] = index_orbital * 8 + 0 + index_for_matrix_block_imag[orbital_i, orbital_j] = index_orbital * 8 + 1 + index_for_matrix_block_real[atom_num_orbital[i] + orbital_i, atom_num_orbital[j] + orbital_j] = index_orbital * 8 + 2 + index_for_matrix_block_imag[atom_num_orbital[i] + orbital_i, atom_num_orbital[j] + orbital_j] = index_orbital * 8 + 3 + index_for_matrix_block_real[orbital_i, atom_num_orbital[j] + orbital_j] = index_orbital * 8 + 4 + index_for_matrix_block_imag[orbital_i, atom_num_orbital[j] + orbital_j] = index_orbital * 8 + 5 + index_for_matrix_block_real[atom_num_orbital[i] + orbital_i, orbital_j] = index_orbital * 8 + 6 + index_for_matrix_block_imag[atom_num_orbital[i] + orbital_i, orbital_j] = index_orbital * 8 + 7 + assert torch.all(index_for_matrix_block_real != -1), 'json string "orbital" should be complete for Hamiltonian grad' + if kernel.spinful: + assert torch.all(index_for_matrix_block_imag != -1), 'json string "orbital" should be complete for Hamiltonian grad' + + index_for_matrix_block_real_dict[numbers_pair] = index_for_matrix_block_real + if kernel.spinful: + index_for_matrix_block_imag_dict[numbers_pair] = index_for_matrix_block_imag + else: + index_for_matrix_block_real = index_for_matrix_block_real_dict[numbers_pair] + if kernel.spinful: + index_for_matrix_block_imag = index_for_matrix_block_imag_dict[numbers_pair] + + if not kernel.spinful: + rh_dict[key_tensor] = output[index][index_for_matrix_block_real] + else: + rh_dict[key_tensor] = output[index][index_for_matrix_block_real] + 1j * output[index][index_for_matrix_block_imag] + + sys.stdout = sys.stdout.terminal + sys.stderr = sys.stderr.terminal + + print("=> Hamiltonian has been predicted, calculate the grad...") + for key_tensor, rotated_hamiltonian in tqdm.tqdm(rh_dict.items()): + atom_i = key_tensor[3] + atom_j = key_tensor[4] + assert atom_i >= 0 + assert atom_i < num_atom + assert atom_j >= 0 + assert atom_j < num_atom + key_str = str(list([key_tensor[0].item(), key_tensor[1].item(), key_tensor[2].item(), atom_i.item() + 1, atom_j.item() + 1])) + assert key_str in fid_rc, f'Can not found the key "{key_str}" in rc.h5' + # rotation_matrix = torch.tensor(fid_rc[key_str], dtype=torch_dtype_real, device=kernel.device).T + rotation_matrix = fid_rc[key_str].T + hamiltonian = rotate_kernel.rotate_openmx_H(rotated_hamiltonian, rotation_matrix, orbital_types[atom_i], orbital_types[atom_j]) + hamiltonians_pred[key_str] = hamiltonian.detach().cpu() + assert kernel.spinful is False # 检查soc时是否正确 + assert len(hamiltonian.shape) == 2 + dim_1, dim_2 = hamiltonian.shape[:] + assert key_str not in hamiltonians_grad_pred + if not kernel.spinful: + hamiltonians_grad_pred[key_str] = np.full((dim_1, dim_2, num_atom, 3), np.nan) + else: + hamiltonians_grad_pred[key_str] = np.full((2 * dim_1, 2 * dim_2, num_atom, 3), np.nan + 1j * np.nan) + + write_ham_h5(hamiltonians_pred, path=os.path.join(output_dir, 'hamiltonians_pred.h5')) + write_ham_h5(hamiltonians_grad_pred, path=os.path.join(output_dir, 'hamiltonians_grad_pred.h5')) + with open(os.path.join(output_dir, "info.json"), 'w') as info_f: + json.dump({ + "isspinful": predict_spinful + }, info_f) + fid_rc.close() diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/restore_blocks.jl b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/restore_blocks.jl new file mode 100644 index 0000000000000000000000000000000000000000..9e1eb75c2c4f2594a62c72f1f305723b65b960dd --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/restore_blocks.jl @@ -0,0 +1,115 @@ +using JSON +using LinearAlgebra +using DelimitedFiles +using HDF5 +using ArgParse + + +function parse_commandline() + s = ArgParseSettings() + @add_arg_table! s begin + "--input_dir", "-i" + help = "path of block_without_restoration, element.dat, site_positions.dat, orbital_types.dat, and info.json" + arg_type = String + default = "./" + "--output_dir", "-o" + help = "path of output rh_pred.h5" + arg_type = String + default = "./" + end + return parse_args(s) +end +parsed_args = parse_commandline() + + +function _create_dict_h5(filename::String) + fid = h5open(filename, "r") + T = eltype(fid[keys(fid)[1]]) + d_out = Dict{Array{Int64,1}, Array{T, 2}}() + for key in keys(fid) + data = read(fid[key]) + nk = map(x -> parse(Int64, convert(String, x)), split(key[2 : length(key) - 1], ',')) + d_out[nk] = permutedims(data) + end + close(fid) + return d_out +end + + +if isfile(joinpath(parsed_args["input_dir"],"info.json")) + spinful = JSON.parsefile(joinpath(parsed_args["input_dir"],"info.json"))["isspinful"] +else + spinful = false +end + +spinful = JSON.parsefile(joinpath(parsed_args["input_dir"],"info.json"))["isspinful"] +numbers = readdlm(joinpath(parsed_args["input_dir"], "element.dat"), Int64) +lattice = readdlm(joinpath(parsed_args["input_dir"], "lat.dat")) +inv_lattice = inv(lattice) +site_positions = readdlm(joinpath(parsed_args["input_dir"], "site_positions.dat")) +nsites = size(site_positions, 2) +orbital_types_f = open(joinpath(parsed_args["input_dir"], "orbital_types.dat"), "r") +site_norbits = zeros(nsites) +orbital_types = Vector{Vector{Int64}}() +for index_site = 1:nsites + orbital_type = parse.(Int64, split(readline(orbital_types_f))) + push!(orbital_types, orbital_type) +end +site_norbits = (x->sum(x .* 2 .+ 1)).(orbital_types) * (1 + spinful) +atom_num_orbital = (x->sum(x .* 2 .+ 1)).(orbital_types) + +fid = h5open(joinpath(parsed_args["input_dir"], "block_without_restoration", "block_without_restoration.h5"), "r") +num_model = read(fid["num_model"]) +T_pytorch = eltype(fid["output_0"]) +if spinful + T_Hamiltonian = Complex{T_pytorch} +else + T_Hamiltonian = T_pytorch +end +hoppings_pred = Dict{Array{Int64,1}, Array{T_Hamiltonian, 2}}() +println("Found $num_model models, spinful:$spinful") +edge_attr = read(fid["edge_attr"]) +edge_index = read(fid["edge_index"]) +for index_model in 0:(num_model-1) + output = read(fid["output_$index_model"]) + orbital = JSON.parsefile(joinpath(parsed_args["input_dir"], "block_without_restoration", "orbital_$index_model.json")) + orbital = convert(Vector{Dict{String, Vector{Int}}}, orbital) + for index in 1:size(edge_index, 1) + R = Int.(round.(inv_lattice * edge_attr[5:7, index] - inv_lattice * edge_attr[8:10, index])) + i = edge_index[index, 1] + 1 + j = edge_index[index, 2] + 1 + key_term = cat(R, i, j, dims=1) + for (index_orbital, orbital_dict) in enumerate(orbital) + atomic_number_pair = "$(numbers[i]) $(numbers[j])" + if !(atomic_number_pair ∈ keys(orbital_dict)) + continue + end + orbital_i, orbital_j = orbital_dict[atomic_number_pair] + orbital_i += 1 + orbital_j += 1 + + if !(key_term ∈ keys(hoppings_pred)) + if spinful + hoppings_pred[key_term] = fill(NaN + NaN * im, 2 * atom_num_orbital[i], 2 * atom_num_orbital[j]) + else + hoppings_pred[key_term] = fill(NaN, atom_num_orbital[i], atom_num_orbital[j]) + end + end + if spinful + hoppings_pred[key_term][orbital_i, orbital_j] = output[index_orbital * 8 - 7, index] + output[index_orbital * 8 - 6, index] * im + hoppings_pred[key_term][atom_num_orbital[i] + orbital_i, atom_num_orbital[j] + orbital_j] = output[index_orbital * 8 - 5, index] + output[index_orbital * 8 - 4, index] * im + hoppings_pred[key_term][orbital_i, atom_num_orbital[j] + orbital_j] = output[index_orbital * 8 - 3, index] + output[index_orbital * 8 - 2, index] * im + hoppings_pred[key_term][atom_num_orbital[i] + orbital_i, orbital_j] = output[index_orbital * 8 - 1, index] + output[index_orbital * 8, index] * im + else + hoppings_pred[key_term][orbital_i, orbital_j] = output[index_orbital, index] + end + end + end +end +close(fid) + +h5open(joinpath(parsed_args["output_dir"], "rh_pred.h5"), "w") do fid + for (key, rh_pred) in hoppings_pred + write(fid, string(key), permutedims(rh_pred)) + end +end diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/sparse_calc.jl b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/sparse_calc.jl new file mode 100644 index 0000000000000000000000000000000000000000..466031d64f6566877ba64e613b1028296809930a --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/inference/sparse_calc.jl @@ -0,0 +1,412 @@ +using DelimitedFiles, LinearAlgebra, JSON +using HDF5 +using ArgParse +using SparseArrays +using Pardiso, Arpack, LinearMaps +using JLD +# BLAS.set_num_threads(1) + +const ev2Hartree = 0.036749324533634074 +const Bohr2Ang = 0.529177249 +const default_dtype = Complex{Float64} + + +function parse_commandline() + s = ArgParseSettings() + @add_arg_table! s begin + "--input_dir", "-i" + help = "path of rlat.dat, orbital_types.dat, site_positions.dat, hamiltonians_pred.h5, and overlaps.h5" + arg_type = String + default = "./" + "--output_dir", "-o" + help = "path of output openmx.Band" + arg_type = String + default = "./" + "--config" + help = "config file in the format of JSON" + arg_type = String + "--ill_project" + help = "projects out the eigenvectors of the overlap matrix that correspond to eigenvalues smaller than ill_threshold" + arg_type = Bool + default = true + "--ill_threshold" + help = "threshold for ill_project" + arg_type = Float64 + default = 5e-4 + end + return parse_args(s) +end + + +function _create_dict_h5(filename::String) + fid = h5open(filename, "r") + T = eltype(fid[keys(fid)[1]]) + d_out = Dict{Array{Int64,1}, Array{T, 2}}() + for key in keys(fid) + data = read(fid[key]) + nk = map(x -> parse(Int64, convert(String, x)), split(key[2 : length(key) - 1], ',')) + d_out[nk] = permutedims(data) + end + close(fid) + return d_out +end + + +# The function construct_linear_map below is come from https://discourse.julialang.org/t/smallest-magnitude-eigenvalues-of-the-generalized-eigenvalue-equation-for-a-large-sparse-matrix/75485/11 +function construct_linear_map(H, S) + ps = MKLPardisoSolver() + set_matrixtype!(ps, Pardiso.COMPLEX_HERM_INDEF) + pardisoinit(ps) + fix_iparm!(ps, :N) + H_pardiso = get_matrix(ps, H, :N) + b = rand(ComplexF64, size(H, 1)) + set_phase!(ps, Pardiso.ANALYSIS) + pardiso(ps, H_pardiso, b) + set_phase!(ps, Pardiso.NUM_FACT) + pardiso(ps, H_pardiso, b) + return ( + LinearMap{ComplexF64}( + (y, x) -> begin + set_phase!(ps, Pardiso.SOLVE_ITERATIVE_REFINE) + pardiso(ps, y, H_pardiso, S * x) + end, + size(H, 1); + ismutating=true + ), + ps + ) +end + + +function genlist(x) + return collect(range(x[1], stop = x[2], length = Int64(x[3]))) +end + + +function k_data2num_ks(kdata::AbstractString) + return parse(Int64,split(kdata)[1]) +end + + +function k_data2kpath(kdata::AbstractString) + return map(x->parse(Float64,x), split(kdata)[2:7]) +end + + +function std_out_array(a::AbstractArray) + return string(map(x->string(x," "),a)...) +end + + +function constructmeshkpts(nkmesh::Vector{Int64}; offset::Vector{Float64}=[0.0, 0.0, 0.0], + k1::Vector{Float64}=[0.0, 0.0, 0.0], k2::Vector{Float64}=[1.0, 1.0, 1.0]) + length(nkmesh) == 3 || throw(ArgumentError("nkmesh in wrong size.")) + nkpts = prod(nkmesh) + kpts = zeros(3, nkpts) + ik = 1 + for ikx in 1:nkmesh[1], iky in 1:nkmesh[2], ikz in 1:nkmesh[3] + kpts[:, ik] = [ + (ikx-1)/nkmesh[1]*(k2[1]-k1[1])+k1[1], + (iky-1)/nkmesh[2]*(k2[2]-k1[2])+k1[2], + (ikz-1)/nkmesh[3]*(k2[3]-k1[3])+k1[3] + ] + ik += 1 + end + return kpts.+offset +end + + +function main() + parsed_args = parse_commandline() + + println(parsed_args["config"]) + config = JSON.parsefile(parsed_args["config"]) + calc_job = config["calc_job"] + ill_project = parsed_args["ill_project"] + ill_threshold = parsed_args["ill_threshold"] + + if isfile(joinpath(parsed_args["input_dir"],"info.json")) + spinful = JSON.parsefile(joinpath(parsed_args["input_dir"],"info.json"))["isspinful"] + else + spinful = false + end + + site_positions = readdlm(joinpath(parsed_args["input_dir"], "site_positions.dat")) + nsites = size(site_positions, 2) + + orbital_types_f = open(joinpath(parsed_args["input_dir"], "orbital_types.dat"), "r") + site_norbits = zeros(nsites) + orbital_types = Vector{Vector{Int64}}() + for index_site = 1:nsites + orbital_type = parse.(Int64, split(readline(orbital_types_f))) + push!(orbital_types, orbital_type) + end + site_norbits = (x->sum(x .* 2 .+ 1)).(orbital_types) * (1 + spinful) + norbits = sum(site_norbits) + site_norbits_cumsum = cumsum(site_norbits) + + rlat = readdlm(joinpath(parsed_args["input_dir"], "rlat.dat")) + + + if isfile(joinpath(parsed_args["input_dir"], "sparse_matrix.jld")) + @info string("read sparse matrix from ", parsed_args["input_dir"], "/sparse_matrix.jld") + H_R = load(joinpath(parsed_args["input_dir"], "sparse_matrix.jld"), "H_R") + S_R = load(joinpath(parsed_args["input_dir"], "sparse_matrix.jld"), "S_R") + else + @info "read h5" + begin_time = time() + hamiltonians_pred = _create_dict_h5(joinpath(parsed_args["input_dir"], "hamiltonians_pred.h5")) + overlaps = _create_dict_h5(joinpath(parsed_args["input_dir"], "overlaps.h5")) + println("Time for reading h5: ", time() - begin_time, "s") + + I_R = Dict{Vector{Int64}, Vector{Int64}}() + J_R = Dict{Vector{Int64}, Vector{Int64}}() + H_V_R = Dict{Vector{Int64}, Vector{default_dtype}}() + S_V_R = Dict{Vector{Int64}, Vector{default_dtype}}() + + @info "construct sparse matrix in the format of COO" + begin_time = time() + for key in collect(keys(hamiltonians_pred)) + hamiltonian_pred = hamiltonians_pred[key] + if (key ∈ keys(overlaps)) + overlap = overlaps[key] + if spinful + overlap = vcat(hcat(overlap,zeros(size(overlap))),hcat(zeros(size(overlap)),overlap)) # the readout overlap matrix only contains the upper-left block # TODO maybe drop the zeros? + end + else + # continue + overlap = zero(hamiltonian_pred) + end + R = key[1:3]; atom_i=key[4]; atom_j=key[5] + + @assert (site_norbits[atom_i], site_norbits[atom_j]) == size(hamiltonian_pred) + @assert (site_norbits[atom_i], site_norbits[atom_j]) == size(overlap) + if !(R ∈ keys(I_R)) + I_R[R] = Vector{Int64}() + J_R[R] = Vector{Int64}() + H_V_R[R] = Vector{default_dtype}() + S_V_R[R] = Vector{default_dtype}() + end + for block_matrix_i in 1:site_norbits[atom_i] + for block_matrix_j in 1:site_norbits[atom_j] + coo_i = site_norbits_cumsum[atom_i] - site_norbits[atom_i] + block_matrix_i + coo_j = site_norbits_cumsum[atom_j] - site_norbits[atom_j] + block_matrix_j + push!(I_R[R], coo_i) + push!(J_R[R], coo_j) + push!(H_V_R[R], hamiltonian_pred[block_matrix_i, block_matrix_j]) + push!(S_V_R[R], overlap[block_matrix_i, block_matrix_j]) + end + end + end + println("Time for constructing sparse matrix in the format of COO: ", time() - begin_time, "s") + + @info "convert sparse matrix to the format of CSC" + begin_time = time() + H_R = Dict{Vector{Int64}, SparseMatrixCSC{default_dtype, Int64}}() + S_R = Dict{Vector{Int64}, SparseMatrixCSC{default_dtype, Int64}}() + + for R in keys(I_R) + H_R[R] = sparse(I_R[R], J_R[R], H_V_R[R], norbits, norbits) + S_R[R] = sparse(I_R[R], J_R[R], S_V_R[R], norbits, norbits) + end + println("Time for converting to the format of CSC: ", time() - begin_time, "s") + + save(joinpath(parsed_args["input_dir"], "sparse_matrix.jld"), "H_R", H_R, "S_R", S_R) + end + + if calc_job == "band" + which_k = config["which_k"] # which k point to calculate, start counting from 1, 0 for all k points + fermi_level = config["fermi_level"] + max_iter = config["max_iter"] + num_band = config["num_band"] + k_data = config["k_data"] + + @info "calculate bands" + num_ks = k_data2num_ks.(k_data) + kpaths = k_data2kpath.(k_data) + + egvals = zeros(Float64, num_band, sum(num_ks)[1]) + + begin_time = time() + idx_k = 1 + for i = 1:size(kpaths, 1) + kpath = kpaths[i] + pnkpts = num_ks[i] + kxs = LinRange(kpath[1], kpath[4], pnkpts) + kys = LinRange(kpath[2], kpath[5], pnkpts) + kzs = LinRange(kpath[3], kpath[6], pnkpts) + for (kx, ky, kz) in zip(kxs, kys, kzs) + if which_k == 0 || which_k == idx_k + H_k = spzeros(default_dtype, norbits, norbits) + S_k = spzeros(default_dtype, norbits, norbits) + for R in keys(H_R) + H_k += H_R[R] * exp(im*2π*([kx, ky, kz]⋅R)) + S_k += S_R[R] * exp(im*2π*([kx, ky, kz]⋅R)) + end + S_k = (S_k + S_k') / 2 + H_k = (H_k + H_k') / 2 + if ill_project + lm, ps = construct_linear_map(Hermitian(H_k) - (fermi_level) * Hermitian(S_k), Hermitian(S_k)) + println("Time for No.$idx_k matrix factorization: ", time() - begin_time, "s") + egval_sub_inv, egvec_sub = eigs(lm, nev=num_band, which=:LM, ritzvec=true, maxiter=max_iter) + set_phase!(ps, Pardiso.RELEASE_ALL) + pardiso(ps) + egval_sub = real(1 ./ egval_sub_inv) .+ (fermi_level) + + # orthogonalize the eigenvectors + egvec_sub_qr = qr(egvec_sub) + egvec_sub = convert(Matrix{default_dtype}, egvec_sub_qr.Q) + + S_k_sub = egvec_sub' * S_k * egvec_sub + (egval_S, egvec_S) = eigen(Hermitian(S_k_sub)) + # egvec_S: shape (num_basis, num_bands) + project_index = abs.(egval_S) .> ill_threshold + if sum(project_index) != length(project_index) + H_k_sub = egvec_sub' * H_k * egvec_sub + egvec_S = egvec_S[:, project_index] + @warn "ill-conditioned eigenvalues detected, projected out $(length(project_index) - sum(project_index)) eigenvalues" + H_k_sub = egvec_S' * H_k_sub * egvec_S + S_k_sub = egvec_S' * S_k_sub * egvec_S + (egval, egvec) = eigen(Hermitian(H_k_sub), Hermitian(S_k_sub)) + egval = vcat(egval, fill(1e4, length(project_index) - sum(project_index))) + egvec = egvec_S * egvec + egvec = egvec_sub * egvec + else + egval = egval_sub + end + else + lm, ps = construct_linear_map(Hermitian(H_k) - (fermi_level) * Hermitian(S_k), Hermitian(S_k)) + println("Time for No.$idx_k matrix factorization: ", time() - begin_time, "s") + egval_inv, egvec = eigs(lm, nev=num_band, which=:LM, ritzvec=false, maxiter=max_iter) + set_phase!(ps, Pardiso.RELEASE_ALL) + pardiso(ps) + egval = real(1 ./ egval_inv) .+ (fermi_level) + # egval = real(eigs(H_k, S_k, nev=num_band, sigma=(fermi_level + lowest_band), which=:LR, ritzvec=false, maxiter=max_iter)[1]) + end + egvals[:, idx_k] = egval + if which_k == 0 + # println(egval .- fermi_level) + else + open(joinpath(parsed_args["output_dir"], "kpoint.dat"), "w") do f + writedlm(f, [kx, ky, kz]) + end + open(joinpath(parsed_args["output_dir"], "egval.dat"), "w") do f + writedlm(f, egval) + end + end + egvals[:, idx_k] = egval + println("Time for solving No.$idx_k eigenvalues at k = ", [kx, ky, kz], ": ", time() - begin_time, "s") + end + idx_k += 1 + end + end + + # output in openmx band format + f = open(joinpath(parsed_args["output_dir"], "openmx.Band"),"w") + println(f, num_band, " ", 0, " ", ev2Hartree * fermi_level) + openmx_rlat = reshape((rlat .* Bohr2Ang), 1, :) + println(f, std_out_array(openmx_rlat)) + println(f, length(k_data)) + for line in k_data + println(f,line) + end + idx_k = 1 + for i = 1:size(kpaths, 1) + pnkpts = num_ks[i] + kstart = kpaths[i][1:3] + kend = kpaths[i][4:6] + k_list = zeros(Float64,pnkpts,3) + for alpha = 1:3 + k_list[:,alpha] = genlist([kstart[alpha],kend[alpha],pnkpts]) + end + for j = 1:pnkpts + kvec = k_list[j,:] + println(f, num_band, " ", std_out_array(kvec)) + println(f, std_out_array(ev2Hartree * egvals[:, idx_k])) + idx_k += 1 + end + end + close(f) + elseif calc_job == "dos" + fermi_level = config["fermi_level"] + max_iter = config["max_iter"] + num_band = config["num_band"] + nkmesh = convert(Array{Int64,1}, config["kmesh"]) + ks = constructmeshkpts(nkmesh) + nks = size(ks, 2) + + egvals = zeros(Float64, num_band, nks) + begin_time = time() + for idx_k in 1:nks + kx, ky, kz = ks[:, idx_k] + + H_k = spzeros(default_dtype, norbits, norbits) + S_k = spzeros(default_dtype, norbits, norbits) + for R in keys(H_R) + H_k += H_R[R] * exp(im*2π*([kx, ky, kz]⋅R)) + S_k += S_R[R] * exp(im*2π*([kx, ky, kz]⋅R)) + end + S_k = (S_k + S_k') / 2 + H_k = (H_k + H_k') / 2 + if ill_project + lm, ps = construct_linear_map(Hermitian(H_k) - (fermi_level) * Hermitian(S_k), Hermitian(S_k)) + println("Time for No.$idx_k matrix factorization: ", time() - begin_time, "s") + egval_sub_inv, egvec_sub = eigs(lm, nev=num_band, which=:LM, ritzvec=true, maxiter=max_iter) + set_phase!(ps, Pardiso.RELEASE_ALL) + pardiso(ps) + egval_sub = real(1 ./ egval_sub_inv) .+ (fermi_level) + + # orthogonalize the eigenvectors + egvec_sub_qr = qr(egvec_sub) + egvec_sub = convert(Matrix{default_dtype}, egvec_sub_qr.Q) + + S_k_sub = egvec_sub' * S_k * egvec_sub + (egval_S, egvec_S) = eigen(Hermitian(S_k_sub)) + # egvec_S: shape (num_basis, num_bands) + project_index = abs.(egval_S) .> ill_threshold + if sum(project_index) != length(project_index) + H_k_sub = egvec_sub' * H_k * egvec_sub + egvec_S = egvec_S[:, project_index] + @warn "ill-conditioned eigenvalues detected, projected out $(length(project_index) - sum(project_index)) eigenvalues" + H_k_sub = egvec_S' * H_k_sub * egvec_S + S_k_sub = egvec_S' * S_k_sub * egvec_S + (egval, egvec) = eigen(Hermitian(H_k_sub), Hermitian(S_k_sub)) + egval = vcat(egval, fill(1e4, length(project_index) - sum(project_index))) + egvec = egvec_S * egvec + egvec = egvec_sub * egvec + else + egval = egval_sub + end + else + lm, ps = construct_linear_map(Hermitian(H_k) - (fermi_level) * Hermitian(S_k), Hermitian(S_k)) + println("Time for No.$idx_k matrix factorization: ", time() - begin_time, "s") + egval_inv, egvec = eigs(lm, nev=num_band, which=:LM, ritzvec=false, maxiter=max_iter) + set_phase!(ps, Pardiso.RELEASE_ALL) + pardiso(ps) + egval = real(1 ./ egval_inv) .+ (fermi_level) + # egval = real(eigs(H_k, S_k, nev=num_band, sigma=(fermi_level + lowest_band), which=:LR, ritzvec=false, maxiter=max_iter)[1]) + end + egvals[:, idx_k] = egval + println("Time for solving No.$idx_k eigenvalues at k = ", [kx, ky, kz], ": ", time() - begin_time, "s") + end + + open(joinpath(parsed_args["output_dir"], "egvals.dat"), "w") do f + writedlm(f, egvals) + end + + ϵ = config["epsilon"] + ωs = genlist(config["omegas"]) + nωs = length(ωs) + dos = zeros(nωs) + factor = 1/((2π)^3*ϵ*√π) + for idx_k in 1:nks, idx_band in 1:num_band, (idx_ω, ω) in enumerate(ωs) + dos[idx_ω] += exp(-(egvals[idx_band, idx_k] - ω - fermi_level) ^ 2 / ϵ ^ 2) * factor + end + open(joinpath(parsed_args["output_dir"], "dos.dat"), "w") do f + writedlm(f, [ωs dos]) + end + end +end + + +main() diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/kernel.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/kernel.py new file mode 100644 index 0000000000000000000000000000000000000000..8e7ab196125c813959c595873b10eb7405916580 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/kernel.py @@ -0,0 +1,844 @@ +import json +import os +from inspect import signature +import time +import csv +import sys +import shutil +import random +import warnings +from math import sqrt +from itertools import islice +from configparser import ConfigParser + +import torch +import torch.optim as optim +from torch import package +from torch.nn import MSELoss +from torch.optim.lr_scheduler import MultiStepLR, ReduceLROnPlateau, CyclicLR +from torch.utils.data import SubsetRandomSampler, DataLoader +from torch.nn.utils import clip_grad_norm_ +from torch.utils.tensorboard import SummaryWriter +from torch_scatter import scatter_add +import numpy as np +from psutil import cpu_count + +from .data import HData +from .graph import Collater +from .utils import Logger, save_model, LossRecord, MaskMSELoss, Transform + + +class DeepHKernel: + def __init__(self, config: ConfigParser): + self.config = config + + # basic config + if config.getboolean('basic', 'save_to_time_folder'): + config.set('basic', 'save_dir', + os.path.join(config.get('basic', 'save_dir'), + str(time.strftime('%Y-%m-%d_%H-%M-%S', time.localtime(time.time()))))) + assert not os.path.exists(config.get('basic', 'save_dir')) + os.makedirs(config.get('basic', 'save_dir'), exist_ok=True) + + sys.stdout = Logger(os.path.join(config.get('basic', 'save_dir'), "result.txt")) + sys.stderr = Logger(os.path.join(config.get('basic', 'save_dir'), "stderr.txt")) + self.if_tensorboard = config.getboolean('basic', 'tb_writer') + if self.if_tensorboard: + self.tb_writer = SummaryWriter(os.path.join(config.get('basic', 'save_dir'), "tensorboard")) + src_dir = os.path.join(config.get('basic', 'save_dir'), "src") + os.makedirs(src_dir, exist_ok=True) + try: + shutil.copytree(os.path.dirname(__file__), os.path.join(src_dir, 'deeph')) + except: + warnings.warn("Unable to copy scripts") + if not config.getboolean('basic', 'disable_cuda'): + self.device = torch.device(config.get('basic', 'device') if torch.cuda.is_available() else 'cpu') + else: + self.device = torch.device('cpu') + config.set('basic', 'device', str(self.device)) + if config.get('hyperparameter', 'dtype') == 'float32': + default_dtype_torch = torch.float32 + elif config.get('hyperparameter', 'dtype') == 'float16': + default_dtype_torch = torch.float16 + elif config.get('hyperparameter', 'dtype') == 'float64': + default_dtype_torch = torch.float64 + else: + raise ValueError('Unknown dtype: {}'.format(config.get('hyperparameter', 'dtype'))) + np.seterr(all='raise') + np.seterr(under='warn') + np.set_printoptions(precision=8, linewidth=160) + torch.set_default_dtype(default_dtype_torch) + torch.set_printoptions(precision=8, linewidth=160, threshold=np.inf) + np.random.seed(config.getint('basic', 'seed')) + torch.manual_seed(config.getint('basic', 'seed')) + torch.cuda.manual_seed_all(config.getint('basic', 'seed')) + random.seed(config.getint('basic', 'seed')) + torch.backends.cudnn.benchmark = False + torch.backends.cudnn.deterministic = True + torch.cuda.empty_cache() + + if config.getint('basic', 'num_threads', fallback=-1) == -1: + if torch.cuda.device_count() == 0: + torch.set_num_threads(cpu_count(logical=False)) + else: + torch.set_num_threads(cpu_count(logical=False) // torch.cuda.device_count()) + else: + torch.set_num_threads(config.getint('basic', 'num_threads')) + + print('====== CONFIG ======') + for section_k, section_v in islice(config.items(), 1, None): + print(f'[{section_k}]') + for k, v in section_v.items(): + print(f'{k}={v}') + print('') + config.write(open(os.path.join(config.get('basic', 'save_dir'), 'config.ini'), "w")) + + self.if_lcmp = self.config.getboolean('network', 'if_lcmp', fallback=True) + self.if_lcmp_graph = self.config.getboolean('graph', 'if_lcmp_graph', fallback=True) + self.new_sp = self.config.getboolean('graph', 'new_sp', fallback=False) + self.separate_onsite = self.config.getboolean('graph', 'separate_onsite', fallback=False) + if self.if_lcmp == True: + assert self.if_lcmp_graph == True + self.target = self.config.get('basic', 'target') + if self.target == 'O_ij': + self.O_component = config['basic']['O_component'] + if self.target != 'E_ij' and self.target != 'E_i': + self.orbital = json.loads(config.get('basic', 'orbital')) + self.num_orbital = len(self.orbital) + else: + self.energy_component = config['basic']['energy_component'] + # early_stopping + self.early_stopping_loss_epoch = json.loads(self.config.get('train', 'early_stopping_loss_epoch')) + + def build_model(self, model_pack_dir: str = None, old_version=None): + if model_pack_dir is not None: + assert old_version is not None + if old_version is True: + print(f'import HGNN from {model_pack_dir}') + sys.path.append(model_pack_dir) + from src.deeph import HGNN + else: + imp = package.PackageImporter(os.path.join(model_pack_dir, 'best_model.pt')) + checkpoint = imp.load_pickle('checkpoint', 'model.pkl', map_location=self.device) + self.model = checkpoint['model'] + self.model.to(self.device) + self.index_to_Z = checkpoint["index_to_Z"] + self.Z_to_index = checkpoint["Z_to_index"] + self.spinful = checkpoint["spinful"] + print("=> load best checkpoint (epoch {})".format(checkpoint['epoch'])) + print(f"=> Atomic types: {self.index_to_Z.tolist()}, " + f"spinful: {self.spinful}, the number of atomic types: {len(self.index_to_Z)}.") + if self.target != 'E_ij': + if self.spinful: + self.out_fea_len = self.num_orbital * 8 + else: + self.out_fea_len = self.num_orbital + else: + if self.energy_component == 'both': + self.out_fea_len = 2 + elif self.energy_component in ['xc', 'delta_ee', 'summation']: + self.out_fea_len = 1 + else: + raise ValueError('Unknown energy_component: {}'.format(self.energy_component)) + return checkpoint + else: + from .model import HGNN + + if self.spinful: + if self.target == 'phiVdphi': + raise NotImplementedError("Not yet have support for phiVdphi") + else: + self.out_fea_len = self.num_orbital * 8 + else: + if self.target == 'phiVdphi': + self.out_fea_len = self.num_orbital * 3 + else: + self.out_fea_len = self.num_orbital + + print(f'Output features length of single edge: {self.out_fea_len}') + model_kwargs = dict( + n_elements=self.num_species, + num_species=self.num_species, + in_atom_fea_len=self.config.getint('network', 'atom_fea_len'), + in_vfeats=self.config.getint('network', 'atom_fea_len'), + in_edge_fea_len=self.config.getint('network', 'edge_fea_len'), + in_efeats=self.config.getint('network', 'edge_fea_len'), + out_edge_fea_len=self.out_fea_len, + out_efeats=self.out_fea_len, + num_orbital=self.out_fea_len, + distance_expansion=self.config.get('network', 'distance_expansion'), + gauss_stop=self.config.getfloat('network', 'gauss_stop'), + cutoff=self.config.getfloat('network', 'gauss_stop'), + if_exp=self.config.getboolean('network', 'if_exp'), + if_MultipleLinear=self.config.getboolean('network', 'if_MultipleLinear'), + if_edge_update=self.config.getboolean('network', 'if_edge_update'), + if_lcmp=self.if_lcmp, + normalization=self.config.get('network', 'normalization'), + atom_update_net=self.config.get('network', 'atom_update_net', fallback='CGConv'), + separate_onsite=self.separate_onsite, + num_l=self.config.getint('network', 'num_l'), + trainable_gaussians=self.config.getboolean('network', 'trainable_gaussians', fallback=False), + type_affine=self.config.getboolean('network', 'type_affine', fallback=False), + if_fc_out=False, + ) + parameter_list = list(signature(HGNN.__init__).parameters.keys()) + current_parameter_list = list(model_kwargs.keys()) + for k in current_parameter_list: + if k not in parameter_list: + model_kwargs.pop(k) + if 'num_elements' in parameter_list: + model_kwargs['num_elements'] = self.config.getint('basic', 'max_element') + 1 + self.model = HGNN( + **model_kwargs + ) + + model_parameters = filter(lambda p: p.requires_grad, self.model.parameters()) + params = sum([np.prod(p.size()) for p in model_parameters]) + print("The model you built has: %d parameters" % params) + self.model.to(self.device) + self.load_pretrained() + + def set_train(self): + self.criterion_name = self.config.get('hyperparameter', 'criterion', fallback='MaskMSELoss') + if self.target == "E_i": + self.criterion = MSELoss() + elif self.target == "E_ij": + self.criterion = MSELoss() + self.retain_edge_fea = self.config.getboolean('hyperparameter', 'retain_edge_fea') + self.lambda_Eij = self.config.getfloat('hyperparameter', 'lambda_Eij') + self.lambda_Ei = self.config.getfloat('hyperparameter', 'lambda_Ei') + self.lambda_Etot = self.config.getfloat('hyperparameter', 'lambda_Etot') + if self.retain_edge_fea is False: + assert self.lambda_Eij == 0.0 + else: + if self.criterion_name == 'MaskMSELoss': + self.criterion = MaskMSELoss() + else: + raise ValueError(f'Unknown criterion: {self.criterion_name}') + + learning_rate = self.config.getfloat('hyperparameter', 'learning_rate') + momentum = self.config.getfloat('hyperparameter', 'momentum') + weight_decay = self.config.getfloat('hyperparameter', 'weight_decay') + + model_parameters = filter(lambda p: p.requires_grad, self.model.parameters()) + if self.config.get('hyperparameter', 'optimizer') == 'sgd': + self.optimizer = optim.SGD(model_parameters, lr=learning_rate, weight_decay=weight_decay) + elif self.config.get('hyperparameter', 'optimizer') == 'sgdm': + self.optimizer = optim.SGD(model_parameters, lr=learning_rate, momentum=momentum, weight_decay=weight_decay) + elif self.config.get('hyperparameter', 'optimizer') == 'adam': + self.optimizer = optim.Adam(model_parameters, lr=learning_rate, betas=(0.9, 0.999)) + elif self.config.get('hyperparameter', 'optimizer') == 'adamW': + self.optimizer = optim.AdamW(model_parameters, lr=learning_rate, betas=(0.9, 0.999)) + elif self.config.get('hyperparameter', 'optimizer') == 'adagrad': + self.optimizer = optim.Adagrad(model_parameters, lr=learning_rate) + elif self.config.get('hyperparameter', 'optimizer') == 'RMSprop': + self.optimizer = optim.RMSprop(model_parameters, lr=learning_rate) + elif self.config.get('hyperparameter', 'optimizer') == 'lbfgs': + self.optimizer = optim.LBFGS(model_parameters, lr=0.1) + else: + raise ValueError(f'Unknown optimizer: {self.optimizer}') + + if self.config.get('hyperparameter', 'lr_scheduler') == '': + pass + elif self.config.get('hyperparameter', 'lr_scheduler') == 'MultiStepLR': + lr_milestones = json.loads(self.config.get('hyperparameter', 'lr_milestones')) + self.scheduler = MultiStepLR(self.optimizer, milestones=lr_milestones, gamma=0.2) + elif self.config.get('hyperparameter', 'lr_scheduler') == 'ReduceLROnPlateau': + self.scheduler = ReduceLROnPlateau(self.optimizer, mode='min', factor=0.2, patience=10, + verbose=True, threshold=1e-4, threshold_mode='rel', min_lr=0) + elif self.config.get('hyperparameter', 'lr_scheduler') == 'CyclicLR': + self.scheduler = CyclicLR(self.optimizer, base_lr=learning_rate * 0.1, max_lr=learning_rate, + mode='triangular', step_size_up=50, step_size_down=50, cycle_momentum=False) + else: + raise ValueError('Unknown lr_scheduler: {}'.format(self.config.getfloat('hyperparameter', 'lr_scheduler'))) + self.load_resume() + + def load_pretrained(self): + pretrained = self.config.get('train', 'pretrained') + if pretrained: + if os.path.isfile(pretrained): + checkpoint = torch.load(pretrained, map_location=self.device) + pretrained_dict = checkpoint['state_dict'] + model_dict = self.model.state_dict() + + transfer_dict = {} + for k, v in pretrained_dict.items(): + if v.shape == model_dict[k].shape: + transfer_dict[k] = v + print('Use pretrained parameters:', k) + + model_dict.update(transfer_dict) + self.model.load_state_dict(model_dict) + print(f'=> loaded pretrained model at "{pretrained}" (epoch {checkpoint["epoch"]})') + else: + print(f'=> no checkpoint found at "{pretrained}"') + + def load_resume(self): + resume = self.config.get('train', 'resume') + if resume: + if os.path.isfile(resume): + checkpoint = torch.load(resume, map_location=self.device) + self.model.load_state_dict(checkpoint['state_dict']) + self.optimizer.load_state_dict(checkpoint['optimizer_state_dict']) + print(f'=> loaded model at "{resume}" (epoch {checkpoint["epoch"]})') + else: + print(f'=> no checkpoint found at "{resume}"') + + def get_dataset(self, only_get_graph=False): + dataset = HData( + raw_data_dir=self.config.get('basic', 'raw_dir'), + graph_dir=self.config.get('basic', 'graph_dir'), + interface=self.config.get('basic', 'interface'), + target=self.target, + dataset_name=self.config.get('basic', 'dataset_name'), + multiprocessing=self.config.getint('basic', 'multiprocessing', fallback=0), + radius=self.config.getfloat('graph', 'radius'), + max_num_nbr=self.config.getint('graph', 'max_num_nbr'), + num_l=self.config.getint('network', 'num_l'), + max_element=self.config.getint('basic', 'max_element'), + create_from_DFT=self.config.getboolean('graph', 'create_from_DFT', fallback=True), + if_lcmp_graph=self.if_lcmp_graph, + separate_onsite=self.separate_onsite, + new_sp=self.new_sp, + default_dtype_torch=torch.get_default_dtype(), + ) + if only_get_graph: + return None, None, None, None + self.spinful = dataset.info["spinful"] + self.index_to_Z = dataset.info["index_to_Z"] + self.Z_to_index = dataset.info["Z_to_index"] + self.num_species = len(dataset.info["index_to_Z"]) + if self.target != 'E_ij' and self.target != 'E_i': + dataset = self.make_mask(dataset) + + dataset_size = len(dataset) + train_size = int(self.config.getfloat('train', 'train_ratio') * dataset_size) + val_size = int(self.config.getfloat('train', 'val_ratio') * dataset_size) + test_size = int(self.config.getfloat('train', 'test_ratio') * dataset_size) + assert train_size + val_size + test_size <= dataset_size + + indices = list(range(dataset_size)) + np.random.shuffle(indices) + print(f'number of train set: {len(indices[:train_size])}') + print(f'number of val set: {len(indices[train_size:train_size + val_size])}') + print(f'number of test set: {len(indices[train_size + val_size:train_size + val_size + test_size])}') + train_sampler = SubsetRandomSampler(indices[:train_size]) + val_sampler = SubsetRandomSampler(indices[train_size:train_size + val_size]) + test_sampler = SubsetRandomSampler(indices[train_size + val_size:train_size + val_size + test_size]) + train_loader = DataLoader(dataset, batch_size=self.config.getint('hyperparameter', 'batch_size'), + shuffle=False, sampler=train_sampler, + collate_fn=Collater(self.if_lcmp)) + val_loader = DataLoader(dataset, batch_size=self.config.getint('hyperparameter', 'batch_size'), + shuffle=False, sampler=val_sampler, + collate_fn=Collater(self.if_lcmp)) + test_loader = DataLoader(dataset, batch_size=self.config.getint('hyperparameter', 'batch_size'), + shuffle=False, sampler=test_sampler, + collate_fn=Collater(self.if_lcmp)) + + if self.config.getboolean('basic', 'statistics'): + sample_label = torch.cat([dataset[i].label for i in range(len(dataset))]) + sample_mask = torch.cat([dataset[i].mask for i in range(len(dataset))]) + mean_value = abs(sample_label).sum(dim=0) / sample_mask.sum(dim=0) + import matplotlib.pyplot as plt + len_matrix = int(sqrt(self.out_fea_len)) + if len_matrix ** 2 != self.out_fea_len: + raise ValueError + mean_value = mean_value.reshape(len_matrix, len_matrix) + im = plt.imshow(mean_value, cmap='Blues') + plt.colorbar(im) + plt.xticks(range(len_matrix), range(len_matrix)) + plt.yticks(range(len_matrix), range(len_matrix)) + plt.xlabel(r'Orbital $\beta$') + plt.ylabel(r'Orbital $\alpha$') + plt.title(r'Mean of abs($H^\prime_{i\alpha, j\beta}$)') + plt.tight_layout() + plt.savefig(os.path.join(self.config.get('basic', 'save_dir'), 'mean.png'), dpi=800) + np.savetxt(os.path.join(self.config.get('basic', 'save_dir'), 'mean.dat'), mean_value.numpy()) + + print(f"The statistical results are saved to {os.path.join(self.config.get('basic', 'save_dir'), 'mean.dat')}") + + normalizer = self.config.getboolean('basic', 'normalizer') + boxcox = self.config.getboolean('basic', 'boxcox') + if normalizer == False and boxcox == False: + transform = Transform() + else: + sample_label = torch.cat([dataset[i].label for i in range(len(dataset))]) + sample_mask = torch.cat([dataset[i].mask for i in range(len(dataset))]) + transform = Transform(sample_label, mask=sample_mask, normalizer=normalizer, boxcox=boxcox) + print(transform.state_dict()) + + return train_loader, val_loader, test_loader, transform + + def make_mask(self, dataset): + dataset_mask = [] + for data in dataset: + if self.target == 'hamiltonian' or self.target == 'phiVdphi' or self.target == 'density_matrix': + Oij_value = data.term_real + if data.term_real is not None: + if_only_rc = False + else: + if_only_rc = True + elif self.target == 'O_ij': + if self.O_component == 'H_minimum': + Oij_value = data.rvdee + data.rvxc + elif self.O_component == 'H_minimum_withNA': + Oij_value = data.rvna + data.rvdee + data.rvxc + elif self.O_component == 'H': + Oij_value = data.rh + elif self.O_component == 'Rho': + Oij_value = data.rdm + else: + raise ValueError(f'Unknown O_component: {self.O_component}') + if_only_rc = False + else: + raise ValueError(f'Unknown target: {self.target}') + if if_only_rc == False: + if not torch.all(data.term_mask): + raise NotImplementedError("Not yet have support for graph radius including hopping without calculation") + + if self.spinful: + if self.target == 'phiVdphi': + raise NotImplementedError("Not yet have support for phiVdphi") + else: + out_fea_len = self.num_orbital * 8 + else: + if self.target == 'phiVdphi': + out_fea_len = self.num_orbital * 3 + else: + out_fea_len = self.num_orbital + mask = torch.zeros(data.edge_attr.shape[0], out_fea_len, dtype=torch.int8) + label = torch.zeros(data.edge_attr.shape[0], out_fea_len, dtype=torch.get_default_dtype()) + + atomic_number_edge_i = self.index_to_Z[data.x[data.edge_index[0]]] + atomic_number_edge_j = self.index_to_Z[data.x[data.edge_index[1]]] + + for index_out, orbital_dict in enumerate(self.orbital): + for N_M_str, a_b in orbital_dict.items(): + # N_M, a_b means: H_{ia, jb} when the atomic number of atom i is N and the atomic number of atom j is M + condition_atomic_number_i, condition_atomic_number_j = map(lambda x: int(x), N_M_str.split()) + condition_orbital_i, condition_orbital_j = a_b + + if self.spinful: + if self.target == 'phiVdphi': + raise NotImplementedError("Not yet have support for phiVdphi") + else: + mask[:, 8 * index_out:8 * (index_out + 1)] = torch.where( + (atomic_number_edge_i == condition_atomic_number_i) + & (atomic_number_edge_j == condition_atomic_number_j), + 1, + 0 + )[:, None].repeat(1, 8) + else: + if self.target == 'phiVdphi': + mask[:, 3 * index_out:3 * (index_out + 1)] += torch.where( + (atomic_number_edge_i == condition_atomic_number_i) + & (atomic_number_edge_j == condition_atomic_number_j), + 1, + 0 + )[:, None].repeat(1, 3) + else: + mask[:, index_out] += torch.where( + (atomic_number_edge_i == condition_atomic_number_i) + & (atomic_number_edge_j == condition_atomic_number_j), + 1, + 0 + ) + + if if_only_rc == False: + if self.spinful: + if self.target == 'phiVdphi': + raise NotImplementedError + else: + label[:, 8 * index_out:8 * (index_out + 1)] = torch.where( + (atomic_number_edge_i == condition_atomic_number_i) + & (atomic_number_edge_j == condition_atomic_number_j), + Oij_value[:, condition_orbital_i, condition_orbital_j].t(), + torch.zeros(8, data.edge_attr.shape[0], dtype=torch.get_default_dtype()) + ).t() + else: + if self.target == 'phiVdphi': + label[:, 3 * index_out:3 * (index_out + 1)] = torch.where( + (atomic_number_edge_i == condition_atomic_number_i) + & (atomic_number_edge_j == condition_atomic_number_j), + Oij_value[:, condition_orbital_i, condition_orbital_j].t(), + torch.zeros(3, data.edge_attr.shape[0], dtype=torch.get_default_dtype()) + ).t() + else: + label[:, index_out] += torch.where( + (atomic_number_edge_i == condition_atomic_number_i) + & (atomic_number_edge_j == condition_atomic_number_j), + Oij_value[:, condition_orbital_i, condition_orbital_j], + torch.zeros(data.edge_attr.shape[0], dtype=torch.get_default_dtype()) + ) + assert len(torch.where((mask != 1) & (mask != 0))[0]) == 0 + mask = mask.bool() + data.mask = mask + del data.term_mask + if if_only_rc == False: + data.label = label + if self.target == 'hamiltonian' or self.target == 'density_matrix': + del data.term_real + elif self.target == 'O_ij': + del data.rh + del data.rdm + del data.rvdee + del data.rvxc + del data.rvna + dataset_mask.append(data) + return dataset_mask + + def train(self, train_loader, val_loader, test_loader): + begin_time = time.time() + self.best_val_loss = 1e10 + if self.config.getboolean('train', 'revert_then_decay'): + lr_step = 0 + + revert_decay_epoch = json.loads(self.config.get('train', 'revert_decay_epoch')) + revert_decay_gamma = json.loads(self.config.get('train', 'revert_decay_gamma')) + assert len(revert_decay_epoch) == len(revert_decay_gamma) + lr_step_num = len(revert_decay_epoch) + + try: + for epoch in range(self.config.getint('train', 'epochs')): + if self.config.getboolean('train', 'switch_sgd') and epoch == self.config.getint('train', 'switch_sgd_epoch'): + model_parameters = filter(lambda p: p.requires_grad, self.model.parameters()) + self.optimizer = optim.SGD(model_parameters, lr=self.config.getfloat('train', 'switch_sgd_lr')) + print(f"Switch to sgd (epoch: {epoch})") + + learning_rate = self.optimizer.param_groups[0]['lr'] + if self.if_tensorboard: + self.tb_writer.add_scalar('Learning rate', learning_rate, global_step=epoch) + + # train + train_losses = self.kernel_fn(train_loader, 'TRAIN') + if self.if_tensorboard: + self.tb_writer.add_scalars('loss', {'Train loss': train_losses.avg}, global_step=epoch) + + # val + with torch.no_grad(): + val_losses = self.kernel_fn(val_loader, 'VAL') + if val_losses.avg > self.config.getfloat('train', 'revert_threshold') * self.best_val_loss: + print(f'Epoch #{epoch:01d} \t| ' + f'Learning rate: {learning_rate:0.2e} \t| ' + f'Epoch time: {time.time() - begin_time:.2f} \t| ' + f'Train loss: {train_losses.avg:.8f} \t| ' + f'Val loss: {val_losses.avg:.8f} \t| ' + f'Best val loss: {self.best_val_loss:.8f}.' + ) + best_checkpoint = torch.load(os.path.join(self.config.get('basic', 'save_dir'), 'best_state_dict.pkl')) + self.model.load_state_dict(best_checkpoint['state_dict']) + self.optimizer.load_state_dict(best_checkpoint['optimizer_state_dict']) + if self.config.getboolean('train', 'revert_then_decay'): + if lr_step < lr_step_num: + for param_group in self.optimizer.param_groups: + param_group['lr'] = learning_rate * revert_decay_gamma[lr_step] + lr_step += 1 + with torch.no_grad(): + val_losses = self.kernel_fn(val_loader, 'VAL') + print(f"Revert (threshold: {self.config.getfloat('train', 'revert_threshold')}) to epoch {best_checkpoint['epoch']} \t| Val loss: {val_losses.avg:.8f}") + if self.if_tensorboard: + self.tb_writer.add_scalars('loss', {'Validation loss': val_losses.avg}, global_step=epoch) + + if self.config.get('hyperparameter', 'lr_scheduler') == 'MultiStepLR': + self.scheduler.step() + elif self.config.get('hyperparameter', 'lr_scheduler') == 'ReduceLROnPlateau': + self.scheduler.step(val_losses.avg) + elif self.config.get('hyperparameter', 'lr_scheduler') == 'CyclicLR': + self.scheduler.step() + continue + if self.if_tensorboard: + self.tb_writer.add_scalars('loss', {'Validation loss': val_losses.avg}, global_step=epoch) + + if self.config.getboolean('train', 'revert_then_decay'): + if lr_step < lr_step_num and epoch >= revert_decay_epoch[lr_step]: + for param_group in self.optimizer.param_groups: + param_group['lr'] *= revert_decay_gamma[lr_step] + lr_step += 1 + + is_best = val_losses.avg < self.best_val_loss + self.best_val_loss = min(val_losses.avg, self.best_val_loss) + + save_complete = False + while not save_complete: + try: + save_model({ + 'epoch': epoch + 1, + 'optimizer_state_dict': self.optimizer.state_dict(), + 'best_val_loss': self.best_val_loss, + 'spinful': self.spinful, + 'Z_to_index': self.Z_to_index, + 'index_to_Z': self.index_to_Z, + }, {'model': self.model}, {'state_dict': self.model.state_dict()}, + path=self.config.get('basic', 'save_dir'), is_best=is_best) + save_complete = True + except KeyboardInterrupt: + print('\nKeyboardInterrupt while saving model to disk') + + if self.config.get('hyperparameter', 'lr_scheduler') == 'MultiStepLR': + self.scheduler.step() + elif self.config.get('hyperparameter', 'lr_scheduler') == 'ReduceLROnPlateau': + self.scheduler.step(val_losses.avg) + elif self.config.get('hyperparameter', 'lr_scheduler') == 'CyclicLR': + self.scheduler.step() + + print(f'Epoch #{epoch:01d} \t| ' + f'Learning rate: {learning_rate:0.2e} \t| ' + f'Epoch time: {time.time() - begin_time:.2f} \t| ' + f'Train loss: {train_losses.avg:.8f} \t| ' + f'Val loss: {val_losses.avg:.8f} \t| ' + f'Best val loss: {self.best_val_loss:.8f}.' + ) + + if val_losses.avg < self.config.getfloat('train', 'early_stopping_loss'): + print(f"Early stopping because the target accuracy (validation loss < {self.config.getfloat('train', 'early_stopping_loss')}) is achieved at eopch #{epoch:01d}") + break + if epoch > self.early_stopping_loss_epoch[1] and val_losses.avg < self.early_stopping_loss_epoch[0]: + print(f"Early stopping because the target accuracy (validation loss < {self.early_stopping_loss_epoch[0]} and epoch > {self.early_stopping_loss_epoch[1]}) is achieved at eopch #{epoch:01d}") + break + + begin_time = time.time() + except KeyboardInterrupt: + print('\nKeyboardInterrupt') + + print('---------Evaluate Model on Test Set---------------') + best_checkpoint = torch.load(os.path.join(self.config.get('basic', 'save_dir'), 'best_state_dict.pkl')) + self.model.load_state_dict(best_checkpoint['state_dict']) + print("=> load best checkpoint (epoch {})".format(best_checkpoint['epoch'])) + with torch.no_grad(): + test_csv_name = 'test_results.csv' + train_csv_name = 'train_results.csv' + val_csv_name = 'val_results.csv' + + if self.config.getboolean('basic', 'save_csv'): + tmp = 'TEST' + else: + tmp = 'VAL' + test_losses = self.kernel_fn(test_loader, tmp, test_csv_name, output_E=True) + print(f'Test loss: {test_losses.avg:.8f}.') + if self.if_tensorboard: + self.tb_writer.add_scalars('loss', {'Test loss': test_losses.avg}, global_step=epoch) + test_losses = self.kernel_fn(train_loader, tmp, train_csv_name, output_E=True) + print(f'Train loss: {test_losses.avg:.8f}.') + test_losses = self.kernel_fn(val_loader, tmp, val_csv_name, output_E=True) + print(f'Val loss: {test_losses.avg:.8f}.') + + def predict(self, hamiltonian_dirs): + raise NotImplementedError + + def kernel_fn(self, loader, task: str, save_name=None, output_E=False): + assert task in ['TRAIN', 'VAL', 'TEST'] + + losses = LossRecord() + if task == 'TRAIN': + self.model.train() + else: + self.model.eval() + if task == 'TEST': + assert save_name != None + if self.target == "E_i" or self.target == "E_ij": + test_targets = [] + test_preds = [] + test_ids = [] + test_atom_ids = [] + test_atomic_numbers = [] + else: + test_targets = [] + test_preds = [] + test_ids = [] + test_atom_ids = [] + test_atomic_numbers = [] + test_edge_infos = [] + + if task != 'TRAIN' and (self.out_fea_len != 1): + losses_each_out = [LossRecord() for _ in range(self.out_fea_len)] + for step, batch_tuple in enumerate(loader): + if self.if_lcmp: + batch, subgraph = batch_tuple + sub_atom_idx, sub_edge_idx, sub_edge_ang, sub_index = subgraph + output = self.model( + batch.x.to(self.device), + batch.edge_index.to(self.device), + batch.edge_attr.to(self.device), + batch.batch.to(self.device), + sub_atom_idx.to(self.device), + sub_edge_idx.to(self.device), + sub_edge_ang.to(self.device), + sub_index.to(self.device) + ) + else: + batch = batch_tuple + output = self.model( + batch.x.to(self.device), + batch.edge_index.to(self.device), + batch.edge_attr.to(self.device), + batch.batch.to(self.device) + ) + if self.target == 'E_ij': + if self.energy_component == 'E_ij': + label_non_onsite = batch.E_ij.to(self.device) + label_onsite = batch.onsite_E_ij.to(self.device) + elif self.energy_component == 'summation': + label_non_onsite = batch.E_delta_ee_ij.to(self.device) + batch.E_xc_ij.to(self.device) + label_onsite = batch.onsite_E_delta_ee_ij.to(self.device) + batch.onsite_E_xc_ij.to(self.device) + elif self.energy_component == 'delta_ee': + label_non_onsite = batch.E_delta_ee_ij.to(self.device) + label_onsite = batch.onsite_E_delta_ee_ij.to(self.device) + elif self.energy_component == 'xc': + label_non_onsite = batch.E_xc_ij.to(self.device) + label_onsite = batch.onsite_E_xc_ij.to(self.device) + elif self.energy_component == 'both': + raise NotImplementedError + output_onsite, output_non_onsite = output + if self.retain_edge_fea is False: + output_non_onsite = output_non_onsite * 0 + + elif self.target == 'E_i': + label = batch.E_i.to(self.device) + output = output.reshape(label.shape) + else: + label = batch.label.to(self.device) + output = output.reshape(label.shape) + + if self.target == 'E_i': + loss = self.criterion(output, label) + elif self.target == 'E_ij': + loss_Eij = self.criterion(torch.cat([output_onsite, output_non_onsite], dim=0), + torch.cat([label_onsite, label_non_onsite], dim=0)) + output_non_onsite_Ei = scatter_add(output_non_onsite, batch.edge_index.to(self.device)[0, :], dim=0) + label_non_onsite_Ei = scatter_add(label_non_onsite, batch.edge_index.to(self.device)[0, :], dim=0) + output_Ei = output_non_onsite_Ei + output_onsite + label_Ei = label_non_onsite_Ei + label_onsite + loss_Ei = self.criterion(output_Ei, label_Ei) + loss_Etot = self.criterion(scatter_add(output_Ei, batch.batch.to(self.device), dim=0), + scatter_add(label_Ei, batch.batch.to(self.device), dim=0)) + loss = loss_Eij * self.lambda_Eij + loss_Ei * self.lambda_Ei + loss_Etot * self.lambda_Etot + else: + if self.criterion_name == 'MaskMSELoss': + mask = batch.mask.to(self.device) + loss = self.criterion(output, label, mask) + else: + raise ValueError(f'Unknown criterion: {self.criterion_name}') + if task == 'TRAIN': + if self.config.get('hyperparameter', 'optimizer') == 'lbfgs': + def closure(): + self.optimizer.zero_grad() + if self.if_lcmp: + output = self.model( + batch.x.to(self.device), + batch.edge_index.to(self.device), + batch.edge_attr.to(self.device), + batch.batch.to(self.device), + sub_atom_idx.to(self.device), + sub_edge_idx.to(self.device), + sub_edge_ang.to(self.device), + sub_index.to(self.device) + ) + else: + output = self.model( + batch.x.to(self.device), + batch.edge_index.to(self.device), + batch.edge_attr.to(self.device), + batch.batch.to(self.device) + ) + loss = self.criterion(output, label.to(self.device), mask) + loss.backward() + return loss + + self.optimizer.step(closure) + else: + self.optimizer.zero_grad() + loss.backward() + if self.config.getboolean('train', 'clip_grad'): + clip_grad_norm_(self.model.parameters(), self.config.getfloat('train', 'clip_grad_value')) + self.optimizer.step() + + if self.target == "E_i" or self.target == "E_ij": + losses.update(loss.item(), batch.num_nodes) + else: + if self.criterion_name == 'MaskMSELoss': + losses.update(loss.item(), mask.sum()) + if task != 'TRAIN' and self.out_fea_len != 1: + if self.criterion_name == 'MaskMSELoss': + se_each_out = torch.pow(output - label.to(self.device), 2) + for index_out, losses_each_out_for in enumerate(losses_each_out): + count = mask[:, index_out].sum().item() + if count == 0: + losses_each_out_for.update(-1, 1) + else: + losses_each_out_for.update( + torch.masked_select(se_each_out[:, index_out], mask[:, index_out]).mean().item(), + count + ) + if task == 'TEST': + if self.target == "E_ij": + test_targets += torch.squeeze(label_Ei.detach().cpu()).tolist() + test_preds += torch.squeeze(output_Ei.detach().cpu()).tolist() + test_ids += np.array(batch.stru_id)[torch.squeeze(batch.batch).numpy()].tolist() + test_atom_ids += torch.squeeze( + torch.tensor(range(batch.num_nodes)) - torch.tensor(batch.__slices__['x'])[ + batch.batch]).tolist() + test_atomic_numbers += torch.squeeze(self.index_to_Z[batch.x]).tolist() + elif self.target == "E_i": + test_targets = torch.squeeze(label.detach().cpu()).tolist() + test_preds = torch.squeeze(output.detach().cpu()).tolist() + test_ids = np.array(batch.stru_id)[torch.squeeze(batch.batch).numpy()].tolist() + test_atom_ids += torch.squeeze(torch.tensor(range(batch.num_nodes)) - torch.tensor(batch.__slices__['x'])[batch.batch]).tolist() + test_atomic_numbers += torch.squeeze(self.index_to_Z[batch.x]).tolist() + else: + edge_stru_index = torch.squeeze(batch.batch[batch.edge_index[0]]).numpy() + edge_slices = torch.tensor(batch.__slices__['x'])[edge_stru_index].view(-1, 1) + test_preds += torch.squeeze(output.detach().cpu()).tolist() + test_targets += torch.squeeze(label.detach().cpu()).tolist() + test_ids += np.array(batch.stru_id)[edge_stru_index].tolist() + test_atom_ids += torch.squeeze(batch.edge_index.T - edge_slices).tolist() + test_atomic_numbers += torch.squeeze(self.index_to_Z[batch.x[batch.edge_index.T]]).tolist() + test_edge_infos += torch.squeeze(batch.edge_attr[:, :7].detach().cpu()).tolist() + if output_E is True: + if self.target == 'E_ij': + output_non_onsite_Ei = scatter_add(output_non_onsite, batch.edge_index.to(self.device)[1, :], dim=0) + label_non_onsite_Ei = scatter_add(label_non_onsite, batch.edge_index.to(self.device)[1, :], dim=0) + output_Ei = output_non_onsite_Ei + output_onsite + label_Ei = label_non_onsite_Ei + label_onsite + Etot_error = abs(scatter_add(output_Ei, batch.batch.to(self.device), dim=0) + - scatter_add(label_Ei, batch.batch.to(self.device), dim=0)).reshape(-1).tolist() + for test_stru_id, test_error in zip(batch.stru_id, Etot_error): + print(f'{test_stru_id}: {test_error * 1000:.2f} meV / unit_cell') + elif self.target == 'E_i': + Etot_error = abs(scatter_add(output, batch.batch.to(self.device), dim=0) + - scatter_add(label, batch.batch.to(self.device), dim=0)).reshape(-1).tolist() + for test_stru_id, test_error in zip(batch.stru_id, Etot_error): + print(f'{test_stru_id}: {test_error * 1000:.2f} meV / unit_cell') + + if task != 'TRAIN' and (self.out_fea_len != 1): + print('%s loss each out:' % task) + loss_list = list(map(lambda x: f'{x.avg:0.1e}', losses_each_out)) + print('[' + ', '.join(loss_list) + ']') + loss_list = list(map(lambda x: x.avg, losses_each_out)) + print(f'max orbital: {max(loss_list):0.1e} (0-based index: {np.argmax(loss_list)})') + if task == 'TEST': + with open(os.path.join(self.config.get('basic', 'save_dir'), save_name), 'w', newline='') as f: + writer = csv.writer(f) + if self.target == "E_i" or self.target == "E_ij": + writer.writerow(['stru_id', 'atom_id', 'atomic_number'] + + ['target'] * self.out_fea_len + ['pred'] * self.out_fea_len) + for stru_id, atom_id, atomic_number, target, pred in zip(test_ids, test_atom_ids, + test_atomic_numbers, + test_targets, test_preds): + if self.out_fea_len == 1: + writer.writerow((stru_id, atom_id, atomic_number, target, pred)) + else: + writer.writerow((stru_id, atom_id, atomic_number, *target, *pred)) + + else: + writer.writerow(['stru_id', 'atom_id', 'atomic_number', 'dist', 'atom1_x', 'atom1_y', 'atom1_z', + 'atom2_x', 'atom2_y', 'atom2_z'] + + ['target'] * self.out_fea_len + ['pred'] * self.out_fea_len) + for stru_id, atom_id, atomic_number, edge_info, target, pred in zip(test_ids, test_atom_ids, + test_atomic_numbers, + test_edge_infos, test_targets, + test_preds): + if self.out_fea_len == 1: + writer.writerow((stru_id, atom_id, atomic_number, *edge_info, target, pred)) + else: + writer.writerow((stru_id, atom_id, atomic_number, *edge_info, *target, *pred)) + return losses diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/model.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/model.py new file mode 100644 index 0000000000000000000000000000000000000000..3c709eaefeed241cefbf658e04c716e3c9b36231 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/model.py @@ -0,0 +1,676 @@ +import os +from typing import Union, Tuple +from math import ceil, sqrt + +import torch +from torch import nn +import torch.nn.functional as F +from torch_geometric.nn.conv import MessagePassing +from torch_geometric.nn.norm import LayerNorm, PairNorm, InstanceNorm +from torch_geometric.typing import PairTensor, Adj, OptTensor, Size +from torch_geometric.nn.inits import glorot, zeros +from torch_geometric.utils import softmax +from torch_geometric.nn.models.dimenet import BesselBasisLayer +from torch_scatter import scatter_add, scatter +import numpy as np +from scipy.special import comb + +from .from_se3_transformer import SphericalHarmonics +from .from_schnetpack import GaussianBasis +from .from_PyG_future import GraphNorm, DiffGroupNorm +from .from_HermNet import RBF, cosine_cutoff, ShiftedSoftplus, _eps + + +class ExpBernsteinBasis(nn.Module): + def __init__(self, K, gamma, cutoff, trainable=True): + super(ExpBernsteinBasis, self).__init__() + self.K = K + if trainable: + self.gamma = nn.Parameter(torch.tensor(gamma)) + else: + self.gamma = torch.tensor(gamma) + self.register_buffer('cutoff', torch.tensor(cutoff)) + self.register_buffer('comb_k', torch.Tensor(comb(K - 1, np.arange(K)))) + + def forward(self, distances): + f_zero = torch.zeros_like(distances) + f_cut = torch.where(distances < self.cutoff, torch.exp( + -(distances ** 2) / (self.cutoff ** 2 - distances ** 2)), f_zero) + x = torch.exp(-self.gamma * distances) + out = [] + for k in range(self.K): + out.append((x ** k) * ((1 - x) ** (self.K - 1 - k))) + out = torch.stack(out, dim=-1) + out = out * self.comb_k[None, :] * f_cut[:, None] + return out + + +def get_spherical_from_cartesian(cartesian, cartesian_x=1, cartesian_y=2, cartesian_z=0): + spherical = torch.zeros_like(cartesian[..., 0:2]) + r_xy = cartesian[..., cartesian_x] ** 2 + cartesian[..., cartesian_y] ** 2 + spherical[..., 0] = torch.atan2(torch.sqrt(r_xy), cartesian[..., cartesian_z]) + spherical[..., 1] = torch.atan2(cartesian[..., cartesian_y], cartesian[..., cartesian_x]) + return spherical + + +class SphericalHarmonicsBasis(nn.Module): + def __init__(self, num_l=5): + super(SphericalHarmonicsBasis, self).__init__() + self.num_l = num_l + + def forward(self, edge_attr): + r_vec = edge_attr[:, 1:4] - edge_attr[:, 4:7] + r_vec_sp = get_spherical_from_cartesian(r_vec) + sph_harm_func = SphericalHarmonics() + + angular_expansion = [] + for l in range(self.num_l): + angular_expansion.append(sph_harm_func.get(l, r_vec_sp[:, 0], r_vec_sp[:, 1])) + angular_expansion = torch.cat(angular_expansion, dim=-1) + + return angular_expansion + + +""" +The class CGConv below is extended from "https://github.com/rusty1s/pytorch_geometric", which has the MIT License below + +--------------------------------------------------------------------------- +Copyright (c) 2020 Matthias Fey + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in +all copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN +THE SOFTWARE. +""" +class CGConv(MessagePassing): + def __init__(self, channels: Union[int, Tuple[int, int]], dim: int = 0, + aggr: str = 'add', normalization: str = None, + bias: bool = True, if_exp: bool = False, **kwargs): + super(CGConv, self).__init__(aggr=aggr, flow="source_to_target", **kwargs) + self.channels = channels + self.dim = dim + self.normalization = normalization + self.if_exp = if_exp + + if isinstance(channels, int): + channels = (channels, channels) + + self.lin_f = nn.Linear(sum(channels) + dim, channels[1], bias=bias) + self.lin_s = nn.Linear(sum(channels) + dim, channels[1], bias=bias) + if self.normalization == 'BatchNorm': + self.bn = nn.BatchNorm1d(channels[1], track_running_stats=True) + elif self.normalization == 'LayerNorm': + self.ln = LayerNorm(channels[1]) + elif self.normalization == 'PairNorm': + self.pn = PairNorm(channels[1]) + elif self.normalization == 'InstanceNorm': + self.instance_norm = InstanceNorm(channels[1]) + elif self.normalization == 'GraphNorm': + self.gn = GraphNorm(channels[1]) + elif self.normalization == 'DiffGroupNorm': + self.group_norm = DiffGroupNorm(channels[1], 128) + elif self.normalization is None: + pass + else: + raise ValueError('Unknown normalization function: {}'.format(normalization)) + + self.reset_parameters() + + def reset_parameters(self): + self.lin_f.reset_parameters() + self.lin_s.reset_parameters() + if self.normalization == 'BatchNorm': + self.bn.reset_parameters() + + def forward(self, x: Union[torch.Tensor, PairTensor], edge_index: Adj, + edge_attr: OptTensor, batch, distance, size: Size = None) -> torch.Tensor: + """""" + if isinstance(x, torch.Tensor): + x: PairTensor = (x, x) + + # propagate_type: (x: PairTensor, edge_attr: OptTensor) + out = self.propagate(edge_index, x=x, edge_attr=edge_attr, distance=distance, size=size) + if self.normalization == 'BatchNorm': + out = self.bn(out) + elif self.normalization == 'LayerNorm': + out = self.ln(out, batch) + elif self.normalization == 'PairNorm': + out = self.pn(out, batch) + elif self.normalization == 'InstanceNorm': + out = self.instance_norm(out, batch) + elif self.normalization == 'GraphNorm': + out = self.gn(out, batch) + elif self.normalization == 'DiffGroupNorm': + out = self.group_norm(out) + out += x[1] + return out + + def message(self, x_i, x_j, edge_attr: OptTensor, distance) -> torch.Tensor: + z = torch.cat([x_i, x_j, edge_attr], dim=-1) + out = self.lin_f(z).sigmoid() * F.softplus(self.lin_s(z)) + if self.if_exp: + sigma = 3 + n = 2 + out = out * torch.exp(-distance ** n / sigma ** n / 2).view(-1, 1) + return out + + def __repr__(self): + return '{}({}, dim={})'.format(self.__class__.__name__, self.channels, self.dim) + + +class GAT_Crystal(MessagePassing): + def __init__(self, in_features, out_features, edge_dim, heads, concat=False, normalization: str = None, + dropout=0, bias=True, **kwargs): + super(GAT_Crystal, self).__init__(node_dim=0, aggr='add', flow='target_to_source', **kwargs) + self.in_features = in_features + self.out_features = out_features + self.heads = heads + self.concat = concat + self.dropout = dropout + self.neg_slope = 0.2 + self.prelu = nn.PReLU() + self.bn1 = nn.BatchNorm1d(heads) + self.W = nn.Parameter(torch.Tensor(in_features + edge_dim, heads * out_features)) + self.att = nn.Parameter(torch.Tensor(1, heads, 2 * out_features)) + + if bias and concat: + self.bias = nn.Parameter(torch.Tensor(heads * out_features)) + elif bias and not concat: + self.bias = nn.Parameter(torch.Tensor(out_features)) + else: + self.register_parameter('bias', None) + + self.normalization = normalization + if self.normalization == 'BatchNorm': + self.bn = nn.BatchNorm1d(out_features, track_running_stats=True) + elif self.normalization == 'LayerNorm': + self.ln = LayerNorm(out_features) + elif self.normalization == 'PairNorm': + self.pn = PairNorm(out_features) + elif self.normalization == 'InstanceNorm': + self.instance_norm = InstanceNorm(out_features) + elif self.normalization == 'GraphNorm': + self.gn = GraphNorm(out_features) + elif self.normalization == 'DiffGroupNorm': + self.group_norm = DiffGroupNorm(out_features, 128) + elif self.normalization is None: + pass + else: + raise ValueError('Unknown normalization function: {}'.format(normalization)) + + self.reset_parameters() + + def reset_parameters(self): + glorot(self.W) + glorot(self.att) + zeros(self.bias) + + def forward(self, x, edge_index, edge_attr, batch, distance): + out = self.propagate(edge_index, x=x, edge_attr=edge_attr) + + if self.normalization == 'BatchNorm': + out = self.bn(out) + elif self.normalization == 'LayerNorm': + out = self.ln(out, batch) + elif self.normalization == 'PairNorm': + out = self.pn(out, batch) + elif self.normalization == 'InstanceNorm': + out = self.instance_norm(out, batch) + elif self.normalization == 'GraphNorm': + out = self.gn(out, batch) + elif self.normalization == 'DiffGroupNorm': + out = self.group_norm(out) + return out + + def message(self, edge_index_i, x_i, x_j, size_i, index, ptr: OptTensor, edge_attr): + x_i = torch.cat([x_i, edge_attr], dim=-1) + x_j = torch.cat([x_j, edge_attr], dim=-1) + + x_i = F.softplus(torch.matmul(x_i, self.W)) + x_j = F.softplus(torch.matmul(x_j, self.W)) + x_i = x_i.view(-1, self.heads, self.out_features) + x_j = x_j.view(-1, self.heads, self.out_features) + + alpha = F.softplus((torch.cat([x_i, x_j], dim=-1) * self.att).sum(dim=-1)) + alpha = F.softplus(self.bn1(alpha)) + + alpha = softmax(alpha, index, ptr, size_i) + + alpha = F.dropout(alpha, p=self.dropout, training=self.training) + + return x_j * alpha.view(-1, self.heads, 1) + + def update(self, aggr_out, x): + if self.concat is True: + aggr_out = aggr_out.view(-1, self.heads * self.out_features) + else: + aggr_out = aggr_out.mean(dim=1) + if self.bias is not None: aggr_out = aggr_out + self.bias + return aggr_out + + +class PaninnNodeFea(): + def __init__(self, node_fea_s, node_fea_v=None): + self.node_fea_s = node_fea_s + if node_fea_v == None: + self.node_fea_v = torch.zeros(node_fea_s.shape[0], node_fea_s.shape[1], 3, dtype=node_fea_s.dtype, + device=node_fea_s.device) + else: + self.node_fea_v = node_fea_v + + def __add__(self, other): + return PaninnNodeFea(self.node_fea_s + other.node_fea_s, self.node_fea_v + other.node_fea_v) + + +class PAINN(nn.Module): + def __init__(self, in_features, edge_dim, rc: float, l: int, normalization): + super(PAINN, self).__init__() + self.ms1 = nn.Linear(in_features, in_features) + self.ssp = ShiftedSoftplus() + self.ms2 = nn.Linear(in_features, in_features * 3) + + self.rbf = RBF(rc, l) + self.mv = nn.Linear(l, in_features * 3) + self.fc = cosine_cutoff(rc) + + self.us1 = nn.Linear(in_features * 2, in_features) + self.us2 = nn.Linear(in_features, in_features * 3) + + self.normalization = normalization + if self.normalization == 'BatchNorm': + self.bn = nn.BatchNorm1d(in_features, track_running_stats=True) + elif self.normalization == 'LayerNorm': + self.ln = LayerNorm(in_features) + elif self.normalization == 'PairNorm': + self.pn = PairNorm(in_features) + elif self.normalization == 'InstanceNorm': + self.instance_norm = InstanceNorm(in_features) + elif self.normalization == 'GraphNorm': + self.gn = GraphNorm(in_features) + elif self.normalization == 'DiffGroupNorm': + self.group_norm = DiffGroupNorm(in_features, 128) + elif self.normalization is None or self.normalization == 'None': + pass + else: + raise ValueError('Unknown normalization function: {}'.format(normalization)) + + def forward(self, x: Union[torch.Tensor, PairTensor], edge_index: Adj, + edge_attr: OptTensor, batch, edge_vec) -> torch.Tensor: + r = torch.sqrt((edge_vec ** 2).sum(dim=-1) + _eps).unsqueeze(-1) + sj = x.node_fea_s[edge_index[1, :]] + vj = x.node_fea_v[edge_index[1, :]] + + phi = self.ms2(self.ssp(self.ms1(sj))) + w = self.fc(r) * self.mv(self.rbf(r)) + v_, s_, r_ = torch.chunk(phi * w, 3, dim=-1) + + ds_update = s_ + dv_update = vj * v_.unsqueeze(-1) + r_.unsqueeze(-1) * (edge_vec / r).unsqueeze(1) + + ds = scatter(ds_update, edge_index[0], dim=0, dim_size=x.node_fea_s.shape[0], reduce='mean') + dv = scatter(dv_update, edge_index[0], dim=0, dim_size=x.node_fea_s.shape[0], reduce='mean') + x = x + PaninnNodeFea(ds, dv) + + sj = x.node_fea_s[edge_index[1, :]] + vj = x.node_fea_v[edge_index[1, :]] + norm = torch.sqrt((vj ** 2).sum(dim=-1) + _eps) + s = torch.cat([norm, sj], dim=-1) + sj = self.us2(self.ssp(self.us1(s))) + + uv = scatter(vj, edge_index[0], dim=0, dim_size=x.node_fea_s.shape[0], reduce='mean') + norm = torch.sqrt((uv ** 2).sum(dim=-1) + _eps).unsqueeze(-1) + s_ = scatter(sj, edge_index[0], dim=0, dim_size=x.node_fea_s.shape[0], reduce='mean') + avv, asv, ass = torch.chunk(s_, 3, dim=-1) + + ds = ((uv / norm) ** 2).sum(dim=-1) * asv + ass + dv = uv * avv.unsqueeze(-1) + + if self.normalization == 'BatchNorm': + ds = self.bn(ds) + elif self.normalization == 'LayerNorm': + ds = self.ln(ds, batch) + elif self.normalization == 'PairNorm': + ds = self.pn(ds, batch) + elif self.normalization == 'InstanceNorm': + ds = self.instance_norm(ds, batch) + elif self.normalization == 'GraphNorm': + ds = self.gn(ds, batch) + elif self.normalization == 'DiffGroupNorm': + ds = self.group_norm(ds) + + x = x + PaninnNodeFea(ds, dv) + + return x + + +class MPLayer(nn.Module): + def __init__(self, in_atom_fea_len, in_edge_fea_len, out_edge_fea_len, if_exp, if_edge_update, normalization, + atom_update_net, gauss_stop, output_layer=False): + super(MPLayer, self).__init__() + if atom_update_net == 'CGConv': + self.cgconv = CGConv(channels=in_atom_fea_len, + dim=in_edge_fea_len, + aggr='add', + normalization=normalization, + if_exp=if_exp) + elif atom_update_net == 'GAT': + self.cgconv = GAT_Crystal( + in_features=in_atom_fea_len, + out_features=in_atom_fea_len, + edge_dim=in_edge_fea_len, + heads=3, + normalization=normalization + ) + elif atom_update_net == 'PAINN': + self.cgconv = PAINN( + in_features=in_atom_fea_len, + edge_dim=in_edge_fea_len, + rc=gauss_stop, + l=64, + normalization=normalization + ) + + self.if_edge_update = if_edge_update + self.atom_update_net = atom_update_net + if if_edge_update: + if output_layer: + self.e_lin = nn.Sequential(nn.Linear(in_edge_fea_len + in_atom_fea_len * 2, 128), + nn.SiLU(), + nn.Linear(128, out_edge_fea_len), + ) + else: + self.e_lin = nn.Sequential(nn.Linear(in_edge_fea_len + in_atom_fea_len * 2, 128), + nn.SiLU(), + nn.Linear(128, out_edge_fea_len), + nn.SiLU(), + ) + + def forward(self, atom_fea, edge_idx, edge_fea, batch, distance, edge_vec): + if self.atom_update_net == 'PAINN': + atom_fea = self.cgconv(atom_fea, edge_idx, edge_fea, batch, edge_vec) + atom_fea_s = atom_fea.node_fea_s + else: + atom_fea = self.cgconv(atom_fea, edge_idx, edge_fea, batch, distance) + atom_fea_s = atom_fea + if self.if_edge_update: + row, col = edge_idx + edge_fea = self.e_lin(torch.cat([atom_fea_s[row], atom_fea_s[col], edge_fea], dim=-1)) + return atom_fea, edge_fea + else: + return atom_fea + + +class LCMPLayer(nn.Module): + def __init__(self, in_atom_fea_len, in_edge_fea_len, out_edge_fea_len, num_l, + normalization: str = None, bias: bool = True, if_exp: bool = False): + super(LCMPLayer, self).__init__() + self.in_atom_fea_len = in_atom_fea_len + self.normalization = normalization + self.if_exp = if_exp + + self.lin_f = nn.Linear(in_atom_fea_len * 2 + in_edge_fea_len, in_atom_fea_len, bias=bias) + self.lin_s = nn.Linear(in_atom_fea_len * 2 + in_edge_fea_len, in_atom_fea_len, bias=bias) + self.bn = nn.BatchNorm1d(in_atom_fea_len, track_running_stats=True) + + self.e_lin = nn.Sequential(nn.Linear(in_edge_fea_len + in_atom_fea_len * 2 - num_l ** 2, 128), + nn.SiLU(), + nn.Linear(128, out_edge_fea_len) + ) + self.reset_parameters() + + def reset_parameters(self): + self.lin_f.reset_parameters() + self.lin_s.reset_parameters() + if self.normalization == 'BatchNorm': + self.bn.reset_parameters() + + def forward(self, atom_fea, edge_fea, sub_atom_idx, sub_edge_idx, sub_edge_ang, sub_index, distance, + huge_structure, output_final_layer_neuron): + if huge_structure: + sub_graph_batch_num = 8 + + sub_graph_num = sub_atom_idx.shape[0] + sub_graph_batch_size = ceil(sub_graph_num / sub_graph_batch_num) + + num_edge = edge_fea.shape[0] + vf_update = torch.zeros((num_edge * 2, self.in_atom_fea_len)).type(torch.get_default_dtype()).to(atom_fea.device) + for sub_graph_batch_index in range(sub_graph_batch_num): + if sub_graph_batch_index == sub_graph_batch_num - 1: + sub_graph_idx = slice(sub_graph_batch_size * sub_graph_batch_index, sub_graph_num) + else: + sub_graph_idx = slice(sub_graph_batch_size * sub_graph_batch_index, + sub_graph_batch_size * (sub_graph_batch_index + 1)) + + sub_atom_idx_batch = sub_atom_idx[sub_graph_idx] + sub_edge_idx_batch = sub_edge_idx[sub_graph_idx] + sub_edge_ang_batch = sub_edge_ang[sub_graph_idx] + sub_index_batch = sub_index[sub_graph_idx] + + z = torch.cat([atom_fea[sub_atom_idx_batch][:, 0, :], atom_fea[sub_atom_idx_batch][:, 1, :], + edge_fea[sub_edge_idx_batch], sub_edge_ang_batch], dim=-1) + out = self.lin_f(z).sigmoid() * F.softplus(self.lin_s(z)) + + if self.if_exp: + sigma = 3 + n = 2 + out = out * torch.exp(-distance[sub_edge_idx_batch] ** n / sigma ** n / 2).view(-1, 1) + + vf_update += scatter_add(out, sub_index_batch, dim=0, dim_size=num_edge * 2) + + if self.normalization == 'BatchNorm': + vf_update = self.bn(vf_update) + vf_update = vf_update.reshape(num_edge, 2, -1) + if output_final_layer_neuron != '': + final_layer_neuron = torch.cat([vf_update[:, 0, :], vf_update[:, 1, :], edge_fea], + dim=-1).detach().cpu().numpy() + np.save(os.path.join(output_final_layer_neuron, 'final_layer_neuron.npy'), final_layer_neuron) + out = self.e_lin(torch.cat([vf_update[:, 0, :], vf_update[:, 1, :], edge_fea], dim=-1)) + + return out + + num_edge = edge_fea.shape[0] + z = torch.cat( + [atom_fea[sub_atom_idx][:, 0, :], atom_fea[sub_atom_idx][:, 1, :], edge_fea[sub_edge_idx], sub_edge_ang], + dim=-1) + out = self.lin_f(z).sigmoid() * F.softplus(self.lin_s(z)) + + if self.if_exp: + sigma = 3 + n = 2 + out = out * torch.exp(-distance[sub_edge_idx] ** n / sigma ** n / 2).view(-1, 1) + + out = scatter_add(out, sub_index, dim=0) + if self.normalization == 'BatchNorm': + out = self.bn(out) + out = out.reshape(num_edge, 2, -1) + if output_final_layer_neuron != '': + final_layer_neuron = torch.cat([out[:, 0, :], out[:, 1, :], edge_fea], dim=-1).detach().cpu().numpy() + np.save(os.path.join(output_final_layer_neuron, 'final_layer_neuron.npy'), final_layer_neuron) + out = self.e_lin(torch.cat([out[:, 0, :], out[:, 1, :], edge_fea], dim=-1)) + return out + + +class MultipleLinear(nn.Module): + def __init__(self, num_linear: int, in_fea_len: int, out_fea_len: int, bias: bool = True) -> None: + super(MultipleLinear, self).__init__() + self.num_linear = num_linear + self.out_fea_len = out_fea_len + self.weight = nn.Parameter(torch.Tensor(num_linear, in_fea_len, out_fea_len)) + if bias: + self.bias = nn.Parameter(torch.Tensor(num_linear, out_fea_len)) + else: + self.register_parameter('bias', None) + # self.ln = LayerNorm(num_linear * out_fea_len) + # self.gn = GraphNorm(out_fea_len) + self.reset_parameters() + + def reset_parameters(self) -> None: + nn.init.kaiming_uniform_(self.weight, a=sqrt(5)) + if self.bias is not None: + fan_in, _ = nn.init._calculate_fan_in_and_fan_out(self.weight) + bound = 1 / sqrt(fan_in) + nn.init.uniform_(self.bias, -bound, bound) + + def forward(self, input: torch.Tensor, batch_edge: torch.Tensor) -> torch.Tensor: + output = torch.matmul(input, self.weight) + + if self.bias is not None: + output += self.bias[:, None, :] + return output + + +class HGNN(nn.Module): + def __init__(self, num_species, in_atom_fea_len, in_edge_fea_len, num_orbital, + distance_expansion, gauss_stop, if_exp, if_MultipleLinear, if_edge_update, if_lcmp, + normalization, atom_update_net, separate_onsite, + trainable_gaussians, type_affine, num_l=5): + super(HGNN, self).__init__() + self.num_species = num_species + self.embed = nn.Embedding(num_species + 5, in_atom_fea_len) + + # pair-type aware affine + if type_affine: + self.type_affine = nn.Embedding( + num_species ** 2, 2, + _weight=torch.stack([torch.ones(num_species ** 2), torch.zeros(num_species ** 2)], dim=-1) + ) + else: + self.type_affine = None + + if if_edge_update or (if_edge_update is False and if_lcmp is False): + distance_expansion_len = in_edge_fea_len + else: + distance_expansion_len = in_edge_fea_len - num_l ** 2 + if distance_expansion == 'GaussianBasis': + self.distance_expansion = GaussianBasis( + 0.0, gauss_stop, distance_expansion_len, trainable=trainable_gaussians + ) + elif distance_expansion == 'BesselBasis': + self.distance_expansion = BesselBasisLayer(distance_expansion_len, gauss_stop, envelope_exponent=5) + elif distance_expansion == 'ExpBernsteinBasis': + self.distance_expansion = ExpBernsteinBasis(K=distance_expansion_len, gamma=0.5, cutoff=gauss_stop, + trainable=True) + else: + raise ValueError('Unknown distance expansion function: {}'.format(distance_expansion)) + + self.if_MultipleLinear = if_MultipleLinear + self.if_edge_update = if_edge_update + self.if_lcmp = if_lcmp + self.atom_update_net = atom_update_net + self.separate_onsite = separate_onsite + + if if_lcmp == True: + mp_output_edge_fea_len = in_edge_fea_len - num_l ** 2 + else: + assert if_MultipleLinear == False + mp_output_edge_fea_len = in_edge_fea_len + + if if_edge_update == True: + self.mp1 = MPLayer(in_atom_fea_len, in_edge_fea_len, in_edge_fea_len, if_exp, if_edge_update, normalization, + atom_update_net, gauss_stop) + self.mp2 = MPLayer(in_atom_fea_len, in_edge_fea_len, in_edge_fea_len, if_exp, if_edge_update, normalization, + atom_update_net, gauss_stop) + self.mp3 = MPLayer(in_atom_fea_len, in_edge_fea_len, in_edge_fea_len, if_exp, if_edge_update, normalization, + atom_update_net, gauss_stop) + self.mp4 = MPLayer(in_atom_fea_len, in_edge_fea_len, in_edge_fea_len, if_exp, if_edge_update, normalization, + atom_update_net, gauss_stop) + self.mp5 = MPLayer(in_atom_fea_len, in_edge_fea_len, mp_output_edge_fea_len, if_exp, if_edge_update, + normalization, atom_update_net, gauss_stop) + else: + self.mp1 = MPLayer(in_atom_fea_len, distance_expansion_len, None, if_exp, if_edge_update, normalization, + atom_update_net, gauss_stop) + self.mp2 = MPLayer(in_atom_fea_len, distance_expansion_len, None, if_exp, if_edge_update, normalization, + atom_update_net, gauss_stop) + self.mp3 = MPLayer(in_atom_fea_len, distance_expansion_len, None, if_exp, if_edge_update, normalization, + atom_update_net, gauss_stop) + self.mp4 = MPLayer(in_atom_fea_len, distance_expansion_len, None, if_exp, if_edge_update, normalization, + atom_update_net, gauss_stop) + self.mp5 = MPLayer(in_atom_fea_len, distance_expansion_len, None, if_exp, if_edge_update, normalization, + atom_update_net, gauss_stop) + + if if_lcmp == True: + if self.if_MultipleLinear == True: + self.lcmp = LCMPLayer(in_atom_fea_len, in_edge_fea_len, 32, num_l, if_exp=if_exp) + self.multiple_linear1 = MultipleLinear(num_orbital, 32, 16) + self.multiple_linear2 = MultipleLinear(num_orbital, 16, 1) + else: + self.lcmp = LCMPLayer(in_atom_fea_len, in_edge_fea_len, num_orbital, num_l, if_exp=if_exp) + else: + self.mp_output = MPLayer(in_atom_fea_len, in_edge_fea_len, num_orbital, if_exp, if_edge_update=True, + normalization=normalization, atom_update_net=atom_update_net, + gauss_stop=gauss_stop, output_layer=True) + + + def forward(self, atom_attr, edge_idx, edge_attr, batch, + sub_atom_idx=None, sub_edge_idx=None, sub_edge_ang=None, sub_index=None, + huge_structure=False, output_final_layer_neuron=''): + batch_edge = batch[edge_idx[0]] + atom_fea0 = self.embed(atom_attr) + distance = edge_attr[:, 0] + edge_vec = edge_attr[:, 1:4] - edge_attr[:, 4:7] + if self.type_affine is None: + edge_fea0 = self.distance_expansion(distance) + else: + affine_coeff = self.type_affine(self.num_species * atom_attr[edge_idx[0]] + atom_attr[edge_idx[1]]) + edge_fea0 = self.distance_expansion(distance * affine_coeff[:, 0] + affine_coeff[:, 1]) + if self.atom_update_net == "PAINN": + atom_fea0 = PaninnNodeFea(atom_fea0) + + if self.if_edge_update == True: + atom_fea, edge_fea = self.mp1(atom_fea0, edge_idx, edge_fea0, batch, distance, edge_vec) + atom_fea, edge_fea = self.mp2(atom_fea, edge_idx, edge_fea, batch, distance, edge_vec) + atom_fea0, edge_fea0 = atom_fea0 + atom_fea, edge_fea0 + edge_fea + atom_fea, edge_fea = self.mp3(atom_fea0, edge_idx, edge_fea0, batch, distance, edge_vec) + atom_fea, edge_fea = self.mp4(atom_fea, edge_idx, edge_fea, batch, distance, edge_vec) + atom_fea0, edge_fea0 = atom_fea0 + atom_fea, edge_fea0 + edge_fea + atom_fea, edge_fea = self.mp5(atom_fea0, edge_idx, edge_fea0, batch, distance, edge_vec) + + if self.if_lcmp == True: + if self.atom_update_net == 'PAINN': + atom_fea_s = atom_fea.node_fea_s + else: + atom_fea_s = atom_fea + out = self.lcmp(atom_fea_s, edge_fea, sub_atom_idx, sub_edge_idx, sub_edge_ang, sub_index, distance, + huge_structure, output_final_layer_neuron) + else: + atom_fea, edge_fea = self.mp_output(atom_fea, edge_idx, edge_fea, batch, distance, edge_vec) + out = edge_fea + else: + atom_fea = self.mp1(atom_fea0, edge_idx, edge_fea0, batch, distance, edge_vec) + atom_fea = self.mp2(atom_fea, edge_idx, edge_fea0, batch, distance, edge_vec) + atom_fea0 = atom_fea0 + atom_fea + atom_fea = self.mp3(atom_fea0, edge_idx, edge_fea0, batch, distance, edge_vec) + atom_fea = self.mp4(atom_fea, edge_idx, edge_fea0, batch, distance, edge_vec) + atom_fea0 = atom_fea0 + atom_fea + atom_fea = self.mp5(atom_fea0, edge_idx, edge_fea0, batch, distance, edge_vec) + + if self.atom_update_net == 'PAINN': + atom_fea_s = atom_fea.node_fea_s + else: + atom_fea_s = atom_fea + if self.if_lcmp == True: + out = self.lcmp(atom_fea_s, edge_fea0, sub_atom_idx, sub_edge_idx, sub_edge_ang, sub_index, distance, + huge_structure, output_final_layer_neuron) + else: + atom_fea, edge_fea = self.mp_output(atom_fea, edge_idx, edge_fea0, batch, distance, edge_vec) + out = edge_fea + + if self.if_MultipleLinear == True: + out = self.multiple_linear1(F.silu(out), batch_edge) + out = self.multiple_linear2(F.silu(out), batch_edge) + out = out.T + + return out diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/preprocess/__pycache__/siesta_get_data.cpython-312.pyc b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/preprocess/__pycache__/siesta_get_data.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..4d7a8c3dbdd7ad2cfad7809cdf425e8bb11ef17c Binary files /dev/null and b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/preprocess/__pycache__/siesta_get_data.cpython-312.pyc differ diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/rotate.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/rotate.py new file mode 100644 index 0000000000000000000000000000000000000000..7e0279129b325df3032288c579de9a937ea0ba14 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/rotate.py @@ -0,0 +1,277 @@ +import json +import os.path +import warnings + +import numpy as np +import h5py +import torch +from e3nn.o3 import Irrep, Irreps, matrix_to_angles + +from deeph import load_orbital_types + +dtype_dict = { + np.float32: (torch.float32, torch.float32, torch.complex64), + np.float64: (torch.float64, torch.float64, torch.complex128), + np.complex64: (torch.complex64, torch.float32, torch.complex64), + np.complex128: (torch.complex128, torch.float64, torch.complex128), + torch.float32: (torch.float32, torch.float32, torch.complex64), + torch.float64: (torch.float64, torch.float64, torch.complex128), + torch.complex64: (torch.complex64, torch.float32, torch.complex64), + torch.complex128: (torch.complex128, torch.float64, torch.complex128), +} + + +class Rotate: + def __init__(self, torch_dtype, torch_dtype_real=torch.float64, torch_dtype_complex=torch.cdouble, + device=torch.device('cpu'), spinful=False): + self.dtype = torch_dtype + self.torch_dtype_real = torch_dtype_real + self.device = device + self.spinful = spinful + sqrt_2 = 1.4142135623730951 + self.Us_openmx = { + 0: torch.tensor([1], dtype=torch_dtype_complex, device=device), + 1: torch.tensor([[-1 / sqrt_2, 1j / sqrt_2, 0], [0, 0, 1], [1 / sqrt_2, 1j / sqrt_2, 0]], + dtype=torch_dtype_complex, device=device), + 2: torch.tensor([[0, 1 / sqrt_2, -1j / sqrt_2, 0, 0], + [0, 0, 0, -1 / sqrt_2, 1j / sqrt_2], + [1, 0, 0, 0, 0], + [0, 0, 0, 1 / sqrt_2, 1j / sqrt_2], + [0, 1 / sqrt_2, 1j / sqrt_2, 0, 0]], dtype=torch_dtype_complex, device=device), + 3: torch.tensor([[0, 0, 0, 0, 0, -1 / sqrt_2, 1j / sqrt_2], + [0, 0, 0, 1 / sqrt_2, -1j / sqrt_2, 0, 0], + [0, -1 / sqrt_2, 1j / sqrt_2, 0, 0, 0, 0], + [1, 0, 0, 0, 0, 0, 0], + [0, 1 / sqrt_2, 1j / sqrt_2, 0, 0, 0, 0], + [0, 0, 0, 1 / sqrt_2, 1j / sqrt_2, 0, 0], + [0, 0, 0, 0, 0, 1 / sqrt_2, 1j / sqrt_2]], dtype=torch_dtype_complex, device=device), + } + self.Us_openmx2wiki = { + 0: torch.eye(1, dtype=torch_dtype).to(device=device), + 1: torch.eye(3, dtype=torch_dtype)[[1, 2, 0]].to(device=device), + 2: torch.eye(5, dtype=torch_dtype)[[2, 4, 0, 3, 1]].to(device=device), + 3: torch.eye(7, dtype=torch_dtype)[[6, 4, 2, 0, 1, 3, 5]].to(device=device) + } + self.Us_wiki2openmx = {k: v.T for k, v in self.Us_openmx2wiki.items()} + + def rotate_e3nn_v(self, v, R, l, order_xyz=True): + if self.spinful: + raise NotImplementedError + assert len(R.shape) == 2 + if order_xyz: + R_e3nn = self.rotate_matrix_convert(R) + else: + R_e3nn = R + return v @ Irrep(l, 1).D_from_matrix(R_e3nn) + + def rotate_openmx_H_old(self, H, R, l_lefts, l_rights, order_xyz=True): + assert len(R.shape) == 2 + if order_xyz: + R_e3nn = self.rotate_matrix_convert(R) + else: + R_e3nn = R + + block_lefts = [] + for l_left in l_lefts: + block_lefts.append( + self.Us_openmx2wiki[l_left].T @ Irrep(l_left, 1).D_from_matrix(R_e3nn) @ self.Us_openmx2wiki[l_left]) + rotation_left = torch.block_diag(*block_lefts) + + block_rights = [] + for l_right in l_rights: + block_rights.append( + self.Us_openmx2wiki[l_right].T @ Irrep(l_right, 1).D_from_matrix(R_e3nn) @ self.Us_openmx2wiki[l_right]) + rotation_right = torch.block_diag(*block_rights) + + return torch.einsum("cd,ca,db->ab", H, rotation_left, rotation_right) + + def rotate_openmx_H(self, H, R, l_lefts, l_rights, order_xyz=True): + # spin-1/2 is writed by gongxx + assert len(R.shape) == 2 + if order_xyz: + R_e3nn = self.rotate_matrix_convert(R) + else: + R_e3nn = R + irreps_left = Irreps([(1, (l, 1)) for l in l_lefts]) + irreps_right = Irreps([(1, (l, 1)) for l in l_rights]) + U_left = irreps_left.D_from_matrix(R_e3nn) + U_right = irreps_right.D_from_matrix(R_e3nn) + openmx2wiki_left = torch.block_diag(*[self.Us_openmx2wiki[l] for l in l_lefts]) + openmx2wiki_right = torch.block_diag(*[self.Us_openmx2wiki[l] for l in l_rights]) + if self.spinful: + U_left = torch.kron(self.D_one_half(R_e3nn), U_left) + U_right = torch.kron(self.D_one_half(R_e3nn), U_right) + openmx2wiki_left = torch.block_diag(openmx2wiki_left, openmx2wiki_left) + openmx2wiki_right = torch.block_diag(openmx2wiki_right, openmx2wiki_right) + return openmx2wiki_left.T @ U_left.transpose(-1, -2).conj() @ openmx2wiki_left @ H \ + @ openmx2wiki_right.T @ U_right @ openmx2wiki_right + + def rotate_openmx_phiVdphi(self, phiVdphi, R, l_lefts, l_rights, order_xyz=True): + if self.spinful: + raise NotImplementedError + assert phiVdphi.shape[-1] == 3 + assert len(R.shape) == 2 + if order_xyz: + R_e3nn = self.rotate_matrix_convert(R) + else: + R_e3nn = R + block_lefts = [] + for l_left in l_lefts: + block_lefts.append( + self.Us_openmx2wiki[l_left].T @ Irrep(l_left, 1).D_from_matrix(R_e3nn) @ self.Us_openmx2wiki[l_left]) + rotation_left = torch.block_diag(*block_lefts) + + block_rights = [] + for l_right in l_rights: + block_rights.append( + self.Us_openmx2wiki[l_right].T @ Irrep(l_right, 1).D_from_matrix(R_e3nn) @ self.Us_openmx2wiki[l_right]) + rotation_right = torch.block_diag(*block_rights) + + rotation_x = self.Us_openmx2wiki[1].T @ Irrep(1, 1).D_from_matrix(R_e3nn) @ self.Us_openmx2wiki[1] + + return torch.einsum("def,da,eb,fc->abc", phiVdphi, rotation_left, rotation_right, rotation_x) + + def wiki2openmx_H(self, H, l_left, l_right): + if self.spinful: + raise NotImplementedError + return self.Us_openmx2wiki[l_left].T @ H @ self.Us_openmx2wiki[l_right] + + def openmx2wiki_H(self, H, l_left, l_right): + if self.spinful: + raise NotImplementedError + return self.Us_openmx2wiki[l_left] @ H @ self.Us_openmx2wiki[l_right].T + + def rotate_matrix_convert(self, R): + return R.index_select(0, R.new_tensor([1, 2, 0]).int()).index_select(1, R.new_tensor([1, 2, 0]).int()) + + def D_one_half(self, R): + # writed by gongxx + assert self.spinful + d = torch.det(R).sign() + R = d[..., None, None] * R + k = (1 - d) / 2 # parity index + alpha, beta, gamma = matrix_to_angles(R) + J = torch.tensor([[1, 1], [1j, -1j]], dtype=self.dtype) / 1.4142135623730951 # <1/2 mz|1/2 my> + Uz1 = self._sp_z_rot(alpha) + Uy = J @ self._sp_z_rot(beta) @ J.T.conj() + Uz2 = self._sp_z_rot(gamma) + return Uz1 @ Uy @ Uz2 + + def _sp_z_rot(self, angle): + # writed by gongxx + assert self.spinful + M = torch.zeros([*angle.shape, 2, 2], dtype=self.dtype) + inds = torch.tensor([0, 1]) + freqs = torch.tensor([0.5, -0.5], dtype=self.dtype) + M[..., inds, inds] = torch.exp(- freqs * (1j) * angle[..., None]) + return M + + +def get_rh(input_dir, output_dir, target='hamiltonian'): + torch_device = torch.device('cpu') + assert target in ['hamiltonian', 'phiVdphi'] + file_name = { + 'hamiltonian': 'hamiltonians.h5', + 'phiVdphi': 'phiVdphi.h5', + }[target] + prime_file_name = { + 'hamiltonian': 'rh.h5', + 'phiVdphi': 'rphiVdphi.h5', + }[target] + assert os.path.exists(os.path.join(input_dir, file_name)) + assert os.path.exists(os.path.join(input_dir, 'rc.h5')) + assert os.path.exists(os.path.join(input_dir, 'orbital_types.dat')) + assert os.path.exists(os.path.join(input_dir, 'info.json')) + + atom_num_orbital, orbital_types = load_orbital_types(os.path.join(input_dir, 'orbital_types.dat'), + return_orbital_types=True) + nsite = len(atom_num_orbital) + with open(os.path.join(input_dir, 'info.json'), 'r') as info_f: + info_dict = json.load(info_f) + spinful = info_dict["isspinful"] + fid_H = h5py.File(os.path.join(input_dir, file_name), 'r') + fid_rc = h5py.File(os.path.join(input_dir, 'rc.h5'), 'r') + fid_rh = h5py.File(os.path.join(output_dir, prime_file_name), 'w') + assert '[0, 0, 0, 1, 1]' in fid_H.keys() + h5_dtype = fid_H['[0, 0, 0, 1, 1]'].dtype + torch_dtype, torch_dtype_real, torch_dtype_complex = dtype_dict[h5_dtype.type] + rotate_kernel = Rotate(torch_dtype, torch_dtype_real=torch_dtype_real, torch_dtype_complex=torch_dtype_complex, + device=torch_device, spinful=spinful) + + for key_str, hamiltonian in fid_H.items(): + if key_str not in fid_rc: + warnings.warn(f'Hamiltonian matrix block ({key_str}) do not have local coordinate') + continue + rotation_matrix = torch.tensor(fid_rc[key_str], dtype=torch_dtype_real, device=torch_device) + key = json.loads(key_str) + atom_i = key[3] - 1 + atom_j = key[4] - 1 + assert atom_i >= 0 + assert atom_i < nsite + assert atom_j >= 0 + assert atom_j < nsite + if target == 'hamiltonian': + rotated_hamiltonian = rotate_kernel.rotate_openmx_H(torch.tensor(hamiltonian), rotation_matrix, + orbital_types[atom_i], orbital_types[atom_j]) + elif target == 'phiVdphi': + rotated_hamiltonian = rotate_kernel.rotate_openmx_phiVdphi(torch.tensor(hamiltonian), rotation_matrix, + orbital_types[atom_i], orbital_types[atom_j]) + fid_rh[key_str] = rotated_hamiltonian.numpy() + + fid_H.close() + fid_rc.close() + fid_rh.close() + + +def rotate_back(input_dir, output_dir, target='hamiltonian'): + torch_device = torch.device('cpu') + assert target in ['hamiltonian', 'phiVdphi'] + file_name = { + 'hamiltonian': 'hamiltonians_pred.h5', + 'phiVdphi': 'phiVdphi_pred.h5', + }[target] + prime_file_name = { + 'hamiltonian': 'rh_pred.h5', + 'phiVdphi': 'rphiVdphi_pred.h5', + }[target] + assert os.path.exists(os.path.join(input_dir, prime_file_name)) + assert os.path.exists(os.path.join(input_dir, 'rc.h5')) + assert os.path.exists(os.path.join(input_dir, 'orbital_types.dat')) + assert os.path.exists(os.path.join(input_dir, 'info.json')) + + atom_num_orbital, orbital_types = load_orbital_types(os.path.join(input_dir, 'orbital_types.dat'), + return_orbital_types=True) + nsite = len(atom_num_orbital) + with open(os.path.join(input_dir, 'info.json'), 'r') as info_f: + info_dict = json.load(info_f) + spinful = info_dict["isspinful"] + fid_rc = h5py.File(os.path.join(input_dir, 'rc.h5'), 'r') + fid_rh = h5py.File(os.path.join(input_dir, prime_file_name), 'r') + fid_H = h5py.File(os.path.join(output_dir, file_name), 'w') + assert '[0, 0, 0, 1, 1]' in fid_rh.keys() + h5_dtype = fid_rh['[0, 0, 0, 1, 1]'].dtype + torch_dtype, torch_dtype_real, torch_dtype_complex = dtype_dict[h5_dtype.type] + rotate_kernel = Rotate(torch_dtype, torch_dtype_real=torch_dtype_real, torch_dtype_complex=torch_dtype_complex, + device=torch_device, spinful=spinful) + + for key_str, rotated_hamiltonian in fid_rh.items(): + assert key_str in fid_rc + rotation_matrix = torch.tensor(fid_rc[key_str], dtype=torch_dtype_real, device=torch_device).T + key = json.loads(key_str) + atom_i = key[3] - 1 + atom_j = key[4] - 1 + assert atom_i >= 0 + assert atom_i < nsite + assert atom_j >= 0 + assert atom_j < nsite + if target == 'hamiltonian': + hamiltonian = rotate_kernel.rotate_openmx_H(torch.tensor(rotated_hamiltonian), rotation_matrix, + orbital_types[atom_i], orbital_types[atom_j]) + elif target == 'phiVdphi': + hamiltonian = rotate_kernel.rotate_openmx_phiVdphi(torch.tensor(rotated_hamiltonian), rotation_matrix, + orbital_types[atom_i], orbital_types[atom_j]) + fid_H[key_str] = hamiltonian.numpy() + + fid_H.close() + fid_rc.close() + fid_rh.close() diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/scripts/evaluate.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/scripts/evaluate.py new file mode 100644 index 0000000000000000000000000000000000000000..3331afbd42fd0861c76e989d53bfa05e72f8358f --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/scripts/evaluate.py @@ -0,0 +1,173 @@ +import csv +import os +import argparse +import time +import warnings +from configparser import ConfigParser + +import numpy as np +import torch +from pymatgen.core.structure import Structure + +from deeph import get_graph, DeepHKernel, collate_fn + + +def main(): + parser = argparse.ArgumentParser(description='Predict Hamiltonian') + parser.add_argument('--trained_model_dir', type=str, + help='path of trained model') + parser.add_argument('--input_dir', type=str, + help='') + parser.add_argument('--output_dir', type=str, + help='') + parser.add_argument('--disable_cuda', action='store_true', help='Disable CUDA') + parser.add_argument('--save_csv', action='store_true', help='Save the result for each edge in csv format') + parser.add_argument( + '--interface', + type=str, + default='h5', + choices=['h5', 'npz']) + parser.add_argument('--huge_structure', type=bool, default=False, help='') + args = parser.parse_args() + + old_version = False + assert os.path.exists(os.path.join(args.trained_model_dir, 'config.ini')) + if os.path.exists(os.path.join(args.trained_model_dir, 'best_model.pt')) is False: + old_version = True + assert os.path.exists(os.path.join(args.trained_model_dir, 'best_model.pkl')) + assert os.path.exists(os.path.join(args.trained_model_dir, 'src')) + + os.makedirs(args.output_dir, exist_ok=True) + + config = ConfigParser() + config.read(os.path.join(os.path.dirname(os.path.dirname(__file__)), 'default.ini')) + config.read(os.path.join(args.trained_model_dir, 'config.ini')) + config.set('basic', 'save_dir', os.path.join(args.output_dir)) + config.set('basic', 'disable_cuda', str(args.disable_cuda)) + config.set('basic', 'save_to_time_folder', 'False') + config.set('basic', 'tb_writer', 'False') + config.set('train', 'pretrained', '') + config.set('train', 'resume', '') + kernel = DeepHKernel(config) + if old_version is False: + checkpoint = kernel.build_model(args.trained_model_dir, old_version) + else: + warnings.warn('You are using the trained model with an old version') + checkpoint = torch.load( + os.path.join(args.trained_model_dir, 'best_model.pkl'), + map_location=kernel.device + ) + for key in ['index_to_Z', 'Z_to_index', 'spinful']: + if key in checkpoint: + setattr(kernel, key, checkpoint[key]) + if hasattr(kernel, 'index_to_Z') is False: + kernel.index_to_Z = torch.arange(config.getint('basic', 'max_element') + 1) + if hasattr(kernel, 'Z_to_index') is False: + kernel.Z_to_index = torch.arange(config.getint('basic', 'max_element') + 1) + if hasattr(kernel, 'spinful') is False: + kernel.spinful = False + kernel.num_species = len(kernel.index_to_Z) + print("=> load best checkpoint (epoch {})".format(checkpoint['epoch'])) + print(f"=> Atomic types: {kernel.index_to_Z.tolist()}, " + f"spinful: {kernel.spinful}, the number of atomic types: {len(kernel.index_to_Z)}.") + kernel.build_model(args.trained_model_dir, old_version) + kernel.model.load_state_dict(checkpoint['state_dict']) + + with torch.no_grad(): + input_dir = args.input_dir + structure = Structure(np.loadtxt(os.path.join(args.input_dir, 'lat.dat')).T, + np.loadtxt(os.path.join(args.input_dir, 'element.dat')), + np.loadtxt(os.path.join(args.input_dir, 'site_positions.dat')).T, + coords_are_cartesian=True, + to_unit_cell=False) + cart_coords = torch.tensor(structure.cart_coords, dtype=torch.get_default_dtype()) + frac_coords = torch.tensor(structure.frac_coords, dtype=torch.get_default_dtype()) + numbers = kernel.Z_to_index[torch.tensor(structure.atomic_numbers)] + structure.lattice.matrix.setflags(write=True) + lattice = torch.tensor(structure.lattice.matrix, dtype=torch.get_default_dtype()) + inv_lattice = torch.inverse(lattice) + + if os.path.exists(os.path.join(input_dir, 'graph.pkl')): + data = torch.load(os.path.join(input_dir, 'graph.pkl')) + print(f"Load processed graph from {os.path.join(input_dir, 'graph.pkl')}") + else: + begin = time.time() + data = get_graph(cart_coords, frac_coords, numbers, 0, + r=kernel.config.getfloat('graph', 'radius'), + max_num_nbr=kernel.config.getint('graph', 'max_num_nbr'), + numerical_tol=1e-8, lattice=lattice, default_dtype_torch=torch.get_default_dtype(), + tb_folder=args.input_dir, interface=args.interface, + num_l=kernel.config.getint('network', 'num_l'), + create_from_DFT=kernel.config.getboolean('graph', 'create_from_DFT', fallback=True), + if_lcmp_graph=kernel.config.getboolean('graph', 'if_lcmp_graph', fallback=True), + separate_onsite=kernel.separate_onsite, + target=kernel.config.get('basic', 'target'), huge_structure=args.huge_structure) + torch.save(data, os.path.join(input_dir, 'graph.pkl')) + print(f"Save processed graph to {os.path.join(input_dir, 'graph.pkl')}, cost {time.time() - begin} seconds") + + dataset_mask = kernel.make_mask([data]) + batch, subgraph = collate_fn(dataset_mask) + sub_atom_idx, sub_edge_idx, sub_edge_ang, sub_index = subgraph + + output = kernel.model(batch.x.to(kernel.device), batch.edge_index.to(kernel.device), + batch.edge_attr.to(kernel.device), + batch.batch.to(kernel.device), + sub_atom_idx.to(kernel.device), sub_edge_idx.to(kernel.device), + sub_edge_ang.to(kernel.device), sub_index.to(kernel.device), + huge_structure=args.huge_structure) + + label = batch.label + mask = batch.mask + output = output.cpu().reshape(label.shape) + + assert label.shape == output.shape == mask.shape + mse = torch.pow(label - output, 2) + mae = torch.abs(label - output) + + print() + for index_orb, orbital_single in enumerate(kernel.orbital): + if index_orb != 0: + print('================================================================') + print('orbital:', orbital_single) + if kernel.spinful == False: + print(f'mse: {torch.masked_select(mse[:, index_orb], mask[:, index_orb]).mean().item()}, ' + f'mae: {torch.masked_select(mae[:, index_orb], mask[:, index_orb]).mean().item()}') + else: + for index_soc, str_soc in enumerate([ + 'left_up_real', 'left_up_imag', 'right_down_real', 'right_down_imag', + 'right_up_real', 'right_up_imag', 'left_down_real', 'left_down_imag', + ]): + if index_soc != 0: + print('----------------------------------------------------------------') + print(str_soc, ':') + index_out = index_orb * 8 + index_soc + print(f'mse: {torch.masked_select(mse[:, index_out], mask[:, index_out]).mean().item()}, ' + f'mae: {torch.masked_select(mae[:, index_out], mask[:, index_out]).mean().item()}') + + if args.save_csv: + edge_stru_index = torch.squeeze(batch.batch[batch.edge_index[0]]).numpy() + edge_slices = torch.tensor(batch.__slices__['x'])[edge_stru_index].view(-1, 1) + atom_ids = torch.squeeze(batch.edge_index.T - edge_slices).tolist() + atomic_numbers = torch.squeeze(kernel.index_to_Z[batch.x[batch.edge_index.T]]).tolist() + edge_infos = torch.squeeze(batch.edge_attr[:, :7].detach().cpu()).tolist() + + with open(os.path.join(kernel.config.get('basic', 'save_dir'), 'error_distance.csv'), 'w', newline='') as f: + writer = csv.writer(f) + writer.writerow(['index', 'atom_id', 'atomic_number', 'dist', 'atom1_x', 'atom1_y', 'atom1_z', + 'atom2_x', 'atom2_y', 'atom2_z'] + + ['target'] * kernel.out_fea_len + ['pred'] * kernel.out_fea_len + [ + 'mask'] * kernel.out_fea_len) + for index_edge in range(batch.edge_attr.shape[0]): + writer.writerow([ + index_edge, + atom_ids[index_edge], + atomic_numbers[index_edge], + *(edge_infos[index_edge]), + *(label[index_edge].tolist()), + *(output[index_edge].tolist()), + *(mask[index_edge].tolist()), + ]) + + +if __name__ == '__main__': + main() diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/utils.py b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..72729ac1360957e91cc1f361afb0f02795a8bfd2 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/src/deeph/utils.py @@ -0,0 +1,213 @@ +import os +import shutil +import sys +from configparser import ConfigParser +from inspect import signature + +import numpy as np +import scipy +import torch +from torch import nn, package +import h5py + + +def print_args(args): + for k, v in args._get_kwargs(): + print('{} = {}'.format(k, v)) + print('') + + +class Logger(object): + def __init__(self, filename): + self.terminal = sys.stdout + self.log = open(filename, "a", buffering=1) + + def write(self, message): + self.terminal.write(message) + self.log.write(message) + + def flush(self): + pass + + +class MaskMSELoss(nn.Module): + def __init__(self) -> None: + super(MaskMSELoss, self).__init__() + + def forward(self, input: torch.Tensor, target: torch.Tensor, mask: torch.Tensor) -> torch.Tensor: + assert input.shape == target.shape == mask.shape + mse = torch.pow(input - target, 2) + mse = torch.masked_select(mse, mask).mean() + + return mse + + +class MaskMAELoss(nn.Module): + def __init__(self) -> None: + super(MaskMAELoss, self).__init__() + + def forward(self, input: torch.Tensor, target: torch.Tensor, mask: torch.Tensor) -> torch.Tensor: + assert input.shape == target.shape == mask.shape + mae = torch.abs(input - target) + mae = torch.masked_select(mae, mask).mean() + + return mae + + +class LossRecord: + def __init__(self): + self.reset() + + def reset(self): + self.last_val = 0 + self.avg = 0 + self.sum = 0 + self.count = 0 + + def update(self, val, num=1): + self.last_val = val + self.sum += val * num + self.count += num + self.avg = self.sum / self.count + + +def if_integer(string): + try: + int(string) + return True + except ValueError: + return False + + +class Transform: + def __init__(self, tensor=None, mask=None, normalizer=False, boxcox=False): + self.normalizer = normalizer + self.boxcox = boxcox + if normalizer: + raise NotImplementedError + self.mean = abs(tensor).sum(dim=0) / mask.sum(dim=0) + self.std = None + print(f'[normalizer] mean: {self.mean}, std: {self.std}') + if boxcox: + raise NotImplementedError + _, self.opt_lambda = scipy.stats.boxcox(tensor.double()) + print('[boxcox] optimal lambda value:', self.opt_lambda) + + def tran(self, tensor): + if self.boxcox: + tensor = scipy.special.boxcox(tensor, self.opt_lambda) + if self.normalizer: + tensor = (tensor - self.mean) / self.std + return tensor + + def inv_tran(self, tensor): + if self.normalizer: + tensor = tensor * self.std + self.mean + if self.boxcox: + tensor = scipy.special.inv_boxcox(tensor, self.opt_lambda) + return tensor + + def state_dict(self): + result = {'normalizer': self.normalizer, + 'boxcox': self.boxcox} + if self.normalizer: + result['mean'] = self.mean + result['std'] = self.std + if self.boxcox: + result['opt_lambda'] = self.opt_lambda + return result + + def load_state_dict(self, state_dict): + self.normalizer = state_dict['normalizer'] + self.boxcox = state_dict['boxcox'] + if self.normalizer: + self.mean = state_dict['mean'] + self.std = state_dict['std'] + print(f'Load state dict, mean: {self.mean}, std: {self.std}') + if self.boxcox: + self.opt_lambda = state_dict['opt_lambda'] + print('Load state dict, optimal lambda value:', self.opt_lambda) + + +def save_model(state, model_dict, model_state_dict, path, is_best): + model_dir = os.path.join(path, 'model.pt') + package_dict = {} + if 'verbose' in list(signature(package.PackageExporter.__init__).parameters.keys()): + package_dict['verbose'] = False + with package.PackageExporter(model_dir, **package_dict) as exp: + exp.intern('deeph.**') + exp.extern([ + 'scipy.**', 'numpy.**', 'torch_geometric.**', 'sklearn.**', + 'torch_scatter.**', 'torch_sparse.**', 'torch_sparse.**', 'torch_cluster.**', 'torch_spline_conv.**', + 'pyparsing', 'jinja2', 'sys', 'mkl', 'io', 'setuptools.**', 'rdkit.Chem', 'tqdm', + '__future__', '_operator', '_ctypes', 'six.moves.urllib', 'ase', 'matplotlib.pyplot', 'sympy', 'networkx', + ]) + exp.save_pickle('checkpoint', 'model.pkl', state | model_dict) + torch.save(state | model_state_dict, os.path.join(path, 'state_dict.pkl')) + if is_best: + shutil.copyfile(os.path.join(path, 'model.pt'), os.path.join(path, 'best_model.pt')) + shutil.copyfile(os.path.join(path, 'state_dict.pkl'), os.path.join(path, 'best_state_dict.pkl')) + + +def write_ham_h5(hoppings_dict, path): + fid = h5py.File(path, "w") + for k, v in hoppings_dict.items(): + fid[k] = v + fid.close() + + +def write_ham_npz(hoppings_dict, path): + np.savez(path, **hoppings_dict) + + +def write_ham(hoppings_dict, path): + os.makedirs(path, exist_ok=True) + for key_term, matrix in hoppings_dict.items(): + np.savetxt(os.path.join(path, f'{key_term}_real.dat'), matrix) + + +def get_config(args): + config = ConfigParser() + config.read(os.path.join(os.path.dirname(__file__), 'default.ini')) + for config_file in args: + assert os.path.exists(config_file) + config.read(config_file) + if config['basic']['target'] == 'O_ij': + assert config['basic']['O_component'] in ['H_minimum', 'H_minimum_withNA', 'H', 'Rho'] + if config['basic']['target'] == 'E_ij': + assert config['basic']['energy_component'] in ['xc', 'delta_ee', 'both', 'summation', 'E_ij'] + else: + assert config['hyperparameter']['criterion'] in ['MaskMSELoss'] + assert config['basic']['target'] in ['hamiltonian'] + assert config['basic']['interface'] in ['h5', 'h5_rc_only', 'h5_Eij', 'npz', 'npz_rc_only'] + assert config['network']['aggr'] in ['add', 'mean', 'max'] + assert config['network']['distance_expansion'] in ['GaussianBasis', 'BesselBasis', 'ExpBernsteinBasis'] + assert config['network']['normalization'] in ['BatchNorm', 'LayerNorm', 'PairNorm', 'InstanceNorm', 'GraphNorm', + 'DiffGroupNorm', 'None'] + assert config['network']['atom_update_net'] in ['CGConv', 'GAT', 'PAINN'] + assert config['hyperparameter']['optimizer'] in ['sgd', 'sgdm', 'adam', 'adamW', 'adagrad', 'RMSprop', 'lbfgs'] + assert config['hyperparameter']['lr_scheduler'] in ['', 'MultiStepLR', 'ReduceLROnPlateau', 'CyclicLR'] + + return config + + +def get_inference_config(*args): + config = ConfigParser() + config.read(os.path.join(os.path.dirname(__file__), 'inference', 'inference_default.ini')) + for config_file in args: + config.read(config_file) + assert config['basic']['interface'] in ['openmx', 'abacus'] + + return config + + +def get_preprocess_config(*args): + config = ConfigParser() + config.read(os.path.join(os.path.dirname(__file__), 'preprocess', 'preprocess_default.ini')) + for config_file in args: + config.read(config_file) + assert config['basic']['target'] in ['hamiltonian', 'density_matrix', 'phiVdphi'] + assert config['basic']['interface'] in ['openmx', 'abacus', 'aims', 'siesta'] + assert if_integer(config['basic']['multiprocessing']), "value of multiprocessing must be an integer" + + return config diff --git a/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/stderr.txt b/2_training/hamiltonian/infer_sc/dataset/00/pred_ham_std/stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/2_training/hamiltonian/infer_sc/dataset/00/rlat.dat b/2_training/hamiltonian/infer_sc/dataset/00/rlat.dat new file mode 100644 index 0000000000000000000000000000000000000000..733e50bca6aa319cb46d76a8e4fcc6f451ee6442 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/rlat.dat @@ -0,0 +1,3 @@ +-8.807380587617869017e-01 8.807380587617869017e-01 8.807380587617869017e-01 +8.807380587617869017e-01 -8.807380587617869017e-01 8.807380587617869017e-01 +8.807380587617869017e-01 8.807380587617869017e-01 -8.807380587617869017e-01 diff --git a/2_training/hamiltonian/infer_sc/dataset/00/site_positions.dat b/2_training/hamiltonian/infer_sc/dataset/00/site_positions.dat new file mode 100644 index 0000000000000000000000000000000000000000..efcc7d41cc356bbc0c8aa6e5f2126ea1a959e366 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/dataset/00/site_positions.dat @@ -0,0 +1,3 @@ +0.000000000000000000e+00 8.917499994284623366e-01 1.783499998856923785e+00 2.675249998285386344e+00 1.783499998856923785e+00 2.675249998285386344e+00 3.566999997713848014e+00 4.458749997142310129e+00 0.000000000000000000e+00 8.917499994284623366e-01 1.783499998856923785e+00 2.675249998285386344e+00 1.783499998856923785e+00 2.675249998285386344e+00 3.566999997713848014e+00 4.458749997142310129e+00 +0.000000000000000000e+00 8.917499994284623366e-01 1.783499998856923785e+00 2.675249998285386344e+00 0.000000000000000000e+00 8.917499994284623366e-01 1.783499998856923785e+00 2.675249998285386344e+00 1.783499998856923785e+00 2.675249998285386344e+00 3.566999997713848014e+00 4.458749997142310129e+00 1.783499998856923785e+00 2.675249998285386344e+00 3.566999997713848014e+00 4.458749997142310129e+00 +0.000000000000000000e+00 8.917499994284623366e-01 0.000000000000000000e+00 8.917499994284623366e-01 1.783499998856923785e+00 2.675249998285386344e+00 1.783499998856923785e+00 2.675249998285386344e+00 1.783499998856923785e+00 2.675249998285386344e+00 1.783499998856923785e+00 2.675249998285386344e+00 3.566999997713848014e+00 4.458749997142310129e+00 3.566999997713848014e+00 4.458749997142310129e+00 diff --git a/2_training/hamiltonian/infer_sc/eval.ini b/2_training/hamiltonian/infer_sc/eval.ini new file mode 100644 index 0000000000000000000000000000000000000000..734ce6504812cbaf46b09bcf24b6f7c1ccd63f66 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/eval.ini @@ -0,0 +1,19 @@ +; DeepH-E3 eval config — generated by compare_bands.py + +[basic] +device = cuda +dtype = float +trained_model_dir = /home/apolyukhin/Development/epc_ml/example/diamond/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3 +output_dir = /home/apolyukhin/Development/epc_ml/example/diamond/2_training/hamiltonian/infer_sc/output +target = hamiltonian +inference = False +test_only = False + +[data] +graph_dir = +DFT_data_dir = +processed_data_dir = /home/apolyukhin/Development/epc_ml/example/diamond/2_training/hamiltonian/infer_sc/dataset +save_graph_dir = /home/apolyukhin/Development/epc_ml/example/diamond/2_training/hamiltonian/infer_sc/graph +target_data = hamiltonian +dataset_name = diamond_qe_e3_pristine_sc +get_overlap = False diff --git a/2_training/hamiltonian/infer_sc/output/00/info.json b/2_training/hamiltonian/infer_sc/output/00/info.json new file mode 100644 index 0000000000000000000000000000000000000000..cedc0800527d526067961acb4770f85a552de7f3 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/output/00/info.json @@ -0,0 +1 @@ +{"isspinful": false} \ No newline at end of file diff --git a/2_training/hamiltonian/infer_sc/output/src/dataset_info.json b/2_training/hamiltonian/infer_sc/output/src/dataset_info.json new file mode 100644 index 0000000000000000000000000000000000000000..e77b6ba21d59d104e60e1a33c88a818ef61e9d60 --- /dev/null +++ b/2_training/hamiltonian/infer_sc/output/src/dataset_info.json @@ -0,0 +1 @@ +{"spinful": false, "index_to_Z": [6], "orbital_types": [[0, 0, 1, 1, 2]]} \ No newline at end of file diff --git a/2_training/hamiltonian/infer_sc/output/src/target_blocks.json b/2_training/hamiltonian/infer_sc/output/src/target_blocks.json new file mode 100644 index 0000000000000000000000000000000000000000..33d559ba2948056a0594f273cdbff9219c94afbe --- /dev/null +++ b/2_training/hamiltonian/infer_sc/output/src/target_blocks.json @@ -0,0 +1 @@ +[{"6 6": [0, 0]}, {"6 6": [0, 1]}, {"6 6": [0, 2]}, {"6 6": [0, 3]}, {"6 6": [0, 4]}, {"6 6": [1, 0]}, {"6 6": [1, 1]}, {"6 6": [1, 2]}, {"6 6": [1, 3]}, {"6 6": [1, 4]}, {"6 6": [2, 0]}, {"6 6": [2, 1]}, {"6 6": [2, 2]}, {"6 6": [2, 3]}, {"6 6": [2, 4]}, {"6 6": [3, 0]}, {"6 6": [3, 1]}, {"6 6": [3, 2]}, {"6 6": [3, 3]}, {"6 6": [3, 4]}, {"6 6": [4, 0]}, {"6 6": [4, 1]}, {"6 6": [4, 2]}, {"6 6": [4, 3]}, {"6 6": [4, 4]}] \ No newline at end of file diff --git a/2_training/hamiltonian/infer_sc/output/src/train.ini b/2_training/hamiltonian/infer_sc/output/src/train.ini new file mode 100644 index 0000000000000000000000000000000000000000..8dbf76959bf86e34fd79a65a831efc050df6aaad --- /dev/null +++ b/2_training/hamiltonian/infer_sc/output/src/train.ini @@ -0,0 +1,66 @@ +; DeepH-E3 training config for diamond (QE+HPRO data) + +[basic] +device = cuda +dtype = float +save_dir = /home/apolyukhin/scripts/ml/diamond-qe/deeph-e3/results +additional_folder_name = diamond_e3 +simplified_output = False +seed = 42 +checkpoint_dir = +use_new_hypp = True + +[data] +graph_dir = /home/apolyukhin/scripts/ml/diamond-qe/deeph-e3/graph/HGraph-diamond_qe_e3-rFromDFT-edge=Aij.pkl +DFT_data_dir = +processed_data_dir = +save_graph_dir = +target_data = hamiltonian +dataset_name = diamond_qe_e3 +get_overlap = False + +[train] +num_epoch = 3000 +batch_size = 1 +extra_validation = [] +extra_val_test_only = True + +train_size = 30 +val_size = 10 +test_size = 10 + +min_lr = 1e-5 + +[hyperparameters] +learning_rate = 0.002 +Adam_betas = (0.9, 0.999) +scheduler_type = 1 +scheduler_params = (factor=0.5, cooldown=40, patience=120, threshold=0.05) +revert_decay_patience = 20 +revert_decay_rate = 0.8 + +[target] +target = hamiltonian +target_blocks_type = all +target_blocks = +selected_element_pairs = +convert_net_out = False + +[network] +cutoff_radius = 7.4 +only_ij = False +spherical_harmonics_lmax = 4 +spherical_basis_irreps = +irreps_embed = 64x0e +irreps_mid = 64x0e+32x1o+16x2e+8x3o+8x4e +num_blocks = 3 +ignore_parity = False + +irreps_embed_node = +irreps_edge_init = +irreps_mid_node = +irreps_post_node = +irreps_out_node = +irreps_mid_edge = +irreps_post_edge = +out_irreps = diff --git a/2_training/hamiltonian/infer_uc/eval.ini b/2_training/hamiltonian/infer_uc/eval.ini new file mode 100644 index 0000000000000000000000000000000000000000..41dbcf04121d5636bce9ba73400a4ae342c758bb --- /dev/null +++ b/2_training/hamiltonian/infer_uc/eval.ini @@ -0,0 +1,19 @@ +; DeepH-E3 eval config — generated by compare_bands.py + +[basic] +device = cuda +dtype = float +trained_model_dir = /home/apolyukhin/Development/epc_ml/example/diamond/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3 +output_dir = /home/apolyukhin/Development/epc_ml/example/diamond/2_training/hamiltonian/infer_uc/output +target = hamiltonian +inference = False +test_only = False + +[data] +graph_dir = +DFT_data_dir = +processed_data_dir = /home/apolyukhin/Development/epc_ml/example/diamond/2_training/hamiltonian/infer_uc/dataset +save_graph_dir = /home/apolyukhin/Development/epc_ml/example/diamond/2_training/hamiltonian/infer_uc/graph +target_data = hamiltonian +dataset_name = diamond_qe_e3_pristine_uc +get_overlap = False diff --git a/2_training/hamiltonian/infer_uc/output/src/dataset_info.json b/2_training/hamiltonian/infer_uc/output/src/dataset_info.json new file mode 100644 index 0000000000000000000000000000000000000000..e77b6ba21d59d104e60e1a33c88a818ef61e9d60 --- /dev/null +++ b/2_training/hamiltonian/infer_uc/output/src/dataset_info.json @@ -0,0 +1 @@ +{"spinful": false, "index_to_Z": [6], "orbital_types": [[0, 0, 1, 1, 2]]} \ No newline at end of file diff --git a/2_training/hamiltonian/infer_uc/output/src/target_blocks.json b/2_training/hamiltonian/infer_uc/output/src/target_blocks.json new file mode 100644 index 0000000000000000000000000000000000000000..33d559ba2948056a0594f273cdbff9219c94afbe --- /dev/null +++ b/2_training/hamiltonian/infer_uc/output/src/target_blocks.json @@ -0,0 +1 @@ +[{"6 6": [0, 0]}, {"6 6": [0, 1]}, {"6 6": [0, 2]}, {"6 6": [0, 3]}, {"6 6": [0, 4]}, {"6 6": [1, 0]}, {"6 6": [1, 1]}, {"6 6": [1, 2]}, {"6 6": [1, 3]}, {"6 6": [1, 4]}, {"6 6": [2, 0]}, {"6 6": [2, 1]}, {"6 6": [2, 2]}, {"6 6": [2, 3]}, {"6 6": [2, 4]}, {"6 6": [3, 0]}, {"6 6": [3, 1]}, {"6 6": [3, 2]}, {"6 6": [3, 3]}, {"6 6": [3, 4]}, {"6 6": [4, 0]}, {"6 6": [4, 1]}, {"6 6": [4, 2]}, {"6 6": [4, 3]}, {"6 6": [4, 4]}] \ No newline at end of file diff --git a/2_training/hamiltonian/infer_uc/output/src/train.ini b/2_training/hamiltonian/infer_uc/output/src/train.ini new file mode 100644 index 0000000000000000000000000000000000000000..8dbf76959bf86e34fd79a65a831efc050df6aaad --- /dev/null +++ b/2_training/hamiltonian/infer_uc/output/src/train.ini @@ -0,0 +1,66 @@ +; DeepH-E3 training config for diamond (QE+HPRO data) + +[basic] +device = cuda +dtype = float +save_dir = /home/apolyukhin/scripts/ml/diamond-qe/deeph-e3/results +additional_folder_name = diamond_e3 +simplified_output = False +seed = 42 +checkpoint_dir = +use_new_hypp = True + +[data] +graph_dir = /home/apolyukhin/scripts/ml/diamond-qe/deeph-e3/graph/HGraph-diamond_qe_e3-rFromDFT-edge=Aij.pkl +DFT_data_dir = +processed_data_dir = +save_graph_dir = +target_data = hamiltonian +dataset_name = diamond_qe_e3 +get_overlap = False + +[train] +num_epoch = 3000 +batch_size = 1 +extra_validation = [] +extra_val_test_only = True + +train_size = 30 +val_size = 10 +test_size = 10 + +min_lr = 1e-5 + +[hyperparameters] +learning_rate = 0.002 +Adam_betas = (0.9, 0.999) +scheduler_type = 1 +scheduler_params = (factor=0.5, cooldown=40, patience=120, threshold=0.05) +revert_decay_patience = 20 +revert_decay_rate = 0.8 + +[target] +target = hamiltonian +target_blocks_type = all +target_blocks = +selected_element_pairs = +convert_net_out = False + +[network] +cutoff_radius = 7.4 +only_ij = False +spherical_harmonics_lmax = 4 +spherical_basis_irreps = +irreps_embed = 64x0e +irreps_mid = 64x0e+32x1o+16x2e+8x3o+8x4e +num_blocks = 3 +ignore_parity = False + +irreps_embed_node = +irreps_edge_init = +irreps_mid_node = +irreps_post_node = +irreps_out_node = +irreps_mid_edge = +irreps_post_edge = +out_irreps = diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/result.txt b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/result.txt new file mode 100644 index 0000000000000000000000000000000000000000..09400e195f54ae44cded392db2442dcddd79a047 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/result.txt @@ -0,0 +1,18777 @@ + +------- DeepH-E3 model training begins ------- +Output will be stored under: /home/apolyukhin/scripts/ml/diamond-qe/deeph-e3/results/2026-02-19_22-24-54_diamond_e3 +Using random seed: 42 +Data type during training: torch.float32 +Saved DeepH-E3 source code to output dir + +------- Preparation of training data ------- +Graph data file: HGraph-diamond_qe_e3-rFromDFT-edge=Aij.pkl +Use existing graph data file +Finish loading the processed 50 structures (spinful: False, the number of atomic types: 1), cost 0.05 seconds + +Automatically generated target and net_out_irreps. +Details saved to: /home/apolyukhin/scripts/ml/diamond-qe/deeph-e3/results/2026-02-19_22-24-54_diamond_e3/targets.txt + +Setting mask for dataset... +Finished setting mask for dataset, cost 0.30 seconds + +------- Data loader for training ------- +size of train set: 30 +size of val set: 10 +size of test set: 10 +Batch size: 1 + +------- Build model ------- +Building model... +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +Finished building model, cost 4.87 seconds. +The model you built has 627981 parameters. +Output constructer associated to net. + +===== DeepH-E3 model structure: ===== +using spherical harmonics: 1x0e+1x1o+1x2e+1x3o+1x4e +=== layer 0 === +node update: (64x0e -> 64x0e+32x1o+16x2e+8x3o+8x4e) +edge update: (64x0e -> 64x0e+32x1o+16x2e+8x3o+8x4e) +=== layer 1 === +node update: (64x0e+32x1o+16x2e+8x3o+8x4e -> 64x0e+32x1o+16x2e+8x3o+8x4e) +edge update: (64x0e+32x1o+16x2e+8x3o+8x4e -> 64x0e+32x1o+16x2e+8x3o+8x4e) +=== layer 2 === +node update: (64x0e+32x1o+16x2e+8x3o+8x4e -> 64x0e+32x1o+16x2e+8x3o+8x4e) +edge update: (64x0e+32x1o+16x2e+8x3o+8x4e -> 9x0e+12x1o+5x1e+4x2o+9x2e+4x3o+1x3e+1x4e) +=== output === +output node: (1x0e) +output edge: (1x0e+1x0e+1x1o+1x1o+1x2e+1x0e+1x0e+1x1o+1x1o+1x2e+1x1o+1x1o+1x0e+1x1e+1x2e+1x0e+1x1e+1x2e+1x1o+1x2o+1x3o+1x1o+1x1o+1x0e+1x1e+1x2e+1x0e+1x1e+1x2e+1x1o+1x2o+1x3o+1x2e+1x2e+1x1o+1x2o+1x3o+1x1o+1x2o+1x3o+1x0e+1x1e+1x2e+1x3e+1x4e) + +------- Preparation for training ------- +Using optimizer Adam with initial lr=0.002, betas=(0.9, 0.999) +Loss type: MSE over all matrix elements +Tensorboard recorder initialized +Using pytorch scheduler ReduceLROnPlateau +Starting new training process + +------- Begin training ------- +==================== +Epoch #0 | Time: 00d 00h 00m | LR: 2.00e-03 | Epoch time: 27.00 | Train loss: 2.77e-01 | Val loss: 1.94e-01 +Target 006 has maximum loss 2.12e+00; Target 010 has minimum loss 1.12e-02 +Target 000: 7.39e-02 |Target 001: 8.69e-02 |Target 002: 6.08e-02 |Target 003: 4.80e-02 |Target 004: 3.79e-02 +Target 005: 2.23e-01 |Target 006: 2.12e+00 |Target 007: 2.06e-02 |Target 008: 1.45e-01 |Target 009: 8.78e-02 +Target 010: 1.12e-02 |Target 011: 3.47e-02 |Target 012: 9.99e-02 |Target 013: 9.37e-02 |Target 014: 5.01e-02 +Target 015: 2.27e-02 |Target 016: 1.00e-01 |Target 017: 8.04e-02 |Target 018: 3.69e-01 |Target 019: 9.25e-02 +Target 020: 3.82e-02 |Target 021: 1.33e-01 |Target 022: 8.98e-02 |Target 023: 3.47e-02 |Target 024: 7.09e-01 + +==================== +Epoch #1 | Time: 00d 00h 00m | LR: 2.00e-03 | Epoch time: 15.51 | Train loss: 1.13e-01 | Val loss: 5.61e-02 +Target 018 has maximum loss 4.06e-01; Target 010 has minimum loss 3.97e-03 +Target 000: 2.31e-01 |Target 001: 9.76e-02 |Target 002: 7.68e-03 |Target 003: 1.39e-02 |Target 004: 6.75e-02 +Target 005: 1.62e-01 |Target 006: 2.25e-01 |Target 007: 7.47e-03 |Target 008: 6.43e-02 |Target 009: 6.35e-02 +Target 010: 3.97e-03 |Target 011: 4.47e-03 |Target 012: 2.00e-02 |Target 013: 3.90e-02 |Target 014: 1.63e-02 +Target 015: 4.54e-02 |Target 016: 5.44e-02 |Target 017: 2.05e-02 |Target 018: 4.06e-01 |Target 019: 2.00e-02 +Target 020: 3.61e-02 |Target 021: 2.85e-02 |Target 022: 3.53e-02 |Target 023: 1.97e-02 |Target 024: 5.75e-02 + +==================== +Epoch #2 | Time: 00d 00h 00m | LR: 2.00e-03 | Epoch time: 15.48 | Train loss: 3.90e-02 | Val loss: 2.38e-02 +Target 018 has maximum loss 2.09e-01; Target 010 has minimum loss 1.43e-03 +Target 000: 7.98e-02 |Target 001: 1.77e-02 |Target 002: 2.44e-03 |Target 003: 2.90e-03 |Target 004: 3.59e-03 +Target 005: 1.05e-01 |Target 006: 5.62e-02 |Target 007: 2.02e-03 |Target 008: 8.69e-03 |Target 009: 3.07e-02 +Target 010: 1.43e-03 |Target 011: 2.66e-03 |Target 012: 1.70e-02 |Target 013: 2.83e-02 |Target 014: 1.14e-02 +Target 015: 2.73e-02 |Target 016: 1.98e-02 |Target 017: 1.45e-02 |Target 018: 2.09e-01 |Target 019: 1.08e-02 +Target 020: 7.15e-03 |Target 021: 1.38e-02 |Target 022: 1.22e-02 |Target 023: 9.85e-03 |Target 024: 8.09e-03 + +==================== +Epoch #3 | Time: 00d 00h 01m | LR: 2.00e-03 | Epoch time: 15.54 | Train loss: 1.71e-02 | Val loss: 9.38e-03 +Target 005 has maximum loss 5.28e-02; Target 007 has minimum loss 8.37e-04 +Target 000: 5.23e-02 |Target 001: 5.09e-03 |Target 002: 1.40e-03 |Target 003: 1.22e-03 |Target 004: 2.10e-03 +Target 005: 5.28e-02 |Target 006: 3.43e-02 |Target 007: 8.37e-04 |Target 008: 2.98e-03 |Target 009: 1.29e-02 +Target 010: 1.55e-03 |Target 011: 1.29e-03 |Target 012: 1.07e-02 |Target 013: 1.53e-02 |Target 014: 3.59e-03 +Target 015: 1.05e-02 |Target 016: 7.14e-03 |Target 017: 8.51e-03 |Target 018: 5.15e-02 |Target 019: 3.94e-03 +Target 020: 4.48e-03 |Target 021: 5.64e-03 |Target 022: 5.83e-03 |Target 023: 9.86e-03 |Target 024: 4.51e-03 + +==================== +Epoch #4 | Time: 00d 00h 01m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 6.54e-03 | Val loss: 2.97e-03 +Target 006 has maximum loss 2.20e-02; Target 011 has minimum loss 6.11e-04 +Target 000: 1.22e-02 |Target 001: 2.98e-03 |Target 002: 8.39e-04 |Target 003: 7.34e-04 |Target 004: 1.74e-03 +Target 005: 1.15e-02 |Target 006: 2.20e-02 |Target 007: 6.39e-04 |Target 008: 1.54e-03 |Target 009: 9.65e-03 +Target 010: 7.04e-04 |Target 011: 6.11e-04 |Target 012: 3.81e-03 |Target 013: 4.90e-03 |Target 014: 2.10e-03 +Target 015: 5.64e-03 |Target 016: 3.16e-03 |Target 017: 2.67e-03 |Target 018: 5.26e-03 |Target 019: 1.32e-03 +Target 020: 3.59e-03 |Target 021: 4.61e-03 |Target 022: 2.19e-03 |Target 023: 1.54e-03 |Target 024: 2.25e-03 + +==================== +Epoch #5 | Time: 00d 00h 01m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 3.10e-03 | Val loss: 1.82e-03 +Target 006 has maximum loss 1.51e-02; Target 011 has minimum loss 5.13e-04 +Target 000: 9.07e-03 |Target 001: 1.30e-03 |Target 002: 7.04e-04 |Target 003: 5.75e-04 |Target 004: 1.17e-03 +Target 005: 5.58e-03 |Target 006: 1.51e-02 |Target 007: 5.40e-04 |Target 008: 1.24e-03 |Target 009: 7.91e-03 +Target 010: 6.39e-04 |Target 011: 5.13e-04 |Target 012: 2.69e-03 |Target 013: 3.36e-03 |Target 014: 9.60e-04 +Target 015: 2.40e-03 |Target 016: 1.58e-03 |Target 017: 1.34e-03 |Target 018: 2.03e-03 |Target 019: 9.00e-04 +Target 020: 3.48e-03 |Target 021: 4.05e-03 |Target 022: 1.13e-03 |Target 023: 9.07e-04 |Target 024: 1.04e-03 + +==================== +Epoch #6 | Time: 00d 00h 02m | LR: 2.00e-03 | Epoch time: 15.58 | Train loss: 2.32e-03 | Val loss: 1.42e-03 +Target 006 has maximum loss 9.54e-03; Target 011 has minimum loss 4.07e-04 +Target 000: 6.41e-03 |Target 001: 9.59e-04 |Target 002: 4.68e-04 |Target 003: 7.37e-04 |Target 004: 8.27e-04 +Target 005: 4.50e-03 |Target 006: 9.54e-03 |Target 007: 6.42e-04 |Target 008: 1.13e-03 |Target 009: 6.72e-03 +Target 010: 7.09e-04 |Target 011: 4.07e-04 |Target 012: 2.10e-03 |Target 013: 2.78e-03 |Target 014: 5.62e-04 +Target 015: 1.27e-03 |Target 016: 9.38e-04 |Target 017: 1.12e-03 |Target 018: 1.62e-03 |Target 019: 6.93e-04 +Target 020: 3.93e-03 |Target 021: 2.99e-03 |Target 022: 6.06e-04 |Target 023: 6.47e-04 |Target 024: 8.23e-04 + +==================== +Epoch #7 | Time: 00d 00h 02m | LR: 2.00e-03 | Epoch time: 15.64 | Train loss: 1.89e-03 | Val loss: 1.15e-03 +Target 006 has maximum loss 7.33e-03; Target 011 has minimum loss 3.21e-04 +Target 000: 5.47e-03 |Target 001: 6.87e-04 |Target 002: 3.28e-04 |Target 003: 5.94e-04 |Target 004: 6.33e-04 +Target 005: 4.34e-03 |Target 006: 7.33e-03 |Target 007: 3.35e-04 |Target 008: 7.54e-04 |Target 009: 5.13e-03 +Target 010: 4.13e-04 |Target 011: 3.21e-04 |Target 012: 1.71e-03 |Target 013: 2.37e-03 |Target 014: 3.42e-04 +Target 015: 8.40e-04 |Target 016: 7.02e-04 |Target 017: 9.86e-04 |Target 018: 1.33e-03 |Target 019: 5.70e-04 +Target 020: 4.08e-03 |Target 021: 2.63e-03 |Target 022: 4.42e-04 |Target 023: 5.29e-04 |Target 024: 5.86e-04 + +==================== +Epoch #8 | Time: 00d 00h 02m | LR: 2.00e-03 | Epoch time: 15.74 | Train loss: 1.62e-03 | Val loss: 9.85e-04 +Target 000 has maximum loss 5.64e-03; Target 007 has minimum loss 2.65e-04 +Target 000: 5.64e-03 |Target 001: 7.18e-04 |Target 002: 2.79e-04 |Target 003: 2.98e-04 |Target 004: 5.36e-04 +Target 005: 4.82e-03 |Target 006: 5.27e-03 |Target 007: 2.65e-04 |Target 008: 6.89e-04 |Target 009: 4.09e-03 +Target 010: 2.97e-04 |Target 011: 2.82e-04 |Target 012: 1.45e-03 |Target 013: 1.78e-03 |Target 014: 2.66e-04 +Target 015: 6.72e-04 |Target 016: 6.11e-04 |Target 017: 9.18e-04 |Target 018: 1.19e-03 |Target 019: 5.23e-04 +Target 020: 4.03e-03 |Target 021: 2.18e-03 |Target 022: 3.50e-04 |Target 023: 4.63e-04 |Target 024: 5.41e-04 + +==================== +Epoch #9 | Time: 00d 00h 02m | LR: 2.00e-03 | Epoch time: 15.54 | Train loss: 1.44e-03 | Val loss: 8.93e-04 +Target 000 has maximum loss 4.23e-03; Target 002 has minimum loss 2.16e-04 +Target 000: 4.23e-03 |Target 001: 9.39e-04 |Target 002: 2.16e-04 |Target 003: 5.18e-04 |Target 004: 4.65e-04 +Target 005: 3.68e-03 |Target 006: 4.20e-03 |Target 007: 3.84e-04 |Target 008: 5.48e-04 |Target 009: 3.27e-03 +Target 010: 3.60e-04 |Target 011: 2.95e-04 |Target 012: 1.34e-03 |Target 013: 1.55e-03 |Target 014: 2.44e-04 +Target 015: 6.43e-04 |Target 016: 4.99e-04 |Target 017: 8.58e-04 |Target 018: 1.13e-03 |Target 019: 4.93e-04 +Target 020: 3.80e-03 |Target 021: 1.90e-03 |Target 022: 3.12e-04 |Target 023: 4.17e-04 |Target 024: 5.75e-04 + +==================== +Epoch #10 | Time: 00d 00h 03m | LR: 2.00e-03 | Epoch time: 15.84 | Train loss: 1.26e-03 | Val loss: 7.62e-04 +Target 000 has maximum loss 3.81e-03; Target 002 has minimum loss 1.87e-04 +Target 000: 3.81e-03 |Target 001: 8.88e-04 |Target 002: 1.87e-04 |Target 003: 2.23e-04 |Target 004: 4.23e-04 +Target 005: 2.91e-03 |Target 006: 3.64e-03 |Target 007: 1.97e-04 |Target 008: 4.55e-04 |Target 009: 2.60e-03 +Target 010: 2.10e-04 |Target 011: 2.99e-04 |Target 012: 1.30e-03 |Target 013: 1.35e-03 |Target 014: 2.08e-04 +Target 015: 5.25e-04 |Target 016: 3.78e-04 |Target 017: 7.09e-04 |Target 018: 8.71e-04 |Target 019: 4.36e-04 +Target 020: 3.65e-03 |Target 021: 1.37e-03 |Target 022: 2.61e-04 |Target 023: 3.61e-04 |Target 024: 5.15e-04 + +==================== +Epoch #11 | Time: 00d 00h 03m | LR: 2.00e-03 | Epoch time: 15.82 | Train loss: 1.12e-03 | Val loss: 6.45e-04 +Target 020 has maximum loss 3.37e-03; Target 002 has minimum loss 1.54e-04 +Target 000: 2.41e-03 |Target 001: 8.79e-04 |Target 002: 1.54e-04 |Target 003: 1.84e-04 |Target 004: 3.69e-04 +Target 005: 2.54e-03 |Target 006: 3.03e-03 |Target 007: 1.75e-04 |Target 008: 4.44e-04 |Target 009: 1.91e-03 +Target 010: 1.85e-04 |Target 011: 2.56e-04 |Target 012: 1.07e-03 |Target 013: 1.20e-03 |Target 014: 1.84e-04 +Target 015: 4.65e-04 |Target 016: 3.73e-04 |Target 017: 6.71e-04 |Target 018: 7.39e-04 |Target 019: 3.95e-04 +Target 020: 3.37e-03 |Target 021: 1.11e-03 |Target 022: 2.26e-04 |Target 023: 3.36e-04 |Target 024: 3.71e-04 + +==================== +Epoch #12 | Time: 00d 00h 03m | LR: 2.00e-03 | Epoch time: 15.60 | Train loss: 1.02e-03 | Val loss: 5.65e-04 +Target 020 has maximum loss 3.10e-03; Target 002 has minimum loss 1.38e-04 +Target 000: 2.43e-03 |Target 001: 5.94e-04 |Target 002: 1.38e-04 |Target 003: 1.84e-04 |Target 004: 3.27e-04 +Target 005: 2.20e-03 |Target 006: 2.61e-03 |Target 007: 1.47e-04 |Target 008: 3.73e-04 |Target 009: 1.44e-03 +Target 010: 1.80e-04 |Target 011: 2.40e-04 |Target 012: 9.92e-04 |Target 013: 9.58e-04 |Target 014: 1.59e-04 +Target 015: 4.10e-04 |Target 016: 3.13e-04 |Target 017: 5.59e-04 |Target 018: 6.29e-04 |Target 019: 3.68e-04 +Target 020: 3.10e-03 |Target 021: 8.72e-04 |Target 022: 1.93e-04 |Target 023: 3.07e-04 |Target 024: 3.71e-04 + +==================== +Epoch #13 | Time: 00d 00h 03m | LR: 2.00e-03 | Epoch time: 15.84 | Train loss: 9.02e-04 | Val loss: 5.12e-04 +Target 020 has maximum loss 2.85e-03; Target 002 has minimum loss 1.35e-04 +Target 000: 2.04e-03 |Target 001: 4.56e-04 |Target 002: 1.35e-04 |Target 003: 3.29e-04 |Target 004: 2.71e-04 +Target 005: 2.32e-03 |Target 006: 2.18e-03 |Target 007: 2.35e-04 |Target 008: 3.18e-04 |Target 009: 1.07e-03 +Target 010: 1.93e-04 |Target 011: 2.17e-04 |Target 012: 8.78e-04 |Target 013: 8.42e-04 |Target 014: 1.58e-04 +Target 015: 3.92e-04 |Target 016: 3.08e-04 |Target 017: 5.01e-04 |Target 018: 5.48e-04 |Target 019: 3.68e-04 +Target 020: 2.85e-03 |Target 021: 6.85e-04 |Target 022: 1.87e-04 |Target 023: 2.99e-04 |Target 024: 3.44e-04 + +==================== +Epoch #14 | Time: 00d 00h 04m | LR: 2.00e-03 | Epoch time: 15.74 | Train loss: 8.37e-04 | Val loss: 4.54e-04 +Target 020 has maximum loss 2.35e-03; Target 002 has minimum loss 1.06e-04 +Target 000: 1.91e-03 |Target 001: 8.91e-04 |Target 002: 1.06e-04 |Target 003: 1.94e-04 |Target 004: 2.60e-04 +Target 005: 2.13e-03 |Target 006: 1.62e-03 |Target 007: 1.36e-04 |Target 008: 3.11e-04 |Target 009: 8.06e-04 +Target 010: 1.47e-04 |Target 011: 1.95e-04 |Target 012: 7.26e-04 |Target 013: 6.95e-04 |Target 014: 1.49e-04 +Target 015: 3.57e-04 |Target 016: 2.81e-04 |Target 017: 4.86e-04 |Target 018: 5.17e-04 |Target 019: 3.29e-04 +Target 020: 2.35e-03 |Target 021: 6.55e-04 |Target 022: 1.64e-04 |Target 023: 2.74e-04 |Target 024: 3.62e-04 + +==================== +Epoch #15 | Time: 00d 00h 04m | LR: 2.00e-03 | Epoch time: 15.91 | Train loss: 7.51e-04 | Val loss: 3.89e-04 +Target 020 has maximum loss 2.07e-03; Target 007 has minimum loss 1.22e-04 +Target 000: 1.61e-03 |Target 001: 5.82e-04 |Target 002: 1.23e-04 |Target 003: 2.31e-04 |Target 004: 2.06e-04 +Target 005: 1.83e-03 |Target 006: 1.23e-03 |Target 007: 1.22e-04 |Target 008: 2.65e-04 |Target 009: 5.61e-04 +Target 010: 1.62e-04 |Target 011: 1.73e-04 |Target 012: 6.93e-04 |Target 013: 5.76e-04 |Target 014: 1.26e-04 +Target 015: 3.65e-04 |Target 016: 3.04e-04 |Target 017: 3.88e-04 |Target 018: 4.33e-04 |Target 019: 3.20e-04 +Target 020: 2.07e-03 |Target 021: 4.67e-04 |Target 022: 1.42e-04 |Target 023: 2.64e-04 |Target 024: 2.87e-04 + +==================== +Epoch #16 | Time: 00d 00h 04m | LR: 2.00e-03 | Epoch time: 15.74 | Train loss: 6.69e-04 | Val loss: 3.36e-04 +Target 020 has maximum loss 1.74e-03; Target 007 has minimum loss 1.08e-04 +Target 000: 1.43e-03 |Target 001: 5.16e-04 |Target 002: 1.37e-04 |Target 003: 1.35e-04 |Target 004: 1.72e-04 +Target 005: 1.42e-03 |Target 006: 9.43e-04 |Target 007: 1.08e-04 |Target 008: 2.15e-04 |Target 009: 4.42e-04 +Target 010: 1.24e-04 |Target 011: 1.79e-04 |Target 012: 5.94e-04 |Target 013: 5.01e-04 |Target 014: 1.20e-04 +Target 015: 3.07e-04 |Target 016: 2.09e-04 |Target 017: 3.64e-04 |Target 018: 3.70e-04 |Target 019: 2.90e-04 +Target 020: 1.74e-03 |Target 021: 3.21e-04 |Target 022: 1.40e-04 |Target 023: 2.34e-04 |Target 024: 2.61e-04 + +==================== +Epoch #17 | Time: 00d 00h 04m | LR: 2.00e-03 | Epoch time: 15.96 | Train loss: 6.34e-04 | Val loss: 3.41e-04 +Target 005 has maximum loss 1.54e-03; Target 003 has minimum loss 1.26e-04 +Target 000: 1.35e-03 |Target 001: 2.70e-04 |Target 002: 1.37e-04 |Target 003: 1.26e-04 |Target 004: 1.82e-04 +Target 005: 1.54e-03 |Target 006: 8.12e-04 |Target 007: 1.56e-04 |Target 008: 1.94e-04 |Target 009: 4.48e-04 +Target 010: 1.31e-04 |Target 011: 1.80e-04 |Target 012: 5.76e-04 |Target 013: 4.79e-04 |Target 014: 1.37e-04 +Target 015: 3.01e-04 |Target 016: 2.07e-04 |Target 017: 3.81e-04 |Target 018: 4.61e-04 |Target 019: 3.10e-04 +Target 020: 1.40e-03 |Target 021: 3.30e-04 |Target 022: 1.51e-04 |Target 023: 2.64e-04 |Target 024: 3.05e-04 + +==================== +Epoch #18 | Time: 00d 00h 05m | LR: 2.00e-03 | Epoch time: 15.82 | Train loss: 6.23e-04 | Val loss: 3.03e-04 +Target 005 has maximum loss 1.28e-03; Target 010 has minimum loss 1.04e-04 +Target 000: 1.19e-03 |Target 001: 8.25e-04 |Target 002: 1.04e-04 |Target 003: 1.14e-04 |Target 004: 1.62e-04 +Target 005: 1.28e-03 |Target 006: 1.12e-03 |Target 007: 1.44e-04 |Target 008: 1.91e-04 |Target 009: 4.21e-04 +Target 010: 1.04e-04 |Target 011: 1.53e-04 |Target 012: 4.80e-04 |Target 013: 4.22e-04 |Target 014: 1.16e-04 +Target 015: 2.76e-04 |Target 016: 1.84e-04 |Target 017: 3.23e-04 |Target 018: 3.35e-04 |Target 019: 2.62e-04 +Target 020: 1.06e-03 |Target 021: 4.58e-04 |Target 022: 1.23e-04 |Target 023: 2.24e-04 |Target 024: 3.00e-04 + +==================== +Epoch #19 | Time: 00d 00h 05m | LR: 2.00e-03 | Epoch time: 15.99 | Train loss: 5.90e-04 | Val loss: 2.96e-04 +Target 000 has maximum loss 1.23e-03; Target 007 has minimum loss 1.02e-04 +Target 000: 1.23e-03 |Target 001: 7.46e-04 |Target 002: 1.19e-04 |Target 003: 1.15e-04 |Target 004: 1.43e-04 +Target 005: 1.15e-03 |Target 006: 8.52e-04 |Target 007: 1.02e-04 |Target 008: 1.96e-04 |Target 009: 3.09e-04 +Target 010: 1.04e-04 |Target 011: 1.56e-04 |Target 012: 5.06e-04 |Target 013: 4.16e-04 |Target 014: 1.07e-04 +Target 015: 2.56e-04 |Target 016: 1.63e-04 |Target 017: 3.07e-04 |Target 018: 3.74e-04 |Target 019: 2.70e-04 +Target 020: 9.03e-04 |Target 021: 2.56e-04 |Target 022: 1.20e-04 |Target 023: 2.33e-04 |Target 024: 3.56e-04 + +==================== +Epoch #20 | Time: 00d 00h 05m | LR: 2.00e-03 | Epoch time: 15.82 | Train loss: 5.46e-04 | Val loss: 2.54e-04 +Target 005 has maximum loss 1.29e-03; Target 022 has minimum loss 1.05e-04 +Target 000: 1.04e-03 |Target 001: 3.51e-04 |Target 002: 1.24e-04 |Target 003: 1.67e-04 |Target 004: 1.37e-04 +Target 005: 1.29e-03 |Target 006: 6.75e-04 |Target 007: 3.19e-04 |Target 008: 1.78e-04 |Target 009: 2.84e-04 +Target 010: 1.36e-04 |Target 011: 1.38e-04 |Target 012: 4.05e-04 |Target 013: 3.29e-04 |Target 014: 1.13e-04 +Target 015: 2.54e-04 |Target 016: 1.96e-04 |Target 017: 2.78e-04 |Target 018: 3.26e-04 |Target 019: 2.34e-04 +Target 020: 7.08e-04 |Target 021: 2.51e-04 |Target 022: 1.05e-04 |Target 023: 2.37e-04 |Target 024: 2.30e-04 + +==================== +Epoch #21 | Time: 00d 00h 06m | LR: 2.00e-03 | Epoch time: 15.76 | Train loss: 4.75e-04 | Val loss: 2.24e-04 +Target 006 has maximum loss 1.10e-03; Target 007 has minimum loss 8.16e-05 +Target 000: 8.45e-04 |Target 001: 4.06e-04 |Target 002: 9.17e-05 |Target 003: 1.16e-04 |Target 004: 1.26e-04 +Target 005: 1.07e-03 |Target 006: 1.10e-03 |Target 007: 8.16e-05 |Target 008: 1.53e-04 |Target 009: 2.66e-04 +Target 010: 8.54e-05 |Target 011: 1.34e-04 |Target 012: 3.82e-04 |Target 013: 3.17e-04 |Target 014: 1.04e-04 +Target 015: 2.30e-04 |Target 016: 1.72e-04 |Target 017: 2.46e-04 |Target 018: 2.98e-04 |Target 019: 2.18e-04 +Target 020: 5.56e-04 |Target 021: 1.99e-04 |Target 022: 1.07e-04 |Target 023: 2.00e-04 |Target 024: 1.94e-04 + +==================== +Epoch #22 | Time: 00d 00h 06m | LR: 2.00e-03 | Epoch time: 15.90 | Train loss: 4.57e-04 | Val loss: 1.98e-04 +Target 005 has maximum loss 1.09e-03; Target 007 has minimum loss 6.83e-05 +Target 000: 8.74e-04 |Target 001: 2.59e-04 |Target 002: 9.45e-05 |Target 003: 1.05e-04 |Target 004: 1.16e-04 +Target 005: 1.09e-03 |Target 006: 5.45e-04 |Target 007: 6.83e-05 |Target 008: 1.33e-04 |Target 009: 2.20e-04 +Target 010: 8.33e-05 |Target 011: 1.24e-04 |Target 012: 3.42e-04 |Target 013: 2.76e-04 |Target 014: 8.33e-05 +Target 015: 2.16e-04 |Target 016: 1.56e-04 |Target 017: 2.32e-04 |Target 018: 2.38e-04 |Target 019: 1.97e-04 +Target 020: 4.84e-04 |Target 021: 1.81e-04 |Target 022: 9.29e-05 |Target 023: 1.82e-04 |Target 024: 1.87e-04 + +==================== +Epoch #23 | Time: 00d 00h 06m | LR: 2.00e-03 | Epoch time: 15.83 | Train loss: 4.94e-04 | Val loss: 2.17e-04 +Target 000 has maximum loss 1.05e-03; Target 002 has minimum loss 8.72e-05 +Target 000: 1.05e-03 |Target 001: 9.47e-04 |Target 002: 8.72e-05 |Target 003: 1.15e-04 |Target 004: 9.99e-05 +Target 005: 9.74e-04 |Target 006: 7.57e-04 |Target 007: 8.97e-05 |Target 008: 1.48e-04 |Target 009: 2.37e-04 +Target 010: 9.69e-05 |Target 011: 1.25e-04 |Target 012: 3.33e-04 |Target 013: 3.05e-04 |Target 014: 8.86e-05 +Target 015: 2.04e-04 |Target 016: 1.53e-04 |Target 017: 2.47e-04 |Target 018: 2.81e-04 |Target 019: 2.12e-04 +Target 020: 4.14e-04 |Target 021: 1.87e-04 |Target 022: 9.49e-05 |Target 023: 2.07e-04 |Target 024: 2.27e-04 + +==================== +Epoch #24 | Time: 00d 00h 06m | LR: 2.00e-03 | Epoch time: 15.86 | Train loss: 4.59e-04 | Val loss: 2.20e-04 +Target 005 has maximum loss 1.17e-03; Target 014 has minimum loss 9.72e-05 +Target 000: 7.88e-04 |Target 001: 8.05e-04 |Target 002: 1.86e-04 |Target 003: 1.70e-04 |Target 004: 1.15e-04 +Target 005: 1.17e-03 |Target 006: 6.79e-04 |Target 007: 9.73e-05 |Target 008: 1.69e-04 |Target 009: 1.82e-04 +Target 010: 1.44e-04 |Target 011: 1.63e-04 |Target 012: 3.18e-04 |Target 013: 3.16e-04 |Target 014: 9.72e-05 +Target 015: 2.15e-04 |Target 016: 1.83e-04 |Target 017: 2.47e-04 |Target 018: 2.70e-04 |Target 019: 2.09e-04 +Target 020: 4.22e-04 |Target 021: 1.98e-04 |Target 022: 1.01e-04 |Target 023: 2.00e-04 |Target 024: 2.27e-04 + +==================== +Epoch #25 | Time: 00d 00h 07m | LR: 2.00e-03 | Epoch time: 15.91 | Train loss: 4.20e-04 | Val loss: 1.81e-04 +Target 005 has maximum loss 8.84e-04; Target 007 has minimum loss 6.60e-05 +Target 000: 8.62e-04 |Target 001: 3.05e-04 |Target 002: 9.64e-05 |Target 003: 1.02e-04 |Target 004: 9.01e-05 +Target 005: 8.84e-04 |Target 006: 6.56e-04 |Target 007: 6.60e-05 |Target 008: 1.41e-04 |Target 009: 1.55e-04 +Target 010: 8.77e-05 |Target 011: 1.06e-04 |Target 012: 2.99e-04 |Target 013: 2.71e-04 |Target 014: 8.45e-05 +Target 015: 1.82e-04 |Target 016: 1.59e-04 |Target 017: 2.05e-04 |Target 018: 2.53e-04 |Target 019: 1.71e-04 +Target 020: 3.58e-04 |Target 021: 1.75e-04 |Target 022: 8.42e-05 |Target 023: 1.60e-04 |Target 024: 1.76e-04 + +==================== +Epoch #26 | Time: 00d 00h 07m | LR: 2.00e-03 | Epoch time: 15.60 | Train loss: 3.89e-04 | Val loss: 1.83e-04 +Target 005 has maximum loss 1.08e-03; Target 014 has minimum loss 7.47e-05 +Target 000: 8.24e-04 |Target 001: 6.81e-04 |Target 002: 1.14e-04 |Target 003: 1.31e-04 |Target 004: 9.21e-05 +Target 005: 1.08e-03 |Target 006: 4.49e-04 |Target 007: 8.55e-05 |Target 008: 1.17e-04 |Target 009: 1.47e-04 +Target 010: 8.39e-05 |Target 011: 1.14e-04 |Target 012: 3.10e-04 |Target 013: 2.74e-04 |Target 014: 7.47e-05 +Target 015: 1.69e-04 |Target 016: 1.30e-04 |Target 017: 2.29e-04 |Target 018: 2.40e-04 |Target 019: 1.56e-04 +Target 020: 3.24e-04 |Target 021: 1.39e-04 |Target 022: 8.48e-05 |Target 023: 1.46e-04 |Target 024: 2.04e-04 + +==================== +Epoch #27 | Time: 00d 00h 07m | LR: 2.00e-03 | Epoch time: 15.87 | Train loss: 3.72e-04 | Val loss: 1.75e-04 +Target 005 has maximum loss 9.04e-04; Target 007 has minimum loss 5.41e-05 +Target 000: 8.19e-04 |Target 001: 2.47e-04 |Target 002: 9.51e-05 |Target 003: 8.47e-05 |Target 004: 9.46e-05 +Target 005: 9.04e-04 |Target 006: 5.40e-04 |Target 007: 5.41e-05 |Target 008: 1.54e-04 |Target 009: 1.99e-04 +Target 010: 6.55e-05 |Target 011: 1.08e-04 |Target 012: 2.49e-04 |Target 013: 2.23e-04 |Target 014: 7.36e-05 +Target 015: 1.62e-04 |Target 016: 1.69e-04 |Target 017: 2.05e-04 |Target 018: 2.42e-04 |Target 019: 1.77e-04 +Target 020: 3.07e-04 |Target 021: 1.82e-04 |Target 022: 8.53e-05 |Target 023: 1.65e-04 |Target 024: 1.88e-04 + +==================== +Epoch #28 | Time: 00d 00h 07m | LR: 2.00e-03 | Epoch time: 15.84 | Train loss: 3.86e-04 | Val loss: 2.21e-04 +Target 001 has maximum loss 1.61e-03; Target 010 has minimum loss 6.22e-05 +Target 000: 6.65e-04 |Target 001: 1.61e-03 |Target 002: 1.25e-04 |Target 003: 9.91e-05 |Target 004: 9.08e-05 +Target 005: 8.37e-04 |Target 006: 5.13e-04 |Target 007: 6.57e-05 |Target 008: 1.33e-04 |Target 009: 2.12e-04 +Target 010: 6.22e-05 |Target 011: 1.12e-04 |Target 012: 3.08e-04 |Target 013: 2.62e-04 |Target 014: 6.88e-05 +Target 015: 1.67e-04 |Target 016: 2.18e-04 |Target 017: 2.26e-04 |Target 018: 2.69e-04 |Target 019: 2.18e-04 +Target 020: 2.95e-04 |Target 021: 2.24e-04 |Target 022: 8.07e-05 |Target 023: 2.04e-04 |Target 024: 3.38e-04 + +==================== +Epoch #29 | Time: 00d 00h 08m | LR: 2.00e-03 | Epoch time: 16.06 | Train loss: 4.76e-04 | Val loss: 2.02e-04 +Target 000 has maximum loss 8.92e-04; Target 007 has minimum loss 6.60e-05 +Target 000: 8.92e-04 |Target 001: 8.66e-04 |Target 002: 8.46e-05 |Target 003: 9.27e-05 |Target 004: 7.66e-05 +Target 005: 8.43e-04 |Target 006: 8.65e-04 |Target 007: 6.60e-05 |Target 008: 1.41e-04 |Target 009: 1.50e-04 +Target 010: 6.75e-05 |Target 011: 9.43e-05 |Target 012: 2.81e-04 |Target 013: 2.57e-04 |Target 014: 6.91e-05 +Target 015: 1.69e-04 |Target 016: 1.41e-04 |Target 017: 1.93e-04 |Target 018: 2.63e-04 |Target 019: 1.71e-04 +Target 020: 2.63e-04 |Target 021: 1.76e-04 |Target 022: 7.61e-05 |Target 023: 1.53e-04 |Target 024: 3.51e-04 + +==================== +Epoch #30 | Time: 00d 00h 08m | LR: 2.00e-03 | Epoch time: 15.67 | Train loss: 4.14e-04 | Val loss: 1.88e-04 +Target 001 has maximum loss 1.25e-03; Target 007 has minimum loss 5.59e-05 +Target 000: 5.67e-04 |Target 001: 1.25e-03 |Target 002: 9.93e-05 |Target 003: 1.91e-04 |Target 004: 7.91e-05 +Target 005: 7.53e-04 |Target 006: 6.21e-04 |Target 007: 5.59e-05 |Target 008: 1.09e-04 |Target 009: 1.34e-04 +Target 010: 1.00e-04 |Target 011: 1.02e-04 |Target 012: 3.07e-04 |Target 013: 2.67e-04 |Target 014: 7.35e-05 +Target 015: 1.62e-04 |Target 016: 1.47e-04 |Target 017: 1.77e-04 |Target 018: 2.03e-04 |Target 019: 1.66e-04 +Target 020: 2.50e-04 |Target 021: 1.59e-04 |Target 022: 7.64e-05 |Target 023: 1.37e-04 |Target 024: 2.89e-04 + +==================== +Epoch #31 | Time: 00d 00h 08m | LR: 2.00e-03 | Epoch time: 15.91 | Train loss: 3.29e-04 | Val loss: 1.34e-04 +Target 005 has maximum loss 6.54e-04; Target 007 has minimum loss 5.04e-05 +Target 000: 5.74e-04 |Target 001: 3.01e-04 |Target 002: 8.98e-05 |Target 003: 7.51e-05 |Target 004: 7.73e-05 +Target 005: 6.54e-04 |Target 006: 3.68e-04 |Target 007: 5.04e-05 |Target 008: 9.02e-05 |Target 009: 1.13e-04 +Target 010: 6.65e-05 |Target 011: 8.98e-05 |Target 012: 1.99e-04 |Target 013: 1.87e-04 |Target 014: 6.48e-05 +Target 015: 1.37e-04 |Target 016: 1.01e-04 |Target 017: 1.55e-04 |Target 018: 2.02e-04 |Target 019: 1.26e-04 +Target 020: 2.40e-04 |Target 021: 1.31e-04 |Target 022: 7.17e-05 |Target 023: 1.24e-04 |Target 024: 1.37e-04 + +==================== +Epoch #32 | Time: 00d 00h 09m | LR: 2.00e-03 | Epoch time: 15.92 | Train loss: 2.96e-04 | Val loss: 1.29e-04 +Target 000 has maximum loss 5.88e-04; Target 007 has minimum loss 4.42e-05 +Target 000: 5.88e-04 |Target 001: 1.28e-04 |Target 002: 9.02e-05 |Target 003: 6.77e-05 |Target 004: 7.07e-05 +Target 005: 5.78e-04 |Target 006: 4.37e-04 |Target 007: 4.42e-05 |Target 008: 8.95e-05 |Target 009: 1.28e-04 +Target 010: 5.02e-05 |Target 011: 8.16e-05 |Target 012: 2.04e-04 |Target 013: 1.90e-04 |Target 014: 6.07e-05 +Target 015: 1.23e-04 |Target 016: 1.02e-04 |Target 017: 1.48e-04 |Target 018: 1.83e-04 |Target 019: 1.24e-04 +Target 020: 2.16e-04 |Target 021: 1.33e-04 |Target 022: 6.56e-05 |Target 023: 1.11e-04 |Target 024: 1.35e-04 + +==================== +Epoch #33 | Time: 00d 00h 09m | LR: 2.00e-03 | Epoch time: 15.91 | Train loss: 2.96e-04 | Val loss: 1.49e-04 +Target 005 has maximum loss 5.56e-04; Target 014 has minimum loss 7.32e-05 +Target 000: 4.88e-04 |Target 001: 3.25e-04 |Target 002: 9.76e-05 |Target 003: 1.07e-04 |Target 004: 8.03e-05 +Target 005: 5.56e-04 |Target 006: 4.23e-04 |Target 007: 8.69e-05 |Target 008: 1.24e-04 |Target 009: 1.35e-04 +Target 010: 8.98e-05 |Target 011: 1.01e-04 |Target 012: 1.89e-04 |Target 013: 1.90e-04 |Target 014: 7.32e-05 +Target 015: 1.32e-04 |Target 016: 1.18e-04 |Target 017: 1.72e-04 |Target 018: 2.44e-04 |Target 019: 1.46e-04 +Target 020: 2.02e-04 |Target 021: 1.56e-04 |Target 022: 7.34e-05 |Target 023: 1.57e-04 |Target 024: 1.59e-04 + +==================== +Epoch #34 | Time: 00d 00h 09m | LR: 2.00e-03 | Epoch time: 15.73 | Train loss: 2.88e-04 | Val loss: 1.50e-04 +Target 000 has maximum loss 6.16e-04; Target 010 has minimum loss 5.98e-05 +Target 000: 6.16e-04 |Target 001: 5.39e-04 |Target 002: 1.12e-04 |Target 003: 1.07e-04 |Target 004: 8.00e-05 +Target 005: 5.32e-04 |Target 006: 5.12e-04 |Target 007: 8.35e-05 |Target 008: 1.29e-04 |Target 009: 1.66e-04 +Target 010: 5.98e-05 |Target 011: 1.08e-04 |Target 012: 1.66e-04 |Target 013: 1.63e-04 |Target 014: 8.12e-05 +Target 015: 1.48e-04 |Target 016: 1.69e-04 |Target 017: 1.54e-04 |Target 018: 1.94e-04 |Target 019: 1.53e-04 +Target 020: 1.91e-04 |Target 021: 1.34e-04 |Target 022: 7.84e-05 |Target 023: 1.53e-04 |Target 024: 1.82e-04 + +==================== +Epoch #35 | Time: 00d 00h 09m | LR: 2.00e-03 | Epoch time: 15.82 | Train loss: 2.92e-04 | Val loss: 1.20e-04 +Target 000 has maximum loss 4.20e-04; Target 010 has minimum loss 5.67e-05 +Target 000: 4.20e-04 |Target 001: 2.14e-04 |Target 002: 8.59e-05 |Target 003: 7.21e-05 |Target 004: 7.80e-05 +Target 005: 3.77e-04 |Target 006: 4.20e-04 |Target 007: 5.89e-05 |Target 008: 9.78e-05 |Target 009: 1.29e-04 +Target 010: 5.67e-05 |Target 011: 7.85e-05 |Target 012: 1.56e-04 |Target 013: 1.56e-04 |Target 014: 6.20e-05 +Target 015: 1.19e-04 |Target 016: 1.00e-04 |Target 017: 1.21e-04 |Target 018: 1.65e-04 |Target 019: 1.36e-04 +Target 020: 1.79e-04 |Target 021: 1.18e-04 |Target 022: 6.08e-05 |Target 023: 1.22e-04 |Target 024: 1.31e-04 + +==================== +Epoch #36 | Time: 00d 00h 10m | LR: 2.00e-03 | Epoch time: 15.97 | Train loss: 2.81e-04 | Val loss: 1.44e-04 +Target 000 has maximum loss 5.54e-04; Target 003 has minimum loss 6.56e-05 +Target 000: 5.54e-04 |Target 001: 2.99e-04 |Target 002: 9.65e-05 |Target 003: 6.56e-05 |Target 004: 8.13e-05 +Target 005: 3.42e-04 |Target 006: 4.60e-04 |Target 007: 6.76e-05 |Target 008: 1.14e-04 |Target 009: 2.19e-04 +Target 010: 7.44e-05 |Target 011: 9.61e-05 |Target 012: 1.67e-04 |Target 013: 1.88e-04 |Target 014: 7.55e-05 +Target 015: 1.14e-04 |Target 016: 1.28e-04 |Target 017: 1.24e-04 |Target 018: 2.45e-04 |Target 019: 1.41e-04 +Target 020: 1.66e-04 |Target 021: 1.57e-04 |Target 022: 8.30e-05 |Target 023: 1.38e-04 |Target 024: 1.67e-04 + +==================== +Epoch #37 | Time: 00d 00h 10m | LR: 2.00e-03 | Epoch time: 15.96 | Train loss: 3.52e-04 | Val loss: 1.26e-04 +Target 005 has maximum loss 6.44e-04; Target 004 has minimum loss 5.93e-05 +Target 000: 5.03e-04 |Target 001: 4.66e-04 |Target 002: 9.42e-05 |Target 003: 1.52e-04 |Target 004: 5.93e-05 +Target 005: 6.44e-04 |Target 006: 2.88e-04 |Target 007: 6.59e-05 |Target 008: 1.36e-04 |Target 009: 1.11e-04 +Target 010: 1.77e-04 |Target 011: 7.61e-05 |Target 012: 1.41e-04 |Target 013: 1.38e-04 |Target 014: 6.25e-05 +Target 015: 1.06e-04 |Target 016: 1.19e-04 |Target 017: 1.15e-04 |Target 018: 1.66e-04 |Target 019: 1.16e-04 +Target 020: 1.46e-04 |Target 021: 1.10e-04 |Target 022: 6.90e-05 |Target 023: 1.23e-04 |Target 024: 1.55e-04 + +==================== +Epoch #38 | Time: 00d 00h 10m | LR: 2.00e-03 | Epoch time: 16.07 | Train loss: 2.57e-04 | Val loss: 1.14e-04 +Target 000 has maximum loss 3.91e-04; Target 007 has minimum loss 4.25e-05 +Target 000: 3.91e-04 |Target 001: 1.63e-04 |Target 002: 1.02e-04 |Target 003: 7.21e-05 |Target 004: 6.13e-05 +Target 005: 2.47e-04 |Target 006: 2.55e-04 |Target 007: 4.25e-05 |Target 008: 7.18e-05 |Target 009: 1.00e-04 +Target 010: 5.24e-05 |Target 011: 6.56e-05 |Target 012: 1.35e-04 |Target 013: 1.48e-04 |Target 014: 5.99e-05 +Target 015: 9.86e-05 |Target 016: 8.28e-05 |Target 017: 1.09e-04 |Target 018: 1.74e-04 |Target 019: 1.07e-04 +Target 020: 1.25e-04 |Target 021: 1.16e-04 |Target 022: 6.25e-05 |Target 023: 1.02e-04 |Target 024: 1.74e-04 + +==================== +Epoch #39 | Time: 00d 00h 10m | LR: 2.00e-03 | Epoch time: 15.90 | Train loss: 2.43e-04 | Val loss: 1.24e-04 +Target 005 has maximum loss 6.28e-04; Target 014 has minimum loss 5.84e-05 +Target 000: 4.14e-04 |Target 001: 4.69e-04 |Target 002: 9.37e-05 |Target 003: 8.58e-05 |Target 004: 5.92e-05 +Target 005: 6.28e-04 |Target 006: 4.71e-04 |Target 007: 6.16e-05 |Target 008: 9.91e-05 |Target 009: 1.00e-04 +Target 010: 5.88e-05 |Target 011: 7.06e-05 |Target 012: 1.16e-04 |Target 013: 1.35e-04 |Target 014: 5.84e-05 +Target 015: 9.23e-05 |Target 016: 9.70e-05 |Target 017: 1.15e-04 |Target 018: 1.73e-04 |Target 019: 1.34e-04 +Target 020: 1.20e-04 |Target 021: 9.78e-05 |Target 022: 6.10e-05 |Target 023: 1.17e-04 |Target 024: 1.87e-04 + +==================== +Epoch #40 | Time: 00d 00h 11m | LR: 2.00e-03 | Epoch time: 16.00 | Train loss: 2.62e-04 | Val loss: 1.01e-04 +Target 000 has maximum loss 5.43e-04; Target 010 has minimum loss 4.43e-05 +Target 000: 5.43e-04 |Target 001: 2.52e-04 |Target 002: 9.12e-05 |Target 003: 6.06e-05 |Target 004: 7.41e-05 +Target 005: 2.25e-04 |Target 006: 5.08e-04 |Target 007: 4.66e-05 |Target 008: 7.41e-05 |Target 009: 1.13e-04 +Target 010: 4.43e-05 |Target 011: 6.67e-05 |Target 012: 1.15e-04 |Target 013: 1.13e-04 |Target 014: 5.62e-05 +Target 015: 9.25e-05 |Target 016: 8.30e-05 |Target 017: 8.90e-05 |Target 018: 1.48e-04 |Target 019: 1.06e-04 +Target 020: 1.19e-04 |Target 021: 9.54e-05 |Target 022: 5.94e-05 |Target 023: 9.91e-05 |Target 024: 1.15e-04 + +==================== +Epoch #41 | Time: 00d 00h 11m | LR: 2.00e-03 | Epoch time: 15.81 | Train loss: 2.53e-04 | Val loss: 1.29e-04 +Target 001 has maximum loss 3.75e-04; Target 007 has minimum loss 5.21e-05 +Target 000: 3.63e-04 |Target 001: 3.75e-04 |Target 002: 7.52e-05 |Target 003: 1.25e-04 |Target 004: 5.86e-05 +Target 005: 2.98e-04 |Target 006: 2.13e-04 |Target 007: 5.21e-05 |Target 008: 9.30e-05 |Target 009: 2.37e-04 +Target 010: 6.03e-05 |Target 011: 7.21e-05 |Target 012: 1.06e-04 |Target 013: 1.10e-04 |Target 014: 5.61e-05 +Target 015: 1.00e-04 |Target 016: 1.20e-04 |Target 017: 1.01e-04 |Target 018: 1.88e-04 |Target 019: 1.40e-04 +Target 020: 1.14e-04 |Target 021: 2.28e-04 |Target 022: 5.95e-05 |Target 023: 1.36e-04 |Target 024: 1.94e-04 + +==================== +Epoch #42 | Time: 00d 00h 11m | LR: 2.00e-03 | Epoch time: 15.80 | Train loss: 2.53e-04 | Val loss: 9.71e-05 +Target 001 has maximum loss 5.22e-04; Target 007 has minimum loss 3.41e-05 +Target 000: 4.39e-04 |Target 001: 5.22e-04 |Target 002: 7.46e-05 |Target 003: 5.84e-05 |Target 004: 5.06e-05 +Target 005: 2.55e-04 |Target 006: 3.56e-04 |Target 007: 3.41e-05 |Target 008: 7.39e-05 |Target 009: 1.29e-04 +Target 010: 4.33e-05 |Target 011: 5.00e-05 |Target 012: 1.05e-04 |Target 013: 9.27e-05 |Target 014: 4.89e-05 +Target 015: 7.95e-05 |Target 016: 9.88e-05 |Target 017: 9.07e-05 |Target 018: 1.37e-04 |Target 019: 1.13e-04 +Target 020: 9.91e-05 |Target 021: 1.04e-04 |Target 022: 5.55e-05 |Target 023: 1.02e-04 |Target 024: 1.11e-04 + +==================== +Epoch #43 | Time: 00d 00h 12m | LR: 2.00e-03 | Epoch time: 15.80 | Train loss: 2.08e-04 | Val loss: 1.00e-04 +Target 000 has maximum loss 6.06e-04; Target 004 has minimum loss 4.83e-05 +Target 000: 6.06e-04 |Target 001: 2.52e-04 |Target 002: 7.30e-05 |Target 003: 7.53e-05 |Target 004: 4.83e-05 +Target 005: 3.03e-04 |Target 006: 2.20e-04 |Target 007: 8.00e-05 |Target 008: 8.20e-05 |Target 009: 1.11e-04 +Target 010: 7.21e-05 |Target 011: 4.94e-05 |Target 012: 1.12e-04 |Target 013: 9.30e-05 |Target 014: 5.95e-05 +Target 015: 7.92e-05 |Target 016: 7.71e-05 |Target 017: 9.74e-05 |Target 018: 1.37e-04 |Target 019: 1.01e-04 +Target 020: 9.35e-05 |Target 021: 1.14e-04 |Target 022: 6.77e-05 |Target 023: 1.03e-04 |Target 024: 1.22e-04 + +==================== +Epoch #44 | Time: 00d 00h 12m | LR: 2.00e-03 | Epoch time: 15.78 | Train loss: 2.05e-04 | Val loss: 1.02e-04 +Target 000 has maximum loss 4.26e-04; Target 010 has minimum loss 3.06e-05 +Target 000: 4.26e-04 |Target 001: 2.14e-04 |Target 002: 6.90e-05 |Target 003: 5.55e-05 |Target 004: 5.08e-05 +Target 005: 2.51e-04 |Target 006: 3.25e-04 |Target 007: 3.64e-05 |Target 008: 6.91e-05 |Target 009: 1.06e-04 +Target 010: 3.06e-05 |Target 011: 6.11e-05 |Target 012: 1.05e-04 |Target 013: 9.53e-05 |Target 014: 6.32e-05 +Target 015: 8.24e-05 |Target 016: 8.47e-05 |Target 017: 1.01e-04 |Target 018: 1.68e-04 |Target 019: 1.09e-04 +Target 020: 8.76e-05 |Target 021: 1.22e-04 |Target 022: 7.32e-05 |Target 023: 1.02e-04 |Target 024: 1.29e-04 + +==================== +Epoch #45 | Time: 00d 00h 12m | LR: 2.00e-03 | Epoch time: 15.93 | Train loss: 1.95e-04 | Val loss: 7.82e-05 +Target 000 has maximum loss 3.24e-04; Target 007 has minimum loss 3.03e-05 +Target 000: 3.24e-04 |Target 001: 1.17e-04 |Target 002: 6.79e-05 |Target 003: 5.38e-05 |Target 004: 5.13e-05 +Target 005: 3.05e-04 |Target 006: 2.46e-04 |Target 007: 3.03e-05 |Target 008: 6.06e-05 |Target 009: 7.99e-05 +Target 010: 5.63e-05 |Target 011: 5.03e-05 |Target 012: 9.68e-05 |Target 013: 8.14e-05 |Target 014: 4.77e-05 +Target 015: 7.75e-05 |Target 016: 7.04e-05 |Target 017: 7.15e-05 |Target 018: 1.17e-04 |Target 019: 8.30e-05 +Target 020: 8.74e-05 |Target 021: 8.78e-05 |Target 022: 5.26e-05 |Target 023: 8.25e-05 |Target 024: 8.00e-05 + +==================== +Epoch #46 | Time: 00d 00h 12m | LR: 2.00e-03 | Epoch time: 15.76 | Train loss: 1.83e-04 | Val loss: 8.39e-05 +Target 000 has maximum loss 3.38e-04; Target 007 has minimum loss 3.11e-05 +Target 000: 3.38e-04 |Target 001: 1.46e-04 |Target 002: 5.89e-05 |Target 003: 5.42e-05 |Target 004: 5.08e-05 +Target 005: 3.15e-04 |Target 006: 2.49e-04 |Target 007: 3.11e-05 |Target 008: 6.92e-05 |Target 009: 1.11e-04 +Target 010: 3.80e-05 |Target 011: 5.54e-05 |Target 012: 9.04e-05 |Target 013: 8.56e-05 |Target 014: 4.91e-05 +Target 015: 7.79e-05 |Target 016: 7.71e-05 |Target 017: 8.10e-05 |Target 018: 1.33e-04 |Target 019: 9.34e-05 +Target 020: 8.65e-05 |Target 021: 1.01e-04 |Target 022: 5.84e-05 |Target 023: 9.23e-05 |Target 024: 8.37e-05 + +==================== +Epoch #47 | Time: 00d 00h 13m | LR: 2.00e-03 | Epoch time: 15.82 | Train loss: 1.99e-04 | Val loss: 1.06e-04 +Target 000 has maximum loss 3.48e-04; Target 007 has minimum loss 4.20e-05 +Target 000: 3.48e-04 |Target 001: 2.16e-04 |Target 002: 7.56e-05 |Target 003: 9.23e-05 |Target 004: 5.26e-05 +Target 005: 1.77e-04 |Target 006: 1.79e-04 |Target 007: 4.20e-05 |Target 008: 7.70e-05 |Target 009: 1.14e-04 +Target 010: 4.97e-05 |Target 011: 4.85e-05 |Target 012: 9.11e-05 |Target 013: 1.12e-04 |Target 014: 5.58e-05 +Target 015: 7.91e-05 |Target 016: 7.56e-05 |Target 017: 1.06e-04 |Target 018: 1.75e-04 |Target 019: 1.06e-04 +Target 020: 9.30e-05 |Target 021: 1.16e-04 |Target 022: 6.66e-05 |Target 023: 1.25e-04 |Target 024: 1.53e-04 + +==================== +Epoch #48 | Time: 00d 00h 13m | LR: 2.00e-03 | Epoch time: 15.92 | Train loss: 2.63e-04 | Val loss: 1.67e-04 +Target 001 has maximum loss 9.68e-04; Target 007 has minimum loss 5.71e-05 +Target 000: 5.25e-04 |Target 001: 9.68e-04 |Target 002: 1.72e-04 |Target 003: 3.10e-04 |Target 004: 7.94e-05 +Target 005: 6.48e-04 |Target 006: 6.19e-04 |Target 007: 5.71e-05 |Target 008: 8.96e-05 |Target 009: 1.57e-04 +Target 010: 1.54e-04 |Target 011: 6.33e-05 |Target 012: 9.96e-05 |Target 013: 1.24e-04 |Target 014: 9.09e-05 +Target 015: 1.22e-04 |Target 016: 2.31e-04 |Target 017: 1.69e-04 |Target 018: 3.94e-04 |Target 019: 1.34e-04 +Target 020: 1.11e-04 |Target 021: 1.71e-04 |Target 022: 9.31e-05 |Target 023: 1.40e-04 |Target 024: 2.11e-04 + +==================== +Epoch #49 | Time: 00d 00h 13m | LR: 2.00e-03 | Epoch time: 15.84 | Train loss: 2.99e-04 | Val loss: 1.54e-04 +Target 005 has maximum loss 4.98e-04; Target 011 has minimum loss 5.16e-05 +Target 000: 4.45e-04 |Target 001: 2.89e-04 |Target 002: 9.97e-05 |Target 003: 1.11e-04 |Target 004: 6.53e-05 +Target 005: 4.98e-04 |Target 006: 4.57e-04 |Target 007: 8.25e-05 |Target 008: 1.06e-04 |Target 009: 1.44e-04 +Target 010: 6.05e-05 |Target 011: 5.16e-05 |Target 012: 1.56e-04 |Target 013: 2.10e-04 |Target 014: 6.77e-05 +Target 015: 9.57e-05 |Target 016: 2.05e-04 |Target 017: 1.80e-04 |Target 018: 2.37e-04 |Target 019: 1.07e-04 +Target 020: 1.13e-04 |Target 021: 1.23e-04 |Target 022: 6.39e-05 |Target 023: 1.09e-04 |Target 024: 2.94e-04 + +==================== +Epoch #50 | Time: 00d 00h 13m | LR: 2.00e-03 | Epoch time: 16.04 | Train loss: 2.42e-04 | Val loss: 9.20e-05 +Target 005 has maximum loss 4.16e-04; Target 010 has minimum loss 3.93e-05 +Target 000: 3.36e-04 |Target 001: 2.81e-04 |Target 002: 6.38e-05 |Target 003: 4.94e-05 |Target 004: 4.73e-05 +Target 005: 4.16e-04 |Target 006: 2.57e-04 |Target 007: 6.74e-05 |Target 008: 6.92e-05 |Target 009: 9.96e-05 +Target 010: 3.93e-05 |Target 011: 4.62e-05 |Target 012: 9.70e-05 |Target 013: 9.53e-05 |Target 014: 4.73e-05 +Target 015: 7.29e-05 |Target 016: 9.62e-05 |Target 017: 7.30e-05 |Target 018: 1.79e-04 |Target 019: 8.69e-05 +Target 020: 9.08e-05 |Target 021: 8.44e-05 |Target 022: 5.27e-05 |Target 023: 9.49e-05 |Target 024: 1.16e-04 + +==================== +Epoch #51 | Time: 00d 00h 14m | LR: 2.00e-03 | Epoch time: 15.80 | Train loss: 2.19e-04 | Val loss: 1.20e-04 +Target 000 has maximum loss 3.58e-04; Target 004 has minimum loss 5.03e-05 +Target 000: 3.58e-04 |Target 001: 2.59e-04 |Target 002: 7.79e-05 |Target 003: 1.15e-04 |Target 004: 5.03e-05 +Target 005: 1.85e-04 |Target 006: 2.41e-04 |Target 007: 7.01e-05 |Target 008: 1.08e-04 |Target 009: 1.60e-04 +Target 010: 7.75e-05 |Target 011: 5.74e-05 |Target 012: 1.01e-04 |Target 013: 1.03e-04 |Target 014: 6.49e-05 +Target 015: 7.48e-05 |Target 016: 1.11e-04 |Target 017: 9.19e-05 |Target 018: 2.12e-04 |Target 019: 1.50e-04 +Target 020: 9.22e-05 |Target 021: 1.54e-04 |Target 022: 7.19e-05 |Target 023: 1.88e-04 |Target 024: 1.28e-04 + +==================== +Epoch #52 | Time: 00d 00h 14m | LR: 2.00e-03 | Epoch time: 16.02 | Train loss: 1.86e-04 | Val loss: 6.46e-05 +Target 000 has maximum loss 3.13e-04; Target 007 has minimum loss 2.62e-05 +Target 000: 3.13e-04 |Target 001: 9.96e-05 |Target 002: 4.25e-05 |Target 003: 3.96e-05 |Target 004: 3.84e-05 +Target 005: 1.15e-04 |Target 006: 2.00e-04 |Target 007: 2.62e-05 |Target 008: 5.24e-05 |Target 009: 6.99e-05 +Target 010: 3.08e-05 |Target 011: 3.41e-05 |Target 012: 7.87e-05 |Target 013: 7.61e-05 |Target 014: 3.79e-05 +Target 015: 5.93e-05 |Target 016: 5.39e-05 |Target 017: 6.25e-05 |Target 018: 1.23e-04 |Target 019: 6.40e-05 +Target 020: 7.63e-05 |Target 021: 6.63e-05 |Target 022: 4.64e-05 |Target 023: 6.96e-05 |Target 024: 6.37e-05 + +==================== +Epoch #53 | Time: 00d 00h 14m | LR: 2.00e-03 | Epoch time: 15.97 | Train loss: 1.58e-04 | Val loss: 6.67e-05 +Target 000 has maximum loss 3.11e-04; Target 007 has minimum loss 3.40e-05 +Target 000: 3.11e-04 |Target 001: 1.98e-04 |Target 002: 4.07e-05 |Target 003: 5.07e-05 |Target 004: 4.14e-05 +Target 005: 1.25e-04 |Target 006: 2.03e-04 |Target 007: 3.40e-05 |Target 008: 5.68e-05 |Target 009: 7.72e-05 +Target 010: 3.43e-05 |Target 011: 3.70e-05 |Target 012: 7.68e-05 |Target 013: 7.07e-05 |Target 014: 3.69e-05 +Target 015: 5.77e-05 |Target 016: 6.67e-05 |Target 017: 5.92e-05 |Target 018: 1.05e-04 |Target 019: 6.50e-05 +Target 020: 7.61e-05 |Target 021: 7.18e-05 |Target 022: 4.59e-05 |Target 023: 7.46e-05 |Target 024: 7.31e-05 + +==================== +Epoch #54 | Time: 00d 00h 14m | LR: 2.00e-03 | Epoch time: 15.84 | Train loss: 1.63e-04 | Val loss: 6.73e-05 +Target 000 has maximum loss 3.71e-04; Target 010 has minimum loss 3.06e-05 +Target 000: 3.71e-04 |Target 001: 8.08e-05 |Target 002: 4.38e-05 |Target 003: 4.80e-05 |Target 004: 3.75e-05 +Target 005: 2.07e-04 |Target 006: 1.70e-04 |Target 007: 4.70e-05 |Target 008: 5.63e-05 |Target 009: 8.28e-05 +Target 010: 3.06e-05 |Target 011: 3.25e-05 |Target 012: 8.45e-05 |Target 013: 7.40e-05 |Target 014: 4.05e-05 +Target 015: 5.63e-05 |Target 016: 6.33e-05 |Target 017: 5.55e-05 |Target 018: 1.06e-04 |Target 019: 6.67e-05 +Target 020: 7.20e-05 |Target 021: 6.92e-05 |Target 022: 4.59e-05 |Target 023: 7.59e-05 |Target 024: 7.16e-05 + +==================== +Epoch #55 | Time: 00d 00h 15m | LR: 2.00e-03 | Epoch time: 15.56 | Train loss: 1.58e-04 | Val loss: 6.39e-05 +Target 000 has maximum loss 3.16e-04; Target 007 has minimum loss 2.29e-05 +Target 000: 3.16e-04 |Target 001: 1.25e-04 |Target 002: 3.80e-05 |Target 003: 4.95e-05 |Target 004: 3.72e-05 +Target 005: 1.24e-04 |Target 006: 1.61e-04 |Target 007: 2.29e-05 |Target 008: 5.29e-05 |Target 009: 9.23e-05 +Target 010: 2.45e-05 |Target 011: 3.27e-05 |Target 012: 7.24e-05 |Target 013: 7.63e-05 |Target 014: 3.61e-05 +Target 015: 6.00e-05 |Target 016: 4.88e-05 |Target 017: 5.72e-05 |Target 018: 9.83e-05 |Target 019: 6.34e-05 +Target 020: 7.03e-05 |Target 021: 8.57e-05 |Target 022: 4.68e-05 |Target 023: 7.08e-05 |Target 024: 6.63e-05 + +==================== +Epoch #56 | Time: 00d 00h 15m | LR: 2.00e-03 | Epoch time: 15.82 | Train loss: 1.81e-04 | Val loss: 1.52e-04 +Target 006 has maximum loss 3.93e-04; Target 004 has minimum loss 6.71e-05 +Target 000: 3.62e-04 |Target 001: 3.36e-04 |Target 002: 9.91e-05 |Target 003: 1.25e-04 |Target 004: 6.71e-05 +Target 005: 1.74e-04 |Target 006: 3.93e-04 |Target 007: 1.35e-04 |Target 008: 2.91e-04 |Target 009: 1.56e-04 +Target 010: 8.69e-05 |Target 011: 1.14e-04 |Target 012: 1.00e-04 |Target 013: 1.45e-04 |Target 014: 9.36e-05 +Target 015: 1.15e-04 |Target 016: 3.07e-04 |Target 017: 1.52e-04 |Target 018: 2.79e-04 |Target 019: 1.98e-04 +Target 020: 9.49e-05 |Target 021: 1.37e-04 |Target 022: 8.34e-05 |Target 023: 1.82e-04 |Target 024: 1.56e-04 + +==================== +Epoch #57 | Time: 00d 00h 15m | LR: 2.00e-03 | Epoch time: 15.58 | Train loss: 2.17e-04 | Val loss: 9.75e-05 +Target 000 has maximum loss 4.67e-04; Target 010 has minimum loss 3.15e-05 +Target 000: 4.67e-04 |Target 001: 2.47e-04 |Target 002: 4.60e-05 |Target 003: 7.33e-05 |Target 004: 5.46e-05 +Target 005: 1.67e-04 |Target 006: 4.29e-04 |Target 007: 6.58e-05 |Target 008: 1.59e-04 |Target 009: 9.98e-05 +Target 010: 3.15e-05 |Target 011: 6.47e-05 |Target 012: 8.71e-05 |Target 013: 9.57e-05 |Target 014: 5.65e-05 +Target 015: 7.33e-05 |Target 016: 1.32e-04 |Target 017: 9.55e-05 |Target 018: 1.51e-04 |Target 019: 1.02e-04 +Target 020: 7.87e-05 |Target 021: 8.98e-05 |Target 022: 6.09e-05 |Target 023: 1.12e-04 |Target 024: 1.11e-04 + +==================== +Epoch #58 | Time: 00d 00h 16m | LR: 2.00e-03 | Epoch time: 15.45 | Train loss: 2.19e-04 | Val loss: 1.25e-04 +Target 001 has maximum loss 8.40e-04; Target 002 has minimum loss 3.99e-05 +Target 000: 2.96e-04 |Target 001: 8.40e-04 |Target 002: 3.99e-05 |Target 003: 1.14e-04 |Target 004: 5.71e-05 +Target 005: 2.56e-04 |Target 006: 2.24e-04 |Target 007: 7.20e-05 |Target 008: 1.09e-04 |Target 009: 1.84e-04 +Target 010: 6.65e-05 |Target 011: 4.64e-05 |Target 012: 1.18e-04 |Target 013: 1.03e-04 |Target 014: 4.94e-05 +Target 015: 5.97e-05 |Target 016: 7.24e-05 |Target 017: 1.03e-04 |Target 018: 1.91e-04 |Target 019: 1.53e-04 +Target 020: 1.06e-04 |Target 021: 1.14e-04 |Target 022: 5.90e-05 |Target 023: 1.50e-04 |Target 024: 1.89e-04 + +==================== +Epoch #59 | Time: 00d 00h 16m | LR: 2.00e-03 | Epoch time: 15.58 | Train loss: 1.79e-04 | Val loss: 9.23e-05 +Target 001 has maximum loss 8.34e-04; Target 002 has minimum loss 4.19e-05 +Target 000: 6.51e-04 |Target 001: 8.34e-04 |Target 002: 4.19e-05 |Target 003: 1.00e-04 |Target 004: 4.35e-05 +Target 005: 2.04e-04 |Target 006: 4.11e-04 |Target 007: 8.11e-05 |Target 008: 7.64e-05 |Target 009: 1.04e-04 +Target 010: 8.64e-05 |Target 011: 4.77e-05 |Target 012: 8.18e-05 |Target 013: 1.01e-04 |Target 014: 4.26e-05 +Target 015: 6.13e-05 |Target 016: 7.73e-05 |Target 017: 6.76e-05 |Target 018: 1.18e-04 |Target 019: 8.86e-05 +Target 020: 6.94e-05 |Target 021: 1.17e-04 |Target 022: 4.75e-05 |Target 023: 9.36e-05 |Target 024: 1.09e-04 + +==================== +Epoch #60 | Time: 00d 00h 16m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 1.56e-04 | Val loss: 6.53e-05 +Target 006 has maximum loss 5.51e-04; Target 007 has minimum loss 1.70e-05 +Target 000: 3.36e-04 |Target 001: 4.72e-04 |Target 002: 4.21e-05 |Target 003: 3.21e-05 |Target 004: 3.23e-05 +Target 005: 1.31e-04 |Target 006: 5.51e-04 |Target 007: 1.70e-05 |Target 008: 4.47e-05 |Target 009: 6.88e-05 +Target 010: 2.11e-05 |Target 011: 2.86e-05 |Target 012: 7.01e-05 |Target 013: 7.15e-05 |Target 014: 3.44e-05 +Target 015: 5.15e-05 |Target 016: 5.34e-05 |Target 017: 5.52e-05 |Target 018: 1.14e-04 |Target 019: 6.08e-05 +Target 020: 6.41e-05 |Target 021: 5.53e-05 |Target 022: 4.19e-05 |Target 023: 6.56e-05 |Target 024: 6.95e-05 + +==================== +Epoch #61 | Time: 00d 00h 16m | LR: 2.00e-03 | Epoch time: 15.61 | Train loss: 1.49e-04 | Val loss: 6.64e-05 +Target 005 has maximum loss 4.37e-04; Target 007 has minimum loss 1.93e-05 +Target 000: 3.78e-04 |Target 001: 3.86e-04 |Target 002: 3.31e-05 |Target 003: 3.34e-05 |Target 004: 3.33e-05 +Target 005: 4.37e-04 |Target 006: 1.83e-04 |Target 007: 1.93e-05 |Target 008: 5.53e-05 |Target 009: 6.91e-05 +Target 010: 2.55e-05 |Target 011: 2.70e-05 |Target 012: 7.03e-05 |Target 013: 6.31e-05 |Target 014: 3.64e-05 +Target 015: 4.58e-05 |Target 016: 4.83e-05 |Target 017: 6.36e-05 |Target 018: 9.64e-05 |Target 019: 6.26e-05 +Target 020: 6.53e-05 |Target 021: 6.35e-05 |Target 022: 4.07e-05 |Target 023: 6.58e-05 |Target 024: 8.37e-05 + +==================== +Epoch #62 | Time: 00d 00h 17m | LR: 2.00e-03 | Epoch time: 15.43 | Train loss: 1.44e-04 | Val loss: 5.98e-05 +Target 000 has maximum loss 3.94e-04; Target 010 has minimum loss 1.55e-05 +Target 000: 3.94e-04 |Target 001: 2.78e-04 |Target 002: 3.26e-05 |Target 003: 2.91e-05 |Target 004: 3.40e-05 +Target 005: 1.71e-04 |Target 006: 2.02e-04 |Target 007: 2.03e-05 |Target 008: 4.30e-05 |Target 009: 5.36e-05 +Target 010: 1.55e-05 |Target 011: 2.50e-05 |Target 012: 7.52e-05 |Target 013: 7.67e-05 |Target 014: 3.33e-05 +Target 015: 4.54e-05 |Target 016: 4.91e-05 |Target 017: 5.02e-05 |Target 018: 9.08e-05 |Target 019: 5.79e-05 +Target 020: 6.48e-05 |Target 021: 5.11e-05 |Target 022: 3.58e-05 |Target 023: 5.93e-05 |Target 024: 7.29e-05 + +==================== +Epoch #63 | Time: 00d 00h 17m | LR: 2.00e-03 | Epoch time: 15.58 | Train loss: 1.48e-04 | Val loss: 6.75e-05 +Target 001 has maximum loss 8.89e-04; Target 010 has minimum loss 1.96e-05 +Target 000: 3.27e-04 |Target 001: 8.89e-04 |Target 002: 2.93e-05 |Target 003: 2.70e-05 |Target 004: 3.03e-05 +Target 005: 1.23e-04 |Target 006: 1.77e-04 |Target 007: 2.66e-05 |Target 008: 4.76e-05 |Target 009: 7.94e-05 +Target 010: 1.96e-05 |Target 011: 4.37e-05 |Target 012: 7.87e-05 |Target 013: 7.17e-05 |Target 014: 3.43e-05 +Target 015: 4.33e-05 |Target 016: 4.39e-05 |Target 017: 5.79e-05 |Target 018: 9.20e-05 |Target 019: 6.49e-05 +Target 020: 6.26e-05 |Target 021: 8.37e-05 |Target 022: 3.61e-05 |Target 023: 6.69e-05 |Target 024: 8.15e-05 + +==================== +Epoch #64 | Time: 00d 00h 17m | LR: 2.00e-03 | Epoch time: 15.75 | Train loss: 1.36e-04 | Val loss: 5.68e-05 +Target 000 has maximum loss 3.57e-04; Target 010 has minimum loss 2.51e-05 +Target 000: 3.57e-04 |Target 001: 2.61e-04 |Target 002: 2.81e-05 |Target 003: 5.17e-05 |Target 004: 3.19e-05 +Target 005: 1.32e-04 |Target 006: 1.88e-04 |Target 007: 3.70e-05 |Target 008: 4.73e-05 |Target 009: 5.74e-05 +Target 010: 2.51e-05 |Target 011: 2.70e-05 |Target 012: 7.77e-05 |Target 013: 6.38e-05 |Target 014: 3.04e-05 +Target 015: 4.99e-05 |Target 016: 5.11e-05 |Target 017: 4.68e-05 |Target 018: 8.81e-05 |Target 019: 5.59e-05 +Target 020: 5.85e-05 |Target 021: 5.41e-05 |Target 022: 3.52e-05 |Target 023: 5.87e-05 |Target 024: 6.07e-05 + +==================== +Epoch #65 | Time: 00d 00h 17m | LR: 2.00e-03 | Epoch time: 15.52 | Train loss: 1.39e-04 | Val loss: 5.34e-05 +Target 000 has maximum loss 3.53e-04; Target 010 has minimum loss 2.23e-05 +Target 000: 3.53e-04 |Target 001: 1.49e-04 |Target 002: 3.68e-05 |Target 003: 2.36e-05 |Target 004: 2.80e-05 +Target 005: 1.49e-04 |Target 006: 1.61e-04 |Target 007: 2.93e-05 |Target 008: 4.28e-05 |Target 009: 6.71e-05 +Target 010: 2.23e-05 |Target 011: 2.78e-05 |Target 012: 6.78e-05 |Target 013: 6.05e-05 |Target 014: 3.11e-05 +Target 015: 4.14e-05 |Target 016: 4.06e-05 |Target 017: 4.74e-05 |Target 018: 7.97e-05 |Target 019: 5.17e-05 +Target 020: 6.32e-05 |Target 021: 5.53e-05 |Target 022: 3.24e-05 |Target 023: 5.80e-05 |Target 024: 5.79e-05 + +==================== +Epoch #66 | Time: 00d 00h 18m | LR: 2.00e-03 | Epoch time: 15.61 | Train loss: 1.31e-04 | Val loss: 5.57e-05 +Target 000 has maximum loss 3.08e-04; Target 010 has minimum loss 2.09e-05 +Target 000: 3.08e-04 |Target 001: 1.31e-04 |Target 002: 2.74e-05 |Target 003: 3.20e-05 |Target 004: 3.15e-05 +Target 005: 1.16e-04 |Target 006: 1.93e-04 |Target 007: 2.76e-05 |Target 008: 3.78e-05 |Target 009: 7.03e-05 +Target 010: 2.09e-05 |Target 011: 2.69e-05 |Target 012: 6.37e-05 |Target 013: 6.49e-05 |Target 014: 3.00e-05 +Target 015: 4.56e-05 |Target 016: 3.87e-05 |Target 017: 5.27e-05 |Target 018: 9.45e-05 |Target 019: 5.44e-05 +Target 020: 5.60e-05 |Target 021: 6.38e-05 |Target 022: 3.30e-05 |Target 023: 5.84e-05 |Target 024: 6.69e-05 + +==================== +Epoch #67 | Time: 00d 00h 18m | LR: 2.00e-03 | Epoch time: 15.60 | Train loss: 1.34e-04 | Val loss: 7.92e-05 +Target 000 has maximum loss 5.66e-04; Target 011 has minimum loss 2.86e-05 +Target 000: 5.66e-04 |Target 001: 2.38e-04 |Target 002: 4.48e-05 |Target 003: 3.04e-05 |Target 004: 3.38e-05 +Target 005: 2.17e-04 |Target 006: 5.24e-04 |Target 007: 6.46e-05 |Target 008: 4.85e-05 |Target 009: 6.84e-05 +Target 010: 3.02e-05 |Target 011: 2.86e-05 |Target 012: 6.94e-05 |Target 013: 7.04e-05 |Target 014: 3.76e-05 +Target 015: 4.24e-05 |Target 016: 5.41e-05 |Target 017: 5.08e-05 |Target 018: 9.77e-05 |Target 019: 7.44e-05 +Target 020: 5.79e-05 |Target 021: 7.73e-05 |Target 022: 3.66e-05 |Target 023: 6.37e-05 |Target 024: 1.54e-04 + +==================== +Epoch #68 | Time: 00d 00h 18m | LR: 2.00e-03 | Epoch time: 15.52 | Train loss: 1.58e-04 | Val loss: 6.66e-05 +Target 001 has maximum loss 9.01e-04; Target 007 has minimum loss 2.28e-05 +Target 000: 3.71e-04 |Target 001: 9.01e-04 |Target 002: 2.49e-05 |Target 003: 5.25e-05 |Target 004: 2.82e-05 +Target 005: 1.72e-04 |Target 006: 1.81e-04 |Target 007: 2.28e-05 |Target 008: 6.60e-05 |Target 009: 6.99e-05 +Target 010: 3.63e-05 |Target 011: 3.32e-05 |Target 012: 8.62e-05 |Target 013: 7.33e-05 |Target 014: 3.31e-05 +Target 015: 4.59e-05 |Target 016: 5.53e-05 |Target 017: 5.41e-05 |Target 018: 1.02e-04 |Target 019: 6.03e-05 +Target 020: 5.75e-05 |Target 021: 5.62e-05 |Target 022: 3.32e-05 |Target 023: 6.60e-05 |Target 024: 7.34e-05 + +==================== +Epoch #69 | Time: 00d 00h 18m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 1.36e-04 | Val loss: 5.18e-05 +Target 000 has maximum loss 2.80e-04; Target 010 has minimum loss 2.10e-05 +Target 000: 2.80e-04 |Target 001: 1.72e-04 |Target 002: 2.75e-05 |Target 003: 2.49e-05 |Target 004: 2.96e-05 +Target 005: 2.00e-04 |Target 006: 1.61e-04 |Target 007: 2.13e-05 |Target 008: 4.06e-05 |Target 009: 5.76e-05 +Target 010: 2.10e-05 |Target 011: 2.29e-05 |Target 012: 7.07e-05 |Target 013: 5.48e-05 |Target 014: 2.75e-05 +Target 015: 4.03e-05 |Target 016: 3.72e-05 |Target 017: 4.21e-05 |Target 018: 8.50e-05 |Target 019: 5.22e-05 +Target 020: 5.14e-05 |Target 021: 5.65e-05 |Target 022: 2.90e-05 |Target 023: 5.67e-05 |Target 024: 6.00e-05 + +==================== +Epoch #70 | Time: 00d 00h 19m | LR: 2.00e-03 | Epoch time: 15.49 | Train loss: 1.29e-04 | Val loss: 5.51e-05 +Target 000 has maximum loss 4.06e-04; Target 010 has minimum loss 1.71e-05 +Target 000: 4.06e-04 |Target 001: 1.88e-04 |Target 002: 2.07e-05 |Target 003: 2.08e-05 |Target 004: 2.56e-05 +Target 005: 2.25e-04 |Target 006: 1.74e-04 |Target 007: 2.15e-05 |Target 008: 3.63e-05 |Target 009: 6.63e-05 +Target 010: 1.71e-05 |Target 011: 2.18e-05 |Target 012: 7.56e-05 |Target 013: 6.45e-05 |Target 014: 2.58e-05 +Target 015: 3.78e-05 |Target 016: 3.99e-05 |Target 017: 4.43e-05 |Target 018: 8.20e-05 |Target 019: 6.17e-05 +Target 020: 5.45e-05 |Target 021: 5.89e-05 |Target 022: 2.75e-05 |Target 023: 6.76e-05 |Target 024: 6.05e-05 + +==================== +Epoch #71 | Time: 00d 00h 19m | LR: 2.00e-03 | Epoch time: 15.52 | Train loss: 1.24e-04 | Val loss: 5.74e-05 +Target 000 has maximum loss 4.87e-04; Target 007 has minimum loss 1.93e-05 +Target 000: 4.87e-04 |Target 001: 3.35e-04 |Target 002: 2.30e-05 |Target 003: 4.92e-05 |Target 004: 3.07e-05 +Target 005: 1.14e-04 |Target 006: 1.94e-04 |Target 007: 1.93e-05 |Target 008: 4.33e-05 |Target 009: 5.59e-05 +Target 010: 2.17e-05 |Target 011: 2.15e-05 |Target 012: 9.33e-05 |Target 013: 5.42e-05 |Target 014: 2.63e-05 +Target 015: 3.97e-05 |Target 016: 4.91e-05 |Target 017: 6.88e-05 |Target 018: 1.19e-04 |Target 019: 4.66e-05 +Target 020: 5.00e-05 |Target 021: 5.21e-05 |Target 022: 2.88e-05 |Target 023: 5.34e-05 |Target 024: 5.93e-05 + +==================== +Epoch #72 | Time: 00d 00h 19m | LR: 2.00e-03 | Epoch time: 15.46 | Train loss: 1.29e-04 | Val loss: 5.68e-05 +Target 000 has maximum loss 3.30e-04; Target 007 has minimum loss 2.07e-05 +Target 000: 3.30e-04 |Target 001: 9.46e-05 |Target 002: 3.03e-05 |Target 003: 3.77e-05 |Target 004: 2.69e-05 +Target 005: 2.06e-04 |Target 006: 1.71e-04 |Target 007: 2.07e-05 |Target 008: 4.30e-05 |Target 009: 5.78e-05 +Target 010: 2.55e-05 |Target 011: 2.52e-05 |Target 012: 7.16e-05 |Target 013: 7.41e-05 |Target 014: 2.68e-05 +Target 015: 4.17e-05 |Target 016: 5.30e-05 |Target 017: 6.67e-05 |Target 018: 8.81e-05 |Target 019: 5.28e-05 +Target 020: 5.56e-05 |Target 021: 5.81e-05 |Target 022: 3.26e-05 |Target 023: 5.50e-05 |Target 024: 7.04e-05 + +==================== +Epoch #73 | Time: 00d 00h 20m | LR: 2.00e-03 | Epoch time: 16.04 | Train loss: 1.22e-04 | Val loss: 5.84e-05 +Target 006 has maximum loss 7.01e-04; Target 010 has minimum loss 2.53e-05 +Target 000: 3.96e-04 |Target 001: 2.15e-04 |Target 002: 3.54e-05 |Target 003: 3.50e-05 |Target 004: 2.56e-05 +Target 005: 3.50e-04 |Target 006: 7.01e-04 |Target 007: 2.55e-05 |Target 008: 3.78e-05 |Target 009: 5.42e-05 +Target 010: 2.53e-05 |Target 011: 2.67e-05 |Target 012: 7.03e-05 |Target 013: 6.10e-05 |Target 014: 2.61e-05 +Target 015: 3.89e-05 |Target 016: 4.91e-05 |Target 017: 4.44e-05 |Target 018: 8.36e-05 |Target 019: 5.41e-05 +Target 020: 5.08e-05 |Target 021: 4.98e-05 |Target 022: 2.83e-05 |Target 023: 6.31e-05 |Target 024: 6.34e-05 + +==================== +Epoch #74 | Time: 00d 00h 20m | LR: 2.00e-03 | Epoch time: 15.83 | Train loss: 1.51e-04 | Val loss: 1.16e-04 +Target 001 has maximum loss 6.84e-04; Target 004 has minimum loss 3.01e-05 +Target 000: 3.85e-04 |Target 001: 6.84e-04 |Target 002: 3.44e-05 |Target 003: 4.74e-05 |Target 004: 3.01e-05 +Target 005: 3.56e-04 |Target 006: 3.22e-04 |Target 007: 4.61e-05 |Target 008: 1.39e-04 |Target 009: 2.15e-04 +Target 010: 4.60e-05 |Target 011: 4.41e-05 |Target 012: 8.56e-05 |Target 013: 8.14e-05 |Target 014: 4.62e-05 +Target 015: 5.17e-05 |Target 016: 1.21e-04 |Target 017: 7.16e-05 |Target 018: 1.86e-04 |Target 019: 1.42e-04 +Target 020: 7.08e-05 |Target 021: 1.69e-04 |Target 022: 5.37e-05 |Target 023: 1.26e-04 |Target 024: 1.81e-04 + +==================== +Epoch #75 | Time: 00d 00h 20m | LR: 2.00e-03 | Epoch time: 15.75 | Train loss: 1.55e-04 | Val loss: 1.95e-04 +Target 024 has maximum loss 5.25e-04; Target 011 has minimum loss 3.60e-05 +Target 000: 4.53e-04 |Target 001: 3.41e-04 |Target 002: 8.39e-05 |Target 003: 4.64e-05 |Target 004: 4.88e-05 +Target 005: 2.18e-04 |Target 006: 3.04e-04 |Target 007: 8.10e-05 |Target 008: 7.50e-05 |Target 009: 3.10e-04 +Target 010: 6.21e-05 |Target 011: 3.60e-05 |Target 012: 9.41e-05 |Target 013: 1.31e-04 |Target 014: 1.13e-04 +Target 015: 5.54e-05 |Target 016: 5.64e-05 |Target 017: 9.64e-05 |Target 018: 2.14e-04 |Target 019: 1.86e-04 +Target 020: 7.49e-05 |Target 021: 3.36e-04 |Target 022: 1.03e-04 |Target 023: 1.54e-04 |Target 024: 5.25e-04 + +==================== +Epoch #76 | Time: 00d 00h 20m | LR: 2.00e-03 | Epoch time: 15.84 | Train loss: 2.10e-04 | Val loss: 9.10e-05 +Target 001 has maximum loss 9.14e-04; Target 011 has minimum loss 3.05e-05 +Target 000: 4.27e-04 |Target 001: 9.14e-04 |Target 002: 4.58e-05 |Target 003: 7.05e-05 |Target 004: 3.06e-05 +Target 005: 3.18e-04 |Target 006: 1.87e-04 |Target 007: 3.45e-05 |Target 008: 5.78e-05 |Target 009: 9.35e-05 +Target 010: 3.97e-05 |Target 011: 3.05e-05 |Target 012: 1.13e-04 |Target 013: 7.61e-05 |Target 014: 3.65e-05 +Target 015: 5.74e-05 |Target 016: 8.19e-05 |Target 017: 6.75e-05 |Target 018: 9.75e-05 |Target 019: 7.87e-05 +Target 020: 5.88e-05 |Target 021: 1.54e-04 |Target 022: 3.57e-05 |Target 023: 6.23e-05 |Target 024: 1.69e-04 + +==================== +Epoch #77 | Time: 00d 00h 21m | LR: 2.00e-03 | Epoch time: 15.99 | Train loss: 2.26e-04 | Val loss: 1.29e-04 +Target 005 has maximum loss 9.20e-04; Target 011 has minimum loss 4.17e-05 +Target 000: 6.11e-04 |Target 001: 4.13e-04 |Target 002: 5.76e-05 |Target 003: 9.55e-05 |Target 004: 5.04e-05 +Target 005: 9.20e-04 |Target 006: 4.70e-04 |Target 007: 6.74e-05 |Target 008: 8.64e-05 |Target 009: 2.46e-04 +Target 010: 6.71e-05 |Target 011: 4.17e-05 |Target 012: 7.28e-05 |Target 013: 1.02e-04 |Target 014: 4.44e-05 +Target 015: 4.70e-05 |Target 016: 6.64e-05 |Target 017: 7.79e-05 |Target 018: 2.23e-04 |Target 019: 1.32e-04 +Target 020: 6.35e-05 |Target 021: 2.19e-04 |Target 022: 5.55e-05 |Target 023: 1.36e-04 |Target 024: 2.02e-04 + +==================== +Epoch #78 | Time: 00d 00h 21m | LR: 2.00e-03 | Epoch time: 15.93 | Train loss: 2.30e-04 | Val loss: 8.49e-05 +Target 001 has maximum loss 4.23e-04; Target 004 has minimum loss 2.73e-05 +Target 000: 3.44e-04 |Target 001: 4.23e-04 |Target 002: 4.94e-05 |Target 003: 4.90e-05 |Target 004: 2.73e-05 +Target 005: 1.36e-04 |Target 006: 2.45e-04 |Target 007: 4.18e-05 |Target 008: 6.86e-05 |Target 009: 1.19e-04 +Target 010: 3.80e-05 |Target 011: 3.32e-05 |Target 012: 7.23e-05 |Target 013: 9.39e-05 |Target 014: 3.43e-05 +Target 015: 3.93e-05 |Target 016: 6.21e-05 |Target 017: 5.65e-05 |Target 018: 1.09e-04 |Target 019: 7.46e-05 +Target 020: 5.59e-05 |Target 021: 1.63e-04 |Target 022: 3.47e-05 |Target 023: 7.68e-05 |Target 024: 1.57e-04 + +==================== +Epoch #79 | Time: 00d 00h 21m | LR: 2.00e-03 | Epoch time: 15.84 | Train loss: 1.86e-04 | Val loss: 1.22e-04 +Target 001 has maximum loss 5.52e-04; Target 014 has minimum loss 3.82e-05 +Target 000: 2.72e-04 |Target 001: 5.52e-04 |Target 002: 5.04e-05 |Target 003: 1.33e-04 |Target 004: 5.68e-05 +Target 005: 3.63e-04 |Target 006: 2.44e-04 |Target 007: 5.41e-05 |Target 008: 1.75e-04 |Target 009: 4.90e-04 +Target 010: 9.03e-05 |Target 011: 4.66e-05 |Target 012: 1.01e-04 |Target 013: 9.08e-05 |Target 014: 3.82e-05 +Target 015: 7.11e-05 |Target 016: 2.03e-04 |Target 017: 8.47e-05 |Target 018: 1.65e-04 |Target 019: 1.18e-04 +Target 020: 9.30e-05 |Target 021: 2.78e-04 |Target 022: 4.57e-05 |Target 023: 1.19e-04 |Target 024: 1.35e-04 + +==================== +Epoch #80 | Time: 00d 00h 21m | LR: 2.00e-03 | Epoch time: 16.11 | Train loss: 1.52e-04 | Val loss: 5.65e-05 +Target 006 has maximum loss 3.55e-04; Target 002 has minimum loss 2.37e-05 +Target 000: 3.49e-04 |Target 001: 2.97e-04 |Target 002: 2.37e-05 |Target 003: 4.19e-05 |Target 004: 2.74e-05 +Target 005: 1.20e-04 |Target 006: 3.55e-04 |Target 007: 5.36e-05 |Target 008: 3.81e-05 |Target 009: 5.01e-05 +Target 010: 2.83e-05 |Target 011: 2.73e-05 |Target 012: 6.48e-05 |Target 013: 5.85e-05 |Target 014: 2.59e-05 +Target 015: 3.87e-05 |Target 016: 6.05e-05 |Target 017: 4.36e-05 |Target 018: 7.84e-05 |Target 019: 4.60e-05 +Target 020: 4.96e-05 |Target 021: 4.40e-05 |Target 022: 2.69e-05 |Target 023: 5.57e-05 |Target 024: 8.41e-05 + +==================== +Epoch #81 | Time: 00d 00h 22m | LR: 2.00e-03 | Epoch time: 16.07 | Train loss: 1.20e-04 | Val loss: 4.91e-05 +Target 000 has maximum loss 2.47e-04; Target 010 has minimum loss 1.31e-05 +Target 000: 2.47e-04 |Target 001: 2.11e-04 |Target 002: 1.73e-05 |Target 003: 2.20e-05 |Target 004: 2.33e-05 +Target 005: 1.13e-04 |Target 006: 1.97e-04 |Target 007: 2.16e-05 |Target 008: 3.96e-05 |Target 009: 6.14e-05 +Target 010: 1.31e-05 |Target 011: 2.42e-05 |Target 012: 6.31e-05 |Target 013: 6.90e-05 |Target 014: 2.30e-05 +Target 015: 3.18e-05 |Target 016: 5.18e-05 |Target 017: 4.52e-05 |Target 018: 7.99e-05 |Target 019: 4.29e-05 +Target 020: 4.14e-05 |Target 021: 5.53e-05 |Target 022: 2.29e-05 |Target 023: 4.94e-05 |Target 024: 6.31e-05 + +==================== +Epoch #82 | Time: 00d 00h 22m | LR: 2.00e-03 | Epoch time: 15.92 | Train loss: 1.13e-04 | Val loss: 5.52e-05 +Target 000 has maximum loss 5.32e-04; Target 010 has minimum loss 1.31e-05 +Target 000: 5.32e-04 |Target 001: 1.66e-04 |Target 002: 1.60e-05 |Target 003: 2.17e-05 |Target 004: 2.48e-05 +Target 005: 3.78e-04 |Target 006: 1.17e-04 |Target 007: 2.18e-05 |Target 008: 4.03e-05 |Target 009: 5.48e-05 +Target 010: 1.31e-05 |Target 011: 2.81e-05 |Target 012: 6.50e-05 |Target 013: 7.22e-05 |Target 014: 2.41e-05 +Target 015: 3.24e-05 |Target 016: 4.03e-05 |Target 017: 4.45e-05 |Target 018: 7.95e-05 |Target 019: 5.36e-05 +Target 020: 4.38e-05 |Target 021: 4.80e-05 |Target 022: 2.66e-05 |Target 023: 5.45e-05 |Target 024: 7.65e-05 + +==================== +Epoch #83 | Time: 00d 00h 22m | LR: 2.00e-03 | Epoch time: 15.78 | Train loss: 1.11e-04 | Val loss: 6.21e-05 +Target 000 has maximum loss 4.56e-04; Target 002 has minimum loss 1.79e-05 +Target 000: 4.56e-04 |Target 001: 3.65e-04 |Target 002: 1.79e-05 |Target 003: 3.53e-05 |Target 004: 2.17e-05 +Target 005: 1.02e-04 |Target 006: 1.68e-04 |Target 007: 2.23e-05 |Target 008: 3.53e-05 |Target 009: 1.10e-04 +Target 010: 2.97e-05 |Target 011: 2.38e-05 |Target 012: 8.17e-05 |Target 013: 5.82e-05 |Target 014: 2.52e-05 +Target 015: 3.13e-05 |Target 016: 3.45e-05 |Target 017: 6.90e-05 |Target 018: 8.20e-05 |Target 019: 4.55e-05 +Target 020: 5.55e-05 |Target 021: 7.96e-05 |Target 022: 2.35e-05 |Target 023: 5.18e-05 |Target 024: 1.03e-04 + +==================== +Epoch #84 | Time: 00d 00h 22m | LR: 2.00e-03 | Epoch time: 15.86 | Train loss: 1.21e-04 | Val loss: 5.93e-05 +Target 001 has maximum loss 4.81e-04; Target 010 has minimum loss 1.45e-05 +Target 000: 4.57e-04 |Target 001: 4.81e-04 |Target 002: 3.30e-05 |Target 003: 3.07e-05 |Target 004: 2.71e-05 +Target 005: 1.95e-04 |Target 006: 2.16e-04 |Target 007: 1.92e-05 |Target 008: 3.90e-05 |Target 009: 9.21e-05 +Target 010: 1.45e-05 |Target 011: 1.86e-05 |Target 012: 1.19e-04 |Target 013: 6.32e-05 |Target 014: 2.14e-05 +Target 015: 3.02e-05 |Target 016: 5.37e-05 |Target 017: 7.68e-05 |Target 018: 1.10e-04 |Target 019: 4.84e-05 +Target 020: 5.13e-05 |Target 021: 4.80e-05 |Target 022: 2.27e-05 |Target 023: 4.81e-05 |Target 024: 5.74e-05 + +==================== +Epoch #85 | Time: 00d 00h 23m | LR: 2.00e-03 | Epoch time: 15.86 | Train loss: 1.43e-04 | Val loss: 7.27e-05 +Target 000 has maximum loss 5.90e-04; Target 010 has minimum loss 2.19e-05 +Target 000: 5.90e-04 |Target 001: 3.80e-04 |Target 002: 3.66e-05 |Target 003: 9.20e-05 |Target 004: 4.57e-05 +Target 005: 2.37e-04 |Target 006: 2.36e-04 |Target 007: 3.16e-05 |Target 008: 7.20e-05 |Target 009: 7.35e-05 +Target 010: 2.19e-05 |Target 011: 4.42e-05 |Target 012: 6.88e-05 |Target 013: 7.67e-05 |Target 014: 3.03e-05 +Target 015: 6.14e-05 |Target 016: 5.64e-05 |Target 017: 5.62e-05 |Target 018: 1.04e-04 |Target 019: 6.63e-05 +Target 020: 5.13e-05 |Target 021: 7.30e-05 |Target 022: 3.21e-05 |Target 023: 8.26e-05 |Target 024: 9.82e-05 + +==================== +Epoch #86 | Time: 00d 00h 23m | LR: 2.00e-03 | Epoch time: 15.85 | Train loss: 1.40e-04 | Val loss: 6.62e-05 +Target 000 has maximum loss 5.09e-04; Target 014 has minimum loss 2.64e-05 +Target 000: 5.09e-04 |Target 001: 2.65e-04 |Target 002: 2.95e-05 |Target 003: 5.68e-05 |Target 004: 4.24e-05 +Target 005: 3.65e-04 |Target 006: 4.83e-04 |Target 007: 3.64e-05 |Target 008: 4.82e-05 |Target 009: 1.24e-04 +Target 010: 4.51e-05 |Target 011: 3.49e-05 |Target 012: 6.15e-05 |Target 013: 5.94e-05 |Target 014: 2.64e-05 +Target 015: 4.17e-05 |Target 016: 3.95e-05 |Target 017: 5.68e-05 |Target 018: 8.47e-05 |Target 019: 5.42e-05 +Target 020: 4.44e-05 |Target 021: 7.41e-05 |Target 022: 2.70e-05 |Target 023: 5.45e-05 |Target 024: 9.44e-05 + +==================== +Epoch #87 | Time: 00d 00h 23m | LR: 2.00e-03 | Epoch time: 15.88 | Train loss: 1.35e-04 | Val loss: 6.68e-05 +Target 001 has maximum loss 5.92e-04; Target 002 has minimum loss 2.03e-05 +Target 000: 3.79e-04 |Target 001: 5.92e-04 |Target 002: 2.03e-05 |Target 003: 3.94e-05 |Target 004: 2.51e-05 +Target 005: 1.74e-04 |Target 006: 1.41e-04 |Target 007: 2.70e-05 |Target 008: 6.02e-05 |Target 009: 7.62e-05 +Target 010: 3.22e-05 |Target 011: 2.92e-05 |Target 012: 8.82e-05 |Target 013: 6.93e-05 |Target 014: 3.10e-05 +Target 015: 3.19e-05 |Target 016: 4.23e-05 |Target 017: 5.49e-05 |Target 018: 1.06e-04 |Target 019: 6.12e-05 +Target 020: 4.69e-05 |Target 021: 9.82e-05 |Target 022: 2.95e-05 |Target 023: 7.38e-05 |Target 024: 8.48e-05 + +==================== +Epoch #88 | Time: 00d 00h 24m | LR: 2.00e-03 | Epoch time: 15.78 | Train loss: 1.73e-04 | Val loss: 8.75e-05 +Target 001 has maximum loss 1.00e-03; Target 004 has minimum loss 2.98e-05 +Target 000: 4.38e-04 |Target 001: 1.00e-03 |Target 002: 3.65e-05 |Target 003: 1.29e-04 |Target 004: 2.98e-05 +Target 005: 1.18e-04 |Target 006: 5.48e-04 |Target 007: 3.65e-05 |Target 008: 5.27e-05 |Target 009: 1.13e-04 +Target 010: 8.89e-05 |Target 011: 4.30e-05 |Target 012: 8.26e-05 |Target 013: 7.84e-05 |Target 014: 4.52e-05 +Target 015: 4.26e-05 |Target 016: 9.64e-05 |Target 017: 4.78e-05 |Target 018: 1.20e-04 |Target 019: 7.16e-05 +Target 020: 5.73e-05 |Target 021: 1.08e-04 |Target 022: 3.85e-05 |Target 023: 1.12e-04 |Target 024: 1.04e-04 + +==================== +Epoch #89 | Time: 00d 00h 24m | LR: 2.00e-03 | Epoch time: 15.84 | Train loss: 1.25e-04 | Val loss: 4.54e-05 +Target 000 has maximum loss 3.35e-04; Target 010 has minimum loss 1.33e-05 +Target 000: 3.35e-04 |Target 001: 1.94e-04 |Target 002: 1.66e-05 |Target 003: 2.55e-05 |Target 004: 2.01e-05 +Target 005: 1.64e-04 |Target 006: 2.50e-04 |Target 007: 2.43e-05 |Target 008: 3.26e-05 |Target 009: 5.38e-05 +Target 010: 1.33e-05 |Target 011: 1.87e-05 |Target 012: 6.12e-05 |Target 013: 6.48e-05 |Target 014: 1.87e-05 +Target 015: 3.54e-05 |Target 016: 3.88e-05 |Target 017: 4.75e-05 |Target 018: 7.05e-05 |Target 019: 3.93e-05 +Target 020: 3.71e-05 |Target 021: 4.32e-05 |Target 022: 2.05e-05 |Target 023: 4.22e-05 |Target 024: 5.32e-05 + +==================== +Epoch #90 | Time: 00d 00h 24m | LR: 2.00e-03 | Epoch time: 15.80 | Train loss: 1.06e-04 | Val loss: 5.25e-05 +Target 006 has maximum loss 6.85e-04; Target 007 has minimum loss 1.53e-05 +Target 000: 3.49e-04 |Target 001: 4.12e-04 |Target 002: 2.33e-05 |Target 003: 5.48e-05 |Target 004: 2.08e-05 +Target 005: 1.28e-04 |Target 006: 6.85e-04 |Target 007: 1.53e-05 |Target 008: 3.20e-05 |Target 009: 1.03e-04 +Target 010: 2.42e-05 |Target 011: 2.29e-05 |Target 012: 6.83e-05 |Target 013: 4.70e-05 |Target 014: 1.71e-05 +Target 015: 3.05e-05 |Target 016: 4.96e-05 |Target 017: 3.99e-05 |Target 018: 7.22e-05 |Target 019: 4.02e-05 +Target 020: 4.80e-05 |Target 021: 6.28e-05 |Target 022: 2.05e-05 |Target 023: 5.28e-05 |Target 024: 5.46e-05 + +==================== +Epoch #91 | Time: 00d 00h 24m | LR: 2.00e-03 | Epoch time: 15.73 | Train loss: 1.09e-04 | Val loss: 6.52e-05 +Target 006 has maximum loss 4.11e-04; Target 007 has minimum loss 1.78e-05 +Target 000: 3.80e-04 |Target 001: 2.04e-04 |Target 002: 2.22e-05 |Target 003: 2.74e-05 |Target 004: 1.84e-05 +Target 005: 1.21e-04 |Target 006: 4.11e-04 |Target 007: 1.78e-05 |Target 008: 4.51e-05 |Target 009: 1.35e-04 +Target 010: 2.41e-05 |Target 011: 2.26e-05 |Target 012: 6.78e-05 |Target 013: 5.22e-05 |Target 014: 3.01e-05 +Target 015: 2.92e-05 |Target 016: 6.63e-05 |Target 017: 6.06e-05 |Target 018: 8.89e-05 |Target 019: 6.02e-05 +Target 020: 3.89e-05 |Target 021: 7.95e-05 |Target 022: 2.51e-05 |Target 023: 6.26e-05 |Target 024: 1.08e-04 + +==================== +Epoch #92 | Time: 00d 00h 25m | LR: 2.00e-03 | Epoch time: 16.00 | Train loss: 1.05e-04 | Val loss: 4.21e-05 +Target 000 has maximum loss 4.70e-04; Target 002 has minimum loss 1.47e-05 +Target 000: 4.70e-04 |Target 001: 8.76e-05 |Target 002: 1.47e-05 |Target 003: 3.91e-05 |Target 004: 2.14e-05 +Target 005: 1.16e-04 |Target 006: 1.26e-04 |Target 007: 1.74e-05 |Target 008: 3.70e-05 |Target 009: 4.89e-05 +Target 010: 1.88e-05 |Target 011: 2.21e-05 |Target 012: 4.71e-05 |Target 013: 5.07e-05 |Target 014: 2.09e-05 +Target 015: 3.81e-05 |Target 016: 5.29e-05 |Target 017: 3.84e-05 |Target 018: 6.96e-05 |Target 019: 4.25e-05 +Target 020: 3.61e-05 |Target 021: 3.62e-05 |Target 022: 2.00e-05 |Target 023: 4.46e-05 |Target 024: 4.44e-05 + +==================== +Epoch #93 | Time: 00d 00h 25m | LR: 2.00e-03 | Epoch time: 15.86 | Train loss: 9.95e-05 | Val loss: 4.06e-05 +Target 000 has maximum loss 3.87e-04; Target 002 has minimum loss 1.39e-05 +Target 000: 3.87e-04 |Target 001: 5.98e-05 |Target 002: 1.39e-05 |Target 003: 3.24e-05 |Target 004: 1.83e-05 +Target 005: 1.88e-04 |Target 006: 1.28e-04 |Target 007: 2.51e-05 |Target 008: 4.03e-05 |Target 009: 4.76e-05 +Target 010: 1.69e-05 |Target 011: 1.75e-05 |Target 012: 4.97e-05 |Target 013: 5.03e-05 |Target 014: 1.74e-05 +Target 015: 2.93e-05 |Target 016: 3.45e-05 |Target 017: 3.29e-05 |Target 018: 7.00e-05 |Target 019: 4.06e-05 +Target 020: 3.61e-05 |Target 021: 3.42e-05 |Target 022: 1.97e-05 |Target 023: 4.36e-05 |Target 024: 4.60e-05 + +==================== +Epoch #94 | Time: 00d 00h 25m | LR: 2.00e-03 | Epoch time: 15.84 | Train loss: 9.94e-05 | Val loss: 4.65e-05 +Target 000 has maximum loss 2.13e-04; Target 010 has minimum loss 1.21e-05 +Target 000: 2.13e-04 |Target 001: 1.18e-04 |Target 002: 1.30e-05 |Target 003: 1.89e-05 |Target 004: 1.77e-05 +Target 005: 1.65e-04 |Target 006: 1.04e-04 |Target 007: 2.90e-05 |Target 008: 3.16e-05 |Target 009: 5.35e-05 +Target 010: 1.21e-05 |Target 011: 1.64e-05 |Target 012: 5.87e-05 |Target 013: 4.96e-05 |Target 014: 1.73e-05 +Target 015: 3.02e-05 |Target 016: 3.92e-05 |Target 017: 3.77e-05 |Target 018: 6.76e-05 |Target 019: 5.11e-05 +Target 020: 3.20e-05 |Target 021: 4.53e-05 |Target 022: 1.99e-05 |Target 023: 5.46e-05 |Target 024: 7.48e-05 + +==================== +Epoch #95 | Time: 00d 00h 25m | LR: 2.00e-03 | Epoch time: 15.89 | Train loss: 9.97e-05 | Val loss: 3.57e-05 +Target 000 has maximum loss 2.01e-04; Target 010 has minimum loss 1.03e-05 +Target 000: 2.01e-04 |Target 001: 8.49e-05 |Target 002: 1.29e-05 |Target 003: 1.72e-05 |Target 004: 1.70e-05 +Target 005: 7.88e-05 |Target 006: 1.06e-04 |Target 007: 1.63e-05 |Target 008: 2.60e-05 |Target 009: 5.06e-05 +Target 010: 1.03e-05 |Target 011: 2.25e-05 |Target 012: 4.79e-05 |Target 013: 4.27e-05 |Target 014: 1.53e-05 +Target 015: 2.43e-05 |Target 016: 2.61e-05 |Target 017: 3.04e-05 |Target 018: 6.58e-05 |Target 019: 3.60e-05 +Target 020: 3.40e-05 |Target 021: 3.78e-05 |Target 022: 1.79e-05 |Target 023: 3.79e-05 |Target 024: 4.42e-05 + +==================== +Epoch #96 | Time: 00d 00h 26m | LR: 2.00e-03 | Epoch time: 15.88 | Train loss: 8.86e-05 | Val loss: 3.95e-05 +Target 000 has maximum loss 4.15e-04; Target 002 has minimum loss 1.13e-05 +Target 000: 4.15e-04 |Target 001: 3.14e-04 |Target 002: 1.13e-05 |Target 003: 2.63e-05 |Target 004: 2.20e-05 +Target 005: 9.73e-05 |Target 006: 1.26e-04 |Target 007: 1.40e-05 |Target 008: 2.65e-05 |Target 009: 3.83e-05 +Target 010: 1.39e-05 |Target 011: 2.09e-05 |Target 012: 6.07e-05 |Target 013: 3.95e-05 |Target 014: 1.51e-05 +Target 015: 2.71e-05 |Target 016: 2.60e-05 |Target 017: 5.20e-05 |Target 018: 6.40e-05 |Target 019: 3.45e-05 +Target 020: 3.14e-05 |Target 021: 2.96e-05 |Target 022: 1.66e-05 |Target 023: 3.54e-05 |Target 024: 4.60e-05 + +==================== +Epoch #97 | Time: 00d 00h 26m | LR: 2.00e-03 | Epoch time: 15.87 | Train loss: 9.60e-05 | Val loss: 5.46e-05 +Target 005 has maximum loss 6.86e-04; Target 010 has minimum loss 1.68e-05 +Target 000: 2.22e-04 |Target 001: 2.03e-04 |Target 002: 1.88e-05 |Target 003: 2.68e-05 |Target 004: 1.87e-05 +Target 005: 6.86e-04 |Target 006: 1.45e-04 |Target 007: 5.18e-05 |Target 008: 3.80e-05 |Target 009: 9.28e-05 +Target 010: 1.68e-05 |Target 011: 2.10e-05 |Target 012: 6.74e-05 |Target 013: 4.95e-05 |Target 014: 1.82e-05 +Target 015: 2.78e-05 |Target 016: 3.32e-05 |Target 017: 3.44e-05 |Target 018: 7.39e-05 |Target 019: 5.13e-05 +Target 020: 3.35e-05 |Target 021: 6.80e-05 |Target 022: 2.03e-05 |Target 023: 4.38e-05 |Target 024: 8.71e-05 + +==================== +Epoch #98 | Time: 00d 00h 26m | LR: 2.00e-03 | Epoch time: 16.22 | Train loss: 1.09e-04 | Val loss: 6.69e-05 +Target 000 has maximum loss 4.08e-04; Target 002 has minimum loss 1.96e-05 +Target 000: 4.08e-04 |Target 001: 6.99e-05 |Target 002: 1.96e-05 |Target 003: 2.20e-05 |Target 004: 2.49e-05 +Target 005: 2.54e-04 |Target 006: 3.23e-04 |Target 007: 3.36e-05 |Target 008: 3.67e-05 |Target 009: 1.02e-04 +Target 010: 1.96e-05 |Target 011: 3.05e-05 |Target 012: 4.72e-05 |Target 013: 4.46e-05 |Target 014: 3.65e-05 +Target 015: 2.55e-05 |Target 016: 3.19e-05 |Target 017: 4.06e-05 |Target 018: 8.89e-05 |Target 019: 7.01e-05 +Target 020: 3.52e-05 |Target 021: 9.21e-05 |Target 022: 3.79e-05 |Target 023: 6.18e-05 |Target 024: 1.30e-04 + +==================== +Epoch #99 | Time: 00d 00h 27m | LR: 2.00e-03 | Epoch time: 15.65 | Train loss: 1.29e-04 | Val loss: 6.98e-05 +Target 006 has maximum loss 1.30e-03; Target 010 has minimum loss 1.35e-05 +Target 000: 2.25e-04 |Target 001: 6.85e-04 |Target 002: 2.10e-05 |Target 003: 2.13e-05 |Target 004: 2.50e-05 +Target 005: 4.94e-04 |Target 006: 1.30e-03 |Target 007: 1.95e-05 |Target 008: 5.78e-05 |Target 009: 5.71e-05 +Target 010: 1.35e-05 |Target 011: 2.13e-05 |Target 012: 4.85e-05 |Target 013: 5.95e-05 |Target 014: 2.60e-05 +Target 015: 2.92e-05 |Target 016: 6.06e-05 |Target 017: 5.39e-05 |Target 018: 9.59e-05 |Target 019: 7.24e-05 +Target 020: 3.64e-05 |Target 021: 5.67e-05 |Target 022: 3.10e-05 |Target 023: 6.77e-05 |Target 024: 8.84e-05 + +==================== +Epoch #100 | Time: 00d 00h 27m | LR: 2.00e-03 | Epoch time: 15.71 | Train loss: 1.09e-04 | Val loss: 5.16e-05 +Target 001 has maximum loss 4.86e-04; Target 010 has minimum loss 1.15e-05 +Target 000: 3.28e-04 |Target 001: 4.86e-04 |Target 002: 1.81e-05 |Target 003: 2.56e-05 |Target 004: 2.43e-05 +Target 005: 4.78e-04 |Target 006: 1.44e-04 |Target 007: 2.16e-05 |Target 008: 3.19e-05 |Target 009: 4.90e-05 +Target 010: 1.15e-05 |Target 011: 1.43e-05 |Target 012: 7.62e-05 |Target 013: 8.28e-05 |Target 014: 1.65e-05 +Target 015: 2.76e-05 |Target 016: 3.37e-05 |Target 017: 4.50e-05 |Target 018: 6.70e-05 |Target 019: 4.11e-05 +Target 020: 3.08e-05 |Target 021: 4.88e-05 |Target 022: 1.83e-05 |Target 023: 3.87e-05 |Target 024: 7.24e-05 + +==================== +Epoch #101 | Time: 00d 00h 27m | LR: 2.00e-03 | Epoch time: 15.64 | Train loss: 1.01e-04 | Val loss: 5.80e-05 +Target 001 has maximum loss 6.13e-04; Target 010 has minimum loss 1.47e-05 +Target 000: 3.27e-04 |Target 001: 6.13e-04 |Target 002: 2.45e-05 |Target 003: 3.07e-05 |Target 004: 2.01e-05 +Target 005: 2.38e-04 |Target 006: 1.47e-04 |Target 007: 3.68e-05 |Target 008: 3.53e-05 |Target 009: 8.46e-05 +Target 010: 1.47e-05 |Target 011: 2.41e-05 |Target 012: 4.78e-05 |Target 013: 5.86e-05 |Target 014: 2.00e-05 +Target 015: 3.21e-05 |Target 016: 5.28e-05 |Target 017: 6.84e-05 |Target 018: 9.90e-05 |Target 019: 4.78e-05 +Target 020: 3.58e-05 |Target 021: 5.76e-05 |Target 022: 2.29e-05 |Target 023: 6.03e-05 |Target 024: 8.03e-05 + +==================== +Epoch #102 | Time: 00d 00h 27m | LR: 2.00e-03 | Epoch time: 15.65 | Train loss: 1.07e-04 | Val loss: 5.91e-05 +Target 000 has maximum loss 3.03e-04; Target 007 has minimum loss 1.69e-05 +Target 000: 3.03e-04 |Target 001: 1.98e-04 |Target 002: 1.70e-05 |Target 003: 3.59e-05 |Target 004: 2.15e-05 +Target 005: 1.27e-04 |Target 006: 1.35e-04 |Target 007: 1.69e-05 |Target 008: 4.56e-05 |Target 009: 8.72e-05 +Target 010: 1.81e-05 |Target 011: 3.87e-05 |Target 012: 8.14e-05 |Target 013: 5.54e-05 |Target 014: 2.28e-05 +Target 015: 3.27e-05 |Target 016: 3.39e-05 |Target 017: 5.07e-05 |Target 018: 1.20e-04 |Target 019: 6.14e-05 +Target 020: 3.93e-05 |Target 021: 7.68e-05 |Target 022: 2.44e-05 |Target 023: 6.45e-05 |Target 024: 8.10e-05 + +==================== +Epoch #103 | Time: 00d 00h 28m | LR: 2.00e-03 | Epoch time: 16.07 | Train loss: 1.05e-04 | Val loss: 3.49e-05 +Target 000 has maximum loss 1.91e-04; Target 007 has minimum loss 1.36e-05 +Target 000: 1.91e-04 |Target 001: 9.92e-05 |Target 002: 1.64e-05 |Target 003: 1.95e-05 |Target 004: 1.72e-05 +Target 005: 1.13e-04 |Target 006: 9.57e-05 |Target 007: 1.36e-05 |Target 008: 2.88e-05 |Target 009: 4.53e-05 +Target 010: 1.67e-05 |Target 011: 1.45e-05 |Target 012: 3.79e-05 |Target 013: 4.15e-05 |Target 014: 1.57e-05 +Target 015: 2.35e-05 |Target 016: 2.80e-05 |Target 017: 3.37e-05 |Target 018: 6.56e-05 |Target 019: 3.51e-05 +Target 020: 2.98e-05 |Target 021: 4.17e-05 |Target 022: 1.78e-05 |Target 023: 3.69e-05 |Target 024: 4.22e-05 + +==================== +Epoch #104 | Time: 00d 00h 28m | LR: 2.00e-03 | Epoch time: 16.04 | Train loss: 9.29e-05 | Val loss: 4.58e-05 +Target 000 has maximum loss 3.15e-04; Target 003 has minimum loss 1.71e-05 +Target 000: 3.15e-04 |Target 001: 1.94e-04 |Target 002: 1.88e-05 |Target 003: 1.71e-05 |Target 004: 1.82e-05 +Target 005: 7.69e-05 |Target 006: 2.55e-04 |Target 007: 2.46e-05 |Target 008: 4.08e-05 |Target 009: 5.38e-05 +Target 010: 1.99e-05 |Target 011: 2.36e-05 |Target 012: 5.40e-05 |Target 013: 5.51e-05 |Target 014: 2.15e-05 +Target 015: 2.57e-05 |Target 016: 3.64e-05 |Target 017: 3.99e-05 |Target 018: 8.20e-05 |Target 019: 4.52e-05 +Target 020: 3.28e-05 |Target 021: 5.53e-05 |Target 022: 2.25e-05 |Target 023: 4.81e-05 |Target 024: 5.37e-05 + +==================== +Epoch #105 | Time: 00d 00h 28m | LR: 2.00e-03 | Epoch time: 15.85 | Train loss: 9.45e-05 | Val loss: 4.67e-05 +Target 006 has maximum loss 2.65e-04; Target 022 has minimum loss 1.86e-05 +Target 000: 2.29e-04 |Target 001: 1.65e-04 |Target 002: 2.03e-05 |Target 003: 7.17e-05 |Target 004: 1.98e-05 +Target 005: 1.18e-04 |Target 006: 2.65e-04 |Target 007: 2.56e-05 |Target 008: 3.10e-05 |Target 009: 4.35e-05 +Target 010: 3.58e-05 |Target 011: 2.27e-05 |Target 012: 5.01e-05 |Target 013: 5.88e-05 |Target 014: 1.87e-05 +Target 015: 4.66e-05 |Target 016: 3.27e-05 |Target 017: 5.37e-05 |Target 018: 6.88e-05 |Target 019: 4.80e-05 +Target 020: 3.27e-05 |Target 021: 3.04e-05 |Target 022: 1.86e-05 |Target 023: 6.02e-05 |Target 024: 5.43e-05 + +==================== +Epoch #106 | Time: 00d 00h 28m | LR: 2.00e-03 | Epoch time: 15.94 | Train loss: 9.03e-05 | Val loss: 5.94e-05 +Target 000 has maximum loss 1.72e-04; Target 002 has minimum loss 1.67e-05 +Target 000: 1.72e-04 |Target 001: 8.10e-05 |Target 002: 1.67e-05 |Target 003: 6.96e-05 |Target 004: 2.16e-05 +Target 005: 1.49e-04 |Target 006: 1.63e-04 |Target 007: 1.98e-05 |Target 008: 3.51e-05 |Target 009: 6.16e-05 +Target 010: 1.67e-05 |Target 011: 1.96e-05 |Target 012: 5.27e-05 |Target 013: 6.71e-05 |Target 014: 1.83e-05 +Target 015: 2.82e-05 |Target 016: 3.66e-05 |Target 017: 8.07e-05 |Target 018: 9.03e-05 |Target 019: 5.68e-05 +Target 020: 3.25e-05 |Target 021: 3.92e-05 |Target 022: 2.30e-05 |Target 023: 5.26e-05 |Target 024: 1.24e-04 + +==================== +Epoch #107 | Time: 00d 00h 29m | LR: 2.00e-03 | Epoch time: 15.89 | Train loss: 8.40e-05 | Val loss: 4.37e-05 +Target 006 has maximum loss 2.18e-04; Target 007 has minimum loss 1.38e-05 +Target 000: 1.84e-04 |Target 001: 1.25e-04 |Target 002: 1.67e-05 |Target 003: 2.89e-05 |Target 004: 2.51e-05 +Target 005: 1.34e-04 |Target 006: 2.18e-04 |Target 007: 1.38e-05 |Target 008: 3.89e-05 |Target 009: 5.24e-05 +Target 010: 2.56e-05 |Target 011: 1.96e-05 |Target 012: 4.38e-05 |Target 013: 5.07e-05 |Target 014: 1.47e-05 +Target 015: 2.49e-05 |Target 016: 3.88e-05 |Target 017: 5.72e-05 |Target 018: 6.49e-05 |Target 019: 3.60e-05 +Target 020: 2.80e-05 |Target 021: 3.23e-05 |Target 022: 1.76e-05 |Target 023: 3.92e-05 |Target 024: 7.41e-05 + +==================== +Epoch #108 | Time: 00d 00h 29m | LR: 2.00e-03 | Epoch time: 16.13 | Train loss: 8.16e-05 | Val loss: 3.91e-05 +Target 005 has maximum loss 2.12e-04; Target 011 has minimum loss 1.41e-05 +Target 000: 1.84e-04 |Target 001: 8.26e-05 |Target 002: 1.71e-05 |Target 003: 1.49e-05 |Target 004: 1.55e-05 +Target 005: 2.12e-04 |Target 006: 1.45e-04 |Target 007: 1.79e-05 |Target 008: 2.95e-05 |Target 009: 4.19e-05 +Target 010: 1.49e-05 |Target 011: 1.41e-05 |Target 012: 3.80e-05 |Target 013: 4.83e-05 |Target 014: 1.46e-05 +Target 015: 2.12e-05 |Target 016: 2.47e-05 |Target 017: 3.18e-05 |Target 018: 6.32e-05 |Target 019: 4.36e-05 +Target 020: 2.72e-05 |Target 021: 4.34e-05 |Target 022: 1.71e-05 |Target 023: 5.06e-05 |Target 024: 5.43e-05 + +==================== +Epoch #109 | Time: 00d 00h 29m | LR: 2.00e-03 | Epoch time: 16.03 | Train loss: 8.82e-05 | Val loss: 3.34e-05 +Target 000 has maximum loss 1.54e-04; Target 002 has minimum loss 1.09e-05 +Target 000: 1.54e-04 |Target 001: 1.07e-04 |Target 002: 1.09e-05 |Target 003: 1.96e-05 |Target 004: 1.59e-05 +Target 005: 1.07e-04 |Target 006: 1.10e-04 |Target 007: 1.71e-05 |Target 008: 2.76e-05 |Target 009: 4.22e-05 +Target 010: 1.28e-05 |Target 011: 1.59e-05 |Target 012: 3.61e-05 |Target 013: 4.23e-05 |Target 014: 1.51e-05 +Target 015: 2.23e-05 |Target 016: 3.48e-05 |Target 017: 4.27e-05 |Target 018: 5.78e-05 |Target 019: 3.34e-05 +Target 020: 2.83e-05 |Target 021: 2.89e-05 |Target 022: 1.59e-05 |Target 023: 3.56e-05 |Target 024: 3.96e-05 + +==================== +Epoch #110 | Time: 00d 00h 29m | LR: 2.00e-03 | Epoch time: 15.88 | Train loss: 9.40e-05 | Val loss: 4.05e-05 +Target 000 has maximum loss 2.08e-04; Target 002 has minimum loss 1.01e-05 +Target 000: 2.08e-04 |Target 001: 8.30e-05 |Target 002: 1.01e-05 |Target 003: 8.71e-05 |Target 004: 1.42e-05 +Target 005: 1.07e-04 |Target 006: 1.17e-04 |Target 007: 1.72e-05 |Target 008: 4.08e-05 |Target 009: 4.39e-05 +Target 010: 4.29e-05 |Target 011: 1.25e-05 |Target 012: 3.32e-05 |Target 013: 3.95e-05 |Target 014: 1.46e-05 +Target 015: 3.91e-05 |Target 016: 5.19e-05 |Target 017: 3.49e-05 |Target 018: 7.15e-05 |Target 019: 4.86e-05 +Target 020: 2.67e-05 |Target 021: 3.63e-05 |Target 022: 1.62e-05 |Target 023: 5.77e-05 |Target 024: 4.61e-05 + +==================== +Epoch #111 | Time: 00d 00h 30m | LR: 2.00e-03 | Epoch time: 15.91 | Train loss: 8.64e-05 | Val loss: 6.28e-05 +Target 001 has maximum loss 4.34e-04; Target 010 has minimum loss 1.67e-05 +Target 000: 2.22e-04 |Target 001: 4.34e-04 |Target 002: 2.17e-05 |Target 003: 3.79e-05 |Target 004: 1.92e-05 +Target 005: 3.13e-04 |Target 006: 3.13e-04 |Target 007: 3.38e-05 |Target 008: 5.17e-05 |Target 009: 4.50e-05 +Target 010: 1.67e-05 |Target 011: 1.86e-05 |Target 012: 5.29e-05 |Target 013: 7.66e-05 |Target 014: 1.96e-05 +Target 015: 3.41e-05 |Target 016: 6.28e-05 |Target 017: 5.22e-05 |Target 018: 1.41e-04 |Target 019: 6.55e-05 +Target 020: 2.90e-05 |Target 021: 3.91e-05 |Target 022: 2.04e-05 |Target 023: 5.89e-05 |Target 024: 9.83e-05 + +==================== +Epoch #112 | Time: 00d 00h 30m | LR: 2.00e-03 | Epoch time: 15.91 | Train loss: 1.24e-04 | Val loss: 5.40e-05 +Target 001 has maximum loss 5.19e-04; Target 010 has minimum loss 1.64e-05 +Target 000: 4.73e-04 |Target 001: 5.19e-04 |Target 002: 2.21e-05 |Target 003: 2.26e-05 |Target 004: 2.10e-05 +Target 005: 2.24e-04 |Target 006: 3.21e-04 |Target 007: 2.77e-05 |Target 008: 4.18e-05 |Target 009: 8.26e-05 +Target 010: 1.64e-05 |Target 011: 1.72e-05 |Target 012: 3.79e-05 |Target 013: 4.26e-05 |Target 014: 2.22e-05 +Target 015: 3.33e-05 |Target 016: 5.99e-05 |Target 017: 4.92e-05 |Target 018: 6.34e-05 |Target 019: 4.71e-05 +Target 020: 3.47e-05 |Target 021: 6.24e-05 |Target 022: 1.96e-05 |Target 023: 4.61e-05 |Target 024: 8.41e-05 + +==================== +Epoch #113 | Time: 00d 00h 30m | LR: 2.00e-03 | Epoch time: 15.97 | Train loss: 1.27e-04 | Val loss: 1.30e-04 +Target 001 has maximum loss 8.59e-04; Target 002 has minimum loss 2.15e-05 +Target 000: 4.11e-04 |Target 001: 8.59e-04 |Target 002: 2.15e-05 |Target 003: 2.35e-05 |Target 004: 3.63e-05 +Target 005: 1.45e-04 |Target 006: 1.21e-04 |Target 007: 7.45e-05 |Target 008: 8.63e-05 |Target 009: 2.16e-04 +Target 010: 2.33e-05 |Target 011: 7.72e-05 |Target 012: 4.67e-05 |Target 013: 7.16e-05 |Target 014: 5.17e-05 +Target 015: 3.52e-05 |Target 016: 6.22e-05 |Target 017: 6.69e-05 |Target 018: 1.61e-04 |Target 019: 1.72e-04 +Target 020: 4.60e-05 |Target 021: 2.12e-04 |Target 022: 5.94e-05 |Target 023: 1.55e-04 |Target 024: 2.77e-04 + +==================== +Epoch #114 | Time: 00d 00h 31m | LR: 2.00e-03 | Epoch time: 15.84 | Train loss: 1.90e-04 | Val loss: 1.72e-04 +Target 005 has maximum loss 2.34e-03; Target 022 has minimum loss 3.44e-05 +Target 000: 1.96e-04 |Target 001: 6.37e-04 |Target 002: 5.10e-05 |Target 003: 3.60e-04 |Target 004: 5.39e-05 +Target 005: 2.34e-03 |Target 006: 3.16e-04 |Target 007: 1.41e-04 |Target 008: 8.87e-05 |Target 009: 4.67e-04 +Target 010: 1.24e-04 |Target 011: 8.88e-05 |Target 012: 2.08e-04 |Target 013: 1.05e-04 |Target 014: 5.05e-05 +Target 015: 7.74e-05 |Target 016: 1.17e-04 |Target 017: 1.06e-04 |Target 018: 3.20e-04 |Target 019: 1.25e-04 +Target 020: 1.25e-04 |Target 021: 1.67e-04 |Target 022: 3.44e-05 |Target 023: 1.73e-04 |Target 024: 2.43e-04 + +==================== +Epoch #115 | Time: 00d 00h 31m | LR: 2.00e-03 | Epoch time: 15.97 | Train loss: 1.33e-04 | Val loss: 4.77e-05 +Target 001 has maximum loss 8.35e-04; Target 010 has minimum loss 1.27e-05 +Target 000: 2.58e-04 |Target 001: 8.35e-04 |Target 002: 1.61e-05 |Target 003: 2.86e-05 |Target 004: 1.67e-05 +Target 005: 1.20e-04 |Target 006: 2.71e-04 |Target 007: 1.76e-05 |Target 008: 3.91e-05 |Target 009: 4.60e-05 +Target 010: 1.27e-05 |Target 011: 1.42e-05 |Target 012: 4.37e-05 |Target 013: 4.44e-05 |Target 014: 1.53e-05 +Target 015: 2.24e-05 |Target 016: 3.44e-05 |Target 017: 3.42e-05 |Target 018: 6.46e-05 |Target 019: 5.30e-05 +Target 020: 2.66e-05 |Target 021: 3.95e-05 |Target 022: 1.67e-05 |Target 023: 5.28e-05 |Target 024: 6.50e-05 + +==================== +Epoch #116 | Time: 00d 00h 31m | LR: 2.00e-03 | Epoch time: 15.92 | Train loss: 8.76e-05 | Val loss: 3.68e-05 +Target 006 has maximum loss 2.11e-04; Target 011 has minimum loss 1.13e-05 +Target 000: 1.41e-04 |Target 001: 1.52e-04 |Target 002: 1.27e-05 |Target 003: 4.13e-05 |Target 004: 1.54e-05 +Target 005: 9.69e-05 |Target 006: 2.11e-04 |Target 007: 1.51e-05 |Target 008: 2.91e-05 |Target 009: 3.48e-05 +Target 010: 1.50e-05 |Target 011: 1.13e-05 |Target 012: 4.09e-05 |Target 013: 4.92e-05 |Target 014: 1.32e-05 +Target 015: 3.04e-05 |Target 016: 2.55e-05 |Target 017: 3.94e-05 |Target 018: 5.65e-05 |Target 019: 3.37e-05 +Target 020: 2.40e-05 |Target 021: 2.90e-05 |Target 022: 1.52e-05 |Target 023: 3.36e-05 |Target 024: 5.81e-05 + +==================== +Epoch #117 | Time: 00d 00h 31m | LR: 2.00e-03 | Epoch time: 15.89 | Train loss: 9.33e-05 | Val loss: 5.98e-05 +Target 001 has maximum loss 7.27e-04; Target 011 has minimum loss 1.43e-05 +Target 000: 3.34e-04 |Target 001: 7.27e-04 |Target 002: 3.46e-05 |Target 003: 3.24e-05 |Target 004: 2.30e-05 +Target 005: 2.29e-04 |Target 006: 2.47e-04 |Target 007: 1.85e-05 |Target 008: 4.32e-05 |Target 009: 9.25e-05 +Target 010: 2.52e-05 |Target 011: 1.43e-05 |Target 012: 6.78e-05 |Target 013: 7.80e-05 |Target 014: 2.79e-05 +Target 015: 2.86e-05 |Target 016: 5.85e-05 |Target 017: 3.07e-05 |Target 018: 8.06e-05 |Target 019: 5.25e-05 +Target 020: 3.62e-05 |Target 021: 6.72e-05 |Target 022: 2.90e-05 |Target 023: 4.91e-05 |Target 024: 8.10e-05 + +==================== +Epoch #118 | Time: 00d 00h 32m | LR: 2.00e-03 | Epoch time: 15.87 | Train loss: 1.06e-04 | Val loss: 4.54e-05 +Target 005 has maximum loss 3.96e-04; Target 010 has minimum loss 9.84e-06 +Target 000: 2.06e-04 |Target 001: 1.30e-04 |Target 002: 1.36e-05 |Target 003: 1.66e-05 |Target 004: 1.79e-05 +Target 005: 3.96e-04 |Target 006: 2.15e-04 |Target 007: 1.84e-05 |Target 008: 2.37e-05 |Target 009: 3.62e-05 +Target 010: 9.84e-06 |Target 011: 1.27e-05 |Target 012: 4.11e-05 |Target 013: 9.39e-05 |Target 014: 1.60e-05 +Target 015: 2.42e-05 |Target 016: 2.74e-05 |Target 017: 3.88e-05 |Target 018: 6.16e-05 |Target 019: 3.91e-05 +Target 020: 2.72e-05 |Target 021: 2.96e-05 |Target 022: 1.65e-05 |Target 023: 3.62e-05 |Target 024: 7.99e-05 + +==================== +Epoch #119 | Time: 00d 00h 32m | LR: 2.00e-03 | Epoch time: 15.86 | Train loss: 9.38e-05 | Val loss: 5.79e-05 +Target 001 has maximum loss 6.89e-04; Target 011 has minimum loss 1.29e-05 +Target 000: 3.41e-04 |Target 001: 6.89e-04 |Target 002: 1.74e-05 |Target 003: 1.33e-04 |Target 004: 1.98e-05 +Target 005: 1.68e-04 |Target 006: 2.11e-04 |Target 007: 1.79e-05 |Target 008: 3.41e-05 |Target 009: 3.54e-05 +Target 010: 1.82e-05 |Target 011: 1.29e-05 |Target 012: 6.38e-05 |Target 013: 5.29e-05 |Target 014: 2.31e-05 +Target 015: 3.60e-05 |Target 016: 5.25e-05 |Target 017: 8.14e-05 |Target 018: 8.34e-05 |Target 019: 4.55e-05 +Target 020: 2.37e-05 |Target 021: 3.18e-05 |Target 022: 1.72e-05 |Target 023: 4.15e-05 |Target 024: 9.68e-05 + +==================== +Epoch #120 | Time: 00d 00h 32m | LR: 2.00e-03 | Epoch time: 16.02 | Train loss: 8.12e-05 | Val loss: 3.25e-05 +Target 000 has maximum loss 2.08e-04; Target 011 has minimum loss 1.18e-05 +Target 000: 2.08e-04 |Target 001: 2.02e-04 |Target 002: 1.59e-05 |Target 003: 2.64e-05 |Target 004: 1.64e-05 +Target 005: 1.96e-04 |Target 006: 9.57e-05 |Target 007: 1.95e-05 |Target 008: 2.48e-05 |Target 009: 4.39e-05 +Target 010: 1.25e-05 |Target 011: 1.18e-05 |Target 012: 2.83e-05 |Target 013: 3.85e-05 |Target 014: 1.35e-05 +Target 015: 2.04e-05 |Target 016: 2.25e-05 |Target 017: 3.34e-05 |Target 018: 5.89e-05 |Target 019: 3.42e-05 +Target 020: 2.25e-05 |Target 021: 3.62e-05 |Target 022: 1.36e-05 |Target 023: 3.29e-05 |Target 024: 3.53e-05 + +==================== +Epoch #121 | Time: 00d 00h 32m | LR: 2.00e-03 | Epoch time: 16.02 | Train loss: 9.16e-05 | Val loss: 5.86e-05 +Target 001 has maximum loss 2.50e-04; Target 002 has minimum loss 1.32e-05 +Target 000: 1.74e-04 |Target 001: 2.50e-04 |Target 002: 1.32e-05 |Target 003: 2.88e-05 |Target 004: 1.73e-05 +Target 005: 1.77e-04 |Target 006: 1.21e-04 |Target 007: 3.62e-05 |Target 008: 4.88e-05 |Target 009: 1.02e-04 +Target 010: 2.72e-05 |Target 011: 1.79e-05 |Target 012: 3.12e-05 |Target 013: 5.81e-05 |Target 014: 2.25e-05 +Target 015: 2.09e-05 |Target 016: 6.73e-05 |Target 017: 3.92e-05 |Target 018: 9.35e-05 |Target 019: 6.20e-05 +Target 020: 2.54e-05 |Target 021: 8.87e-05 |Target 022: 2.28e-05 |Target 023: 7.10e-05 |Target 024: 1.03e-04 + +==================== +Epoch #122 | Time: 00d 00h 33m | LR: 2.00e-03 | Epoch time: 16.32 | Train loss: 9.77e-05 | Val loss: 6.33e-05 +Target 000 has maximum loss 6.94e-04; Target 010 has minimum loss 1.27e-05 +Target 000: 6.94e-04 |Target 001: 6.16e-04 |Target 002: 1.56e-05 |Target 003: 4.57e-05 |Target 004: 1.92e-05 +Target 005: 1.38e-04 |Target 006: 1.01e-04 |Target 007: 4.19e-05 |Target 008: 3.38e-05 |Target 009: 1.35e-04 +Target 010: 1.27e-05 |Target 011: 2.13e-05 |Target 012: 3.84e-05 |Target 013: 8.18e-05 |Target 014: 3.04e-05 +Target 015: 2.24e-05 |Target 016: 5.34e-05 |Target 017: 3.82e-05 |Target 018: 8.30e-05 |Target 019: 5.53e-05 +Target 020: 3.14e-05 |Target 021: 1.30e-04 |Target 022: 3.06e-05 |Target 023: 5.29e-05 |Target 024: 8.49e-05 + +==================== +Epoch #123 | Time: 00d 00h 33m | LR: 2.00e-03 | Epoch time: 16.06 | Train loss: 1.45e-04 | Val loss: 1.25e-04 +Target 024 has maximum loss 3.30e-04; Target 014 has minimum loss 3.78e-05 +Target 000: 2.67e-04 |Target 001: 1.17e-04 |Target 002: 8.29e-05 |Target 003: 1.11e-04 |Target 004: 5.43e-05 +Target 005: 1.42e-04 |Target 006: 2.16e-04 |Target 007: 5.08e-05 |Target 008: 6.13e-05 |Target 009: 2.57e-04 +Target 010: 4.84e-05 |Target 011: 6.99e-05 |Target 012: 4.70e-05 |Target 013: 7.02e-05 |Target 014: 3.78e-05 +Target 015: 5.21e-05 |Target 016: 9.55e-05 |Target 017: 7.59e-05 |Target 018: 1.68e-04 |Target 019: 9.88e-05 +Target 020: 4.62e-05 |Target 021: 1.88e-04 |Target 022: 5.42e-05 |Target 023: 9.98e-05 |Target 024: 3.30e-04 + +==================== +Epoch #124 | Time: 00d 00h 33m | LR: 2.00e-03 | Epoch time: 15.79 | Train loss: 1.08e-04 | Val loss: 4.35e-05 +Target 000 has maximum loss 5.99e-04; Target 002 has minimum loss 1.05e-05 +Target 000: 5.99e-04 |Target 001: 3.69e-04 |Target 002: 1.05e-05 |Target 003: 4.68e-05 |Target 004: 1.60e-05 +Target 005: 1.03e-04 |Target 006: 1.96e-04 |Target 007: 1.86e-05 |Target 008: 3.41e-05 |Target 009: 3.59e-05 +Target 010: 2.20e-05 |Target 011: 1.31e-05 |Target 012: 3.30e-05 |Target 013: 4.68e-05 |Target 014: 1.43e-05 +Target 015: 2.75e-05 |Target 016: 5.53e-05 |Target 017: 4.21e-05 |Target 018: 5.27e-05 |Target 019: 4.16e-05 +Target 020: 2.58e-05 |Target 021: 2.98e-05 |Target 022: 1.42e-05 |Target 023: 4.27e-05 |Target 024: 6.37e-05 + +==================== +Epoch #125 | Time: 00d 00h 34m | LR: 2.00e-03 | Epoch time: 15.93 | Train loss: 1.24e-04 | Val loss: 1.16e-04 +Target 001 has maximum loss 3.21e-03; Target 002 has minimum loss 1.86e-05 +Target 000: 6.34e-04 |Target 001: 3.21e-03 |Target 002: 1.86e-05 |Target 003: 1.28e-04 |Target 004: 3.87e-05 +Target 005: 1.68e-03 |Target 006: 5.43e-04 |Target 007: 4.42e-05 |Target 008: 4.74e-05 |Target 009: 1.16e-04 +Target 010: 5.49e-05 |Target 011: 2.03e-05 |Target 012: 1.66e-04 |Target 013: 5.52e-05 |Target 014: 2.30e-05 +Target 015: 5.47e-05 |Target 016: 9.45e-05 |Target 017: 1.13e-04 |Target 018: 1.37e-04 |Target 019: 6.00e-05 +Target 020: 3.23e-05 |Target 021: 8.51e-05 |Target 022: 2.12e-05 |Target 023: 8.05e-05 |Target 024: 1.51e-04 + +==================== +Epoch #126 | Time: 00d 00h 34m | LR: 2.00e-03 | Epoch time: 15.93 | Train loss: 1.18e-04 | Val loss: 7.70e-05 +Target 001 has maximum loss 3.55e-04; Target 014 has minimum loss 1.77e-05 +Target 000: 1.52e-04 |Target 001: 3.55e-04 |Target 002: 2.86e-05 |Target 003: 9.54e-05 |Target 004: 1.93e-05 +Target 005: 3.11e-04 |Target 006: 1.50e-04 |Target 007: 1.84e-05 |Target 008: 4.55e-05 |Target 009: 2.50e-04 +Target 010: 2.53e-05 |Target 011: 1.85e-05 |Target 012: 4.51e-05 |Target 013: 4.35e-05 |Target 014: 1.77e-05 +Target 015: 4.92e-05 |Target 016: 9.42e-05 |Target 017: 5.36e-05 |Target 018: 8.21e-05 |Target 019: 7.32e-05 +Target 020: 4.16e-05 |Target 021: 1.79e-04 |Target 022: 2.04e-05 |Target 023: 9.36e-05 |Target 024: 1.35e-04 + +==================== +Epoch #127 | Time: 00d 00h 34m | LR: 2.00e-03 | Epoch time: 15.83 | Train loss: 9.38e-05 | Val loss: 5.77e-05 +Target 005 has maximum loss 3.74e-04; Target 004 has minimum loss 1.63e-05 +Target 000: 1.16e-04 |Target 001: 2.17e-04 |Target 002: 1.71e-05 |Target 003: 2.96e-05 |Target 004: 1.63e-05 +Target 005: 3.74e-04 |Target 006: 1.45e-04 |Target 007: 2.61e-05 |Target 008: 3.90e-05 |Target 009: 7.86e-05 +Target 010: 2.37e-05 |Target 011: 1.85e-05 |Target 012: 3.79e-05 |Target 013: 6.27e-05 |Target 014: 1.95e-05 +Target 015: 2.02e-05 |Target 016: 2.25e-05 |Target 017: 4.34e-05 |Target 018: 8.01e-05 |Target 019: 4.42e-05 +Target 020: 2.67e-05 |Target 021: 6.99e-05 |Target 022: 2.18e-05 |Target 023: 4.78e-05 |Target 024: 1.33e-04 + +==================== +Epoch #128 | Time: 00d 00h 34m | LR: 2.00e-03 | Epoch time: 16.01 | Train loss: 8.97e-05 | Val loss: 3.86e-05 +Target 005 has maximum loss 4.34e-04; Target 010 has minimum loss 1.04e-05 +Target 000: 1.85e-04 |Target 001: 3.70e-04 |Target 002: 1.20e-05 |Target 003: 2.12e-05 |Target 004: 1.35e-05 +Target 005: 4.34e-04 |Target 006: 1.23e-04 |Target 007: 1.83e-05 |Target 008: 2.40e-05 |Target 009: 5.37e-05 +Target 010: 1.04e-05 |Target 011: 1.26e-05 |Target 012: 5.00e-05 |Target 013: 3.91e-05 |Target 014: 1.31e-05 +Target 015: 1.86e-05 |Target 016: 2.89e-05 |Target 017: 4.47e-05 |Target 018: 6.77e-05 |Target 019: 3.33e-05 +Target 020: 2.17e-05 |Target 021: 3.74e-05 |Target 022: 1.39e-05 |Target 023: 3.32e-05 |Target 024: 4.49e-05 + +==================== +Epoch #129 | Time: 00d 00h 35m | LR: 2.00e-03 | Epoch time: 16.05 | Train loss: 7.50e-05 | Val loss: 3.07e-05 +Target 006 has maximum loss 2.13e-04; Target 010 has minimum loss 1.03e-05 +Target 000: 1.18e-04 |Target 001: 1.70e-04 |Target 002: 1.03e-05 |Target 003: 2.19e-05 |Target 004: 1.24e-05 +Target 005: 1.24e-04 |Target 006: 2.13e-04 |Target 007: 1.61e-05 |Target 008: 2.41e-05 |Target 009: 3.07e-05 +Target 010: 1.03e-05 |Target 011: 1.05e-05 |Target 012: 2.20e-05 |Target 013: 3.64e-05 |Target 014: 1.60e-05 +Target 015: 1.76e-05 |Target 016: 2.30e-05 |Target 017: 2.61e-05 |Target 018: 5.80e-05 |Target 019: 2.95e-05 +Target 020: 1.93e-05 |Target 021: 2.54e-05 |Target 022: 1.32e-05 |Target 023: 2.76e-05 |Target 024: 4.58e-05 + +==================== +Epoch #130 | Time: 00d 00h 35m | LR: 2.00e-03 | Epoch time: 15.85 | Train loss: 7.07e-05 | Val loss: 3.13e-05 +Target 000 has maximum loss 2.79e-04; Target 010 has minimum loss 1.05e-05 +Target 000: 2.79e-04 |Target 001: 2.02e-04 |Target 002: 1.11e-05 |Target 003: 1.13e-05 |Target 004: 1.54e-05 +Target 005: 1.30e-04 |Target 006: 2.08e-04 |Target 007: 1.27e-05 |Target 008: 2.86e-05 |Target 009: 3.34e-05 +Target 010: 1.05e-05 |Target 011: 1.28e-05 |Target 012: 2.39e-05 |Target 013: 3.59e-05 |Target 014: 1.23e-05 +Target 015: 1.88e-05 |Target 016: 2.95e-05 |Target 017: 3.48e-05 |Target 018: 4.90e-05 |Target 019: 3.08e-05 +Target 020: 2.11e-05 |Target 021: 2.67e-05 |Target 022: 1.39e-05 |Target 023: 3.32e-05 |Target 024: 3.78e-05 + +==================== +Epoch #131 | Time: 00d 00h 35m | LR: 2.00e-03 | Epoch time: 15.79 | Train loss: 7.19e-05 | Val loss: 3.91e-05 +Target 006 has maximum loss 2.50e-04; Target 002 has minimum loss 1.10e-05 +Target 000: 1.09e-04 |Target 001: 6.47e-05 |Target 002: 1.10e-05 |Target 003: 1.66e-05 |Target 004: 1.37e-05 +Target 005: 9.59e-05 |Target 006: 2.50e-04 |Target 007: 1.35e-05 |Target 008: 3.15e-05 |Target 009: 3.19e-05 +Target 010: 1.33e-05 |Target 011: 1.53e-05 |Target 012: 2.71e-05 |Target 013: 8.87e-05 |Target 014: 1.41e-05 +Target 015: 1.93e-05 |Target 016: 3.44e-05 |Target 017: 3.78e-05 |Target 018: 6.08e-05 |Target 019: 3.33e-05 +Target 020: 1.99e-05 |Target 021: 2.57e-05 |Target 022: 1.50e-05 |Target 023: 3.35e-05 |Target 024: 7.19e-05 + +==================== +Epoch #132 | Time: 00d 00h 35m | LR: 2.00e-03 | Epoch time: 15.85 | Train loss: 7.37e-05 | Val loss: 3.60e-05 +Target 006 has maximum loss 2.33e-04; Target 002 has minimum loss 7.42e-06 +Target 000: 1.17e-04 |Target 001: 1.83e-04 |Target 002: 7.42e-06 |Target 003: 2.60e-05 |Target 004: 1.50e-05 +Target 005: 2.21e-04 |Target 006: 2.33e-04 |Target 007: 9.09e-06 |Target 008: 2.92e-05 |Target 009: 3.82e-05 +Target 010: 1.71e-05 |Target 011: 1.01e-05 |Target 012: 3.22e-05 |Target 013: 8.13e-05 |Target 014: 1.44e-05 +Target 015: 1.76e-05 |Target 016: 2.31e-05 |Target 017: 4.29e-05 |Target 018: 5.34e-05 |Target 019: 3.32e-05 +Target 020: 2.40e-05 |Target 021: 2.61e-05 |Target 022: 1.33e-05 |Target 023: 3.16e-05 |Target 024: 4.45e-05 + +==================== +Epoch #133 | Time: 00d 00h 36m | LR: 2.00e-03 | Epoch time: 15.91 | Train loss: 7.60e-05 | Val loss: 4.87e-05 +Target 001 has maximum loss 6.73e-04; Target 002 has minimum loss 8.81e-06 +Target 000: 3.34e-04 |Target 001: 6.73e-04 |Target 002: 8.81e-06 |Target 003: 2.17e-05 |Target 004: 1.56e-05 +Target 005: 4.04e-04 |Target 006: 6.70e-04 |Target 007: 2.72e-05 |Target 008: 3.71e-05 |Target 009: 4.50e-05 +Target 010: 1.13e-05 |Target 011: 1.56e-05 |Target 012: 8.97e-05 |Target 013: 5.54e-05 |Target 014: 1.18e-05 +Target 015: 1.82e-05 |Target 016: 4.09e-05 |Target 017: 3.34e-05 |Target 018: 5.75e-05 |Target 019: 5.21e-05 +Target 020: 2.34e-05 |Target 021: 2.86e-05 |Target 022: 1.30e-05 |Target 023: 3.26e-05 |Target 024: 5.08e-05 + +==================== +Epoch #134 | Time: 00d 00h 36m | LR: 2.00e-03 | Epoch time: 15.89 | Train loss: 8.06e-05 | Val loss: 1.58e-04 +Target 024 has maximum loss 3.86e-04; Target 015 has minimum loss 3.12e-05 +Target 000: 2.79e-04 |Target 001: 3.07e-04 |Target 002: 4.53e-05 |Target 003: 7.39e-05 |Target 004: 3.21e-05 +Target 005: 2.59e-04 |Target 006: 2.40e-04 |Target 007: 7.06e-05 |Target 008: 9.94e-05 |Target 009: 2.57e-04 +Target 010: 6.18e-05 |Target 011: 5.64e-05 |Target 012: 5.14e-05 |Target 013: 7.72e-05 |Target 014: 5.91e-05 +Target 015: 3.12e-05 |Target 016: 1.12e-04 |Target 017: 1.24e-04 |Target 018: 2.45e-04 |Target 019: 1.72e-04 +Target 020: 3.52e-05 |Target 021: 2.33e-04 |Target 022: 6.85e-05 |Target 023: 1.75e-04 |Target 024: 3.86e-04 + +==================== +Epoch #135 | Time: 00d 00h 36m | LR: 2.00e-03 | Epoch time: 15.80 | Train loss: 1.22e-04 | Val loss: 4.85e-05 +Target 006 has maximum loss 4.12e-04; Target 011 has minimum loss 1.25e-05 +Target 000: 1.43e-04 |Target 001: 2.20e-04 |Target 002: 1.77e-05 |Target 003: 5.35e-05 |Target 004: 1.43e-05 +Target 005: 3.02e-04 |Target 006: 4.12e-04 |Target 007: 3.74e-05 |Target 008: 6.29e-05 |Target 009: 4.15e-05 +Target 010: 1.30e-05 |Target 011: 1.25e-05 |Target 012: 3.32e-05 |Target 013: 7.56e-05 |Target 014: 2.24e-05 +Target 015: 1.76e-05 |Target 016: 2.32e-05 |Target 017: 3.08e-05 |Target 018: 6.21e-05 |Target 019: 4.49e-05 +Target 020: 2.03e-05 |Target 021: 3.82e-05 |Target 022: 2.04e-05 |Target 023: 4.29e-05 |Target 024: 8.21e-05 + +==================== +Epoch #136 | Time: 00d 00h 37m | LR: 2.00e-03 | Epoch time: 15.91 | Train loss: 1.55e-04 | Val loss: 8.89e-05 +Target 005 has maximum loss 5.67e-04; Target 011 has minimum loss 1.67e-05 +Target 000: 2.87e-04 |Target 001: 2.67e-04 |Target 002: 4.02e-05 |Target 003: 4.82e-05 |Target 004: 3.33e-05 +Target 005: 5.67e-04 |Target 006: 1.59e-04 |Target 007: 5.01e-05 |Target 008: 4.97e-05 |Target 009: 5.03e-05 +Target 010: 1.92e-05 |Target 011: 1.67e-05 |Target 012: 8.32e-05 |Target 013: 5.43e-05 |Target 014: 2.07e-05 +Target 015: 3.56e-05 |Target 016: 1.08e-04 |Target 017: 7.11e-05 |Target 018: 1.72e-04 |Target 019: 7.01e-05 +Target 020: 3.25e-05 |Target 021: 3.38e-05 |Target 022: 2.14e-05 |Target 023: 9.76e-05 |Target 024: 2.13e-04 + +==================== +Epoch #137 | Time: 00d 00h 37m | LR: 2.00e-03 | Epoch time: 16.03 | Train loss: 1.07e-04 | Val loss: 1.30e-04 +Target 005 has maximum loss 6.07e-04; Target 010 has minimum loss 1.80e-05 +Target 000: 4.13e-04 |Target 001: 4.98e-04 |Target 002: 2.07e-05 |Target 003: 3.56e-05 |Target 004: 2.69e-05 +Target 005: 6.07e-04 |Target 006: 1.67e-04 |Target 007: 5.07e-05 |Target 008: 4.72e-05 |Target 009: 3.76e-04 +Target 010: 1.80e-05 |Target 011: 5.47e-05 |Target 012: 4.31e-05 |Target 013: 6.57e-05 |Target 014: 5.27e-05 +Target 015: 2.65e-05 |Target 016: 8.58e-05 |Target 017: 1.02e-04 |Target 018: 2.45e-04 |Target 019: 1.17e-04 +Target 020: 3.78e-05 |Target 021: 2.55e-04 |Target 022: 5.29e-05 |Target 023: 1.08e-04 |Target 024: 2.66e-04 + +==================== +Epoch #138 | Time: 00d 00h 37m | LR: 2.00e-03 | Epoch time: 15.82 | Train loss: 1.19e-04 | Val loss: 5.59e-05 +Target 005 has maximum loss 7.24e-04; Target 002 has minimum loss 9.67e-06 +Target 000: 3.56e-04 |Target 001: 4.92e-04 |Target 002: 9.67e-06 |Target 003: 2.71e-05 |Target 004: 3.11e-05 +Target 005: 7.24e-04 |Target 006: 1.06e-04 |Target 007: 7.06e-05 |Target 008: 2.77e-05 |Target 009: 4.74e-05 +Target 010: 1.04e-05 |Target 011: 1.16e-05 |Target 012: 7.84e-05 |Target 013: 5.31e-05 |Target 014: 1.71e-05 +Target 015: 2.14e-05 |Target 016: 3.15e-05 |Target 017: 4.30e-05 |Target 018: 5.64e-05 |Target 019: 4.16e-05 +Target 020: 2.14e-05 |Target 021: 4.94e-05 |Target 022: 1.49e-05 |Target 023: 5.23e-05 |Target 024: 9.69e-05 + +==================== +Epoch #139 | Time: 00d 00h 37m | LR: 2.00e-03 | Epoch time: 15.95 | Train loss: 9.17e-05 | Val loss: 5.06e-05 +Target 005 has maximum loss 3.05e-04; Target 007 has minimum loss 1.04e-05 +Target 000: 1.51e-04 |Target 001: 7.79e-05 |Target 002: 1.21e-05 |Target 003: 2.38e-05 |Target 004: 1.29e-05 +Target 005: 3.05e-04 |Target 006: 2.39e-04 |Target 007: 1.04e-05 |Target 008: 3.42e-05 |Target 009: 1.20e-04 +Target 010: 1.54e-05 |Target 011: 1.78e-05 |Target 012: 3.06e-05 |Target 013: 5.38e-05 |Target 014: 1.62e-05 +Target 015: 2.01e-05 |Target 016: 4.13e-05 |Target 017: 2.61e-05 |Target 018: 6.87e-05 |Target 019: 5.90e-05 +Target 020: 2.41e-05 |Target 021: 1.06e-04 |Target 022: 1.56e-05 |Target 023: 8.85e-05 |Target 024: 6.56e-05 + +==================== +Epoch #140 | Time: 00d 00h 38m | LR: 2.00e-03 | Epoch time: 15.81 | Train loss: 9.11e-05 | Val loss: 5.54e-05 +Target 006 has maximum loss 4.40e-04; Target 014 has minimum loss 1.90e-05 +Target 000: 1.27e-04 |Target 001: 1.23e-04 |Target 002: 2.44e-05 |Target 003: 9.07e-05 |Target 004: 2.03e-05 +Target 005: 1.57e-04 |Target 006: 4.40e-04 |Target 007: 3.88e-05 |Target 008: 6.11e-05 |Target 009: 9.52e-05 +Target 010: 4.44e-05 |Target 011: 2.95e-05 |Target 012: 3.28e-05 |Target 013: 3.97e-05 |Target 014: 1.90e-05 +Target 015: 2.37e-05 |Target 016: 5.64e-05 |Target 017: 4.20e-05 |Target 018: 9.87e-05 |Target 019: 6.26e-05 +Target 020: 2.34e-05 |Target 021: 8.71e-05 |Target 022: 2.03e-05 |Target 023: 5.88e-05 |Target 024: 7.79e-05 + +==================== +Epoch #141 | Time: 00d 00h 38m | LR: 2.00e-03 | Epoch time: 16.06 | Train loss: 7.50e-05 | Val loss: 3.76e-05 +Target 001 has maximum loss 1.61e-04; Target 007 has minimum loss 9.52e-06 +Target 000: 7.56e-05 |Target 001: 1.61e-04 |Target 002: 1.09e-05 |Target 003: 2.36e-05 |Target 004: 1.25e-05 +Target 005: 7.08e-05 |Target 006: 9.90e-05 |Target 007: 9.52e-06 |Target 008: 3.43e-05 |Target 009: 8.69e-05 +Target 010: 1.37e-05 |Target 011: 1.20e-05 |Target 012: 3.06e-05 |Target 013: 3.77e-05 |Target 014: 1.45e-05 +Target 015: 1.97e-05 |Target 016: 4.82e-05 |Target 017: 2.93e-05 |Target 018: 5.90e-05 |Target 019: 4.49e-05 +Target 020: 1.95e-05 |Target 021: 6.24e-05 |Target 022: 1.42e-05 |Target 023: 4.07e-05 |Target 024: 5.62e-05 + +==================== +Epoch #142 | Time: 00d 00h 38m | LR: 2.00e-03 | Epoch time: 15.81 | Train loss: 7.24e-05 | Val loss: 4.03e-05 +Target 001 has maximum loss 7.12e-04; Target 002 has minimum loss 7.28e-06 +Target 000: 3.26e-04 |Target 001: 7.12e-04 |Target 002: 7.28e-06 |Target 003: 3.47e-05 |Target 004: 1.68e-05 +Target 005: 1.66e-04 |Target 006: 2.70e-04 |Target 007: 1.07e-05 |Target 008: 2.95e-05 |Target 009: 3.94e-05 +Target 010: 1.01e-05 |Target 011: 8.75e-06 |Target 012: 6.90e-05 |Target 013: 3.29e-05 |Target 014: 1.08e-05 +Target 015: 2.24e-05 |Target 016: 3.56e-05 |Target 017: 7.59e-05 |Target 018: 6.77e-05 |Target 019: 2.86e-05 +Target 020: 1.88e-05 |Target 021: 3.17e-05 |Target 022: 1.14e-05 |Target 023: 2.68e-05 |Target 024: 3.83e-05 + +==================== +Epoch #143 | Time: 00d 00h 38m | LR: 2.00e-03 | Epoch time: 15.98 | Train loss: 6.20e-05 | Val loss: 2.77e-05 +Target 005 has maximum loss 1.05e-04; Target 002 has minimum loss 8.48e-06 +Target 000: 1.00e-04 |Target 001: 6.33e-05 |Target 002: 8.48e-06 |Target 003: 3.17e-05 |Target 004: 1.17e-05 +Target 005: 1.05e-04 |Target 006: 7.61e-05 |Target 007: 2.06e-05 |Target 008: 2.82e-05 |Target 009: 3.48e-05 +Target 010: 1.12e-05 |Target 011: 9.59e-06 |Target 012: 2.19e-05 |Target 013: 5.04e-05 |Target 014: 1.10e-05 +Target 015: 1.77e-05 |Target 016: 3.06e-05 |Target 017: 2.54e-05 |Target 018: 4.18e-05 |Target 019: 3.10e-05 +Target 020: 1.74e-05 |Target 021: 2.44e-05 |Target 022: 1.16e-05 |Target 023: 3.02e-05 |Target 024: 3.61e-05 + +==================== +Epoch #144 | Time: 00d 00h 39m | LR: 2.00e-03 | Epoch time: 15.97 | Train loss: 6.34e-05 | Val loss: 3.19e-05 +Target 001 has maximum loss 1.39e-04; Target 007 has minimum loss 6.57e-06 +Target 000: 1.23e-04 |Target 001: 1.39e-04 |Target 002: 8.65e-06 |Target 003: 3.51e-05 |Target 004: 1.25e-05 +Target 005: 1.02e-04 |Target 006: 1.27e-04 |Target 007: 6.57e-06 |Target 008: 3.03e-05 |Target 009: 3.06e-05 +Target 010: 1.56e-05 |Target 011: 8.20e-06 |Target 012: 2.79e-05 |Target 013: 3.72e-05 |Target 014: 1.08e-05 +Target 015: 1.78e-05 |Target 016: 3.37e-05 |Target 017: 2.50e-05 |Target 018: 5.06e-05 |Target 019: 3.80e-05 +Target 020: 1.89e-05 |Target 021: 3.67e-05 |Target 022: 1.16e-05 |Target 023: 5.05e-05 |Target 024: 4.04e-05 + +==================== +Epoch #145 | Time: 00d 00h 39m | LR: 2.00e-03 | Epoch time: 16.02 | Train loss: 6.28e-05 | Val loss: 3.03e-05 +Target 001 has maximum loss 1.27e-04; Target 007 has minimum loss 8.39e-06 +Target 000: 7.43e-05 |Target 001: 1.27e-04 |Target 002: 1.01e-05 |Target 003: 2.88e-05 |Target 004: 1.26e-05 +Target 005: 8.11e-05 |Target 006: 9.59e-05 |Target 007: 8.39e-06 |Target 008: 2.53e-05 |Target 009: 3.80e-05 +Target 010: 1.27e-05 |Target 011: 1.44e-05 |Target 012: 6.30e-05 |Target 013: 3.88e-05 |Target 014: 1.13e-05 +Target 015: 1.59e-05 |Target 016: 3.03e-05 |Target 017: 2.56e-05 |Target 018: 5.12e-05 |Target 019: 2.81e-05 +Target 020: 1.86e-05 |Target 021: 3.21e-05 |Target 022: 1.18e-05 |Target 023: 2.98e-05 |Target 024: 3.92e-05 + +==================== +Epoch #146 | Time: 00d 00h 39m | LR: 2.00e-03 | Epoch time: 16.09 | Train loss: 6.78e-05 | Val loss: 3.22e-05 +Target 001 has maximum loss 2.83e-04; Target 010 has minimum loss 1.03e-05 +Target 000: 1.34e-04 |Target 001: 2.83e-04 |Target 002: 1.20e-05 |Target 003: 5.17e-05 |Target 004: 1.50e-05 +Target 005: 1.66e-04 |Target 006: 1.30e-04 |Target 007: 1.17e-05 |Target 008: 4.09e-05 |Target 009: 3.15e-05 +Target 010: 1.03e-05 |Target 011: 1.16e-05 |Target 012: 2.60e-05 |Target 013: 4.08e-05 |Target 014: 1.06e-05 +Target 015: 2.64e-05 |Target 016: 4.41e-05 |Target 017: 2.72e-05 |Target 018: 6.30e-05 |Target 019: 3.25e-05 +Target 020: 1.85e-05 |Target 021: 2.55e-05 |Target 022: 1.35e-05 |Target 023: 3.05e-05 |Target 024: 3.76e-05 + +==================== +Epoch #147 | Time: 00d 00h 40m | LR: 2.00e-03 | Epoch time: 15.81 | Train loss: 8.50e-05 | Val loss: 4.95e-05 +Target 005 has maximum loss 4.82e-04; Target 004 has minimum loss 1.72e-05 +Target 000: 1.19e-04 |Target 001: 1.69e-04 |Target 002: 2.02e-05 |Target 003: 3.41e-05 |Target 004: 1.72e-05 +Target 005: 4.82e-04 |Target 006: 2.09e-04 |Target 007: 2.30e-05 |Target 008: 7.27e-05 |Target 009: 6.71e-05 +Target 010: 2.92e-05 |Target 011: 3.21e-05 |Target 012: 2.75e-05 |Target 013: 4.94e-05 |Target 014: 2.84e-05 +Target 015: 2.80e-05 |Target 016: 7.38e-05 |Target 017: 5.09e-05 |Target 018: 7.17e-05 |Target 019: 5.06e-05 +Target 020: 2.79e-05 |Target 021: 5.69e-05 |Target 022: 2.45e-05 |Target 023: 5.29e-05 |Target 024: 5.85e-05 + +==================== +Epoch #148 | Time: 00d 00h 40m | LR: 2.00e-03 | Epoch time: 16.01 | Train loss: 8.28e-05 | Val loss: 4.73e-05 +Target 001 has maximum loss 2.66e-04; Target 002 has minimum loss 9.61e-06 +Target 000: 8.37e-05 |Target 001: 2.66e-04 |Target 002: 9.61e-06 |Target 003: 1.51e-05 |Target 004: 2.38e-05 +Target 005: 2.23e-04 |Target 006: 1.92e-04 |Target 007: 1.52e-05 |Target 008: 5.40e-05 |Target 009: 5.46e-05 +Target 010: 1.28e-05 |Target 011: 1.15e-05 |Target 012: 3.89e-05 |Target 013: 4.64e-05 |Target 014: 2.17e-05 +Target 015: 2.06e-05 |Target 016: 5.32e-05 |Target 017: 4.97e-05 |Target 018: 6.43e-05 |Target 019: 5.29e-05 +Target 020: 2.27e-05 |Target 021: 6.34e-05 |Target 022: 2.02e-05 |Target 023: 4.42e-05 |Target 024: 7.79e-05 + +==================== +Epoch #149 | Time: 00d 00h 40m | LR: 2.00e-03 | Epoch time: 15.86 | Train loss: 9.35e-05 | Val loss: 3.94e-05 +Target 001 has maximum loss 2.66e-04; Target 002 has minimum loss 1.15e-05 +Target 000: 1.06e-04 |Target 001: 2.66e-04 |Target 002: 1.15e-05 |Target 003: 6.55e-05 |Target 004: 1.43e-05 +Target 005: 1.53e-04 |Target 006: 2.03e-04 |Target 007: 2.31e-05 |Target 008: 4.65e-05 |Target 009: 4.85e-05 +Target 010: 3.48e-05 |Target 011: 1.41e-05 |Target 012: 2.17e-05 |Target 013: 4.23e-05 |Target 014: 1.78e-05 +Target 015: 3.37e-05 |Target 016: 5.80e-05 |Target 017: 3.25e-05 |Target 018: 6.52e-05 |Target 019: 4.13e-05 +Target 020: 1.81e-05 |Target 021: 4.30e-05 |Target 022: 1.50e-05 |Target 023: 4.15e-05 |Target 024: 5.01e-05 + +==================== +Epoch #150 | Time: 00d 00h 40m | LR: 2.00e-03 | Epoch time: 16.95 | Train loss: 9.33e-05 | Val loss: 1.20e-04 +Target 005 has maximum loss 5.62e-04; Target 022 has minimum loss 3.89e-05 +Target 000: 2.01e-04 |Target 001: 3.15e-04 |Target 002: 4.11e-05 |Target 003: 1.75e-04 |Target 004: 4.72e-05 +Target 005: 5.62e-04 |Target 006: 2.49e-04 |Target 007: 6.63e-05 |Target 008: 1.74e-04 |Target 009: 1.59e-04 +Target 010: 5.64e-05 |Target 011: 5.31e-05 |Target 012: 1.18e-04 |Target 013: 8.13e-05 |Target 014: 4.32e-05 +Target 015: 8.20e-05 |Target 016: 2.13e-04 |Target 017: 1.09e-04 |Target 018: 1.96e-04 |Target 019: 1.01e-04 +Target 020: 5.15e-05 |Target 021: 1.78e-04 |Target 022: 3.89e-05 |Target 023: 9.38e-05 |Target 024: 2.21e-04 + +==================== +Epoch #151 | Time: 00d 00h 41m | LR: 2.00e-03 | Epoch time: 15.69 | Train loss: 1.31e-04 | Val loss: 9.94e-05 +Target 006 has maximum loss 6.85e-04; Target 002 has minimum loss 2.20e-05 +Target 000: 1.64e-04 |Target 001: 3.49e-04 |Target 002: 2.20e-05 |Target 003: 5.65e-05 |Target 004: 3.25e-05 +Target 005: 3.88e-04 |Target 006: 6.85e-04 |Target 007: 7.84e-05 |Target 008: 8.80e-05 |Target 009: 5.17e-05 +Target 010: 4.47e-05 |Target 011: 6.97e-05 |Target 012: 6.39e-05 |Target 013: 1.11e-04 |Target 014: 3.71e-05 +Target 015: 5.06e-05 |Target 016: 6.77e-05 |Target 017: 6.79e-05 |Target 018: 1.77e-04 |Target 019: 1.01e-04 +Target 020: 2.49e-05 |Target 021: 6.74e-05 |Target 022: 3.49e-05 |Target 023: 1.13e-04 |Target 024: 1.94e-04 + +==================== +Epoch #152 | Time: 00d 00h 41m | LR: 2.00e-03 | Epoch time: 15.66 | Train loss: 2.33e-04 | Val loss: 1.15e-04 +Target 001 has maximum loss 1.35e-03; Target 011 has minimum loss 3.24e-05 +Target 000: 2.72e-04 |Target 001: 1.35e-03 |Target 002: 6.19e-05 |Target 003: 3.05e-04 |Target 004: 4.87e-05 +Target 005: 7.71e-04 |Target 006: 3.10e-04 |Target 007: 3.26e-05 |Target 008: 9.62e-05 |Target 009: 1.38e-04 +Target 010: 8.08e-05 |Target 011: 3.24e-05 |Target 012: 8.42e-05 |Target 013: 7.80e-05 |Target 014: 4.20e-05 +Target 015: 7.06e-05 |Target 016: 1.46e-04 |Target 017: 9.91e-05 |Target 018: 1.38e-04 |Target 019: 8.81e-05 +Target 020: 4.56e-05 |Target 021: 1.29e-04 |Target 022: 3.46e-05 |Target 023: 8.87e-05 |Target 024: 2.05e-04 + +==================== +Epoch #153 | Time: 00d 00h 41m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 1.33e-04 | Val loss: 5.32e-05 +Target 001 has maximum loss 2.73e-04; Target 010 has minimum loss 1.26e-05 +Target 000: 9.64e-05 |Target 001: 2.73e-04 |Target 002: 1.39e-05 |Target 003: 3.18e-05 |Target 004: 1.69e-05 +Target 005: 1.08e-04 |Target 006: 1.39e-04 |Target 007: 3.03e-05 |Target 008: 5.18e-05 |Target 009: 1.09e-04 +Target 010: 1.26e-05 |Target 011: 1.64e-05 |Target 012: 4.65e-05 |Target 013: 5.52e-05 |Target 014: 1.45e-05 +Target 015: 3.10e-05 |Target 016: 6.56e-05 |Target 017: 4.29e-05 |Target 018: 1.11e-04 |Target 019: 3.91e-05 +Target 020: 2.40e-05 |Target 021: 9.46e-05 |Target 022: 1.55e-05 |Target 023: 7.32e-05 |Target 024: 7.81e-05 + +==================== +Epoch #154 | Time: 00d 00h 41m | LR: 2.00e-03 | Epoch time: 15.85 | Train loss: 8.13e-05 | Val loss: 2.86e-05 +Target 001 has maximum loss 2.24e-04; Target 007 has minimum loss 8.94e-06 +Target 000: 7.73e-05 |Target 001: 2.24e-04 |Target 002: 9.57e-06 |Target 003: 1.26e-05 |Target 004: 1.39e-05 +Target 005: 1.10e-04 |Target 006: 1.79e-04 |Target 007: 8.94e-06 |Target 008: 2.20e-05 |Target 009: 3.22e-05 +Target 010: 1.01e-05 |Target 011: 1.32e-05 |Target 012: 2.12e-05 |Target 013: 3.33e-05 |Target 014: 1.21e-05 +Target 015: 1.51e-05 |Target 016: 2.45e-05 |Target 017: 2.31e-05 |Target 018: 4.99e-05 |Target 019: 2.87e-05 +Target 020: 1.80e-05 |Target 021: 2.44e-05 |Target 022: 1.22e-05 |Target 023: 3.99e-05 |Target 024: 3.64e-05 + +==================== +Epoch #155 | Time: 00d 00h 42m | LR: 2.00e-03 | Epoch time: 15.86 | Train loss: 6.97e-05 | Val loss: 4.31e-05 +Target 009 has maximum loss 1.54e-04; Target 011 has minimum loss 8.09e-06 +Target 000: 6.62e-05 |Target 001: 6.32e-05 |Target 002: 8.74e-06 |Target 003: 1.52e-05 |Target 004: 1.20e-05 +Target 005: 9.71e-05 |Target 006: 1.21e-04 |Target 007: 1.61e-05 |Target 008: 3.81e-05 |Target 009: 1.54e-04 +Target 010: 1.21e-05 |Target 011: 8.09e-06 |Target 012: 3.46e-05 |Target 013: 4.15e-05 |Target 014: 1.25e-05 +Target 015: 1.95e-05 |Target 016: 4.80e-05 |Target 017: 2.57e-05 |Target 018: 5.28e-05 |Target 019: 5.88e-05 +Target 020: 2.69e-05 |Target 021: 1.11e-04 |Target 022: 1.26e-05 |Target 023: 5.93e-05 |Target 024: 5.50e-05 + +==================== +Epoch #156 | Time: 00d 00h 42m | LR: 2.00e-03 | Epoch time: 15.64 | Train loss: 6.19e-05 | Val loss: 2.77e-05 +Target 001 has maximum loss 1.87e-04; Target 007 has minimum loss 8.21e-06 +Target 000: 8.54e-05 |Target 001: 1.87e-04 |Target 002: 1.05e-05 |Target 003: 2.01e-05 |Target 004: 1.58e-05 +Target 005: 8.84e-05 |Target 006: 8.55e-05 |Target 007: 8.21e-06 |Target 008: 1.84e-05 |Target 009: 2.50e-05 +Target 010: 1.09e-05 |Target 011: 1.60e-05 |Target 012: 3.85e-05 |Target 013: 4.46e-05 |Target 014: 1.13e-05 +Target 015: 1.26e-05 |Target 016: 1.55e-05 |Target 017: 3.13e-05 |Target 018: 5.16e-05 |Target 019: 2.77e-05 +Target 020: 1.56e-05 |Target 021: 2.42e-05 |Target 022: 1.04e-05 |Target 023: 3.16e-05 |Target 024: 3.16e-05 + +==================== +Epoch #157 | Time: 00d 00h 42m | LR: 2.00e-03 | Epoch time: 15.70 | Train loss: 5.80e-05 | Val loss: 2.96e-05 +Target 005 has maximum loss 1.91e-04; Target 002 has minimum loss 7.06e-06 +Target 000: 1.38e-04 |Target 001: 5.69e-05 |Target 002: 7.06e-06 |Target 003: 1.72e-05 |Target 004: 1.03e-05 +Target 005: 1.91e-04 |Target 006: 1.13e-04 |Target 007: 1.32e-05 |Target 008: 1.93e-05 |Target 009: 3.12e-05 +Target 010: 7.47e-06 |Target 011: 9.63e-06 |Target 012: 2.65e-05 |Target 013: 5.38e-05 |Target 014: 9.20e-06 +Target 015: 1.21e-05 |Target 016: 2.18e-05 |Target 017: 2.19e-05 |Target 018: 4.08e-05 |Target 019: 2.58e-05 +Target 020: 1.79e-05 |Target 021: 2.77e-05 |Target 022: 1.00e-05 |Target 023: 2.54e-05 |Target 024: 5.58e-05 + +==================== +Epoch #158 | Time: 00d 00h 42m | LR: 2.00e-03 | Epoch time: 15.63 | Train loss: 7.07e-05 | Val loss: 2.91e-05 +Target 005 has maximum loss 2.43e-04; Target 010 has minimum loss 6.33e-06 +Target 000: 1.87e-04 |Target 001: 5.72e-05 |Target 002: 6.51e-06 |Target 003: 1.23e-05 |Target 004: 1.07e-05 +Target 005: 2.43e-04 |Target 006: 1.67e-04 |Target 007: 1.92e-05 |Target 008: 2.17e-05 |Target 009: 5.41e-05 +Target 010: 6.33e-06 |Target 011: 1.01e-05 |Target 012: 3.31e-05 |Target 013: 3.31e-05 |Target 014: 1.21e-05 +Target 015: 1.53e-05 |Target 016: 3.00e-05 |Target 017: 2.46e-05 |Target 018: 4.44e-05 |Target 019: 2.83e-05 +Target 020: 2.58e-05 |Target 021: 4.12e-05 |Target 022: 1.12e-05 |Target 023: 3.28e-05 |Target 024: 3.04e-05 + +==================== +Epoch #159 | Time: 00d 00h 43m | LR: 2.00e-03 | Epoch time: 15.69 | Train loss: 6.34e-05 | Val loss: 3.46e-05 +Target 001 has maximum loss 3.30e-04; Target 010 has minimum loss 6.54e-06 +Target 000: 2.94e-04 |Target 001: 3.30e-04 |Target 002: 7.72e-06 |Target 003: 1.05e-05 |Target 004: 9.42e-06 +Target 005: 1.37e-04 |Target 006: 1.03e-04 |Target 007: 8.66e-06 |Target 008: 1.95e-05 |Target 009: 4.64e-05 +Target 010: 6.54e-06 |Target 011: 9.83e-06 |Target 012: 2.64e-05 |Target 013: 3.67e-05 |Target 014: 8.35e-06 +Target 015: 1.32e-05 |Target 016: 2.80e-05 |Target 017: 3.65e-05 |Target 018: 4.13e-05 |Target 019: 3.51e-05 +Target 020: 1.58e-05 |Target 021: 3.73e-05 |Target 022: 9.94e-06 |Target 023: 4.75e-05 |Target 024: 5.40e-05 + +==================== +Epoch #160 | Time: 00d 00h 43m | LR: 2.00e-03 | Epoch time: 15.62 | Train loss: 7.74e-05 | Val loss: 5.60e-05 +Target 001 has maximum loss 3.25e-04; Target 010 has minimum loss 1.11e-05 +Target 000: 3.00e-04 |Target 001: 3.25e-04 |Target 002: 1.48e-05 |Target 003: 2.10e-05 |Target 004: 1.65e-05 +Target 005: 2.97e-04 |Target 006: 1.02e-04 |Target 007: 3.84e-05 |Target 008: 2.96e-05 |Target 009: 9.22e-05 +Target 010: 1.11e-05 |Target 011: 1.35e-05 |Target 012: 3.38e-05 |Target 013: 6.04e-05 |Target 014: 1.80e-05 +Target 015: 1.67e-05 |Target 016: 2.60e-05 |Target 017: 5.97e-05 |Target 018: 1.05e-04 |Target 019: 4.15e-05 +Target 020: 2.19e-05 |Target 021: 7.88e-05 |Target 022: 1.56e-05 |Target 023: 4.69e-05 |Target 024: 1.09e-04 + +==================== +Epoch #161 | Time: 00d 00h 43m | LR: 2.00e-03 | Epoch time: 15.66 | Train loss: 8.57e-05 | Val loss: 6.07e-05 +Target 005 has maximum loss 2.47e-04; Target 014 has minimum loss 2.18e-05 +Target 000: 1.31e-04 |Target 001: 1.33e-04 |Target 002: 3.48e-05 |Target 003: 5.21e-05 |Target 004: 2.81e-05 +Target 005: 2.47e-04 |Target 006: 1.33e-04 |Target 007: 3.10e-05 |Target 008: 3.68e-05 |Target 009: 1.58e-04 +Target 010: 2.82e-05 |Target 011: 2.77e-05 |Target 012: 3.19e-05 |Target 013: 6.77e-05 |Target 014: 2.18e-05 +Target 015: 3.37e-05 |Target 016: 4.88e-05 |Target 017: 5.50e-05 |Target 018: 9.41e-05 |Target 019: 6.11e-05 +Target 020: 2.52e-05 |Target 021: 1.14e-04 |Target 022: 2.67e-05 |Target 023: 5.41e-05 |Target 024: 9.66e-05 + +==================== +Epoch #162 | Time: 00d 00h 44m | LR: 2.00e-03 | Epoch time: 15.78 | Train loss: 9.06e-05 | Val loss: 4.32e-05 +Target 001 has maximum loss 4.15e-04; Target 002 has minimum loss 1.02e-05 +Target 000: 3.63e-04 |Target 001: 4.15e-04 |Target 002: 1.02e-05 |Target 003: 1.79e-05 |Target 004: 1.60e-05 +Target 005: 1.33e-04 |Target 006: 1.32e-04 |Target 007: 2.20e-05 |Target 008: 4.26e-05 |Target 009: 4.21e-05 +Target 010: 1.66e-05 |Target 011: 1.85e-05 |Target 012: 2.97e-05 |Target 013: 7.08e-05 |Target 014: 1.38e-05 +Target 015: 1.67e-05 |Target 016: 3.26e-05 |Target 017: 4.07e-05 |Target 018: 6.21e-05 |Target 019: 3.85e-05 +Target 020: 1.58e-05 |Target 021: 3.59e-05 |Target 022: 1.57e-05 |Target 023: 4.21e-05 |Target 024: 6.75e-05 + +==================== +Epoch #163 | Time: 00d 00h 44m | LR: 2.00e-03 | Epoch time: 15.89 | Train loss: 6.91e-05 | Val loss: 3.08e-05 +Target 001 has maximum loss 1.06e-04; Target 010 has minimum loss 1.00e-05 +Target 000: 9.64e-05 |Target 001: 1.06e-04 |Target 002: 1.33e-05 |Target 003: 3.53e-05 |Target 004: 1.39e-05 +Target 005: 7.72e-05 |Target 006: 8.72e-05 |Target 007: 1.01e-05 |Target 008: 2.60e-05 |Target 009: 4.17e-05 +Target 010: 1.00e-05 |Target 011: 1.25e-05 |Target 012: 2.07e-05 |Target 013: 3.27e-05 |Target 014: 1.26e-05 +Target 015: 2.17e-05 |Target 016: 2.68e-05 |Target 017: 3.30e-05 |Target 018: 4.50e-05 |Target 019: 4.43e-05 +Target 020: 1.61e-05 |Target 021: 3.52e-05 |Target 022: 1.45e-05 |Target 023: 4.65e-05 |Target 024: 3.51e-05 + +==================== +Epoch #164 | Time: 00d 00h 44m | LR: 2.00e-03 | Epoch time: 15.91 | Train loss: 5.98e-05 | Val loss: 3.80e-05 +Target 005 has maximum loss 4.87e-04; Target 022 has minimum loss 9.76e-06 +Target 000: 8.59e-05 |Target 001: 4.84e-05 |Target 002: 1.28e-05 |Target 003: 2.14e-05 |Target 004: 1.22e-05 +Target 005: 4.87e-04 |Target 006: 1.23e-04 |Target 007: 2.04e-05 |Target 008: 2.31e-05 |Target 009: 6.75e-05 +Target 010: 1.17e-05 |Target 011: 1.14e-05 |Target 012: 2.50e-05 |Target 013: 3.69e-05 |Target 014: 1.35e-05 +Target 015: 1.80e-05 |Target 016: 2.00e-05 |Target 017: 3.35e-05 |Target 018: 5.68e-05 |Target 019: 2.88e-05 +Target 020: 1.68e-05 |Target 021: 5.26e-05 |Target 022: 9.76e-06 |Target 023: 2.98e-05 |Target 024: 7.67e-05 + +==================== +Epoch #165 | Time: 00d 00h 44m | LR: 2.00e-03 | Epoch time: 16.14 | Train loss: 6.24e-05 | Val loss: 3.60e-05 +Target 001 has maximum loss 6.34e-04; Target 002 has minimum loss 5.89e-06 +Target 000: 1.86e-04 |Target 001: 6.34e-04 |Target 002: 5.89e-06 |Target 003: 1.68e-05 |Target 004: 1.42e-05 +Target 005: 4.84e-04 |Target 006: 1.64e-04 |Target 007: 7.17e-06 |Target 008: 2.55e-05 |Target 009: 3.89e-05 +Target 010: 6.30e-06 |Target 011: 1.04e-05 |Target 012: 3.57e-05 |Target 013: 5.03e-05 |Target 014: 1.15e-05 +Target 015: 1.10e-05 |Target 016: 1.69e-05 |Target 017: 3.09e-05 |Target 018: 4.11e-05 |Target 019: 2.60e-05 +Target 020: 1.38e-05 |Target 021: 3.81e-05 |Target 022: 1.10e-05 |Target 023: 3.27e-05 |Target 024: 4.61e-05 + +==================== +Epoch #166 | Time: 00d 00h 45m | LR: 2.00e-03 | Epoch time: 15.97 | Train loss: 6.14e-05 | Val loss: 2.98e-05 +Target 001 has maximum loss 4.22e-04; Target 002 has minimum loss 5.56e-06 +Target 000: 8.60e-05 |Target 001: 4.22e-04 |Target 002: 5.56e-06 |Target 003: 1.27e-05 |Target 004: 1.17e-05 +Target 005: 6.60e-05 |Target 006: 2.86e-04 |Target 007: 7.15e-06 |Target 008: 1.91e-05 |Target 009: 3.19e-05 +Target 010: 6.60e-06 |Target 011: 8.36e-06 |Target 012: 3.94e-05 |Target 013: 3.32e-05 |Target 014: 8.99e-06 +Target 015: 1.43e-05 |Target 016: 1.72e-05 |Target 017: 3.03e-05 |Target 018: 3.74e-05 |Target 019: 2.30e-05 +Target 020: 1.40e-05 |Target 021: 2.40e-05 |Target 022: 9.51e-06 |Target 023: 2.57e-05 |Target 024: 4.88e-05 + +==================== +Epoch #167 | Time: 00d 00h 45m | LR: 2.00e-03 | Epoch time: 15.83 | Train loss: 5.36e-05 | Val loss: 2.44e-05 +Target 001 has maximum loss 2.77e-04; Target 002 has minimum loss 6.33e-06 +Target 000: 1.39e-04 |Target 001: 2.77e-04 |Target 002: 6.33e-06 |Target 003: 8.69e-06 |Target 004: 1.36e-05 +Target 005: 4.76e-05 |Target 006: 8.63e-05 |Target 007: 7.12e-06 |Target 008: 2.43e-05 |Target 009: 2.66e-05 +Target 010: 1.22e-05 |Target 011: 8.29e-06 |Target 012: 2.88e-05 |Target 013: 2.85e-05 |Target 014: 9.29e-06 +Target 015: 1.27e-05 |Target 016: 2.80e-05 |Target 017: 1.85e-05 |Target 018: 3.94e-05 |Target 019: 2.33e-05 +Target 020: 1.35e-05 |Target 021: 2.58e-05 |Target 022: 9.75e-06 |Target 023: 2.73e-05 |Target 024: 3.09e-05 + +==================== +Epoch #168 | Time: 00d 00h 45m | LR: 2.00e-03 | Epoch time: 15.82 | Train loss: 5.39e-05 | Val loss: 2.40e-05 +Target 000 has maximum loss 2.18e-04; Target 014 has minimum loss 8.03e-06 +Target 000: 2.18e-04 |Target 001: 1.22e-04 |Target 002: 1.24e-05 |Target 003: 2.17e-05 |Target 004: 1.42e-05 +Target 005: 9.35e-05 |Target 006: 1.35e-04 |Target 007: 9.68e-06 |Target 008: 1.68e-05 |Target 009: 2.54e-05 +Target 010: 8.72e-06 |Target 011: 1.12e-05 |Target 012: 2.12e-05 |Target 013: 2.84e-05 |Target 014: 8.03e-06 +Target 015: 1.50e-05 |Target 016: 2.40e-05 |Target 017: 1.93e-05 |Target 018: 3.82e-05 |Target 019: 2.53e-05 +Target 020: 1.47e-05 |Target 021: 2.37e-05 |Target 022: 8.89e-06 |Target 023: 2.73e-05 |Target 024: 2.91e-05 + +==================== +Epoch #169 | Time: 00d 00h 45m | LR: 2.00e-03 | Epoch time: 15.76 | Train loss: 5.32e-05 | Val loss: 2.51e-05 +Target 001 has maximum loss 2.22e-04; Target 002 has minimum loss 5.30e-06 +Target 000: 9.30e-05 |Target 001: 2.22e-04 |Target 002: 5.30e-06 |Target 003: 8.21e-06 |Target 004: 9.54e-06 +Target 005: 1.66e-04 |Target 006: 1.39e-04 |Target 007: 7.24e-06 |Target 008: 1.77e-05 |Target 009: 2.85e-05 +Target 010: 7.19e-06 |Target 011: 1.00e-05 |Target 012: 1.89e-05 |Target 013: 2.76e-05 |Target 014: 9.41e-06 +Target 015: 1.06e-05 |Target 016: 1.50e-05 |Target 017: 2.25e-05 |Target 018: 4.14e-05 |Target 019: 2.61e-05 +Target 020: 1.28e-05 |Target 021: 2.42e-05 |Target 022: 8.93e-06 |Target 023: 2.37e-05 |Target 024: 3.91e-05 + +==================== +Epoch #170 | Time: 00d 00h 46m | LR: 2.00e-03 | Epoch time: 15.87 | Train loss: 5.50e-05 | Val loss: 2.56e-05 +Target 001 has maximum loss 2.44e-04; Target 011 has minimum loss 6.57e-06 +Target 000: 1.19e-04 |Target 001: 2.44e-04 |Target 002: 6.88e-06 |Target 003: 2.66e-05 |Target 004: 1.19e-05 +Target 005: 1.20e-04 |Target 006: 6.86e-05 |Target 007: 7.10e-06 |Target 008: 1.73e-05 |Target 009: 2.63e-05 +Target 010: 1.67e-05 |Target 011: 6.57e-06 |Target 012: 2.59e-05 |Target 013: 3.16e-05 |Target 014: 1.01e-05 +Target 015: 1.24e-05 |Target 016: 2.44e-05 |Target 017: 2.24e-05 |Target 018: 4.19e-05 |Target 019: 2.57e-05 +Target 020: 1.50e-05 |Target 021: 2.48e-05 |Target 022: 1.01e-05 |Target 023: 2.84e-05 |Target 024: 3.28e-05 + +==================== +Epoch #171 | Time: 00d 00h 46m | LR: 2.00e-03 | Epoch time: 15.84 | Train loss: 5.81e-05 | Val loss: 3.14e-05 +Target 001 has maximum loss 3.83e-04; Target 002 has minimum loss 4.78e-06 +Target 000: 2.59e-04 |Target 001: 3.83e-04 |Target 002: 4.78e-06 |Target 003: 1.22e-05 |Target 004: 1.32e-05 +Target 005: 3.02e-04 |Target 006: 1.89e-04 |Target 007: 9.98e-06 |Target 008: 1.82e-05 |Target 009: 3.22e-05 +Target 010: 5.07e-06 |Target 011: 1.05e-05 |Target 012: 3.49e-05 |Target 013: 3.63e-05 |Target 014: 1.13e-05 +Target 015: 1.27e-05 |Target 016: 1.58e-05 |Target 017: 4.12e-05 |Target 018: 3.77e-05 |Target 019: 3.01e-05 +Target 020: 1.40e-05 |Target 021: 2.52e-05 |Target 022: 1.01e-05 |Target 023: 3.09e-05 |Target 024: 3.57e-05 + +==================== +Epoch #172 | Time: 00d 00h 46m | LR: 2.00e-03 | Epoch time: 15.72 | Train loss: 7.00e-05 | Val loss: 4.09e-05 +Target 006 has maximum loss 2.82e-04; Target 010 has minimum loss 9.68e-06 +Target 000: 6.91e-05 |Target 001: 2.10e-04 |Target 002: 1.14e-05 |Target 003: 1.34e-05 |Target 004: 2.10e-05 +Target 005: 1.36e-04 |Target 006: 2.82e-04 |Target 007: 2.62e-05 |Target 008: 4.46e-05 |Target 009: 4.82e-05 +Target 010: 9.68e-06 |Target 011: 1.43e-05 |Target 012: 2.93e-05 |Target 013: 5.11e-05 |Target 014: 1.52e-05 +Target 015: 1.52e-05 |Target 016: 3.65e-05 |Target 017: 3.30e-05 |Target 018: 7.14e-05 |Target 019: 5.23e-05 +Target 020: 1.85e-05 |Target 021: 4.23e-05 |Target 022: 1.52e-05 |Target 023: 4.51e-05 |Target 024: 5.89e-05 + +==================== +Epoch #173 | Time: 00d 00h 47m | LR: 2.00e-03 | Epoch time: 15.78 | Train loss: 6.94e-05 | Val loss: 2.49e-05 +Target 001 has maximum loss 2.49e-04; Target 002 has minimum loss 6.69e-06 +Target 000: 7.98e-05 |Target 001: 2.49e-04 |Target 002: 6.69e-06 |Target 003: 1.27e-05 |Target 004: 8.50e-06 +Target 005: 1.16e-04 |Target 006: 1.09e-04 |Target 007: 8.02e-06 |Target 008: 2.86e-05 |Target 009: 2.89e-05 +Target 010: 1.32e-05 |Target 011: 9.02e-06 |Target 012: 1.66e-05 |Target 013: 3.09e-05 |Target 014: 9.34e-06 +Target 015: 1.26e-05 |Target 016: 2.93e-05 |Target 017: 1.95e-05 |Target 018: 4.94e-05 |Target 019: 2.80e-05 +Target 020: 1.25e-05 |Target 021: 2.25e-05 |Target 022: 9.22e-06 |Target 023: 2.24e-05 |Target 024: 3.42e-05 + +==================== +Epoch #174 | Time: 00d 00h 47m | LR: 2.00e-03 | Epoch time: 15.89 | Train loss: 6.19e-05 | Val loss: 5.46e-05 +Target 001 has maximum loss 1.11e-03; Target 011 has minimum loss 1.07e-05 +Target 000: 1.47e-04 |Target 001: 1.11e-03 |Target 002: 1.11e-05 |Target 003: 2.98e-05 |Target 004: 1.19e-05 +Target 005: 5.44e-05 |Target 006: 4.07e-04 |Target 007: 1.97e-05 |Target 008: 3.84e-05 |Target 009: 8.12e-05 +Target 010: 1.27e-05 |Target 011: 1.07e-05 |Target 012: 4.52e-05 |Target 013: 3.93e-05 |Target 014: 1.14e-05 +Target 015: 2.42e-05 |Target 016: 8.43e-05 |Target 017: 4.60e-05 |Target 018: 7.28e-05 |Target 019: 4.88e-05 +Target 020: 2.84e-05 |Target 021: 5.78e-05 |Target 022: 1.23e-05 |Target 023: 8.35e-05 |Target 024: 7.00e-05 + +==================== +Epoch #175 | Time: 00d 00h 47m | LR: 2.00e-03 | Epoch time: 15.85 | Train loss: 6.70e-05 | Val loss: 3.08e-05 +Target 005 has maximum loss 3.80e-04; Target 002 has minimum loss 6.41e-06 +Target 000: 1.66e-04 |Target 001: 8.13e-05 |Target 002: 6.41e-06 |Target 003: 1.12e-05 |Target 004: 1.35e-05 +Target 005: 3.80e-04 |Target 006: 2.25e-04 |Target 007: 1.15e-05 |Target 008: 2.82e-05 |Target 009: 3.51e-05 +Target 010: 1.01e-05 |Target 011: 7.02e-06 |Target 012: 3.93e-05 |Target 013: 2.88e-05 |Target 014: 1.08e-05 +Target 015: 1.32e-05 |Target 016: 2.97e-05 |Target 017: 1.84e-05 |Target 018: 4.55e-05 |Target 019: 2.83e-05 +Target 020: 1.64e-05 |Target 021: 2.38e-05 |Target 022: 1.07e-05 |Target 023: 2.73e-05 |Target 024: 4.87e-05 + +==================== +Epoch #176 | Time: 00d 00h 47m | LR: 2.00e-03 | Epoch time: 16.15 | Train loss: 7.32e-05 | Val loss: 4.00e-05 +Target 005 has maximum loss 5.56e-04; Target 011 has minimum loss 8.76e-06 +Target 000: 2.30e-04 |Target 001: 2.25e-04 |Target 002: 1.41e-05 |Target 003: 8.78e-05 |Target 004: 3.04e-05 +Target 005: 5.56e-04 |Target 006: 2.02e-04 |Target 007: 4.10e-05 |Target 008: 2.59e-05 |Target 009: 7.76e-05 +Target 010: 1.37e-05 |Target 011: 8.76e-06 |Target 012: 3.18e-05 |Target 013: 3.60e-05 |Target 014: 1.13e-05 +Target 015: 3.08e-05 |Target 016: 3.65e-05 |Target 017: 4.34e-05 |Target 018: 5.93e-05 |Target 019: 3.41e-05 +Target 020: 2.22e-05 |Target 021: 5.03e-05 |Target 022: 1.13e-05 |Target 023: 3.64e-05 |Target 024: 3.77e-05 + +==================== +Epoch #177 | Time: 00d 00h 48m | LR: 2.00e-03 | Epoch time: 15.73 | Train loss: 9.17e-05 | Val loss: 6.20e-05 +Target 005 has maximum loss 5.98e-04; Target 002 has minimum loss 1.98e-05 +Target 000: 2.57e-04 |Target 001: 4.18e-04 |Target 002: 1.98e-05 |Target 003: 2.63e-05 |Target 004: 3.46e-05 +Target 005: 5.98e-04 |Target 006: 2.36e-04 |Target 007: 5.88e-05 |Target 008: 5.10e-05 |Target 009: 7.39e-05 +Target 010: 2.67e-05 |Target 011: 2.67e-05 |Target 012: 4.24e-05 |Target 013: 5.97e-05 |Target 014: 3.01e-05 +Target 015: 2.92e-05 |Target 016: 6.02e-05 |Target 017: 5.63e-05 |Target 018: 8.07e-05 |Target 019: 7.15e-05 +Target 020: 3.67e-05 |Target 021: 4.70e-05 |Target 022: 3.36e-05 |Target 023: 6.60e-05 |Target 024: 7.77e-05 + +==================== +Epoch #178 | Time: 00d 00h 48m | LR: 2.00e-03 | Epoch time: 15.97 | Train loss: 1.81e-04 | Val loss: 1.46e-04 +Target 001 has maximum loss 6.47e-04; Target 003 has minimum loss 3.20e-05 +Target 000: 1.89e-04 |Target 001: 6.47e-04 |Target 002: 3.24e-05 |Target 003: 3.20e-05 |Target 004: 5.77e-05 +Target 005: 2.47e-04 |Target 006: 1.88e-04 |Target 007: 1.00e-04 |Target 008: 1.29e-04 |Target 009: 1.72e-04 +Target 010: 4.86e-05 |Target 011: 4.17e-05 |Target 012: 8.99e-05 |Target 013: 8.23e-05 |Target 014: 9.30e-05 +Target 015: 3.54e-05 |Target 016: 1.41e-04 |Target 017: 8.78e-05 |Target 018: 1.80e-04 |Target 019: 2.51e-04 +Target 020: 3.38e-05 |Target 021: 2.32e-04 |Target 022: 7.23e-05 |Target 023: 1.84e-04 |Target 024: 2.48e-04 + +==================== +Epoch #179 | Time: 00d 00h 48m | LR: 2.00e-03 | Epoch time: 16.08 | Train loss: 1.57e-04 | Val loss: 6.28e-05 +Target 000 has maximum loss 7.01e-04; Target 002 has minimum loss 1.84e-05 +Target 000: 7.01e-04 |Target 001: 3.46e-04 |Target 002: 1.84e-05 |Target 003: 6.31e-05 |Target 004: 2.83e-05 +Target 005: 1.00e-04 |Target 006: 2.16e-04 |Target 007: 4.26e-05 |Target 008: 4.40e-05 |Target 009: 9.16e-05 +Target 010: 4.26e-05 |Target 011: 2.91e-05 |Target 012: 3.02e-05 |Target 013: 5.68e-05 |Target 014: 3.42e-05 +Target 015: 4.07e-05 |Target 016: 5.40e-05 |Target 017: 3.28e-05 |Target 018: 7.04e-05 |Target 019: 5.47e-05 +Target 020: 3.16e-05 |Target 021: 8.94e-05 |Target 022: 2.08e-05 |Target 023: 6.72e-05 |Target 024: 1.07e-04 + +==================== +Epoch #180 | Time: 00d 00h 48m | LR: 2.00e-03 | Epoch time: 15.70 | Train loss: 1.05e-04 | Val loss: 4.20e-05 +Target 000 has maximum loss 3.32e-04; Target 002 has minimum loss 9.07e-06 +Target 000: 3.32e-04 |Target 001: 1.29e-04 |Target 002: 9.07e-06 |Target 003: 2.60e-05 |Target 004: 1.16e-05 +Target 005: 1.70e-04 |Target 006: 1.14e-04 |Target 007: 1.62e-05 |Target 008: 2.88e-05 |Target 009: 3.67e-05 +Target 010: 1.54e-05 |Target 011: 2.42e-05 |Target 012: 2.09e-05 |Target 013: 5.76e-05 |Target 014: 1.36e-05 +Target 015: 1.66e-05 |Target 016: 3.26e-05 |Target 017: 2.80e-05 |Target 018: 5.54e-05 |Target 019: 5.41e-05 +Target 020: 1.86e-05 |Target 021: 2.57e-05 |Target 022: 1.38e-05 |Target 023: 5.70e-05 |Target 024: 7.37e-05 + +==================== +Epoch #181 | Time: 00d 00h 49m | LR: 2.00e-03 | Epoch time: 15.79 | Train loss: 8.06e-05 | Val loss: 6.66e-05 +Target 005 has maximum loss 3.16e-04; Target 004 has minimum loss 1.92e-05 +Target 000: 6.18e-05 |Target 001: 2.37e-04 |Target 002: 3.01e-05 |Target 003: 1.25e-04 |Target 004: 1.92e-05 +Target 005: 3.16e-04 |Target 006: 1.49e-04 |Target 007: 1.95e-05 |Target 008: 6.71e-05 |Target 009: 1.22e-04 +Target 010: 5.09e-05 |Target 011: 3.51e-05 |Target 012: 3.07e-05 |Target 013: 4.10e-05 |Target 014: 2.01e-05 +Target 015: 2.56e-05 |Target 016: 5.52e-05 |Target 017: 5.32e-05 |Target 018: 1.11e-04 |Target 019: 7.02e-05 +Target 020: 3.03e-05 |Target 021: 7.26e-05 |Target 022: 2.34e-05 |Target 023: 4.92e-05 |Target 024: 1.39e-04 + +==================== +Epoch #182 | Time: 00d 00h 49m | LR: 2.00e-03 | Epoch time: 15.63 | Train loss: 7.66e-05 | Val loss: 4.14e-05 +Target 006 has maximum loss 2.27e-04; Target 002 has minimum loss 7.81e-06 +Target 000: 5.00e-05 |Target 001: 1.97e-04 |Target 002: 7.81e-06 |Target 003: 2.11e-05 |Target 004: 1.16e-05 +Target 005: 2.08e-04 |Target 006: 2.27e-04 |Target 007: 1.01e-05 |Target 008: 2.88e-05 |Target 009: 6.76e-05 +Target 010: 1.20e-05 |Target 011: 9.50e-06 |Target 012: 3.69e-05 |Target 013: 6.20e-05 |Target 014: 1.37e-05 +Target 015: 1.68e-05 |Target 016: 3.51e-05 |Target 017: 3.80e-05 |Target 018: 6.27e-05 |Target 019: 3.17e-05 +Target 020: 1.93e-05 |Target 021: 4.21e-05 |Target 022: 1.34e-05 |Target 023: 5.24e-05 |Target 024: 6.93e-05 + +==================== +Epoch #183 | Time: 00d 00h 49m | LR: 2.00e-03 | Epoch time: 16.16 | Train loss: 5.69e-05 | Val loss: 4.25e-05 +Target 006 has maximum loss 5.02e-04; Target 011 has minimum loss 9.26e-06 +Target 000: 2.77e-04 |Target 001: 1.88e-04 |Target 002: 1.53e-05 |Target 003: 1.79e-05 |Target 004: 9.51e-06 +Target 005: 5.24e-05 |Target 006: 5.02e-04 |Target 007: 1.31e-05 |Target 008: 2.37e-05 |Target 009: 7.52e-05 +Target 010: 2.78e-05 |Target 011: 9.26e-06 |Target 012: 2.32e-05 |Target 013: 3.07e-05 |Target 014: 1.37e-05 +Target 015: 1.55e-05 |Target 016: 2.86e-05 |Target 017: 2.49e-05 |Target 018: 4.20e-05 |Target 019: 3.07e-05 +Target 020: 1.54e-05 |Target 021: 7.38e-05 |Target 022: 1.92e-05 |Target 023: 2.75e-05 |Target 024: 9.55e-05 + +==================== +Epoch #184 | Time: 00d 00h 50m | LR: 2.00e-03 | Epoch time: 16.98 | Train loss: 7.34e-05 | Val loss: 7.36e-05 +Target 005 has maximum loss 3.44e-04; Target 010 has minimum loss 5.72e-06 +Target 000: 2.41e-04 |Target 001: 3.20e-04 |Target 002: 1.05e-05 |Target 003: 3.31e-05 |Target 004: 1.47e-05 +Target 005: 3.44e-04 |Target 006: 1.80e-04 |Target 007: 1.58e-05 |Target 008: 3.00e-05 |Target 009: 2.41e-04 +Target 010: 5.72e-06 |Target 011: 2.54e-05 |Target 012: 2.93e-05 |Target 013: 3.21e-05 |Target 014: 2.51e-05 +Target 015: 2.54e-05 |Target 016: 5.22e-05 |Target 017: 4.25e-05 |Target 018: 8.58e-05 |Target 019: 4.40e-05 +Target 020: 3.07e-05 |Target 021: 1.43e-04 |Target 022: 2.90e-05 |Target 023: 3.60e-05 |Target 024: 1.96e-04 + +==================== +Epoch #185 | Time: 00d 00h 50m | LR: 2.00e-03 | Epoch time: 17.18 | Train loss: 1.34e-04 | Val loss: 6.24e-05 +Target 005 has maximum loss 6.41e-04; Target 002 has minimum loss 1.09e-05 +Target 000: 7.26e-05 |Target 001: 9.91e-05 |Target 002: 1.09e-05 |Target 003: 4.53e-05 |Target 004: 1.19e-05 +Target 005: 6.41e-04 |Target 006: 1.33e-04 |Target 007: 2.10e-05 |Target 008: 2.72e-05 |Target 009: 2.63e-04 +Target 010: 1.32e-05 |Target 011: 1.73e-05 |Target 012: 2.92e-05 |Target 013: 3.11e-05 |Target 014: 1.40e-05 +Target 015: 2.37e-05 |Target 016: 4.07e-05 |Target 017: 3.51e-05 |Target 018: 7.08e-05 |Target 019: 6.13e-05 +Target 020: 3.55e-05 |Target 021: 1.82e-04 |Target 022: 1.50e-05 |Target 023: 9.62e-05 |Target 024: 8.95e-05 + +==================== +Epoch #186 | Time: 00d 00h 50m | LR: 2.00e-03 | Epoch time: 17.01 | Train loss: 1.40e-04 | Val loss: 6.68e-05 +Target 001 has maximum loss 1.40e-03; Target 011 has minimum loss 9.86e-06 +Target 000: 1.22e-04 |Target 001: 1.40e-03 |Target 002: 1.52e-05 |Target 003: 1.48e-05 |Target 004: 2.24e-05 +Target 005: 1.13e-04 |Target 006: 7.45e-04 |Target 007: 4.72e-05 |Target 008: 2.67e-05 |Target 009: 9.90e-05 +Target 010: 1.34e-05 |Target 011: 9.86e-06 |Target 012: 4.29e-05 |Target 013: 5.05e-05 |Target 014: 2.71e-05 +Target 015: 3.43e-05 |Target 016: 2.17e-05 |Target 017: 5.27e-05 |Target 018: 7.25e-05 |Target 019: 4.20e-05 +Target 020: 3.35e-05 |Target 021: 5.75e-05 |Target 022: 2.12e-05 |Target 023: 5.11e-05 |Target 024: 1.28e-04 + +==================== +Epoch #187 | Time: 00d 00h 50m | LR: 2.00e-03 | Epoch time: 17.02 | Train loss: 7.52e-05 | Val loss: 2.79e-05 +Target 000 has maximum loss 2.44e-04; Target 002 has minimum loss 6.46e-06 +Target 000: 2.44e-04 |Target 001: 2.32e-04 |Target 002: 6.46e-06 |Target 003: 1.67e-05 |Target 004: 8.63e-06 +Target 005: 1.16e-04 |Target 006: 2.02e-04 |Target 007: 8.94e-06 |Target 008: 2.12e-05 |Target 009: 3.61e-05 +Target 010: 9.21e-06 |Target 011: 1.19e-05 |Target 012: 2.10e-05 |Target 013: 3.30e-05 |Target 014: 9.08e-06 +Target 015: 1.11e-05 |Target 016: 2.71e-05 |Target 017: 1.95e-05 |Target 018: 4.34e-05 |Target 019: 2.44e-05 +Target 020: 1.85e-05 |Target 021: 2.42e-05 |Target 022: 8.78e-06 |Target 023: 3.61e-05 |Target 024: 3.69e-05 + +==================== +Epoch #188 | Time: 00d 00h 51m | LR: 2.00e-03 | Epoch time: 17.16 | Train loss: 5.52e-05 | Val loss: 2.44e-05 +Target 005 has maximum loss 1.59e-04; Target 011 has minimum loss 6.50e-06 +Target 000: 4.01e-05 |Target 001: 1.09e-04 |Target 002: 8.55e-06 |Target 003: 4.75e-05 |Target 004: 9.00e-06 +Target 005: 1.59e-04 |Target 006: 1.30e-04 |Target 007: 2.22e-05 |Target 008: 1.45e-05 |Target 009: 2.48e-05 +Target 010: 1.16e-05 |Target 011: 6.50e-06 |Target 012: 2.08e-05 |Target 013: 2.85e-05 |Target 014: 7.32e-06 +Target 015: 1.53e-05 |Target 016: 2.42e-05 |Target 017: 2.13e-05 |Target 018: 4.10e-05 |Target 019: 2.44e-05 +Target 020: 1.23e-05 |Target 021: 2.47e-05 |Target 022: 8.41e-06 |Target 023: 3.03e-05 |Target 024: 3.26e-05 + +==================== +Epoch #189 | Time: 00d 00h 51m | LR: 2.00e-03 | Epoch time: 17.06 | Train loss: 5.32e-05 | Val loss: 2.96e-05 +Target 001 has maximum loss 3.88e-04; Target 010 has minimum loss 5.04e-06 +Target 000: 3.04e-04 |Target 001: 3.88e-04 |Target 002: 5.18e-06 |Target 003: 1.04e-05 |Target 004: 8.59e-06 +Target 005: 3.95e-05 |Target 006: 2.74e-04 |Target 007: 9.38e-06 |Target 008: 1.83e-05 |Target 009: 2.16e-05 +Target 010: 5.04e-06 |Target 011: 1.58e-05 |Target 012: 2.35e-05 |Target 013: 4.13e-05 |Target 014: 1.05e-05 +Target 015: 1.25e-05 |Target 016: 2.51e-05 |Target 017: 1.57e-05 |Target 018: 4.31e-05 |Target 019: 2.88e-05 +Target 020: 1.11e-05 |Target 021: 2.28e-05 |Target 022: 9.33e-06 |Target 023: 3.12e-05 |Target 024: 4.23e-05 + +==================== +Epoch #190 | Time: 00d 00h 51m | LR: 2.00e-03 | Epoch time: 17.24 | Train loss: 5.28e-05 | Val loss: 4.83e-05 +Target 006 has maximum loss 4.77e-04; Target 010 has minimum loss 4.83e-06 +Target 000: 1.23e-04 |Target 001: 1.77e-04 |Target 002: 6.65e-06 |Target 003: 6.34e-06 |Target 004: 1.52e-05 +Target 005: 4.42e-04 |Target 006: 4.77e-04 |Target 007: 9.55e-06 |Target 008: 4.18e-05 |Target 009: 1.03e-04 +Target 010: 4.83e-06 |Target 011: 1.08e-05 |Target 012: 2.96e-05 |Target 013: 4.97e-05 |Target 014: 1.52e-05 +Target 015: 1.44e-05 |Target 016: 5.69e-05 |Target 017: 2.96e-05 |Target 018: 6.17e-05 |Target 019: 5.34e-05 +Target 020: 1.38e-05 |Target 021: 9.62e-05 |Target 022: 1.39e-05 |Target 023: 6.50e-05 |Target 024: 6.38e-05 + +==================== +Epoch #191 | Time: 00d 00h 52m | LR: 2.00e-03 | Epoch time: 17.12 | Train loss: 5.32e-05 | Val loss: 2.21e-05 +Target 001 has maximum loss 4.37e-04; Target 002 has minimum loss 4.63e-06 +Target 000: 1.97e-04 |Target 001: 4.37e-04 |Target 002: 4.63e-06 |Target 003: 9.06e-06 |Target 004: 7.74e-06 +Target 005: 1.03e-04 |Target 006: 1.26e-04 |Target 007: 1.18e-05 |Target 008: 1.67e-05 |Target 009: 1.80e-05 +Target 010: 7.25e-06 |Target 011: 6.62e-06 |Target 012: 1.50e-05 |Target 013: 2.40e-05 |Target 014: 7.49e-06 +Target 015: 9.03e-06 |Target 016: 1.42e-05 |Target 017: 1.79e-05 |Target 018: 3.24e-05 |Target 019: 1.95e-05 +Target 020: 1.08e-05 |Target 021: 1.86e-05 |Target 022: 8.13e-06 |Target 023: 2.03e-05 |Target 024: 2.91e-05 + +==================== +Epoch #192 | Time: 00d 00h 52m | LR: 2.00e-03 | Epoch time: 17.29 | Train loss: 5.15e-05 | Val loss: 2.87e-05 +Target 005 has maximum loss 2.52e-04; Target 002 has minimum loss 4.50e-06 +Target 000: 2.05e-04 |Target 001: 1.33e-04 |Target 002: 4.50e-06 |Target 003: 2.94e-05 |Target 004: 8.85e-06 +Target 005: 2.52e-04 |Target 006: 9.64e-05 |Target 007: 5.95e-06 |Target 008: 2.09e-05 |Target 009: 3.08e-05 +Target 010: 1.76e-05 |Target 011: 1.21e-05 |Target 012: 3.37e-05 |Target 013: 4.80e-05 |Target 014: 9.90e-06 +Target 015: 1.47e-05 |Target 016: 3.75e-05 |Target 017: 2.30e-05 |Target 018: 4.68e-05 |Target 019: 2.00e-05 +Target 020: 1.49e-05 |Target 021: 2.15e-05 |Target 022: 8.16e-06 |Target 023: 2.32e-05 |Target 024: 4.31e-05 + +==================== +Epoch #193 | Time: 00d 00h 52m | LR: 2.00e-03 | Epoch time: 17.24 | Train loss: 4.80e-05 | Val loss: 3.19e-05 +Target 000 has maximum loss 4.28e-04; Target 014 has minimum loss 9.07e-06 +Target 000: 4.28e-04 |Target 001: 8.41e-05 |Target 002: 1.19e-05 |Target 003: 2.19e-05 |Target 004: 9.94e-06 +Target 005: 2.00e-04 |Target 006: 2.34e-04 |Target 007: 1.36e-05 |Target 008: 4.20e-05 |Target 009: 3.03e-05 +Target 010: 1.38e-05 |Target 011: 1.23e-05 |Target 012: 3.09e-05 |Target 013: 2.49e-05 |Target 014: 9.07e-06 +Target 015: 1.75e-05 |Target 016: 5.68e-05 |Target 017: 1.94e-05 |Target 018: 4.59e-05 |Target 019: 2.67e-05 +Target 020: 1.15e-05 |Target 021: 2.60e-05 |Target 022: 1.06e-05 |Target 023: 2.96e-05 |Target 024: 5.06e-05 + +==================== +Epoch #194 | Time: 00d 00h 52m | LR: 2.00e-03 | Epoch time: 17.16 | Train loss: 4.94e-05 | Val loss: 2.37e-05 +Target 001 has maximum loss 1.88e-04; Target 002 has minimum loss 4.18e-06 +Target 000: 1.85e-04 |Target 001: 1.88e-04 |Target 002: 4.18e-06 |Target 003: 6.85e-06 |Target 004: 8.61e-06 +Target 005: 8.14e-05 |Target 006: 9.24e-05 |Target 007: 5.95e-06 |Target 008: 1.87e-05 |Target 009: 1.98e-05 +Target 010: 5.83e-06 |Target 011: 6.22e-06 |Target 012: 2.32e-05 |Target 013: 3.34e-05 |Target 014: 8.71e-06 +Target 015: 9.30e-06 |Target 016: 1.43e-05 |Target 017: 2.66e-05 |Target 018: 3.18e-05 |Target 019: 2.09e-05 +Target 020: 1.09e-05 |Target 021: 2.13e-05 |Target 022: 8.17e-06 |Target 023: 2.46e-05 |Target 024: 3.90e-05 + +==================== +Epoch #195 | Time: 00d 00h 53m | LR: 2.00e-03 | Epoch time: 17.22 | Train loss: 4.81e-05 | Val loss: 2.16e-05 +Target 000 has maximum loss 1.43e-04; Target 002 has minimum loss 6.63e-06 +Target 000: 1.43e-04 |Target 001: 7.24e-05 |Target 002: 6.63e-06 |Target 003: 2.00e-05 |Target 004: 7.90e-06 +Target 005: 1.16e-04 |Target 006: 7.65e-05 |Target 007: 8.63e-06 |Target 008: 2.28e-05 |Target 009: 2.18e-05 +Target 010: 1.11e-05 |Target 011: 8.31e-06 |Target 012: 3.58e-05 |Target 013: 2.42e-05 |Target 014: 7.08e-06 +Target 015: 1.36e-05 |Target 016: 2.18e-05 |Target 017: 1.71e-05 |Target 018: 3.83e-05 |Target 019: 2.07e-05 +Target 020: 1.07e-05 |Target 021: 1.71e-05 |Target 022: 7.60e-06 |Target 023: 2.40e-05 |Target 024: 2.77e-05 + +==================== +Epoch #196 | Time: 00d 00h 53m | LR: 2.00e-03 | Epoch time: 16.49 | Train loss: 4.62e-05 | Val loss: 3.09e-05 +Target 000 has maximum loss 2.30e-04; Target 002 has minimum loss 7.87e-06 +Target 000: 2.30e-04 |Target 001: 2.19e-04 |Target 002: 7.87e-06 |Target 003: 1.86e-05 |Target 004: 8.76e-06 +Target 005: 9.83e-05 |Target 006: 1.42e-04 |Target 007: 7.99e-06 |Target 008: 2.87e-05 |Target 009: 2.96e-05 +Target 010: 1.01e-05 |Target 011: 1.08e-05 |Target 012: 1.52e-05 |Target 013: 8.20e-05 |Target 014: 8.40e-06 +Target 015: 1.30e-05 |Target 016: 2.00e-05 |Target 017: 3.37e-05 |Target 018: 4.52e-05 |Target 019: 3.09e-05 +Target 020: 1.19e-05 |Target 021: 2.01e-05 |Target 022: 9.48e-06 |Target 023: 2.48e-05 |Target 024: 4.57e-05 + +==================== +Epoch #197 | Time: 00d 00h 53m | LR: 2.00e-03 | Epoch time: 16.79 | Train loss: 5.04e-05 | Val loss: 2.44e-05 +Target 000 has maximum loss 1.43e-04; Target 010 has minimum loss 6.52e-06 +Target 000: 1.43e-04 |Target 001: 2.60e-05 |Target 002: 6.94e-06 |Target 003: 2.22e-05 |Target 004: 9.17e-06 +Target 005: 8.79e-05 |Target 006: 1.13e-04 |Target 007: 9.20e-06 |Target 008: 2.49e-05 |Target 009: 2.67e-05 +Target 010: 6.52e-06 |Target 011: 9.50e-06 |Target 012: 1.37e-05 |Target 013: 4.36e-05 |Target 014: 8.53e-06 +Target 015: 1.18e-05 |Target 016: 2.74e-05 |Target 017: 2.59e-05 |Target 018: 4.03e-05 |Target 019: 2.22e-05 +Target 020: 1.08e-05 |Target 021: 2.15e-05 |Target 022: 8.54e-06 |Target 023: 2.39e-05 |Target 024: 4.02e-05 + +==================== +Epoch #198 | Time: 00d 00h 54m | LR: 2.00e-03 | Epoch time: 16.95 | Train loss: 5.22e-05 | Val loss: 3.54e-05 +Target 005 has maximum loss 4.92e-04; Target 011 has minimum loss 6.85e-06 +Target 000: 3.23e-04 |Target 001: 4.30e-04 |Target 002: 9.93e-06 |Target 003: 1.95e-05 |Target 004: 1.19e-05 +Target 005: 4.92e-04 |Target 006: 2.78e-04 |Target 007: 1.88e-05 |Target 008: 1.61e-05 |Target 009: 4.37e-05 +Target 010: 9.38e-06 |Target 011: 6.85e-06 |Target 012: 1.95e-05 |Target 013: 4.03e-05 |Target 014: 9.76e-06 +Target 015: 1.09e-05 |Target 016: 1.82e-05 |Target 017: 3.89e-05 |Target 018: 5.87e-05 |Target 019: 2.20e-05 +Target 020: 1.64e-05 |Target 021: 2.66e-05 |Target 022: 8.66e-06 |Target 023: 2.28e-05 |Target 024: 5.09e-05 + +==================== +Epoch #199 | Time: 00d 00h 54m | LR: 2.00e-03 | Epoch time: 17.42 | Train loss: 5.41e-05 | Val loss: 3.33e-05 +Target 001 has maximum loss 6.66e-04; Target 002 has minimum loss 5.50e-06 +Target 000: 1.19e-04 |Target 001: 6.66e-04 |Target 002: 5.50e-06 |Target 003: 1.97e-05 |Target 004: 1.12e-05 +Target 005: 4.60e-04 |Target 006: 2.07e-04 |Target 007: 7.72e-06 |Target 008: 2.13e-05 |Target 009: 3.75e-05 +Target 010: 1.04e-05 |Target 011: 8.46e-06 |Target 012: 3.79e-05 |Target 013: 2.97e-05 |Target 014: 9.35e-06 +Target 015: 1.11e-05 |Target 016: 1.82e-05 |Target 017: 3.51e-05 |Target 018: 4.71e-05 |Target 019: 2.47e-05 +Target 020: 1.49e-05 |Target 021: 2.25e-05 |Target 022: 8.61e-06 |Target 023: 2.76e-05 |Target 024: 4.11e-05 + +==================== +Epoch #200 | Time: 00d 00h 54m | LR: 2.00e-03 | Epoch time: 16.93 | Train loss: 5.01e-05 | Val loss: 3.54e-05 +Target 001 has maximum loss 5.51e-04; Target 010 has minimum loss 4.82e-06 +Target 000: 3.78e-04 |Target 001: 5.51e-04 |Target 002: 6.92e-06 |Target 003: 1.93e-05 |Target 004: 9.58e-06 +Target 005: 1.48e-04 |Target 006: 1.91e-04 |Target 007: 8.23e-06 |Target 008: 2.23e-05 |Target 009: 4.49e-05 +Target 010: 4.82e-06 |Target 011: 1.36e-05 |Target 012: 2.75e-05 |Target 013: 4.36e-05 |Target 014: 1.01e-05 +Target 015: 1.43e-05 |Target 016: 1.88e-05 |Target 017: 3.87e-05 |Target 018: 3.04e-05 |Target 019: 2.85e-05 +Target 020: 1.31e-05 |Target 021: 3.42e-05 |Target 022: 1.08e-05 |Target 023: 2.90e-05 |Target 024: 5.76e-05 + +==================== +Epoch #201 | Time: 00d 00h 54m | LR: 2.00e-03 | Epoch time: 16.78 | Train loss: 4.66e-05 | Val loss: 4.07e-05 +Target 005 has maximum loss 2.51e-04; Target 010 has minimum loss 4.97e-06 +Target 000: 8.60e-05 |Target 001: 8.03e-05 |Target 002: 8.02e-06 |Target 003: 1.51e-05 |Target 004: 7.36e-06 +Target 005: 2.51e-04 |Target 006: 1.16e-04 |Target 007: 6.68e-06 |Target 008: 3.46e-05 |Target 009: 6.23e-05 +Target 010: 4.97e-06 |Target 011: 7.45e-06 |Target 012: 1.34e-05 |Target 013: 5.15e-05 |Target 014: 1.10e-05 +Target 015: 1.17e-05 |Target 016: 3.46e-05 |Target 017: 6.03e-05 |Target 018: 5.57e-05 |Target 019: 4.67e-05 +Target 020: 1.39e-05 |Target 021: 5.69e-05 |Target 022: 8.26e-06 |Target 023: 4.52e-05 |Target 024: 7.92e-05 + +==================== +Epoch #202 | Time: 00d 00h 55m | LR: 2.00e-03 | Epoch time: 16.76 | Train loss: 5.03e-05 | Val loss: 2.24e-05 +Target 005 has maximum loss 1.63e-04; Target 010 has minimum loss 6.67e-06 +Target 000: 1.18e-04 |Target 001: 7.23e-05 |Target 002: 7.75e-06 |Target 003: 7.97e-06 |Target 004: 7.62e-06 +Target 005: 1.63e-04 |Target 006: 7.67e-05 |Target 007: 1.34e-05 |Target 008: 1.77e-05 |Target 009: 3.44e-05 +Target 010: 6.67e-06 |Target 011: 6.68e-06 |Target 012: 1.38e-05 |Target 013: 3.13e-05 |Target 014: 8.96e-06 +Target 015: 1.02e-05 |Target 016: 1.47e-05 |Target 017: 1.69e-05 |Target 018: 3.77e-05 |Target 019: 2.26e-05 +Target 020: 1.04e-05 |Target 021: 2.80e-05 |Target 022: 7.62e-06 |Target 023: 2.39e-05 |Target 024: 3.42e-05 + +==================== +Epoch #203 | Time: 00d 00h 55m | LR: 2.00e-03 | Epoch time: 16.77 | Train loss: 5.10e-05 | Val loss: 2.85e-05 +Target 005 has maximum loss 6.00e-04; Target 002 has minimum loss 6.20e-06 +Target 000: 4.30e-05 |Target 001: 3.03e-04 |Target 002: 6.20e-06 |Target 003: 1.41e-05 |Target 004: 8.81e-06 +Target 005: 6.00e-04 |Target 006: 8.43e-05 |Target 007: 1.27e-05 |Target 008: 1.64e-05 |Target 009: 2.32e-05 +Target 010: 7.38e-06 |Target 011: 6.56e-06 |Target 012: 3.59e-05 |Target 013: 3.01e-05 |Target 014: 9.37e-06 +Target 015: 8.27e-06 |Target 016: 2.15e-05 |Target 017: 4.36e-05 |Target 018: 2.82e-05 |Target 019: 2.33e-05 +Target 020: 1.07e-05 |Target 021: 1.89e-05 |Target 022: 8.72e-06 |Target 023: 2.14e-05 |Target 024: 4.05e-05 + +==================== +Epoch #204 | Time: 00d 00h 55m | LR: 2.00e-03 | Epoch time: 16.66 | Train loss: 4.87e-05 | Val loss: 4.09e-05 +Target 001 has maximum loss 8.28e-04; Target 010 has minimum loss 4.57e-06 +Target 000: 7.04e-04 |Target 001: 8.28e-04 |Target 002: 7.88e-06 |Target 003: 9.83e-06 |Target 004: 1.39e-05 +Target 005: 1.34e-04 |Target 006: 1.22e-04 |Target 007: 1.50e-05 |Target 008: 2.28e-05 |Target 009: 3.13e-05 +Target 010: 4.57e-06 |Target 011: 1.27e-05 |Target 012: 6.54e-05 |Target 013: 3.55e-05 |Target 014: 1.51e-05 +Target 015: 1.15e-05 |Target 016: 1.94e-05 |Target 017: 4.37e-05 |Target 018: 5.88e-05 |Target 019: 3.09e-05 +Target 020: 1.71e-05 |Target 021: 2.85e-05 |Target 022: 1.68e-05 |Target 023: 2.62e-05 |Target 024: 4.78e-05 + +==================== +Epoch #205 | Time: 00d 00h 56m | LR: 2.00e-03 | Epoch time: 16.70 | Train loss: 4.94e-05 | Val loss: 2.38e-05 +Target 001 has maximum loss 1.93e-04; Target 002 has minimum loss 6.37e-06 +Target 000: 4.78e-05 |Target 001: 1.93e-04 |Target 002: 6.37e-06 |Target 003: 2.88e-05 |Target 004: 1.30e-05 +Target 005: 1.36e-04 |Target 006: 8.23e-05 |Target 007: 1.98e-05 |Target 008: 2.10e-05 |Target 009: 2.40e-05 +Target 010: 1.39e-05 |Target 011: 1.89e-05 |Target 012: 1.42e-05 |Target 013: 2.12e-05 |Target 014: 9.99e-06 +Target 015: 1.78e-05 |Target 016: 2.39e-05 |Target 017: 1.64e-05 |Target 018: 4.58e-05 |Target 019: 2.29e-05 +Target 020: 1.00e-05 |Target 021: 2.52e-05 |Target 022: 7.68e-06 |Target 023: 2.62e-05 |Target 024: 3.51e-05 + +==================== +Epoch #206 | Time: 00d 00h 56m | LR: 2.00e-03 | Epoch time: 16.63 | Train loss: 4.77e-05 | Val loss: 2.32e-05 +Target 000 has maximum loss 4.12e-04; Target 011 has minimum loss 5.82e-06 +Target 000: 4.12e-04 |Target 001: 6.37e-05 |Target 002: 7.36e-06 |Target 003: 1.06e-05 |Target 004: 9.09e-06 +Target 005: 1.15e-04 |Target 006: 6.89e-05 |Target 007: 9.52e-06 |Target 008: 2.29e-05 |Target 009: 2.40e-05 +Target 010: 6.99e-06 |Target 011: 5.82e-06 |Target 012: 1.47e-05 |Target 013: 2.70e-05 |Target 014: 7.00e-06 +Target 015: 1.82e-05 |Target 016: 3.24e-05 |Target 017: 2.29e-05 |Target 018: 3.67e-05 |Target 019: 2.00e-05 +Target 020: 1.06e-05 |Target 021: 2.03e-05 |Target 022: 6.59e-06 |Target 023: 2.01e-05 |Target 024: 3.56e-05 + +==================== +Epoch #207 | Time: 00d 00h 56m | LR: 2.00e-03 | Epoch time: 16.79 | Train loss: 4.43e-05 | Val loss: 2.02e-05 +Target 006 has maximum loss 1.18e-04; Target 002 has minimum loss 5.97e-06 +Target 000: 6.00e-05 |Target 001: 4.27e-05 |Target 002: 5.97e-06 |Target 003: 1.39e-05 |Target 004: 8.36e-06 +Target 005: 9.66e-05 |Target 006: 1.18e-04 |Target 007: 1.04e-05 |Target 008: 2.35e-05 |Target 009: 1.78e-05 +Target 010: 1.01e-05 |Target 011: 7.41e-06 |Target 012: 1.54e-05 |Target 013: 3.08e-05 |Target 014: 7.66e-06 +Target 015: 7.75e-06 |Target 016: 2.00e-05 |Target 017: 1.92e-05 |Target 018: 4.20e-05 |Target 019: 1.89e-05 +Target 020: 9.58e-06 |Target 021: 1.49e-05 |Target 022: 7.82e-06 |Target 023: 2.10e-05 |Target 024: 3.02e-05 + +==================== +Epoch #208 | Time: 00d 00h 56m | LR: 2.00e-03 | Epoch time: 16.66 | Train loss: 8.47e-05 | Val loss: 5.27e-05 +Target 001 has maximum loss 5.43e-04; Target 010 has minimum loss 1.19e-05 +Target 000: 9.08e-05 |Target 001: 5.43e-04 |Target 002: 1.50e-05 |Target 003: 1.36e-05 |Target 004: 2.70e-05 +Target 005: 5.97e-05 |Target 006: 1.08e-04 |Target 007: 2.32e-05 |Target 008: 3.25e-05 |Target 009: 7.09e-05 +Target 010: 1.19e-05 |Target 011: 1.29e-05 |Target 012: 2.72e-05 |Target 013: 6.03e-05 |Target 014: 2.05e-05 +Target 015: 1.45e-05 |Target 016: 3.34e-05 |Target 017: 4.80e-05 |Target 018: 1.19e-04 |Target 019: 4.40e-05 +Target 020: 3.14e-05 |Target 021: 3.44e-05 |Target 022: 2.04e-05 |Target 023: 3.90e-05 |Target 024: 1.06e-04 + +==================== +Epoch #209 | Time: 00d 00h 57m | LR: 2.00e-03 | Epoch time: 16.50 | Train loss: 6.48e-05 | Val loss: 4.50e-05 +Target 001 has maximum loss 2.10e-04; Target 002 has minimum loss 6.17e-06 +Target 000: 4.84e-05 |Target 001: 2.10e-04 |Target 002: 6.17e-06 |Target 003: 2.92e-05 |Target 004: 2.48e-05 +Target 005: 1.22e-04 |Target 006: 2.10e-04 |Target 007: 1.50e-05 |Target 008: 2.55e-05 |Target 009: 8.83e-05 +Target 010: 2.31e-05 |Target 011: 1.13e-05 |Target 012: 7.32e-05 |Target 013: 3.95e-05 |Target 014: 1.75e-05 +Target 015: 3.30e-05 |Target 016: 4.58e-05 |Target 017: 2.94e-05 |Target 018: 7.59e-05 |Target 019: 4.73e-05 +Target 020: 3.28e-05 |Target 021: 6.85e-05 |Target 022: 1.52e-05 |Target 023: 6.81e-05 |Target 024: 4.78e-05 + +==================== +Epoch #210 | Time: 00d 00h 57m | LR: 2.00e-03 | Epoch time: 16.59 | Train loss: 6.09e-05 | Val loss: 3.06e-05 +Target 005 has maximum loss 5.40e-04; Target 002 has minimum loss 5.16e-06 +Target 000: 2.80e-04 |Target 001: 1.69e-04 |Target 002: 5.16e-06 |Target 003: 2.22e-05 |Target 004: 1.39e-05 +Target 005: 5.40e-04 |Target 006: 1.24e-04 |Target 007: 8.00e-06 |Target 008: 1.63e-05 |Target 009: 4.66e-05 +Target 010: 8.04e-06 |Target 011: 1.23e-05 |Target 012: 4.11e-05 |Target 013: 3.11e-05 |Target 014: 1.02e-05 +Target 015: 1.14e-05 |Target 016: 1.41e-05 |Target 017: 1.56e-05 |Target 018: 5.34e-05 |Target 019: 2.38e-05 +Target 020: 8.79e-06 |Target 021: 3.54e-05 |Target 022: 9.52e-06 |Target 023: 2.75e-05 |Target 024: 3.61e-05 + +==================== +Epoch #211 | Time: 00d 00h 57m | LR: 2.00e-03 | Epoch time: 16.64 | Train loss: 5.30e-05 | Val loss: 4.79e-05 +Target 001 has maximum loss 7.42e-04; Target 011 has minimum loss 5.70e-06 +Target 000: 1.27e-04 |Target 001: 7.42e-04 |Target 002: 1.87e-05 |Target 003: 9.55e-05 |Target 004: 9.83e-06 +Target 005: 1.06e-04 |Target 006: 2.25e-04 |Target 007: 1.02e-05 |Target 008: 4.79e-05 |Target 009: 6.54e-05 +Target 010: 3.38e-05 |Target 011: 5.70e-06 |Target 012: 8.04e-05 |Target 013: 3.50e-05 |Target 014: 1.06e-05 +Target 015: 3.87e-05 |Target 016: 7.49e-05 |Target 017: 3.26e-05 |Target 018: 4.96e-05 |Target 019: 4.10e-05 +Target 020: 2.26e-05 |Target 021: 4.64e-05 |Target 022: 9.37e-06 |Target 023: 4.68e-05 |Target 024: 7.18e-05 + +==================== +Epoch #212 | Time: 00d 00h 58m | LR: 2.00e-03 | Epoch time: 16.67 | Train loss: 5.66e-05 | Val loss: 2.39e-05 +Target 001 has maximum loss 4.16e-04; Target 010 has minimum loss 5.36e-06 +Target 000: 1.32e-04 |Target 001: 4.16e-04 |Target 002: 7.16e-06 |Target 003: 1.21e-05 |Target 004: 1.30e-05 +Target 005: 1.10e-04 |Target 006: 8.30e-05 |Target 007: 5.81e-06 |Target 008: 2.45e-05 |Target 009: 3.29e-05 +Target 010: 5.36e-06 |Target 011: 6.59e-06 |Target 012: 1.89e-05 |Target 013: 2.29e-05 |Target 014: 7.59e-06 +Target 015: 9.01e-06 |Target 016: 2.59e-05 |Target 017: 1.55e-05 |Target 018: 4.08e-05 |Target 019: 2.36e-05 +Target 020: 9.19e-06 |Target 021: 2.10e-05 |Target 022: 7.45e-06 |Target 023: 2.75e-05 |Target 024: 2.98e-05 + +==================== +Epoch #213 | Time: 00d 00h 58m | LR: 2.00e-03 | Epoch time: 16.77 | Train loss: 4.57e-05 | Val loss: 3.38e-05 +Target 001 has maximum loss 7.32e-04; Target 002 has minimum loss 4.38e-06 +Target 000: 7.32e-05 |Target 001: 7.32e-04 |Target 002: 4.38e-06 |Target 003: 7.57e-06 |Target 004: 9.57e-06 +Target 005: 6.76e-05 |Target 006: 2.53e-04 |Target 007: 7.00e-06 |Target 008: 2.40e-05 |Target 009: 3.64e-05 +Target 010: 5.31e-06 |Target 011: 8.37e-06 |Target 012: 2.65e-05 |Target 013: 5.38e-05 |Target 014: 7.98e-06 +Target 015: 7.99e-06 |Target 016: 1.89e-05 |Target 017: 5.15e-05 |Target 018: 4.19e-05 |Target 019: 2.43e-05 +Target 020: 9.38e-06 |Target 021: 2.46e-05 |Target 022: 7.47e-06 |Target 023: 1.90e-05 |Target 024: 5.98e-05 + +==================== +Epoch #214 | Time: 00d 00h 58m | LR: 2.00e-03 | Epoch time: 16.69 | Train loss: 4.89e-05 | Val loss: 2.26e-05 +Target 006 has maximum loss 2.01e-04; Target 002 has minimum loss 7.32e-06 +Target 000: 1.35e-04 |Target 001: 3.38e-05 |Target 002: 7.32e-06 |Target 003: 1.30e-05 |Target 004: 1.30e-05 +Target 005: 1.56e-04 |Target 006: 2.01e-04 |Target 007: 1.22e-05 |Target 008: 2.44e-05 |Target 009: 1.90e-05 +Target 010: 7.62e-06 |Target 011: 1.23e-05 |Target 012: 1.71e-05 |Target 013: 2.27e-05 |Target 014: 8.17e-06 +Target 015: 1.06e-05 |Target 016: 2.74e-05 |Target 017: 1.63e-05 |Target 018: 5.75e-05 |Target 019: 2.15e-05 +Target 020: 1.25e-05 |Target 021: 1.86e-05 |Target 022: 7.47e-06 |Target 023: 2.29e-05 |Target 024: 2.86e-05 + +==================== +Epoch #215 | Time: 00d 00h 58m | LR: 2.00e-03 | Epoch time: 16.51 | Train loss: 5.60e-05 | Val loss: 2.07e-05 +Target 005 has maximum loss 8.95e-05; Target 002 has minimum loss 5.70e-06 +Target 000: 8.20e-05 |Target 001: 7.89e-05 |Target 002: 5.70e-06 |Target 003: 1.30e-05 |Target 004: 8.56e-06 +Target 005: 8.95e-05 |Target 006: 5.68e-05 |Target 007: 1.46e-05 |Target 008: 2.96e-05 |Target 009: 2.29e-05 +Target 010: 1.03e-05 |Target 011: 8.00e-06 |Target 012: 1.51e-05 |Target 013: 2.01e-05 |Target 014: 1.08e-05 +Target 015: 1.03e-05 |Target 016: 3.28e-05 |Target 017: 1.73e-05 |Target 018: 3.32e-05 |Target 019: 2.48e-05 +Target 020: 9.86e-06 |Target 021: 1.92e-05 |Target 022: 8.41e-06 |Target 023: 2.21e-05 |Target 024: 2.99e-05 + +==================== +Epoch #216 | Time: 00d 00h 59m | LR: 2.00e-03 | Epoch time: 16.65 | Train loss: 5.19e-05 | Val loss: 2.07e-05 +Target 005 has maximum loss 1.45e-04; Target 002 has minimum loss 3.97e-06 +Target 000: 4.30e-05 |Target 001: 5.81e-05 |Target 002: 3.97e-06 |Target 003: 7.01e-06 |Target 004: 9.82e-06 +Target 005: 1.45e-04 |Target 006: 7.38e-05 |Target 007: 7.32e-06 |Target 008: 1.82e-05 |Target 009: 2.68e-05 +Target 010: 6.64e-06 |Target 011: 7.89e-06 |Target 012: 1.50e-05 |Target 013: 1.86e-05 |Target 014: 1.07e-05 +Target 015: 9.86e-06 |Target 016: 1.97e-05 |Target 017: 1.66e-05 |Target 018: 4.11e-05 |Target 019: 2.38e-05 +Target 020: 8.91e-06 |Target 021: 2.11e-05 |Target 022: 8.28e-06 |Target 023: 2.24e-05 |Target 024: 3.21e-05 + +==================== +Epoch #217 | Time: 00d 00h 59m | LR: 2.00e-03 | Epoch time: 16.69 | Train loss: 7.40e-05 | Val loss: 3.04e-05 +Target 006 has maximum loss 2.65e-04; Target 002 has minimum loss 8.09e-06 +Target 000: 5.39e-05 |Target 001: 1.70e-04 |Target 002: 8.09e-06 |Target 003: 2.56e-05 |Target 004: 1.04e-05 +Target 005: 8.07e-05 |Target 006: 2.65e-04 |Target 007: 1.01e-05 |Target 008: 4.11e-05 |Target 009: 7.07e-05 +Target 010: 9.09e-06 |Target 011: 9.67e-06 |Target 012: 2.64e-05 |Target 013: 2.59e-05 |Target 014: 9.00e-06 +Target 015: 1.11e-05 |Target 016: 4.76e-05 |Target 017: 2.93e-05 |Target 018: 4.79e-05 |Target 019: 3.77e-05 +Target 020: 1.89e-05 |Target 021: 4.60e-05 |Target 022: 9.22e-06 |Target 023: 2.74e-05 |Target 024: 3.78e-05 + +==================== +Epoch #218 | Time: 00d 00h 59m | LR: 2.00e-03 | Epoch time: 16.85 | Train loss: 8.30e-05 | Val loss: 7.44e-05 +Target 006 has maximum loss 2.86e-04; Target 004 has minimum loss 1.09e-05 +Target 000: 1.09e-04 |Target 001: 1.93e-04 |Target 002: 2.50e-05 |Target 003: 5.08e-05 |Target 004: 1.09e-05 +Target 005: 1.59e-04 |Target 006: 2.86e-04 |Target 007: 1.18e-05 |Target 008: 1.14e-04 |Target 009: 1.14e-04 +Target 010: 1.78e-05 |Target 011: 1.43e-05 |Target 012: 2.51e-05 |Target 013: 5.04e-05 |Target 014: 1.73e-05 +Target 015: 2.08e-05 |Target 016: 1.52e-04 |Target 017: 3.97e-05 |Target 018: 1.75e-04 |Target 019: 8.79e-05 +Target 020: 2.49e-05 |Target 021: 7.85e-05 |Target 022: 2.04e-05 |Target 023: 8.96e-05 |Target 024: 1.45e-04 + +==================== +Epoch #219 | Time: 00d 01h 00m | LR: 2.00e-03 | Epoch time: 16.45 | Train loss: 7.15e-05 | Val loss: 6.29e-05 +Target 005 has maximum loss 2.52e-04; Target 007 has minimum loss 1.05e-05 +Target 000: 2.36e-04 |Target 001: 8.36e-05 |Target 002: 2.24e-05 |Target 003: 3.63e-05 |Target 004: 1.18e-05 +Target 005: 2.52e-04 |Target 006: 1.42e-04 |Target 007: 1.05e-05 |Target 008: 9.92e-05 |Target 009: 1.49e-04 +Target 010: 4.27e-05 |Target 011: 2.63e-05 |Target 012: 2.65e-05 |Target 013: 5.44e-05 |Target 014: 1.91e-05 +Target 015: 2.74e-05 |Target 016: 5.48e-05 |Target 017: 4.84e-05 |Target 018: 5.14e-05 |Target 019: 9.72e-05 +Target 020: 1.65e-05 |Target 021: 1.44e-04 |Target 022: 1.83e-05 |Target 023: 9.94e-05 |Target 024: 8.87e-05 + +==================== +Epoch #220 | Time: 00d 01h 00m | LR: 2.00e-03 | Epoch time: 16.70 | Train loss: 6.53e-05 | Val loss: 4.40e-05 +Target 006 has maximum loss 5.49e-04; Target 002 has minimum loss 7.96e-06 +Target 000: 8.03e-05 |Target 001: 2.34e-04 |Target 002: 7.96e-06 |Target 003: 3.09e-05 |Target 004: 1.76e-05 +Target 005: 3.33e-04 |Target 006: 5.49e-04 |Target 007: 2.75e-05 |Target 008: 6.95e-05 |Target 009: 6.07e-05 +Target 010: 1.21e-05 |Target 011: 1.05e-05 |Target 012: 1.94e-05 |Target 013: 1.93e-05 |Target 014: 1.08e-05 +Target 015: 1.83e-05 |Target 016: 6.42e-05 |Target 017: 2.62e-05 |Target 018: 7.28e-05 |Target 019: 4.31e-05 +Target 020: 1.50e-05 |Target 021: 4.96e-05 |Target 022: 8.32e-06 |Target 023: 3.64e-05 |Target 024: 8.33e-05 + +==================== +Epoch #221 | Time: 00d 01h 00m | LR: 2.00e-03 | Epoch time: 16.57 | Train loss: 5.19e-05 | Val loss: 3.23e-05 +Target 006 has maximum loss 3.04e-04; Target 011 has minimum loss 5.03e-06 +Target 000: 2.49e-04 |Target 001: 2.67e-04 |Target 002: 1.16e-05 |Target 003: 1.64e-05 |Target 004: 7.69e-06 +Target 005: 1.64e-04 |Target 006: 3.04e-04 |Target 007: 8.81e-06 |Target 008: 3.26e-05 |Target 009: 2.35e-05 +Target 010: 1.95e-05 |Target 011: 5.03e-06 |Target 012: 4.23e-05 |Target 013: 3.23e-05 |Target 014: 8.10e-06 +Target 015: 1.49e-05 |Target 016: 3.03e-05 |Target 017: 3.64e-05 |Target 018: 4.87e-05 |Target 019: 1.93e-05 +Target 020: 9.62e-06 |Target 021: 2.15e-05 |Target 022: 7.77e-06 |Target 023: 2.12e-05 |Target 024: 5.88e-05 + +==================== +Epoch #222 | Time: 00d 01h 00m | LR: 2.00e-03 | Epoch time: 16.54 | Train loss: 4.96e-05 | Val loss: 2.96e-05 +Target 001 has maximum loss 2.10e-04; Target 002 has minimum loss 5.81e-06 +Target 000: 1.83e-04 |Target 001: 2.10e-04 |Target 002: 5.81e-06 |Target 003: 1.45e-05 |Target 004: 7.09e-06 +Target 005: 1.02e-04 |Target 006: 1.14e-04 |Target 007: 9.12e-06 |Target 008: 2.69e-05 |Target 009: 2.52e-05 +Target 010: 6.70e-06 |Target 011: 6.83e-06 |Target 012: 3.73e-05 |Target 013: 2.63e-05 |Target 014: 1.24e-05 +Target 015: 8.81e-06 |Target 016: 2.78e-05 |Target 017: 1.95e-05 |Target 018: 5.98e-05 |Target 019: 2.52e-05 +Target 020: 1.11e-05 |Target 021: 2.85e-05 |Target 022: 1.06e-05 |Target 023: 3.55e-05 |Target 024: 4.70e-05 + +==================== +Epoch #223 | Time: 00d 01h 01m | LR: 2.00e-03 | Epoch time: 16.47 | Train loss: 4.80e-05 | Val loss: 3.13e-05 +Target 005 has maximum loss 5.04e-04; Target 010 has minimum loss 6.18e-06 +Target 000: 1.08e-04 |Target 001: 4.27e-04 |Target 002: 7.31e-06 |Target 003: 1.38e-05 |Target 004: 1.15e-05 +Target 005: 5.04e-04 |Target 006: 1.75e-04 |Target 007: 1.40e-05 |Target 008: 3.07e-05 |Target 009: 2.39e-05 +Target 010: 6.18e-06 |Target 011: 1.17e-05 |Target 012: 3.26e-05 |Target 013: 1.93e-05 |Target 014: 9.23e-06 +Target 015: 1.21e-05 |Target 016: 2.99e-05 |Target 017: 1.69e-05 |Target 018: 3.90e-05 |Target 019: 2.83e-05 +Target 020: 1.24e-05 |Target 021: 2.65e-05 |Target 022: 7.91e-06 |Target 023: 2.76e-05 |Target 024: 5.04e-05 + +==================== +Epoch #224 | Time: 00d 01h 01m | LR: 2.00e-03 | Epoch time: 16.66 | Train loss: 4.90e-05 | Val loss: 2.24e-05 +Target 006 has maximum loss 9.69e-05; Target 002 has minimum loss 5.63e-06 +Target 000: 6.54e-05 |Target 001: 8.08e-05 |Target 002: 5.63e-06 |Target 003: 6.43e-06 |Target 004: 7.94e-06 +Target 005: 7.30e-05 |Target 006: 9.69e-05 |Target 007: 7.35e-06 |Target 008: 2.68e-05 |Target 009: 2.84e-05 +Target 010: 8.03e-06 |Target 011: 9.24e-06 |Target 012: 1.15e-05 |Target 013: 3.43e-05 |Target 014: 8.35e-06 +Target 015: 1.24e-05 |Target 016: 2.23e-05 |Target 017: 2.07e-05 |Target 018: 4.28e-05 |Target 019: 2.03e-05 +Target 020: 9.44e-06 |Target 021: 2.42e-05 |Target 022: 8.28e-06 |Target 023: 2.55e-05 |Target 024: 3.63e-05 + +==================== +Epoch #225 | Time: 00d 01h 01m | LR: 2.00e-03 | Epoch time: 16.51 | Train loss: 6.37e-05 | Val loss: 3.22e-05 +Target 005 has maximum loss 6.78e-04; Target 010 has minimum loss 5.90e-06 +Target 000: 3.88e-05 |Target 001: 2.24e-04 |Target 002: 6.45e-06 |Target 003: 1.48e-05 |Target 004: 1.67e-05 +Target 005: 6.78e-04 |Target 006: 3.24e-04 |Target 007: 1.26e-05 |Target 008: 2.75e-05 |Target 009: 2.93e-05 +Target 010: 5.90e-06 |Target 011: 8.87e-06 |Target 012: 2.69e-05 |Target 013: 3.17e-05 |Target 014: 9.86e-06 +Target 015: 1.13e-05 |Target 016: 4.37e-05 |Target 017: 3.20e-05 |Target 018: 5.41e-05 |Target 019: 2.64e-05 +Target 020: 9.60e-06 |Target 021: 2.75e-05 |Target 022: 8.44e-06 |Target 023: 2.81e-05 |Target 024: 3.87e-05 + +==================== +Epoch #226 | Time: 00d 01h 01m | LR: 2.00e-03 | Epoch time: 16.60 | Train loss: 9.47e-05 | Val loss: 6.74e-05 +Target 000 has maximum loss 6.18e-04; Target 014 has minimum loss 1.20e-05 +Target 000: 6.18e-04 |Target 001: 3.13e-04 |Target 002: 2.40e-05 |Target 003: 7.51e-05 |Target 004: 1.58e-05 +Target 005: 1.14e-04 |Target 006: 2.15e-04 |Target 007: 3.67e-05 |Target 008: 4.63e-05 |Target 009: 1.43e-04 +Target 010: 5.20e-05 |Target 011: 4.86e-05 |Target 012: 4.54e-05 |Target 013: 8.77e-05 |Target 014: 1.20e-05 +Target 015: 2.84e-05 |Target 016: 5.13e-05 |Target 017: 1.75e-05 |Target 018: 8.48e-05 |Target 019: 7.16e-05 +Target 020: 3.00e-05 |Target 021: 1.01e-04 |Target 022: 1.66e-05 |Target 023: 1.10e-04 |Target 024: 9.22e-05 + +==================== +Epoch #227 | Time: 00d 01h 02m | LR: 2.00e-03 | Epoch time: 16.60 | Train loss: 1.73e-04 | Val loss: 1.84e-04 +Target 001 has maximum loss 1.43e-03; Target 007 has minimum loss 3.50e-05 +Target 000: 2.82e-04 |Target 001: 1.43e-03 |Target 002: 6.99e-05 |Target 003: 1.70e-04 |Target 004: 6.81e-05 +Target 005: 2.87e-04 |Target 006: 5.73e-04 |Target 007: 3.50e-05 |Target 008: 1.37e-04 |Target 009: 3.30e-04 +Target 010: 1.07e-04 |Target 011: 4.94e-05 |Target 012: 8.58e-05 |Target 013: 9.60e-05 |Target 014: 4.01e-05 +Target 015: 5.84e-05 |Target 016: 2.03e-04 |Target 017: 8.67e-05 |Target 018: 2.36e-04 |Target 019: 1.37e-04 +Target 020: 6.63e-05 |Target 021: 2.69e-04 |Target 022: 5.29e-05 |Target 023: 1.59e-04 |Target 024: 4.80e-04 + +==================== +Epoch #228 | Time: 00d 01h 02m | LR: 2.00e-03 | Epoch time: 16.54 | Train loss: 1.12e-04 | Val loss: 4.21e-05 +Target 006 has maximum loss 3.43e-04; Target 002 has minimum loss 7.10e-06 +Target 000: 2.34e-04 |Target 001: 1.51e-04 |Target 002: 7.10e-06 |Target 003: 2.16e-05 |Target 004: 3.57e-05 +Target 005: 1.95e-04 |Target 006: 3.43e-04 |Target 007: 2.88e-05 |Target 008: 3.37e-05 |Target 009: 4.72e-05 +Target 010: 1.32e-05 |Target 011: 1.04e-05 |Target 012: 4.15e-05 |Target 013: 5.75e-05 |Target 014: 1.53e-05 +Target 015: 2.33e-05 |Target 016: 2.89e-05 |Target 017: 2.08e-05 |Target 018: 6.04e-05 |Target 019: 3.26e-05 +Target 020: 3.05e-05 |Target 021: 3.30e-05 |Target 022: 1.54e-05 |Target 023: 4.02e-05 |Target 024: 7.14e-05 + +==================== +Epoch #229 | Time: 00d 01h 02m | LR: 2.00e-03 | Epoch time: 16.68 | Train loss: 6.94e-05 | Val loss: 3.88e-05 +Target 001 has maximum loss 6.32e-04; Target 004 has minimum loss 9.16e-06 +Target 000: 1.83e-04 |Target 001: 6.32e-04 |Target 002: 1.55e-05 |Target 003: 1.93e-05 |Target 004: 9.16e-06 +Target 005: 2.63e-04 |Target 006: 4.50e-04 |Target 007: 1.40e-05 |Target 008: 3.61e-05 |Target 009: 2.11e-05 +Target 010: 1.05e-05 |Target 011: 1.35e-05 |Target 012: 4.06e-05 |Target 013: 4.85e-05 |Target 014: 1.04e-05 +Target 015: 1.96e-05 |Target 016: 4.01e-05 |Target 017: 2.63e-05 |Target 018: 5.04e-05 |Target 019: 3.02e-05 +Target 020: 1.49e-05 |Target 021: 2.24e-05 |Target 022: 1.10e-05 |Target 023: 3.36e-05 |Target 024: 5.66e-05 + +==================== +Epoch #230 | Time: 00d 01h 03m | LR: 2.00e-03 | Epoch time: 16.62 | Train loss: 6.56e-05 | Val loss: 2.85e-05 +Target 006 has maximum loss 1.95e-04; Target 004 has minimum loss 9.53e-06 +Target 000: 6.10e-05 |Target 001: 1.31e-04 |Target 002: 9.63e-06 |Target 003: 1.03e-05 |Target 004: 9.53e-06 +Target 005: 1.21e-04 |Target 006: 1.95e-04 |Target 007: 1.79e-05 |Target 008: 3.78e-05 |Target 009: 2.68e-05 +Target 010: 1.02e-05 |Target 011: 1.68e-05 |Target 012: 1.47e-05 |Target 013: 2.40e-05 |Target 014: 1.41e-05 +Target 015: 1.09e-05 |Target 016: 6.12e-05 |Target 017: 3.18e-05 |Target 018: 5.02e-05 |Target 019: 2.96e-05 +Target 020: 1.41e-05 |Target 021: 2.37e-05 |Target 022: 1.23e-05 |Target 023: 3.12e-05 |Target 024: 4.08e-05 + +==================== +Epoch #231 | Time: 00d 01h 03m | LR: 2.00e-03 | Epoch time: 16.62 | Train loss: 7.99e-05 | Val loss: 5.93e-05 +Target 001 has maximum loss 3.35e-04; Target 003 has minimum loss 1.03e-05 +Target 000: 1.47e-04 |Target 001: 3.35e-04 |Target 002: 1.37e-05 |Target 003: 1.03e-05 |Target 004: 1.48e-05 +Target 005: 2.38e-04 |Target 006: 2.84e-04 |Target 007: 4.13e-05 |Target 008: 5.19e-05 |Target 009: 3.43e-05 +Target 010: 1.19e-05 |Target 011: 1.08e-05 |Target 012: 2.70e-05 |Target 013: 6.50e-05 |Target 014: 1.96e-05 +Target 015: 2.21e-05 |Target 016: 8.21e-05 |Target 017: 7.75e-05 |Target 018: 6.17e-05 |Target 019: 3.82e-05 +Target 020: 1.88e-05 |Target 021: 3.40e-05 |Target 022: 2.23e-05 |Target 023: 4.99e-05 |Target 024: 1.50e-04 + +==================== +Epoch #232 | Time: 00d 01h 03m | LR: 2.00e-03 | Epoch time: 16.66 | Train loss: 6.27e-05 | Val loss: 3.15e-05 +Target 001 has maximum loss 3.30e-04; Target 011 has minimum loss 9.02e-06 +Target 000: 8.43e-05 |Target 001: 3.30e-04 |Target 002: 1.41e-05 |Target 003: 9.27e-06 |Target 004: 9.56e-06 +Target 005: 9.63e-05 |Target 006: 1.73e-04 |Target 007: 9.82e-06 |Target 008: 2.49e-05 |Target 009: 6.25e-05 +Target 010: 9.59e-06 |Target 011: 9.02e-06 |Target 012: 1.48e-05 |Target 013: 2.26e-05 |Target 014: 9.51e-06 +Target 015: 1.36e-05 |Target 016: 4.82e-05 |Target 017: 2.74e-05 |Target 018: 5.96e-05 |Target 019: 1.93e-05 +Target 020: 1.15e-05 |Target 021: 5.51e-05 |Target 022: 9.65e-06 |Target 023: 2.70e-05 |Target 024: 5.69e-05 + +==================== +Epoch #233 | Time: 00d 01h 03m | LR: 2.00e-03 | Epoch time: 16.45 | Train loss: 4.67e-05 | Val loss: 3.55e-05 +Target 001 has maximum loss 3.13e-04; Target 010 has minimum loss 6.93e-06 +Target 000: 2.81e-04 |Target 001: 3.13e-04 |Target 002: 1.12e-05 |Target 003: 3.09e-05 |Target 004: 9.81e-06 +Target 005: 1.59e-04 |Target 006: 2.02e-04 |Target 007: 9.93e-06 |Target 008: 1.97e-05 |Target 009: 5.41e-05 +Target 010: 6.93e-06 |Target 011: 1.07e-05 |Target 012: 3.01e-05 |Target 013: 5.87e-05 |Target 014: 9.55e-06 +Target 015: 9.15e-06 |Target 016: 1.83e-05 |Target 017: 2.76e-05 |Target 018: 5.16e-05 |Target 019: 2.60e-05 +Target 020: 1.33e-05 |Target 021: 5.00e-05 |Target 022: 9.05e-06 |Target 023: 3.88e-05 |Target 024: 5.18e-05 + +==================== +Epoch #234 | Time: 00d 01h 04m | LR: 2.00e-03 | Epoch time: 16.62 | Train loss: 5.15e-05 | Val loss: 2.90e-05 +Target 001 has maximum loss 4.29e-04; Target 004 has minimum loss 8.24e-06 +Target 000: 2.69e-04 |Target 001: 4.29e-04 |Target 002: 1.15e-05 |Target 003: 3.10e-05 |Target 004: 8.24e-06 +Target 005: 7.72e-05 |Target 006: 2.39e-04 |Target 007: 2.02e-05 |Target 008: 2.29e-05 |Target 009: 2.78e-05 +Target 010: 1.47e-05 |Target 011: 9.95e-06 |Target 012: 1.66e-05 |Target 013: 2.88e-05 |Target 014: 1.28e-05 +Target 015: 1.94e-05 |Target 016: 2.16e-05 |Target 017: 1.78e-05 |Target 018: 4.34e-05 |Target 019: 2.41e-05 +Target 020: 1.74e-05 |Target 021: 2.08e-05 |Target 022: 1.35e-05 |Target 023: 2.95e-05 |Target 024: 3.59e-05 + +==================== +Epoch #235 | Time: 00d 01h 04m | LR: 2.00e-03 | Epoch time: 16.71 | Train loss: 6.90e-05 | Val loss: 2.22e-05 +Target 006 has maximum loss 1.77e-04; Target 002 has minimum loss 7.31e-06 +Target 000: 4.54e-05 |Target 001: 1.56e-04 |Target 002: 7.31e-06 |Target 003: 1.44e-05 |Target 004: 9.59e-06 +Target 005: 4.04e-05 |Target 006: 1.77e-04 |Target 007: 9.03e-06 |Target 008: 2.78e-05 |Target 009: 2.59e-05 +Target 010: 1.18e-05 |Target 011: 8.33e-06 |Target 012: 1.77e-05 |Target 013: 2.16e-05 |Target 014: 1.01e-05 +Target 015: 1.32e-05 |Target 016: 2.53e-05 |Target 017: 1.69e-05 |Target 018: 3.94e-05 |Target 019: 2.41e-05 +Target 020: 9.88e-06 |Target 021: 2.21e-05 |Target 022: 1.02e-05 |Target 023: 2.89e-05 |Target 024: 2.72e-05 + +==================== +Epoch #236 | Time: 00d 01h 04m | LR: 2.00e-03 | Epoch time: 16.32 | Train loss: 6.70e-05 | Val loss: 3.40e-05 +Target 001 has maximum loss 4.80e-04; Target 014 has minimum loss 1.02e-05 +Target 000: 4.53e-04 |Target 001: 4.80e-04 |Target 002: 1.31e-05 |Target 003: 2.64e-05 |Target 004: 1.12e-05 +Target 005: 1.17e-04 |Target 006: 1.63e-04 |Target 007: 1.75e-05 |Target 008: 2.53e-05 |Target 009: 3.36e-05 +Target 010: 1.47e-05 |Target 011: 1.17e-05 |Target 012: 2.77e-05 |Target 013: 2.31e-05 |Target 014: 1.02e-05 +Target 015: 1.84e-05 |Target 016: 2.14e-05 |Target 017: 3.41e-05 |Target 018: 6.65e-05 |Target 019: 2.79e-05 +Target 020: 1.34e-05 |Target 021: 3.40e-05 |Target 022: 1.12e-05 |Target 023: 2.86e-05 |Target 024: 4.36e-05 + +==================== +Epoch #237 | Time: 00d 01h 05m | LR: 2.00e-03 | Epoch time: 16.57 | Train loss: 5.69e-05 | Val loss: 3.19e-05 +Target 005 has maximum loss 3.03e-04; Target 007 has minimum loss 8.63e-06 +Target 000: 2.82e-04 |Target 001: 9.43e-05 |Target 002: 9.79e-06 |Target 003: 4.48e-05 |Target 004: 1.31e-05 +Target 005: 3.03e-04 |Target 006: 2.63e-04 |Target 007: 8.63e-06 |Target 008: 2.73e-05 |Target 009: 2.60e-05 +Target 010: 1.33e-05 |Target 011: 8.63e-06 |Target 012: 1.32e-05 |Target 013: 2.74e-05 |Target 014: 1.39e-05 +Target 015: 1.05e-05 |Target 016: 3.07e-05 |Target 017: 2.17e-05 |Target 018: 5.37e-05 |Target 019: 2.84e-05 +Target 020: 1.37e-05 |Target 021: 2.56e-05 |Target 022: 1.16e-05 |Target 023: 4.60e-05 |Target 024: 4.18e-05 + +==================== +Epoch #238 | Time: 00d 01h 05m | LR: 2.00e-03 | Epoch time: 16.48 | Train loss: 5.34e-05 | Val loss: 2.72e-05 +Target 000 has maximum loss 1.96e-04; Target 010 has minimum loss 9.00e-06 +Target 000: 1.96e-04 |Target 001: 1.27e-04 |Target 002: 1.73e-05 |Target 003: 3.66e-05 |Target 004: 1.04e-05 +Target 005: 3.71e-05 |Target 006: 1.35e-04 |Target 007: 1.71e-05 |Target 008: 2.24e-05 |Target 009: 3.33e-05 +Target 010: 9.00e-06 |Target 011: 1.17e-05 |Target 012: 1.92e-05 |Target 013: 1.99e-05 |Target 014: 1.15e-05 +Target 015: 1.40e-05 |Target 016: 5.41e-05 |Target 017: 1.63e-05 |Target 018: 3.93e-05 |Target 019: 3.28e-05 +Target 020: 1.55e-05 |Target 021: 2.89e-05 |Target 022: 1.27e-05 |Target 023: 2.87e-05 |Target 024: 3.89e-05 + +==================== +Epoch #239 | Time: 00d 01h 05m | LR: 2.00e-03 | Epoch time: 16.46 | Train loss: 4.69e-05 | Val loss: 2.17e-05 +Target 006 has maximum loss 1.63e-04; Target 007 has minimum loss 5.78e-06 +Target 000: 3.08e-05 |Target 001: 6.39e-05 |Target 002: 6.93e-06 |Target 003: 1.21e-05 |Target 004: 6.48e-06 +Target 005: 1.11e-04 |Target 006: 1.63e-04 |Target 007: 5.78e-06 |Target 008: 1.44e-05 |Target 009: 2.02e-05 +Target 010: 9.83e-06 |Target 011: 6.93e-06 |Target 012: 2.25e-05 |Target 013: 1.73e-05 |Target 014: 8.50e-06 +Target 015: 1.54e-05 |Target 016: 1.61e-05 |Target 017: 1.74e-05 |Target 018: 4.14e-05 |Target 019: 1.96e-05 +Target 020: 8.98e-06 |Target 021: 1.76e-05 |Target 022: 8.70e-06 |Target 023: 2.40e-05 |Target 024: 3.90e-05 + +==================== +Epoch #240 | Time: 00d 01h 05m | LR: 2.00e-03 | Epoch time: 16.50 | Train loss: 4.25e-05 | Val loss: 1.97e-05 +Target 001 has maximum loss 9.15e-05; Target 007 has minimum loss 4.31e-06 +Target 000: 3.78e-05 |Target 001: 9.15e-05 |Target 002: 1.12e-05 |Target 003: 2.63e-05 |Target 004: 7.17e-06 +Target 005: 6.37e-05 |Target 006: 7.23e-05 |Target 007: 4.31e-06 |Target 008: 1.50e-05 |Target 009: 1.88e-05 +Target 010: 5.21e-06 |Target 011: 5.58e-06 |Target 012: 1.54e-05 |Target 013: 1.77e-05 |Target 014: 6.55e-06 +Target 015: 7.28e-06 |Target 016: 1.98e-05 |Target 017: 1.89e-05 |Target 018: 4.43e-05 |Target 019: 1.67e-05 +Target 020: 9.98e-06 |Target 021: 1.56e-05 |Target 022: 6.75e-06 |Target 023: 2.09e-05 |Target 024: 3.57e-05 + +==================== +Epoch #241 | Time: 00d 01h 06m | LR: 2.00e-03 | Epoch time: 16.49 | Train loss: 4.35e-05 | Val loss: 2.45e-05 +Target 006 has maximum loss 4.01e-04; Target 002 has minimum loss 5.54e-06 +Target 000: 1.49e-04 |Target 001: 3.54e-04 |Target 002: 5.54e-06 |Target 003: 1.70e-05 |Target 004: 7.07e-06 +Target 005: 1.05e-04 |Target 006: 4.01e-04 |Target 007: 6.26e-06 |Target 008: 2.12e-05 |Target 009: 2.17e-05 +Target 010: 6.08e-06 |Target 011: 1.06e-05 |Target 012: 1.45e-05 |Target 013: 1.92e-05 |Target 014: 9.53e-06 +Target 015: 7.45e-06 |Target 016: 2.07e-05 |Target 017: 1.90e-05 |Target 018: 4.09e-05 |Target 019: 2.41e-05 +Target 020: 1.16e-05 |Target 021: 1.94e-05 |Target 022: 9.32e-06 |Target 023: 2.16e-05 |Target 024: 2.92e-05 + +==================== +Epoch #242 | Time: 00d 01h 06m | LR: 2.00e-03 | Epoch time: 16.63 | Train loss: 4.55e-05 | Val loss: 2.10e-05 +Target 005 has maximum loss 1.56e-04; Target 007 has minimum loss 4.64e-06 +Target 000: 7.04e-05 |Target 001: 5.28e-05 |Target 002: 6.60e-06 |Target 003: 9.03e-06 |Target 004: 9.16e-06 +Target 005: 1.56e-04 |Target 006: 1.54e-04 |Target 007: 4.64e-06 |Target 008: 1.92e-05 |Target 009: 2.54e-05 +Target 010: 6.89e-06 |Target 011: 7.94e-06 |Target 012: 1.01e-05 |Target 013: 2.02e-05 |Target 014: 7.64e-06 +Target 015: 1.08e-05 |Target 016: 1.88e-05 |Target 017: 2.15e-05 |Target 018: 4.54e-05 |Target 019: 2.94e-05 +Target 020: 8.83e-06 |Target 021: 2.56e-05 |Target 022: 6.92e-06 |Target 023: 2.90e-05 |Target 024: 2.23e-05 + +==================== +Epoch #243 | Time: 00d 01h 06m | LR: 2.00e-03 | Epoch time: 16.44 | Train loss: 3.63e-05 | Val loss: 1.93e-05 +Target 000 has maximum loss 3.27e-04; Target 011 has minimum loss 5.06e-06 +Target 000: 3.27e-04 |Target 001: 1.66e-04 |Target 002: 5.16e-06 |Target 003: 6.59e-06 |Target 004: 6.97e-06 +Target 005: 1.05e-04 |Target 006: 2.27e-04 |Target 007: 5.92e-06 |Target 008: 1.26e-05 |Target 009: 1.36e-05 +Target 010: 5.20e-06 |Target 011: 5.06e-06 |Target 012: 9.88e-06 |Target 013: 1.97e-05 |Target 014: 9.62e-06 +Target 015: 9.45e-06 |Target 016: 1.92e-05 |Target 017: 1.77e-05 |Target 018: 2.94e-05 |Target 019: 1.46e-05 +Target 020: 7.29e-06 |Target 021: 1.14e-05 |Target 022: 6.48e-06 |Target 023: 1.87e-05 |Target 024: 2.40e-05 + +==================== +Epoch #244 | Time: 00d 01h 07m | LR: 2.00e-03 | Epoch time: 16.31 | Train loss: 3.93e-05 | Val loss: 2.17e-05 +Target 006 has maximum loss 4.01e-04; Target 002 has minimum loss 3.17e-06 +Target 000: 2.89e-04 |Target 001: 1.07e-04 |Target 002: 3.17e-06 |Target 003: 1.66e-05 |Target 004: 9.07e-06 +Target 005: 3.51e-05 |Target 006: 4.01e-04 |Target 007: 7.15e-06 |Target 008: 1.39e-05 |Target 009: 1.64e-05 +Target 010: 3.33e-06 |Target 011: 4.59e-06 |Target 012: 1.72e-05 |Target 013: 2.25e-05 |Target 014: 6.61e-06 +Target 015: 7.96e-06 |Target 016: 1.48e-05 |Target 017: 1.71e-05 |Target 018: 3.14e-05 |Target 019: 1.78e-05 +Target 020: 8.45e-06 |Target 021: 1.65e-05 |Target 022: 6.36e-06 |Target 023: 2.27e-05 |Target 024: 3.11e-05 + +==================== +Epoch #245 | Time: 00d 01h 07m | LR: 2.00e-03 | Epoch time: 16.54 | Train loss: 3.90e-05 | Val loss: 2.02e-05 +Target 001 has maximum loss 2.14e-04; Target 002 has minimum loss 3.52e-06 +Target 000: 4.07e-05 |Target 001: 2.14e-04 |Target 002: 3.52e-06 |Target 003: 1.12e-05 |Target 004: 5.52e-06 +Target 005: 1.90e-04 |Target 006: 1.52e-04 |Target 007: 7.98e-06 |Target 008: 1.49e-05 |Target 009: 2.33e-05 +Target 010: 9.22e-06 |Target 011: 7.76e-06 |Target 012: 2.93e-05 |Target 013: 1.64e-05 |Target 014: 7.38e-06 +Target 015: 8.12e-06 |Target 016: 9.87e-06 |Target 017: 1.61e-05 |Target 018: 2.65e-05 |Target 019: 1.98e-05 +Target 020: 9.76e-06 |Target 021: 2.46e-05 |Target 022: 6.69e-06 |Target 023: 1.59e-05 |Target 024: 2.96e-05 + +==================== +Epoch #246 | Time: 00d 01h 07m | LR: 2.00e-03 | Epoch time: 16.61 | Train loss: 3.74e-05 | Val loss: 2.69e-05 +Target 006 has maximum loss 2.82e-04; Target 011 has minimum loss 5.67e-06 +Target 000: 9.18e-05 |Target 001: 1.65e-04 |Target 002: 7.03e-06 |Target 003: 2.59e-05 |Target 004: 2.25e-05 +Target 005: 1.41e-04 |Target 006: 2.82e-04 |Target 007: 9.02e-06 |Target 008: 2.95e-05 |Target 009: 1.79e-05 +Target 010: 1.16e-05 |Target 011: 5.67e-06 |Target 012: 3.01e-05 |Target 013: 3.26e-05 |Target 014: 6.76e-06 +Target 015: 3.15e-05 |Target 016: 4.15e-05 |Target 017: 3.50e-05 |Target 018: 4.22e-05 |Target 019: 2.56e-05 +Target 020: 1.52e-05 |Target 021: 2.14e-05 |Target 022: 7.05e-06 |Target 023: 2.27e-05 |Target 024: 3.23e-05 + +==================== +Epoch #247 | Time: 00d 01h 07m | LR: 2.00e-03 | Epoch time: 16.49 | Train loss: 4.12e-05 | Val loss: 2.56e-05 +Target 006 has maximum loss 3.65e-04; Target 002 has minimum loss 4.24e-06 +Target 000: 1.43e-04 |Target 001: 5.31e-05 |Target 002: 4.24e-06 |Target 003: 1.17e-05 |Target 004: 8.13e-06 +Target 005: 7.33e-05 |Target 006: 3.65e-04 |Target 007: 9.50e-06 |Target 008: 2.31e-05 |Target 009: 2.44e-05 +Target 010: 6.46e-06 |Target 011: 8.75e-06 |Target 012: 2.29e-05 |Target 013: 1.96e-05 |Target 014: 8.82e-06 +Target 015: 9.27e-06 |Target 016: 3.46e-05 |Target 017: 1.59e-05 |Target 018: 4.40e-05 |Target 019: 3.51e-05 +Target 020: 9.54e-06 |Target 021: 2.92e-05 |Target 022: 8.62e-06 |Target 023: 3.17e-05 |Target 024: 3.31e-05 + +==================== +Epoch #248 | Time: 00d 01h 08m | LR: 2.00e-03 | Epoch time: 16.70 | Train loss: 5.71e-05 | Val loss: 3.94e-05 +Target 001 has maximum loss 3.34e-04; Target 002 has minimum loss 3.91e-06 +Target 000: 1.44e-04 |Target 001: 3.34e-04 |Target 002: 3.91e-06 |Target 003: 1.62e-05 |Target 004: 8.69e-06 +Target 005: 6.20e-05 |Target 006: 3.30e-04 |Target 007: 8.71e-06 |Target 008: 4.98e-05 |Target 009: 4.12e-05 +Target 010: 1.34e-05 |Target 011: 6.04e-06 |Target 012: 5.47e-05 |Target 013: 4.04e-05 |Target 014: 1.03e-05 +Target 015: 9.44e-06 |Target 016: 1.69e-05 |Target 017: 2.55e-05 |Target 018: 4.32e-05 |Target 019: 3.17e-05 +Target 020: 1.23e-05 |Target 021: 3.94e-05 |Target 022: 1.14e-05 |Target 023: 3.38e-05 |Target 024: 8.47e-05 + +==================== +Epoch #249 | Time: 00d 01h 08m | LR: 2.00e-03 | Epoch time: 16.76 | Train loss: 5.64e-05 | Val loss: 3.54e-05 +Target 006 has maximum loss 4.18e-04; Target 002 has minimum loss 4.26e-06 +Target 000: 1.33e-04 |Target 001: 1.43e-04 |Target 002: 4.26e-06 |Target 003: 7.58e-06 |Target 004: 1.19e-05 +Target 005: 5.45e-05 |Target 006: 4.18e-04 |Target 007: 1.36e-05 |Target 008: 2.43e-05 |Target 009: 3.07e-05 +Target 010: 7.59e-06 |Target 011: 5.31e-06 |Target 012: 1.90e-05 |Target 013: 3.91e-05 |Target 014: 9.35e-06 +Target 015: 1.13e-05 |Target 016: 3.69e-05 |Target 017: 2.56e-05 |Target 018: 3.98e-05 |Target 019: 2.55e-05 +Target 020: 1.74e-05 |Target 021: 2.37e-05 |Target 022: 7.76e-06 |Target 023: 2.63e-05 |Target 024: 9.34e-05 + +==================== +Epoch #250 | Time: 00d 01h 08m | LR: 2.00e-03 | Epoch time: 16.53 | Train loss: 6.02e-05 | Val loss: 3.75e-05 +Target 001 has maximum loss 1.91e-04; Target 020 has minimum loss 8.49e-06 +Target 000: 1.76e-04 |Target 001: 1.91e-04 |Target 002: 1.39e-05 |Target 003: 4.12e-05 |Target 004: 1.05e-05 +Target 005: 1.41e-04 |Target 006: 5.82e-05 |Target 007: 1.38e-05 |Target 008: 4.56e-05 |Target 009: 3.52e-05 +Target 010: 2.00e-05 |Target 011: 1.56e-05 |Target 012: 1.69e-05 |Target 013: 4.76e-05 |Target 014: 1.32e-05 +Target 015: 1.34e-05 |Target 016: 7.48e-05 |Target 017: 2.05e-05 |Target 018: 4.60e-05 |Target 019: 4.75e-05 +Target 020: 8.49e-06 |Target 021: 3.05e-05 |Target 022: 1.48e-05 |Target 023: 7.64e-05 |Target 024: 4.71e-05 + +==================== +Epoch #251 | Time: 00d 01h 09m | LR: 2.00e-03 | Epoch time: 16.53 | Train loss: 4.30e-05 | Val loss: 2.69e-05 +Target 001 has maximum loss 5.36e-04; Target 002 has minimum loss 3.16e-06 +Target 000: 2.15e-04 |Target 001: 5.36e-04 |Target 002: 3.16e-06 |Target 003: 6.29e-06 |Target 004: 5.95e-06 +Target 005: 8.47e-05 |Target 006: 1.51e-04 |Target 007: 6.36e-06 |Target 008: 1.68e-05 |Target 009: 1.64e-05 +Target 010: 6.08e-06 |Target 011: 4.93e-06 |Target 012: 1.98e-05 |Target 013: 2.96e-05 |Target 014: 6.83e-06 +Target 015: 9.13e-06 |Target 016: 1.32e-05 |Target 017: 3.12e-05 |Target 018: 3.64e-05 |Target 019: 1.51e-05 +Target 020: 7.33e-06 |Target 021: 1.60e-05 |Target 022: 6.70e-06 |Target 023: 2.09e-05 |Target 024: 5.36e-05 + +==================== +Epoch #252 | Time: 00d 01h 09m | LR: 2.00e-03 | Epoch time: 16.70 | Train loss: 3.80e-05 | Val loss: 1.82e-05 +Target 006 has maximum loss 1.14e-04; Target 002 has minimum loss 3.39e-06 +Target 000: 4.88e-05 |Target 001: 4.31e-05 |Target 002: 3.39e-06 |Target 003: 8.95e-06 |Target 004: 5.75e-06 +Target 005: 9.32e-05 |Target 006: 1.14e-04 |Target 007: 6.17e-06 |Target 008: 1.33e-05 |Target 009: 2.03e-05 +Target 010: 4.02e-06 |Target 011: 4.04e-06 |Target 012: 9.51e-06 |Target 013: 1.64e-05 |Target 014: 5.55e-06 +Target 015: 5.27e-06 |Target 016: 1.62e-05 |Target 017: 2.65e-05 |Target 018: 4.80e-05 |Target 019: 1.61e-05 +Target 020: 7.08e-06 |Target 021: 1.46e-05 |Target 022: 6.20e-06 |Target 023: 1.77e-05 |Target 024: 3.08e-05 + +==================== +Epoch #253 | Time: 00d 01h 09m | LR: 2.00e-03 | Epoch time: 16.62 | Train loss: 3.98e-05 | Val loss: 2.06e-05 +Target 001 has maximum loss 3.32e-04; Target 010 has minimum loss 4.44e-06 +Target 000: 1.32e-04 |Target 001: 3.32e-04 |Target 002: 4.84e-06 |Target 003: 1.57e-05 |Target 004: 5.69e-06 +Target 005: 5.30e-05 |Target 006: 1.57e-04 |Target 007: 5.51e-06 |Target 008: 1.55e-05 |Target 009: 2.80e-05 +Target 010: 4.44e-06 |Target 011: 4.72e-06 |Target 012: 1.51e-05 |Target 013: 1.84e-05 |Target 014: 6.24e-06 +Target 015: 1.52e-05 |Target 016: 1.84e-05 |Target 017: 1.91e-05 |Target 018: 3.16e-05 |Target 019: 1.57e-05 +Target 020: 7.83e-06 |Target 021: 2.61e-05 |Target 022: 6.44e-06 |Target 023: 1.84e-05 |Target 024: 3.02e-05 + +==================== +Epoch #254 | Time: 00d 01h 09m | LR: 2.00e-03 | Epoch time: 16.45 | Train loss: 4.32e-05 | Val loss: 2.17e-05 +Target 000 has maximum loss 2.99e-04; Target 002 has minimum loss 4.09e-06 +Target 000: 2.99e-04 |Target 001: 1.37e-04 |Target 002: 4.09e-06 |Target 003: 8.01e-06 |Target 004: 5.30e-06 +Target 005: 3.16e-05 |Target 006: 7.33e-05 |Target 007: 1.65e-05 |Target 008: 1.93e-05 |Target 009: 3.13e-05 +Target 010: 4.11e-06 |Target 011: 8.80e-06 |Target 012: 1.60e-05 |Target 013: 2.74e-05 |Target 014: 6.55e-06 +Target 015: 1.24e-05 |Target 016: 2.52e-05 |Target 017: 1.60e-05 |Target 018: 3.25e-05 |Target 019: 2.42e-05 +Target 020: 1.16e-05 |Target 021: 2.03e-05 |Target 022: 6.62e-06 |Target 023: 3.22e-05 |Target 024: 2.50e-05 + +==================== +Epoch #255 | Time: 00d 01h 10m | LR: 2.00e-03 | Epoch time: 16.60 | Train loss: 4.33e-05 | Val loss: 2.49e-05 +Target 001 has maximum loss 1.79e-04; Target 002 has minimum loss 4.34e-06 +Target 000: 7.26e-05 |Target 001: 1.79e-04 |Target 002: 4.34e-06 |Target 003: 6.77e-06 |Target 004: 6.99e-06 +Target 005: 9.42e-05 |Target 006: 5.38e-05 |Target 007: 1.31e-05 |Target 008: 2.09e-05 |Target 009: 2.23e-05 +Target 010: 4.71e-06 |Target 011: 5.47e-06 |Target 012: 1.51e-05 |Target 013: 3.34e-05 |Target 014: 7.29e-06 +Target 015: 1.79e-05 |Target 016: 2.37e-05 |Target 017: 2.60e-05 |Target 018: 4.36e-05 |Target 019: 2.71e-05 +Target 020: 9.71e-06 |Target 021: 2.97e-05 |Target 022: 6.16e-06 |Target 023: 2.84e-05 |Target 024: 4.32e-05 + +==================== +Epoch #256 | Time: 00d 01h 10m | LR: 2.00e-03 | Epoch time: 16.52 | Train loss: 4.00e-05 | Val loss: 1.67e-05 +Target 001 has maximum loss 8.82e-05; Target 002 has minimum loss 3.53e-06 +Target 000: 4.41e-05 |Target 001: 8.82e-05 |Target 002: 3.53e-06 |Target 003: 1.09e-05 |Target 004: 7.72e-06 +Target 005: 8.78e-05 |Target 006: 8.52e-05 |Target 007: 9.28e-06 |Target 008: 1.30e-05 |Target 009: 1.80e-05 +Target 010: 1.18e-05 |Target 011: 5.59e-06 |Target 012: 8.82e-06 |Target 013: 2.09e-05 |Target 014: 7.76e-06 +Target 015: 8.84e-06 |Target 016: 1.48e-05 |Target 017: 1.04e-05 |Target 018: 2.37e-05 |Target 019: 1.46e-05 +Target 020: 1.00e-05 |Target 021: 1.90e-05 |Target 022: 6.36e-06 |Target 023: 1.69e-05 |Target 024: 2.99e-05 + +==================== +Epoch #257 | Time: 00d 01h 10m | LR: 2.00e-03 | Epoch time: 16.49 | Train loss: 3.61e-05 | Val loss: 1.89e-05 +Target 006 has maximum loss 2.55e-04; Target 010 has minimum loss 3.42e-06 +Target 000: 1.08e-04 |Target 001: 2.41e-04 |Target 002: 3.90e-06 |Target 003: 8.15e-06 |Target 004: 5.84e-06 +Target 005: 1.67e-04 |Target 006: 2.55e-04 |Target 007: 6.71e-06 |Target 008: 1.21e-05 |Target 009: 1.60e-05 +Target 010: 3.42e-06 |Target 011: 4.33e-06 |Target 012: 2.54e-05 |Target 013: 1.52e-05 |Target 014: 5.70e-06 +Target 015: 5.34e-06 |Target 016: 9.75e-06 |Target 017: 1.72e-05 |Target 018: 2.81e-05 |Target 019: 1.40e-05 +Target 020: 7.31e-06 |Target 021: 1.16e-05 |Target 022: 5.66e-06 |Target 023: 1.57e-05 |Target 024: 2.66e-05 + +==================== +Epoch #258 | Time: 00d 01h 10m | LR: 2.00e-03 | Epoch time: 16.45 | Train loss: 3.36e-05 | Val loss: 2.46e-05 +Target 006 has maximum loss 6.71e-04; Target 002 has minimum loss 3.36e-06 +Target 000: 3.04e-04 |Target 001: 3.57e-04 |Target 002: 3.36e-06 |Target 003: 1.72e-05 |Target 004: 4.91e-06 +Target 005: 8.30e-05 |Target 006: 6.71e-04 |Target 007: 4.32e-06 |Target 008: 1.29e-05 |Target 009: 2.37e-05 +Target 010: 5.59e-06 |Target 011: 3.85e-06 |Target 012: 1.19e-05 |Target 013: 2.45e-05 |Target 014: 5.66e-06 +Target 015: 7.20e-06 |Target 016: 1.51e-05 |Target 017: 2.72e-05 |Target 018: 3.38e-05 |Target 019: 1.39e-05 +Target 020: 1.15e-05 |Target 021: 2.10e-05 |Target 022: 5.35e-06 |Target 023: 1.89e-05 |Target 024: 2.75e-05 + +==================== +Epoch #259 | Time: 00d 01h 11m | LR: 2.00e-03 | Epoch time: 16.59 | Train loss: 3.48e-05 | Val loss: 1.80e-05 +Target 001 has maximum loss 3.13e-04; Target 002 has minimum loss 4.26e-06 +Target 000: 1.28e-04 |Target 001: 3.13e-04 |Target 002: 4.26e-06 |Target 003: 6.34e-06 |Target 004: 6.32e-06 +Target 005: 1.45e-04 |Target 006: 1.33e-04 |Target 007: 8.07e-06 |Target 008: 1.60e-05 |Target 009: 1.22e-05 +Target 010: 5.50e-06 |Target 011: 4.37e-06 |Target 012: 2.28e-05 |Target 013: 1.92e-05 |Target 014: 5.59e-06 +Target 015: 5.84e-06 |Target 016: 1.17e-05 |Target 017: 1.66e-05 |Target 018: 2.38e-05 |Target 019: 1.50e-05 +Target 020: 7.68e-06 |Target 021: 1.19e-05 |Target 022: 6.08e-06 |Target 023: 1.72e-05 |Target 024: 2.21e-05 + +==================== +Epoch #260 | Time: 00d 01h 11m | LR: 2.00e-03 | Epoch time: 16.64 | Train loss: 3.62e-05 | Val loss: 2.72e-05 +Target 001 has maximum loss 3.08e-04; Target 007 has minimum loss 4.39e-06 +Target 000: 1.54e-04 |Target 001: 3.08e-04 |Target 002: 7.54e-06 |Target 003: 2.39e-05 |Target 004: 5.01e-06 +Target 005: 6.14e-05 |Target 006: 9.66e-05 |Target 007: 4.39e-06 |Target 008: 1.93e-05 |Target 009: 1.93e-05 +Target 010: 1.01e-05 |Target 011: 1.01e-05 |Target 012: 9.72e-06 |Target 013: 2.27e-05 |Target 014: 6.18e-06 +Target 015: 6.73e-06 |Target 016: 3.23e-05 |Target 017: 3.01e-05 |Target 018: 5.05e-05 |Target 019: 3.36e-05 +Target 020: 8.03e-06 |Target 021: 1.74e-05 |Target 022: 7.51e-06 |Target 023: 2.87e-05 |Target 024: 4.91e-05 + +==================== +Epoch #261 | Time: 00d 01h 11m | LR: 2.00e-03 | Epoch time: 16.52 | Train loss: 4.07e-05 | Val loss: 2.64e-05 +Target 000 has maximum loss 4.53e-04; Target 002 has minimum loss 4.80e-06 +Target 000: 4.53e-04 |Target 001: 9.05e-05 |Target 002: 4.80e-06 |Target 003: 1.56e-05 |Target 004: 8.07e-06 +Target 005: 9.31e-05 |Target 006: 1.22e-04 |Target 007: 1.71e-05 |Target 008: 2.17e-05 |Target 009: 1.65e-05 +Target 010: 9.81e-06 |Target 011: 7.12e-06 |Target 012: 1.98e-05 |Target 013: 3.60e-05 |Target 014: 1.04e-05 +Target 015: 1.49e-05 |Target 016: 3.24e-05 |Target 017: 1.37e-05 |Target 018: 4.42e-05 |Target 019: 2.04e-05 +Target 020: 1.07e-05 |Target 021: 1.51e-05 |Target 022: 9.10e-06 |Target 023: 2.65e-05 |Target 024: 4.22e-05 + +==================== +Epoch #262 | Time: 00d 01h 12m | LR: 2.00e-03 | Epoch time: 16.62 | Train loss: 4.07e-05 | Val loss: 2.59e-05 +Target 006 has maximum loss 2.28e-04; Target 020 has minimum loss 8.24e-06 +Target 000: 1.41e-04 |Target 001: 1.42e-04 |Target 002: 1.21e-05 |Target 003: 2.50e-05 |Target 004: 8.42e-06 +Target 005: 1.27e-04 |Target 006: 2.28e-04 |Target 007: 1.70e-05 |Target 008: 2.71e-05 |Target 009: 2.05e-05 +Target 010: 1.45e-05 |Target 011: 1.21e-05 |Target 012: 1.71e-05 |Target 013: 2.75e-05 |Target 014: 1.12e-05 +Target 015: 1.45e-05 |Target 016: 3.19e-05 |Target 017: 2.96e-05 |Target 018: 4.42e-05 |Target 019: 1.97e-05 +Target 020: 8.24e-06 |Target 021: 1.93e-05 |Target 022: 1.01e-05 |Target 023: 2.10e-05 |Target 024: 4.03e-05 + +==================== +Epoch #263 | Time: 00d 01h 12m | LR: 2.00e-03 | Epoch time: 16.62 | Train loss: 4.31e-05 | Val loss: 2.95e-05 +Target 001 has maximum loss 3.84e-04; Target 002 has minimum loss 5.05e-06 +Target 000: 3.59e-05 |Target 001: 3.84e-04 |Target 002: 5.05e-06 |Target 003: 9.96e-06 |Target 004: 7.80e-06 +Target 005: 2.26e-04 |Target 006: 1.01e-04 |Target 007: 5.15e-06 |Target 008: 1.28e-05 |Target 009: 2.40e-05 +Target 010: 8.07e-06 |Target 011: 9.22e-06 |Target 012: 4.56e-05 |Target 013: 5.58e-05 |Target 014: 7.26e-06 +Target 015: 6.97e-06 |Target 016: 1.68e-05 |Target 017: 2.36e-05 |Target 018: 4.31e-05 |Target 019: 1.91e-05 +Target 020: 1.11e-05 |Target 021: 1.89e-05 |Target 022: 7.28e-06 |Target 023: 2.03e-05 |Target 024: 5.56e-05 + +==================== +Epoch #264 | Time: 00d 01h 12m | LR: 2.00e-03 | Epoch time: 16.30 | Train loss: 4.49e-05 | Val loss: 2.34e-05 +Target 000 has maximum loss 5.42e-04; Target 002 has minimum loss 6.14e-06 +Target 000: 5.42e-04 |Target 001: 1.82e-04 |Target 002: 6.14e-06 |Target 003: 9.81e-06 |Target 004: 7.27e-06 +Target 005: 5.39e-05 |Target 006: 1.31e-04 |Target 007: 8.54e-06 |Target 008: 2.34e-05 |Target 009: 1.98e-05 +Target 010: 1.61e-05 |Target 011: 7.59e-06 |Target 012: 1.28e-05 |Target 013: 3.14e-05 |Target 014: 6.94e-06 +Target 015: 1.02e-05 |Target 016: 1.61e-05 |Target 017: 1.47e-05 |Target 018: 3.19e-05 |Target 019: 2.06e-05 +Target 020: 1.40e-05 |Target 021: 1.76e-05 |Target 022: 7.42e-06 |Target 023: 1.98e-05 |Target 024: 3.31e-05 + +==================== +Epoch #265 | Time: 00d 01h 12m | LR: 2.00e-03 | Epoch time: 16.48 | Train loss: 3.77e-05 | Val loss: 2.31e-05 +Target 005 has maximum loss 2.98e-04; Target 010 has minimum loss 6.39e-06 +Target 000: 2.19e-04 |Target 001: 9.96e-05 |Target 002: 9.16e-06 |Target 003: 1.38e-05 |Target 004: 6.65e-06 +Target 005: 2.98e-04 |Target 006: 9.64e-05 |Target 007: 1.02e-05 |Target 008: 2.08e-05 |Target 009: 2.87e-05 +Target 010: 6.39e-06 |Target 011: 6.98e-06 |Target 012: 1.31e-05 |Target 013: 1.98e-05 |Target 014: 7.91e-06 +Target 015: 6.52e-06 |Target 016: 1.05e-05 |Target 017: 3.23e-05 |Target 018: 3.84e-05 |Target 019: 1.82e-05 +Target 020: 9.76e-06 |Target 021: 1.21e-05 |Target 022: 7.15e-06 |Target 023: 2.04e-05 |Target 024: 3.69e-05 + +==================== +Epoch #266 | Time: 00d 01h 13m | LR: 2.00e-03 | Epoch time: 16.55 | Train loss: 3.92e-05 | Val loss: 1.95e-05 +Target 001 has maximum loss 2.02e-04; Target 002 has minimum loss 5.79e-06 +Target 000: 1.91e-04 |Target 001: 2.02e-04 |Target 002: 5.79e-06 |Target 003: 2.07e-05 |Target 004: 6.35e-06 +Target 005: 3.06e-05 |Target 006: 1.83e-04 |Target 007: 1.75e-05 |Target 008: 1.45e-05 |Target 009: 3.15e-05 +Target 010: 6.57e-06 |Target 011: 6.62e-06 |Target 012: 8.92e-06 |Target 013: 1.85e-05 |Target 014: 8.98e-06 +Target 015: 1.06e-05 |Target 016: 1.58e-05 |Target 017: 1.15e-05 |Target 018: 3.03e-05 |Target 019: 2.21e-05 +Target 020: 7.62e-06 |Target 021: 1.76e-05 |Target 022: 8.16e-06 |Target 023: 1.98e-05 |Target 024: 2.31e-05 + +==================== +Epoch #267 | Time: 00d 01h 13m | LR: 2.00e-03 | Epoch time: 16.34 | Train loss: 3.94e-05 | Val loss: 3.76e-05 +Target 000 has maximum loss 1.50e-04; Target 020 has minimum loss 8.15e-06 +Target 000: 1.50e-04 |Target 001: 1.11e-04 |Target 002: 1.44e-05 |Target 003: 4.92e-05 |Target 004: 1.56e-05 +Target 005: 6.50e-05 |Target 006: 9.53e-05 |Target 007: 1.37e-05 |Target 008: 3.94e-05 |Target 009: 4.37e-05 +Target 010: 1.55e-05 |Target 011: 1.26e-05 |Target 012: 1.15e-05 |Target 013: 5.31e-05 |Target 014: 1.96e-05 +Target 015: 8.71e-06 |Target 016: 5.81e-05 |Target 017: 3.40e-05 |Target 018: 4.52e-05 |Target 019: 3.66e-05 +Target 020: 8.15e-06 |Target 021: 4.87e-05 |Target 022: 1.90e-05 |Target 023: 3.60e-05 |Target 024: 7.00e-05 + +==================== +Epoch #268 | Time: 00d 01h 13m | LR: 2.00e-03 | Epoch time: 16.49 | Train loss: 5.24e-05 | Val loss: 5.60e-05 +Target 001 has maximum loss 4.84e-04; Target 002 has minimum loss 6.04e-06 +Target 000: 3.06e-04 |Target 001: 4.84e-04 |Target 002: 6.04e-06 |Target 003: 1.64e-05 |Target 004: 1.75e-05 +Target 005: 5.16e-05 |Target 006: 1.36e-04 |Target 007: 1.42e-05 |Target 008: 4.04e-05 |Target 009: 1.04e-04 +Target 010: 7.12e-06 |Target 011: 9.89e-06 |Target 012: 2.98e-05 |Target 013: 2.77e-05 |Target 014: 1.89e-05 +Target 015: 2.52e-05 |Target 016: 5.14e-05 |Target 017: 1.96e-05 |Target 018: 9.08e-05 |Target 019: 5.80e-05 +Target 020: 9.22e-06 |Target 021: 1.18e-04 |Target 022: 1.29e-05 |Target 023: 1.01e-04 |Target 024: 9.47e-05 + +==================== +Epoch #269 | Time: 00d 01h 14m | LR: 2.00e-03 | Epoch time: 16.57 | Train loss: 2.53e-04 | Val loss: 3.37e-04 +Target 001 has maximum loss 4.35e-03; Target 004 has minimum loss 4.29e-05 +Target 000: 8.06e-04 |Target 001: 4.35e-03 |Target 002: 1.78e-04 |Target 003: 5.52e-04 |Target 004: 4.29e-05 +Target 005: 2.06e-04 |Target 006: 1.29e-03 |Target 007: 8.16e-05 |Target 008: 3.10e-04 |Target 009: 7.41e-04 +Target 010: 1.42e-04 |Target 011: 1.81e-04 |Target 012: 1.16e-04 |Target 013: 1.37e-04 |Target 014: 7.66e-05 +Target 015: 1.88e-04 |Target 016: 5.30e-04 |Target 017: 2.38e-04 |Target 018: 5.18e-04 |Target 019: 3.46e-04 +Target 020: 1.15e-04 |Target 021: 4.35e-04 |Target 022: 8.97e-05 |Target 023: 2.32e-04 |Target 024: 6.76e-04 + +==================== +Epoch #270 | Time: 00d 01h 14m | LR: 2.00e-03 | Epoch time: 16.65 | Train loss: 1.78e-04 | Val loss: 1.27e-04 +Target 000 has maximum loss 4.55e-04; Target 002 has minimum loss 1.12e-05 +Target 000: 4.55e-04 |Target 001: 4.02e-04 |Target 002: 1.12e-05 |Target 003: 1.04e-04 |Target 004: 5.29e-05 +Target 005: 1.60e-04 |Target 006: 2.06e-04 |Target 007: 3.44e-05 |Target 008: 5.09e-05 |Target 009: 3.49e-04 +Target 010: 1.99e-05 |Target 011: 9.05e-05 |Target 012: 5.10e-05 |Target 013: 7.63e-05 |Target 014: 7.86e-05 +Target 015: 2.80e-05 |Target 016: 7.45e-05 |Target 017: 7.65e-05 |Target 018: 2.53e-04 |Target 019: 1.21e-04 +Target 020: 9.12e-05 |Target 021: 2.32e-04 |Target 022: 7.99e-05 |Target 023: 1.24e-04 |Target 024: 2.05e-04 + +==================== +Epoch #271 | Time: 00d 01h 14m | LR: 2.00e-03 | Epoch time: 16.60 | Train loss: 8.55e-05 | Val loss: 2.62e-05 +Target 005 has maximum loss 2.37e-04; Target 002 has minimum loss 6.59e-06 +Target 000: 1.19e-04 |Target 001: 1.64e-04 |Target 002: 6.59e-06 |Target 003: 4.95e-05 |Target 004: 1.82e-05 +Target 005: 2.37e-04 |Target 006: 5.61e-05 |Target 007: 5.66e-05 |Target 008: 1.79e-05 |Target 009: 1.68e-05 +Target 010: 1.29e-05 |Target 011: 7.38e-06 |Target 012: 1.31e-05 |Target 013: 1.86e-05 |Target 014: 1.33e-05 +Target 015: 1.26e-05 |Target 016: 1.66e-05 |Target 017: 1.91e-05 |Target 018: 4.21e-05 |Target 019: 2.52e-05 +Target 020: 1.28e-05 |Target 021: 1.58e-05 |Target 022: 9.06e-06 |Target 023: 2.57e-05 |Target 024: 4.26e-05 + +==================== +Epoch #272 | Time: 00d 01h 14m | LR: 2.00e-03 | Epoch time: 16.41 | Train loss: 4.33e-05 | Val loss: 3.29e-05 +Target 001 has maximum loss 6.54e-04; Target 002 has minimum loss 4.43e-06 +Target 000: 3.54e-04 |Target 001: 6.54e-04 |Target 002: 4.43e-06 |Target 003: 1.16e-05 |Target 004: 7.12e-06 +Target 005: 1.93e-04 |Target 006: 1.55e-04 |Target 007: 7.17e-06 |Target 008: 2.64e-05 |Target 009: 4.60e-05 +Target 010: 6.24e-06 |Target 011: 7.83e-06 |Target 012: 2.64e-05 |Target 013: 2.11e-05 |Target 014: 7.10e-06 +Target 015: 8.35e-06 |Target 016: 2.18e-05 |Target 017: 3.08e-05 |Target 018: 4.27e-05 |Target 019: 4.14e-05 +Target 020: 8.21e-06 |Target 021: 3.83e-05 |Target 022: 6.70e-06 |Target 023: 3.58e-05 |Target 024: 3.85e-05 + +==================== +Epoch #273 | Time: 00d 01h 15m | LR: 2.00e-03 | Epoch time: 16.27 | Train loss: 4.09e-05 | Val loss: 3.05e-05 +Target 000 has maximum loss 4.49e-04; Target 010 has minimum loss 7.27e-06 +Target 000: 4.49e-04 |Target 001: 5.62e-05 |Target 002: 7.70e-06 |Target 003: 8.68e-06 |Target 004: 1.02e-05 +Target 005: 3.64e-05 |Target 006: 1.56e-04 |Target 007: 7.64e-06 |Target 008: 2.70e-05 |Target 009: 2.57e-05 +Target 010: 7.27e-06 |Target 011: 7.63e-06 |Target 012: 2.09e-05 |Target 013: 2.04e-05 |Target 014: 1.07e-05 +Target 015: 1.15e-05 |Target 016: 2.40e-05 |Target 017: 2.48e-05 |Target 018: 5.05e-05 |Target 019: 4.18e-05 +Target 020: 9.82e-06 |Target 021: 2.23e-05 |Target 022: 9.30e-06 |Target 023: 4.14e-05 |Target 024: 4.86e-05 + +==================== +Epoch #274 | Time: 00d 01h 15m | LR: 2.00e-03 | Epoch time: 16.34 | Train loss: 4.31e-05 | Val loss: 2.15e-05 +Target 006 has maximum loss 1.58e-04; Target 002 has minimum loss 5.72e-06 +Target 000: 4.31e-05 |Target 001: 4.30e-05 |Target 002: 5.72e-06 |Target 003: 1.01e-05 |Target 004: 8.17e-06 +Target 005: 5.89e-05 |Target 006: 1.58e-04 |Target 007: 9.17e-06 |Target 008: 1.45e-05 |Target 009: 2.96e-05 +Target 010: 6.28e-06 |Target 011: 7.99e-06 |Target 012: 1.80e-05 |Target 013: 2.15e-05 |Target 014: 8.25e-06 +Target 015: 8.31e-06 |Target 016: 2.26e-05 |Target 017: 1.48e-05 |Target 018: 3.34e-05 |Target 019: 1.61e-05 +Target 020: 9.86e-06 |Target 021: 1.57e-05 |Target 022: 8.48e-06 |Target 023: 2.10e-05 |Target 024: 4.63e-05 + +==================== +Epoch #275 | Time: 00d 01h 15m | LR: 2.00e-03 | Epoch time: 16.28 | Train loss: 4.47e-05 | Val loss: 1.96e-05 +Target 001 has maximum loss 1.86e-04; Target 007 has minimum loss 6.10e-06 +Target 000: 5.50e-05 |Target 001: 1.86e-04 |Target 002: 8.66e-06 |Target 003: 1.92e-05 |Target 004: 1.09e-05 +Target 005: 8.28e-05 |Target 006: 5.73e-05 |Target 007: 6.10e-06 |Target 008: 2.84e-05 |Target 009: 2.88e-05 +Target 010: 1.06e-05 |Target 011: 6.79e-06 |Target 012: 1.18e-05 |Target 013: 1.91e-05 |Target 014: 7.88e-06 +Target 015: 1.42e-05 |Target 016: 2.22e-05 |Target 017: 1.86e-05 |Target 018: 2.80e-05 |Target 019: 2.05e-05 +Target 020: 7.74e-06 |Target 021: 2.06e-05 |Target 022: 7.41e-06 |Target 023: 2.02e-05 |Target 024: 2.80e-05 + +==================== +Epoch #276 | Time: 00d 01h 16m | LR: 2.00e-03 | Epoch time: 16.13 | Train loss: 3.76e-05 | Val loss: 2.12e-05 +Target 006 has maximum loss 1.04e-04; Target 010 has minimum loss 3.90e-06 +Target 000: 6.20e-05 |Target 001: 2.44e-05 |Target 002: 4.93e-06 |Target 003: 1.07e-05 |Target 004: 5.11e-06 +Target 005: 5.26e-05 |Target 006: 1.04e-04 |Target 007: 6.73e-06 |Target 008: 1.78e-05 |Target 009: 5.59e-05 +Target 010: 3.90e-06 |Target 011: 4.13e-06 |Target 012: 1.12e-05 |Target 013: 2.40e-05 |Target 014: 6.48e-06 +Target 015: 1.11e-05 |Target 016: 2.22e-05 |Target 017: 1.55e-05 |Target 018: 2.86e-05 |Target 019: 2.84e-05 +Target 020: 1.33e-05 |Target 021: 3.93e-05 |Target 022: 6.07e-06 |Target 023: 3.42e-05 |Target 024: 2.72e-05 + +==================== +Epoch #277 | Time: 00d 01h 16m | LR: 2.00e-03 | Epoch time: 16.42 | Train loss: 3.72e-05 | Val loss: 1.85e-05 +Target 000 has maximum loss 2.46e-04; Target 002 has minimum loss 3.26e-06 +Target 000: 2.46e-04 |Target 001: 1.33e-04 |Target 002: 3.26e-06 |Target 003: 1.01e-05 |Target 004: 5.99e-06 +Target 005: 4.45e-05 |Target 006: 9.74e-05 |Target 007: 6.96e-06 |Target 008: 1.49e-05 |Target 009: 1.84e-05 +Target 010: 5.46e-06 |Target 011: 6.81e-06 |Target 012: 7.60e-06 |Target 013: 3.04e-05 |Target 014: 5.80e-06 +Target 015: 6.65e-06 |Target 016: 1.21e-05 |Target 017: 1.18e-05 |Target 018: 3.17e-05 |Target 019: 1.59e-05 +Target 020: 9.13e-06 |Target 021: 1.50e-05 |Target 022: 6.30e-06 |Target 023: 1.91e-05 |Target 024: 2.91e-05 + +==================== +Epoch #278 | Time: 00d 01h 16m | LR: 2.00e-03 | Epoch time: 16.53 | Train loss: 3.61e-05 | Val loss: 1.77e-05 +Target 000 has maximum loss 1.69e-04; Target 002 has minimum loss 4.34e-06 +Target 000: 1.69e-04 |Target 001: 7.36e-05 |Target 002: 4.34e-06 |Target 003: 9.85e-06 |Target 004: 7.00e-06 +Target 005: 2.78e-05 |Target 006: 6.01e-05 |Target 007: 7.25e-06 |Target 008: 2.10e-05 |Target 009: 2.50e-05 +Target 010: 5.65e-06 |Target 011: 8.81e-06 |Target 012: 8.65e-06 |Target 013: 2.12e-05 |Target 014: 9.02e-06 +Target 015: 7.46e-06 |Target 016: 2.11e-05 |Target 017: 9.99e-06 |Target 018: 2.76e-05 |Target 019: 2.11e-05 +Target 020: 8.33e-06 |Target 021: 2.31e-05 |Target 022: 7.95e-06 |Target 023: 1.99e-05 |Target 024: 2.44e-05 + +==================== +Epoch #279 | Time: 00d 01h 16m | LR: 2.00e-03 | Epoch time: 16.70 | Train loss: 3.37e-05 | Val loss: 2.29e-05 +Target 000 has maximum loss 5.94e-04; Target 010 has minimum loss 3.69e-06 +Target 000: 5.94e-04 |Target 001: 3.03e-04 |Target 002: 8.83e-06 |Target 003: 1.86e-05 |Target 004: 7.00e-06 +Target 005: 9.66e-05 |Target 006: 9.27e-05 |Target 007: 7.32e-06 |Target 008: 1.53e-05 |Target 009: 1.69e-05 +Target 010: 3.69e-06 |Target 011: 5.89e-06 |Target 012: 1.65e-05 |Target 013: 1.99e-05 |Target 014: 8.31e-06 +Target 015: 6.95e-06 |Target 016: 1.32e-05 |Target 017: 1.51e-05 |Target 018: 2.54e-05 |Target 019: 1.72e-05 +Target 020: 7.99e-06 |Target 021: 1.65e-05 |Target 022: 6.51e-06 |Target 023: 2.32e-05 |Target 024: 3.10e-05 + +==================== +Epoch #280 | Time: 00d 01h 17m | LR: 2.00e-03 | Epoch time: 16.46 | Train loss: 3.73e-05 | Val loss: 1.94e-05 +Target 001 has maximum loss 3.20e-04; Target 002 has minimum loss 3.25e-06 +Target 000: 6.70e-05 |Target 001: 3.20e-04 |Target 002: 3.25e-06 |Target 003: 1.00e-05 |Target 004: 9.37e-06 +Target 005: 9.86e-05 |Target 006: 9.75e-05 |Target 007: 7.02e-06 |Target 008: 1.27e-05 |Target 009: 1.66e-05 +Target 010: 4.75e-06 |Target 011: 7.75e-06 |Target 012: 2.81e-05 |Target 013: 1.39e-05 |Target 014: 6.74e-06 +Target 015: 5.56e-06 |Target 016: 1.17e-05 |Target 017: 1.58e-05 |Target 018: 4.71e-05 |Target 019: 1.48e-05 +Target 020: 6.81e-06 |Target 021: 1.43e-05 |Target 022: 5.56e-06 |Target 023: 1.78e-05 |Target 024: 2.60e-05 + +==================== +Epoch #281 | Time: 00d 01h 17m | LR: 2.00e-03 | Epoch time: 16.21 | Train loss: 4.16e-05 | Val loss: 2.40e-05 +Target 001 has maximum loss 1.64e-04; Target 010 has minimum loss 6.35e-06 +Target 000: 3.63e-05 |Target 001: 1.64e-04 |Target 002: 7.95e-06 |Target 003: 1.79e-05 |Target 004: 7.19e-06 +Target 005: 7.33e-05 |Target 006: 7.64e-05 |Target 007: 1.07e-05 |Target 008: 2.39e-05 |Target 009: 4.47e-05 +Target 010: 6.35e-06 |Target 011: 1.08e-05 |Target 012: 8.59e-06 |Target 013: 2.01e-05 |Target 014: 1.03e-05 +Target 015: 8.90e-06 |Target 016: 2.77e-05 |Target 017: 1.89e-05 |Target 018: 3.05e-05 |Target 019: 3.18e-05 +Target 020: 8.68e-06 |Target 021: 4.92e-05 |Target 022: 1.06e-05 |Target 023: 3.06e-05 |Target 024: 3.47e-05 + +==================== +Epoch #282 | Time: 00d 01h 17m | LR: 2.00e-03 | Epoch time: 16.22 | Train loss: 4.42e-05 | Val loss: 2.97e-05 +Target 006 has maximum loss 1.20e-04; Target 003 has minimum loss 6.37e-06 +Target 000: 4.18e-05 |Target 001: 3.64e-05 |Target 002: 8.70e-06 |Target 003: 6.37e-06 |Target 004: 8.36e-06 +Target 005: 3.46e-05 |Target 006: 1.20e-04 |Target 007: 9.52e-06 |Target 008: 3.70e-05 |Target 009: 3.64e-05 +Target 010: 7.21e-06 |Target 011: 9.23e-06 |Target 012: 9.02e-06 |Target 013: 1.86e-05 |Target 014: 1.03e-05 +Target 015: 8.11e-06 |Target 016: 3.99e-05 |Target 017: 1.80e-05 |Target 018: 7.33e-05 |Target 019: 3.72e-05 +Target 020: 7.14e-06 |Target 021: 2.94e-05 |Target 022: 9.96e-06 |Target 023: 4.05e-05 |Target 024: 5.84e-05 + +==================== +Epoch #283 | Time: 00d 01h 17m | LR: 2.00e-03 | Epoch time: 16.31 | Train loss: 4.39e-05 | Val loss: 2.30e-05 +Target 005 has maximum loss 3.78e-04; Target 002 has minimum loss 3.35e-06 +Target 000: 2.31e-04 |Target 001: 6.18e-05 |Target 002: 3.35e-06 |Target 003: 9.32e-06 |Target 004: 6.97e-06 +Target 005: 3.78e-04 |Target 006: 5.56e-05 |Target 007: 6.91e-06 |Target 008: 1.74e-05 |Target 009: 2.74e-05 +Target 010: 7.39e-06 |Target 011: 6.62e-06 |Target 012: 8.28e-06 |Target 013: 1.46e-05 |Target 014: 7.27e-06 +Target 015: 1.26e-05 |Target 016: 1.63e-05 |Target 017: 1.89e-05 |Target 018: 5.00e-05 |Target 019: 1.69e-05 +Target 020: 6.52e-06 |Target 021: 2.34e-05 |Target 022: 7.31e-06 |Target 023: 2.17e-05 |Target 024: 3.92e-05 + +==================== +Epoch #284 | Time: 00d 01h 18m | LR: 2.00e-03 | Epoch time: 16.16 | Train loss: 5.37e-05 | Val loss: 3.19e-05 +Target 006 has maximum loss 1.18e-04; Target 002 has minimum loss 7.52e-06 +Target 000: 7.21e-05 |Target 001: 1.12e-04 |Target 002: 7.52e-06 |Target 003: 3.75e-05 |Target 004: 1.36e-05 +Target 005: 7.05e-05 |Target 006: 1.18e-04 |Target 007: 2.88e-05 |Target 008: 3.31e-05 |Target 009: 3.38e-05 +Target 010: 1.85e-05 |Target 011: 1.97e-05 |Target 012: 1.13e-05 |Target 013: 4.66e-05 |Target 014: 1.47e-05 +Target 015: 1.84e-05 |Target 016: 5.96e-05 |Target 017: 2.29e-05 |Target 018: 4.24e-05 |Target 019: 3.01e-05 +Target 020: 1.31e-05 |Target 021: 2.61e-05 |Target 022: 1.71e-05 |Target 023: 3.08e-05 |Target 024: 5.66e-05 + +==================== +Epoch #285 | Time: 00d 01h 18m | LR: 2.00e-03 | Epoch time: 16.20 | Train loss: 6.85e-05 | Val loss: 5.91e-05 +Target 006 has maximum loss 1.48e-04; Target 004 has minimum loss 2.10e-05 +Target 000: 7.51e-05 |Target 001: 1.36e-04 |Target 002: 3.96e-05 |Target 003: 4.67e-05 |Target 004: 2.10e-05 +Target 005: 1.37e-04 |Target 006: 1.48e-04 |Target 007: 5.16e-05 |Target 008: 8.90e-05 |Target 009: 5.11e-05 +Target 010: 4.65e-05 |Target 011: 3.85e-05 |Target 012: 2.58e-05 |Target 013: 6.40e-05 |Target 014: 4.05e-05 +Target 015: 4.05e-05 |Target 016: 8.58e-05 |Target 017: 6.50e-05 |Target 018: 9.35e-05 |Target 019: 6.44e-05 +Target 020: 2.74e-05 |Target 021: 5.71e-05 |Target 022: 4.11e-05 |Target 023: 8.08e-05 |Target 024: 7.02e-05 + +==================== +Epoch #286 | Time: 00d 01h 18m | LR: 2.00e-03 | Epoch time: 16.16 | Train loss: 6.53e-05 | Val loss: 3.03e-05 +Target 001 has maximum loss 2.21e-04; Target 014 has minimum loss 1.24e-05 +Target 000: 6.81e-05 |Target 001: 2.21e-04 |Target 002: 1.49e-05 |Target 003: 2.14e-05 |Target 004: 1.72e-05 +Target 005: 1.05e-04 |Target 006: 1.77e-04 |Target 007: 1.49e-05 |Target 008: 4.10e-05 |Target 009: 2.40e-05 +Target 010: 1.69e-05 |Target 011: 1.59e-05 |Target 012: 2.15e-05 |Target 013: 2.43e-05 |Target 014: 1.24e-05 +Target 015: 1.91e-05 |Target 016: 3.45e-05 |Target 017: 2.60e-05 |Target 018: 5.30e-05 |Target 019: 3.53e-05 +Target 020: 1.77e-05 |Target 021: 2.93e-05 |Target 022: 1.40e-05 |Target 023: 3.56e-05 |Target 024: 3.95e-05 + +==================== +Epoch #287 | Time: 00d 01h 19m | LR: 2.00e-03 | Epoch time: 16.25 | Train loss: 5.28e-05 | Val loss: 2.46e-05 +Target 001 has maximum loss 2.26e-04; Target 002 has minimum loss 7.72e-06 +Target 000: 7.70e-05 |Target 001: 2.26e-04 |Target 002: 7.72e-06 |Target 003: 1.44e-05 |Target 004: 9.30e-06 +Target 005: 9.94e-05 |Target 006: 7.03e-05 |Target 007: 9.19e-06 |Target 008: 1.81e-05 |Target 009: 2.01e-05 +Target 010: 1.13e-05 |Target 011: 9.85e-06 |Target 012: 3.18e-05 |Target 013: 2.80e-05 |Target 014: 1.14e-05 +Target 015: 9.23e-06 |Target 016: 2.22e-05 |Target 017: 1.91e-05 |Target 018: 4.32e-05 |Target 019: 2.01e-05 +Target 020: 1.43e-05 |Target 021: 2.25e-05 |Target 022: 1.11e-05 |Target 023: 2.51e-05 |Target 024: 3.74e-05 + +==================== +Epoch #288 | Time: 00d 01h 19m | LR: 2.00e-03 | Epoch time: 16.38 | Train loss: 3.84e-05 | Val loss: 2.25e-05 +Target 000 has maximum loss 2.51e-04; Target 010 has minimum loss 4.67e-06 +Target 000: 2.51e-04 |Target 001: 2.18e-04 |Target 002: 4.82e-06 |Target 003: 7.50e-06 |Target 004: 5.39e-06 +Target 005: 3.27e-05 |Target 006: 1.00e-04 |Target 007: 7.51e-06 |Target 008: 1.36e-05 |Target 009: 1.38e-05 +Target 010: 4.67e-06 |Target 011: 4.97e-06 |Target 012: 1.36e-05 |Target 013: 5.00e-05 |Target 014: 5.81e-06 +Target 015: 8.86e-06 |Target 016: 1.74e-05 |Target 017: 2.59e-05 |Target 018: 4.23e-05 |Target 019: 2.09e-05 +Target 020: 5.42e-06 |Target 021: 1.51e-05 |Target 022: 5.47e-06 |Target 023: 2.18e-05 |Target 024: 3.22e-05 + +==================== +Epoch #289 | Time: 00d 01h 19m | LR: 2.00e-03 | Epoch time: 16.16 | Train loss: 3.55e-05 | Val loss: 1.97e-05 +Target 005 has maximum loss 1.14e-04; Target 010 has minimum loss 5.13e-06 +Target 000: 4.00e-05 |Target 001: 1.12e-04 |Target 002: 5.62e-06 |Target 003: 7.04e-06 |Target 004: 6.42e-06 +Target 005: 1.14e-04 |Target 006: 9.12e-05 |Target 007: 1.42e-05 |Target 008: 1.84e-05 |Target 009: 1.81e-05 +Target 010: 5.13e-06 |Target 011: 6.52e-06 |Target 012: 1.10e-05 |Target 013: 1.29e-05 |Target 014: 7.90e-06 +Target 015: 7.39e-06 |Target 016: 3.22e-05 |Target 017: 1.42e-05 |Target 018: 2.19e-05 |Target 019: 1.98e-05 +Target 020: 7.16e-06 |Target 021: 2.49e-05 |Target 022: 6.31e-06 |Target 023: 2.76e-05 |Target 024: 3.74e-05 + +==================== +Epoch #290 | Time: 00d 01h 19m | LR: 2.00e-03 | Epoch time: 16.33 | Train loss: 3.94e-05 | Val loss: 1.60e-05 +Target 000 has maximum loss 2.14e-04; Target 002 has minimum loss 2.92e-06 +Target 000: 2.14e-04 |Target 001: 1.56e-04 |Target 002: 2.92e-06 |Target 003: 6.44e-06 |Target 004: 5.41e-06 +Target 005: 5.72e-05 |Target 006: 5.28e-05 |Target 007: 4.96e-06 |Target 008: 1.14e-05 |Target 009: 1.45e-05 +Target 010: 6.13e-06 |Target 011: 5.01e-06 |Target 012: 1.43e-05 |Target 013: 2.01e-05 |Target 014: 5.75e-06 +Target 015: 6.06e-06 |Target 016: 9.31e-06 |Target 017: 1.18e-05 |Target 018: 2.29e-05 |Target 019: 1.65e-05 +Target 020: 1.20e-05 |Target 021: 1.08e-05 |Target 022: 5.11e-06 |Target 023: 1.67e-05 |Target 024: 2.32e-05 + +==================== +Epoch #291 | Time: 00d 01h 20m | LR: 2.00e-03 | Epoch time: 16.42 | Train loss: 3.46e-05 | Val loss: 2.15e-05 +Target 001 has maximum loss 2.03e-04; Target 002 has minimum loss 4.11e-06 +Target 000: 9.03e-05 |Target 001: 2.03e-04 |Target 002: 4.11e-06 |Target 003: 1.14e-05 |Target 004: 5.15e-06 +Target 005: 7.00e-05 |Target 006: 1.78e-04 |Target 007: 1.62e-05 |Target 008: 1.61e-05 |Target 009: 1.53e-05 +Target 010: 7.65e-06 |Target 011: 6.05e-06 |Target 012: 1.48e-05 |Target 013: 2.17e-05 |Target 014: 7.15e-06 +Target 015: 1.28e-05 |Target 016: 2.09e-05 |Target 017: 2.70e-05 |Target 018: 4.51e-05 |Target 019: 1.52e-05 +Target 020: 6.15e-06 |Target 021: 1.38e-05 |Target 022: 7.78e-06 |Target 023: 2.09e-05 |Target 024: 3.44e-05 + +==================== +Epoch #292 | Time: 00d 01h 20m | LR: 2.00e-03 | Epoch time: 16.18 | Train loss: 3.30e-05 | Val loss: 1.49e-05 +Target 001 has maximum loss 9.64e-05; Target 002 has minimum loss 3.45e-06 +Target 000: 7.38e-05 |Target 001: 9.64e-05 |Target 002: 3.45e-06 |Target 003: 6.25e-06 |Target 004: 4.70e-06 +Target 005: 6.71e-05 |Target 006: 6.11e-05 |Target 007: 4.12e-06 |Target 008: 1.01e-05 |Target 009: 1.39e-05 +Target 010: 4.34e-06 |Target 011: 7.55e-06 |Target 012: 9.85e-06 |Target 013: 2.17e-05 |Target 014: 6.42e-06 +Target 015: 9.69e-06 |Target 016: 9.58e-06 |Target 017: 1.64e-05 |Target 018: 2.59e-05 |Target 019: 1.71e-05 +Target 020: 7.12e-06 |Target 021: 1.38e-05 |Target 022: 5.17e-06 |Target 023: 1.62e-05 |Target 024: 2.10e-05 + +==================== +Epoch #293 | Time: 00d 01h 20m | LR: 2.00e-03 | Epoch time: 16.18 | Train loss: 3.02e-05 | Val loss: 2.00e-05 +Target 006 has maximum loss 1.22e-04; Target 010 has minimum loss 5.07e-06 +Target 000: 1.12e-04 |Target 001: 6.56e-05 |Target 002: 6.86e-06 |Target 003: 2.41e-05 |Target 004: 5.72e-06 +Target 005: 6.58e-05 |Target 006: 1.22e-04 |Target 007: 6.58e-06 |Target 008: 1.56e-05 |Target 009: 2.03e-05 +Target 010: 5.07e-06 |Target 011: 5.14e-06 |Target 012: 8.17e-06 |Target 013: 3.39e-05 |Target 014: 6.65e-06 +Target 015: 1.10e-05 |Target 016: 1.82e-05 |Target 017: 1.34e-05 |Target 018: 2.90e-05 |Target 019: 2.05e-05 +Target 020: 6.26e-06 |Target 021: 1.95e-05 |Target 022: 6.62e-06 |Target 023: 2.40e-05 |Target 024: 3.38e-05 + +==================== +Epoch #294 | Time: 00d 01h 21m | LR: 2.00e-03 | Epoch time: 16.12 | Train loss: 3.32e-05 | Val loss: 1.81e-05 +Target 005 has maximum loss 2.12e-04; Target 002 has minimum loss 4.58e-06 +Target 000: 1.40e-04 |Target 001: 8.89e-05 |Target 002: 4.58e-06 |Target 003: 9.11e-06 |Target 004: 5.07e-06 +Target 005: 2.12e-04 |Target 006: 5.71e-05 |Target 007: 6.69e-06 |Target 008: 1.22e-05 |Target 009: 1.81e-05 +Target 010: 8.01e-06 |Target 011: 1.12e-05 |Target 012: 3.43e-05 |Target 013: 1.24e-05 |Target 014: 7.27e-06 +Target 015: 5.38e-06 |Target 016: 1.46e-05 |Target 017: 1.16e-05 |Target 018: 3.00e-05 |Target 019: 1.65e-05 +Target 020: 5.81e-06 |Target 021: 1.69e-05 |Target 022: 6.69e-06 |Target 023: 2.08e-05 |Target 024: 2.20e-05 + +==================== +Epoch #295 | Time: 00d 01h 21m | LR: 2.00e-03 | Epoch time: 16.23 | Train loss: 3.37e-05 | Val loss: 1.45e-05 +Target 001 has maximum loss 1.37e-04; Target 002 has minimum loss 2.80e-06 +Target 000: 2.74e-05 |Target 001: 1.37e-04 |Target 002: 2.80e-06 |Target 003: 9.27e-06 |Target 004: 4.75e-06 +Target 005: 4.77e-05 |Target 006: 1.06e-04 |Target 007: 8.09e-06 |Target 008: 1.19e-05 |Target 009: 1.23e-05 +Target 010: 2.99e-06 |Target 011: 4.89e-06 |Target 012: 1.24e-05 |Target 013: 9.75e-06 |Target 014: 5.28e-06 +Target 015: 5.23e-06 |Target 016: 1.41e-05 |Target 017: 1.30e-05 |Target 018: 2.74e-05 |Target 019: 1.52e-05 +Target 020: 5.43e-06 |Target 021: 1.08e-05 |Target 022: 5.02e-06 |Target 023: 1.52e-05 |Target 024: 2.47e-05 + +==================== +Epoch #296 | Time: 00d 01h 21m | LR: 2.00e-03 | Epoch time: 16.08 | Train loss: 3.38e-05 | Val loss: 1.45e-05 +Target 000 has maximum loss 9.56e-05; Target 002 has minimum loss 4.66e-06 +Target 000: 9.56e-05 |Target 001: 4.16e-05 |Target 002: 4.66e-06 |Target 003: 5.16e-06 |Target 004: 5.20e-06 +Target 005: 1.46e-05 |Target 006: 7.01e-05 |Target 007: 6.22e-06 |Target 008: 1.69e-05 |Target 009: 1.56e-05 +Target 010: 5.39e-06 |Target 011: 5.28e-06 |Target 012: 7.94e-06 |Target 013: 1.28e-05 |Target 014: 6.04e-06 +Target 015: 1.27e-05 |Target 016: 2.57e-05 |Target 017: 1.32e-05 |Target 018: 2.27e-05 |Target 019: 1.80e-05 +Target 020: 6.09e-06 |Target 021: 1.47e-05 |Target 022: 5.00e-06 |Target 023: 1.91e-05 |Target 024: 2.20e-05 + +==================== +Epoch #297 | Time: 00d 01h 21m | LR: 2.00e-03 | Epoch time: 16.34 | Train loss: 5.08e-05 | Val loss: 2.63e-05 +Target 001 has maximum loss 2.73e-04; Target 011 has minimum loss 6.36e-06 +Target 000: 5.01e-05 |Target 001: 2.73e-04 |Target 002: 7.28e-06 |Target 003: 1.71e-05 |Target 004: 6.39e-06 +Target 005: 6.79e-05 |Target 006: 1.40e-04 |Target 007: 1.04e-05 |Target 008: 3.48e-05 |Target 009: 3.81e-05 +Target 010: 6.52e-06 |Target 011: 6.36e-06 |Target 012: 1.78e-05 |Target 013: 1.69e-05 |Target 014: 8.22e-06 +Target 015: 6.61e-06 |Target 016: 2.61e-05 |Target 017: 2.09e-05 |Target 018: 5.18e-05 |Target 019: 2.49e-05 +Target 020: 8.34e-06 |Target 021: 4.11e-05 |Target 022: 7.82e-06 |Target 023: 4.26e-05 |Target 024: 3.50e-05 + +==================== +Epoch #298 | Time: 00d 01h 22m | LR: 2.00e-03 | Epoch time: 16.14 | Train loss: 4.52e-05 | Val loss: 1.85e-05 +Target 001 has maximum loss 2.66e-04; Target 004 has minimum loss 4.42e-06 +Target 000: 6.25e-05 |Target 001: 2.66e-04 |Target 002: 5.37e-06 |Target 003: 6.07e-06 |Target 004: 4.42e-06 +Target 005: 4.15e-05 |Target 006: 2.41e-04 |Target 007: 4.77e-06 |Target 008: 2.17e-05 |Target 009: 2.08e-05 +Target 010: 5.62e-06 |Target 011: 5.49e-06 |Target 012: 5.74e-06 |Target 013: 1.22e-05 |Target 014: 5.26e-06 +Target 015: 7.75e-06 |Target 016: 2.94e-05 |Target 017: 9.62e-06 |Target 018: 2.84e-05 |Target 019: 2.02e-05 +Target 020: 7.89e-06 |Target 021: 2.13e-05 |Target 022: 5.58e-06 |Target 023: 1.90e-05 |Target 024: 2.93e-05 + +==================== +Epoch #299 | Time: 00d 01h 22m | LR: 2.00e-03 | Epoch time: 16.14 | Train loss: 3.63e-05 | Val loss: 2.48e-05 +Target 006 has maximum loss 1.68e-04; Target 010 has minimum loss 5.68e-06 +Target 000: 9.86e-05 |Target 001: 1.10e-04 |Target 002: 5.81e-06 |Target 003: 1.01e-05 |Target 004: 6.18e-06 +Target 005: 1.16e-04 |Target 006: 1.68e-04 |Target 007: 1.06e-05 |Target 008: 2.06e-05 |Target 009: 3.36e-05 +Target 010: 5.68e-06 |Target 011: 6.63e-06 |Target 012: 2.46e-05 |Target 013: 1.86e-05 |Target 014: 9.14e-06 +Target 015: 5.74e-06 |Target 016: 2.28e-05 |Target 017: 1.82e-05 |Target 018: 3.39e-05 |Target 019: 2.06e-05 +Target 020: 6.33e-06 |Target 021: 3.74e-05 |Target 022: 7.68e-06 |Target 023: 2.19e-05 |Target 024: 5.10e-05 + +==================== +Epoch #300 | Time: 00d 01h 22m | LR: 2.00e-03 | Epoch time: 16.27 | Train loss: 3.58e-05 | Val loss: 1.76e-05 +Target 006 has maximum loss 1.29e-04; Target 004 has minimum loss 5.23e-06 +Target 000: 7.49e-05 |Target 001: 5.66e-05 |Target 002: 5.33e-06 |Target 003: 2.22e-05 |Target 004: 5.23e-06 +Target 005: 1.52e-05 |Target 006: 1.29e-04 |Target 007: 1.23e-05 |Target 008: 2.57e-05 |Target 009: 1.97e-05 +Target 010: 6.76e-06 |Target 011: 5.26e-06 |Target 012: 1.19e-05 |Target 013: 1.67e-05 |Target 014: 7.05e-06 +Target 015: 9.18e-06 |Target 016: 2.20e-05 |Target 017: 1.17e-05 |Target 018: 3.67e-05 |Target 019: 1.79e-05 +Target 020: 1.24e-05 |Target 021: 1.35e-05 |Target 022: 6.64e-06 |Target 023: 2.54e-05 |Target 024: 2.30e-05 + +==================== +Epoch #301 | Time: 00d 01h 22m | LR: 2.00e-03 | Epoch time: 16.20 | Train loss: 4.88e-05 | Val loss: 4.18e-05 +Target 006 has maximum loss 3.13e-04; Target 004 has minimum loss 6.99e-06 +Target 000: 1.22e-04 |Target 001: 7.91e-05 |Target 002: 7.41e-06 |Target 003: 1.14e-05 |Target 004: 6.99e-06 +Target 005: 1.93e-04 |Target 006: 3.13e-04 |Target 007: 4.69e-05 |Target 008: 4.19e-05 |Target 009: 2.64e-05 +Target 010: 2.40e-05 |Target 011: 9.38e-06 |Target 012: 1.44e-05 |Target 013: 2.15e-05 |Target 014: 1.82e-05 +Target 015: 1.24e-05 |Target 016: 4.76e-05 |Target 017: 1.68e-05 |Target 018: 5.70e-05 |Target 019: 4.18e-05 +Target 020: 7.12e-06 |Target 021: 2.78e-05 |Target 022: 2.21e-05 |Target 023: 4.05e-05 |Target 024: 1.03e-04 + +==================== +Epoch #302 | Time: 00d 01h 23m | LR: 2.00e-03 | Epoch time: 16.36 | Train loss: 4.10e-05 | Val loss: 1.80e-05 +Target 000 has maximum loss 1.16e-04; Target 011 has minimum loss 4.55e-06 +Target 000: 1.16e-04 |Target 001: 8.18e-05 |Target 002: 6.84e-06 |Target 003: 1.84e-05 |Target 004: 5.92e-06 +Target 005: 5.13e-05 |Target 006: 7.39e-05 |Target 007: 5.59e-06 |Target 008: 1.67e-05 |Target 009: 2.31e-05 +Target 010: 5.11e-06 |Target 011: 4.55e-06 |Target 012: 1.15e-05 |Target 013: 1.37e-05 |Target 014: 6.23e-06 +Target 015: 5.28e-06 |Target 016: 1.32e-05 |Target 017: 1.73e-05 |Target 018: 3.38e-05 |Target 019: 1.79e-05 +Target 020: 7.84e-06 |Target 021: 1.86e-05 |Target 022: 6.90e-06 |Target 023: 2.35e-05 |Target 024: 2.81e-05 + +==================== +Epoch #303 | Time: 00d 01h 23m | LR: 2.00e-03 | Epoch time: 16.11 | Train loss: 3.73e-05 | Val loss: 2.85e-05 +Target 001 has maximum loss 2.95e-04; Target 010 has minimum loss 4.74e-06 +Target 000: 1.66e-04 |Target 001: 2.95e-04 |Target 002: 5.06e-06 |Target 003: 7.65e-06 |Target 004: 5.77e-06 +Target 005: 1.80e-04 |Target 006: 1.36e-04 |Target 007: 6.23e-06 |Target 008: 1.86e-05 |Target 009: 3.68e-05 +Target 010: 4.74e-06 |Target 011: 1.26e-05 |Target 012: 1.80e-05 |Target 013: 2.85e-05 |Target 014: 1.02e-05 +Target 015: 6.63e-06 |Target 016: 1.69e-05 |Target 017: 3.11e-05 |Target 018: 4.73e-05 |Target 019: 2.83e-05 +Target 020: 1.07e-05 |Target 021: 2.78e-05 |Target 022: 1.06e-05 |Target 023: 3.40e-05 |Target 024: 4.12e-05 + +==================== +Epoch #304 | Time: 00d 01h 23m | LR: 2.00e-03 | Epoch time: 16.32 | Train loss: 4.06e-05 | Val loss: 2.02e-05 +Target 001 has maximum loss 3.37e-04; Target 011 has minimum loss 4.14e-06 +Target 000: 2.61e-04 |Target 001: 3.37e-04 |Target 002: 8.13e-06 |Target 003: 1.30e-05 |Target 004: 6.28e-06 +Target 005: 7.83e-05 |Target 006: 1.10e-04 |Target 007: 6.63e-06 |Target 008: 1.06e-05 |Target 009: 1.96e-05 +Target 010: 5.57e-06 |Target 011: 4.14e-06 |Target 012: 1.82e-05 |Target 013: 1.18e-05 |Target 014: 6.71e-06 +Target 015: 9.75e-06 |Target 016: 1.28e-05 |Target 017: 1.62e-05 |Target 018: 3.48e-05 |Target 019: 1.75e-05 +Target 020: 7.97e-06 |Target 021: 1.68e-05 |Target 022: 7.02e-06 |Target 023: 1.54e-05 |Target 024: 2.95e-05 + +==================== +Epoch #305 | Time: 00d 01h 24m | LR: 2.00e-03 | Epoch time: 16.24 | Train loss: 3.71e-05 | Val loss: 2.01e-05 +Target 000 has maximum loss 3.20e-04; Target 010 has minimum loss 2.94e-06 +Target 000: 3.20e-04 |Target 001: 2.01e-04 |Target 002: 3.20e-06 |Target 003: 4.61e-06 |Target 004: 5.16e-06 +Target 005: 5.36e-05 |Target 006: 8.82e-05 |Target 007: 6.31e-06 |Target 008: 1.06e-05 |Target 009: 1.90e-05 +Target 010: 2.94e-06 |Target 011: 3.84e-06 |Target 012: 1.16e-05 |Target 013: 1.99e-05 |Target 014: 4.76e-06 +Target 015: 5.94e-06 |Target 016: 1.47e-05 |Target 017: 1.07e-05 |Target 018: 3.38e-05 |Target 019: 1.39e-05 +Target 020: 5.63e-06 |Target 021: 1.13e-05 |Target 022: 4.86e-06 |Target 023: 1.37e-05 |Target 024: 4.50e-05 + +==================== +Epoch #306 | Time: 00d 01h 24m | LR: 2.00e-03 | Epoch time: 16.29 | Train loss: 2.87e-05 | Val loss: 1.42e-05 +Target 006 has maximum loss 1.30e-04; Target 010 has minimum loss 3.72e-06 +Target 000: 9.15e-05 |Target 001: 2.84e-05 |Target 002: 3.79e-06 |Target 003: 9.69e-06 |Target 004: 1.05e-05 +Target 005: 7.34e-05 |Target 006: 1.30e-04 |Target 007: 7.14e-06 |Target 008: 1.09e-05 |Target 009: 1.62e-05 +Target 010: 3.72e-06 |Target 011: 4.88e-06 |Target 012: 1.59e-05 |Target 013: 1.27e-05 |Target 014: 4.81e-06 +Target 015: 6.42e-06 |Target 016: 1.63e-05 |Target 017: 1.39e-05 |Target 018: 2.51e-05 |Target 019: 1.18e-05 +Target 020: 5.12e-06 |Target 021: 1.29e-05 |Target 022: 5.42e-06 |Target 023: 1.76e-05 |Target 024: 1.84e-05 + +==================== +Epoch #307 | Time: 00d 01h 24m | LR: 2.00e-03 | Epoch time: 16.17 | Train loss: 2.94e-05 | Val loss: 1.88e-05 +Target 000 has maximum loss 2.03e-04; Target 002 has minimum loss 5.66e-06 +Target 000: 2.03e-04 |Target 001: 1.84e-05 |Target 002: 5.66e-06 |Target 003: 2.13e-05 |Target 004: 1.04e-05 +Target 005: 7.20e-05 |Target 006: 1.02e-04 |Target 007: 9.38e-06 |Target 008: 1.72e-05 |Target 009: 1.15e-05 +Target 010: 1.53e-05 |Target 011: 6.34e-06 |Target 012: 9.96e-06 |Target 013: 1.33e-05 |Target 014: 6.30e-06 +Target 015: 1.19e-05 |Target 016: 1.79e-05 |Target 017: 2.34e-05 |Target 018: 2.35e-05 |Target 019: 1.52e-05 +Target 020: 5.88e-06 |Target 021: 1.20e-05 |Target 022: 6.52e-06 |Target 023: 1.80e-05 |Target 024: 3.79e-05 + +==================== +Epoch #308 | Time: 00d 01h 24m | LR: 2.00e-03 | Epoch time: 16.26 | Train loss: 2.98e-05 | Val loss: 1.61e-05 +Target 006 has maximum loss 1.54e-04; Target 010 has minimum loss 3.34e-06 +Target 000: 8.96e-05 |Target 001: 1.36e-04 |Target 002: 7.14e-06 |Target 003: 1.05e-05 |Target 004: 4.70e-06 +Target 005: 6.35e-05 |Target 006: 1.54e-04 |Target 007: 1.50e-05 |Target 008: 9.19e-06 |Target 009: 1.57e-05 +Target 010: 3.34e-06 |Target 011: 5.27e-06 |Target 012: 1.18e-05 |Target 013: 1.79e-05 |Target 014: 5.51e-06 +Target 015: 5.73e-06 |Target 016: 1.38e-05 |Target 017: 1.16e-05 |Target 018: 2.54e-05 |Target 019: 1.25e-05 +Target 020: 6.60e-06 |Target 021: 1.11e-05 |Target 022: 5.70e-06 |Target 023: 1.42e-05 |Target 024: 2.80e-05 + +==================== +Epoch #309 | Time: 00d 01h 25m | LR: 2.00e-03 | Epoch time: 16.12 | Train loss: 3.12e-05 | Val loss: 1.91e-05 +Target 000 has maximum loss 1.28e-04; Target 002 has minimum loss 2.17e-06 +Target 000: 1.28e-04 |Target 001: 5.47e-05 |Target 002: 2.17e-06 |Target 003: 9.16e-06 |Target 004: 5.17e-06 +Target 005: 1.53e-05 |Target 006: 9.57e-05 |Target 007: 5.17e-06 |Target 008: 1.15e-05 |Target 009: 1.71e-05 +Target 010: 4.60e-06 |Target 011: 4.58e-06 |Target 012: 1.18e-05 |Target 013: 4.07e-05 |Target 014: 7.34e-06 +Target 015: 4.96e-06 |Target 016: 1.09e-05 |Target 017: 2.13e-05 |Target 018: 2.27e-05 |Target 019: 1.93e-05 +Target 020: 7.58e-06 |Target 021: 1.74e-05 |Target 022: 6.08e-06 |Target 023: 1.79e-05 |Target 024: 3.63e-05 + +==================== +Epoch #310 | Time: 00d 01h 25m | LR: 2.00e-03 | Epoch time: 16.18 | Train loss: 3.49e-05 | Val loss: 2.03e-05 +Target 005 has maximum loss 2.88e-04; Target 002 has minimum loss 5.15e-06 +Target 000: 2.36e-05 |Target 001: 1.71e-04 |Target 002: 5.15e-06 |Target 003: 1.25e-05 |Target 004: 6.67e-06 +Target 005: 2.88e-04 |Target 006: 6.45e-05 |Target 007: 6.62e-06 |Target 008: 1.40e-05 |Target 009: 1.88e-05 +Target 010: 1.44e-05 |Target 011: 1.32e-05 |Target 012: 2.46e-05 |Target 013: 2.76e-05 |Target 014: 6.29e-06 +Target 015: 7.17e-06 |Target 016: 1.54e-05 |Target 017: 1.96e-05 |Target 018: 3.30e-05 |Target 019: 1.55e-05 +Target 020: 7.68e-06 |Target 021: 1.65e-05 |Target 022: 6.21e-06 |Target 023: 1.81e-05 |Target 024: 2.93e-05 + +==================== +Epoch #311 | Time: 00d 01h 25m | LR: 2.00e-03 | Epoch time: 16.28 | Train loss: 3.08e-05 | Val loss: 1.52e-05 +Target 000 has maximum loss 7.09e-05; Target 007 has minimum loss 4.71e-06 +Target 000: 7.09e-05 |Target 001: 4.05e-05 |Target 002: 5.11e-06 |Target 003: 5.20e-06 |Target 004: 8.90e-06 +Target 005: 2.94e-05 |Target 006: 5.56e-05 |Target 007: 4.71e-06 |Target 008: 1.42e-05 |Target 009: 1.33e-05 +Target 010: 5.96e-06 |Target 011: 4.91e-06 |Target 012: 7.65e-06 |Target 013: 1.09e-05 |Target 014: 5.01e-06 +Target 015: 1.83e-05 |Target 016: 2.61e-05 |Target 017: 1.50e-05 |Target 018: 3.84e-05 |Target 019: 1.66e-05 +Target 020: 4.83e-06 |Target 021: 1.21e-05 |Target 022: 5.47e-06 |Target 023: 2.12e-05 |Target 024: 2.20e-05 + +==================== +Epoch #312 | Time: 00d 01h 25m | LR: 2.00e-03 | Epoch time: 16.11 | Train loss: 4.10e-05 | Val loss: 6.47e-05 +Target 001 has maximum loss 7.53e-04; Target 002 has minimum loss 1.11e-05 +Target 000: 3.91e-04 |Target 001: 7.53e-04 |Target 002: 1.11e-05 |Target 003: 2.11e-05 |Target 004: 1.87e-05 +Target 005: 6.56e-04 |Target 006: 1.13e-04 |Target 007: 2.33e-05 |Target 008: 3.09e-05 |Target 009: 4.47e-05 +Target 010: 1.78e-05 |Target 011: 3.96e-05 |Target 012: 9.00e-05 |Target 013: 8.34e-05 |Target 014: 2.62e-05 +Target 015: 1.38e-05 |Target 016: 4.50e-05 |Target 017: 3.92e-05 |Target 018: 9.31e-05 |Target 019: 3.86e-05 +Target 020: 1.29e-05 |Target 021: 3.53e-05 |Target 022: 2.49e-05 |Target 023: 5.16e-05 |Target 024: 1.19e-04 + +==================== +Epoch #313 | Time: 00d 01h 26m | LR: 2.00e-03 | Epoch time: 16.28 | Train loss: 4.96e-05 | Val loss: 2.47e-05 +Target 005 has maximum loss 2.51e-04; Target 011 has minimum loss 7.45e-06 +Target 000: 4.36e-05 |Target 001: 9.84e-05 |Target 002: 9.88e-06 |Target 003: 2.61e-05 |Target 004: 9.13e-06 +Target 005: 2.51e-04 |Target 006: 1.06e-04 |Target 007: 1.63e-05 |Target 008: 4.75e-05 |Target 009: 2.02e-05 +Target 010: 1.11e-05 |Target 011: 7.45e-06 |Target 012: 4.22e-05 |Target 013: 1.52e-05 |Target 014: 9.59e-06 +Target 015: 8.63e-06 |Target 016: 3.22e-05 |Target 017: 2.32e-05 |Target 018: 3.67e-05 |Target 019: 2.14e-05 +Target 020: 8.81e-06 |Target 021: 3.40e-05 |Target 022: 8.83e-06 |Target 023: 2.44e-05 |Target 024: 3.24e-05 + +==================== +Epoch #314 | Time: 00d 01h 26m | LR: 2.00e-03 | Epoch time: 16.17 | Train loss: 5.97e-05 | Val loss: 1.25e-04 +Target 000 has maximum loss 4.57e-04; Target 003 has minimum loss 1.21e-05 +Target 000: 4.57e-04 |Target 001: 6.97e-05 |Target 002: 2.65e-05 |Target 003: 1.21e-05 |Target 004: 3.09e-05 +Target 005: 2.49e-04 |Target 006: 1.89e-04 |Target 007: 4.23e-05 |Target 008: 6.72e-05 |Target 009: 3.36e-04 +Target 010: 2.53e-05 |Target 011: 1.97e-05 |Target 012: 2.23e-05 |Target 013: 1.85e-05 |Target 014: 3.84e-05 +Target 015: 1.36e-05 |Target 016: 9.37e-05 |Target 017: 3.81e-05 |Target 018: 9.03e-05 |Target 019: 7.94e-05 +Target 020: 2.35e-05 |Target 021: 3.81e-04 |Target 022: 4.48e-05 |Target 023: 7.77e-05 |Target 024: 4.10e-04 + +==================== +Epoch #315 | Time: 00d 01h 26m | LR: 2.00e-03 | Epoch time: 16.11 | Train loss: 8.38e-05 | Val loss: 4.39e-05 +Target 009 has maximum loss 1.19e-04; Target 007 has minimum loss 1.26e-05 +Target 000: 1.14e-04 |Target 001: 7.57e-05 |Target 002: 1.56e-05 |Target 003: 3.36e-05 |Target 004: 1.70e-05 +Target 005: 3.70e-05 |Target 006: 7.41e-05 |Target 007: 1.26e-05 |Target 008: 4.61e-05 |Target 009: 1.19e-04 +Target 010: 2.01e-05 |Target 011: 1.30e-05 |Target 012: 1.75e-05 |Target 013: 2.41e-05 |Target 014: 1.48e-05 +Target 015: 1.42e-05 |Target 016: 7.50e-05 |Target 017: 2.31e-05 |Target 018: 6.83e-05 |Target 019: 4.60e-05 +Target 020: 1.59e-05 |Target 021: 9.23e-05 |Target 022: 1.29e-05 |Target 023: 6.29e-05 |Target 024: 7.82e-05 + +==================== +Epoch #316 | Time: 00d 01h 27m | LR: 2.00e-03 | Epoch time: 16.23 | Train loss: 5.68e-05 | Val loss: 4.33e-05 +Target 001 has maximum loss 7.22e-04; Target 004 has minimum loss 7.41e-06 +Target 000: 1.20e-04 |Target 001: 7.22e-04 |Target 002: 1.91e-05 |Target 003: 8.77e-05 |Target 004: 7.41e-06 +Target 005: 7.39e-05 |Target 006: 1.75e-04 |Target 007: 2.06e-05 |Target 008: 3.07e-05 |Target 009: 7.32e-05 +Target 010: 8.16e-06 |Target 011: 9.33e-06 |Target 012: 1.52e-05 |Target 013: 1.81e-05 |Target 014: 1.26e-05 +Target 015: 2.19e-05 |Target 016: 6.03e-05 |Target 017: 3.31e-05 |Target 018: 4.87e-05 |Target 019: 4.04e-05 +Target 020: 1.13e-05 |Target 021: 4.64e-05 |Target 022: 1.81e-05 |Target 023: 2.91e-05 |Target 024: 8.90e-05 + +==================== +Epoch #317 | Time: 00d 01h 27m | LR: 2.00e-03 | Epoch time: 16.15 | Train loss: 4.85e-05 | Val loss: 2.65e-05 +Target 000 has maximum loss 5.55e-04; Target 002 has minimum loss 6.76e-06 +Target 000: 5.55e-04 |Target 001: 3.78e-05 |Target 002: 6.76e-06 |Target 003: 8.89e-06 |Target 004: 1.82e-05 +Target 005: 7.19e-05 |Target 006: 4.22e-04 |Target 007: 8.47e-06 |Target 008: 1.78e-05 |Target 009: 2.89e-05 +Target 010: 8.52e-06 |Target 011: 9.78e-06 |Target 012: 7.62e-06 |Target 013: 3.28e-05 |Target 014: 7.85e-06 +Target 015: 7.74e-06 |Target 016: 1.64e-05 |Target 017: 1.78e-05 |Target 018: 3.45e-05 |Target 019: 2.05e-05 +Target 020: 7.30e-06 |Target 021: 2.89e-05 |Target 022: 7.98e-06 |Target 023: 2.55e-05 |Target 024: 3.81e-05 + +==================== +Epoch #318 | Time: 00d 01h 27m | LR: 2.00e-03 | Epoch time: 16.27 | Train loss: 4.16e-05 | Val loss: 2.78e-05 +Target 001 has maximum loss 2.71e-04; Target 010 has minimum loss 3.80e-06 +Target 000: 5.06e-05 |Target 001: 2.71e-04 |Target 002: 5.25e-06 |Target 003: 6.87e-06 |Target 004: 1.69e-05 +Target 005: 3.92e-05 |Target 006: 1.37e-04 |Target 007: 3.45e-05 |Target 008: 2.26e-05 |Target 009: 3.20e-05 +Target 010: 3.80e-06 |Target 011: 1.87e-05 |Target 012: 2.06e-05 |Target 013: 2.86e-05 |Target 014: 1.17e-05 +Target 015: 1.05e-05 |Target 016: 1.55e-05 |Target 017: 3.23e-05 |Target 018: 3.87e-05 |Target 019: 2.24e-05 +Target 020: 1.43e-05 |Target 021: 2.46e-05 |Target 022: 1.73e-05 |Target 023: 1.84e-05 |Target 024: 5.14e-05 + +==================== +Epoch #319 | Time: 00d 01h 27m | LR: 2.00e-03 | Epoch time: 16.13 | Train loss: 4.88e-05 | Val loss: 3.29e-05 +Target 001 has maximum loss 4.10e-04; Target 010 has minimum loss 4.18e-06 +Target 000: 1.50e-04 |Target 001: 4.10e-04 |Target 002: 5.82e-06 |Target 003: 1.24e-05 |Target 004: 7.57e-06 +Target 005: 9.04e-05 |Target 006: 3.35e-04 |Target 007: 8.93e-06 |Target 008: 2.43e-05 |Target 009: 2.46e-05 +Target 010: 4.18e-06 |Target 011: 1.28e-05 |Target 012: 1.27e-05 |Target 013: 2.48e-05 |Target 014: 1.20e-05 +Target 015: 9.83e-06 |Target 016: 2.08e-05 |Target 017: 4.32e-05 |Target 018: 3.55e-05 |Target 019: 3.26e-05 +Target 020: 6.81e-06 |Target 021: 2.52e-05 |Target 022: 1.50e-05 |Target 023: 3.63e-05 |Target 024: 5.88e-05 + +==================== +Epoch #320 | Time: 00d 01h 28m | LR: 2.00e-03 | Epoch time: 16.15 | Train loss: 7.00e-05 | Val loss: 3.29e-05 +Target 001 has maximum loss 2.78e-04; Target 002 has minimum loss 3.60e-06 +Target 000: 5.08e-05 |Target 001: 2.78e-04 |Target 002: 3.60e-06 |Target 003: 1.12e-05 |Target 004: 6.27e-06 +Target 005: 8.44e-05 |Target 006: 9.04e-05 |Target 007: 2.65e-05 |Target 008: 1.91e-05 |Target 009: 3.37e-05 +Target 010: 5.62e-06 |Target 011: 2.49e-05 |Target 012: 1.31e-05 |Target 013: 2.16e-05 |Target 014: 1.35e-05 +Target 015: 9.86e-06 |Target 016: 2.25e-05 |Target 017: 2.04e-05 |Target 018: 6.00e-05 |Target 019: 4.14e-05 +Target 020: 6.17e-06 |Target 021: 2.75e-05 |Target 022: 1.47e-05 |Target 023: 5.18e-05 |Target 024: 5.84e-05 + +==================== +Epoch #321 | Time: 00d 01h 28m | LR: 2.00e-03 | Epoch time: 16.20 | Train loss: 4.35e-05 | Val loss: 2.58e-05 +Target 000 has maximum loss 3.52e-04; Target 002 has minimum loss 3.68e-06 +Target 000: 3.52e-04 |Target 001: 3.00e-04 |Target 002: 3.68e-06 |Target 003: 1.96e-05 |Target 004: 6.96e-06 +Target 005: 2.05e-04 |Target 006: 5.58e-05 |Target 007: 6.93e-06 |Target 008: 1.72e-05 |Target 009: 2.75e-05 +Target 010: 8.35e-06 |Target 011: 4.24e-06 |Target 012: 1.24e-05 |Target 013: 1.28e-05 |Target 014: 9.27e-06 +Target 015: 5.41e-06 |Target 016: 1.19e-05 |Target 017: 3.20e-05 |Target 018: 2.60e-05 |Target 019: 2.03e-05 +Target 020: 9.93e-06 |Target 021: 2.70e-05 |Target 022: 6.42e-06 |Target 023: 2.35e-05 |Target 024: 4.90e-05 + +==================== +Epoch #322 | Time: 00d 01h 28m | LR: 2.00e-03 | Epoch time: 16.24 | Train loss: 3.86e-05 | Val loss: 2.71e-05 +Target 006 has maximum loss 1.67e-04; Target 010 has minimum loss 3.55e-06 +Target 000: 7.11e-05 |Target 001: 6.39e-05 |Target 002: 4.39e-06 |Target 003: 1.30e-05 |Target 004: 2.02e-05 +Target 005: 4.14e-05 |Target 006: 1.67e-04 |Target 007: 1.10e-05 |Target 008: 1.79e-05 |Target 009: 4.49e-05 +Target 010: 3.55e-06 |Target 011: 9.18e-06 |Target 012: 1.11e-05 |Target 013: 2.44e-05 |Target 014: 9.51e-06 +Target 015: 7.77e-06 |Target 016: 1.46e-05 |Target 017: 4.09e-05 |Target 018: 4.17e-05 |Target 019: 2.97e-05 +Target 020: 6.71e-06 |Target 021: 4.15e-05 |Target 022: 1.06e-05 |Target 023: 2.68e-05 |Target 024: 4.88e-05 + +==================== +Epoch #323 | Time: 00d 01h 29m | LR: 2.00e-03 | Epoch time: 16.25 | Train loss: 8.08e-05 | Val loss: 6.02e-05 +Target 000 has maximum loss 3.49e-04; Target 004 has minimum loss 1.85e-05 +Target 000: 3.49e-04 |Target 001: 2.96e-04 |Target 002: 2.17e-05 |Target 003: 6.33e-05 |Target 004: 1.85e-05 +Target 005: 1.80e-04 |Target 006: 1.90e-04 |Target 007: 3.82e-05 |Target 008: 1.22e-04 |Target 009: 5.82e-05 +Target 010: 3.39e-05 |Target 011: 4.14e-05 |Target 012: 2.31e-05 |Target 013: 5.48e-05 |Target 014: 2.34e-05 +Target 015: 4.87e-05 |Target 016: 1.18e-04 |Target 017: 4.81e-05 |Target 018: 1.31e-04 |Target 019: 7.35e-05 +Target 020: 2.42e-05 |Target 021: 6.05e-05 |Target 022: 2.08e-05 |Target 023: 7.16e-05 |Target 024: 6.97e-05 + +==================== +Epoch #324 | Time: 00d 01h 29m | LR: 2.00e-03 | Epoch time: 16.19 | Train loss: 1.04e-04 | Val loss: 9.83e-05 +Target 001 has maximum loss 4.13e-04; Target 004 has minimum loss 1.77e-05 +Target 000: 1.74e-04 |Target 001: 4.13e-04 |Target 002: 8.91e-05 |Target 003: 1.34e-04 |Target 004: 1.77e-05 +Target 005: 4.57e-05 |Target 006: 3.24e-04 |Target 007: 2.01e-05 |Target 008: 1.62e-04 |Target 009: 2.66e-04 +Target 010: 5.90e-05 |Target 011: 2.22e-05 |Target 012: 3.61e-05 |Target 013: 3.92e-05 |Target 014: 2.58e-05 +Target 015: 6.83e-05 |Target 016: 1.54e-04 |Target 017: 2.98e-05 |Target 018: 6.79e-05 |Target 019: 8.50e-05 +Target 020: 2.79e-05 |Target 021: 2.25e-04 |Target 022: 2.80e-05 |Target 023: 2.19e-04 |Target 024: 1.57e-04 + +==================== +Epoch #325 | Time: 00d 01h 29m | LR: 2.00e-03 | Epoch time: 16.38 | Train loss: 1.04e-04 | Val loss: 1.09e-04 +Target 009 has maximum loss 3.06e-04; Target 004 has minimum loss 1.43e-05 +Target 000: 8.20e-05 |Target 001: 1.56e-04 |Target 002: 2.00e-05 |Target 003: 2.90e-05 |Target 004: 1.43e-05 +Target 005: 4.88e-05 |Target 006: 9.57e-05 |Target 007: 5.32e-05 |Target 008: 7.24e-05 |Target 009: 3.06e-04 +Target 010: 2.39e-05 |Target 011: 8.13e-05 |Target 012: 2.73e-05 |Target 013: 6.00e-05 |Target 014: 3.57e-05 +Target 015: 4.95e-05 |Target 016: 9.95e-05 |Target 017: 8.08e-05 |Target 018: 1.51e-04 |Target 019: 1.22e-04 +Target 020: 4.67e-05 |Target 021: 1.60e-04 |Target 022: 4.68e-05 |Target 023: 8.11e-05 |Target 024: 2.76e-04 + +==================== +Epoch #326 | Time: 00d 01h 29m | LR: 2.00e-03 | Epoch time: 16.20 | Train loss: 7.20e-05 | Val loss: 4.40e-05 +Target 000 has maximum loss 2.71e-04; Target 012 has minimum loss 1.14e-05 +Target 000: 2.71e-04 |Target 001: 4.67e-05 |Target 002: 1.98e-05 |Target 003: 2.69e-05 |Target 004: 2.18e-05 +Target 005: 7.89e-05 |Target 006: 1.79e-04 |Target 007: 2.02e-05 |Target 008: 3.55e-05 |Target 009: 1.07e-04 +Target 010: 3.86e-05 |Target 011: 2.00e-05 |Target 012: 1.14e-05 |Target 013: 3.55e-05 |Target 014: 2.48e-05 +Target 015: 2.37e-05 |Target 016: 4.51e-05 |Target 017: 2.65e-05 |Target 018: 7.25e-05 |Target 019: 4.09e-05 +Target 020: 1.77e-05 |Target 021: 7.91e-05 |Target 022: 2.54e-05 |Target 023: 4.71e-05 |Target 024: 6.65e-05 + +==================== +Epoch #327 | Time: 00d 01h 30m | LR: 2.00e-03 | Epoch time: 16.14 | Train loss: 4.92e-05 | Val loss: 4.64e-05 +Target 001 has maximum loss 2.79e-04; Target 007 has minimum loss 1.45e-05 +Target 000: 1.67e-04 |Target 001: 2.79e-04 |Target 002: 2.43e-05 |Target 003: 1.68e-05 |Target 004: 1.73e-05 +Target 005: 1.56e-04 |Target 006: 1.59e-04 |Target 007: 1.45e-05 |Target 008: 2.67e-05 |Target 009: 1.03e-04 +Target 010: 1.93e-05 |Target 011: 1.67e-05 |Target 012: 1.82e-05 |Target 013: 3.89e-05 |Target 014: 1.98e-05 +Target 015: 1.90e-05 |Target 016: 4.43e-05 |Target 017: 2.93e-05 |Target 018: 5.72e-05 |Target 019: 2.81e-05 +Target 020: 2.19e-05 |Target 021: 5.43e-05 |Target 022: 1.90e-05 |Target 023: 3.34e-05 |Target 024: 1.10e-04 + +==================== +Epoch #328 | Time: 00d 01h 30m | LR: 2.00e-03 | Epoch time: 16.09 | Train loss: 3.59e-05 | Val loss: 1.30e-05 +Target 005 has maximum loss 7.02e-05; Target 010 has minimum loss 3.78e-06 +Target 000: 2.13e-05 |Target 001: 2.38e-05 |Target 002: 5.54e-06 |Target 003: 9.50e-06 |Target 004: 4.96e-06 +Target 005: 7.02e-05 |Target 006: 5.30e-05 |Target 007: 7.87e-06 |Target 008: 1.46e-05 |Target 009: 1.76e-05 +Target 010: 3.78e-06 |Target 011: 4.92e-06 |Target 012: 8.92e-06 |Target 013: 1.21e-05 |Target 014: 5.75e-06 +Target 015: 7.58e-06 |Target 016: 1.70e-05 |Target 017: 1.02e-05 |Target 018: 2.73e-05 |Target 019: 1.36e-05 +Target 020: 6.32e-06 |Target 021: 1.28e-05 |Target 022: 5.31e-06 |Target 023: 1.62e-05 |Target 024: 1.89e-05 + +==================== +Epoch #329 | Time: 00d 01h 30m | LR: 2.00e-03 | Epoch time: 16.10 | Train loss: 3.10e-05 | Val loss: 2.27e-05 +Target 001 has maximum loss 2.62e-04; Target 007 has minimum loss 6.54e-06 +Target 000: 1.89e-04 |Target 001: 2.62e-04 |Target 002: 8.82e-06 |Target 003: 1.53e-05 |Target 004: 8.57e-06 +Target 005: 1.27e-04 |Target 006: 2.09e-04 |Target 007: 6.54e-06 |Target 008: 1.44e-05 |Target 009: 3.25e-05 +Target 010: 9.66e-06 |Target 011: 7.30e-06 |Target 012: 9.79e-06 |Target 013: 1.56e-05 |Target 014: 8.11e-06 +Target 015: 1.08e-05 |Target 016: 1.44e-05 |Target 017: 1.56e-05 |Target 018: 4.01e-05 |Target 019: 2.24e-05 +Target 020: 9.09e-06 |Target 021: 2.69e-05 |Target 022: 6.96e-06 |Target 023: 2.23e-05 |Target 024: 3.12e-05 + +==================== +Epoch #330 | Time: 00d 01h 30m | LR: 2.00e-03 | Epoch time: 16.35 | Train loss: 4.33e-05 | Val loss: 1.87e-05 +Target 001 has maximum loss 3.27e-04; Target 002 has minimum loss 5.11e-06 +Target 000: 2.16e-05 |Target 001: 3.27e-04 |Target 002: 5.11e-06 |Target 003: 9.27e-06 |Target 004: 7.30e-06 +Target 005: 3.45e-05 |Target 006: 1.49e-04 |Target 007: 9.67e-06 |Target 008: 1.28e-05 |Target 009: 1.93e-05 +Target 010: 6.78e-06 |Target 011: 1.21e-05 |Target 012: 1.12e-05 |Target 013: 1.46e-05 |Target 014: 7.73e-06 +Target 015: 1.11e-05 |Target 016: 1.51e-05 |Target 017: 1.16e-05 |Target 018: 3.85e-05 |Target 019: 1.58e-05 +Target 020: 8.05e-06 |Target 021: 2.07e-05 |Target 022: 6.37e-06 |Target 023: 2.11e-05 |Target 024: 2.62e-05 + +==================== +Epoch #331 | Time: 00d 01h 31m | LR: 2.00e-03 | Epoch time: 16.18 | Train loss: 3.70e-05 | Val loss: 1.89e-05 +Target 001 has maximum loss 1.28e-04; Target 002 has minimum loss 3.50e-06 +Target 000: 4.53e-05 |Target 001: 1.28e-04 |Target 002: 3.50e-06 |Target 003: 1.23e-05 |Target 004: 6.27e-06 +Target 005: 5.13e-05 |Target 006: 8.04e-05 |Target 007: 9.72e-06 |Target 008: 1.34e-05 |Target 009: 2.65e-05 +Target 010: 5.31e-06 |Target 011: 8.33e-06 |Target 012: 8.92e-06 |Target 013: 2.28e-05 |Target 014: 7.32e-06 +Target 015: 1.41e-05 |Target 016: 1.46e-05 |Target 017: 2.40e-05 |Target 018: 3.01e-05 |Target 019: 1.70e-05 +Target 020: 9.15e-06 |Target 021: 2.27e-05 |Target 022: 6.73e-06 |Target 023: 1.95e-05 |Target 024: 3.15e-05 + +==================== +Epoch #332 | Time: 00d 01h 31m | LR: 2.00e-03 | Epoch time: 16.31 | Train loss: 2.87e-05 | Val loss: 1.43e-05 +Target 005 has maximum loss 8.75e-05; Target 010 has minimum loss 3.16e-06 +Target 000: 2.60e-05 |Target 001: 5.44e-05 |Target 002: 3.48e-06 |Target 003: 3.82e-06 |Target 004: 8.27e-06 +Target 005: 8.75e-05 |Target 006: 5.19e-05 |Target 007: 3.47e-06 |Target 008: 1.31e-05 |Target 009: 1.03e-05 +Target 010: 3.16e-06 |Target 011: 4.11e-06 |Target 012: 7.43e-06 |Target 013: 1.27e-05 |Target 014: 4.39e-06 +Target 015: 1.34e-05 |Target 016: 2.26e-05 |Target 017: 9.50e-06 |Target 018: 2.54e-05 |Target 019: 1.51e-05 +Target 020: 4.51e-06 |Target 021: 1.60e-05 |Target 022: 4.32e-06 |Target 023: 1.58e-05 |Target 024: 2.83e-05 + +==================== +Epoch #333 | Time: 00d 01h 31m | LR: 2.00e-03 | Epoch time: 16.36 | Train loss: 2.56e-05 | Val loss: 1.63e-05 +Target 006 has maximum loss 2.22e-04; Target 002 has minimum loss 3.44e-06 +Target 000: 5.79e-05 |Target 001: 1.14e-04 |Target 002: 3.44e-06 |Target 003: 6.96e-06 |Target 004: 4.47e-06 +Target 005: 6.00e-05 |Target 006: 2.22e-04 |Target 007: 7.46e-06 |Target 008: 1.50e-05 |Target 009: 1.63e-05 +Target 010: 6.51e-06 |Target 011: 6.15e-06 |Target 012: 5.36e-06 |Target 013: 9.13e-06 |Target 014: 8.06e-06 +Target 015: 1.03e-05 |Target 016: 1.57e-05 |Target 017: 1.39e-05 |Target 018: 3.40e-05 |Target 019: 1.29e-05 +Target 020: 4.85e-06 |Target 021: 1.19e-05 |Target 022: 4.66e-06 |Target 023: 1.40e-05 |Target 024: 2.95e-05 + +==================== +Epoch #334 | Time: 00d 01h 32m | LR: 2.00e-03 | Epoch time: 16.10 | Train loss: 2.79e-05 | Val loss: 1.52e-05 +Target 001 has maximum loss 1.25e-04; Target 002 has minimum loss 2.08e-06 +Target 000: 2.77e-05 |Target 001: 1.25e-04 |Target 002: 2.08e-06 |Target 003: 4.16e-06 |Target 004: 8.16e-06 +Target 005: 1.11e-04 |Target 006: 9.70e-05 |Target 007: 9.42e-06 |Target 008: 7.77e-06 |Target 009: 9.95e-06 +Target 010: 3.75e-06 |Target 011: 3.95e-06 |Target 012: 1.30e-05 |Target 013: 1.27e-05 |Target 014: 5.10e-06 +Target 015: 7.55e-06 |Target 016: 8.29e-06 |Target 017: 1.32e-05 |Target 018: 3.21e-05 |Target 019: 1.21e-05 +Target 020: 5.92e-06 |Target 021: 9.77e-06 |Target 022: 5.15e-06 |Target 023: 1.60e-05 |Target 024: 2.76e-05 + +==================== +Epoch #335 | Time: 00d 01h 32m | LR: 2.00e-03 | Epoch time: 16.30 | Train loss: 2.73e-05 | Val loss: 1.42e-05 +Target 000 has maximum loss 9.57e-05; Target 002 has minimum loss 3.37e-06 +Target 000: 9.57e-05 |Target 001: 8.69e-05 |Target 002: 3.37e-06 |Target 003: 8.80e-06 |Target 004: 5.56e-06 +Target 005: 4.92e-05 |Target 006: 7.23e-05 |Target 007: 4.66e-06 |Target 008: 1.51e-05 |Target 009: 1.23e-05 +Target 010: 6.28e-06 |Target 011: 9.87e-06 |Target 012: 5.51e-06 |Target 013: 7.90e-06 |Target 014: 5.58e-06 +Target 015: 7.35e-06 |Target 016: 2.14e-05 |Target 017: 1.07e-05 |Target 018: 2.06e-05 |Target 019: 2.00e-05 +Target 020: 4.43e-06 |Target 021: 8.96e-06 |Target 022: 5.31e-06 |Target 023: 1.90e-05 |Target 024: 2.26e-05 + +==================== +Epoch #336 | Time: 00d 01h 32m | LR: 2.00e-03 | Epoch time: 16.23 | Train loss: 2.85e-05 | Val loss: 1.64e-05 +Target 006 has maximum loss 8.96e-05; Target 002 has minimum loss 2.25e-06 +Target 000: 4.43e-05 |Target 001: 3.86e-05 |Target 002: 2.25e-06 |Target 003: 6.02e-06 |Target 004: 7.44e-06 +Target 005: 5.04e-05 |Target 006: 8.96e-05 |Target 007: 1.27e-05 |Target 008: 1.60e-05 |Target 009: 1.32e-05 +Target 010: 3.45e-06 |Target 011: 3.18e-06 |Target 012: 2.15e-05 |Target 013: 1.50e-05 |Target 014: 5.98e-06 +Target 015: 6.00e-06 |Target 016: 2.90e-05 |Target 017: 2.14e-05 |Target 018: 2.17e-05 |Target 019: 1.65e-05 +Target 020: 7.06e-06 |Target 021: 1.55e-05 |Target 022: 4.86e-06 |Target 023: 1.82e-05 |Target 024: 2.78e-05 + +==================== +Epoch #337 | Time: 00d 01h 32m | LR: 2.00e-03 | Epoch time: 16.05 | Train loss: 2.98e-05 | Val loss: 1.79e-05 +Target 001 has maximum loss 2.73e-04; Target 011 has minimum loss 3.94e-06 +Target 000: 4.38e-05 |Target 001: 2.73e-04 |Target 002: 6.96e-06 |Target 003: 1.45e-05 |Target 004: 4.09e-06 +Target 005: 1.83e-04 |Target 006: 4.63e-05 |Target 007: 5.07e-06 |Target 008: 9.72e-06 |Target 009: 1.18e-05 +Target 010: 5.30e-06 |Target 011: 3.94e-06 |Target 012: 6.53e-06 |Target 013: 2.91e-05 |Target 014: 5.29e-06 +Target 015: 8.12e-06 |Target 016: 1.20e-05 |Target 017: 2.72e-05 |Target 018: 2.19e-05 |Target 019: 1.57e-05 +Target 020: 6.56e-06 |Target 021: 1.40e-05 |Target 022: 4.28e-06 |Target 023: 1.58e-05 |Target 024: 2.88e-05 + +==================== +Epoch #338 | Time: 00d 01h 33m | LR: 2.00e-03 | Epoch time: 16.09 | Train loss: 2.85e-05 | Val loss: 1.67e-05 +Target 001 has maximum loss 2.50e-04; Target 002 has minimum loss 2.40e-06 +Target 000: 7.13e-05 |Target 001: 2.50e-04 |Target 002: 2.40e-06 |Target 003: 7.88e-06 |Target 004: 4.28e-06 +Target 005: 6.49e-05 |Target 006: 1.02e-04 |Target 007: 4.74e-06 |Target 008: 1.25e-05 |Target 009: 1.11e-05 +Target 010: 6.55e-06 |Target 011: 5.90e-06 |Target 012: 1.03e-05 |Target 013: 2.14e-05 |Target 014: 5.05e-06 +Target 015: 6.65e-06 |Target 016: 1.24e-05 |Target 017: 1.47e-05 |Target 018: 2.53e-05 |Target 019: 1.43e-05 +Target 020: 6.17e-06 |Target 021: 1.33e-05 |Target 022: 4.65e-06 |Target 023: 1.32e-05 |Target 024: 3.11e-05 + +==================== +Epoch #339 | Time: 00d 01h 33m | LR: 2.00e-03 | Epoch time: 16.24 | Train loss: 2.91e-05 | Val loss: 1.55e-05 +Target 001 has maximum loss 2.36e-04; Target 007 has minimum loss 2.86e-06 +Target 000: 5.92e-05 |Target 001: 2.36e-04 |Target 002: 6.72e-06 |Target 003: 8.08e-06 |Target 004: 4.34e-06 +Target 005: 5.49e-05 |Target 006: 5.97e-05 |Target 007: 2.86e-06 |Target 008: 9.33e-06 |Target 009: 8.96e-06 +Target 010: 4.11e-06 |Target 011: 5.71e-06 |Target 012: 3.37e-05 |Target 013: 9.86e-06 |Target 014: 4.56e-06 +Target 015: 4.81e-06 |Target 016: 9.68e-06 |Target 017: 8.83e-06 |Target 018: 2.49e-05 |Target 019: 2.08e-05 +Target 020: 4.55e-06 |Target 021: 8.39e-06 |Target 022: 4.47e-06 |Target 023: 1.92e-05 |Target 024: 1.95e-05 + +==================== +Epoch #340 | Time: 00d 01h 33m | LR: 2.00e-03 | Epoch time: 16.08 | Train loss: 2.56e-05 | Val loss: 1.41e-05 +Target 000 has maximum loss 2.25e-04; Target 002 has minimum loss 2.93e-06 +Target 000: 2.25e-04 |Target 001: 7.85e-05 |Target 002: 2.93e-06 |Target 003: 5.44e-06 |Target 004: 3.48e-06 +Target 005: 1.31e-04 |Target 006: 1.21e-04 |Target 007: 8.88e-06 |Target 008: 8.80e-06 |Target 009: 1.23e-05 +Target 010: 3.57e-06 |Target 011: 3.51e-06 |Target 012: 7.43e-06 |Target 013: 1.15e-05 |Target 014: 4.32e-06 +Target 015: 5.37e-06 |Target 016: 9.90e-06 |Target 017: 8.46e-06 |Target 018: 1.87e-05 |Target 019: 1.08e-05 +Target 020: 4.67e-06 |Target 021: 1.17e-05 |Target 022: 4.34e-06 |Target 023: 1.44e-05 |Target 024: 2.36e-05 + +==================== +Epoch #341 | Time: 00d 01h 33m | LR: 2.00e-03 | Epoch time: 16.32 | Train loss: 2.79e-05 | Val loss: 1.88e-05 +Target 001 has maximum loss 3.29e-04; Target 011 has minimum loss 4.77e-06 +Target 000: 9.99e-05 |Target 001: 3.29e-04 |Target 002: 5.46e-06 |Target 003: 8.09e-06 |Target 004: 5.93e-06 +Target 005: 7.96e-05 |Target 006: 2.86e-04 |Target 007: 5.37e-06 |Target 008: 9.78e-06 |Target 009: 2.35e-05 +Target 010: 5.32e-06 |Target 011: 4.77e-06 |Target 012: 1.30e-05 |Target 013: 1.58e-05 |Target 014: 6.98e-06 +Target 015: 5.38e-06 |Target 016: 1.71e-05 |Target 017: 1.54e-05 |Target 018: 2.08e-05 |Target 019: 1.26e-05 +Target 020: 4.80e-06 |Target 021: 1.76e-05 |Target 022: 5.48e-06 |Target 023: 1.52e-05 |Target 024: 3.00e-05 + +==================== +Epoch #342 | Time: 00d 01h 34m | LR: 2.00e-03 | Epoch time: 16.40 | Train loss: 3.19e-05 | Val loss: 2.17e-05 +Target 005 has maximum loss 2.15e-04; Target 007 has minimum loss 3.62e-06 +Target 000: 1.24e-04 |Target 001: 2.17e-05 |Target 002: 1.09e-05 |Target 003: 3.11e-05 |Target 004: 7.78e-06 +Target 005: 2.15e-04 |Target 006: 6.45e-05 |Target 007: 3.62e-06 |Target 008: 1.24e-05 |Target 009: 1.78e-05 +Target 010: 8.96e-06 |Target 011: 8.17e-06 |Target 012: 1.70e-05 |Target 013: 2.20e-05 |Target 014: 7.38e-06 +Target 015: 1.17e-05 |Target 016: 1.92e-05 |Target 017: 1.30e-05 |Target 018: 2.70e-05 |Target 019: 2.04e-05 +Target 020: 7.40e-06 |Target 021: 1.52e-05 |Target 022: 5.00e-06 |Target 023: 3.51e-05 |Target 024: 3.82e-05 + +==================== +Epoch #343 | Time: 00d 01h 34m | LR: 2.00e-03 | Epoch time: 16.17 | Train loss: 3.36e-05 | Val loss: 2.43e-05 +Target 006 has maximum loss 9.46e-05; Target 003 has minimum loss 4.26e-06 +Target 000: 3.63e-05 |Target 001: 5.92e-05 |Target 002: 8.16e-06 |Target 003: 4.26e-06 |Target 004: 4.69e-06 +Target 005: 1.63e-05 |Target 006: 9.46e-05 |Target 007: 1.13e-05 |Target 008: 2.70e-05 |Target 009: 4.80e-05 +Target 010: 1.10e-05 |Target 011: 5.53e-06 |Target 012: 1.04e-05 |Target 013: 1.92e-05 |Target 014: 9.84e-06 +Target 015: 1.41e-05 |Target 016: 2.85e-05 |Target 017: 1.85e-05 |Target 018: 3.51e-05 |Target 019: 1.99e-05 +Target 020: 6.44e-06 |Target 021: 4.48e-05 |Target 022: 9.43e-06 |Target 023: 1.80e-05 |Target 024: 5.80e-05 + +==================== +Epoch #344 | Time: 00d 01h 34m | LR: 2.00e-03 | Epoch time: 16.35 | Train loss: 3.02e-05 | Val loss: 1.27e-05 +Target 005 has maximum loss 4.91e-05; Target 002 has minimum loss 2.45e-06 +Target 000: 2.41e-05 |Target 001: 3.24e-05 |Target 002: 2.45e-06 |Target 003: 9.13e-06 |Target 004: 4.01e-06 +Target 005: 4.91e-05 |Target 006: 3.90e-05 |Target 007: 5.73e-06 |Target 008: 1.63e-05 |Target 009: 1.60e-05 +Target 010: 3.73e-06 |Target 011: 9.18e-06 |Target 012: 7.47e-06 |Target 013: 1.12e-05 |Target 014: 4.64e-06 +Target 015: 5.75e-06 |Target 016: 2.61e-05 |Target 017: 1.06e-05 |Target 018: 2.64e-05 |Target 019: 1.53e-05 +Target 020: 5.33e-06 |Target 021: 1.14e-05 |Target 022: 4.14e-06 |Target 023: 1.44e-05 |Target 024: 2.04e-05 + +==================== +Epoch #345 | Time: 00d 01h 35m | LR: 2.00e-03 | Epoch time: 16.27 | Train loss: 2.93e-05 | Val loss: 1.73e-05 +Target 001 has maximum loss 7.66e-05; Target 020 has minimum loss 4.44e-06 +Target 000: 4.35e-05 |Target 001: 7.66e-05 |Target 002: 9.92e-06 |Target 003: 1.30e-05 |Target 004: 1.13e-05 +Target 005: 3.50e-05 |Target 006: 4.76e-05 |Target 007: 1.38e-05 |Target 008: 3.23e-05 |Target 009: 1.12e-05 +Target 010: 1.01e-05 |Target 011: 7.88e-06 |Target 012: 1.19e-05 |Target 013: 1.22e-05 |Target 014: 4.78e-06 +Target 015: 7.64e-06 |Target 016: 3.81e-05 |Target 017: 1.50e-05 |Target 018: 4.92e-05 |Target 019: 2.29e-05 +Target 020: 4.44e-06 |Target 021: 1.40e-05 |Target 022: 4.77e-06 |Target 023: 1.51e-05 |Target 024: 2.43e-05 + +==================== +Epoch #346 | Time: 00d 01h 35m | LR: 2.00e-03 | Epoch time: 16.34 | Train loss: 2.74e-05 | Val loss: 1.53e-05 +Target 001 has maximum loss 2.06e-04; Target 010 has minimum loss 2.98e-06 +Target 000: 2.48e-05 |Target 001: 2.06e-04 |Target 002: 5.86e-06 |Target 003: 6.98e-06 |Target 004: 4.17e-06 +Target 005: 1.71e-05 |Target 006: 4.94e-05 |Target 007: 4.54e-06 |Target 008: 1.12e-05 |Target 009: 1.91e-05 +Target 010: 2.98e-06 |Target 011: 5.05e-06 |Target 012: 1.73e-05 |Target 013: 1.03e-05 |Target 014: 7.56e-06 +Target 015: 4.55e-06 |Target 016: 9.71e-06 |Target 017: 9.59e-06 |Target 018: 2.75e-05 |Target 019: 1.27e-05 +Target 020: 4.79e-06 |Target 021: 2.40e-05 |Target 022: 4.34e-06 |Target 023: 1.44e-05 |Target 024: 2.84e-05 + +==================== +Epoch #347 | Time: 00d 01h 35m | LR: 2.00e-03 | Epoch time: 16.24 | Train loss: 2.67e-05 | Val loss: 1.83e-05 +Target 001 has maximum loss 3.62e-04; Target 010 has minimum loss 4.14e-06 +Target 000: 4.92e-05 |Target 001: 3.62e-04 |Target 002: 4.50e-06 |Target 003: 7.87e-06 |Target 004: 5.17e-06 +Target 005: 6.51e-05 |Target 006: 1.55e-04 |Target 007: 7.41e-06 |Target 008: 1.03e-05 |Target 009: 2.61e-05 +Target 010: 4.14e-06 |Target 011: 1.55e-05 |Target 012: 1.74e-05 |Target 013: 1.43e-05 |Target 014: 7.49e-06 +Target 015: 4.72e-06 |Target 016: 1.94e-05 |Target 017: 2.30e-05 |Target 018: 2.37e-05 |Target 019: 1.86e-05 +Target 020: 7.31e-06 |Target 021: 1.37e-05 |Target 022: 7.66e-06 |Target 023: 1.74e-05 |Target 024: 2.05e-05 + +==================== +Epoch #348 | Time: 00d 01h 35m | LR: 2.00e-03 | Epoch time: 16.27 | Train loss: 3.04e-05 | Val loss: 2.58e-05 +Target 005 has maximum loss 2.88e-04; Target 004 has minimum loss 4.15e-06 +Target 000: 3.10e-05 |Target 001: 4.80e-05 |Target 002: 1.35e-05 |Target 003: 2.00e-05 |Target 004: 4.15e-06 +Target 005: 2.88e-04 |Target 006: 9.25e-05 |Target 007: 1.89e-05 |Target 008: 3.70e-05 |Target 009: 3.97e-05 +Target 010: 1.62e-05 |Target 011: 9.39e-06 |Target 012: 1.32e-05 |Target 013: 1.81e-05 |Target 014: 9.47e-06 +Target 015: 1.13e-05 |Target 016: 4.01e-05 |Target 017: 1.58e-05 |Target 018: 3.97e-05 |Target 019: 1.70e-05 +Target 020: 8.26e-06 |Target 021: 2.27e-05 |Target 022: 7.58e-06 |Target 023: 2.15e-05 |Target 024: 5.66e-05 + +==================== +Epoch #349 | Time: 00d 01h 36m | LR: 2.00e-03 | Epoch time: 16.18 | Train loss: 3.02e-05 | Val loss: 1.93e-05 +Target 001 has maximum loss 2.08e-04; Target 020 has minimum loss 4.66e-06 +Target 000: 1.46e-04 |Target 001: 2.08e-04 |Target 002: 6.18e-06 |Target 003: 1.19e-05 |Target 004: 5.63e-06 +Target 005: 5.10e-05 |Target 006: 4.77e-05 |Target 007: 5.65e-06 |Target 008: 1.37e-05 |Target 009: 2.17e-05 +Target 010: 6.63e-06 |Target 011: 4.86e-06 |Target 012: 1.83e-05 |Target 013: 2.91e-05 |Target 014: 6.33e-06 +Target 015: 7.04e-06 |Target 016: 1.15e-05 |Target 017: 2.77e-05 |Target 018: 3.88e-05 |Target 019: 1.58e-05 +Target 020: 4.66e-06 |Target 021: 1.56e-05 |Target 022: 5.94e-06 |Target 023: 1.69e-05 |Target 024: 2.70e-05 + +==================== +Epoch #350 | Time: 00d 01h 36m | LR: 2.00e-03 | Epoch time: 16.19 | Train loss: 4.00e-05 | Val loss: 2.39e-05 +Target 001 has maximum loss 1.74e-04; Target 011 has minimum loss 3.74e-06 +Target 000: 1.67e-04 |Target 001: 1.74e-04 |Target 002: 1.28e-05 |Target 003: 1.43e-05 |Target 004: 7.90e-06 +Target 005: 1.20e-04 |Target 006: 1.37e-04 |Target 007: 7.70e-06 |Target 008: 1.78e-05 |Target 009: 5.51e-05 +Target 010: 1.01e-05 |Target 011: 3.74e-06 |Target 012: 1.11e-05 |Target 013: 1.51e-05 |Target 014: 7.76e-06 +Target 015: 1.10e-05 |Target 016: 1.70e-05 |Target 017: 1.85e-05 |Target 018: 2.41e-05 |Target 019: 1.89e-05 +Target 020: 7.42e-06 |Target 021: 4.57e-05 |Target 022: 5.75e-06 |Target 023: 1.80e-05 |Target 024: 4.79e-05 + +==================== +Epoch #351 | Time: 00d 01h 36m | LR: 2.00e-03 | Epoch time: 16.10 | Train loss: 3.80e-05 | Val loss: 4.11e-05 +Target 001 has maximum loss 3.58e-04; Target 020 has minimum loss 6.04e-06 +Target 000: 1.48e-04 |Target 001: 3.58e-04 |Target 002: 7.87e-06 |Target 003: 3.25e-05 |Target 004: 1.17e-05 +Target 005: 7.11e-05 |Target 006: 2.77e-04 |Target 007: 4.81e-05 |Target 008: 2.45e-05 |Target 009: 5.85e-05 +Target 010: 1.07e-05 |Target 011: 1.18e-05 |Target 012: 1.99e-05 |Target 013: 2.15e-05 |Target 014: 1.33e-05 +Target 015: 2.21e-05 |Target 016: 3.33e-05 |Target 017: 3.01e-05 |Target 018: 1.11e-04 |Target 019: 4.14e-05 +Target 020: 6.04e-06 |Target 021: 3.81e-05 |Target 022: 1.28e-05 |Target 023: 6.83e-05 |Target 024: 5.05e-05 + +==================== +Epoch #352 | Time: 00d 01h 37m | LR: 2.00e-03 | Epoch time: 16.22 | Train loss: 4.66e-05 | Val loss: 2.32e-05 +Target 001 has maximum loss 2.27e-04; Target 002 has minimum loss 3.71e-06 +Target 000: 3.56e-05 |Target 001: 2.27e-04 |Target 002: 3.71e-06 |Target 003: 6.41e-06 |Target 004: 8.57e-06 +Target 005: 2.12e-04 |Target 006: 9.47e-05 |Target 007: 2.09e-05 |Target 008: 1.43e-05 |Target 009: 1.34e-05 +Target 010: 6.77e-06 |Target 011: 9.04e-06 |Target 012: 1.51e-05 |Target 013: 1.06e-05 |Target 014: 7.45e-06 +Target 015: 5.90e-06 |Target 016: 1.87e-05 |Target 017: 2.31e-05 |Target 018: 2.03e-05 |Target 019: 1.66e-05 +Target 020: 8.95e-06 |Target 021: 2.07e-05 |Target 022: 7.52e-06 |Target 023: 1.71e-05 |Target 024: 5.91e-05 + +==================== +Epoch #353 | Time: 00d 01h 37m | LR: 2.00e-03 | Epoch time: 16.37 | Train loss: 3.67e-05 | Val loss: 1.72e-05 +Target 000 has maximum loss 1.55e-04; Target 002 has minimum loss 4.85e-06 +Target 000: 1.55e-04 |Target 001: 1.34e-04 |Target 002: 4.85e-06 |Target 003: 5.33e-06 |Target 004: 5.02e-06 +Target 005: 6.28e-05 |Target 006: 9.20e-05 |Target 007: 7.36e-06 |Target 008: 1.38e-05 |Target 009: 1.44e-05 +Target 010: 7.26e-06 |Target 011: 7.75e-06 |Target 012: 9.54e-06 |Target 013: 1.95e-05 |Target 014: 6.66e-06 +Target 015: 6.63e-06 |Target 016: 1.37e-05 |Target 017: 1.57e-05 |Target 018: 2.34e-05 |Target 019: 2.41e-05 +Target 020: 6.76e-06 |Target 021: 1.41e-05 |Target 022: 6.68e-06 |Target 023: 1.93e-05 |Target 024: 2.36e-05 + +==================== +Epoch #354 | Time: 00d 01h 37m | LR: 2.00e-03 | Epoch time: 16.19 | Train loss: 3.90e-05 | Val loss: 2.87e-05 +Target 005 has maximum loss 2.17e-04; Target 004 has minimum loss 6.89e-06 +Target 000: 8.73e-05 |Target 001: 3.47e-05 |Target 002: 7.11e-06 |Target 003: 1.33e-05 |Target 004: 6.89e-06 +Target 005: 2.17e-04 |Target 006: 5.14e-05 |Target 007: 8.64e-06 |Target 008: 3.01e-05 |Target 009: 3.41e-05 +Target 010: 1.75e-05 |Target 011: 8.93e-06 |Target 012: 2.87e-05 |Target 013: 2.15e-05 |Target 014: 1.40e-05 +Target 015: 1.49e-05 |Target 016: 3.11e-05 |Target 017: 2.06e-05 |Target 018: 4.34e-05 |Target 019: 2.13e-05 +Target 020: 9.87e-06 |Target 021: 2.13e-05 |Target 022: 1.63e-05 |Target 023: 2.40e-05 |Target 024: 6.15e-05 + +==================== +Epoch #355 | Time: 00d 01h 37m | LR: 2.00e-03 | Epoch time: 16.12 | Train loss: 6.84e-05 | Val loss: 5.73e-05 +Target 005 has maximum loss 3.72e-04; Target 012 has minimum loss 8.86e-06 +Target 000: 1.07e-04 |Target 001: 1.92e-04 |Target 002: 2.26e-05 |Target 003: 4.06e-05 |Target 004: 1.52e-05 +Target 005: 3.72e-04 |Target 006: 1.62e-04 |Target 007: 2.33e-05 |Target 008: 8.00e-05 |Target 009: 7.33e-05 +Target 010: 5.00e-05 |Target 011: 1.78e-05 |Target 012: 8.86e-06 |Target 013: 2.70e-05 |Target 014: 2.87e-05 +Target 015: 3.26e-05 |Target 016: 8.52e-05 |Target 017: 3.25e-05 |Target 018: 4.72e-05 |Target 019: 4.98e-05 +Target 020: 2.10e-05 |Target 021: 9.64e-05 |Target 022: 2.90e-05 |Target 023: 6.04e-05 |Target 024: 1.28e-04 + +==================== +Epoch #356 | Time: 00d 01h 38m | LR: 2.00e-03 | Epoch time: 16.15 | Train loss: 6.06e-05 | Val loss: 4.02e-05 +Target 006 has maximum loss 1.50e-04; Target 011 has minimum loss 1.26e-05 +Target 000: 1.14e-04 |Target 001: 4.61e-05 |Target 002: 1.48e-05 |Target 003: 4.33e-05 |Target 004: 1.66e-05 +Target 005: 9.36e-05 |Target 006: 1.50e-04 |Target 007: 2.93e-05 |Target 008: 4.01e-05 |Target 009: 3.86e-05 +Target 010: 1.70e-05 |Target 011: 1.26e-05 |Target 012: 1.47e-05 |Target 013: 3.22e-05 |Target 014: 2.54e-05 +Target 015: 3.01e-05 |Target 016: 6.22e-05 |Target 017: 2.41e-05 |Target 018: 7.87e-05 |Target 019: 4.23e-05 +Target 020: 1.70e-05 |Target 021: 5.14e-05 |Target 022: 1.97e-05 |Target 023: 5.58e-05 |Target 024: 6.14e-05 + +==================== +Epoch #357 | Time: 00d 01h 38m | LR: 2.00e-03 | Epoch time: 16.24 | Train loss: 5.07e-05 | Val loss: 3.79e-05 +Target 000 has maximum loss 8.74e-04; Target 002 has minimum loss 6.29e-06 +Target 000: 8.74e-04 |Target 001: 5.76e-04 |Target 002: 6.29e-06 |Target 003: 3.23e-05 |Target 004: 2.31e-05 +Target 005: 1.34e-04 |Target 006: 4.31e-04 |Target 007: 7.79e-06 |Target 008: 2.23e-05 |Target 009: 3.02e-05 +Target 010: 7.83e-06 |Target 011: 9.27e-06 |Target 012: 2.62e-05 |Target 013: 1.95e-05 |Target 014: 1.03e-05 +Target 015: 1.73e-05 |Target 016: 2.66e-05 |Target 017: 3.61e-05 |Target 018: 4.82e-05 |Target 019: 2.82e-05 +Target 020: 1.09e-05 |Target 021: 3.59e-05 |Target 022: 1.07e-05 |Target 023: 2.98e-05 |Target 024: 4.56e-05 + +==================== +Epoch #358 | Time: 00d 01h 38m | LR: 2.00e-03 | Epoch time: 16.28 | Train loss: 5.53e-05 | Val loss: 4.26e-05 +Target 000 has maximum loss 4.43e-04; Target 020 has minimum loss 1.26e-05 +Target 000: 4.43e-04 |Target 001: 1.34e-04 |Target 002: 1.47e-05 |Target 003: 5.90e-05 |Target 004: 2.17e-05 +Target 005: 1.61e-04 |Target 006: 4.24e-04 |Target 007: 1.34e-05 |Target 008: 3.70e-05 |Target 009: 7.17e-05 +Target 010: 3.16e-05 |Target 011: 1.54e-05 |Target 012: 2.17e-05 |Target 013: 3.53e-05 |Target 014: 1.50e-05 +Target 015: 2.80e-05 |Target 016: 3.12e-05 |Target 017: 3.32e-05 |Target 018: 4.66e-05 |Target 019: 2.74e-05 +Target 020: 1.26e-05 |Target 021: 6.85e-05 |Target 022: 1.40e-05 |Target 023: 3.64e-05 |Target 024: 7.40e-05 + +==================== +Epoch #359 | Time: 00d 01h 38m | LR: 2.00e-03 | Epoch time: 16.25 | Train loss: 4.11e-05 | Val loss: 1.87e-05 +Target 001 has maximum loss 2.49e-04; Target 010 has minimum loss 3.37e-06 +Target 000: 4.50e-05 |Target 001: 2.49e-04 |Target 002: 5.16e-06 |Target 003: 6.07e-06 |Target 004: 4.85e-06 +Target 005: 1.28e-04 |Target 006: 9.82e-05 |Target 007: 9.07e-06 |Target 008: 1.03e-05 |Target 009: 1.19e-05 +Target 010: 3.37e-06 |Target 011: 4.14e-06 |Target 012: 1.50e-05 |Target 013: 1.91e-05 |Target 014: 5.82e-06 +Target 015: 6.04e-06 |Target 016: 1.24e-05 |Target 017: 3.39e-05 |Target 018: 1.98e-05 |Target 019: 2.13e-05 +Target 020: 4.92e-06 |Target 021: 1.64e-05 |Target 022: 5.04e-06 |Target 023: 1.65e-05 |Target 024: 3.07e-05 + +==================== +Epoch #360 | Time: 00d 01h 39m | LR: 2.00e-03 | Epoch time: 16.23 | Train loss: 2.92e-05 | Val loss: 1.39e-05 +Target 006 has maximum loss 2.09e-04; Target 022 has minimum loss 4.13e-06 +Target 000: 3.37e-05 |Target 001: 1.08e-04 |Target 002: 5.51e-06 |Target 003: 1.30e-05 |Target 004: 5.04e-06 +Target 005: 4.27e-05 |Target 006: 2.09e-04 |Target 007: 5.75e-06 |Target 008: 1.06e-05 |Target 009: 2.10e-05 +Target 010: 6.24e-06 |Target 011: 4.53e-06 |Target 012: 5.28e-06 |Target 013: 9.55e-06 |Target 014: 5.76e-06 +Target 015: 6.84e-06 |Target 016: 1.18e-05 |Target 017: 8.62e-06 |Target 018: 3.53e-05 |Target 019: 1.40e-05 +Target 020: 4.83e-06 |Target 021: 1.69e-05 |Target 022: 4.13e-06 |Target 023: 1.29e-05 |Target 024: 1.73e-05 + +==================== +Epoch #361 | Time: 00d 01h 39m | LR: 2.00e-03 | Epoch time: 16.20 | Train loss: 2.47e-05 | Val loss: 2.01e-05 +Target 000 has maximum loss 2.36e-04; Target 007 has minimum loss 3.51e-06 +Target 000: 2.36e-04 |Target 001: 1.84e-04 |Target 002: 4.87e-06 |Target 003: 1.38e-05 |Target 004: 6.31e-06 +Target 005: 1.11e-04 |Target 006: 7.20e-05 |Target 007: 3.51e-06 |Target 008: 9.83e-06 |Target 009: 1.11e-05 +Target 010: 6.67e-06 |Target 011: 9.09e-06 |Target 012: 5.34e-05 |Target 013: 1.20e-05 |Target 014: 5.94e-06 +Target 015: 1.11e-05 |Target 016: 9.62e-06 |Target 017: 2.35e-05 |Target 018: 1.90e-05 |Target 019: 1.20e-05 +Target 020: 9.39e-06 |Target 021: 8.55e-06 |Target 022: 5.09e-06 |Target 023: 1.65e-05 |Target 024: 3.39e-05 + +==================== +Epoch #362 | Time: 00d 01h 39m | LR: 2.00e-03 | Epoch time: 16.17 | Train loss: 2.70e-05 | Val loss: 1.78e-05 +Target 006 has maximum loss 3.85e-04; Target 011 has minimum loss 3.18e-06 +Target 000: 1.53e-04 |Target 001: 2.00e-04 |Target 002: 3.34e-06 |Target 003: 5.39e-06 |Target 004: 4.18e-06 +Target 005: 3.54e-04 |Target 006: 3.85e-04 |Target 007: 5.95e-06 |Target 008: 1.49e-05 |Target 009: 1.01e-05 +Target 010: 3.44e-06 |Target 011: 3.18e-06 |Target 012: 1.37e-05 |Target 013: 8.59e-06 |Target 014: 5.72e-06 +Target 015: 4.52e-06 |Target 016: 1.12e-05 |Target 017: 1.11e-05 |Target 018: 2.25e-05 |Target 019: 1.33e-05 +Target 020: 6.20e-06 |Target 021: 9.29e-06 |Target 022: 5.96e-06 |Target 023: 1.25e-05 |Target 024: 2.21e-05 + +==================== +Epoch #363 | Time: 00d 01h 40m | LR: 2.00e-03 | Epoch time: 16.10 | Train loss: 3.56e-05 | Val loss: 2.37e-05 +Target 001 has maximum loss 2.58e-04; Target 004 has minimum loss 5.66e-06 +Target 000: 1.05e-04 |Target 001: 2.58e-04 |Target 002: 9.46e-06 |Target 003: 1.19e-05 |Target 004: 5.66e-06 +Target 005: 8.51e-05 |Target 006: 1.91e-04 |Target 007: 1.51e-05 |Target 008: 3.87e-05 |Target 009: 3.40e-05 +Target 010: 8.21e-06 |Target 011: 1.30e-05 |Target 012: 1.03e-05 |Target 013: 2.32e-05 |Target 014: 9.91e-06 +Target 015: 1.44e-05 |Target 016: 3.71e-05 |Target 017: 1.79e-05 |Target 018: 3.97e-05 |Target 019: 2.37e-05 +Target 020: 1.27e-05 |Target 021: 2.71e-05 |Target 022: 8.66e-06 |Target 023: 2.72e-05 |Target 024: 2.66e-05 + +==================== +Epoch #364 | Time: 00d 01h 40m | LR: 2.00e-03 | Epoch time: 16.20 | Train loss: 4.74e-05 | Val loss: 2.58e-05 +Target 001 has maximum loss 3.60e-04; Target 014 has minimum loss 6.98e-06 +Target 000: 5.60e-05 |Target 001: 3.60e-04 |Target 002: 8.84e-06 |Target 003: 1.16e-05 |Target 004: 9.82e-06 +Target 005: 2.88e-05 |Target 006: 1.47e-04 |Target 007: 7.54e-06 |Target 008: 2.06e-05 |Target 009: 3.19e-05 +Target 010: 9.44e-06 |Target 011: 7.89e-06 |Target 012: 1.03e-05 |Target 013: 1.28e-05 |Target 014: 6.98e-06 +Target 015: 1.30e-05 |Target 016: 2.77e-05 |Target 017: 1.79e-05 |Target 018: 3.63e-05 |Target 019: 3.80e-05 +Target 020: 1.25e-05 |Target 021: 5.30e-05 |Target 022: 7.52e-06 |Target 023: 3.26e-05 |Target 024: 3.77e-05 + +==================== +Epoch #365 | Time: 00d 01h 40m | LR: 2.00e-03 | Epoch time: 16.36 | Train loss: 3.55e-05 | Val loss: 1.93e-05 +Target 001 has maximum loss 1.42e-04; Target 004 has minimum loss 4.79e-06 +Target 000: 8.96e-05 |Target 001: 1.42e-04 |Target 002: 4.93e-06 |Target 003: 4.28e-05 |Target 004: 4.79e-06 +Target 005: 1.25e-04 |Target 006: 8.33e-05 |Target 007: 8.47e-06 |Target 008: 1.29e-05 |Target 009: 2.46e-05 +Target 010: 8.97e-06 |Target 011: 8.38e-06 |Target 012: 7.10e-06 |Target 013: 2.46e-05 |Target 014: 1.11e-05 +Target 015: 9.07e-06 |Target 016: 1.45e-05 |Target 017: 1.90e-05 |Target 018: 3.47e-05 |Target 019: 1.57e-05 +Target 020: 4.89e-06 |Target 021: 2.18e-05 |Target 022: 7.11e-06 |Target 023: 2.40e-05 |Target 024: 2.31e-05 + +==================== +Epoch #366 | Time: 00d 01h 40m | LR: 2.00e-03 | Epoch time: 16.27 | Train loss: 2.62e-05 | Val loss: 2.11e-05 +Target 001 has maximum loss 2.27e-04; Target 002 has minimum loss 3.33e-06 +Target 000: 6.93e-05 |Target 001: 2.27e-04 |Target 002: 3.33e-06 |Target 003: 1.07e-05 |Target 004: 1.00e-05 +Target 005: 3.60e-05 |Target 006: 1.12e-04 |Target 007: 6.19e-06 |Target 008: 2.37e-05 |Target 009: 1.08e-05 +Target 010: 6.73e-06 |Target 011: 3.99e-06 |Target 012: 1.59e-05 |Target 013: 3.99e-05 |Target 014: 5.36e-06 +Target 015: 6.76e-06 |Target 016: 1.89e-05 |Target 017: 3.91e-05 |Target 018: 3.85e-05 |Target 019: 1.54e-05 +Target 020: 4.41e-06 |Target 021: 1.19e-05 |Target 022: 3.98e-06 |Target 023: 1.37e-05 |Target 024: 3.64e-05 + +==================== +Epoch #367 | Time: 00d 01h 41m | LR: 2.00e-03 | Epoch time: 16.37 | Train loss: 2.86e-05 | Val loss: 1.52e-05 +Target 001 has maximum loss 2.63e-04; Target 002 has minimum loss 2.87e-06 +Target 000: 2.29e-05 |Target 001: 2.63e-04 |Target 002: 2.87e-06 |Target 003: 5.81e-06 |Target 004: 4.44e-06 +Target 005: 4.23e-05 |Target 006: 1.88e-04 |Target 007: 8.11e-06 |Target 008: 1.00e-05 |Target 009: 1.82e-05 +Target 010: 4.36e-06 |Target 011: 4.91e-06 |Target 012: 1.52e-05 |Target 013: 8.06e-06 |Target 014: 4.50e-06 +Target 015: 8.28e-06 |Target 016: 9.57e-06 |Target 017: 8.18e-06 |Target 018: 2.69e-05 |Target 019: 1.49e-05 +Target 020: 4.88e-06 |Target 021: 1.59e-05 |Target 022: 4.78e-06 |Target 023: 1.55e-05 |Target 024: 2.22e-05 + +==================== +Epoch #368 | Time: 00d 01h 41m | LR: 2.00e-03 | Epoch time: 16.35 | Train loss: 2.88e-05 | Val loss: 2.29e-05 +Target 001 has maximum loss 1.67e-04; Target 002 has minimum loss 2.26e-06 +Target 000: 3.47e-05 |Target 001: 1.67e-04 |Target 002: 2.26e-06 |Target 003: 9.25e-06 |Target 004: 4.95e-06 +Target 005: 3.92e-05 |Target 006: 1.37e-04 |Target 007: 1.30e-05 |Target 008: 1.39e-05 |Target 009: 2.63e-05 +Target 010: 4.86e-06 |Target 011: 1.28e-05 |Target 012: 9.12e-06 |Target 013: 3.64e-05 |Target 014: 6.01e-06 +Target 015: 6.19e-06 |Target 016: 2.15e-05 |Target 017: 2.90e-05 |Target 018: 3.98e-05 |Target 019: 2.78e-05 +Target 020: 6.30e-06 |Target 021: 1.75e-05 |Target 022: 7.56e-06 |Target 023: 3.74e-05 |Target 024: 2.99e-05 + +==================== +Epoch #369 | Time: 00d 01h 41m | LR: 2.00e-03 | Epoch time: 16.24 | Train loss: 3.08e-05 | Val loss: 1.88e-05 +Target 001 has maximum loss 2.59e-04; Target 002 has minimum loss 3.07e-06 +Target 000: 7.44e-05 |Target 001: 2.59e-04 |Target 002: 3.07e-06 |Target 003: 5.99e-06 |Target 004: 6.86e-06 +Target 005: 1.53e-04 |Target 006: 2.43e-04 |Target 007: 7.64e-06 |Target 008: 1.32e-05 |Target 009: 2.23e-05 +Target 010: 3.45e-06 |Target 011: 4.03e-06 |Target 012: 1.06e-05 |Target 013: 1.05e-05 |Target 014: 5.36e-06 +Target 015: 6.05e-06 |Target 016: 1.26e-05 |Target 017: 9.11e-06 |Target 018: 2.56e-05 |Target 019: 1.47e-05 +Target 020: 7.70e-06 |Target 021: 2.27e-05 |Target 022: 6.80e-06 |Target 023: 1.44e-05 |Target 024: 3.43e-05 + +==================== +Epoch #370 | Time: 00d 01h 41m | LR: 2.00e-03 | Epoch time: 16.21 | Train loss: 2.73e-05 | Val loss: 1.32e-05 +Target 005 has maximum loss 7.25e-05; Target 002 has minimum loss 3.56e-06 +Target 000: 2.71e-05 |Target 001: 3.86e-05 |Target 002: 3.56e-06 |Target 003: 6.85e-06 |Target 004: 4.64e-06 +Target 005: 7.25e-05 |Target 006: 4.00e-05 |Target 007: 6.08e-06 |Target 008: 1.45e-05 |Target 009: 1.20e-05 +Target 010: 4.85e-06 |Target 011: 4.86e-06 |Target 012: 6.54e-06 |Target 013: 1.76e-05 |Target 014: 4.33e-06 +Target 015: 6.01e-06 |Target 016: 1.04e-05 |Target 017: 2.25e-05 |Target 018: 2.15e-05 |Target 019: 1.33e-05 +Target 020: 5.07e-06 |Target 021: 9.55e-06 |Target 022: 4.85e-06 |Target 023: 1.32e-05 |Target 024: 2.31e-05 + +==================== +Epoch #371 | Time: 00d 01h 42m | LR: 2.00e-03 | Epoch time: 16.21 | Train loss: 3.11e-05 | Val loss: 1.84e-05 +Target 005 has maximum loss 1.21e-04; Target 002 has minimum loss 4.56e-06 +Target 000: 9.95e-05 |Target 001: 1.18e-04 |Target 002: 4.56e-06 |Target 003: 6.96e-06 |Target 004: 4.95e-06 +Target 005: 1.21e-04 |Target 006: 6.51e-05 |Target 007: 4.86e-06 |Target 008: 2.13e-05 |Target 009: 1.84e-05 +Target 010: 5.82e-06 |Target 011: 7.12e-06 |Target 012: 7.96e-06 |Target 013: 2.54e-05 |Target 014: 7.20e-06 +Target 015: 6.21e-06 |Target 016: 3.38e-05 |Target 017: 1.63e-05 |Target 018: 2.62e-05 |Target 019: 1.89e-05 +Target 020: 5.83e-06 |Target 021: 2.28e-05 |Target 022: 7.66e-06 |Target 023: 1.89e-05 |Target 024: 2.82e-05 + +==================== +Epoch #372 | Time: 00d 01h 42m | LR: 2.00e-03 | Epoch time: 16.09 | Train loss: 3.00e-05 | Val loss: 2.30e-05 +Target 001 has maximum loss 3.03e-04; Target 010 has minimum loss 3.33e-06 +Target 000: 1.82e-04 |Target 001: 3.03e-04 |Target 002: 4.25e-06 |Target 003: 5.88e-06 |Target 004: 4.73e-06 +Target 005: 6.33e-05 |Target 006: 1.12e-04 |Target 007: 1.85e-05 |Target 008: 9.98e-06 |Target 009: 2.57e-05 +Target 010: 3.33e-06 |Target 011: 4.69e-06 |Target 012: 3.20e-05 |Target 013: 2.08e-05 |Target 014: 8.90e-06 +Target 015: 9.01e-06 |Target 016: 1.78e-05 |Target 017: 2.74e-05 |Target 018: 2.78e-05 |Target 019: 1.74e-05 +Target 020: 7.56e-06 |Target 021: 1.57e-05 |Target 022: 5.76e-06 |Target 023: 1.84e-05 |Target 024: 4.03e-05 + +==================== +Epoch #373 | Time: 00d 01h 42m | LR: 2.00e-03 | Epoch time: 16.05 | Train loss: 2.88e-05 | Val loss: 1.94e-05 +Target 001 has maximum loss 1.49e-04; Target 002 has minimum loss 2.65e-06 +Target 000: 3.65e-05 |Target 001: 1.49e-04 |Target 002: 2.65e-06 |Target 003: 9.56e-06 |Target 004: 3.64e-06 +Target 005: 8.46e-05 |Target 006: 1.13e-04 |Target 007: 5.64e-06 |Target 008: 1.52e-05 |Target 009: 3.32e-05 +Target 010: 2.85e-06 |Target 011: 4.70e-06 |Target 012: 9.98e-06 |Target 013: 1.14e-05 |Target 014: 7.15e-06 +Target 015: 5.00e-06 |Target 016: 2.30e-05 |Target 017: 1.18e-05 |Target 018: 3.21e-05 |Target 019: 1.93e-05 +Target 020: 8.51e-06 |Target 021: 2.70e-05 |Target 022: 6.60e-06 |Target 023: 2.44e-05 |Target 024: 3.50e-05 + +==================== +Epoch #374 | Time: 00d 01h 43m | LR: 2.00e-03 | Epoch time: 16.27 | Train loss: 2.75e-05 | Val loss: 1.38e-05 +Target 001 has maximum loss 1.70e-04; Target 002 has minimum loss 2.24e-06 +Target 000: 3.63e-05 |Target 001: 1.70e-04 |Target 002: 2.24e-06 |Target 003: 6.04e-06 |Target 004: 4.68e-06 +Target 005: 3.42e-05 |Target 006: 6.88e-05 |Target 007: 5.05e-06 |Target 008: 1.04e-05 |Target 009: 1.13e-05 +Target 010: 4.95e-06 |Target 011: 3.29e-06 |Target 012: 8.87e-06 |Target 013: 1.73e-05 |Target 014: 5.49e-06 +Target 015: 4.90e-06 |Target 016: 9.13e-06 |Target 017: 7.78e-06 |Target 018: 2.34e-05 |Target 019: 1.52e-05 +Target 020: 5.05e-06 |Target 021: 1.17e-05 |Target 022: 4.39e-06 |Target 023: 1.67e-05 |Target 024: 2.32e-05 + +==================== +Epoch #375 | Time: 00d 01h 43m | LR: 2.00e-03 | Epoch time: 16.07 | Train loss: 3.49e-05 | Val loss: 2.54e-05 +Target 006 has maximum loss 1.18e-04; Target 002 has minimum loss 5.72e-06 +Target 000: 5.29e-05 |Target 001: 7.10e-05 |Target 002: 5.72e-06 |Target 003: 1.38e-05 |Target 004: 8.68e-06 +Target 005: 2.30e-05 |Target 006: 1.18e-04 |Target 007: 1.32e-05 |Target 008: 5.32e-05 |Target 009: 5.04e-05 +Target 010: 1.08e-05 |Target 011: 1.70e-05 |Target 012: 9.05e-06 |Target 013: 1.78e-05 |Target 014: 1.06e-05 +Target 015: 1.49e-05 |Target 016: 5.21e-05 |Target 017: 1.94e-05 |Target 018: 5.91e-05 |Target 019: 3.30e-05 +Target 020: 9.04e-06 |Target 021: 3.14e-05 |Target 022: 8.88e-06 |Target 023: 3.41e-05 |Target 024: 2.98e-05 + +==================== +Epoch #376 | Time: 00d 01h 43m | LR: 2.00e-03 | Epoch time: 16.40 | Train loss: 6.09e-05 | Val loss: 3.84e-05 +Target 001 has maximum loss 3.95e-04; Target 002 has minimum loss 4.81e-06 +Target 000: 4.80e-05 |Target 001: 3.95e-04 |Target 002: 4.81e-06 |Target 003: 1.40e-05 |Target 004: 7.85e-06 +Target 005: 7.33e-05 |Target 006: 2.95e-04 |Target 007: 4.42e-05 |Target 008: 3.25e-05 |Target 009: 5.87e-05 +Target 010: 1.16e-05 |Target 011: 1.65e-05 |Target 012: 1.26e-05 |Target 013: 2.20e-05 |Target 014: 1.34e-05 +Target 015: 1.06e-05 |Target 016: 3.07e-05 |Target 017: 2.89e-05 |Target 018: 3.34e-05 |Target 019: 6.00e-05 +Target 020: 1.15e-05 |Target 021: 4.95e-05 |Target 022: 1.17e-05 |Target 023: 5.02e-05 |Target 024: 6.57e-05 + +==================== +Epoch #377 | Time: 00d 01h 43m | LR: 2.00e-03 | Epoch time: 16.25 | Train loss: 4.51e-05 | Val loss: 2.33e-05 +Target 005 has maximum loss 5.16e-04; Target 004 has minimum loss 5.87e-06 +Target 000: 9.28e-05 |Target 001: 4.33e-05 |Target 002: 6.13e-06 |Target 003: 9.58e-06 |Target 004: 5.87e-06 +Target 005: 5.16e-04 |Target 006: 1.03e-04 |Target 007: 7.02e-06 |Target 008: 1.50e-05 |Target 009: 1.63e-05 +Target 010: 1.78e-05 |Target 011: 1.15e-05 |Target 012: 1.52e-05 |Target 013: 1.52e-05 |Target 014: 9.57e-06 +Target 015: 1.18e-05 |Target 016: 3.31e-05 |Target 017: 1.15e-05 |Target 018: 4.11e-05 |Target 019: 2.26e-05 +Target 020: 6.33e-06 |Target 021: 1.70e-05 |Target 022: 7.79e-06 |Target 023: 2.22e-05 |Target 024: 3.74e-05 + +==================== +Epoch #378 | Time: 00d 01h 44m | LR: 2.00e-03 | Epoch time: 16.12 | Train loss: 3.98e-05 | Val loss: 2.37e-05 +Target 001 has maximum loss 4.80e-04; Target 002 has minimum loss 5.56e-06 +Target 000: 6.71e-05 |Target 001: 4.80e-04 |Target 002: 5.56e-06 |Target 003: 9.15e-06 |Target 004: 9.91e-06 +Target 005: 5.47e-05 |Target 006: 9.64e-05 |Target 007: 8.24e-06 |Target 008: 2.34e-05 |Target 009: 2.91e-05 +Target 010: 9.81e-06 |Target 011: 7.00e-06 |Target 012: 2.51e-05 |Target 013: 1.87e-05 |Target 014: 6.54e-06 +Target 015: 1.10e-05 |Target 016: 2.31e-05 |Target 017: 2.69e-05 |Target 018: 3.29e-05 |Target 019: 2.25e-05 +Target 020: 6.83e-06 |Target 021: 2.27e-05 |Target 022: 7.22e-06 |Target 023: 2.09e-05 |Target 024: 3.50e-05 + +==================== +Epoch #379 | Time: 00d 01h 44m | LR: 2.00e-03 | Epoch time: 16.18 | Train loss: 3.90e-05 | Val loss: 2.59e-05 +Target 001 has maximum loss 1.24e-04; Target 011 has minimum loss 3.49e-06 +Target 000: 4.58e-05 |Target 001: 1.24e-04 |Target 002: 3.65e-06 |Target 003: 5.61e-06 |Target 004: 8.79e-06 +Target 005: 7.28e-05 |Target 006: 3.39e-05 |Target 007: 9.84e-06 |Target 008: 1.78e-05 |Target 009: 3.99e-05 +Target 010: 4.05e-06 |Target 011: 3.49e-06 |Target 012: 1.23e-05 |Target 013: 1.10e-05 |Target 014: 1.26e-05 +Target 015: 6.14e-06 |Target 016: 2.28e-05 |Target 017: 1.56e-05 |Target 018: 4.34e-05 |Target 019: 2.56e-05 +Target 020: 6.91e-06 |Target 021: 4.00e-05 |Target 022: 1.06e-05 |Target 023: 2.99e-05 |Target 024: 5.93e-05 + +==================== +Epoch #380 | Time: 00d 01h 44m | LR: 2.00e-03 | Epoch time: 16.25 | Train loss: 3.06e-05 | Val loss: 1.56e-05 +Target 005 has maximum loss 8.22e-05; Target 002 has minimum loss 2.79e-06 +Target 000: 2.23e-05 |Target 001: 7.41e-05 |Target 002: 2.79e-06 |Target 003: 5.07e-06 |Target 004: 6.97e-06 +Target 005: 8.22e-05 |Target 006: 3.87e-05 |Target 007: 3.79e-06 |Target 008: 1.28e-05 |Target 009: 1.06e-05 +Target 010: 8.24e-06 |Target 011: 7.19e-06 |Target 012: 1.29e-05 |Target 013: 2.45e-05 |Target 014: 4.87e-06 +Target 015: 5.88e-06 |Target 016: 2.01e-05 |Target 017: 3.28e-05 |Target 018: 2.03e-05 |Target 019: 1.17e-05 +Target 020: 4.59e-06 |Target 021: 1.20e-05 |Target 022: 4.48e-06 |Target 023: 1.44e-05 |Target 024: 2.81e-05 + +==================== +Epoch #381 | Time: 00d 01h 44m | LR: 2.00e-03 | Epoch time: 16.38 | Train loss: 2.93e-05 | Val loss: 2.78e-05 +Target 001 has maximum loss 9.42e-04; Target 002 has minimum loss 3.57e-06 +Target 000: 2.64e-04 |Target 001: 9.42e-04 |Target 002: 3.57e-06 |Target 003: 1.68e-05 |Target 004: 5.80e-06 +Target 005: 8.77e-05 |Target 006: 1.03e-04 |Target 007: 1.01e-05 |Target 008: 1.00e-05 |Target 009: 2.05e-05 +Target 010: 7.40e-06 |Target 011: 4.82e-06 |Target 012: 5.14e-05 |Target 013: 4.16e-05 |Target 014: 4.78e-06 +Target 015: 5.02e-06 |Target 016: 1.01e-05 |Target 017: 2.83e-05 |Target 018: 2.40e-05 |Target 019: 1.43e-05 +Target 020: 5.53e-06 |Target 021: 1.90e-05 |Target 022: 4.85e-06 |Target 023: 1.62e-05 |Target 024: 3.77e-05 + +==================== +Epoch #382 | Time: 00d 01h 45m | LR: 2.00e-03 | Epoch time: 16.36 | Train loss: 3.55e-05 | Val loss: 4.01e-05 +Target 001 has maximum loss 8.05e-04; Target 002 has minimum loss 6.05e-06 +Target 000: 1.21e-04 |Target 001: 8.05e-04 |Target 002: 6.05e-06 |Target 003: 8.48e-06 |Target 004: 6.36e-06 +Target 005: 6.21e-05 |Target 006: 2.66e-04 |Target 007: 1.18e-05 |Target 008: 1.67e-05 |Target 009: 9.03e-05 +Target 010: 6.33e-06 |Target 011: 2.40e-05 |Target 012: 2.21e-05 |Target 013: 2.85e-05 |Target 014: 1.78e-05 +Target 015: 9.83e-06 |Target 016: 2.78e-05 |Target 017: 4.93e-05 |Target 018: 6.20e-05 |Target 019: 2.79e-05 +Target 020: 7.26e-06 |Target 021: 3.89e-05 |Target 022: 1.12e-05 |Target 023: 3.40e-05 |Target 024: 6.59e-05 + +==================== +Epoch #383 | Time: 00d 01h 45m | LR: 2.00e-03 | Epoch time: 16.17 | Train loss: 4.52e-05 | Val loss: 2.94e-05 +Target 001 has maximum loss 4.99e-04; Target 004 has minimum loss 4.22e-06 +Target 000: 1.54e-04 |Target 001: 4.99e-04 |Target 002: 8.80e-06 |Target 003: 1.48e-05 |Target 004: 4.22e-06 +Target 005: 7.46e-05 |Target 006: 5.33e-05 |Target 007: 7.04e-06 |Target 008: 1.36e-05 |Target 009: 3.57e-05 +Target 010: 7.52e-06 |Target 011: 1.03e-05 |Target 012: 1.71e-05 |Target 013: 6.14e-05 |Target 014: 1.18e-05 +Target 015: 1.34e-05 |Target 016: 2.28e-05 |Target 017: 3.20e-05 |Target 018: 3.96e-05 |Target 019: 2.23e-05 +Target 020: 9.67e-06 |Target 021: 2.44e-05 |Target 022: 1.07e-05 |Target 023: 2.38e-05 |Target 024: 4.59e-05 + +==================== +Epoch #384 | Time: 00d 01h 45m | LR: 2.00e-03 | Epoch time: 16.05 | Train loss: 4.06e-05 | Val loss: 2.13e-05 +Target 001 has maximum loss 2.01e-04; Target 010 has minimum loss 3.87e-06 +Target 000: 3.23e-05 |Target 001: 2.01e-04 |Target 002: 4.68e-06 |Target 003: 8.43e-06 |Target 004: 1.03e-05 +Target 005: 2.33e-05 |Target 006: 5.40e-05 |Target 007: 1.27e-05 |Target 008: 1.20e-05 |Target 009: 2.01e-05 +Target 010: 3.87e-06 |Target 011: 9.19e-06 |Target 012: 1.51e-05 |Target 013: 2.30e-05 |Target 014: 1.22e-05 +Target 015: 5.90e-06 |Target 016: 1.03e-05 |Target 017: 1.23e-05 |Target 018: 4.00e-05 |Target 019: 2.30e-05 +Target 020: 6.84e-06 |Target 021: 1.83e-05 |Target 022: 6.09e-06 |Target 023: 1.96e-05 |Target 024: 4.30e-05 + +==================== +Epoch #385 | Time: 00d 01h 46m | LR: 2.00e-03 | Epoch time: 16.23 | Train loss: 4.24e-05 | Val loss: 3.60e-05 +Target 001 has maximum loss 2.99e-04; Target 004 has minimum loss 7.13e-06 +Target 000: 1.29e-04 |Target 001: 2.99e-04 |Target 002: 1.41e-05 |Target 003: 3.48e-05 |Target 004: 7.13e-06 +Target 005: 2.69e-04 |Target 006: 2.47e-04 |Target 007: 2.15e-05 |Target 008: 3.34e-05 |Target 009: 8.51e-05 +Target 010: 1.17e-05 |Target 011: 9.87e-06 |Target 012: 2.46e-05 |Target 013: 1.77e-05 |Target 014: 1.45e-05 +Target 015: 1.20e-05 |Target 016: 3.84e-05 |Target 017: 2.53e-05 |Target 018: 3.66e-05 |Target 019: 3.30e-05 +Target 020: 9.72e-06 |Target 021: 8.68e-05 |Target 022: 1.03e-05 |Target 023: 4.05e-05 |Target 024: 5.01e-05 + +==================== +Epoch #386 | Time: 00d 01h 46m | LR: 2.00e-03 | Epoch time: 16.27 | Train loss: 4.35e-05 | Val loss: 1.33e-05 +Target 006 has maximum loss 6.22e-05; Target 020 has minimum loss 3.76e-06 +Target 000: 3.12e-05 |Target 001: 2.87e-05 |Target 002: 5.91e-06 |Target 003: 1.79e-05 |Target 004: 4.48e-06 +Target 005: 5.06e-05 |Target 006: 6.22e-05 |Target 007: 4.87e-06 |Target 008: 1.34e-05 |Target 009: 2.15e-05 +Target 010: 3.86e-06 |Target 011: 8.04e-06 |Target 012: 1.41e-05 |Target 013: 7.50e-06 |Target 014: 4.96e-06 +Target 015: 4.72e-06 |Target 016: 1.33e-05 |Target 017: 9.28e-06 |Target 018: 2.84e-05 |Target 019: 1.48e-05 +Target 020: 3.76e-06 |Target 021: 1.70e-05 |Target 022: 5.04e-06 |Target 023: 1.59e-05 |Target 024: 1.93e-05 + +==================== +Epoch #387 | Time: 00d 01h 46m | LR: 2.00e-03 | Epoch time: 16.26 | Train loss: 5.26e-05 | Val loss: 3.46e-05 +Target 001 has maximum loss 4.46e-04; Target 002 has minimum loss 4.93e-06 +Target 000: 2.95e-04 |Target 001: 4.46e-04 |Target 002: 4.93e-06 |Target 003: 2.09e-05 |Target 004: 6.08e-06 +Target 005: 1.56e-04 |Target 006: 1.64e-04 |Target 007: 1.81e-05 |Target 008: 5.21e-05 |Target 009: 3.24e-05 +Target 010: 1.20e-05 |Target 011: 9.73e-06 |Target 012: 1.61e-05 |Target 013: 2.44e-05 |Target 014: 1.14e-05 +Target 015: 1.37e-05 |Target 016: 8.06e-05 |Target 017: 5.26e-05 |Target 018: 9.91e-05 |Target 019: 2.76e-05 +Target 020: 6.94e-06 |Target 021: 2.22e-05 |Target 022: 8.14e-06 |Target 023: 3.78e-05 |Target 024: 3.27e-05 + +==================== +Epoch #388 | Time: 00d 01h 46m | LR: 2.00e-03 | Epoch time: 16.25 | Train loss: 3.81e-05 | Val loss: 3.83e-05 +Target 024 has maximum loss 7.70e-05; Target 010 has minimum loss 7.78e-06 +Target 000: 3.68e-05 |Target 001: 3.84e-05 |Target 002: 8.72e-06 |Target 003: 1.77e-05 |Target 004: 8.51e-06 +Target 005: 2.67e-05 |Target 006: 5.75e-05 |Target 007: 2.00e-05 |Target 008: 3.26e-05 |Target 009: 6.72e-05 +Target 010: 7.78e-06 |Target 011: 2.08e-05 |Target 012: 1.07e-05 |Target 013: 3.57e-05 |Target 014: 1.90e-05 +Target 015: 1.52e-05 |Target 016: 4.54e-05 |Target 017: 4.42e-05 |Target 018: 6.78e-05 |Target 019: 4.08e-05 +Target 020: 1.17e-05 |Target 021: 4.94e-05 |Target 022: 1.45e-05 |Target 023: 4.43e-05 |Target 024: 7.70e-05 + +==================== +Epoch #389 | Time: 00d 01h 47m | LR: 2.00e-03 | Epoch time: 16.25 | Train loss: 4.15e-05 | Val loss: 1.50e-05 +Target 000 has maximum loss 7.40e-05; Target 010 has minimum loss 3.03e-06 +Target 000: 7.40e-05 |Target 001: 2.46e-05 |Target 002: 3.79e-06 |Target 003: 4.77e-06 |Target 004: 6.85e-06 +Target 005: 4.75e-05 |Target 006: 4.10e-05 |Target 007: 8.51e-06 |Target 008: 1.25e-05 |Target 009: 1.29e-05 +Target 010: 3.03e-06 |Target 011: 3.83e-06 |Target 012: 4.75e-06 |Target 013: 1.54e-05 |Target 014: 6.95e-06 +Target 015: 7.95e-06 |Target 016: 1.21e-05 |Target 017: 1.46e-05 |Target 018: 2.45e-05 |Target 019: 1.38e-05 +Target 020: 5.78e-06 |Target 021: 1.26e-05 |Target 022: 7.69e-06 |Target 023: 1.91e-05 |Target 024: 2.98e-05 + +==================== +Epoch #390 | Time: 00d 01h 47m | LR: 2.00e-03 | Epoch time: 16.16 | Train loss: 2.78e-05 | Val loss: 2.24e-05 +Target 000 has maximum loss 2.08e-04; Target 010 has minimum loss 5.64e-06 +Target 000: 2.08e-04 |Target 001: 3.60e-05 |Target 002: 6.72e-06 |Target 003: 1.96e-05 |Target 004: 6.50e-06 +Target 005: 7.84e-05 |Target 006: 9.17e-05 |Target 007: 7.58e-06 |Target 008: 1.75e-05 |Target 009: 3.72e-05 +Target 010: 5.64e-06 |Target 011: 5.98e-06 |Target 012: 1.73e-05 |Target 013: 1.77e-05 |Target 014: 6.95e-06 +Target 015: 1.95e-05 |Target 016: 4.04e-05 |Target 017: 1.17e-05 |Target 018: 4.31e-05 |Target 019: 3.31e-05 +Target 020: 1.00e-05 |Target 021: 2.90e-05 |Target 022: 6.92e-06 |Target 023: 3.08e-05 |Target 024: 2.46e-05 + +==================== +Epoch #391 | Time: 00d 01h 47m | LR: 2.00e-03 | Epoch time: 16.22 | Train loss: 2.79e-05 | Val loss: 1.62e-05 +Target 000 has maximum loss 2.43e-04; Target 002 has minimum loss 3.18e-06 +Target 000: 2.43e-04 |Target 001: 1.59e-04 |Target 002: 3.18e-06 |Target 003: 7.10e-06 |Target 004: 3.89e-06 +Target 005: 1.41e-04 |Target 006: 9.25e-05 |Target 007: 5.39e-06 |Target 008: 1.09e-05 |Target 009: 1.37e-05 +Target 010: 7.94e-06 |Target 011: 5.53e-06 |Target 012: 4.39e-06 |Target 013: 2.81e-05 |Target 014: 6.32e-06 +Target 015: 6.06e-06 |Target 016: 1.37e-05 |Target 017: 1.70e-05 |Target 018: 2.14e-05 |Target 019: 1.30e-05 +Target 020: 4.99e-06 |Target 021: 1.47e-05 |Target 022: 6.61e-06 |Target 023: 1.23e-05 |Target 024: 2.10e-05 + +==================== +Epoch #392 | Time: 00d 01h 48m | LR: 2.00e-03 | Epoch time: 16.15 | Train loss: 2.74e-05 | Val loss: 1.95e-05 +Target 006 has maximum loss 3.17e-04; Target 011 has minimum loss 3.31e-06 +Target 000: 6.95e-05 |Target 001: 1.76e-04 |Target 002: 5.59e-06 |Target 003: 1.22e-05 |Target 004: 7.53e-06 +Target 005: 2.91e-05 |Target 006: 3.17e-04 |Target 007: 7.79e-06 |Target 008: 2.12e-05 |Target 009: 3.22e-05 +Target 010: 1.43e-05 |Target 011: 3.31e-06 |Target 012: 1.53e-05 |Target 013: 1.33e-05 |Target 014: 5.55e-06 +Target 015: 7.23e-06 |Target 016: 1.53e-05 |Target 017: 1.16e-05 |Target 018: 4.22e-05 |Target 019: 1.60e-05 +Target 020: 9.41e-06 |Target 021: 1.93e-05 |Target 022: 4.82e-06 |Target 023: 1.77e-05 |Target 024: 2.77e-05 + +==================== +Epoch #393 | Time: 00d 01h 48m | LR: 2.00e-03 | Epoch time: 16.48 | Train loss: 4.10e-05 | Val loss: 2.61e-05 +Target 001 has maximum loss 2.66e-04; Target 002 has minimum loss 3.35e-06 +Target 000: 1.17e-04 |Target 001: 2.66e-04 |Target 002: 3.35e-06 |Target 003: 7.42e-06 |Target 004: 6.01e-06 +Target 005: 6.74e-05 |Target 006: 1.06e-04 |Target 007: 1.98e-05 |Target 008: 1.46e-05 |Target 009: 7.53e-05 +Target 010: 4.27e-06 |Target 011: 7.61e-06 |Target 012: 1.68e-05 |Target 013: 2.30e-05 |Target 014: 1.15e-05 +Target 015: 5.17e-06 |Target 016: 1.86e-05 |Target 017: 1.24e-05 |Target 018: 1.91e-05 |Target 019: 2.50e-05 +Target 020: 8.39e-06 |Target 021: 6.39e-05 |Target 022: 7.83e-06 |Target 023: 2.24e-05 |Target 024: 4.84e-05 + +==================== +Epoch #394 | Time: 00d 01h 48m | LR: 2.00e-03 | Epoch time: 16.21 | Train loss: 2.43e-04 | Val loss: 1.38e-04 +Target 001 has maximum loss 9.37e-04; Target 002 has minimum loss 1.94e-05 +Target 000: 6.24e-04 |Target 001: 9.37e-04 |Target 002: 1.94e-05 |Target 003: 1.42e-04 |Target 004: 3.05e-05 +Target 005: 2.31e-04 |Target 006: 8.77e-04 |Target 007: 1.47e-04 |Target 008: 7.78e-05 |Target 009: 5.14e-04 +Target 010: 4.33e-05 |Target 011: 3.77e-05 |Target 012: 6.45e-05 |Target 013: 6.53e-05 |Target 014: 8.50e-05 +Target 015: 4.91e-05 |Target 016: 1.09e-04 |Target 017: 2.58e-05 |Target 018: 6.03e-05 |Target 019: 1.38e-04 +Target 020: 9.54e-05 |Target 021: 2.71e-04 |Target 022: 8.86e-05 |Target 023: 2.21e-04 |Target 024: 1.72e-04 + +==================== +Epoch #395 | Time: 00d 01h 48m | LR: 2.00e-03 | Epoch time: 16.30 | Train loss: 2.25e-04 | Val loss: 2.12e-04 +Target 005 has maximum loss 1.07e-03; Target 002 has minimum loss 2.41e-05 +Target 000: 1.04e-04 |Target 001: 9.73e-05 |Target 002: 2.41e-05 |Target 003: 7.52e-05 |Target 004: 5.73e-05 +Target 005: 1.07e-03 |Target 006: 6.89e-05 |Target 007: 2.08e-04 |Target 008: 1.41e-04 |Target 009: 1.76e-04 +Target 010: 3.43e-05 |Target 011: 5.10e-05 |Target 012: 3.68e-05 |Target 013: 1.36e-04 |Target 014: 6.64e-05 +Target 015: 9.52e-05 |Target 016: 2.66e-04 |Target 017: 5.32e-05 |Target 018: 2.08e-04 |Target 019: 3.46e-04 +Target 020: 3.93e-05 |Target 021: 1.57e-04 |Target 022: 6.75e-05 |Target 023: 5.83e-04 |Target 024: 3.92e-04 + +==================== +Epoch #396 | Time: 00d 01h 49m | LR: 2.00e-03 | Epoch time: 16.28 | Train loss: 1.40e-04 | Val loss: 4.44e-05 +Target 001 has maximum loss 6.55e-04; Target 007 has minimum loss 6.85e-06 +Target 000: 1.75e-04 |Target 001: 6.55e-04 |Target 002: 1.40e-05 |Target 003: 4.84e-05 |Target 004: 7.45e-06 +Target 005: 2.54e-04 |Target 006: 5.76e-05 |Target 007: 6.85e-06 |Target 008: 3.31e-05 |Target 009: 3.32e-05 +Target 010: 2.94e-05 |Target 011: 1.34e-05 |Target 012: 7.46e-05 |Target 013: 2.42e-05 |Target 014: 1.34e-05 +Target 015: 2.68e-05 |Target 016: 3.81e-05 |Target 017: 2.69e-05 |Target 018: 7.04e-05 |Target 019: 4.56e-05 +Target 020: 1.16e-05 |Target 021: 4.19e-05 |Target 022: 1.25e-05 |Target 023: 6.04e-05 |Target 024: 6.10e-05 + +==================== +Epoch #397 | Time: 00d 01h 49m | LR: 2.00e-03 | Epoch time: 16.17 | Train loss: 4.18e-05 | Val loss: 2.10e-05 +Target 005 has maximum loss 1.67e-04; Target 010 has minimum loss 3.34e-06 +Target 000: 1.51e-04 |Target 001: 6.83e-05 |Target 002: 4.21e-06 |Target 003: 6.41e-06 |Target 004: 4.12e-06 +Target 005: 1.67e-04 |Target 006: 1.62e-04 |Target 007: 4.70e-06 |Target 008: 1.81e-05 |Target 009: 2.07e-05 +Target 010: 3.34e-06 |Target 011: 1.07e-05 |Target 012: 2.86e-05 |Target 013: 1.61e-05 |Target 014: 7.42e-06 +Target 015: 6.26e-06 |Target 016: 2.74e-05 |Target 017: 2.00e-05 |Target 018: 3.68e-05 |Target 019: 2.09e-05 +Target 020: 4.95e-06 |Target 021: 1.83e-05 |Target 022: 5.94e-06 |Target 023: 2.28e-05 |Target 024: 2.97e-05 + +==================== +Epoch #398 | Time: 00d 01h 49m | LR: 2.00e-03 | Epoch time: 16.18 | Train loss: 3.34e-05 | Val loss: 1.13e-05 +Target 006 has maximum loss 3.89e-05; Target 010 has minimum loss 3.20e-06 +Target 000: 2.24e-05 |Target 001: 2.89e-05 |Target 002: 3.96e-06 |Target 003: 9.18e-06 |Target 004: 3.55e-06 +Target 005: 2.42e-05 |Target 006: 3.89e-05 |Target 007: 3.51e-06 |Target 008: 1.00e-05 |Target 009: 1.36e-05 +Target 010: 3.20e-06 |Target 011: 3.78e-06 |Target 012: 7.29e-06 |Target 013: 7.47e-06 |Target 014: 4.89e-06 +Target 015: 5.64e-06 |Target 016: 1.37e-05 |Target 017: 7.74e-06 |Target 018: 2.05e-05 |Target 019: 1.35e-05 +Target 020: 4.11e-06 |Target 021: 1.35e-05 |Target 022: 4.52e-06 |Target 023: 1.43e-05 |Target 024: 2.05e-05 + +==================== +Epoch #399 | Time: 00d 01h 49m | LR: 2.00e-03 | Epoch time: 16.16 | Train loss: 2.54e-05 | Val loss: 1.27e-05 +Target 001 has maximum loss 2.34e-04; Target 002 has minimum loss 3.50e-06 +Target 000: 2.59e-05 |Target 001: 2.34e-04 |Target 002: 3.50e-06 |Target 003: 6.57e-06 |Target 004: 5.69e-06 +Target 005: 1.41e-05 |Target 006: 9.12e-05 |Target 007: 3.90e-06 |Target 008: 1.53e-05 |Target 009: 1.13e-05 +Target 010: 5.09e-06 |Target 011: 4.88e-06 |Target 012: 6.98e-06 |Target 013: 1.05e-05 |Target 014: 4.30e-06 +Target 015: 4.48e-06 |Target 016: 1.13e-05 |Target 017: 1.23e-05 |Target 018: 2.02e-05 |Target 019: 1.44e-05 +Target 020: 4.38e-06 |Target 021: 1.22e-05 |Target 022: 4.65e-06 |Target 023: 1.31e-05 |Target 024: 1.77e-05 + +==================== +Epoch #400 | Time: 00d 01h 50m | LR: 2.00e-03 | Epoch time: 16.25 | Train loss: 2.61e-05 | Val loss: 1.54e-05 +Target 000 has maximum loss 1.18e-04; Target 007 has minimum loss 4.51e-06 +Target 000: 1.18e-04 |Target 001: 5.76e-05 |Target 002: 5.72e-06 |Target 003: 9.34e-06 |Target 004: 7.94e-06 +Target 005: 4.12e-05 |Target 006: 1.06e-04 |Target 007: 4.51e-06 |Target 008: 1.35e-05 |Target 009: 2.65e-05 +Target 010: 7.51e-06 |Target 011: 4.81e-06 |Target 012: 5.64e-06 |Target 013: 9.15e-06 |Target 014: 5.76e-06 +Target 015: 6.75e-06 |Target 016: 1.50e-05 |Target 017: 9.48e-06 |Target 018: 1.79e-05 |Target 019: 1.82e-05 +Target 020: 6.47e-06 |Target 021: 2.31e-05 |Target 022: 5.39e-06 |Target 023: 2.18e-05 |Target 024: 2.48e-05 + +==================== +Epoch #401 | Time: 00d 01h 50m | LR: 2.00e-03 | Epoch time: 16.05 | Train loss: 2.47e-05 | Val loss: 1.10e-05 +Target 006 has maximum loss 1.56e-04; Target 011 has minimum loss 3.47e-06 +Target 000: 4.46e-05 |Target 001: 2.69e-05 |Target 002: 3.95e-06 |Target 003: 7.20e-06 |Target 004: 4.07e-06 +Target 005: 1.90e-05 |Target 006: 1.56e-04 |Target 007: 4.45e-06 |Target 008: 1.23e-05 |Target 009: 1.15e-05 +Target 010: 7.70e-06 |Target 011: 3.47e-06 |Target 012: 3.98e-06 |Target 013: 9.00e-06 |Target 014: 4.21e-06 +Target 015: 5.44e-06 |Target 016: 9.62e-06 |Target 017: 7.00e-06 |Target 018: 1.88e-05 |Target 019: 1.42e-05 +Target 020: 5.01e-06 |Target 021: 9.88e-06 |Target 022: 4.53e-06 |Target 023: 1.26e-05 |Target 024: 1.68e-05 + +==================== +Epoch #402 | Time: 00d 01h 50m | LR: 2.00e-03 | Epoch time: 16.24 | Train loss: 2.17e-05 | Val loss: 1.02e-05 +Target 006 has maximum loss 1.46e-04; Target 020 has minimum loss 2.96e-06 +Target 000: 3.87e-05 |Target 001: 6.91e-05 |Target 002: 4.26e-06 |Target 003: 5.19e-06 |Target 004: 3.47e-06 +Target 005: 2.40e-05 |Target 006: 1.46e-04 |Target 007: 4.98e-06 |Target 008: 1.14e-05 |Target 009: 7.76e-06 +Target 010: 5.37e-06 |Target 011: 2.99e-06 |Target 012: 3.30e-06 |Target 013: 6.87e-06 |Target 014: 3.69e-06 +Target 015: 5.12e-06 |Target 016: 1.23e-05 |Target 017: 7.05e-06 |Target 018: 2.31e-05 |Target 019: 1.27e-05 +Target 020: 2.96e-06 |Target 021: 7.79e-06 |Target 022: 3.39e-06 |Target 023: 1.14e-05 |Target 024: 1.37e-05 + +==================== +Epoch #403 | Time: 00d 01h 51m | LR: 2.00e-03 | Epoch time: 16.19 | Train loss: 2.13e-05 | Val loss: 9.42e-06 +Target 005 has maximum loss 1.13e-04; Target 002 has minimum loss 1.82e-06 +Target 000: 2.64e-05 |Target 001: 4.48e-05 |Target 002: 1.82e-06 |Target 003: 5.17e-06 |Target 004: 3.06e-06 +Target 005: 1.13e-04 |Target 006: 6.74e-05 |Target 007: 3.30e-06 |Target 008: 7.90e-06 |Target 009: 8.49e-06 +Target 010: 2.81e-06 |Target 011: 4.07e-06 |Target 012: 4.27e-06 |Target 013: 9.22e-06 |Target 014: 3.69e-06 +Target 015: 4.64e-06 |Target 016: 9.04e-06 |Target 017: 1.02e-05 |Target 018: 1.71e-05 |Target 019: 9.87e-06 +Target 020: 3.64e-06 |Target 021: 8.69e-06 |Target 022: 3.36e-06 |Target 023: 1.07e-05 |Target 024: 1.29e-05 + +==================== +Epoch #404 | Time: 00d 01h 51m | LR: 2.00e-03 | Epoch time: 16.13 | Train loss: 1.99e-05 | Val loss: 7.78e-06 +Target 005 has maximum loss 7.21e-05; Target 002 has minimum loss 2.12e-06 +Target 000: 1.66e-05 |Target 001: 2.71e-05 |Target 002: 2.12e-06 |Target 003: 2.67e-06 |Target 004: 2.75e-06 +Target 005: 7.21e-05 |Target 006: 3.02e-05 |Target 007: 3.28e-06 |Target 008: 6.31e-06 |Target 009: 7.06e-06 +Target 010: 2.14e-06 |Target 011: 3.40e-06 |Target 012: 6.91e-06 |Target 013: 5.56e-06 |Target 014: 3.16e-06 +Target 015: 3.25e-06 |Target 016: 6.87e-06 |Target 017: 8.74e-06 |Target 018: 1.42e-05 |Target 019: 8.93e-06 +Target 020: 3.05e-06 |Target 021: 6.51e-06 |Target 022: 3.10e-06 |Target 023: 1.00e-05 |Target 024: 1.14e-05 + +==================== +Epoch #405 | Time: 00d 01h 51m | LR: 2.00e-03 | Epoch time: 16.10 | Train loss: 2.05e-05 | Val loss: 1.41e-05 +Target 000 has maximum loss 2.98e-04; Target 010 has minimum loss 1.91e-06 +Target 000: 2.98e-04 |Target 001: 1.08e-04 |Target 002: 2.96e-06 |Target 003: 2.93e-06 |Target 004: 8.87e-06 +Target 005: 2.38e-05 |Target 006: 1.35e-04 |Target 007: 3.66e-06 |Target 008: 7.42e-06 |Target 009: 8.04e-06 +Target 010: 1.91e-06 |Target 011: 3.57e-06 |Target 012: 1.36e-05 |Target 013: 2.08e-05 |Target 014: 3.67e-06 +Target 015: 6.09e-06 |Target 016: 7.47e-06 |Target 017: 1.76e-05 |Target 018: 2.63e-05 |Target 019: 1.04e-05 +Target 020: 5.14e-06 |Target 021: 7.29e-06 |Target 022: 3.38e-06 |Target 023: 1.11e-05 |Target 024: 1.72e-05 + +==================== +Epoch #406 | Time: 00d 01h 51m | LR: 2.00e-03 | Epoch time: 16.12 | Train loss: 2.01e-05 | Val loss: 1.37e-05 +Target 006 has maximum loss 2.07e-04; Target 004 has minimum loss 2.97e-06 +Target 000: 2.33e-05 |Target 001: 1.89e-04 |Target 002: 3.07e-06 |Target 003: 4.88e-06 |Target 004: 2.97e-06 +Target 005: 6.33e-05 |Target 006: 2.07e-04 |Target 007: 3.70e-06 |Target 008: 9.17e-06 |Target 009: 9.67e-06 +Target 010: 4.41e-06 |Target 011: 4.15e-06 |Target 012: 8.60e-06 |Target 013: 1.06e-05 |Target 014: 3.85e-06 +Target 015: 4.44e-06 |Target 016: 1.18e-05 |Target 017: 1.19e-05 |Target 018: 3.49e-05 |Target 019: 1.24e-05 +Target 020: 3.67e-06 |Target 021: 9.60e-06 |Target 022: 3.52e-06 |Target 023: 1.38e-05 |Target 024: 1.87e-05 + +==================== +Epoch #407 | Time: 00d 01h 52m | LR: 2.00e-03 | Epoch time: 16.24 | Train loss: 2.16e-05 | Val loss: 9.24e-06 +Target 006 has maximum loss 3.85e-05; Target 002 has minimum loss 2.02e-06 +Target 000: 3.40e-05 |Target 001: 2.29e-05 |Target 002: 2.02e-06 |Target 003: 5.50e-06 |Target 004: 3.14e-06 +Target 005: 1.39e-05 |Target 006: 3.85e-05 |Target 007: 4.86e-06 |Target 008: 9.00e-06 |Target 009: 1.03e-05 +Target 010: 2.50e-06 |Target 011: 3.52e-06 |Target 012: 3.17e-06 |Target 013: 9.53e-06 |Target 014: 3.74e-06 +Target 015: 4.15e-06 |Target 016: 9.01e-06 |Target 017: 1.06e-05 |Target 018: 2.30e-05 |Target 019: 1.13e-05 +Target 020: 3.39e-06 |Target 021: 9.17e-06 |Target 022: 3.23e-06 |Target 023: 1.16e-05 |Target 024: 1.34e-05 + +==================== +Epoch #408 | Time: 00d 01h 52m | LR: 2.00e-03 | Epoch time: 16.26 | Train loss: 2.39e-05 | Val loss: 1.00e-05 +Target 001 has maximum loss 1.02e-04; Target 002 has minimum loss 2.71e-06 +Target 000: 7.16e-05 |Target 001: 1.02e-04 |Target 002: 2.71e-06 |Target 003: 1.40e-05 |Target 004: 2.79e-06 +Target 005: 5.43e-05 |Target 006: 7.00e-05 |Target 007: 3.26e-06 |Target 008: 8.07e-06 |Target 009: 8.35e-06 +Target 010: 4.66e-06 |Target 011: 3.09e-06 |Target 012: 1.01e-05 |Target 013: 6.72e-06 |Target 014: 4.00e-06 +Target 015: 3.67e-06 |Target 016: 8.01e-06 |Target 017: 9.00e-06 |Target 018: 1.85e-05 |Target 019: 9.54e-06 +Target 020: 3.37e-06 |Target 021: 8.44e-06 |Target 022: 3.97e-06 |Target 023: 1.10e-05 |Target 024: 1.27e-05 + +==================== +Epoch #409 | Time: 00d 01h 52m | LR: 2.00e-03 | Epoch time: 16.28 | Train loss: 2.16e-05 | Val loss: 1.68e-05 +Target 001 has maximum loss 3.28e-04; Target 002 has minimum loss 2.46e-06 +Target 000: 2.69e-04 |Target 001: 3.28e-04 |Target 002: 2.46e-06 |Target 003: 4.04e-06 |Target 004: 4.21e-06 +Target 005: 8.75e-05 |Target 006: 2.31e-04 |Target 007: 3.00e-06 |Target 008: 9.27e-06 |Target 009: 1.43e-05 +Target 010: 2.80e-06 |Target 011: 3.18e-06 |Target 012: 6.76e-06 |Target 013: 1.02e-05 |Target 014: 4.31e-06 +Target 015: 4.03e-06 |Target 016: 1.05e-05 |Target 017: 1.72e-05 |Target 018: 2.42e-05 |Target 019: 1.06e-05 +Target 020: 3.37e-06 |Target 021: 1.71e-05 |Target 022: 4.01e-06 |Target 023: 1.53e-05 |Target 024: 2.30e-05 + +==================== +Epoch #410 | Time: 00d 01h 52m | LR: 2.00e-03 | Epoch time: 16.39 | Train loss: 2.28e-05 | Val loss: 1.57e-05 +Target 001 has maximum loss 3.41e-04; Target 002 has minimum loss 2.00e-06 +Target 000: 3.47e-05 |Target 001: 3.41e-04 |Target 002: 2.00e-06 |Target 003: 7.44e-06 |Target 004: 5.16e-06 +Target 005: 3.83e-05 |Target 006: 1.06e-04 |Target 007: 4.14e-06 |Target 008: 9.02e-06 |Target 009: 1.31e-05 +Target 010: 5.66e-06 |Target 011: 5.03e-06 |Target 012: 1.74e-05 |Target 013: 1.11e-05 |Target 014: 4.41e-06 +Target 015: 5.67e-06 |Target 016: 1.16e-05 |Target 017: 1.78e-05 |Target 018: 1.83e-05 |Target 019: 1.27e-05 +Target 020: 5.82e-06 |Target 021: 1.04e-05 |Target 022: 4.88e-06 |Target 023: 1.57e-05 |Target 024: 2.67e-05 + +==================== +Epoch #411 | Time: 00d 01h 53m | LR: 2.00e-03 | Epoch time: 16.28 | Train loss: 2.13e-05 | Val loss: 1.14e-05 +Target 005 has maximum loss 1.50e-04; Target 002 has minimum loss 1.95e-06 +Target 000: 4.73e-05 |Target 001: 2.00e-05 |Target 002: 1.95e-06 |Target 003: 3.64e-06 |Target 004: 3.92e-06 +Target 005: 1.50e-04 |Target 006: 3.02e-05 |Target 007: 4.04e-06 |Target 008: 7.15e-06 |Target 009: 1.01e-05 +Target 010: 2.58e-06 |Target 011: 3.53e-06 |Target 012: 1.88e-05 |Target 013: 8.52e-06 |Target 014: 4.09e-06 +Target 015: 3.74e-06 |Target 016: 7.22e-06 |Target 017: 7.89e-06 |Target 018: 2.10e-05 |Target 019: 1.21e-05 +Target 020: 3.88e-06 |Target 021: 8.99e-06 |Target 022: 3.63e-06 |Target 023: 1.52e-05 |Target 024: 1.63e-05 + +==================== +Epoch #412 | Time: 00d 01h 53m | LR: 2.00e-03 | Epoch time: 16.20 | Train loss: 2.31e-05 | Val loss: 1.34e-05 +Target 001 has maximum loss 3.37e-04; Target 011 has minimum loss 2.93e-06 +Target 000: 1.24e-04 |Target 001: 3.37e-04 |Target 002: 5.75e-06 |Target 003: 1.33e-05 |Target 004: 3.68e-06 +Target 005: 2.33e-05 |Target 006: 4.52e-05 |Target 007: 3.36e-06 |Target 008: 8.37e-06 |Target 009: 8.42e-06 +Target 010: 5.29e-06 |Target 011: 2.93e-06 |Target 012: 1.62e-05 |Target 013: 8.73e-06 |Target 014: 3.97e-06 +Target 015: 5.69e-06 |Target 016: 1.03e-05 |Target 017: 1.12e-05 |Target 018: 1.97e-05 |Target 019: 9.49e-06 +Target 020: 3.80e-06 |Target 021: 1.15e-05 |Target 022: 3.35e-06 |Target 023: 1.09e-05 |Target 024: 2.04e-05 + +==================== +Epoch #413 | Time: 00d 01h 53m | LR: 2.00e-03 | Epoch time: 16.16 | Train loss: 2.18e-05 | Val loss: 1.15e-05 +Target 005 has maximum loss 1.16e-04; Target 002 has minimum loss 2.78e-06 +Target 000: 4.73e-05 |Target 001: 6.07e-05 |Target 002: 2.78e-06 |Target 003: 3.78e-06 |Target 004: 4.55e-06 +Target 005: 1.16e-04 |Target 006: 4.10e-05 |Target 007: 6.66e-06 |Target 008: 7.28e-06 |Target 009: 1.05e-05 +Target 010: 4.01e-06 |Target 011: 4.70e-06 |Target 012: 1.92e-05 |Target 013: 1.23e-05 |Target 014: 4.68e-06 +Target 015: 3.49e-06 |Target 016: 1.34e-05 |Target 017: 1.18e-05 |Target 018: 1.80e-05 |Target 019: 1.08e-05 +Target 020: 4.44e-06 |Target 021: 7.07e-06 |Target 022: 3.88e-06 |Target 023: 1.19e-05 |Target 024: 1.57e-05 + +==================== +Epoch #414 | Time: 00d 01h 54m | LR: 2.00e-03 | Epoch time: 16.11 | Train loss: 2.28e-05 | Val loss: 1.33e-05 +Target 006 has maximum loss 2.48e-04; Target 010 has minimum loss 2.52e-06 +Target 000: 1.44e-04 |Target 001: 1.20e-04 |Target 002: 4.20e-06 |Target 003: 6.39e-06 |Target 004: 4.37e-06 +Target 005: 3.73e-05 |Target 006: 2.48e-04 |Target 007: 3.46e-06 |Target 008: 7.16e-06 |Target 009: 7.87e-06 +Target 010: 2.52e-06 |Target 011: 4.19e-06 |Target 012: 1.05e-05 |Target 013: 1.07e-05 |Target 014: 3.40e-06 +Target 015: 5.58e-06 |Target 016: 1.20e-05 |Target 017: 8.23e-06 |Target 018: 2.19e-05 |Target 019: 1.08e-05 +Target 020: 4.77e-06 |Target 021: 9.06e-06 |Target 022: 3.64e-06 |Target 023: 1.21e-05 |Target 024: 2.10e-05 + +==================== +Epoch #415 | Time: 00d 01h 54m | LR: 2.00e-03 | Epoch time: 16.21 | Train loss: 2.34e-05 | Val loss: 1.58e-05 +Target 001 has maximum loss 3.33e-04; Target 002 has minimum loss 3.64e-06 +Target 000: 1.00e-04 |Target 001: 3.33e-04 |Target 002: 3.64e-06 |Target 003: 7.69e-06 |Target 004: 4.15e-06 +Target 005: 7.19e-05 |Target 006: 4.89e-05 |Target 007: 7.49e-06 |Target 008: 1.60e-05 |Target 009: 1.56e-05 +Target 010: 4.88e-06 |Target 011: 4.43e-06 |Target 012: 1.25e-05 |Target 013: 9.69e-06 |Target 014: 5.19e-06 +Target 015: 8.32e-06 |Target 016: 1.57e-05 |Target 017: 1.41e-05 |Target 018: 2.75e-05 |Target 019: 1.46e-05 +Target 020: 5.82e-06 |Target 021: 2.03e-05 |Target 022: 5.56e-06 |Target 023: 1.53e-05 |Target 024: 1.97e-05 + +==================== +Epoch #416 | Time: 00d 01h 54m | LR: 2.00e-03 | Epoch time: 16.23 | Train loss: 3.33e-05 | Val loss: 1.84e-05 +Target 006 has maximum loss 1.37e-04; Target 020 has minimum loss 6.15e-06 +Target 000: 8.05e-05 |Target 001: 9.96e-05 |Target 002: 6.38e-06 |Target 003: 1.25e-05 |Target 004: 6.58e-06 +Target 005: 5.91e-05 |Target 006: 1.37e-04 |Target 007: 7.27e-06 |Target 008: 2.83e-05 |Target 009: 1.79e-05 +Target 010: 1.02e-05 |Target 011: 6.70e-06 |Target 012: 1.03e-05 |Target 013: 1.54e-05 |Target 014: 7.04e-06 +Target 015: 1.08e-05 |Target 016: 3.27e-05 |Target 017: 1.64e-05 |Target 018: 3.05e-05 |Target 019: 2.08e-05 +Target 020: 6.15e-06 |Target 021: 1.89e-05 |Target 022: 7.09e-06 |Target 023: 2.04e-05 |Target 024: 2.66e-05 + +==================== +Epoch #417 | Time: 00d 01h 54m | LR: 2.00e-03 | Epoch time: 16.32 | Train loss: 2.68e-05 | Val loss: 1.36e-05 +Target 001 has maximum loss 4.53e-05; Target 002 has minimum loss 2.96e-06 +Target 000: 3.59e-05 |Target 001: 4.53e-05 |Target 002: 2.96e-06 |Target 003: 3.97e-06 |Target 004: 4.51e-06 +Target 005: 1.86e-05 |Target 006: 3.56e-05 |Target 007: 1.09e-05 |Target 008: 1.48e-05 |Target 009: 2.04e-05 +Target 010: 4.39e-06 |Target 011: 5.46e-06 |Target 012: 4.77e-06 |Target 013: 2.00e-05 |Target 014: 5.17e-06 +Target 015: 1.18e-05 |Target 016: 2.65e-05 |Target 017: 1.77e-05 |Target 018: 2.19e-05 |Target 019: 1.44e-05 +Target 020: 6.67e-06 |Target 021: 1.98e-05 |Target 022: 4.77e-06 |Target 023: 1.50e-05 |Target 024: 1.98e-05 + +==================== +Epoch #418 | Time: 00d 01h 55m | LR: 2.00e-03 | Epoch time: 16.24 | Train loss: 4.21e-05 | Val loss: 4.47e-05 +Target 018 has maximum loss 8.19e-05; Target 020 has minimum loss 1.24e-05 +Target 000: 6.92e-05 |Target 001: 5.39e-05 |Target 002: 4.11e-05 |Target 003: 1.99e-05 |Target 004: 1.71e-05 +Target 005: 5.80e-05 |Target 006: 8.17e-05 |Target 007: 3.48e-05 |Target 008: 7.46e-05 |Target 009: 4.37e-05 +Target 010: 4.06e-05 |Target 011: 3.05e-05 |Target 012: 4.39e-05 |Target 013: 3.94e-05 |Target 014: 2.89e-05 +Target 015: 2.36e-05 |Target 016: 6.75e-05 |Target 017: 3.74e-05 |Target 018: 8.19e-05 |Target 019: 4.92e-05 +Target 020: 1.24e-05 |Target 021: 4.86e-05 |Target 022: 2.39e-05 |Target 023: 4.91e-05 |Target 024: 6.41e-05 + +==================== +Epoch #419 | Time: 00d 01h 55m | LR: 2.00e-03 | Epoch time: 16.31 | Train loss: 1.07e-04 | Val loss: 3.42e-05 +Target 001 has maximum loss 2.44e-04; Target 011 has minimum loss 8.65e-06 +Target 000: 5.46e-05 |Target 001: 2.44e-04 |Target 002: 9.04e-06 |Target 003: 2.06e-05 |Target 004: 1.31e-05 +Target 005: 1.23e-04 |Target 006: 6.46e-05 |Target 007: 1.17e-05 |Target 008: 3.52e-05 |Target 009: 5.80e-05 +Target 010: 1.77e-05 |Target 011: 8.65e-06 |Target 012: 1.79e-05 |Target 013: 2.83e-05 |Target 014: 1.89e-05 +Target 015: 1.21e-05 |Target 016: 2.79e-05 |Target 017: 4.38e-05 |Target 018: 5.76e-05 |Target 019: 3.87e-05 +Target 020: 1.56e-05 |Target 021: 5.88e-05 |Target 022: 1.43e-05 |Target 023: 3.91e-05 |Target 024: 4.59e-05 + +==================== +Epoch #420 | Time: 00d 01h 55m | LR: 2.00e-03 | Epoch time: 16.26 | Train loss: 5.19e-05 | Val loss: 1.96e-05 +Target 000 has maximum loss 1.10e-04; Target 020 has minimum loss 3.91e-06 +Target 000: 1.10e-04 |Target 001: 7.01e-05 |Target 002: 6.79e-06 |Target 003: 9.74e-06 |Target 004: 4.51e-06 +Target 005: 3.44e-05 |Target 006: 1.03e-04 |Target 007: 4.51e-06 |Target 008: 3.32e-05 |Target 009: 2.07e-05 +Target 010: 7.56e-06 |Target 011: 5.40e-06 |Target 012: 1.64e-05 |Target 013: 4.96e-05 |Target 014: 7.05e-06 +Target 015: 9.47e-06 |Target 016: 2.60e-05 |Target 017: 3.00e-05 |Target 018: 3.86e-05 |Target 019: 1.78e-05 +Target 020: 3.91e-06 |Target 021: 1.65e-05 |Target 022: 5.27e-06 |Target 023: 1.54e-05 |Target 024: 2.25e-05 + +==================== +Epoch #421 | Time: 00d 01h 56m | LR: 2.00e-03 | Epoch time: 16.40 | Train loss: 2.86e-05 | Val loss: 1.71e-05 +Target 000 has maximum loss 1.29e-04; Target 010 has minimum loss 2.99e-06 +Target 000: 1.29e-04 |Target 001: 8.24e-05 |Target 002: 4.25e-06 |Target 003: 7.46e-06 |Target 004: 4.20e-06 +Target 005: 2.05e-05 |Target 006: 5.75e-05 |Target 007: 7.71e-06 |Target 008: 1.47e-05 |Target 009: 1.25e-05 +Target 010: 2.99e-06 |Target 011: 5.37e-06 |Target 012: 9.75e-06 |Target 013: 1.86e-05 |Target 014: 4.84e-06 +Target 015: 5.84e-06 |Target 016: 2.34e-05 |Target 017: 2.10e-05 |Target 018: 3.33e-05 |Target 019: 1.87e-05 +Target 020: 4.02e-06 |Target 021: 1.28e-05 |Target 022: 5.16e-06 |Target 023: 1.97e-05 |Target 024: 3.02e-05 + +==================== +Epoch #422 | Time: 00d 01h 56m | LR: 2.00e-03 | Epoch time: 16.10 | Train loss: 2.63e-05 | Val loss: 1.09e-05 +Target 001 has maximum loss 5.71e-05; Target 010 has minimum loss 3.76e-06 +Target 000: 1.17e-05 |Target 001: 5.71e-05 |Target 002: 4.85e-06 |Target 003: 1.22e-05 |Target 004: 4.43e-06 +Target 005: 2.58e-05 |Target 006: 4.56e-05 |Target 007: 4.63e-06 |Target 008: 1.28e-05 |Target 009: 1.13e-05 +Target 010: 3.76e-06 |Target 011: 5.99e-06 |Target 012: 4.23e-06 |Target 013: 7.67e-06 |Target 014: 3.91e-06 +Target 015: 7.76e-06 |Target 016: 1.93e-05 |Target 017: 9.97e-06 |Target 018: 1.99e-05 |Target 019: 1.24e-05 +Target 020: 3.98e-06 |Target 021: 9.47e-06 |Target 022: 4.24e-06 |Target 023: 1.55e-05 |Target 024: 1.70e-05 + +==================== +Epoch #423 | Time: 00d 01h 56m | LR: 2.00e-03 | Epoch time: 16.38 | Train loss: 2.83e-05 | Val loss: 4.68e-05 +Target 006 has maximum loss 1.43e-04; Target 002 has minimum loss 8.17e-06 +Target 000: 6.86e-05 |Target 001: 1.03e-04 |Target 002: 8.17e-06 |Target 003: 1.52e-05 |Target 004: 1.19e-05 +Target 005: 3.10e-05 |Target 006: 1.43e-04 |Target 007: 1.62e-05 |Target 008: 6.23e-05 |Target 009: 1.23e-04 +Target 010: 1.81e-05 |Target 011: 1.76e-05 |Target 012: 9.87e-06 |Target 013: 2.28e-05 |Target 014: 2.16e-05 +Target 015: 1.27e-05 |Target 016: 6.55e-05 |Target 017: 2.20e-05 |Target 018: 3.53e-05 |Target 019: 7.92e-05 +Target 020: 1.09e-05 |Target 021: 1.11e-04 |Target 022: 2.29e-05 |Target 023: 8.00e-05 |Target 024: 7.07e-05 + +==================== +Epoch #424 | Time: 00d 01h 56m | LR: 2.00e-03 | Epoch time: 16.39 | Train loss: 3.24e-05 | Val loss: 1.67e-05 +Target 000 has maximum loss 2.57e-04; Target 010 has minimum loss 2.17e-06 +Target 000: 2.57e-04 |Target 001: 5.76e-05 |Target 002: 2.64e-06 |Target 003: 6.50e-06 |Target 004: 1.15e-05 +Target 005: 2.20e-05 |Target 006: 1.69e-04 |Target 007: 3.73e-06 |Target 008: 2.15e-05 |Target 009: 1.70e-05 +Target 010: 2.17e-06 |Target 011: 3.81e-06 |Target 012: 1.40e-05 |Target 013: 1.11e-05 |Target 014: 4.56e-06 +Target 015: 5.58e-06 |Target 016: 1.26e-05 |Target 017: 1.30e-05 |Target 018: 2.72e-05 |Target 019: 1.63e-05 +Target 020: 9.69e-06 |Target 021: 1.18e-05 |Target 022: 4.41e-06 |Target 023: 2.03e-05 |Target 024: 2.49e-05 + +==================== +Epoch #425 | Time: 00d 01h 57m | LR: 2.00e-03 | Epoch time: 16.13 | Train loss: 2.09e-05 | Val loss: 1.14e-05 +Target 001 has maximum loss 9.84e-05; Target 010 has minimum loss 2.08e-06 +Target 000: 6.22e-05 |Target 001: 9.84e-05 |Target 002: 2.29e-06 |Target 003: 1.03e-05 |Target 004: 4.24e-06 +Target 005: 3.49e-05 |Target 006: 7.35e-05 |Target 007: 4.26e-06 |Target 008: 9.67e-06 |Target 009: 7.93e-06 +Target 010: 2.08e-06 |Target 011: 5.71e-06 |Target 012: 9.05e-06 |Target 013: 1.28e-05 |Target 014: 5.11e-06 +Target 015: 3.71e-06 |Target 016: 1.19e-05 |Target 017: 1.90e-05 |Target 018: 1.76e-05 |Target 019: 1.08e-05 +Target 020: 3.38e-06 |Target 021: 6.68e-06 |Target 022: 4.00e-06 |Target 023: 1.17e-05 |Target 024: 1.60e-05 + +==================== +Epoch #426 | Time: 00d 01h 57m | LR: 2.00e-03 | Epoch time: 16.29 | Train loss: 1.99e-05 | Val loss: 9.08e-06 +Target 005 has maximum loss 1.06e-04; Target 002 has minimum loss 2.46e-06 +Target 000: 2.32e-05 |Target 001: 1.89e-05 |Target 002: 2.46e-06 |Target 003: 4.64e-06 |Target 004: 3.86e-06 +Target 005: 1.06e-04 |Target 006: 3.80e-05 |Target 007: 2.48e-06 |Target 008: 6.78e-06 |Target 009: 7.16e-06 +Target 010: 3.37e-06 |Target 011: 4.38e-06 |Target 012: 3.46e-06 |Target 013: 7.11e-06 |Target 014: 3.36e-06 +Target 015: 3.79e-06 |Target 016: 7.55e-06 |Target 017: 6.17e-06 |Target 018: 1.51e-05 |Target 019: 9.31e-06 +Target 020: 2.76e-06 |Target 021: 7.85e-06 |Target 022: 3.60e-06 |Target 023: 1.13e-05 |Target 024: 1.73e-05 + +==================== +Epoch #427 | Time: 00d 01h 57m | LR: 2.00e-03 | Epoch time: 16.12 | Train loss: 1.98e-05 | Val loss: 1.06e-05 +Target 005 has maximum loss 1.44e-04; Target 002 has minimum loss 2.51e-06 +Target 000: 5.59e-05 |Target 001: 3.71e-05 |Target 002: 2.51e-06 |Target 003: 3.50e-06 |Target 004: 2.56e-06 +Target 005: 1.44e-04 |Target 006: 4.85e-05 |Target 007: 5.65e-06 |Target 008: 9.93e-06 |Target 009: 7.56e-06 +Target 010: 2.76e-06 |Target 011: 3.66e-06 |Target 012: 6.61e-06 |Target 013: 6.96e-06 |Target 014: 3.14e-06 +Target 015: 4.34e-06 |Target 016: 1.12e-05 |Target 017: 1.19e-05 |Target 018: 2.22e-05 |Target 019: 1.05e-05 +Target 020: 2.63e-06 |Target 021: 6.75e-06 |Target 022: 3.28e-06 |Target 023: 1.13e-05 |Target 024: 1.69e-05 + +==================== +Epoch #428 | Time: 00d 01h 57m | LR: 2.00e-03 | Epoch time: 16.17 | Train loss: 2.59e-05 | Val loss: 1.74e-05 +Target 001 has maximum loss 2.31e-04; Target 002 has minimum loss 2.76e-06 +Target 000: 6.97e-05 |Target 001: 2.31e-04 |Target 002: 2.76e-06 |Target 003: 4.36e-06 |Target 004: 5.25e-06 +Target 005: 5.45e-05 |Target 006: 9.75e-05 |Target 007: 6.65e-06 |Target 008: 7.50e-06 |Target 009: 1.08e-05 +Target 010: 4.57e-06 |Target 011: 4.27e-06 |Target 012: 2.87e-05 |Target 013: 2.28e-05 |Target 014: 5.27e-06 +Target 015: 1.01e-05 |Target 016: 8.28e-06 |Target 017: 2.77e-05 |Target 018: 3.08e-05 |Target 019: 1.20e-05 +Target 020: 5.52e-06 |Target 021: 1.08e-05 |Target 022: 4.52e-06 |Target 023: 1.12e-05 |Target 024: 2.75e-05 + +==================== +Epoch #429 | Time: 00d 01h 58m | LR: 2.00e-03 | Epoch time: 16.22 | Train loss: 2.22e-05 | Val loss: 1.04e-05 +Target 001 has maximum loss 8.62e-05; Target 002 has minimum loss 2.30e-06 +Target 000: 1.95e-05 |Target 001: 8.62e-05 |Target 002: 2.30e-06 |Target 003: 1.10e-05 |Target 004: 2.67e-06 +Target 005: 8.47e-05 |Target 006: 6.72e-05 |Target 007: 3.29e-06 |Target 008: 7.88e-06 |Target 009: 7.38e-06 +Target 010: 3.02e-06 |Target 011: 2.76e-06 |Target 012: 5.25e-06 |Target 013: 9.79e-06 |Target 014: 3.80e-06 +Target 015: 3.61e-06 |Target 016: 8.81e-06 |Target 017: 1.51e-05 |Target 018: 2.13e-05 |Target 019: 9.67e-06 +Target 020: 2.82e-06 |Target 021: 8.49e-06 |Target 022: 3.46e-06 |Target 023: 1.26e-05 |Target 024: 1.42e-05 + +==================== +Epoch #430 | Time: 00d 01h 58m | LR: 2.00e-03 | Epoch time: 16.43 | Train loss: 2.02e-05 | Val loss: 1.10e-05 +Target 006 has maximum loss 1.13e-04; Target 002 has minimum loss 2.19e-06 +Target 000: 2.75e-05 |Target 001: 6.87e-05 |Target 002: 2.19e-06 |Target 003: 2.87e-06 |Target 004: 3.27e-06 +Target 005: 3.52e-05 |Target 006: 1.13e-04 |Target 007: 3.98e-06 |Target 008: 7.43e-06 |Target 009: 7.51e-06 +Target 010: 3.43e-06 |Target 011: 4.09e-06 |Target 012: 5.18e-06 |Target 013: 9.93e-06 |Target 014: 5.33e-06 +Target 015: 3.71e-06 |Target 016: 1.24e-05 |Target 017: 9.78e-06 |Target 018: 3.75e-05 |Target 019: 9.70e-06 +Target 020: 3.23e-06 |Target 021: 6.45e-06 |Target 022: 3.90e-06 |Target 023: 1.24e-05 |Target 024: 1.45e-05 + +==================== +Epoch #431 | Time: 00d 01h 58m | LR: 2.00e-03 | Epoch time: 16.24 | Train loss: 2.02e-05 | Val loss: 1.33e-05 +Target 001 has maximum loss 1.92e-04; Target 002 has minimum loss 1.97e-06 +Target 000: 1.52e-04 |Target 001: 1.92e-04 |Target 002: 1.97e-06 |Target 003: 5.09e-06 |Target 004: 2.73e-06 +Target 005: 2.94e-05 |Target 006: 1.08e-04 |Target 007: 4.70e-06 |Target 008: 7.87e-06 |Target 009: 1.02e-05 +Target 010: 2.43e-06 |Target 011: 2.52e-06 |Target 012: 6.35e-06 |Target 013: 1.79e-05 |Target 014: 4.42e-06 +Target 015: 3.14e-06 |Target 016: 7.19e-06 |Target 017: 1.96e-05 |Target 018: 1.81e-05 |Target 019: 8.80e-06 +Target 020: 3.26e-06 |Target 021: 7.91e-06 |Target 022: 3.32e-06 |Target 023: 1.06e-05 |Target 024: 2.27e-05 + +==================== +Epoch #432 | Time: 00d 01h 59m | LR: 2.00e-03 | Epoch time: 16.18 | Train loss: 2.15e-05 | Val loss: 1.41e-05 +Target 000 has maximum loss 1.80e-04; Target 004 has minimum loss 3.11e-06 +Target 000: 1.80e-04 |Target 001: 5.14e-05 |Target 002: 4.60e-06 |Target 003: 4.90e-06 |Target 004: 3.11e-06 +Target 005: 1.63e-05 |Target 006: 8.10e-05 |Target 007: 4.69e-06 |Target 008: 1.67e-05 |Target 009: 1.45e-05 +Target 010: 4.66e-06 |Target 011: 3.55e-06 |Target 012: 9.81e-06 |Target 013: 2.86e-05 |Target 014: 4.92e-06 +Target 015: 4.13e-06 |Target 016: 2.19e-05 |Target 017: 1.34e-05 |Target 018: 2.52e-05 |Target 019: 1.40e-05 +Target 020: 4.21e-06 |Target 021: 1.39e-05 |Target 022: 4.59e-06 |Target 023: 1.31e-05 |Target 024: 1.78e-05 + +==================== +Epoch #433 | Time: 00d 01h 59m | LR: 2.00e-03 | Epoch time: 16.27 | Train loss: 2.42e-05 | Val loss: 1.17e-05 +Target 005 has maximum loss 1.24e-04; Target 002 has minimum loss 2.13e-06 +Target 000: 1.75e-05 |Target 001: 5.90e-05 |Target 002: 2.13e-06 |Target 003: 5.72e-06 |Target 004: 3.29e-06 +Target 005: 1.24e-04 |Target 006: 7.64e-05 |Target 007: 7.86e-06 |Target 008: 1.20e-05 |Target 009: 8.68e-06 +Target 010: 4.32e-06 |Target 011: 3.80e-06 |Target 012: 4.62e-06 |Target 013: 1.12e-05 |Target 014: 4.21e-06 +Target 015: 5.14e-06 |Target 016: 1.58e-05 |Target 017: 2.31e-05 |Target 018: 2.12e-05 |Target 019: 1.15e-05 +Target 020: 3.26e-06 |Target 021: 1.07e-05 |Target 022: 3.53e-06 |Target 023: 1.29e-05 |Target 024: 1.53e-05 + +==================== +Epoch #434 | Time: 00d 01h 59m | LR: 2.00e-03 | Epoch time: 16.15 | Train loss: 2.19e-05 | Val loss: 1.11e-05 +Target 005 has maximum loss 5.18e-05; Target 004 has minimum loss 2.50e-06 +Target 000: 2.45e-05 |Target 001: 1.69e-05 |Target 002: 2.75e-06 |Target 003: 2.64e-06 |Target 004: 2.50e-06 +Target 005: 5.18e-05 |Target 006: 4.99e-05 |Target 007: 4.50e-06 |Target 008: 1.37e-05 |Target 009: 1.44e-05 +Target 010: 4.96e-06 |Target 011: 4.73e-06 |Target 012: 1.16e-05 |Target 013: 8.40e-06 |Target 014: 4.07e-06 +Target 015: 4.42e-06 |Target 016: 1.57e-05 |Target 017: 7.91e-06 |Target 018: 2.14e-05 |Target 019: 9.54e-06 +Target 020: 4.05e-06 |Target 021: 8.88e-06 |Target 022: 4.33e-06 |Target 023: 1.24e-05 |Target 024: 2.12e-05 + +==================== +Epoch #435 | Time: 00d 01h 59m | LR: 2.00e-03 | Epoch time: 16.27 | Train loss: 2.22e-05 | Val loss: 1.10e-05 +Target 006 has maximum loss 8.92e-05; Target 002 has minimum loss 1.84e-06 +Target 000: 3.95e-05 |Target 001: 5.03e-05 |Target 002: 1.84e-06 |Target 003: 5.08e-06 |Target 004: 2.51e-06 +Target 005: 3.35e-05 |Target 006: 8.92e-05 |Target 007: 3.21e-06 |Target 008: 7.72e-06 |Target 009: 7.71e-06 +Target 010: 5.00e-06 |Target 011: 2.87e-06 |Target 012: 1.44e-05 |Target 013: 8.47e-06 |Target 014: 3.94e-06 +Target 015: 3.64e-06 |Target 016: 8.82e-06 |Target 017: 7.96e-06 |Target 018: 2.23e-05 |Target 019: 1.15e-05 +Target 020: 2.97e-06 |Target 021: 8.89e-06 |Target 022: 3.57e-06 |Target 023: 1.26e-05 |Target 024: 1.89e-05 + +==================== +Epoch #436 | Time: 00d 02h 00m | LR: 2.00e-03 | Epoch time: 16.10 | Train loss: 1.93e-05 | Val loss: 1.28e-05 +Target 006 has maximum loss 3.93e-05; Target 002 has minimum loss 2.60e-06 +Target 000: 2.87e-05 |Target 001: 1.80e-05 |Target 002: 2.60e-06 |Target 003: 2.90e-06 |Target 004: 5.51e-06 +Target 005: 1.14e-05 |Target 006: 3.93e-05 |Target 007: 7.21e-06 |Target 008: 8.79e-06 |Target 009: 1.74e-05 +Target 010: 6.11e-06 |Target 011: 4.17e-06 |Target 012: 6.58e-06 |Target 013: 3.14e-05 |Target 014: 5.88e-06 +Target 015: 4.43e-06 |Target 016: 8.02e-06 |Target 017: 1.12e-05 |Target 018: 1.94e-05 |Target 019: 1.33e-05 +Target 020: 5.52e-06 |Target 021: 1.12e-05 |Target 022: 5.55e-06 |Target 023: 1.55e-05 |Target 024: 2.06e-05 + +==================== +Epoch #437 | Time: 00d 02h 00m | LR: 2.00e-03 | Epoch time: 16.19 | Train loss: 2.56e-05 | Val loss: 1.28e-05 +Target 001 has maximum loss 6.01e-05; Target 002 has minimum loss 4.64e-06 +Target 000: 1.77e-05 |Target 001: 6.01e-05 |Target 002: 4.64e-06 |Target 003: 8.76e-06 |Target 004: 5.06e-06 +Target 005: 2.07e-05 |Target 006: 3.98e-05 |Target 007: 8.22e-06 |Target 008: 9.76e-06 |Target 009: 1.34e-05 +Target 010: 6.55e-06 |Target 011: 7.00e-06 |Target 012: 6.35e-06 |Target 013: 1.80e-05 |Target 014: 5.64e-06 +Target 015: 5.26e-06 |Target 016: 1.12e-05 |Target 017: 1.96e-05 |Target 018: 2.04e-05 |Target 019: 1.39e-05 +Target 020: 7.31e-06 |Target 021: 1.33e-05 |Target 022: 5.00e-06 |Target 023: 1.37e-05 |Target 024: 1.99e-05 + +==================== +Epoch #438 | Time: 00d 02h 00m | LR: 2.00e-03 | Epoch time: 16.43 | Train loss: 2.56e-05 | Val loss: 1.49e-05 +Target 006 has maximum loss 7.63e-05; Target 010 has minimum loss 5.02e-06 +Target 000: 1.93e-05 |Target 001: 3.53e-05 |Target 002: 6.56e-06 |Target 003: 1.77e-05 |Target 004: 7.24e-06 +Target 005: 3.93e-05 |Target 006: 7.63e-05 |Target 007: 8.07e-06 |Target 008: 1.25e-05 |Target 009: 1.43e-05 +Target 010: 5.02e-06 |Target 011: 5.49e-06 |Target 012: 1.07e-05 |Target 013: 1.76e-05 |Target 014: 5.82e-06 +Target 015: 5.74e-06 |Target 016: 3.36e-05 |Target 017: 3.52e-05 |Target 018: 2.12e-05 |Target 019: 1.35e-05 +Target 020: 5.21e-06 |Target 021: 1.76e-05 |Target 022: 5.84e-06 |Target 023: 1.22e-05 |Target 024: 2.10e-05 + +==================== +Epoch #439 | Time: 00d 02h 00m | LR: 2.00e-03 | Epoch time: 16.40 | Train loss: 2.51e-05 | Val loss: 2.11e-05 +Target 001 has maximum loss 1.30e-04; Target 020 has minimum loss 3.89e-06 +Target 000: 1.16e-04 |Target 001: 1.30e-04 |Target 002: 4.99e-06 |Target 003: 4.89e-06 |Target 004: 4.64e-06 +Target 005: 2.43e-05 |Target 006: 8.16e-05 |Target 007: 8.47e-06 |Target 008: 2.70e-05 |Target 009: 2.85e-05 +Target 010: 7.40e-06 |Target 011: 4.48e-06 |Target 012: 9.17e-06 |Target 013: 1.66e-05 |Target 014: 6.74e-06 +Target 015: 6.23e-06 |Target 016: 3.09e-05 |Target 017: 1.57e-05 |Target 018: 2.56e-05 |Target 019: 3.00e-05 +Target 020: 3.89e-06 |Target 021: 3.10e-05 |Target 022: 6.85e-06 |Target 023: 3.06e-05 |Target 024: 3.48e-05 + +==================== +Epoch #440 | Time: 00d 02h 01m | LR: 2.00e-03 | Epoch time: 16.13 | Train loss: 2.62e-05 | Val loss: 1.39e-05 +Target 001 has maximum loss 5.02e-05; Target 004 has minimum loss 2.94e-06 +Target 000: 3.16e-05 |Target 001: 5.02e-05 |Target 002: 9.05e-06 |Target 003: 2.15e-05 |Target 004: 2.94e-06 +Target 005: 4.02e-05 |Target 006: 5.00e-05 |Target 007: 4.04e-06 |Target 008: 1.39e-05 |Target 009: 1.51e-05 +Target 010: 3.56e-06 |Target 011: 6.60e-06 |Target 012: 3.48e-06 |Target 013: 9.01e-06 |Target 014: 6.57e-06 +Target 015: 4.44e-06 |Target 016: 2.58e-05 |Target 017: 1.09e-05 |Target 018: 2.45e-05 |Target 019: 1.48e-05 +Target 020: 3.60e-06 |Target 021: 1.53e-05 |Target 022: 6.08e-06 |Target 023: 2.22e-05 |Target 024: 2.19e-05 + +==================== +Epoch #441 | Time: 00d 02h 01m | LR: 2.00e-03 | Epoch time: 16.19 | Train loss: 2.61e-05 | Val loss: 2.05e-05 +Target 001 has maximum loss 2.21e-04; Target 004 has minimum loss 4.85e-06 +Target 000: 4.90e-05 |Target 001: 2.21e-04 |Target 002: 6.96e-06 |Target 003: 1.46e-05 |Target 004: 4.85e-06 +Target 005: 2.85e-05 |Target 006: 6.08e-05 |Target 007: 7.82e-06 |Target 008: 1.11e-05 |Target 009: 1.44e-05 +Target 010: 1.05e-05 |Target 011: 8.03e-06 |Target 012: 6.34e-06 |Target 013: 1.84e-05 |Target 014: 8.24e-06 +Target 015: 1.19e-05 |Target 016: 1.18e-05 |Target 017: 1.11e-05 |Target 018: 3.50e-05 |Target 019: 2.32e-05 +Target 020: 8.27e-06 |Target 021: 1.64e-05 |Target 022: 7.27e-06 |Target 023: 2.47e-05 |Target 024: 4.21e-05 + +==================== +Epoch #442 | Time: 00d 02h 01m | LR: 2.00e-03 | Epoch time: 16.02 | Train loss: 2.56e-05 | Val loss: 1.91e-05 +Target 001 has maximum loss 1.27e-04; Target 002 has minimum loss 5.70e-06 +Target 000: 2.22e-05 |Target 001: 1.27e-04 |Target 002: 5.70e-06 |Target 003: 1.55e-05 |Target 004: 7.72e-06 +Target 005: 4.00e-05 |Target 006: 7.17e-05 |Target 007: 7.35e-06 |Target 008: 1.37e-05 |Target 009: 1.59e-05 +Target 010: 1.57e-05 |Target 011: 6.75e-06 |Target 012: 8.65e-06 |Target 013: 2.07e-05 |Target 014: 6.96e-06 +Target 015: 8.44e-06 |Target 016: 1.28e-05 |Target 017: 2.49e-05 |Target 018: 2.89e-05 |Target 019: 1.97e-05 +Target 020: 5.75e-06 |Target 021: 1.81e-05 |Target 022: 6.82e-06 |Target 023: 2.26e-05 |Target 024: 3.53e-05 + +==================== +Epoch #443 | Time: 00d 02h 02m | LR: 2.00e-03 | Epoch time: 16.09 | Train loss: 3.03e-05 | Val loss: 2.04e-05 +Target 001 has maximum loss 2.50e-04; Target 002 has minimum loss 2.03e-06 +Target 000: 1.58e-04 |Target 001: 2.50e-04 |Target 002: 2.03e-06 |Target 003: 1.17e-05 |Target 004: 4.73e-06 +Target 005: 5.90e-05 |Target 006: 2.03e-04 |Target 007: 8.06e-06 |Target 008: 3.07e-05 |Target 009: 3.03e-05 +Target 010: 8.81e-06 |Target 011: 1.19e-05 |Target 012: 5.22e-06 |Target 013: 1.09e-05 |Target 014: 5.93e-06 +Target 015: 4.87e-06 |Target 016: 1.78e-05 |Target 017: 1.87e-05 |Target 018: 3.06e-05 |Target 019: 2.15e-05 +Target 020: 5.80e-06 |Target 021: 2.48e-05 |Target 022: 5.00e-06 |Target 023: 1.97e-05 |Target 024: 3.18e-05 + +==================== +Epoch #444 | Time: 00d 02h 02m | LR: 2.00e-03 | Epoch time: 16.31 | Train loss: 3.33e-05 | Val loss: 9.33e-05 +Target 024 has maximum loss 2.55e-04; Target 020 has minimum loss 1.87e-05 +Target 000: 9.39e-05 |Target 001: 1.11e-04 |Target 002: 2.00e-05 |Target 003: 1.95e-05 |Target 004: 2.03e-05 +Target 005: 6.61e-05 |Target 006: 1.78e-04 |Target 007: 2.12e-05 |Target 008: 8.90e-05 |Target 009: 2.22e-04 +Target 010: 2.39e-05 |Target 011: 2.21e-05 |Target 012: 2.63e-05 |Target 013: 1.90e-05 |Target 014: 3.56e-05 +Target 015: 3.23e-05 |Target 016: 1.21e-04 |Target 017: 2.17e-05 |Target 018: 4.41e-05 |Target 019: 1.13e-04 +Target 020: 1.87e-05 |Target 021: 2.29e-04 |Target 022: 3.14e-05 |Target 023: 1.17e-04 |Target 024: 2.55e-04 + +==================== +Epoch #445 | Time: 00d 02h 02m | LR: 2.00e-03 | Epoch time: 16.36 | Train loss: 4.61e-05 | Val loss: 2.67e-05 +Target 024 has maximum loss 5.96e-05; Target 014 has minimum loss 7.15e-06 +Target 000: 1.71e-05 |Target 001: 3.46e-05 |Target 002: 7.56e-06 |Target 003: 9.19e-06 |Target 004: 7.38e-06 +Target 005: 3.59e-05 |Target 006: 5.22e-05 |Target 007: 8.39e-06 |Target 008: 2.43e-05 |Target 009: 5.16e-05 +Target 010: 7.30e-06 |Target 011: 1.54e-05 |Target 012: 9.13e-06 |Target 013: 1.61e-05 |Target 014: 7.15e-06 +Target 015: 7.53e-06 |Target 016: 2.41e-05 |Target 017: 1.52e-05 |Target 018: 2.94e-05 |Target 019: 3.75e-05 +Target 020: 7.85e-06 |Target 021: 3.13e-05 |Target 022: 9.62e-06 |Target 023: 4.20e-05 |Target 024: 5.96e-05 + +==================== +Epoch #446 | Time: 00d 02h 02m | LR: 2.00e-03 | Epoch time: 16.03 | Train loss: 2.65e-05 | Val loss: 1.80e-05 +Target 001 has maximum loss 1.74e-04; Target 002 has minimum loss 1.78e-06 +Target 000: 1.34e-04 |Target 001: 1.74e-04 |Target 002: 1.78e-06 |Target 003: 3.95e-06 |Target 004: 3.91e-06 +Target 005: 4.66e-05 |Target 006: 2.94e-05 |Target 007: 5.76e-06 |Target 008: 6.61e-06 |Target 009: 2.12e-05 +Target 010: 3.35e-06 |Target 011: 3.67e-06 |Target 012: 9.68e-06 |Target 013: 4.78e-05 |Target 014: 5.60e-06 +Target 015: 5.10e-06 |Target 016: 6.71e-06 |Target 017: 3.35e-05 |Target 018: 1.94e-05 |Target 019: 1.14e-05 +Target 020: 4.91e-06 |Target 021: 1.64e-05 |Target 022: 5.51e-06 |Target 023: 1.45e-05 |Target 024: 3.10e-05 + +==================== +Epoch #447 | Time: 00d 02h 03m | LR: 2.00e-03 | Epoch time: 16.22 | Train loss: 3.05e-05 | Val loss: 1.70e-05 +Target 000 has maximum loss 7.74e-05; Target 002 has minimum loss 2.54e-06 +Target 000: 7.74e-05 |Target 001: 2.83e-05 |Target 002: 2.54e-06 |Target 003: 2.76e-06 |Target 004: 4.44e-06 +Target 005: 4.39e-05 |Target 006: 3.57e-05 |Target 007: 9.76e-06 |Target 008: 1.46e-05 |Target 009: 3.58e-05 +Target 010: 4.26e-06 |Target 011: 4.39e-06 |Target 012: 8.67e-06 |Target 013: 1.68e-05 |Target 014: 7.12e-06 +Target 015: 9.62e-06 |Target 016: 2.32e-05 |Target 017: 1.55e-05 |Target 018: 2.99e-05 |Target 019: 1.24e-05 +Target 020: 5.45e-06 |Target 021: 2.70e-05 |Target 022: 7.35e-06 |Target 023: 3.24e-05 |Target 024: 2.32e-05 + +==================== +Epoch #448 | Time: 00d 02h 03m | LR: 2.00e-03 | Epoch time: 16.22 | Train loss: 2.80e-05 | Val loss: 1.33e-05 +Target 000 has maximum loss 3.33e-05; Target 002 has minimum loss 1.76e-06 +Target 000: 3.33e-05 |Target 001: 2.44e-05 |Target 002: 1.76e-06 |Target 003: 1.38e-05 |Target 004: 5.52e-06 +Target 005: 1.97e-05 |Target 006: 3.28e-05 |Target 007: 1.20e-05 |Target 008: 1.87e-05 |Target 009: 2.27e-05 +Target 010: 4.68e-06 |Target 011: 2.74e-06 |Target 012: 6.70e-06 |Target 013: 6.37e-06 |Target 014: 6.50e-06 +Target 015: 6.35e-06 |Target 016: 1.62e-05 |Target 017: 1.81e-05 |Target 018: 1.64e-05 |Target 019: 1.93e-05 +Target 020: 3.54e-06 |Target 021: 1.84e-05 |Target 022: 6.10e-06 |Target 023: 1.73e-05 |Target 024: 1.97e-05 + +==================== +Epoch #449 | Time: 00d 02h 03m | LR: 2.00e-03 | Epoch time: 16.29 | Train loss: 2.49e-05 | Val loss: 1.31e-05 +Target 006 has maximum loss 6.56e-05; Target 002 has minimum loss 2.32e-06 +Target 000: 2.49e-05 |Target 001: 1.47e-05 |Target 002: 2.32e-06 |Target 003: 3.10e-06 |Target 004: 5.38e-06 +Target 005: 2.23e-05 |Target 006: 6.56e-05 |Target 007: 5.95e-06 |Target 008: 1.02e-05 |Target 009: 1.56e-05 +Target 010: 7.74e-06 |Target 011: 3.53e-06 |Target 012: 6.14e-06 |Target 013: 9.71e-06 |Target 014: 6.14e-06 +Target 015: 5.82e-06 |Target 016: 1.07e-05 |Target 017: 8.94e-06 |Target 018: 2.12e-05 |Target 019: 1.58e-05 +Target 020: 3.45e-06 |Target 021: 1.47e-05 |Target 022: 5.20e-06 |Target 023: 2.60e-05 |Target 024: 2.13e-05 + +==================== +Epoch #450 | Time: 00d 02h 04m | LR: 2.00e-03 | Epoch time: 16.15 | Train loss: 3.17e-05 | Val loss: 1.73e-05 +Target 006 has maximum loss 1.40e-04; Target 002 has minimum loss 2.87e-06 +Target 000: 4.90e-05 |Target 001: 4.10e-05 |Target 002: 2.87e-06 |Target 003: 1.91e-05 |Target 004: 3.34e-06 +Target 005: 6.69e-05 |Target 006: 1.40e-04 |Target 007: 4.97e-06 |Target 008: 2.09e-05 |Target 009: 1.50e-05 +Target 010: 1.03e-05 |Target 011: 4.42e-06 |Target 012: 1.91e-05 |Target 013: 7.17e-06 |Target 014: 4.39e-06 +Target 015: 6.43e-06 |Target 016: 3.06e-05 |Target 017: 1.38e-05 |Target 018: 3.13e-05 |Target 019: 1.75e-05 +Target 020: 4.27e-06 |Target 021: 2.15e-05 |Target 022: 4.95e-06 |Target 023: 1.29e-05 |Target 024: 3.47e-05 + +==================== +Epoch #451 | Time: 00d 02h 04m | LR: 2.00e-03 | Epoch time: 16.36 | Train loss: 3.50e-05 | Val loss: 1.37e-05 +Target 006 has maximum loss 5.24e-05; Target 010 has minimum loss 3.51e-06 +Target 000: 1.64e-05 |Target 001: 1.71e-05 |Target 002: 3.88e-06 |Target 003: 8.66e-06 |Target 004: 5.39e-06 +Target 005: 2.93e-05 |Target 006: 5.24e-05 |Target 007: 5.44e-06 |Target 008: 2.40e-05 |Target 009: 1.74e-05 +Target 010: 3.51e-06 |Target 011: 3.76e-06 |Target 012: 9.50e-06 |Target 013: 1.15e-05 |Target 014: 5.37e-06 +Target 015: 4.79e-06 |Target 016: 1.99e-05 |Target 017: 1.29e-05 |Target 018: 3.27e-05 |Target 019: 1.52e-05 +Target 020: 5.89e-06 |Target 021: 1.46e-05 |Target 022: 5.20e-06 |Target 023: 1.49e-05 |Target 024: 2.19e-05 + +==================== +Epoch #452 | Time: 00d 02h 04m | LR: 2.00e-03 | Epoch time: 16.22 | Train loss: 3.23e-05 | Val loss: 1.54e-05 +Target 001 has maximum loss 1.62e-04; Target 007 has minimum loss 3.46e-06 +Target 000: 4.59e-05 |Target 001: 1.62e-04 |Target 002: 5.36e-06 |Target 003: 1.45e-05 |Target 004: 5.28e-06 +Target 005: 3.72e-05 |Target 006: 5.59e-05 |Target 007: 3.46e-06 |Target 008: 1.23e-05 |Target 009: 1.29e-05 +Target 010: 5.78e-06 |Target 011: 4.63e-06 |Target 012: 1.74e-05 |Target 013: 1.91e-05 |Target 014: 4.32e-06 +Target 015: 1.09e-05 |Target 016: 1.50e-05 |Target 017: 1.63e-05 |Target 018: 2.46e-05 |Target 019: 1.84e-05 +Target 020: 5.22e-06 |Target 021: 1.98e-05 |Target 022: 3.69e-06 |Target 023: 1.56e-05 |Target 024: 2.17e-05 + +==================== +Epoch #453 | Time: 00d 02h 04m | LR: 2.00e-03 | Epoch time: 16.16 | Train loss: 1.99e-05 | Val loss: 8.28e-06 +Target 006 has maximum loss 3.25e-05; Target 002 has minimum loss 1.98e-06 +Target 000: 2.44e-05 |Target 001: 3.18e-05 |Target 002: 1.98e-06 |Target 003: 3.61e-06 |Target 004: 2.75e-06 +Target 005: 9.41e-06 |Target 006: 3.25e-05 |Target 007: 4.14e-06 |Target 008: 7.73e-06 |Target 009: 6.59e-06 +Target 010: 2.32e-06 |Target 011: 2.46e-06 |Target 012: 4.01e-06 |Target 013: 7.24e-06 |Target 014: 3.96e-06 +Target 015: 4.06e-06 |Target 016: 6.29e-06 |Target 017: 5.30e-06 |Target 018: 1.60e-05 |Target 019: 9.54e-06 +Target 020: 3.27e-06 |Target 021: 6.52e-06 |Target 022: 3.06e-06 |Target 023: 1.12e-05 |Target 024: 1.59e-05 + +==================== +Epoch #454 | Time: 00d 02h 05m | LR: 2.00e-03 | Epoch time: 16.17 | Train loss: 1.90e-05 | Val loss: 1.99e-05 +Target 001 has maximum loss 2.80e-04; Target 004 has minimum loss 3.33e-06 +Target 000: 5.25e-05 |Target 001: 2.80e-04 |Target 002: 3.64e-06 |Target 003: 4.35e-06 |Target 004: 3.33e-06 +Target 005: 3.92e-05 |Target 006: 2.44e-04 |Target 007: 6.04e-06 |Target 008: 1.07e-05 |Target 009: 1.60e-05 +Target 010: 7.02e-06 |Target 011: 5.13e-06 |Target 012: 1.36e-05 |Target 013: 3.95e-05 |Target 014: 5.54e-06 +Target 015: 1.16e-05 |Target 016: 9.23e-06 |Target 017: 3.59e-05 |Target 018: 1.77e-05 |Target 019: 1.21e-05 +Target 020: 7.90e-06 |Target 021: 1.59e-05 |Target 022: 5.69e-06 |Target 023: 1.28e-05 |Target 024: 3.41e-05 + +==================== +Epoch #455 | Time: 00d 02h 05m | LR: 2.00e-03 | Epoch time: 16.20 | Train loss: 2.36e-05 | Val loss: 1.01e-05 +Target 000 has maximum loss 3.82e-05; Target 002 has minimum loss 2.22e-06 +Target 000: 3.82e-05 |Target 001: 3.36e-05 |Target 002: 2.22e-06 |Target 003: 2.93e-06 |Target 004: 3.03e-06 +Target 005: 2.55e-05 |Target 006: 2.79e-05 |Target 007: 3.56e-06 |Target 008: 1.13e-05 |Target 009: 1.15e-05 +Target 010: 7.79e-06 |Target 011: 2.36e-06 |Target 012: 3.53e-06 |Target 013: 9.93e-06 |Target 014: 3.53e-06 +Target 015: 5.94e-06 |Target 016: 7.72e-06 |Target 017: 1.33e-05 |Target 018: 2.11e-05 |Target 019: 1.02e-05 +Target 020: 3.09e-06 |Target 021: 1.21e-05 |Target 022: 3.52e-06 |Target 023: 1.09e-05 |Target 024: 1.81e-05 + +==================== +Epoch #456 | Time: 00d 02h 05m | LR: 2.00e-03 | Epoch time: 16.20 | Train loss: 2.45e-05 | Val loss: 1.59e-05 +Target 000 has maximum loss 1.69e-04; Target 010 has minimum loss 3.49e-06 +Target 000: 1.69e-04 |Target 001: 4.01e-05 |Target 002: 5.81e-06 |Target 003: 6.46e-06 |Target 004: 5.97e-06 +Target 005: 4.20e-05 |Target 006: 6.84e-05 |Target 007: 4.94e-06 |Target 008: 1.21e-05 |Target 009: 2.96e-05 +Target 010: 3.49e-06 |Target 011: 9.48e-06 |Target 012: 4.77e-06 |Target 013: 1.16e-05 |Target 014: 6.49e-06 +Target 015: 4.56e-06 |Target 016: 3.06e-05 |Target 017: 1.35e-05 |Target 018: 2.15e-05 |Target 019: 2.28e-05 +Target 020: 5.06e-06 |Target 021: 2.53e-05 |Target 022: 6.02e-06 |Target 023: 2.02e-05 |Target 024: 2.06e-05 + +==================== +Epoch #457 | Time: 00d 02h 05m | LR: 2.00e-03 | Epoch time: 16.26 | Train loss: 3.39e-05 | Val loss: 1.57e-05 +Target 009 has maximum loss 4.66e-05; Target 010 has minimum loss 3.34e-06 +Target 000: 2.36e-05 |Target 001: 3.55e-05 |Target 002: 4.46e-06 |Target 003: 7.49e-06 |Target 004: 4.57e-06 +Target 005: 1.42e-05 |Target 006: 3.64e-05 |Target 007: 7.51e-06 |Target 008: 3.02e-05 |Target 009: 4.66e-05 +Target 010: 3.34e-06 |Target 011: 5.10e-06 |Target 012: 7.13e-06 |Target 013: 1.48e-05 |Target 014: 6.34e-06 +Target 015: 5.01e-06 |Target 016: 2.44e-05 |Target 017: 1.20e-05 |Target 018: 2.66e-05 |Target 019: 1.93e-05 +Target 020: 5.35e-06 |Target 021: 3.40e-05 |Target 022: 6.27e-06 |Target 023: 1.99e-05 |Target 024: 2.00e-05 + +==================== +Epoch #458 | Time: 00d 02h 06m | LR: 2.00e-03 | Epoch time: 16.38 | Train loss: 3.70e-05 | Val loss: 2.48e-05 +Target 005 has maximum loss 9.37e-05; Target 004 has minimum loss 4.84e-06 +Target 000: 6.30e-05 |Target 001: 8.06e-05 |Target 002: 1.12e-05 |Target 003: 9.36e-06 |Target 004: 4.84e-06 +Target 005: 9.37e-05 |Target 006: 4.25e-05 |Target 007: 1.32e-05 |Target 008: 4.04e-05 |Target 009: 2.71e-05 +Target 010: 7.01e-06 |Target 011: 1.64e-05 |Target 012: 1.01e-05 |Target 013: 1.16e-05 |Target 014: 1.69e-05 +Target 015: 9.87e-06 |Target 016: 2.59e-05 |Target 017: 2.12e-05 |Target 018: 3.52e-05 |Target 019: 2.90e-05 +Target 020: 8.67e-06 |Target 021: 2.89e-05 |Target 022: 1.22e-05 |Target 023: 2.74e-05 |Target 024: 4.71e-05 + +==================== +Epoch #459 | Time: 00d 02h 06m | LR: 2.00e-03 | Epoch time: 16.03 | Train loss: 3.17e-05 | Val loss: 2.09e-05 +Target 001 has maximum loss 2.93e-04; Target 002 has minimum loss 3.10e-06 +Target 000: 2.56e-04 |Target 001: 2.93e-04 |Target 002: 3.10e-06 |Target 003: 7.66e-06 |Target 004: 6.94e-06 +Target 005: 1.95e-05 |Target 006: 1.42e-04 |Target 007: 4.74e-06 |Target 008: 1.18e-05 |Target 009: 2.26e-05 +Target 010: 3.34e-06 |Target 011: 7.17e-06 |Target 012: 1.62e-05 |Target 013: 1.76e-05 |Target 014: 5.33e-06 +Target 015: 5.78e-06 |Target 016: 1.75e-05 |Target 017: 3.31e-05 |Target 018: 3.36e-05 |Target 019: 2.48e-05 +Target 020: 5.11e-06 |Target 021: 2.33e-05 |Target 022: 5.34e-06 |Target 023: 2.38e-05 |Target 024: 2.24e-05 + +==================== +Epoch #460 | Time: 00d 02h 06m | LR: 2.00e-03 | Epoch time: 16.15 | Train loss: 2.97e-05 | Val loss: 1.17e-05 +Target 000 has maximum loss 6.77e-05; Target 002 has minimum loss 2.83e-06 +Target 000: 6.77e-05 |Target 001: 1.92e-05 |Target 002: 2.83e-06 |Target 003: 3.87e-06 |Target 004: 4.60e-06 +Target 005: 1.54e-05 |Target 006: 5.32e-05 |Target 007: 9.62e-06 |Target 008: 1.19e-05 |Target 009: 1.83e-05 +Target 010: 5.64e-06 |Target 011: 3.92e-06 |Target 012: 6.70e-06 |Target 013: 8.40e-06 |Target 014: 6.65e-06 +Target 015: 8.53e-06 |Target 016: 1.23e-05 |Target 017: 7.79e-06 |Target 018: 2.44e-05 |Target 019: 1.63e-05 +Target 020: 5.33e-06 |Target 021: 1.35e-05 |Target 022: 5.11e-06 |Target 023: 1.57e-05 |Target 024: 1.44e-05 + +==================== +Epoch #461 | Time: 00d 02h 07m | LR: 2.00e-03 | Epoch time: 16.12 | Train loss: 2.78e-05 | Val loss: 1.39e-05 +Target 001 has maximum loss 2.15e-04; Target 002 has minimum loss 3.95e-06 +Target 000: 9.57e-05 |Target 001: 2.15e-04 |Target 002: 3.95e-06 |Target 003: 1.10e-05 |Target 004: 6.41e-06 +Target 005: 4.78e-05 |Target 006: 9.09e-05 |Target 007: 5.20e-06 |Target 008: 1.56e-05 |Target 009: 2.15e-05 +Target 010: 7.47e-06 |Target 011: 5.17e-06 |Target 012: 7.78e-06 |Target 013: 9.67e-06 |Target 014: 4.93e-06 +Target 015: 4.47e-06 |Target 016: 1.59e-05 |Target 017: 1.05e-05 |Target 018: 2.17e-05 |Target 019: 1.35e-05 +Target 020: 4.53e-06 |Target 021: 1.20e-05 |Target 022: 5.16e-06 |Target 023: 1.43e-05 |Target 024: 1.83e-05 + +==================== +Epoch #462 | Time: 00d 02h 07m | LR: 2.00e-03 | Epoch time: 16.11 | Train loss: 2.74e-05 | Val loss: 1.61e-05 +Target 006 has maximum loss 4.69e-05; Target 002 has minimum loss 4.07e-06 +Target 000: 4.29e-05 |Target 001: 2.33e-05 |Target 002: 4.07e-06 |Target 003: 8.86e-06 |Target 004: 4.28e-06 +Target 005: 1.03e-05 |Target 006: 4.69e-05 |Target 007: 6.44e-06 |Target 008: 2.09e-05 |Target 009: 1.82e-05 +Target 010: 1.21e-05 |Target 011: 9.29e-06 |Target 012: 7.14e-06 |Target 013: 3.44e-05 |Target 014: 7.40e-06 +Target 015: 1.37e-05 |Target 016: 1.75e-05 |Target 017: 1.78e-05 |Target 018: 1.90e-05 |Target 019: 1.17e-05 +Target 020: 1.11e-05 |Target 021: 1.17e-05 |Target 022: 6.73e-06 |Target 023: 2.05e-05 |Target 024: 2.74e-05 + +==================== +Epoch #463 | Time: 00d 02h 07m | LR: 2.00e-03 | Epoch time: 16.39 | Train loss: 2.61e-05 | Val loss: 1.78e-05 +Target 001 has maximum loss 1.15e-04; Target 007 has minimum loss 2.73e-06 +Target 000: 3.91e-05 |Target 001: 1.15e-04 |Target 002: 6.51e-06 |Target 003: 3.38e-06 |Target 004: 5.03e-06 +Target 005: 4.47e-05 |Target 006: 5.21e-05 |Target 007: 2.73e-06 |Target 008: 1.37e-05 |Target 009: 1.66e-05 +Target 010: 4.86e-06 |Target 011: 4.88e-06 |Target 012: 1.06e-05 |Target 013: 2.02e-05 |Target 014: 4.36e-06 +Target 015: 5.64e-06 |Target 016: 2.08e-05 |Target 017: 1.72e-05 |Target 018: 3.20e-05 |Target 019: 1.35e-05 +Target 020: 3.29e-06 |Target 021: 1.32e-05 |Target 022: 5.37e-06 |Target 023: 1.61e-05 |Target 024: 4.26e-05 + +==================== +Epoch #464 | Time: 00d 02h 07m | LR: 2.00e-03 | Epoch time: 16.24 | Train loss: 2.45e-05 | Val loss: 1.48e-05 +Target 006 has maximum loss 1.18e-04; Target 002 has minimum loss 2.99e-06 +Target 000: 2.07e-05 |Target 001: 3.16e-05 |Target 002: 2.99e-06 |Target 003: 1.10e-05 |Target 004: 3.32e-06 +Target 005: 1.64e-05 |Target 006: 1.18e-04 |Target 007: 4.36e-06 |Target 008: 9.17e-06 |Target 009: 1.25e-05 +Target 010: 4.06e-06 |Target 011: 3.48e-06 |Target 012: 3.04e-06 |Target 013: 3.43e-05 |Target 014: 3.84e-06 +Target 015: 3.90e-06 |Target 016: 1.27e-05 |Target 017: 2.90e-05 |Target 018: 3.02e-05 |Target 019: 1.07e-05 +Target 020: 5.28e-06 |Target 021: 9.65e-06 |Target 022: 4.24e-06 |Target 023: 1.26e-05 |Target 024: 2.69e-05 + +==================== +Epoch #465 | Time: 00d 02h 08m | LR: 2.00e-03 | Epoch time: 16.47 | Train loss: 2.40e-05 | Val loss: 1.61e-05 +Target 006 has maximum loss 1.17e-04; Target 002 has minimum loss 3.54e-06 +Target 000: 3.73e-05 |Target 001: 7.90e-05 |Target 002: 3.54e-06 |Target 003: 4.62e-06 |Target 004: 3.73e-06 +Target 005: 4.11e-05 |Target 006: 1.17e-04 |Target 007: 5.57e-06 |Target 008: 2.91e-05 |Target 009: 1.30e-05 +Target 010: 4.70e-06 |Target 011: 3.68e-06 |Target 012: 3.93e-06 |Target 013: 1.02e-05 |Target 014: 3.96e-06 +Target 015: 7.28e-06 |Target 016: 4.03e-05 |Target 017: 1.07e-05 |Target 018: 2.82e-05 |Target 019: 2.28e-05 +Target 020: 4.48e-06 |Target 021: 2.04e-05 |Target 022: 4.06e-06 |Target 023: 2.20e-05 |Target 024: 2.71e-05 + +==================== +Epoch #466 | Time: 00d 02h 08m | LR: 2.00e-03 | Epoch time: 16.30 | Train loss: 2.61e-05 | Val loss: 1.18e-05 +Target 006 has maximum loss 5.37e-05; Target 011 has minimum loss 3.15e-06 +Target 000: 4.83e-05 |Target 001: 1.96e-05 |Target 002: 3.96e-06 |Target 003: 7.78e-06 |Target 004: 4.40e-06 +Target 005: 1.09e-05 |Target 006: 5.37e-05 |Target 007: 3.64e-06 |Target 008: 1.26e-05 |Target 009: 1.27e-05 +Target 010: 5.00e-06 |Target 011: 3.15e-06 |Target 012: 6.82e-06 |Target 013: 1.06e-05 |Target 014: 5.02e-06 +Target 015: 5.24e-06 |Target 016: 2.94e-05 |Target 017: 9.70e-06 |Target 018: 2.22e-05 |Target 019: 1.10e-05 +Target 020: 3.22e-06 |Target 021: 1.28e-05 |Target 022: 4.22e-06 |Target 023: 1.50e-05 |Target 024: 2.04e-05 + +==================== +Epoch #467 | Time: 00d 02h 08m | LR: 2.00e-03 | Epoch time: 16.26 | Train loss: 2.46e-05 | Val loss: 1.34e-05 +Target 005 has maximum loss 8.61e-05; Target 014 has minimum loss 3.62e-06 +Target 000: 6.49e-05 |Target 001: 4.82e-05 |Target 002: 3.89e-06 |Target 003: 4.22e-06 |Target 004: 3.77e-06 +Target 005: 8.61e-05 |Target 006: 4.76e-05 |Target 007: 1.11e-05 |Target 008: 1.11e-05 |Target 009: 1.60e-05 +Target 010: 4.89e-06 |Target 011: 1.02e-05 |Target 012: 7.97e-06 |Target 013: 1.59e-05 |Target 014: 3.62e-06 +Target 015: 6.15e-06 |Target 016: 1.46e-05 |Target 017: 2.29e-05 |Target 018: 2.01e-05 |Target 019: 1.26e-05 +Target 020: 6.28e-06 |Target 021: 1.07e-05 |Target 022: 4.65e-06 |Target 023: 1.49e-05 |Target 024: 1.98e-05 + +==================== +Epoch #468 | Time: 00d 02h 08m | LR: 2.00e-03 | Epoch time: 16.29 | Train loss: 2.75e-05 | Val loss: 1.38e-05 +Target 001 has maximum loss 9.01e-05; Target 002 has minimum loss 2.44e-06 +Target 000: 2.83e-05 |Target 001: 9.01e-05 |Target 002: 2.44e-06 |Target 003: 3.59e-06 |Target 004: 4.18e-06 +Target 005: 5.14e-05 |Target 006: 5.72e-05 |Target 007: 5.43e-06 |Target 008: 1.10e-05 |Target 009: 1.70e-05 +Target 010: 3.66e-06 |Target 011: 6.50e-06 |Target 012: 1.26e-05 |Target 013: 1.72e-05 |Target 014: 4.57e-06 +Target 015: 4.75e-06 |Target 016: 2.12e-05 |Target 017: 2.61e-05 |Target 018: 2.59e-05 |Target 019: 1.25e-05 +Target 020: 4.70e-06 |Target 021: 1.28e-05 |Target 022: 6.12e-06 |Target 023: 1.70e-05 |Target 024: 1.58e-05 + +==================== +Epoch #469 | Time: 00d 02h 09m | LR: 2.00e-03 | Epoch time: 16.19 | Train loss: 2.62e-05 | Val loss: 1.67e-05 +Target 005 has maximum loss 4.50e-05; Target 011 has minimum loss 4.21e-06 +Target 000: 2.60e-05 |Target 001: 4.20e-05 |Target 002: 5.99e-06 |Target 003: 9.91e-06 |Target 004: 6.05e-06 +Target 005: 4.50e-05 |Target 006: 4.10e-05 |Target 007: 7.64e-06 |Target 008: 1.09e-05 |Target 009: 1.73e-05 +Target 010: 1.27e-05 |Target 011: 4.21e-06 |Target 012: 2.53e-05 |Target 013: 1.36e-05 |Target 014: 6.99e-06 +Target 015: 8.17e-06 |Target 016: 2.51e-05 |Target 017: 1.06e-05 |Target 018: 2.96e-05 |Target 019: 1.99e-05 +Target 020: 8.25e-06 |Target 021: 2.82e-05 |Target 022: 7.58e-06 |Target 023: 2.08e-05 |Target 024: 2.33e-05 + +==================== +Epoch #470 | Time: 00d 02h 09m | LR: 2.00e-03 | Epoch time: 16.28 | Train loss: 4.17e-05 | Val loss: 2.43e-05 +Target 006 has maximum loss 1.09e-04; Target 010 has minimum loss 2.29e-06 +Target 000: 8.72e-05 |Target 001: 6.52e-05 |Target 002: 3.45e-06 |Target 003: 1.39e-05 |Target 004: 1.31e-05 +Target 005: 2.36e-05 |Target 006: 1.09e-04 |Target 007: 4.58e-06 |Target 008: 2.96e-05 |Target 009: 4.04e-05 +Target 010: 2.29e-06 |Target 011: 3.44e-06 |Target 012: 7.40e-06 |Target 013: 1.35e-05 |Target 014: 6.17e-06 +Target 015: 5.70e-06 |Target 016: 2.22e-05 |Target 017: 1.73e-05 |Target 018: 4.92e-05 |Target 019: 2.85e-05 +Target 020: 8.08e-06 |Target 021: 3.27e-05 |Target 022: 5.69e-06 |Target 023: 6.32e-05 |Target 024: 3.02e-05 + +==================== +Epoch #471 | Time: 00d 02h 09m | LR: 2.00e-03 | Epoch time: 15.97 | Train loss: 5.46e-05 | Val loss: 3.38e-05 +Target 001 has maximum loss 2.93e-04; Target 020 has minimum loss 4.65e-06 +Target 000: 3.71e-05 |Target 001: 2.93e-04 |Target 002: 8.12e-06 |Target 003: 1.41e-05 |Target 004: 5.68e-06 +Target 005: 7.18e-05 |Target 006: 1.54e-04 |Target 007: 1.49e-05 |Target 008: 2.82e-05 |Target 009: 4.45e-05 +Target 010: 1.02e-05 |Target 011: 1.18e-05 |Target 012: 7.35e-06 |Target 013: 2.31e-05 |Target 014: 1.54e-05 +Target 015: 6.83e-06 |Target 016: 2.80e-05 |Target 017: 2.00e-05 |Target 018: 5.49e-05 |Target 019: 3.32e-05 +Target 020: 4.65e-06 |Target 021: 4.77e-05 |Target 022: 1.26e-05 |Target 023: 3.79e-05 |Target 024: 7.40e-05 + +==================== +Epoch #472 | Time: 00d 02h 10m | LR: 2.00e-03 | Epoch time: 16.33 | Train loss: 3.19e-05 | Val loss: 1.43e-05 +Target 005 has maximum loss 2.07e-04; Target 007 has minimum loss 3.28e-06 +Target 000: 2.50e-05 |Target 001: 2.36e-05 |Target 002: 4.84e-06 |Target 003: 5.38e-06 |Target 004: 4.41e-06 +Target 005: 2.07e-04 |Target 006: 3.63e-05 |Target 007: 3.28e-06 |Target 008: 1.30e-05 |Target 009: 2.73e-05 +Target 010: 3.94e-06 |Target 011: 3.31e-06 |Target 012: 7.84e-06 |Target 013: 6.48e-06 |Target 014: 7.51e-06 +Target 015: 6.25e-06 |Target 016: 2.03e-05 |Target 017: 7.32e-06 |Target 018: 2.04e-05 |Target 019: 1.50e-05 +Target 020: 4.73e-06 |Target 021: 2.70e-05 |Target 022: 5.02e-06 |Target 023: 2.07e-05 |Target 024: 2.10e-05 + +==================== +Epoch #473 | Time: 00d 02h 10m | LR: 2.00e-03 | Epoch time: 16.25 | Train loss: 6.36e-05 | Val loss: 2.37e-05 +Target 005 has maximum loss 2.61e-04; Target 002 has minimum loss 5.75e-06 +Target 000: 4.76e-05 |Target 001: 6.08e-05 |Target 002: 5.75e-06 |Target 003: 1.21e-05 |Target 004: 1.37e-05 +Target 005: 2.61e-04 |Target 006: 5.74e-05 |Target 007: 7.69e-06 |Target 008: 3.43e-05 |Target 009: 5.02e-05 +Target 010: 6.70e-06 |Target 011: 1.08e-05 |Target 012: 8.75e-06 |Target 013: 1.40e-05 |Target 014: 7.86e-06 +Target 015: 1.42e-05 |Target 016: 4.28e-05 |Target 017: 1.44e-05 |Target 018: 4.52e-05 |Target 019: 2.75e-05 +Target 020: 1.06e-05 |Target 021: 3.72e-05 |Target 022: 7.34e-06 |Target 023: 2.91e-05 |Target 024: 3.23e-05 + +==================== +Epoch #474 | Time: 00d 02h 10m | LR: 2.00e-03 | Epoch time: 16.10 | Train loss: 1.06e-04 | Val loss: 5.50e-05 +Target 006 has maximum loss 3.54e-04; Target 014 has minimum loss 9.14e-06 +Target 000: 9.79e-05 |Target 001: 2.11e-04 |Target 002: 1.44e-05 |Target 003: 5.62e-05 |Target 004: 1.70e-05 +Target 005: 1.04e-04 |Target 006: 3.54e-04 |Target 007: 1.70e-05 |Target 008: 6.19e-05 |Target 009: 1.83e-04 +Target 010: 1.95e-05 |Target 011: 9.54e-06 |Target 012: 1.33e-05 |Target 013: 5.38e-05 |Target 014: 9.14e-06 +Target 015: 2.36e-05 |Target 016: 1.34e-04 |Target 017: 3.41e-05 |Target 018: 1.14e-04 |Target 019: 5.94e-05 +Target 020: 2.09e-05 |Target 021: 1.73e-04 |Target 022: 1.17e-05 |Target 023: 3.37e-05 |Target 024: 7.61e-05 + +==================== +Epoch #475 | Time: 00d 02h 10m | LR: 2.00e-03 | Epoch time: 16.18 | Train loss: 5.30e-05 | Val loss: 3.00e-05 +Target 024 has maximum loss 6.06e-05; Target 020 has minimum loss 6.32e-06 +Target 000: 3.31e-05 |Target 001: 4.49e-05 |Target 002: 1.45e-05 |Target 003: 2.66e-05 |Target 004: 1.30e-05 +Target 005: 3.09e-05 |Target 006: 4.35e-05 |Target 007: 2.83e-05 |Target 008: 3.23e-05 |Target 009: 4.42e-05 +Target 010: 1.39e-05 |Target 011: 1.17e-05 |Target 012: 9.16e-06 |Target 013: 2.14e-05 |Target 014: 1.27e-05 +Target 015: 1.01e-05 |Target 016: 3.89e-05 |Target 017: 2.98e-05 |Target 018: 4.67e-05 |Target 019: 2.95e-05 +Target 020: 6.32e-06 |Target 021: 2.66e-05 |Target 022: 1.85e-05 |Target 023: 3.69e-05 |Target 024: 6.06e-05 + +==================== +Epoch #476 | Time: 00d 02h 11m | LR: 2.00e-03 | Epoch time: 16.11 | Train loss: 4.01e-05 | Val loss: 1.59e-05 +Target 001 has maximum loss 2.98e-04; Target 002 has minimum loss 2.64e-06 +Target 000: 2.02e-04 |Target 001: 2.98e-04 |Target 002: 2.64e-06 |Target 003: 5.57e-06 |Target 004: 6.13e-06 +Target 005: 5.85e-05 |Target 006: 1.33e-04 |Target 007: 4.27e-06 |Target 008: 2.02e-05 |Target 009: 1.58e-05 +Target 010: 3.21e-06 |Target 011: 6.36e-06 |Target 012: 1.43e-05 |Target 013: 1.09e-05 |Target 014: 5.58e-06 +Target 015: 5.21e-06 |Target 016: 1.55e-05 |Target 017: 1.04e-05 |Target 018: 2.07e-05 |Target 019: 1.36e-05 +Target 020: 6.17e-06 |Target 021: 1.40e-05 |Target 022: 5.78e-06 |Target 023: 1.37e-05 |Target 024: 2.03e-05 + +==================== +Epoch #477 | Time: 00d 02h 11m | LR: 2.00e-03 | Epoch time: 16.26 | Train loss: 2.69e-05 | Val loss: 1.09e-05 +Target 000 has maximum loss 1.27e-04; Target 010 has minimum loss 1.83e-06 +Target 000: 1.27e-04 |Target 001: 4.57e-05 |Target 002: 2.32e-06 |Target 003: 3.28e-06 |Target 004: 2.78e-06 +Target 005: 2.01e-05 |Target 006: 2.69e-05 |Target 007: 3.28e-06 |Target 008: 7.58e-06 |Target 009: 2.21e-05 +Target 010: 1.83e-06 |Target 011: 2.64e-06 |Target 012: 4.47e-06 |Target 013: 1.52e-05 |Target 014: 3.37e-06 +Target 015: 3.09e-06 |Target 016: 6.38e-06 |Target 017: 1.18e-05 |Target 018: 1.91e-05 |Target 019: 9.73e-06 +Target 020: 3.92e-06 |Target 021: 1.81e-05 |Target 022: 3.74e-06 |Target 023: 1.25e-05 |Target 024: 1.59e-05 + +==================== +Epoch #478 | Time: 00d 02h 11m | LR: 2.00e-03 | Epoch time: 16.13 | Train loss: 1.89e-05 | Val loss: 1.45e-05 +Target 001 has maximum loss 3.86e-04; Target 011 has minimum loss 2.63e-06 +Target 000: 6.71e-05 |Target 001: 3.86e-04 |Target 002: 5.22e-06 |Target 003: 2.69e-05 |Target 004: 3.66e-06 +Target 005: 1.14e-04 |Target 006: 6.94e-05 |Target 007: 8.93e-06 |Target 008: 9.94e-06 |Target 009: 6.75e-06 +Target 010: 9.23e-06 |Target 011: 2.63e-06 |Target 012: 6.02e-06 |Target 013: 1.25e-05 |Target 014: 6.94e-06 +Target 015: 7.67e-06 |Target 016: 7.65e-06 |Target 017: 1.90e-05 |Target 018: 1.72e-05 |Target 019: 8.91e-06 +Target 020: 3.69e-06 |Target 021: 6.83e-06 |Target 022: 4.52e-06 |Target 023: 1.02e-05 |Target 024: 2.08e-05 + +==================== +Epoch #479 | Time: 00d 02h 12m | LR: 2.00e-03 | Epoch time: 16.25 | Train loss: 1.94e-05 | Val loss: 8.50e-06 +Target 006 has maximum loss 3.36e-05; Target 002 has minimum loss 2.41e-06 +Target 000: 1.46e-05 |Target 001: 1.46e-05 |Target 002: 2.41e-06 |Target 003: 3.11e-06 |Target 004: 2.70e-06 +Target 005: 1.60e-05 |Target 006: 3.36e-05 |Target 007: 4.46e-06 |Target 008: 7.11e-06 |Target 009: 6.57e-06 +Target 010: 3.07e-06 |Target 011: 3.73e-06 |Target 012: 7.35e-06 |Target 013: 5.64e-06 |Target 014: 3.93e-06 +Target 015: 4.10e-06 |Target 016: 6.43e-06 |Target 017: 8.74e-06 |Target 018: 2.09e-05 |Target 019: 8.43e-06 +Target 020: 4.07e-06 |Target 021: 6.95e-06 |Target 022: 3.22e-06 |Target 023: 9.88e-06 |Target 024: 1.55e-05 + +==================== +Epoch #480 | Time: 00d 02h 12m | LR: 2.00e-03 | Epoch time: 16.39 | Train loss: 1.78e-05 | Val loss: 8.53e-06 +Target 006 has maximum loss 3.27e-05; Target 002 has minimum loss 1.73e-06 +Target 000: 2.09e-05 |Target 001: 1.02e-05 |Target 002: 1.73e-06 |Target 003: 4.47e-06 |Target 004: 2.28e-06 +Target 005: 3.22e-05 |Target 006: 3.27e-05 |Target 007: 3.12e-06 |Target 008: 4.98e-06 |Target 009: 8.98e-06 +Target 010: 2.21e-06 |Target 011: 2.58e-06 |Target 012: 3.67e-06 |Target 013: 1.23e-05 |Target 014: 3.15e-06 +Target 015: 3.08e-06 |Target 016: 6.46e-06 |Target 017: 1.21e-05 |Target 018: 1.56e-05 |Target 019: 8.80e-06 +Target 020: 2.99e-06 |Target 021: 6.14e-06 |Target 022: 2.86e-06 |Target 023: 8.63e-06 |Target 024: 1.65e-05 + +==================== +Epoch #481 | Time: 00d 02h 12m | LR: 2.00e-03 | Epoch time: 16.22 | Train loss: 1.89e-05 | Val loss: 1.12e-05 +Target 001 has maximum loss 2.19e-04; Target 002 has minimum loss 1.54e-06 +Target 000: 3.81e-05 |Target 001: 2.19e-04 |Target 002: 1.54e-06 |Target 003: 2.54e-06 |Target 004: 3.15e-06 +Target 005: 1.81e-05 |Target 006: 7.84e-05 |Target 007: 2.63e-06 |Target 008: 8.00e-06 |Target 009: 8.38e-06 +Target 010: 2.15e-06 |Target 011: 2.25e-06 |Target 012: 3.29e-06 |Target 013: 1.35e-05 |Target 014: 3.34e-06 +Target 015: 3.15e-06 |Target 016: 1.17e-05 |Target 017: 1.70e-05 |Target 018: 1.66e-05 |Target 019: 1.01e-05 +Target 020: 3.89e-06 |Target 021: 9.99e-06 |Target 022: 3.62e-06 |Target 023: 1.04e-05 |Target 024: 1.80e-05 + +==================== +Epoch #482 | Time: 00d 02h 12m | LR: 2.00e-03 | Epoch time: 16.16 | Train loss: 2.03e-05 | Val loss: 9.67e-06 +Target 006 has maximum loss 5.56e-05; Target 020 has minimum loss 2.73e-06 +Target 000: 2.96e-05 |Target 001: 1.38e-05 |Target 002: 2.79e-06 |Target 003: 3.26e-06 |Target 004: 3.60e-06 +Target 005: 2.37e-05 |Target 006: 5.56e-05 |Target 007: 4.17e-06 |Target 008: 6.40e-06 |Target 009: 9.10e-06 +Target 010: 3.45e-06 |Target 011: 2.93e-06 |Target 012: 4.27e-06 |Target 013: 5.61e-06 |Target 014: 4.20e-06 +Target 015: 3.57e-06 |Target 016: 1.19e-05 |Target 017: 4.90e-06 |Target 018: 1.82e-05 |Target 019: 8.31e-06 +Target 020: 2.73e-06 |Target 021: 7.50e-06 |Target 022: 4.69e-06 |Target 023: 1.06e-05 |Target 024: 2.28e-05 + +==================== +Epoch #483 | Time: 00d 02h 13m | LR: 2.00e-03 | Epoch time: 16.22 | Train loss: 2.40e-05 | Val loss: 1.15e-05 +Target 001 has maximum loss 1.18e-04; Target 010 has minimum loss 2.95e-06 +Target 000: 7.86e-05 |Target 001: 1.18e-04 |Target 002: 4.16e-06 |Target 003: 4.85e-06 |Target 004: 3.52e-06 +Target 005: 8.65e-05 |Target 006: 1.06e-04 |Target 007: 4.12e-06 |Target 008: 8.67e-06 |Target 009: 1.00e-05 +Target 010: 2.95e-06 |Target 011: 4.39e-06 |Target 012: 6.89e-06 |Target 013: 9.41e-06 |Target 014: 3.31e-06 +Target 015: 5.29e-06 |Target 016: 8.67e-06 |Target 017: 9.04e-06 |Target 018: 1.81e-05 |Target 019: 1.28e-05 +Target 020: 3.49e-06 |Target 021: 1.07e-05 |Target 022: 4.86e-06 |Target 023: 1.25e-05 |Target 024: 1.57e-05 + +==================== +Epoch #484 | Time: 00d 02h 13m | LR: 2.00e-03 | Epoch time: 16.14 | Train loss: 2.19e-05 | Val loss: 2.14e-05 +Target 001 has maximum loss 2.28e-04; Target 002 has minimum loss 4.12e-06 +Target 000: 1.16e-04 |Target 001: 2.28e-04 |Target 002: 4.12e-06 |Target 003: 4.86e-06 |Target 004: 5.43e-06 +Target 005: 3.75e-05 |Target 006: 6.93e-05 |Target 007: 9.85e-06 |Target 008: 1.64e-05 |Target 009: 1.76e-05 +Target 010: 6.43e-06 |Target 011: 5.52e-06 |Target 012: 3.08e-05 |Target 013: 1.92e-05 |Target 014: 5.68e-06 +Target 015: 6.65e-06 |Target 016: 1.46e-05 |Target 017: 1.41e-05 |Target 018: 3.57e-05 |Target 019: 1.59e-05 +Target 020: 6.45e-06 |Target 021: 1.75e-05 |Target 022: 6.98e-06 |Target 023: 1.67e-05 |Target 024: 4.62e-05 + +==================== +Epoch #485 | Time: 00d 02h 13m | LR: 2.00e-03 | Epoch time: 16.14 | Train loss: 3.70e-05 | Val loss: 2.58e-05 +Target 001 has maximum loss 1.10e-04; Target 002 has minimum loss 6.74e-06 +Target 000: 4.25e-05 |Target 001: 1.10e-04 |Target 002: 6.74e-06 |Target 003: 1.63e-05 |Target 004: 2.25e-05 +Target 005: 8.88e-05 |Target 006: 5.77e-05 |Target 007: 1.00e-05 |Target 008: 2.92e-05 |Target 009: 2.96e-05 +Target 010: 1.46e-05 |Target 011: 1.08e-05 |Target 012: 1.95e-05 |Target 013: 1.81e-05 |Target 014: 1.19e-05 +Target 015: 1.55e-05 |Target 016: 3.25e-05 |Target 017: 1.93e-05 |Target 018: 3.77e-05 |Target 019: 3.06e-05 +Target 020: 1.27e-05 |Target 021: 2.74e-05 |Target 022: 1.10e-05 |Target 023: 3.10e-05 |Target 024: 4.29e-05 + +==================== +Epoch #486 | Time: 00d 02h 13m | LR: 2.00e-03 | Epoch time: 16.33 | Train loss: 9.25e-05 | Val loss: 6.88e-05 +Target 001 has maximum loss 2.79e-04; Target 010 has minimum loss 2.18e-05 +Target 000: 7.85e-05 |Target 001: 2.79e-04 |Target 002: 2.26e-05 |Target 003: 5.35e-05 |Target 004: 8.78e-05 +Target 005: 8.12e-05 |Target 006: 1.06e-04 |Target 007: 3.04e-05 |Target 008: 4.27e-05 |Target 009: 1.12e-04 +Target 010: 2.18e-05 |Target 011: 2.92e-05 |Target 012: 7.92e-05 |Target 013: 4.92e-05 |Target 014: 3.94e-05 +Target 015: 3.12e-05 |Target 016: 4.84e-05 |Target 017: 4.62e-05 |Target 018: 6.01e-05 |Target 019: 9.10e-05 +Target 020: 7.92e-05 |Target 021: 8.63e-05 |Target 022: 4.16e-05 |Target 023: 9.34e-05 |Target 024: 9.27e-05 + +==================== +Epoch #487 | Time: 00d 02h 14m | LR: 2.00e-03 | Epoch time: 16.13 | Train loss: 6.18e-05 | Val loss: 2.60e-05 +Target 001 has maximum loss 4.30e-04; Target 002 has minimum loss 5.92e-06 +Target 000: 1.70e-04 |Target 001: 4.30e-04 |Target 002: 5.92e-06 |Target 003: 1.99e-05 |Target 004: 1.06e-05 +Target 005: 1.48e-04 |Target 006: 9.88e-05 |Target 007: 7.51e-06 |Target 008: 2.03e-05 |Target 009: 3.59e-05 +Target 010: 1.21e-05 |Target 011: 7.94e-06 |Target 012: 1.25e-05 |Target 013: 1.63e-05 |Target 014: 8.89e-06 +Target 015: 2.37e-05 |Target 016: 1.60e-05 |Target 017: 2.27e-05 |Target 018: 4.82e-05 |Target 019: 1.94e-05 +Target 020: 1.27e-05 |Target 021: 2.69e-05 |Target 022: 9.93e-06 |Target 023: 2.17e-05 |Target 024: 3.90e-05 + +==================== +Epoch #488 | Time: 00d 02h 14m | LR: 2.00e-03 | Epoch time: 16.14 | Train loss: 3.00e-05 | Val loss: 1.55e-05 +Target 001 has maximum loss 1.12e-04; Target 002 has minimum loss 4.70e-06 +Target 000: 2.93e-05 |Target 001: 1.12e-04 |Target 002: 4.70e-06 |Target 003: 9.50e-06 |Target 004: 6.71e-06 +Target 005: 2.44e-05 |Target 006: 4.06e-05 |Target 007: 6.57e-06 |Target 008: 1.27e-05 |Target 009: 1.72e-05 +Target 010: 1.16e-05 |Target 011: 6.00e-06 |Target 012: 7.98e-06 |Target 013: 7.18e-06 |Target 014: 1.05e-05 +Target 015: 8.47e-06 |Target 016: 2.16e-05 |Target 017: 1.33e-05 |Target 018: 2.13e-05 |Target 019: 1.55e-05 +Target 020: 5.18e-06 |Target 021: 1.37e-05 |Target 022: 4.90e-06 |Target 023: 1.77e-05 |Target 024: 3.11e-05 + +==================== +Epoch #489 | Time: 00d 02h 14m | LR: 2.00e-03 | Epoch time: 16.15 | Train loss: 2.28e-05 | Val loss: 9.31e-06 +Target 001 has maximum loss 4.18e-05; Target 002 has minimum loss 2.55e-06 +Target 000: 3.27e-05 |Target 001: 4.18e-05 |Target 002: 2.55e-06 |Target 003: 5.00e-06 |Target 004: 3.09e-06 +Target 005: 2.36e-05 |Target 006: 2.81e-05 |Target 007: 4.15e-06 |Target 008: 9.37e-06 |Target 009: 1.19e-05 +Target 010: 3.10e-06 |Target 011: 3.57e-06 |Target 012: 5.92e-06 |Target 013: 1.15e-05 |Target 014: 4.48e-06 +Target 015: 3.83e-06 |Target 016: 7.55e-06 |Target 017: 8.57e-06 |Target 018: 1.56e-05 |Target 019: 9.43e-06 +Target 020: 3.89e-06 |Target 021: 1.03e-05 |Target 022: 3.77e-06 |Target 023: 9.99e-06 |Target 024: 1.58e-05 + +==================== +Epoch #490 | Time: 00d 02h 15m | LR: 2.00e-03 | Epoch time: 16.31 | Train loss: 2.03e-05 | Val loss: 1.21e-05 +Target 001 has maximum loss 8.93e-05; Target 003 has minimum loss 2.71e-06 +Target 000: 1.72e-05 |Target 001: 8.93e-05 |Target 002: 2.83e-06 |Target 003: 2.71e-06 |Target 004: 3.21e-06 +Target 005: 2.84e-05 |Target 006: 6.31e-05 |Target 007: 3.18e-06 |Target 008: 5.98e-06 |Target 009: 2.00e-05 +Target 010: 3.17e-06 |Target 011: 3.12e-06 |Target 012: 5.03e-06 |Target 013: 1.90e-05 |Target 014: 2.86e-06 +Target 015: 3.66e-06 |Target 016: 7.93e-06 |Target 017: 8.79e-06 |Target 018: 1.69e-05 |Target 019: 9.64e-06 +Target 020: 4.02e-06 |Target 021: 1.24e-05 |Target 022: 3.31e-06 |Target 023: 9.70e-06 |Target 024: 2.86e-05 + +==================== +Epoch #491 | Time: 00d 02h 15m | LR: 2.00e-03 | Epoch time: 16.24 | Train loss: 1.96e-05 | Val loss: 7.40e-06 +Target 006 has maximum loss 5.52e-05; Target 002 has minimum loss 1.55e-06 +Target 000: 2.47e-05 |Target 001: 1.24e-05 |Target 002: 1.55e-06 |Target 003: 2.25e-06 |Target 004: 2.75e-06 +Target 005: 3.11e-05 |Target 006: 5.52e-05 |Target 007: 4.82e-06 |Target 008: 7.87e-06 |Target 009: 7.11e-06 +Target 010: 1.90e-06 |Target 011: 2.31e-06 |Target 012: 4.63e-06 |Target 013: 6.55e-06 |Target 014: 3.47e-06 +Target 015: 3.10e-06 |Target 016: 6.78e-06 |Target 017: 5.59e-06 |Target 018: 1.24e-05 |Target 019: 8.43e-06 +Target 020: 2.40e-06 |Target 021: 6.20e-06 |Target 022: 2.99e-06 |Target 023: 9.06e-06 |Target 024: 1.29e-05 + +==================== +Epoch #492 | Time: 00d 02h 15m | LR: 2.00e-03 | Epoch time: 16.16 | Train loss: 1.78e-05 | Val loss: 1.21e-05 +Target 001 has maximum loss 1.25e-04; Target 004 has minimum loss 3.42e-06 +Target 000: 9.14e-05 |Target 001: 1.25e-04 |Target 002: 3.64e-06 |Target 003: 3.83e-06 |Target 004: 3.42e-06 +Target 005: 1.10e-04 |Target 006: 5.27e-05 |Target 007: 4.91e-06 |Target 008: 1.03e-05 |Target 009: 1.86e-05 +Target 010: 4.74e-06 |Target 011: 4.37e-06 |Target 012: 7.51e-06 |Target 013: 1.32e-05 |Target 014: 4.93e-06 +Target 015: 3.96e-06 |Target 016: 6.93e-06 |Target 017: 1.62e-05 |Target 018: 1.84e-05 |Target 019: 9.21e-06 +Target 020: 4.20e-06 |Target 021: 1.16e-05 |Target 022: 4.71e-06 |Target 023: 1.09e-05 |Target 024: 1.63e-05 + +==================== +Epoch #493 | Time: 00d 02h 15m | LR: 2.00e-03 | Epoch time: 16.36 | Train loss: 2.01e-05 | Val loss: 1.18e-05 +Target 000 has maximum loss 1.18e-04; Target 020 has minimum loss 2.72e-06 +Target 000: 1.18e-04 |Target 001: 6.81e-05 |Target 002: 3.67e-06 |Target 003: 4.10e-06 |Target 004: 3.32e-06 +Target 005: 4.75e-05 |Target 006: 1.02e-04 |Target 007: 5.78e-06 |Target 008: 7.55e-06 |Target 009: 7.06e-06 +Target 010: 4.66e-06 |Target 011: 3.54e-06 |Target 012: 2.48e-05 |Target 013: 8.32e-06 |Target 014: 3.75e-06 +Target 015: 5.11e-06 |Target 016: 8.48e-06 |Target 017: 5.10e-06 |Target 018: 1.81e-05 |Target 019: 9.63e-06 +Target 020: 2.72e-06 |Target 021: 6.59e-06 |Target 022: 3.43e-06 |Target 023: 1.01e-05 |Target 024: 2.07e-05 + +==================== +Epoch #494 | Time: 00d 02h 16m | LR: 2.00e-03 | Epoch time: 16.24 | Train loss: 1.84e-05 | Val loss: 9.02e-06 +Target 006 has maximum loss 9.07e-05; Target 002 has minimum loss 1.43e-06 +Target 000: 2.97e-05 |Target 001: 4.02e-05 |Target 002: 1.43e-06 |Target 003: 2.27e-06 |Target 004: 2.88e-06 +Target 005: 1.18e-05 |Target 006: 9.07e-05 |Target 007: 2.50e-06 |Target 008: 6.34e-06 |Target 009: 8.35e-06 +Target 010: 3.32e-06 |Target 011: 3.57e-06 |Target 012: 3.07e-06 |Target 013: 1.05e-05 |Target 014: 4.62e-06 +Target 015: 3.04e-06 |Target 016: 7.50e-06 |Target 017: 1.07e-05 |Target 018: 1.67e-05 |Target 019: 9.03e-06 +Target 020: 2.51e-06 |Target 021: 7.87e-06 |Target 022: 3.32e-06 |Target 023: 9.97e-06 |Target 024: 1.52e-05 + +==================== +Epoch #495 | Time: 00d 02h 16m | LR: 2.00e-03 | Epoch time: 16.13 | Train loss: 1.67e-05 | Val loss: 9.62e-06 +Target 006 has maximum loss 1.31e-04; Target 002 has minimum loss 1.69e-06 +Target 000: 1.15e-04 |Target 001: 1.21e-04 |Target 002: 1.69e-06 |Target 003: 4.12e-06 |Target 004: 2.41e-06 +Target 005: 1.45e-05 |Target 006: 1.31e-04 |Target 007: 4.37e-06 |Target 008: 5.87e-06 |Target 009: 6.77e-06 +Target 010: 2.43e-06 |Target 011: 2.83e-06 |Target 012: 3.74e-06 |Target 013: 8.38e-06 |Target 014: 3.67e-06 +Target 015: 2.89e-06 |Target 016: 6.40e-06 |Target 017: 1.00e-05 |Target 018: 1.43e-05 |Target 019: 1.09e-05 +Target 020: 2.32e-06 |Target 021: 6.38e-06 |Target 022: 3.80e-06 |Target 023: 1.07e-05 |Target 024: 1.20e-05 + +==================== +Epoch #496 | Time: 00d 02h 16m | LR: 2.00e-03 | Epoch time: 16.22 | Train loss: 1.92e-05 | Val loss: 8.38e-06 +Target 005 has maximum loss 4.36e-05; Target 010 has minimum loss 2.06e-06 +Target 000: 3.89e-05 |Target 001: 9.99e-06 |Target 002: 2.31e-06 |Target 003: 3.87e-06 |Target 004: 2.65e-06 +Target 005: 4.36e-05 |Target 006: 2.37e-05 |Target 007: 5.45e-06 |Target 008: 6.48e-06 |Target 009: 1.02e-05 +Target 010: 2.06e-06 |Target 011: 2.08e-06 |Target 012: 4.56e-06 |Target 013: 8.55e-06 |Target 014: 3.17e-06 +Target 015: 2.93e-06 |Target 016: 7.70e-06 |Target 017: 6.35e-06 |Target 018: 1.56e-05 |Target 019: 9.89e-06 +Target 020: 2.52e-06 |Target 021: 9.47e-06 |Target 022: 3.33e-06 |Target 023: 9.33e-06 |Target 024: 1.51e-05 + +==================== +Epoch #497 | Time: 00d 02h 16m | LR: 2.00e-03 | Epoch time: 16.22 | Train loss: 1.97e-05 | Val loss: 1.23e-05 +Target 000 has maximum loss 7.85e-05; Target 002 has minimum loss 2.72e-06 +Target 000: 7.85e-05 |Target 001: 5.52e-05 |Target 002: 2.72e-06 |Target 003: 5.26e-06 |Target 004: 5.08e-06 +Target 005: 5.76e-05 |Target 006: 4.57e-05 |Target 007: 5.08e-06 |Target 008: 7.46e-06 |Target 009: 1.26e-05 +Target 010: 4.23e-06 |Target 011: 3.27e-06 |Target 012: 1.66e-05 |Target 013: 8.33e-06 |Target 014: 5.68e-06 +Target 015: 5.31e-06 |Target 016: 6.97e-06 |Target 017: 6.42e-06 |Target 018: 2.37e-05 |Target 019: 1.12e-05 +Target 020: 5.10e-06 |Target 021: 1.07e-05 |Target 022: 4.74e-06 |Target 023: 1.11e-05 |Target 024: 2.30e-05 + +==================== +Epoch #498 | Time: 00d 02h 17m | LR: 2.00e-03 | Epoch time: 15.93 | Train loss: 2.16e-05 | Val loss: 1.09e-05 +Target 001 has maximum loss 8.41e-05; Target 002 has minimum loss 2.05e-06 +Target 000: 4.72e-05 |Target 001: 8.41e-05 |Target 002: 2.05e-06 |Target 003: 8.33e-06 |Target 004: 2.52e-06 +Target 005: 2.42e-05 |Target 006: 3.48e-05 |Target 007: 4.91e-06 |Target 008: 9.71e-06 |Target 009: 2.06e-05 +Target 010: 3.89e-06 |Target 011: 2.82e-06 |Target 012: 8.11e-06 |Target 013: 6.36e-06 |Target 014: 3.74e-06 +Target 015: 7.62e-06 |Target 016: 1.47e-05 |Target 017: 8.55e-06 |Target 018: 2.61e-05 |Target 019: 1.18e-05 +Target 020: 4.88e-06 |Target 021: 1.40e-05 |Target 022: 3.34e-06 |Target 023: 1.15e-05 |Target 024: 1.50e-05 + +==================== +Epoch #499 | Time: 00d 02h 17m | LR: 2.00e-03 | Epoch time: 15.37 | Train loss: 2.25e-05 | Val loss: 1.39e-05 +Target 001 has maximum loss 1.80e-04; Target 002 has minimum loss 2.94e-06 +Target 000: 9.20e-05 |Target 001: 1.80e-04 |Target 002: 2.94e-06 |Target 003: 9.52e-06 |Target 004: 4.29e-06 +Target 005: 1.52e-04 |Target 006: 1.04e-04 |Target 007: 8.55e-06 |Target 008: 1.90e-05 |Target 009: 1.28e-05 +Target 010: 1.70e-05 |Target 011: 3.77e-06 |Target 012: 9.09e-06 |Target 013: 8.04e-06 |Target 014: 3.06e-06 +Target 015: 6.59e-06 |Target 016: 1.40e-05 |Target 017: 8.35e-06 |Target 018: 2.98e-05 |Target 019: 1.07e-05 +Target 020: 3.94e-06 |Target 021: 1.36e-05 |Target 022: 3.06e-06 |Target 023: 1.14e-05 |Target 024: 1.94e-05 + +==================== +Epoch #500 | Time: 00d 02h 17m | LR: 2.00e-03 | Epoch time: 15.56 | Train loss: 2.66e-05 | Val loss: 3.22e-05 +Target 009 has maximum loss 1.18e-04; Target 010 has minimum loss 3.52e-06 +Target 000: 1.96e-05 |Target 001: 1.12e-04 |Target 002: 5.48e-06 |Target 003: 8.37e-06 |Target 004: 4.50e-06 +Target 005: 6.30e-05 |Target 006: 8.11e-05 |Target 007: 5.48e-06 |Target 008: 3.39e-05 |Target 009: 1.18e-04 +Target 010: 3.52e-06 |Target 011: 5.48e-06 |Target 012: 6.97e-06 |Target 013: 1.93e-05 |Target 014: 1.03e-05 +Target 015: 1.30e-05 |Target 016: 4.30e-05 |Target 017: 1.84e-05 |Target 018: 2.28e-05 |Target 019: 5.19e-05 +Target 020: 9.52e-06 |Target 021: 9.82e-05 |Target 022: 9.12e-06 |Target 023: 3.66e-05 |Target 024: 5.73e-05 + +==================== +Epoch #501 | Time: 00d 02h 18m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 3.23e-05 | Val loss: 1.97e-05 +Target 001 has maximum loss 3.60e-04; Target 010 has minimum loss 2.81e-06 +Target 000: 2.88e-05 |Target 001: 3.60e-04 |Target 002: 3.23e-06 |Target 003: 9.74e-06 |Target 004: 4.34e-06 +Target 005: 2.04e-05 |Target 006: 7.15e-05 |Target 007: 8.33e-06 |Target 008: 1.57e-05 |Target 009: 1.03e-05 +Target 010: 2.81e-06 |Target 011: 5.37e-06 |Target 012: 1.20e-05 |Target 013: 1.09e-05 |Target 014: 6.44e-06 +Target 015: 1.51e-05 |Target 016: 1.87e-05 |Target 017: 1.47e-05 |Target 018: 3.09e-05 |Target 019: 1.46e-05 +Target 020: 6.13e-06 |Target 021: 1.18e-05 |Target 022: 7.55e-06 |Target 023: 3.96e-05 |Target 024: 3.22e-05 + +==================== +Epoch #502 | Time: 00d 02h 18m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 2.79e-05 | Val loss: 2.27e-05 +Target 001 has maximum loss 2.62e-04; Target 004 has minimum loss 5.12e-06 +Target 000: 9.45e-05 |Target 001: 2.62e-04 |Target 002: 5.16e-06 |Target 003: 1.26e-05 |Target 004: 5.12e-06 +Target 005: 9.04e-05 |Target 006: 1.44e-04 |Target 007: 1.07e-05 |Target 008: 1.65e-05 |Target 009: 1.91e-05 +Target 010: 6.95e-06 |Target 011: 5.21e-06 |Target 012: 1.39e-05 |Target 013: 1.14e-05 |Target 014: 1.17e-05 +Target 015: 9.36e-06 |Target 016: 1.39e-05 |Target 017: 1.25e-05 |Target 018: 3.40e-05 |Target 019: 2.08e-05 +Target 020: 5.63e-06 |Target 021: 2.01e-05 |Target 022: 9.25e-06 |Target 023: 2.37e-05 |Target 024: 4.51e-05 + +==================== +Epoch #503 | Time: 00d 02h 18m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 2.58e-05 | Val loss: 9.99e-06 +Target 005 has maximum loss 1.08e-04; Target 010 has minimum loss 2.53e-06 +Target 000: 2.07e-05 |Target 001: 1.58e-05 |Target 002: 2.91e-06 |Target 003: 4.82e-06 |Target 004: 6.25e-06 +Target 005: 1.08e-04 |Target 006: 5.70e-05 |Target 007: 2.73e-06 |Target 008: 8.55e-06 |Target 009: 1.38e-05 +Target 010: 2.53e-06 |Target 011: 3.02e-06 |Target 012: 9.08e-06 |Target 013: 8.76e-06 |Target 014: 3.87e-06 +Target 015: 6.76e-06 |Target 016: 1.73e-05 |Target 017: 1.10e-05 |Target 018: 1.63e-05 |Target 019: 1.04e-05 +Target 020: 2.81e-06 |Target 021: 1.17e-05 |Target 022: 3.30e-06 |Target 023: 1.06e-05 |Target 024: 1.36e-05 + +==================== +Epoch #504 | Time: 00d 02h 18m | LR: 2.00e-03 | Epoch time: 15.52 | Train loss: 2.12e-05 | Val loss: 1.88e-05 +Target 001 has maximum loss 1.90e-04; Target 004 has minimum loss 2.57e-06 +Target 000: 4.47e-05 |Target 001: 1.90e-04 |Target 002: 2.61e-06 |Target 003: 1.21e-05 |Target 004: 2.57e-06 +Target 005: 5.22e-05 |Target 006: 9.53e-05 |Target 007: 3.03e-06 |Target 008: 2.21e-05 |Target 009: 1.35e-05 +Target 010: 4.11e-06 |Target 011: 4.54e-06 |Target 012: 5.37e-06 |Target 013: 2.41e-05 |Target 014: 5.46e-06 +Target 015: 4.48e-06 |Target 016: 2.09e-05 |Target 017: 4.78e-05 |Target 018: 3.67e-05 |Target 019: 1.17e-05 +Target 020: 4.84e-06 |Target 021: 1.85e-05 |Target 022: 3.03e-06 |Target 023: 1.32e-05 |Target 024: 3.41e-05 + +==================== +Epoch #505 | Time: 00d 02h 19m | LR: 2.00e-03 | Epoch time: 15.58 | Train loss: 2.10e-05 | Val loss: 1.05e-05 +Target 000 has maximum loss 5.05e-05; Target 010 has minimum loss 1.95e-06 +Target 000: 5.05e-05 |Target 001: 2.08e-05 |Target 002: 2.03e-06 |Target 003: 2.40e-06 |Target 004: 3.87e-06 +Target 005: 3.24e-05 |Target 006: 3.28e-05 |Target 007: 3.36e-06 |Target 008: 1.56e-05 |Target 009: 7.64e-06 +Target 010: 1.95e-06 |Target 011: 3.03e-06 |Target 012: 4.13e-06 |Target 013: 1.01e-05 |Target 014: 4.14e-06 +Target 015: 3.19e-06 |Target 016: 2.19e-05 |Target 017: 7.75e-06 |Target 018: 2.07e-05 |Target 019: 1.28e-05 +Target 020: 4.10e-06 |Target 021: 1.17e-05 |Target 022: 3.78e-06 |Target 023: 2.25e-05 |Target 024: 1.22e-05 + +==================== +Epoch #506 | Time: 00d 02h 19m | LR: 2.00e-03 | Epoch time: 15.47 | Train loss: 2.31e-05 | Val loss: 2.51e-05 +Target 006 has maximum loss 1.75e-04; Target 011 has minimum loss 6.43e-06 +Target 000: 5.85e-05 |Target 001: 1.01e-04 |Target 002: 9.65e-06 |Target 003: 1.66e-05 |Target 004: 1.04e-05 +Target 005: 5.29e-05 |Target 006: 1.75e-04 |Target 007: 8.72e-06 |Target 008: 4.20e-05 |Target 009: 6.54e-05 +Target 010: 8.24e-06 |Target 011: 6.43e-06 |Target 012: 6.95e-06 |Target 013: 1.87e-05 |Target 014: 9.31e-06 +Target 015: 2.01e-05 |Target 016: 5.19e-05 |Target 017: 1.10e-05 |Target 018: 3.45e-05 |Target 019: 2.50e-05 +Target 020: 1.34e-05 |Target 021: 7.00e-05 |Target 022: 7.43e-06 |Target 023: 2.11e-05 |Target 024: 3.96e-05 + +==================== +Epoch #507 | Time: 00d 02h 19m | LR: 2.00e-03 | Epoch time: 15.48 | Train loss: 3.00e-05 | Val loss: 2.02e-05 +Target 000 has maximum loss 5.44e-05; Target 004 has minimum loss 3.94e-06 +Target 000: 5.44e-05 |Target 001: 4.20e-05 |Target 002: 4.11e-06 |Target 003: 5.04e-06 |Target 004: 3.94e-06 +Target 005: 3.46e-05 |Target 006: 5.30e-05 |Target 007: 7.82e-06 |Target 008: 3.74e-05 |Target 009: 2.71e-05 +Target 010: 6.11e-06 |Target 011: 5.83e-06 |Target 012: 2.06e-05 |Target 013: 8.77e-06 |Target 014: 8.51e-06 +Target 015: 6.87e-06 |Target 016: 4.77e-05 |Target 017: 1.80e-05 |Target 018: 3.33e-05 |Target 019: 2.96e-05 +Target 020: 4.49e-06 |Target 021: 2.32e-05 |Target 022: 8.55e-06 |Target 023: 2.78e-05 |Target 024: 2.92e-05 + +==================== +Epoch #508 | Time: 00d 02h 19m | LR: 2.00e-03 | Epoch time: 15.36 | Train loss: 2.64e-05 | Val loss: 1.09e-05 +Target 001 has maximum loss 2.27e-04; Target 002 has minimum loss 2.16e-06 +Target 000: 1.94e-05 |Target 001: 2.27e-04 |Target 002: 2.16e-06 |Target 003: 3.43e-06 |Target 004: 2.84e-06 +Target 005: 5.56e-05 |Target 006: 1.61e-04 |Target 007: 2.58e-06 |Target 008: 8.17e-06 |Target 009: 1.27e-05 +Target 010: 2.46e-06 |Target 011: 2.60e-06 |Target 012: 5.01e-06 |Target 013: 8.27e-06 |Target 014: 3.74e-06 +Target 015: 4.50e-06 |Target 016: 1.17e-05 |Target 017: 7.73e-06 |Target 018: 1.61e-05 |Target 019: 1.16e-05 +Target 020: 3.63e-06 |Target 021: 1.02e-05 |Target 022: 3.36e-06 |Target 023: 1.17e-05 |Target 024: 1.32e-05 + +==================== +Epoch #509 | Time: 00d 02h 20m | LR: 2.00e-03 | Epoch time: 15.40 | Train loss: 2.39e-05 | Val loss: 3.68e-05 +Target 001 has maximum loss 3.32e-04; Target 003 has minimum loss 4.63e-06 +Target 000: 1.43e-04 |Target 001: 3.32e-04 |Target 002: 6.71e-06 |Target 003: 4.63e-06 |Target 004: 9.93e-06 +Target 005: 2.21e-05 |Target 006: 6.09e-05 |Target 007: 2.33e-05 |Target 008: 1.61e-05 |Target 009: 3.67e-05 +Target 010: 9.54e-06 |Target 011: 1.76e-05 |Target 012: 1.23e-05 |Target 013: 1.14e-05 |Target 014: 1.44e-05 +Target 015: 4.86e-06 |Target 016: 1.41e-05 |Target 017: 1.11e-05 |Target 018: 4.56e-05 |Target 019: 4.46e-05 +Target 020: 7.40e-06 |Target 021: 3.28e-05 |Target 022: 1.94e-05 |Target 023: 3.84e-05 |Target 024: 9.88e-05 + +==================== +Epoch #510 | Time: 00d 02h 20m | LR: 2.00e-03 | Epoch time: 15.36 | Train loss: 3.69e-05 | Val loss: 1.86e-05 +Target 006 has maximum loss 2.61e-04; Target 015 has minimum loss 3.90e-06 +Target 000: 9.64e-05 |Target 001: 2.43e-04 |Target 002: 5.02e-06 |Target 003: 1.48e-05 |Target 004: 4.57e-06 +Target 005: 3.57e-05 |Target 006: 2.61e-04 |Target 007: 1.84e-05 |Target 008: 1.37e-05 |Target 009: 1.29e-05 +Target 010: 1.46e-05 |Target 011: 5.34e-06 |Target 012: 1.15e-05 |Target 013: 2.39e-05 |Target 014: 5.24e-06 +Target 015: 3.90e-06 |Target 016: 1.45e-05 |Target 017: 1.93e-05 |Target 018: 3.22e-05 |Target 019: 1.43e-05 +Target 020: 9.45e-06 |Target 021: 1.28e-05 |Target 022: 4.52e-06 |Target 023: 1.61e-05 |Target 024: 2.63e-05 + +==================== +Epoch #511 | Time: 00d 02h 20m | LR: 2.00e-03 | Epoch time: 15.46 | Train loss: 3.35e-05 | Val loss: 2.83e-05 +Target 001 has maximum loss 2.07e-04; Target 004 has minimum loss 5.59e-06 +Target 000: 3.53e-05 |Target 001: 2.07e-04 |Target 002: 5.93e-06 |Target 003: 2.26e-05 |Target 004: 5.59e-06 +Target 005: 6.66e-05 |Target 006: 3.05e-05 |Target 007: 1.48e-05 |Target 008: 1.63e-05 |Target 009: 2.37e-05 +Target 010: 5.79e-06 |Target 011: 4.32e-05 |Target 012: 7.50e-06 |Target 013: 1.10e-05 |Target 014: 1.78e-05 +Target 015: 8.04e-06 |Target 016: 3.51e-05 |Target 017: 1.75e-05 |Target 018: 2.58e-05 |Target 019: 4.78e-05 +Target 020: 1.08e-05 |Target 021: 9.04e-06 |Target 022: 2.41e-05 |Target 023: 5.02e-05 |Target 024: 4.34e-05 + +==================== +Epoch #512 | Time: 00d 02h 20m | LR: 2.00e-03 | Epoch time: 15.50 | Train loss: 4.05e-05 | Val loss: 3.87e-05 +Target 001 has maximum loss 3.65e-04; Target 004 has minimum loss 6.37e-06 +Target 000: 5.00e-05 |Target 001: 3.65e-04 |Target 002: 7.54e-06 |Target 003: 1.44e-05 |Target 004: 6.37e-06 +Target 005: 2.79e-04 |Target 006: 1.32e-04 |Target 007: 2.84e-05 |Target 008: 1.85e-05 |Target 009: 6.81e-05 +Target 010: 1.06e-05 |Target 011: 2.24e-05 |Target 012: 8.80e-06 |Target 013: 2.16e-05 |Target 014: 1.89e-05 +Target 015: 9.55e-06 |Target 016: 1.77e-05 |Target 017: 2.58e-05 |Target 018: 4.31e-05 |Target 019: 4.83e-05 +Target 020: 2.24e-05 |Target 021: 3.26e-05 |Target 022: 2.05e-05 |Target 023: 4.96e-05 |Target 024: 6.91e-05 + +==================== +Epoch #513 | Time: 00d 02h 21m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 9.38e-05 | Val loss: 3.79e-05 +Target 001 has maximum loss 2.71e-04; Target 004 has minimum loss 1.59e-05 +Target 000: 8.99e-05 |Target 001: 2.71e-04 |Target 002: 2.86e-05 |Target 003: 2.67e-05 |Target 004: 1.59e-05 +Target 005: 9.70e-05 |Target 006: 2.16e-04 |Target 007: 3.61e-05 |Target 008: 4.29e-05 |Target 009: 3.53e-05 +Target 010: 4.06e-05 |Target 011: 2.65e-05 |Target 012: 1.76e-05 |Target 013: 2.30e-05 |Target 014: 2.26e-05 +Target 015: 2.96e-05 |Target 016: 4.69e-05 |Target 017: 3.03e-05 |Target 018: 5.25e-05 |Target 019: 4.29e-05 +Target 020: 1.87e-05 |Target 021: 3.88e-05 |Target 022: 2.05e-05 |Target 023: 4.08e-05 |Target 024: 5.34e-05 + +==================== +Epoch #514 | Time: 00d 02h 21m | LR: 2.00e-03 | Epoch time: 15.54 | Train loss: 5.09e-05 | Val loss: 2.39e-05 +Target 016 has maximum loss 6.85e-05; Target 020 has minimum loss 6.39e-06 +Target 000: 3.77e-05 |Target 001: 5.44e-05 |Target 002: 1.83e-05 |Target 003: 3.34e-05 |Target 004: 1.59e-05 +Target 005: 2.78e-05 |Target 006: 4.23e-05 |Target 007: 8.58e-06 |Target 008: 5.94e-05 |Target 009: 1.65e-05 +Target 010: 2.81e-05 |Target 011: 1.09e-05 |Target 012: 1.37e-05 |Target 013: 1.47e-05 |Target 014: 8.96e-06 +Target 015: 2.00e-05 |Target 016: 6.85e-05 |Target 017: 1.66e-05 |Target 018: 4.05e-05 |Target 019: 2.50e-05 +Target 020: 6.39e-06 |Target 021: 1.95e-05 |Target 022: 9.48e-06 |Target 023: 3.11e-05 |Target 024: 3.79e-05 + +==================== +Epoch #515 | Time: 00d 02h 21m | LR: 2.00e-03 | Epoch time: 15.51 | Train loss: 4.09e-05 | Val loss: 2.99e-05 +Target 005 has maximum loss 3.44e-04; Target 004 has minimum loss 5.64e-06 +Target 000: 2.73e-05 |Target 001: 8.09e-05 |Target 002: 2.58e-05 |Target 003: 2.47e-05 |Target 004: 5.64e-06 +Target 005: 3.44e-04 |Target 006: 2.75e-05 |Target 007: 2.04e-05 |Target 008: 5.04e-05 |Target 009: 3.15e-05 +Target 010: 1.84e-05 |Target 011: 1.65e-05 |Target 012: 1.41e-05 |Target 013: 1.41e-05 |Target 014: 1.09e-05 +Target 015: 3.43e-05 |Target 016: 8.22e-05 |Target 017: 1.72e-05 |Target 018: 2.65e-05 |Target 019: 4.01e-05 +Target 020: 8.35e-06 |Target 021: 2.69e-05 |Target 022: 1.00e-05 |Target 023: 3.49e-05 |Target 024: 5.22e-05 + +==================== +Epoch #516 | Time: 00d 02h 21m | LR: 2.00e-03 | Epoch time: 15.34 | Train loss: 3.16e-05 | Val loss: 2.67e-05 +Target 005 has maximum loss 2.23e-04; Target 020 has minimum loss 4.21e-06 +Target 000: 1.21e-04 |Target 001: 7.37e-05 |Target 002: 5.53e-06 |Target 003: 8.76e-06 |Target 004: 8.96e-06 +Target 005: 2.23e-04 |Target 006: 4.30e-05 |Target 007: 8.46e-06 |Target 008: 3.33e-05 |Target 009: 4.41e-05 +Target 010: 1.72e-05 |Target 011: 9.67e-06 |Target 012: 2.88e-05 |Target 013: 2.32e-05 |Target 014: 1.03e-05 +Target 015: 8.49e-06 |Target 016: 3.34e-05 |Target 017: 9.33e-06 |Target 018: 4.79e-05 |Target 019: 2.03e-05 +Target 020: 4.21e-06 |Target 021: 3.36e-05 |Target 022: 8.88e-06 |Target 023: 2.54e-05 |Target 024: 5.03e-05 + +==================== +Epoch #517 | Time: 00d 02h 22m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 3.17e-05 | Val loss: 4.70e-05 +Target 001 has maximum loss 3.04e-04; Target 002 has minimum loss 4.08e-06 +Target 000: 8.95e-05 |Target 001: 3.04e-04 |Target 002: 4.08e-06 |Target 003: 1.11e-05 |Target 004: 1.62e-05 +Target 005: 5.22e-05 |Target 006: 9.71e-05 |Target 007: 1.47e-05 |Target 008: 2.65e-05 |Target 009: 4.13e-05 +Target 010: 5.28e-06 |Target 011: 1.46e-05 |Target 012: 3.47e-05 |Target 013: 3.86e-05 |Target 014: 2.72e-05 +Target 015: 8.27e-06 |Target 016: 4.04e-05 |Target 017: 4.11e-05 |Target 018: 4.80e-05 |Target 019: 5.83e-05 +Target 020: 1.26e-05 |Target 021: 4.21e-05 |Target 022: 3.46e-05 |Target 023: 7.28e-05 |Target 024: 8.43e-05 + +==================== +Epoch #518 | Time: 00d 02h 22m | LR: 2.00e-03 | Epoch time: 15.48 | Train loss: 4.32e-05 | Val loss: 4.38e-05 +Target 001 has maximum loss 2.07e-04; Target 003 has minimum loss 6.19e-06 +Target 000: 4.70e-05 |Target 001: 2.07e-04 |Target 002: 9.83e-06 |Target 003: 6.19e-06 |Target 004: 2.21e-05 +Target 005: 7.43e-05 |Target 006: 8.79e-05 |Target 007: 1.49e-05 |Target 008: 5.14e-05 |Target 009: 7.49e-05 +Target 010: 1.72e-05 |Target 011: 1.99e-05 |Target 012: 1.44e-05 |Target 013: 2.76e-05 |Target 014: 2.31e-05 +Target 015: 1.21e-05 |Target 016: 7.07e-05 |Target 017: 1.83e-05 |Target 018: 5.64e-05 |Target 019: 6.23e-05 +Target 020: 1.09e-05 |Target 021: 7.43e-05 |Target 022: 2.56e-05 |Target 023: 6.49e-05 |Target 024: 7.11e-05 + +==================== +Epoch #519 | Time: 00d 02h 22m | LR: 2.00e-03 | Epoch time: 15.44 | Train loss: 4.17e-05 | Val loss: 1.38e-05 +Target 001 has maximum loss 9.45e-05; Target 004 has minimum loss 3.72e-06 +Target 000: 3.65e-05 |Target 001: 9.45e-05 |Target 002: 3.84e-06 |Target 003: 8.46e-06 |Target 004: 3.72e-06 +Target 005: 2.98e-05 |Target 006: 8.90e-05 |Target 007: 3.96e-06 |Target 008: 1.53e-05 |Target 009: 1.75e-05 +Target 010: 5.58e-06 |Target 011: 3.88e-06 |Target 012: 3.77e-06 |Target 013: 8.41e-06 |Target 014: 6.79e-06 +Target 015: 1.28e-05 |Target 016: 3.16e-05 |Target 017: 1.52e-05 |Target 018: 2.00e-05 |Target 019: 1.36e-05 +Target 020: 3.99e-06 |Target 021: 1.10e-05 |Target 022: 7.07e-06 |Target 023: 1.53e-05 |Target 024: 2.29e-05 + +==================== +Epoch #520 | Time: 00d 02h 23m | LR: 2.00e-03 | Epoch time: 15.36 | Train loss: 5.35e-05 | Val loss: 2.30e-05 +Target 000 has maximum loss 3.08e-04; Target 020 has minimum loss 4.86e-06 +Target 000: 3.08e-04 |Target 001: 2.35e-04 |Target 002: 5.56e-06 |Target 003: 1.22e-05 |Target 004: 6.87e-06 +Target 005: 1.54e-04 |Target 006: 1.57e-04 |Target 007: 1.45e-05 |Target 008: 1.42e-05 |Target 009: 2.36e-05 +Target 010: 9.03e-06 |Target 011: 7.34e-06 |Target 012: 1.32e-05 |Target 013: 1.67e-05 |Target 014: 6.38e-06 +Target 015: 8.17e-06 |Target 016: 1.77e-05 |Target 017: 3.84e-05 |Target 018: 2.07e-05 |Target 019: 2.29e-05 +Target 020: 4.86e-06 |Target 021: 2.87e-05 |Target 022: 5.86e-06 |Target 023: 2.48e-05 |Target 024: 2.99e-05 + +==================== +Epoch #521 | Time: 00d 02h 23m | LR: 2.00e-03 | Epoch time: 15.55 | Train loss: 6.20e-05 | Val loss: 5.05e-05 +Target 000 has maximum loss 1.68e-04; Target 020 has minimum loss 1.49e-05 +Target 000: 1.68e-04 |Target 001: 7.09e-05 |Target 002: 4.84e-05 |Target 003: 5.10e-05 |Target 004: 1.90e-05 +Target 005: 9.72e-05 |Target 006: 1.12e-04 |Target 007: 3.24e-05 |Target 008: 1.05e-04 |Target 009: 4.96e-05 +Target 010: 5.88e-05 |Target 011: 2.86e-05 |Target 012: 2.79e-05 |Target 013: 3.75e-05 |Target 014: 2.70e-05 +Target 015: 3.33e-05 |Target 016: 9.64e-05 |Target 017: 5.04e-05 |Target 018: 9.76e-05 |Target 019: 5.78e-05 +Target 020: 1.49e-05 |Target 021: 5.84e-05 |Target 022: 2.96e-05 |Target 023: 6.68e-05 |Target 024: 5.53e-05 + +==================== +Epoch #522 | Time: 00d 02h 23m | LR: 2.00e-03 | Epoch time: 15.37 | Train loss: 4.88e-05 | Val loss: 2.27e-05 +Target 001 has maximum loss 1.98e-04; Target 020 has minimum loss 5.06e-06 +Target 000: 7.63e-05 |Target 001: 1.98e-04 |Target 002: 1.80e-05 |Target 003: 4.20e-05 |Target 004: 5.26e-06 +Target 005: 2.58e-05 |Target 006: 1.23e-04 |Target 007: 1.92e-05 |Target 008: 1.93e-05 |Target 009: 1.54e-05 +Target 010: 1.70e-05 |Target 011: 8.07e-06 |Target 012: 8.00e-06 |Target 013: 1.37e-05 |Target 014: 1.13e-05 +Target 015: 1.94e-05 |Target 016: 5.35e-05 |Target 017: 1.52e-05 |Target 018: 2.45e-05 |Target 019: 2.81e-05 +Target 020: 5.06e-06 |Target 021: 2.10e-05 |Target 022: 1.21e-05 |Target 023: 2.76e-05 |Target 024: 3.44e-05 + +==================== +Epoch #523 | Time: 00d 02h 23m | LR: 2.00e-03 | Epoch time: 15.43 | Train loss: 2.65e-05 | Val loss: 1.40e-05 +Target 006 has maximum loss 2.51e-04; Target 002 has minimum loss 2.24e-06 +Target 000: 9.19e-05 |Target 001: 6.00e-05 |Target 002: 2.24e-06 |Target 003: 4.68e-06 |Target 004: 3.19e-06 +Target 005: 2.54e-05 |Target 006: 2.51e-04 |Target 007: 3.28e-06 |Target 008: 9.67e-06 |Target 009: 1.74e-05 +Target 010: 3.41e-06 |Target 011: 3.98e-06 |Target 012: 9.06e-06 |Target 013: 1.58e-05 |Target 014: 3.57e-06 +Target 015: 3.81e-06 |Target 016: 7.66e-06 |Target 017: 1.17e-05 |Target 018: 2.31e-05 |Target 019: 9.82e-06 +Target 020: 4.66e-06 |Target 021: 1.17e-05 |Target 022: 3.27e-06 |Target 023: 1.30e-05 |Target 024: 2.62e-05 + +==================== +Epoch #524 | Time: 00d 02h 24m | LR: 2.00e-03 | Epoch time: 15.36 | Train loss: 1.79e-05 | Val loss: 8.18e-06 +Target 005 has maximum loss 3.23e-05; Target 010 has minimum loss 2.04e-06 +Target 000: 1.98e-05 |Target 001: 2.97e-05 |Target 002: 2.65e-06 |Target 003: 6.71e-06 |Target 004: 2.38e-06 +Target 005: 3.23e-05 |Target 006: 2.84e-05 |Target 007: 2.08e-06 |Target 008: 5.73e-06 |Target 009: 6.49e-06 +Target 010: 2.04e-06 |Target 011: 3.09e-06 |Target 012: 2.49e-06 |Target 013: 7.43e-06 |Target 014: 2.64e-06 +Target 015: 4.58e-06 |Target 016: 5.61e-06 |Target 017: 6.46e-06 |Target 018: 1.19e-05 |Target 019: 7.60e-06 +Target 020: 2.71e-06 |Target 021: 6.32e-06 |Target 022: 2.73e-06 |Target 023: 8.42e-06 |Target 024: 2.04e-05 + +==================== +Epoch #525 | Time: 00d 02h 24m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 1.75e-05 | Val loss: 8.47e-06 +Target 005 has maximum loss 6.88e-05; Target 010 has minimum loss 1.63e-06 +Target 000: 6.69e-05 |Target 001: 5.41e-05 |Target 002: 1.80e-06 |Target 003: 4.11e-06 |Target 004: 4.56e-06 +Target 005: 6.88e-05 |Target 006: 3.92e-05 |Target 007: 3.13e-06 |Target 008: 5.05e-06 |Target 009: 1.88e-05 +Target 010: 1.63e-06 |Target 011: 2.68e-06 |Target 012: 5.95e-06 |Target 013: 9.79e-06 |Target 014: 3.87e-06 +Target 015: 2.64e-06 |Target 016: 6.37e-06 |Target 017: 7.78e-06 |Target 018: 1.38e-05 |Target 019: 7.15e-06 +Target 020: 4.75e-06 |Target 021: 8.27e-06 |Target 022: 2.90e-06 |Target 023: 8.16e-06 |Target 024: 1.09e-05 + +==================== +Epoch #526 | Time: 00d 02h 24m | LR: 2.00e-03 | Epoch time: 15.52 | Train loss: 1.66e-05 | Val loss: 9.48e-06 +Target 001 has maximum loss 1.80e-04; Target 011 has minimum loss 2.10e-06 +Target 000: 5.27e-05 |Target 001: 1.80e-04 |Target 002: 2.23e-06 |Target 003: 5.72e-06 |Target 004: 2.67e-06 +Target 005: 6.06e-05 |Target 006: 6.48e-05 |Target 007: 2.32e-06 |Target 008: 8.56e-06 |Target 009: 6.47e-06 +Target 010: 3.46e-06 |Target 011: 2.10e-06 |Target 012: 3.97e-06 |Target 013: 6.25e-06 |Target 014: 2.83e-06 +Target 015: 6.53e-06 |Target 016: 9.67e-06 |Target 017: 1.18e-05 |Target 018: 1.21e-05 |Target 019: 8.26e-06 +Target 020: 2.56e-06 |Target 021: 6.33e-06 |Target 022: 2.82e-06 |Target 023: 9.23e-06 |Target 024: 1.51e-05 + +==================== +Epoch #527 | Time: 00d 02h 24m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 1.62e-05 | Val loss: 7.73e-06 +Target 001 has maximum loss 1.31e-04; Target 002 has minimum loss 1.32e-06 +Target 000: 2.87e-05 |Target 001: 1.31e-04 |Target 002: 1.32e-06 |Target 003: 3.07e-06 |Target 004: 2.28e-06 +Target 005: 1.19e-05 |Target 006: 1.99e-05 |Target 007: 3.16e-06 |Target 008: 7.96e-06 |Target 009: 5.93e-06 +Target 010: 2.15e-06 |Target 011: 2.86e-06 |Target 012: 4.20e-06 |Target 013: 5.38e-06 |Target 014: 3.05e-06 +Target 015: 3.19e-06 |Target 016: 7.09e-06 |Target 017: 6.76e-06 |Target 018: 1.40e-05 |Target 019: 8.11e-06 +Target 020: 2.86e-06 |Target 021: 5.32e-06 |Target 022: 2.97e-06 |Target 023: 8.40e-06 |Target 024: 1.32e-05 + +==================== +Epoch #528 | Time: 00d 02h 25m | LR: 2.00e-03 | Epoch time: 15.58 | Train loss: 1.66e-05 | Val loss: 9.36e-06 +Target 000 has maximum loss 6.30e-05; Target 004 has minimum loss 2.31e-06 +Target 000: 6.30e-05 |Target 001: 2.71e-05 |Target 002: 2.68e-06 |Target 003: 6.85e-06 |Target 004: 2.31e-06 +Target 005: 4.82e-05 |Target 006: 4.00e-05 |Target 007: 7.32e-06 |Target 008: 1.13e-05 |Target 009: 7.16e-06 +Target 010: 2.58e-06 |Target 011: 3.17e-06 |Target 012: 2.46e-06 |Target 013: 7.01e-06 |Target 014: 3.33e-06 +Target 015: 3.43e-06 |Target 016: 5.89e-06 |Target 017: 6.93e-06 |Target 018: 3.38e-05 |Target 019: 8.62e-06 +Target 020: 2.47e-06 |Target 021: 6.22e-06 |Target 022: 3.37e-06 |Target 023: 1.09e-05 |Target 024: 1.35e-05 + +==================== +Epoch #529 | Time: 00d 02h 25m | LR: 2.00e-03 | Epoch time: 15.58 | Train loss: 1.72e-05 | Val loss: 9.11e-06 +Target 005 has maximum loss 1.38e-04; Target 010 has minimum loss 1.95e-06 +Target 000: 5.53e-05 |Target 001: 8.33e-05 |Target 002: 2.79e-06 |Target 003: 3.60e-06 |Target 004: 2.43e-06 +Target 005: 1.38e-04 |Target 006: 5.25e-05 |Target 007: 3.27e-06 |Target 008: 5.48e-06 |Target 009: 6.31e-06 +Target 010: 1.95e-06 |Target 011: 2.14e-06 |Target 012: 9.88e-06 |Target 013: 6.58e-06 |Target 014: 3.20e-06 +Target 015: 3.27e-06 |Target 016: 7.61e-06 |Target 017: 6.55e-06 |Target 018: 1.07e-05 |Target 019: 1.13e-05 +Target 020: 2.40e-06 |Target 021: 5.90e-06 |Target 022: 2.89e-06 |Target 023: 9.84e-06 |Target 024: 1.29e-05 + +==================== +Epoch #530 | Time: 00d 02h 25m | LR: 2.00e-03 | Epoch time: 15.47 | Train loss: 1.64e-05 | Val loss: 9.06e-06 +Target 006 has maximum loss 7.87e-05; Target 002 has minimum loss 1.68e-06 +Target 000: 3.49e-05 |Target 001: 1.91e-05 |Target 002: 1.68e-06 |Target 003: 2.72e-06 |Target 004: 3.17e-06 +Target 005: 4.02e-05 |Target 006: 7.87e-05 |Target 007: 2.76e-06 |Target 008: 4.75e-06 |Target 009: 1.04e-05 +Target 010: 5.55e-06 |Target 011: 3.23e-06 |Target 012: 1.42e-05 |Target 013: 6.53e-06 |Target 014: 2.94e-06 +Target 015: 2.56e-06 |Target 016: 5.43e-06 |Target 017: 4.72e-06 |Target 018: 1.39e-05 |Target 019: 8.07e-06 +Target 020: 3.22e-06 |Target 021: 7.19e-06 |Target 022: 2.49e-06 |Target 023: 8.90e-06 |Target 024: 1.84e-05 + +==================== +Epoch #531 | Time: 00d 02h 25m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 2.05e-05 | Val loss: 8.66e-06 +Target 006 has maximum loss 3.37e-05; Target 002 has minimum loss 1.43e-06 +Target 000: 2.38e-05 |Target 001: 2.63e-05 |Target 002: 1.43e-06 |Target 003: 2.89e-06 |Target 004: 2.40e-06 +Target 005: 2.96e-05 |Target 006: 3.37e-05 |Target 007: 3.60e-06 |Target 008: 6.26e-06 |Target 009: 1.06e-05 +Target 010: 1.87e-06 |Target 011: 1.97e-06 |Target 012: 4.34e-06 |Target 013: 9.67e-06 |Target 014: 3.26e-06 +Target 015: 3.93e-06 |Target 016: 6.73e-06 |Target 017: 1.35e-05 |Target 018: 2.84e-05 |Target 019: 7.55e-06 +Target 020: 2.23e-06 |Target 021: 6.51e-06 |Target 022: 2.75e-06 |Target 023: 8.41e-06 |Target 024: 1.29e-05 + +==================== +Epoch #532 | Time: 00d 02h 26m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 1.74e-05 | Val loss: 9.48e-06 +Target 001 has maximum loss 5.77e-05; Target 010 has minimum loss 1.62e-06 +Target 000: 3.58e-05 |Target 001: 5.77e-05 |Target 002: 1.74e-06 |Target 003: 3.42e-06 |Target 004: 1.85e-06 +Target 005: 9.77e-06 |Target 006: 3.14e-05 |Target 007: 1.88e-06 |Target 008: 4.74e-06 |Target 009: 7.08e-06 +Target 010: 1.62e-06 |Target 011: 4.12e-06 |Target 012: 9.19e-06 |Target 013: 7.95e-06 |Target 014: 2.77e-06 +Target 015: 3.36e-06 |Target 016: 6.12e-06 |Target 017: 1.58e-05 |Target 018: 1.54e-05 |Target 019: 8.64e-06 +Target 020: 4.18e-06 |Target 021: 5.63e-06 |Target 022: 2.68e-06 |Target 023: 9.84e-06 |Target 024: 1.99e-05 + +==================== +Epoch #533 | Time: 00d 02h 26m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 1.90e-05 | Val loss: 7.85e-06 +Target 000 has maximum loss 3.13e-05; Target 002 has minimum loss 1.88e-06 +Target 000: 3.13e-05 |Target 001: 1.97e-05 |Target 002: 1.88e-06 |Target 003: 3.19e-06 |Target 004: 3.42e-06 +Target 005: 2.13e-05 |Target 006: 2.23e-05 |Target 007: 2.99e-06 |Target 008: 5.77e-06 |Target 009: 9.21e-06 +Target 010: 2.14e-06 |Target 011: 3.77e-06 |Target 012: 2.82e-06 |Target 013: 6.92e-06 |Target 014: 2.72e-06 +Target 015: 2.83e-06 |Target 016: 5.95e-06 |Target 017: 9.24e-06 |Target 018: 1.39e-05 |Target 019: 9.05e-06 +Target 020: 2.41e-06 |Target 021: 5.85e-06 |Target 022: 2.88e-06 |Target 023: 9.24e-06 |Target 024: 1.55e-05 + +==================== +Epoch #534 | Time: 00d 02h 26m | LR: 2.00e-03 | Epoch time: 15.44 | Train loss: 1.84e-05 | Val loss: 1.06e-05 +Target 006 has maximum loss 4.69e-05; Target 010 has minimum loss 2.05e-06 +Target 000: 1.48e-05 |Target 001: 4.00e-05 |Target 002: 2.39e-06 |Target 003: 2.86e-06 |Target 004: 2.73e-06 +Target 005: 3.39e-05 |Target 006: 4.69e-05 |Target 007: 2.58e-06 |Target 008: 8.93e-06 |Target 009: 7.90e-06 +Target 010: 2.05e-06 |Target 011: 2.81e-06 |Target 012: 6.63e-06 |Target 013: 1.66e-05 |Target 014: 3.56e-06 +Target 015: 5.30e-06 |Target 016: 1.70e-05 |Target 017: 1.17e-05 |Target 018: 2.44e-05 |Target 019: 8.98e-06 +Target 020: 2.74e-06 |Target 021: 7.54e-06 |Target 022: 3.45e-06 |Target 023: 8.83e-06 |Target 024: 2.02e-05 + +==================== +Epoch #535 | Time: 00d 02h 26m | LR: 2.00e-03 | Epoch time: 15.52 | Train loss: 2.25e-05 | Val loss: 1.23e-05 +Target 001 has maximum loss 1.99e-04; Target 002 has minimum loss 2.63e-06 +Target 000: 1.28e-05 |Target 001: 1.99e-04 |Target 002: 2.63e-06 |Target 003: 6.42e-06 |Target 004: 3.12e-06 +Target 005: 4.67e-05 |Target 006: 7.65e-05 |Target 007: 3.03e-06 |Target 008: 1.07e-05 |Target 009: 2.07e-05 +Target 010: 7.20e-06 |Target 011: 4.86e-06 |Target 012: 5.34e-06 |Target 013: 1.19e-05 |Target 014: 4.43e-06 +Target 015: 4.13e-06 |Target 016: 1.18e-05 |Target 017: 7.01e-06 |Target 018: 1.78e-05 |Target 019: 1.29e-05 +Target 020: 2.80e-06 |Target 021: 1.45e-05 |Target 022: 4.45e-06 |Target 023: 1.25e-05 |Target 024: 1.99e-05 + +==================== +Epoch #536 | Time: 00d 02h 27m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 2.93e-05 | Val loss: 1.55e-05 +Target 001 has maximum loss 2.11e-04; Target 002 has minimum loss 3.12e-06 +Target 000: 1.87e-05 |Target 001: 2.11e-04 |Target 002: 3.12e-06 |Target 003: 3.80e-06 |Target 004: 4.34e-06 +Target 005: 3.18e-05 |Target 006: 6.58e-05 |Target 007: 4.20e-06 |Target 008: 1.18e-05 |Target 009: 1.93e-05 +Target 010: 6.04e-06 |Target 011: 4.63e-06 |Target 012: 7.43e-06 |Target 013: 8.76e-06 |Target 014: 5.94e-06 +Target 015: 9.98e-06 |Target 016: 1.74e-05 |Target 017: 1.94e-05 |Target 018: 2.04e-05 |Target 019: 1.46e-05 +Target 020: 3.56e-06 |Target 021: 3.82e-05 |Target 022: 4.21e-06 |Target 023: 1.61e-05 |Target 024: 2.64e-05 + +==================== +Epoch #537 | Time: 00d 02h 27m | LR: 2.00e-03 | Epoch time: 15.46 | Train loss: 2.42e-05 | Val loss: 1.04e-05 +Target 001 has maximum loss 9.12e-05; Target 020 has minimum loss 2.82e-06 +Target 000: 1.29e-05 |Target 001: 9.12e-05 |Target 002: 6.73e-06 |Target 003: 1.39e-05 |Target 004: 2.84e-06 +Target 005: 9.69e-06 |Target 006: 5.82e-05 |Target 007: 5.16e-06 |Target 008: 2.74e-05 |Target 009: 1.33e-05 +Target 010: 8.42e-06 |Target 011: 3.38e-06 |Target 012: 3.53e-06 |Target 013: 7.88e-06 |Target 014: 2.98e-06 +Target 015: 6.40e-06 |Target 016: 1.94e-05 |Target 017: 4.87e-06 |Target 018: 2.46e-05 |Target 019: 8.80e-06 +Target 020: 2.82e-06 |Target 021: 1.15e-05 |Target 022: 2.92e-06 |Target 023: 9.02e-06 |Target 024: 1.73e-05 + +==================== +Epoch #538 | Time: 00d 02h 27m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 2.12e-05 | Val loss: 8.24e-06 +Target 006 has maximum loss 1.03e-04; Target 011 has minimum loss 1.63e-06 +Target 000: 6.13e-05 |Target 001: 3.57e-05 |Target 002: 1.82e-06 |Target 003: 2.94e-06 |Target 004: 2.39e-06 +Target 005: 4.65e-05 |Target 006: 1.03e-04 |Target 007: 3.96e-06 |Target 008: 6.99e-06 |Target 009: 5.64e-06 +Target 010: 2.26e-06 |Target 011: 1.63e-06 |Target 012: 5.57e-06 |Target 013: 7.77e-06 |Target 014: 2.79e-06 +Target 015: 5.53e-06 |Target 016: 5.44e-06 |Target 017: 6.32e-06 |Target 018: 1.25e-05 |Target 019: 7.57e-06 +Target 020: 5.13e-06 |Target 021: 6.84e-06 |Target 022: 3.07e-06 |Target 023: 8.43e-06 |Target 024: 1.35e-05 + +==================== +Epoch #539 | Time: 00d 02h 28m | LR: 2.00e-03 | Epoch time: 15.43 | Train loss: 1.67e-05 | Val loss: 1.10e-05 +Target 000 has maximum loss 1.57e-04; Target 002 has minimum loss 1.89e-06 +Target 000: 1.57e-04 |Target 001: 3.39e-05 |Target 002: 1.89e-06 |Target 003: 2.82e-06 |Target 004: 3.48e-06 +Target 005: 3.55e-05 |Target 006: 5.78e-05 |Target 007: 4.03e-06 |Target 008: 6.97e-06 |Target 009: 1.50e-05 +Target 010: 4.05e-06 |Target 011: 4.49e-06 |Target 012: 9.00e-06 |Target 013: 7.61e-06 |Target 014: 3.35e-06 +Target 015: 3.10e-06 |Target 016: 7.35e-06 |Target 017: 1.04e-05 |Target 018: 2.15e-05 |Target 019: 9.51e-06 +Target 020: 2.27e-06 |Target 021: 1.17e-05 |Target 022: 3.75e-06 |Target 023: 1.07e-05 |Target 024: 1.85e-05 + +==================== +Epoch #540 | Time: 00d 02h 28m | LR: 2.00e-03 | Epoch time: 15.52 | Train loss: 1.78e-05 | Val loss: 8.15e-06 +Target 005 has maximum loss 6.28e-05; Target 011 has minimum loss 1.89e-06 +Target 000: 5.37e-05 |Target 001: 1.43e-05 |Target 002: 2.82e-06 |Target 003: 2.73e-06 |Target 004: 2.39e-06 +Target 005: 6.28e-05 |Target 006: 5.32e-05 |Target 007: 6.51e-06 |Target 008: 9.87e-06 |Target 009: 5.91e-06 +Target 010: 3.24e-06 |Target 011: 1.89e-06 |Target 012: 3.51e-06 |Target 013: 7.26e-06 |Target 014: 3.33e-06 +Target 015: 3.25e-06 |Target 016: 8.50e-06 |Target 017: 1.15e-05 |Target 018: 1.36e-05 |Target 019: 1.11e-05 +Target 020: 3.21e-06 |Target 021: 5.84e-06 |Target 022: 2.69e-06 |Target 023: 1.09e-05 |Target 024: 9.94e-06 + +==================== +Epoch #541 | Time: 00d 02h 28m | LR: 2.00e-03 | Epoch time: 15.49 | Train loss: 1.63e-05 | Val loss: 9.17e-06 +Target 001 has maximum loss 8.15e-05; Target 002 has minimum loss 1.18e-06 +Target 000: 4.60e-05 |Target 001: 8.15e-05 |Target 002: 1.18e-06 |Target 003: 2.62e-06 |Target 004: 3.75e-06 +Target 005: 2.50e-05 |Target 006: 5.72e-05 |Target 007: 3.70e-06 |Target 008: 1.09e-05 |Target 009: 9.62e-06 +Target 010: 2.37e-06 |Target 011: 2.56e-06 |Target 012: 1.06e-05 |Target 013: 5.86e-06 |Target 014: 2.91e-06 +Target 015: 3.09e-06 |Target 016: 7.99e-06 |Target 017: 9.39e-06 |Target 018: 1.84e-05 |Target 019: 9.51e-06 +Target 020: 2.13e-06 |Target 021: 1.17e-05 |Target 022: 2.91e-06 |Target 023: 1.06e-05 |Target 024: 1.26e-05 + +==================== +Epoch #542 | Time: 00d 02h 28m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 1.91e-05 | Val loss: 9.23e-06 +Target 000 has maximum loss 3.56e-05; Target 004 has minimum loss 2.27e-06 +Target 000: 3.56e-05 |Target 001: 3.01e-05 |Target 002: 2.57e-06 |Target 003: 3.09e-06 |Target 004: 2.27e-06 +Target 005: 3.09e-05 |Target 006: 3.41e-05 |Target 007: 4.11e-06 |Target 008: 6.33e-06 |Target 009: 6.82e-06 +Target 010: 2.44e-06 |Target 011: 4.05e-06 |Target 012: 7.18e-06 |Target 013: 6.80e-06 |Target 014: 5.04e-06 +Target 015: 3.83e-06 |Target 016: 6.06e-06 |Target 017: 1.33e-05 |Target 018: 1.84e-05 |Target 019: 8.63e-06 +Target 020: 2.30e-06 |Target 021: 6.40e-06 |Target 022: 3.27e-06 |Target 023: 1.14e-05 |Target 024: 1.63e-05 + +==================== +Epoch #543 | Time: 00d 02h 29m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 1.96e-05 | Val loss: 1.18e-05 +Target 006 has maximum loss 2.59e-05; Target 011 has minimum loss 2.65e-06 +Target 000: 1.76e-05 |Target 001: 2.32e-05 |Target 002: 4.37e-06 |Target 003: 7.25e-06 |Target 004: 3.12e-06 +Target 005: 1.75e-05 |Target 006: 2.59e-05 |Target 007: 3.73e-06 |Target 008: 1.20e-05 |Target 009: 1.24e-05 +Target 010: 3.41e-06 |Target 011: 2.65e-06 |Target 012: 6.53e-06 |Target 013: 9.62e-06 |Target 014: 4.08e-06 +Target 015: 8.43e-06 |Target 016: 2.50e-05 |Target 017: 1.50e-05 |Target 018: 1.88e-05 |Target 019: 1.44e-05 +Target 020: 4.69e-06 |Target 021: 9.94e-06 |Target 022: 4.59e-06 |Target 023: 2.07e-05 |Target 024: 1.79e-05 + +==================== +Epoch #544 | Time: 00d 02h 29m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 1.78e-05 | Val loss: 1.22e-05 +Target 005 has maximum loss 1.49e-04; Target 002 has minimum loss 1.30e-06 +Target 000: 1.42e-04 |Target 001: 1.32e-04 |Target 002: 1.30e-06 |Target 003: 2.23e-06 |Target 004: 2.23e-06 +Target 005: 1.49e-04 |Target 006: 3.78e-05 |Target 007: 5.51e-06 |Target 008: 1.03e-05 |Target 009: 7.23e-06 +Target 010: 2.37e-06 |Target 011: 5.61e-06 |Target 012: 4.90e-06 |Target 013: 1.26e-05 |Target 014: 3.26e-06 +Target 015: 3.57e-06 |Target 016: 1.44e-05 |Target 017: 1.34e-05 |Target 018: 1.95e-05 |Target 019: 1.12e-05 +Target 020: 3.45e-06 |Target 021: 9.92e-06 |Target 022: 2.95e-06 |Target 023: 1.49e-05 |Target 024: 1.65e-05 + +==================== +Epoch #545 | Time: 00d 02h 29m | LR: 2.00e-03 | Epoch time: 15.44 | Train loss: 2.35e-05 | Val loss: 1.11e-05 +Target 006 has maximum loss 7.37e-05; Target 002 has minimum loss 2.45e-06 +Target 000: 3.36e-05 |Target 001: 3.47e-05 |Target 002: 2.45e-06 |Target 003: 4.36e-06 |Target 004: 3.30e-06 +Target 005: 6.07e-05 |Target 006: 7.37e-05 |Target 007: 6.21e-06 |Target 008: 7.98e-06 |Target 009: 9.49e-06 +Target 010: 3.38e-06 |Target 011: 3.99e-06 |Target 012: 5.99e-06 |Target 013: 1.90e-05 |Target 014: 5.90e-06 +Target 015: 3.89e-06 |Target 016: 8.26e-06 |Target 017: 9.05e-06 |Target 018: 2.21e-05 |Target 019: 9.49e-06 +Target 020: 3.45e-06 |Target 021: 9.49e-06 |Target 022: 4.17e-06 |Target 023: 1.11e-05 |Target 024: 1.85e-05 + +==================== +Epoch #546 | Time: 00d 02h 29m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 2.34e-05 | Val loss: 1.71e-05 +Target 000 has maximum loss 6.22e-05; Target 002 has minimum loss 3.25e-06 +Target 000: 6.22e-05 |Target 001: 4.19e-05 |Target 002: 3.25e-06 |Target 003: 9.02e-06 |Target 004: 3.42e-06 +Target 005: 6.10e-05 |Target 006: 4.26e-05 |Target 007: 6.75e-06 |Target 008: 1.15e-05 |Target 009: 3.66e-05 +Target 010: 3.63e-06 |Target 011: 3.82e-06 |Target 012: 1.03e-05 |Target 013: 1.12e-05 |Target 014: 7.65e-06 +Target 015: 6.34e-06 |Target 016: 1.13e-05 |Target 017: 7.25e-06 |Target 018: 2.02e-05 |Target 019: 1.81e-05 +Target 020: 1.11e-05 |Target 021: 2.83e-05 |Target 022: 7.71e-06 |Target 023: 2.16e-05 |Target 024: 3.42e-05 + +==================== +Epoch #547 | Time: 00d 02h 30m | LR: 2.00e-03 | Epoch time: 15.53 | Train loss: 1.87e-05 | Val loss: 7.93e-06 +Target 001 has maximum loss 6.08e-05; Target 011 has minimum loss 2.17e-06 +Target 000: 2.09e-05 |Target 001: 6.08e-05 |Target 002: 2.75e-06 |Target 003: 4.68e-06 |Target 004: 4.08e-06 +Target 005: 2.89e-05 |Target 006: 5.47e-05 |Target 007: 3.67e-06 |Target 008: 1.53e-05 |Target 009: 9.23e-06 +Target 010: 8.02e-06 |Target 011: 2.17e-06 |Target 012: 4.30e-06 |Target 013: 5.41e-06 |Target 014: 3.23e-06 +Target 015: 3.03e-06 |Target 016: 1.13e-05 |Target 017: 4.46e-06 |Target 018: 1.46e-05 |Target 019: 7.57e-06 +Target 020: 2.36e-06 |Target 021: 9.75e-06 |Target 022: 3.74e-06 |Target 023: 8.09e-06 |Target 024: 1.19e-05 + +==================== +Epoch #548 | Time: 00d 02h 30m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 1.92e-05 | Val loss: 8.78e-06 +Target 001 has maximum loss 9.85e-05; Target 002 has minimum loss 1.47e-06 +Target 000: 5.69e-05 |Target 001: 9.85e-05 |Target 002: 1.47e-06 |Target 003: 2.93e-06 |Target 004: 2.30e-06 +Target 005: 5.45e-05 |Target 006: 9.61e-05 |Target 007: 2.50e-06 |Target 008: 9.32e-06 |Target 009: 8.27e-06 +Target 010: 2.51e-06 |Target 011: 1.84e-06 |Target 012: 8.00e-06 |Target 013: 7.20e-06 |Target 014: 3.32e-06 +Target 015: 3.72e-06 |Target 016: 7.04e-06 |Target 017: 8.38e-06 |Target 018: 1.81e-05 |Target 019: 7.32e-06 +Target 020: 3.14e-06 |Target 021: 6.88e-06 |Target 022: 2.86e-06 |Target 023: 8.22e-06 |Target 024: 1.12e-05 + +==================== +Epoch #549 | Time: 00d 02h 30m | LR: 2.00e-03 | Epoch time: 15.55 | Train loss: 1.58e-05 | Val loss: 1.36e-05 +Target 000 has maximum loss 2.93e-04; Target 007 has minimum loss 1.73e-06 +Target 000: 2.93e-04 |Target 001: 9.23e-05 |Target 002: 2.11e-06 |Target 003: 5.34e-06 |Target 004: 2.74e-06 +Target 005: 2.90e-05 |Target 006: 2.93e-05 |Target 007: 1.73e-06 |Target 008: 9.54e-06 |Target 009: 8.20e-06 +Target 010: 1.81e-06 |Target 011: 2.49e-06 |Target 012: 4.58e-06 |Target 013: 4.16e-05 |Target 014: 2.43e-06 +Target 015: 3.14e-06 |Target 016: 8.85e-06 |Target 017: 2.85e-05 |Target 018: 2.62e-05 |Target 019: 7.75e-06 +Target 020: 2.11e-06 |Target 021: 8.49e-06 |Target 022: 3.05e-06 |Target 023: 7.85e-06 |Target 024: 1.69e-05 + +==================== +Epoch #550 | Time: 00d 02h 30m | LR: 2.00e-03 | Epoch time: 15.46 | Train loss: 1.73e-05 | Val loss: 9.93e-06 +Target 000 has maximum loss 1.67e-04; Target 011 has minimum loss 2.13e-06 +Target 000: 1.67e-04 |Target 001: 6.42e-05 |Target 002: 2.28e-06 |Target 003: 3.15e-06 |Target 004: 2.45e-06 +Target 005: 4.29e-05 |Target 006: 6.75e-05 |Target 007: 3.74e-06 |Target 008: 7.11e-06 |Target 009: 7.54e-06 +Target 010: 2.75e-06 |Target 011: 2.13e-06 |Target 012: 4.80e-06 |Target 013: 5.19e-06 |Target 014: 3.35e-06 +Target 015: 3.17e-06 |Target 016: 1.02e-05 |Target 017: 9.69e-06 |Target 018: 1.59e-05 |Target 019: 1.02e-05 +Target 020: 2.63e-06 |Target 021: 7.82e-06 |Target 022: 3.30e-06 |Target 023: 1.00e-05 |Target 024: 1.63e-05 + +==================== +Epoch #551 | Time: 00d 02h 31m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 1.87e-05 | Val loss: 1.32e-05 +Target 001 has maximum loss 1.19e-04; Target 011 has minimum loss 2.21e-06 +Target 000: 4.78e-05 |Target 001: 1.19e-04 |Target 002: 7.41e-06 |Target 003: 1.72e-05 |Target 004: 7.50e-06 +Target 005: 2.67e-05 |Target 006: 7.50e-05 |Target 007: 2.24e-06 |Target 008: 1.41e-05 |Target 009: 1.34e-05 +Target 010: 3.62e-06 |Target 011: 2.21e-06 |Target 012: 8.45e-06 |Target 013: 1.55e-05 |Target 014: 3.50e-06 +Target 015: 8.46e-06 |Target 016: 1.24e-05 |Target 017: 1.77e-05 |Target 018: 3.57e-05 |Target 019: 9.96e-06 +Target 020: 6.75e-06 |Target 021: 1.10e-05 |Target 022: 4.19e-06 |Target 023: 1.07e-05 |Target 024: 1.80e-05 + +==================== +Epoch #552 | Time: 00d 02h 31m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 1.78e-05 | Val loss: 8.02e-06 +Target 001 has maximum loss 8.43e-05; Target 002 has minimum loss 1.69e-06 +Target 000: 1.51e-05 |Target 001: 8.43e-05 |Target 002: 1.69e-06 |Target 003: 2.38e-06 |Target 004: 3.64e-06 +Target 005: 3.38e-05 |Target 006: 3.40e-05 |Target 007: 2.46e-06 |Target 008: 8.77e-06 |Target 009: 8.61e-06 +Target 010: 2.20e-06 |Target 011: 2.14e-06 |Target 012: 6.45e-06 |Target 013: 6.11e-06 |Target 014: 4.30e-06 +Target 015: 2.88e-06 |Target 016: 7.11e-06 |Target 017: 5.05e-06 |Target 018: 1.91e-05 |Target 019: 7.99e-06 +Target 020: 4.22e-06 |Target 021: 6.17e-06 |Target 022: 3.37e-06 |Target 023: 8.40e-06 |Target 024: 1.18e-05 + +==================== +Epoch #553 | Time: 00d 02h 31m | LR: 2.00e-03 | Epoch time: 15.49 | Train loss: 1.93e-05 | Val loss: 1.02e-05 +Target 001 has maximum loss 1.70e-04; Target 002 has minimum loss 1.98e-06 +Target 000: 4.21e-05 |Target 001: 1.70e-04 |Target 002: 1.98e-06 |Target 003: 2.93e-06 |Target 004: 2.68e-06 +Target 005: 2.24e-05 |Target 006: 5.18e-05 |Target 007: 3.05e-06 |Target 008: 6.02e-06 |Target 009: 2.29e-05 +Target 010: 2.98e-06 |Target 011: 2.04e-06 |Target 012: 5.11e-06 |Target 013: 9.66e-06 |Target 014: 3.09e-06 +Target 015: 4.68e-06 |Target 016: 6.89e-06 |Target 017: 1.39e-05 |Target 018: 1.44e-05 |Target 019: 8.52e-06 +Target 020: 2.42e-06 |Target 021: 1.52e-05 |Target 022: 2.73e-06 |Target 023: 8.60e-06 |Target 024: 1.60e-05 + +==================== +Epoch #554 | Time: 00d 02h 31m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 1.67e-05 | Val loss: 1.11e-05 +Target 001 has maximum loss 1.53e-04; Target 004 has minimum loss 1.99e-06 +Target 000: 3.94e-05 |Target 001: 1.53e-04 |Target 002: 2.68e-06 |Target 003: 8.83e-06 |Target 004: 1.99e-06 +Target 005: 4.61e-05 |Target 006: 4.98e-05 |Target 007: 5.26e-06 |Target 008: 1.08e-05 |Target 009: 9.81e-06 +Target 010: 3.37e-06 |Target 011: 3.11e-06 |Target 012: 1.00e-05 |Target 013: 7.49e-06 |Target 014: 3.14e-06 +Target 015: 3.77e-06 |Target 016: 1.30e-05 |Target 017: 9.85e-06 |Target 018: 2.21e-05 |Target 019: 9.77e-06 +Target 020: 4.88e-06 |Target 021: 9.07e-06 |Target 022: 3.20e-06 |Target 023: 1.09e-05 |Target 024: 1.82e-05 + +==================== +Epoch #555 | Time: 00d 02h 32m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 1.78e-05 | Val loss: 8.57e-06 +Target 006 has maximum loss 9.31e-05; Target 020 has minimum loss 2.00e-06 +Target 000: 4.57e-05 |Target 001: 5.57e-05 |Target 002: 3.07e-06 |Target 003: 4.26e-06 |Target 004: 2.15e-06 +Target 005: 1.46e-05 |Target 006: 9.31e-05 |Target 007: 5.66e-06 |Target 008: 9.17e-06 |Target 009: 8.58e-06 +Target 010: 2.74e-06 |Target 011: 4.58e-06 |Target 012: 3.38e-06 |Target 013: 5.88e-06 |Target 014: 2.86e-06 +Target 015: 2.87e-06 |Target 016: 1.23e-05 |Target 017: 6.36e-06 |Target 018: 1.63e-05 |Target 019: 8.23e-06 +Target 020: 2.00e-06 |Target 021: 8.86e-06 |Target 022: 2.89e-06 |Target 023: 9.77e-06 |Target 024: 1.41e-05 + +==================== +Epoch #556 | Time: 00d 02h 32m | LR: 2.00e-03 | Epoch time: 15.52 | Train loss: 2.32e-05 | Val loss: 1.38e-05 +Target 001 has maximum loss 1.52e-04; Target 011 has minimum loss 3.12e-06 +Target 000: 2.38e-05 |Target 001: 1.52e-04 |Target 002: 5.38e-06 |Target 003: 7.55e-06 |Target 004: 4.58e-06 +Target 005: 6.48e-05 |Target 006: 1.14e-04 |Target 007: 4.22e-06 |Target 008: 1.64e-05 |Target 009: 2.05e-05 +Target 010: 1.19e-05 |Target 011: 3.12e-06 |Target 012: 9.00e-06 |Target 013: 9.27e-06 |Target 014: 5.03e-06 +Target 015: 9.51e-06 |Target 016: 1.86e-05 |Target 017: 7.70e-06 |Target 018: 2.31e-05 |Target 019: 1.50e-05 +Target 020: 3.86e-06 |Target 021: 1.39e-05 |Target 022: 4.49e-06 |Target 023: 1.35e-05 |Target 024: 2.08e-05 + +==================== +Epoch #557 | Time: 00d 02h 32m | LR: 2.00e-03 | Epoch time: 15.30 | Train loss: 4.93e-05 | Val loss: 3.20e-05 +Target 005 has maximum loss 8.89e-05; Target 015 has minimum loss 6.32e-06 +Target 000: 2.03e-05 |Target 001: 4.34e-05 |Target 002: 1.22e-05 |Target 003: 1.08e-05 |Target 004: 9.56e-06 +Target 005: 8.89e-05 |Target 006: 3.83e-05 |Target 007: 2.76e-05 |Target 008: 3.13e-05 |Target 009: 4.22e-05 +Target 010: 1.28e-05 |Target 011: 2.22e-05 |Target 012: 1.39e-05 |Target 013: 9.55e-06 |Target 014: 1.17e-05 +Target 015: 6.32e-06 |Target 016: 6.97e-05 |Target 017: 2.31e-05 |Target 018: 5.28e-05 |Target 019: 2.79e-05 +Target 020: 6.72e-06 |Target 021: 5.74e-05 |Target 022: 1.61e-05 |Target 023: 3.82e-05 |Target 024: 7.02e-05 + +==================== +Epoch #558 | Time: 00d 02h 33m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 3.28e-05 | Val loss: 2.69e-05 +Target 009 has maximum loss 9.18e-05; Target 012 has minimum loss 4.09e-06 +Target 000: 8.81e-05 |Target 001: 1.99e-05 |Target 002: 7.41e-06 |Target 003: 1.23e-05 |Target 004: 4.52e-06 +Target 005: 3.11e-05 |Target 006: 4.27e-05 |Target 007: 6.93e-06 |Target 008: 3.00e-05 |Target 009: 9.18e-05 +Target 010: 1.03e-05 |Target 011: 1.50e-05 |Target 012: 4.09e-06 |Target 013: 1.67e-05 |Target 014: 1.51e-05 +Target 015: 5.09e-06 |Target 016: 4.99e-05 |Target 017: 1.15e-05 |Target 018: 2.69e-05 |Target 019: 3.72e-05 +Target 020: 5.53e-06 |Target 021: 7.18e-05 |Target 022: 1.17e-05 |Target 023: 2.37e-05 |Target 024: 4.96e-05 + +==================== +Epoch #559 | Time: 00d 02h 33m | LR: 2.00e-03 | Epoch time: 15.46 | Train loss: 4.56e-05 | Val loss: 1.36e-05 +Target 005 has maximum loss 1.18e-04; Target 010 has minimum loss 3.03e-06 +Target 000: 2.86e-05 |Target 001: 6.22e-05 |Target 002: 4.07e-06 |Target 003: 3.35e-06 |Target 004: 4.48e-06 +Target 005: 1.18e-04 |Target 006: 7.97e-05 |Target 007: 1.61e-05 |Target 008: 1.16e-05 |Target 009: 1.64e-05 +Target 010: 3.03e-06 |Target 011: 5.10e-06 |Target 012: 1.11e-05 |Target 013: 9.24e-06 |Target 014: 5.49e-06 +Target 015: 3.75e-06 |Target 016: 1.50e-05 |Target 017: 8.06e-06 |Target 018: 2.63e-05 |Target 019: 1.05e-05 +Target 020: 5.59e-06 |Target 021: 2.32e-05 |Target 022: 4.27e-06 |Target 023: 1.71e-05 |Target 024: 2.07e-05 + +==================== +Epoch #560 | Time: 00d 02h 33m | LR: 2.00e-03 | Epoch time: 15.40 | Train loss: 2.27e-05 | Val loss: 1.08e-05 +Target 005 has maximum loss 7.95e-05; Target 011 has minimum loss 2.17e-06 +Target 000: 2.23e-05 |Target 001: 6.61e-05 |Target 002: 3.25e-06 |Target 003: 5.79e-06 |Target 004: 3.16e-06 +Target 005: 7.95e-05 |Target 006: 3.75e-05 |Target 007: 3.79e-06 |Target 008: 7.43e-06 |Target 009: 1.50e-05 +Target 010: 2.67e-06 |Target 011: 2.17e-06 |Target 012: 5.52e-06 |Target 013: 6.71e-06 |Target 014: 4.55e-06 +Target 015: 4.87e-06 |Target 016: 9.20e-06 |Target 017: 7.66e-06 |Target 018: 1.60e-05 |Target 019: 1.31e-05 +Target 020: 4.77e-06 |Target 021: 1.19e-05 |Target 022: 4.55e-06 |Target 023: 1.20e-05 |Target 024: 2.00e-05 + +==================== +Epoch #561 | Time: 00d 02h 33m | LR: 2.00e-03 | Epoch time: 15.45 | Train loss: 2.95e-05 | Val loss: 2.74e-05 +Target 016 has maximum loss 9.59e-05; Target 007 has minimum loss 3.03e-06 +Target 000: 3.52e-05 |Target 001: 1.25e-05 |Target 002: 7.18e-06 |Target 003: 2.69e-05 |Target 004: 9.03e-06 +Target 005: 7.11e-05 |Target 006: 7.84e-05 |Target 007: 3.03e-06 |Target 008: 5.51e-05 |Target 009: 4.58e-05 +Target 010: 6.87e-06 |Target 011: 5.12e-06 |Target 012: 9.84e-06 |Target 013: 1.10e-05 |Target 014: 6.10e-06 +Target 015: 1.78e-05 |Target 016: 9.59e-05 |Target 017: 6.73e-06 |Target 018: 4.22e-05 |Target 019: 4.24e-05 +Target 020: 1.15e-05 |Target 021: 4.66e-05 |Target 022: 4.95e-06 |Target 023: 6.00e-05 |Target 024: 3.55e-05 + +==================== +Epoch #562 | Time: 00d 02h 34m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 2.89e-05 | Val loss: 2.11e-05 +Target 000 has maximum loss 1.43e-04; Target 004 has minimum loss 2.26e-06 +Target 000: 1.43e-04 |Target 001: 2.40e-05 |Target 002: 3.76e-06 |Target 003: 5.76e-06 |Target 004: 2.26e-06 +Target 005: 2.13e-05 |Target 006: 4.16e-05 |Target 007: 6.27e-06 |Target 008: 4.12e-05 |Target 009: 3.02e-05 +Target 010: 3.30e-06 |Target 011: 6.89e-06 |Target 012: 4.74e-06 |Target 013: 1.17e-05 |Target 014: 6.19e-06 +Target 015: 3.21e-06 |Target 016: 6.27e-05 |Target 017: 8.30e-06 |Target 018: 3.74e-05 |Target 019: 3.27e-05 +Target 020: 5.54e-06 |Target 021: 3.06e-05 |Target 022: 6.13e-06 |Target 023: 4.37e-05 |Target 024: 2.79e-05 + +==================== +Epoch #563 | Time: 00d 02h 34m | LR: 2.00e-03 | Epoch time: 15.48 | Train loss: 2.73e-05 | Val loss: 1.21e-05 +Target 001 has maximum loss 2.04e-04; Target 002 has minimum loss 1.75e-06 +Target 000: 3.46e-05 |Target 001: 2.04e-04 |Target 002: 1.75e-06 |Target 003: 4.01e-06 |Target 004: 5.19e-06 +Target 005: 5.98e-05 |Target 006: 3.80e-05 |Target 007: 4.00e-06 |Target 008: 8.83e-06 |Target 009: 9.65e-06 +Target 010: 5.53e-06 |Target 011: 4.42e-06 |Target 012: 9.03e-06 |Target 013: 1.49e-05 |Target 014: 5.25e-06 +Target 015: 5.35e-06 |Target 016: 9.21e-06 |Target 017: 7.68e-06 |Target 018: 2.20e-05 |Target 019: 1.34e-05 +Target 020: 3.48e-06 |Target 021: 8.61e-06 |Target 022: 4.56e-06 |Target 023: 1.41e-05 |Target 024: 1.60e-05 + +==================== +Epoch #564 | Time: 00d 02h 34m | LR: 2.00e-03 | Epoch time: 15.49 | Train loss: 2.37e-05 | Val loss: 1.54e-05 +Target 001 has maximum loss 1.42e-04; Target 002 has minimum loss 1.78e-06 +Target 000: 2.89e-05 |Target 001: 1.42e-04 |Target 002: 1.78e-06 |Target 003: 2.65e-06 |Target 004: 6.11e-06 +Target 005: 3.08e-05 |Target 006: 2.34e-05 |Target 007: 4.56e-06 |Target 008: 3.08e-05 |Target 009: 2.76e-05 +Target 010: 3.93e-06 |Target 011: 6.97e-06 |Target 012: 1.43e-05 |Target 013: 7.16e-06 |Target 014: 6.11e-06 +Target 015: 3.53e-06 |Target 016: 2.17e-05 |Target 017: 1.09e-05 |Target 018: 2.79e-05 |Target 019: 1.38e-05 +Target 020: 2.54e-06 |Target 021: 1.84e-05 |Target 022: 6.33e-06 |Target 023: 1.95e-05 |Target 024: 2.61e-05 + +==================== +Epoch #565 | Time: 00d 02h 34m | LR: 2.00e-03 | Epoch time: 15.33 | Train loss: 3.01e-05 | Val loss: 2.37e-05 +Target 001 has maximum loss 9.93e-05; Target 015 has minimum loss 4.17e-06 +Target 000: 5.81e-05 |Target 001: 9.93e-05 |Target 002: 1.12e-05 |Target 003: 1.49e-05 |Target 004: 5.46e-06 +Target 005: 3.37e-05 |Target 006: 4.86e-05 |Target 007: 1.00e-05 |Target 008: 4.20e-05 |Target 009: 4.53e-05 +Target 010: 1.43e-05 |Target 011: 6.28e-06 |Target 012: 1.08e-05 |Target 013: 9.52e-06 |Target 014: 9.36e-06 +Target 015: 4.17e-06 |Target 016: 3.26e-05 |Target 017: 1.39e-05 |Target 018: 5.15e-05 |Target 019: 2.41e-05 +Target 020: 5.16e-06 |Target 021: 3.90e-05 |Target 022: 7.63e-06 |Target 023: 2.81e-05 |Target 024: 4.32e-05 + +==================== +Epoch #566 | Time: 00d 02h 35m | LR: 2.00e-03 | Epoch time: 15.34 | Train loss: 2.83e-05 | Val loss: 1.50e-05 +Target 001 has maximum loss 1.03e-04; Target 022 has minimum loss 3.53e-06 +Target 000: 2.27e-05 |Target 001: 1.03e-04 |Target 002: 6.40e-06 |Target 003: 2.02e-05 |Target 004: 5.15e-06 +Target 005: 5.06e-05 |Target 006: 4.95e-05 |Target 007: 8.97e-06 |Target 008: 2.75e-05 |Target 009: 2.19e-05 +Target 010: 1.35e-05 |Target 011: 5.09e-06 |Target 012: 8.69e-06 |Target 013: 1.29e-05 |Target 014: 4.12e-06 +Target 015: 1.09e-05 |Target 016: 3.98e-05 |Target 017: 7.50e-06 |Target 018: 3.59e-05 |Target 019: 1.91e-05 +Target 020: 3.80e-06 |Target 021: 1.67e-05 |Target 022: 3.53e-06 |Target 023: 1.73e-05 |Target 024: 1.70e-05 + +==================== +Epoch #567 | Time: 00d 02h 35m | LR: 2.00e-03 | Epoch time: 15.33 | Train loss: 2.28e-05 | Val loss: 1.24e-05 +Target 000 has maximum loss 5.41e-05; Target 004 has minimum loss 3.15e-06 +Target 000: 5.41e-05 |Target 001: 3.96e-05 |Target 002: 5.41e-06 |Target 003: 1.31e-05 |Target 004: 3.15e-06 +Target 005: 1.11e-05 |Target 006: 1.88e-05 |Target 007: 5.09e-06 |Target 008: 1.17e-05 |Target 009: 8.08e-06 +Target 010: 7.98e-06 |Target 011: 4.71e-06 |Target 012: 6.94e-06 |Target 013: 1.06e-05 |Target 014: 4.30e-06 +Target 015: 6.09e-06 |Target 016: 2.75e-05 |Target 017: 1.18e-05 |Target 018: 1.88e-05 |Target 019: 1.12e-05 +Target 020: 3.90e-06 |Target 021: 9.02e-06 |Target 022: 4.35e-06 |Target 023: 2.06e-05 |Target 024: 2.24e-05 + +==================== +Epoch #568 | Time: 00d 02h 35m | LR: 2.00e-03 | Epoch time: 15.37 | Train loss: 2.22e-05 | Val loss: 9.00e-06 +Target 001 has maximum loss 6.58e-05; Target 002 has minimum loss 1.47e-06 +Target 000: 1.92e-05 |Target 001: 6.58e-05 |Target 002: 1.47e-06 |Target 003: 4.28e-06 |Target 004: 4.49e-06 +Target 005: 2.61e-05 |Target 006: 3.04e-05 |Target 007: 4.13e-06 |Target 008: 9.73e-06 |Target 009: 8.69e-06 +Target 010: 2.46e-06 |Target 011: 1.74e-06 |Target 012: 4.26e-06 |Target 013: 6.81e-06 |Target 014: 3.00e-06 +Target 015: 4.58e-06 |Target 016: 1.01e-05 |Target 017: 7.75e-06 |Target 018: 2.08e-05 |Target 019: 9.07e-06 +Target 020: 2.43e-06 |Target 021: 8.94e-06 |Target 022: 2.50e-06 |Target 023: 1.17e-05 |Target 024: 1.56e-05 + +==================== +Epoch #569 | Time: 00d 02h 35m | LR: 2.00e-03 | Epoch time: 15.31 | Train loss: 1.61e-05 | Val loss: 8.99e-06 +Target 000 has maximum loss 1.53e-04; Target 002 has minimum loss 1.29e-06 +Target 000: 1.53e-04 |Target 001: 2.25e-05 |Target 002: 1.29e-06 |Target 003: 2.76e-06 |Target 004: 2.83e-06 +Target 005: 3.76e-05 |Target 006: 3.84e-05 |Target 007: 1.91e-06 |Target 008: 5.65e-06 |Target 009: 6.13e-06 +Target 010: 1.71e-06 |Target 011: 2.28e-06 |Target 012: 1.30e-05 |Target 013: 6.41e-06 |Target 014: 2.79e-06 +Target 015: 2.79e-06 |Target 016: 6.38e-06 |Target 017: 3.76e-06 |Target 018: 1.10e-05 |Target 019: 9.13e-06 +Target 020: 3.42e-06 |Target 021: 5.56e-06 |Target 022: 2.83e-06 |Target 023: 9.91e-06 |Target 024: 1.71e-05 + +==================== +Epoch #570 | Time: 00d 02h 36m | LR: 2.00e-03 | Epoch time: 15.51 | Train loss: 1.56e-05 | Val loss: 8.40e-06 +Target 005 has maximum loss 5.76e-05; Target 002 has minimum loss 1.64e-06 +Target 000: 3.32e-05 |Target 001: 3.24e-05 |Target 002: 1.64e-06 |Target 003: 5.42e-06 |Target 004: 2.37e-06 +Target 005: 5.76e-05 |Target 006: 3.40e-05 |Target 007: 2.39e-06 |Target 008: 6.99e-06 |Target 009: 8.33e-06 +Target 010: 2.01e-06 |Target 011: 2.10e-06 |Target 012: 5.98e-06 |Target 013: 5.31e-06 |Target 014: 2.97e-06 +Target 015: 3.87e-06 |Target 016: 8.14e-06 |Target 017: 5.28e-06 |Target 018: 1.55e-05 |Target 019: 8.33e-06 +Target 020: 2.12e-06 |Target 021: 6.27e-06 |Target 022: 2.89e-06 |Target 023: 8.95e-06 |Target 024: 1.74e-05 + +==================== +Epoch #571 | Time: 00d 02h 36m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 1.56e-05 | Val loss: 1.14e-05 +Target 005 has maximum loss 9.46e-05; Target 002 has minimum loss 1.57e-06 +Target 000: 2.16e-05 |Target 001: 7.77e-05 |Target 002: 1.57e-06 |Target 003: 1.73e-06 |Target 004: 1.99e-06 +Target 005: 9.46e-05 |Target 006: 2.26e-05 |Target 007: 3.06e-06 |Target 008: 5.62e-06 |Target 009: 7.41e-06 +Target 010: 3.15e-06 |Target 011: 4.50e-06 |Target 012: 1.23e-05 |Target 013: 1.39e-05 |Target 014: 3.43e-06 +Target 015: 2.82e-06 |Target 016: 7.09e-06 |Target 017: 7.02e-06 |Target 018: 1.44e-05 |Target 019: 7.77e-06 +Target 020: 2.20e-06 |Target 021: 6.60e-06 |Target 022: 2.85e-06 |Target 023: 8.99e-06 |Target 024: 3.01e-05 + +==================== +Epoch #572 | Time: 00d 02h 36m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 1.66e-05 | Val loss: 8.59e-06 +Target 005 has maximum loss 1.29e-04; Target 004 has minimum loss 2.09e-06 +Target 000: 1.72e-05 |Target 001: 6.31e-05 |Target 002: 2.50e-06 |Target 003: 2.90e-06 |Target 004: 2.09e-06 +Target 005: 1.29e-04 |Target 006: 3.54e-05 |Target 007: 2.73e-06 |Target 008: 6.45e-06 |Target 009: 7.15e-06 +Target 010: 2.38e-06 |Target 011: 2.94e-06 |Target 012: 7.63e-06 |Target 013: 9.74e-06 |Target 014: 3.65e-06 +Target 015: 3.04e-06 |Target 016: 5.89e-06 |Target 017: 6.59e-06 |Target 018: 1.27e-05 |Target 019: 1.18e-05 +Target 020: 3.33e-06 |Target 021: 5.92e-06 |Target 022: 3.02e-06 |Target 023: 1.19e-05 |Target 024: 9.65e-06 + +==================== +Epoch #573 | Time: 00d 02h 36m | LR: 2.00e-03 | Epoch time: 15.55 | Train loss: 1.94e-05 | Val loss: 1.20e-05 +Target 001 has maximum loss 8.16e-05; Target 002 has minimum loss 1.99e-06 +Target 000: 3.13e-05 |Target 001: 8.16e-05 |Target 002: 1.99e-06 |Target 003: 3.70e-06 |Target 004: 3.20e-06 +Target 005: 8.05e-05 |Target 006: 4.50e-05 |Target 007: 3.42e-06 |Target 008: 1.33e-05 |Target 009: 1.36e-05 +Target 010: 4.73e-06 |Target 011: 2.45e-06 |Target 012: 1.01e-05 |Target 013: 6.28e-06 |Target 014: 3.69e-06 +Target 015: 5.22e-06 |Target 016: 9.38e-06 |Target 017: 7.55e-06 |Target 018: 1.78e-05 |Target 019: 1.43e-05 +Target 020: 3.30e-06 |Target 021: 1.24e-05 |Target 022: 4.26e-06 |Target 023: 1.71e-05 |Target 024: 2.08e-05 + +==================== +Epoch #574 | Time: 00d 02h 37m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 1.85e-05 | Val loss: 1.25e-05 +Target 000 has maximum loss 2.16e-04; Target 011 has minimum loss 3.28e-06 +Target 000: 2.16e-04 |Target 001: 3.65e-05 |Target 002: 3.82e-06 |Target 003: 7.10e-06 |Target 004: 5.53e-06 +Target 005: 3.31e-05 |Target 006: 4.38e-05 |Target 007: 4.24e-06 |Target 008: 6.20e-06 |Target 009: 1.90e-05 +Target 010: 1.00e-05 |Target 011: 3.28e-06 |Target 012: 5.88e-06 |Target 013: 7.50e-06 |Target 014: 4.61e-06 +Target 015: 4.64e-06 |Target 016: 7.82e-06 |Target 017: 5.56e-06 |Target 018: 2.44e-05 |Target 019: 1.44e-05 +Target 020: 4.84e-06 |Target 021: 2.39e-05 |Target 022: 3.71e-06 |Target 023: 1.29e-05 |Target 024: 1.77e-05 + +==================== +Epoch #575 | Time: 00d 02h 37m | LR: 2.00e-03 | Epoch time: 15.45 | Train loss: 2.13e-05 | Val loss: 4.22e-05 +Target 006 has maximum loss 3.01e-04; Target 011 has minimum loss 3.52e-06 +Target 000: 2.08e-04 |Target 001: 7.96e-05 |Target 002: 4.69e-06 |Target 003: 1.06e-05 |Target 004: 4.16e-06 +Target 005: 1.13e-04 |Target 006: 3.01e-04 |Target 007: 3.63e-06 |Target 008: 4.65e-05 |Target 009: 4.87e-05 +Target 010: 7.67e-06 |Target 011: 3.52e-06 |Target 012: 8.24e-06 |Target 013: 3.01e-05 |Target 014: 6.28e-06 +Target 015: 8.21e-06 |Target 016: 4.26e-05 |Target 017: 9.20e-06 |Target 018: 4.16e-05 |Target 019: 4.35e-05 +Target 020: 1.17e-05 |Target 021: 4.44e-05 |Target 022: 1.55e-05 |Target 023: 3.44e-05 |Target 024: 1.28e-04 + +==================== +Epoch #576 | Time: 00d 02h 37m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 2.76e-05 | Val loss: 1.27e-05 +Target 001 has maximum loss 2.62e-04; Target 002 has minimum loss 2.79e-06 +Target 000: 1.72e-05 |Target 001: 2.62e-04 |Target 002: 2.79e-06 |Target 003: 9.91e-06 |Target 004: 6.36e-06 +Target 005: 1.67e-04 |Target 006: 7.20e-05 |Target 007: 5.39e-06 |Target 008: 1.10e-05 |Target 009: 1.36e-05 +Target 010: 3.98e-06 |Target 011: 4.75e-06 |Target 012: 6.88e-06 |Target 013: 8.78e-06 |Target 014: 5.18e-06 +Target 015: 4.86e-06 |Target 016: 1.12e-05 |Target 017: 5.32e-06 |Target 018: 2.16e-05 |Target 019: 1.34e-05 +Target 020: 3.74e-06 |Target 021: 1.14e-05 |Target 022: 3.82e-06 |Target 023: 1.49e-05 |Target 024: 1.36e-05 + +==================== +Epoch #577 | Time: 00d 02h 37m | LR: 2.00e-03 | Epoch time: 15.53 | Train loss: 3.24e-05 | Val loss: 1.74e-05 +Target 005 has maximum loss 1.05e-04; Target 012 has minimum loss 4.50e-06 +Target 000: 8.39e-05 |Target 001: 2.37e-05 |Target 002: 1.03e-05 |Target 003: 1.13e-05 |Target 004: 1.20e-05 +Target 005: 1.05e-04 |Target 006: 6.98e-05 |Target 007: 1.61e-05 |Target 008: 1.16e-05 |Target 009: 3.76e-05 +Target 010: 6.08e-06 |Target 011: 5.13e-06 |Target 012: 4.50e-06 |Target 013: 1.97e-05 |Target 014: 9.45e-06 +Target 015: 7.00e-06 |Target 016: 8.88e-06 |Target 017: 8.84e-06 |Target 018: 2.10e-05 |Target 019: 1.92e-05 +Target 020: 6.48e-06 |Target 021: 1.93e-05 |Target 022: 6.86e-06 |Target 023: 1.77e-05 |Target 024: 3.05e-05 + +==================== +Epoch #578 | Time: 00d 02h 38m | LR: 2.00e-03 | Epoch time: 15.57 | Train loss: 3.54e-05 | Val loss: 2.28e-05 +Target 001 has maximum loss 2.42e-04; Target 011 has minimum loss 4.25e-06 +Target 000: 1.14e-04 |Target 001: 2.42e-04 |Target 002: 7.05e-06 |Target 003: 6.20e-06 |Target 004: 9.36e-06 +Target 005: 7.34e-05 |Target 006: 1.59e-04 |Target 007: 2.37e-05 |Target 008: 2.47e-05 |Target 009: 2.91e-05 +Target 010: 6.87e-06 |Target 011: 4.25e-06 |Target 012: 1.22e-05 |Target 013: 2.60e-05 |Target 014: 7.62e-06 +Target 015: 4.41e-06 |Target 016: 2.35e-05 |Target 017: 2.17e-05 |Target 018: 5.39e-05 |Target 019: 1.38e-05 +Target 020: 6.89e-06 |Target 021: 2.12e-05 |Target 022: 5.03e-06 |Target 023: 1.23e-05 |Target 024: 4.11e-05 + +==================== +Epoch #579 | Time: 00d 02h 38m | LR: 2.00e-03 | Epoch time: 15.36 | Train loss: 2.52e-05 | Val loss: 1.05e-05 +Target 005 has maximum loss 9.55e-05; Target 004 has minimum loss 2.18e-06 +Target 000: 6.59e-05 |Target 001: 1.37e-05 |Target 002: 2.82e-06 |Target 003: 8.86e-06 |Target 004: 2.18e-06 +Target 005: 9.55e-05 |Target 006: 5.95e-05 |Target 007: 4.35e-06 |Target 008: 1.36e-05 |Target 009: 9.89e-06 +Target 010: 6.04e-06 |Target 011: 3.40e-06 |Target 012: 3.98e-06 |Target 013: 5.78e-06 |Target 014: 3.36e-06 +Target 015: 4.32e-06 |Target 016: 1.68e-05 |Target 017: 8.46e-06 |Target 018: 1.48e-05 |Target 019: 9.90e-06 +Target 020: 2.31e-06 |Target 021: 1.14e-05 |Target 022: 3.53e-06 |Target 023: 8.89e-06 |Target 024: 2.17e-05 + +==================== +Epoch #580 | Time: 00d 02h 38m | LR: 2.00e-03 | Epoch time: 15.47 | Train loss: 2.26e-05 | Val loss: 9.20e-06 +Target 005 has maximum loss 1.41e-04; Target 002 has minimum loss 1.36e-06 +Target 000: 4.83e-05 |Target 001: 6.99e-05 |Target 002: 1.36e-06 |Target 003: 2.45e-06 |Target 004: 1.85e-06 +Target 005: 1.41e-04 |Target 006: 2.25e-05 |Target 007: 2.89e-06 |Target 008: 5.51e-06 |Target 009: 1.72e-05 +Target 010: 2.15e-06 |Target 011: 1.69e-06 |Target 012: 4.31e-06 |Target 013: 9.70e-06 |Target 014: 4.11e-06 +Target 015: 2.61e-06 |Target 016: 5.39e-06 |Target 017: 5.11e-06 |Target 018: 1.42e-05 |Target 019: 7.65e-06 +Target 020: 2.76e-06 |Target 021: 9.18e-06 |Target 022: 3.45e-06 |Target 023: 8.29e-06 |Target 024: 1.57e-05 + +==================== +Epoch #581 | Time: 00d 02h 39m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 1.83e-05 | Val loss: 8.87e-06 +Target 005 has maximum loss 4.43e-05; Target 002 has minimum loss 1.72e-06 +Target 000: 2.81e-05 |Target 001: 1.35e-05 |Target 002: 1.72e-06 |Target 003: 2.46e-06 |Target 004: 2.85e-06 +Target 005: 4.43e-05 |Target 006: 2.47e-05 |Target 007: 2.70e-06 |Target 008: 9.85e-06 |Target 009: 1.97e-05 +Target 010: 2.75e-06 |Target 011: 2.78e-06 |Target 012: 6.04e-06 |Target 013: 6.50e-06 |Target 014: 3.66e-06 +Target 015: 4.17e-06 |Target 016: 1.11e-05 |Target 017: 5.48e-06 |Target 018: 1.69e-05 |Target 019: 9.20e-06 +Target 020: 3.18e-06 |Target 021: 1.50e-05 |Target 022: 2.97e-06 |Target 023: 9.99e-06 |Target 024: 1.48e-05 + +==================== +Epoch #582 | Time: 00d 02h 39m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 2.51e-05 | Val loss: 9.64e-06 +Target 005 has maximum loss 5.79e-05; Target 010 has minimum loss 2.81e-06 +Target 000: 2.75e-05 |Target 001: 5.57e-05 |Target 002: 3.64e-06 |Target 003: 6.32e-06 |Target 004: 3.75e-06 +Target 005: 5.79e-05 |Target 006: 3.35e-05 |Target 007: 3.21e-06 |Target 008: 6.68e-06 |Target 009: 1.14e-05 +Target 010: 2.81e-06 |Target 011: 3.40e-06 |Target 012: 6.89e-06 |Target 013: 6.44e-06 |Target 014: 3.47e-06 +Target 015: 8.33e-06 |Target 016: 1.20e-05 |Target 017: 7.99e-06 |Target 018: 1.62e-05 |Target 019: 1.14e-05 +Target 020: 3.51e-06 |Target 021: 1.11e-05 |Target 022: 3.68e-06 |Target 023: 1.27e-05 |Target 024: 1.44e-05 + +==================== +Epoch #583 | Time: 00d 02h 39m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 2.74e-05 | Val loss: 1.23e-05 +Target 001 has maximum loss 1.45e-04; Target 011 has minimum loss 2.44e-06 +Target 000: 8.14e-05 |Target 001: 1.45e-04 |Target 002: 4.38e-06 |Target 003: 6.63e-06 |Target 004: 3.04e-06 +Target 005: 2.48e-05 |Target 006: 6.93e-05 |Target 007: 2.85e-06 |Target 008: 1.51e-05 |Target 009: 1.25e-05 +Target 010: 6.53e-06 |Target 011: 2.44e-06 |Target 012: 4.90e-06 |Target 013: 7.94e-06 |Target 014: 3.84e-06 +Target 015: 7.59e-06 |Target 016: 1.99e-05 |Target 017: 8.09e-06 |Target 018: 2.28e-05 |Target 019: 1.42e-05 +Target 020: 3.73e-06 |Target 021: 1.04e-05 |Target 022: 4.25e-06 |Target 023: 2.12e-05 |Target 024: 1.46e-05 + +==================== +Epoch #584 | Time: 00d 02h 39m | LR: 2.00e-03 | Epoch time: 15.45 | Train loss: 2.49e-05 | Val loss: 2.52e-05 +Target 006 has maximum loss 1.28e-04; Target 010 has minimum loss 2.35e-06 +Target 000: 1.16e-04 |Target 001: 3.78e-05 |Target 002: 3.21e-06 |Target 003: 9.39e-06 |Target 004: 5.24e-06 +Target 005: 2.46e-05 |Target 006: 1.28e-04 |Target 007: 1.37e-05 |Target 008: 1.66e-05 |Target 009: 3.04e-05 +Target 010: 2.35e-06 |Target 011: 1.10e-05 |Target 012: 1.32e-05 |Target 013: 1.55e-05 |Target 014: 1.11e-05 +Target 015: 1.01e-05 |Target 016: 1.25e-05 |Target 017: 1.44e-05 |Target 018: 2.51e-05 |Target 019: 2.92e-05 +Target 020: 1.37e-05 |Target 021: 3.47e-05 |Target 022: 1.61e-05 |Target 023: 3.28e-05 |Target 024: 5.35e-05 + +==================== +Epoch #585 | Time: 00d 02h 40m | LR: 2.00e-03 | Epoch time: 15.36 | Train loss: 2.36e-05 | Val loss: 1.57e-05 +Target 006 has maximum loss 6.25e-05; Target 004 has minimum loss 4.74e-06 +Target 000: 4.16e-05 |Target 001: 4.73e-05 |Target 002: 5.34e-06 |Target 003: 1.05e-05 |Target 004: 4.74e-06 +Target 005: 2.41e-05 |Target 006: 6.25e-05 |Target 007: 1.04e-05 |Target 008: 1.34e-05 |Target 009: 1.27e-05 +Target 010: 5.27e-06 |Target 011: 6.66e-06 |Target 012: 5.25e-06 |Target 013: 1.77e-05 |Target 014: 9.89e-06 +Target 015: 6.72e-06 |Target 016: 1.59e-05 |Target 017: 1.24e-05 |Target 018: 2.39e-05 |Target 019: 1.58e-05 +Target 020: 6.82e-06 |Target 021: 1.88e-05 |Target 022: 9.18e-06 |Target 023: 1.80e-05 |Target 024: 2.83e-05 + +==================== +Epoch #586 | Time: 00d 02h 40m | LR: 2.00e-03 | Epoch time: 15.45 | Train loss: 2.83e-05 | Val loss: 1.13e-05 +Target 001 has maximum loss 6.80e-05; Target 002 has minimum loss 1.95e-06 +Target 000: 4.07e-05 |Target 001: 6.80e-05 |Target 002: 1.95e-06 |Target 003: 3.59e-06 |Target 004: 3.48e-06 +Target 005: 5.07e-05 |Target 006: 3.27e-05 |Target 007: 6.26e-06 |Target 008: 1.03e-05 |Target 009: 1.14e-05 +Target 010: 2.12e-06 |Target 011: 3.13e-06 |Target 012: 1.65e-05 |Target 013: 7.84e-06 |Target 014: 5.26e-06 +Target 015: 4.58e-06 |Target 016: 7.62e-06 |Target 017: 7.38e-06 |Target 018: 1.67e-05 |Target 019: 9.09e-06 +Target 020: 4.11e-06 |Target 021: 1.10e-05 |Target 022: 4.87e-06 |Target 023: 1.25e-05 |Target 024: 2.16e-05 + +==================== +Epoch #587 | Time: 00d 02h 40m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 1.88e-05 | Val loss: 1.01e-05 +Target 001 has maximum loss 8.07e-05; Target 004 has minimum loss 2.81e-06 +Target 000: 4.32e-05 |Target 001: 8.07e-05 |Target 002: 4.02e-06 |Target 003: 4.48e-06 |Target 004: 2.81e-06 +Target 005: 4.21e-05 |Target 006: 1.88e-05 |Target 007: 5.70e-06 |Target 008: 6.41e-06 |Target 009: 8.55e-06 +Target 010: 4.05e-06 |Target 011: 3.02e-06 |Target 012: 7.94e-06 |Target 013: 4.99e-06 |Target 014: 3.73e-06 +Target 015: 4.09e-06 |Target 016: 7.12e-06 |Target 017: 5.35e-06 |Target 018: 1.87e-05 |Target 019: 8.56e-06 +Target 020: 2.84e-06 |Target 021: 6.88e-06 |Target 022: 3.00e-06 |Target 023: 9.64e-06 |Target 024: 2.35e-05 + +==================== +Epoch #588 | Time: 00d 02h 40m | LR: 2.00e-03 | Epoch time: 15.44 | Train loss: 1.79e-05 | Val loss: 1.58e-05 +Target 001 has maximum loss 2.20e-04; Target 002 has minimum loss 3.25e-06 +Target 000: 4.06e-05 |Target 001: 2.20e-04 |Target 002: 3.25e-06 |Target 003: 7.48e-06 |Target 004: 3.81e-06 +Target 005: 3.32e-05 |Target 006: 3.50e-05 |Target 007: 8.86e-06 |Target 008: 1.89e-05 |Target 009: 1.05e-05 +Target 010: 9.85e-06 |Target 011: 4.32e-06 |Target 012: 9.10e-06 |Target 013: 2.27e-05 |Target 014: 3.60e-06 +Target 015: 6.44e-06 |Target 016: 2.29e-05 |Target 017: 3.10e-05 |Target 018: 1.55e-05 |Target 019: 1.24e-05 +Target 020: 5.09e-06 |Target 021: 8.66e-06 |Target 022: 3.53e-06 |Target 023: 1.28e-05 |Target 024: 3.09e-05 + +==================== +Epoch #589 | Time: 00d 02h 41m | LR: 2.00e-03 | Epoch time: 15.52 | Train loss: 2.10e-05 | Val loss: 1.37e-05 +Target 001 has maximum loss 1.43e-04; Target 020 has minimum loss 4.09e-06 +Target 000: 2.53e-05 |Target 001: 1.43e-04 |Target 002: 8.74e-06 |Target 003: 8.62e-06 |Target 004: 7.71e-06 +Target 005: 6.76e-05 |Target 006: 3.10e-05 |Target 007: 6.57e-06 |Target 008: 1.60e-05 |Target 009: 1.02e-05 +Target 010: 8.55e-06 |Target 011: 5.99e-06 |Target 012: 1.01e-05 |Target 013: 8.02e-06 |Target 014: 5.70e-06 +Target 015: 6.79e-06 |Target 016: 2.19e-05 |Target 017: 1.20e-05 |Target 018: 2.24e-05 |Target 019: 1.31e-05 +Target 020: 4.09e-06 |Target 021: 9.61e-06 |Target 022: 4.55e-06 |Target 023: 1.39e-05 |Target 024: 2.41e-05 + +==================== +Epoch #590 | Time: 00d 02h 41m | LR: 2.00e-03 | Epoch time: 15.45 | Train loss: 2.18e-05 | Val loss: 1.22e-05 +Target 006 has maximum loss 4.53e-05; Target 020 has minimum loss 3.12e-06 +Target 000: 2.41e-05 |Target 001: 3.92e-05 |Target 002: 5.46e-06 |Target 003: 9.26e-06 |Target 004: 3.13e-06 +Target 005: 2.46e-05 |Target 006: 4.53e-05 |Target 007: 8.68e-06 |Target 008: 2.24e-05 |Target 009: 1.21e-05 +Target 010: 1.04e-05 |Target 011: 5.57e-06 |Target 012: 4.60e-06 |Target 013: 6.71e-06 |Target 014: 7.22e-06 +Target 015: 8.78e-06 |Target 016: 1.72e-05 |Target 017: 9.27e-06 |Target 018: 2.59e-05 |Target 019: 1.34e-05 +Target 020: 3.12e-06 |Target 021: 9.53e-06 |Target 022: 8.22e-06 |Target 023: 1.74e-05 |Target 024: 1.67e-05 + +==================== +Epoch #591 | Time: 00d 02h 41m | LR: 2.00e-03 | Epoch time: 15.49 | Train loss: 1.80e-05 | Val loss: 8.88e-06 +Target 001 has maximum loss 4.89e-05; Target 002 has minimum loss 1.96e-06 +Target 000: 3.16e-05 |Target 001: 4.89e-05 |Target 002: 1.96e-06 |Target 003: 3.13e-06 |Target 004: 2.73e-06 +Target 005: 4.34e-05 |Target 006: 4.45e-05 |Target 007: 7.52e-06 |Target 008: 6.98e-06 |Target 009: 7.08e-06 +Target 010: 2.86e-06 |Target 011: 2.74e-06 |Target 012: 5.26e-06 |Target 013: 5.04e-06 |Target 014: 2.86e-06 +Target 015: 3.53e-06 |Target 016: 1.09e-05 |Target 017: 1.04e-05 |Target 018: 1.22e-05 |Target 019: 1.12e-05 +Target 020: 2.38e-06 |Target 021: 6.52e-06 |Target 022: 3.06e-06 |Target 023: 9.96e-06 |Target 024: 1.67e-05 + +==================== +Epoch #592 | Time: 00d 02h 41m | LR: 2.00e-03 | Epoch time: 15.53 | Train loss: 1.71e-05 | Val loss: 9.96e-06 +Target 001 has maximum loss 1.19e-04; Target 004 has minimum loss 2.62e-06 +Target 000: 6.20e-05 |Target 001: 1.19e-04 |Target 002: 2.69e-06 |Target 003: 4.67e-06 |Target 004: 2.62e-06 +Target 005: 6.25e-05 |Target 006: 7.02e-05 |Target 007: 4.64e-06 |Target 008: 7.88e-06 |Target 009: 9.68e-06 +Target 010: 3.61e-06 |Target 011: 2.72e-06 |Target 012: 3.88e-06 |Target 013: 7.93e-06 |Target 014: 5.17e-06 +Target 015: 5.83e-06 |Target 016: 2.22e-05 |Target 017: 1.07e-05 |Target 018: 1.26e-05 |Target 019: 1.07e-05 +Target 020: 2.66e-06 |Target 021: 7.39e-06 |Target 022: 3.02e-06 |Target 023: 1.14e-05 |Target 024: 1.30e-05 + +==================== +Epoch #593 | Time: 00d 02h 42m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 1.82e-05 | Val loss: 1.13e-05 +Target 005 has maximum loss 1.06e-04; Target 002 has minimum loss 1.64e-06 +Target 000: 3.67e-05 |Target 001: 1.05e-04 |Target 002: 1.64e-06 |Target 003: 6.28e-06 |Target 004: 3.60e-06 +Target 005: 1.06e-04 |Target 006: 7.65e-05 |Target 007: 4.31e-06 |Target 008: 1.06e-05 |Target 009: 9.41e-06 +Target 010: 2.21e-06 |Target 011: 3.21e-06 |Target 012: 1.74e-05 |Target 013: 5.45e-06 |Target 014: 5.33e-06 +Target 015: 5.82e-06 |Target 016: 2.20e-05 |Target 017: 1.04e-05 |Target 018: 2.52e-05 |Target 019: 9.83e-06 +Target 020: 3.10e-06 |Target 021: 7.26e-06 |Target 022: 3.56e-06 |Target 023: 1.24e-05 |Target 024: 1.24e-05 + +==================== +Epoch #594 | Time: 00d 02h 42m | LR: 2.00e-03 | Epoch time: 15.40 | Train loss: 1.80e-05 | Val loss: 8.33e-06 +Target 005 has maximum loss 8.29e-05; Target 002 has minimum loss 1.56e-06 +Target 000: 3.32e-05 |Target 001: 7.39e-05 |Target 002: 1.56e-06 |Target 003: 9.79e-06 |Target 004: 2.46e-06 +Target 005: 8.29e-05 |Target 006: 5.05e-05 |Target 007: 3.75e-06 |Target 008: 6.39e-06 |Target 009: 7.11e-06 +Target 010: 1.67e-06 |Target 011: 3.19e-06 |Target 012: 3.73e-06 |Target 013: 3.82e-06 |Target 014: 2.59e-06 +Target 015: 3.18e-06 |Target 016: 6.56e-06 |Target 017: 9.14e-06 |Target 018: 1.95e-05 |Target 019: 8.27e-06 +Target 020: 4.31e-06 |Target 021: 6.92e-06 |Target 022: 2.46e-06 |Target 023: 1.07e-05 |Target 024: 1.08e-05 + +==================== +Epoch #595 | Time: 00d 02h 42m | LR: 2.00e-03 | Epoch time: 15.32 | Train loss: 1.64e-05 | Val loss: 8.64e-06 +Target 001 has maximum loss 9.13e-05; Target 004 has minimum loss 1.75e-06 +Target 000: 1.76e-05 |Target 001: 9.13e-05 |Target 002: 1.98e-06 |Target 003: 5.89e-06 |Target 004: 1.75e-06 +Target 005: 2.37e-05 |Target 006: 4.41e-05 |Target 007: 2.05e-06 |Target 008: 1.31e-05 |Target 009: 1.19e-05 +Target 010: 3.26e-06 |Target 011: 1.88e-06 |Target 012: 5.07e-06 |Target 013: 6.58e-06 |Target 014: 2.74e-06 +Target 015: 3.36e-06 |Target 016: 2.02e-05 |Target 017: 5.57e-06 |Target 018: 1.68e-05 |Target 019: 1.10e-05 +Target 020: 3.34e-06 |Target 021: 1.05e-05 |Target 022: 2.84e-06 |Target 023: 1.02e-05 |Target 024: 1.13e-05 + +==================== +Epoch #596 | Time: 00d 02h 42m | LR: 2.00e-03 | Epoch time: 15.44 | Train loss: 1.56e-05 | Val loss: 7.91e-06 +Target 000 has maximum loss 1.07e-04; Target 010 has minimum loss 1.70e-06 +Target 000: 1.07e-04 |Target 001: 5.83e-05 |Target 002: 2.01e-06 |Target 003: 3.04e-06 |Target 004: 1.87e-06 +Target 005: 3.07e-05 |Target 006: 5.65e-05 |Target 007: 3.27e-06 |Target 008: 7.92e-06 |Target 009: 7.21e-06 +Target 010: 1.70e-06 |Target 011: 2.69e-06 |Target 012: 5.06e-06 |Target 013: 6.35e-06 |Target 014: 3.03e-06 +Target 015: 2.77e-06 |Target 016: 7.97e-06 |Target 017: 4.92e-06 |Target 018: 1.36e-05 |Target 019: 8.54e-06 +Target 020: 2.29e-06 |Target 021: 6.47e-06 |Target 022: 2.85e-06 |Target 023: 8.27e-06 |Target 024: 1.17e-05 + +==================== +Epoch #597 | Time: 00d 02h 43m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 1.78e-05 | Val loss: 1.01e-05 +Target 006 has maximum loss 6.51e-05; Target 002 has minimum loss 2.57e-06 +Target 000: 1.67e-05 |Target 001: 4.22e-05 |Target 002: 2.57e-06 |Target 003: 4.89e-06 |Target 004: 2.88e-06 +Target 005: 5.48e-05 |Target 006: 6.51e-05 |Target 007: 4.28e-06 |Target 008: 1.29e-05 |Target 009: 1.62e-05 +Target 010: 2.95e-06 |Target 011: 2.75e-06 |Target 012: 5.95e-06 |Target 013: 6.95e-06 |Target 014: 4.85e-06 +Target 015: 4.00e-06 |Target 016: 1.23e-05 |Target 017: 4.85e-06 |Target 018: 1.33e-05 |Target 019: 1.41e-05 +Target 020: 3.52e-06 |Target 021: 1.71e-05 |Target 022: 3.15e-06 |Target 023: 1.48e-05 |Target 024: 1.46e-05 + +==================== +Epoch #598 | Time: 00d 02h 43m | LR: 2.00e-03 | Epoch time: 15.54 | Train loss: 2.22e-05 | Val loss: 1.31e-05 +Target 000 has maximum loss 5.90e-05; Target 002 has minimum loss 2.16e-06 +Target 000: 5.90e-05 |Target 001: 4.44e-05 |Target 002: 2.16e-06 |Target 003: 8.74e-06 |Target 004: 2.94e-06 +Target 005: 4.28e-05 |Target 006: 5.11e-05 |Target 007: 6.38e-06 |Target 008: 1.08e-05 |Target 009: 1.89e-05 +Target 010: 4.12e-06 |Target 011: 2.97e-06 |Target 012: 1.83e-05 |Target 013: 6.09e-06 |Target 014: 3.08e-06 +Target 015: 2.42e-06 |Target 016: 1.52e-05 |Target 017: 1.34e-05 |Target 018: 1.97e-05 |Target 019: 1.39e-05 +Target 020: 5.43e-06 |Target 021: 2.19e-05 |Target 022: 3.45e-06 |Target 023: 1.18e-05 |Target 024: 2.43e-05 + +==================== +Epoch #599 | Time: 00d 02h 43m | LR: 2.00e-03 | Epoch time: 15.48 | Train loss: 1.85e-05 | Val loss: 8.98e-06 +Target 005 has maximum loss 6.07e-05; Target 020 has minimum loss 2.05e-06 +Target 000: 3.10e-05 |Target 001: 2.16e-05 |Target 002: 5.09e-06 |Target 003: 6.39e-06 |Target 004: 2.47e-06 +Target 005: 6.07e-05 |Target 006: 4.57e-05 |Target 007: 2.37e-06 |Target 008: 8.66e-06 |Target 009: 8.82e-06 +Target 010: 4.57e-06 |Target 011: 2.41e-06 |Target 012: 8.07e-06 |Target 013: 5.33e-06 |Target 014: 2.83e-06 +Target 015: 5.75e-06 |Target 016: 1.52e-05 |Target 017: 4.39e-06 |Target 018: 1.76e-05 |Target 019: 8.69e-06 +Target 020: 2.05e-06 |Target 021: 1.16e-05 |Target 022: 3.08e-06 |Target 023: 1.08e-05 |Target 024: 1.53e-05 + +==================== +Epoch #600 | Time: 00d 02h 44m | LR: 2.00e-03 | Epoch time: 15.44 | Train loss: 1.79e-05 | Val loss: 8.40e-06 +Target 000 has maximum loss 5.85e-05; Target 004 has minimum loss 2.31e-06 +Target 000: 5.85e-05 |Target 001: 4.31e-05 |Target 002: 2.64e-06 |Target 003: 2.61e-06 |Target 004: 2.31e-06 +Target 005: 5.25e-05 |Target 006: 5.82e-05 |Target 007: 2.85e-06 |Target 008: 7.02e-06 |Target 009: 7.05e-06 +Target 010: 3.10e-06 |Target 011: 2.65e-06 |Target 012: 3.35e-06 |Target 013: 8.68e-06 |Target 014: 3.39e-06 +Target 015: 4.40e-06 |Target 016: 1.15e-05 |Target 017: 6.59e-06 |Target 018: 1.49e-05 |Target 019: 8.01e-06 +Target 020: 3.65e-06 |Target 021: 7.56e-06 |Target 022: 3.26e-06 |Target 023: 9.72e-06 |Target 024: 1.31e-05 + +==================== +Epoch #601 | Time: 00d 02h 44m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 2.05e-05 | Val loss: 1.16e-05 +Target 005 has maximum loss 4.91e-05; Target 011 has minimum loss 2.52e-06 +Target 000: 3.86e-05 |Target 001: 4.20e-05 |Target 002: 5.23e-06 |Target 003: 5.57e-06 |Target 004: 2.70e-06 +Target 005: 4.91e-05 |Target 006: 3.92e-05 |Target 007: 3.06e-06 |Target 008: 1.40e-05 |Target 009: 9.63e-06 +Target 010: 4.02e-06 |Target 011: 2.52e-06 |Target 012: 4.18e-06 |Target 013: 1.18e-05 |Target 014: 3.45e-06 +Target 015: 3.62e-06 |Target 016: 1.79e-05 |Target 017: 6.48e-06 |Target 018: 1.66e-05 |Target 019: 1.29e-05 +Target 020: 4.03e-06 |Target 021: 9.19e-06 |Target 022: 3.22e-06 |Target 023: 1.50e-05 |Target 024: 2.48e-05 + +==================== +Epoch #602 | Time: 00d 02h 44m | LR: 2.00e-03 | Epoch time: 15.51 | Train loss: 1.57e-05 | Val loss: 1.20e-05 +Target 000 has maximum loss 1.89e-04; Target 002 has minimum loss 1.36e-06 +Target 000: 1.89e-04 |Target 001: 1.14e-04 |Target 002: 1.36e-06 |Target 003: 1.99e-06 |Target 004: 2.14e-06 +Target 005: 2.43e-05 |Target 006: 6.13e-05 |Target 007: 3.14e-06 |Target 008: 1.06e-05 |Target 009: 1.05e-05 +Target 010: 1.82e-06 |Target 011: 2.49e-06 |Target 012: 2.36e-06 |Target 013: 9.93e-06 |Target 014: 4.49e-06 +Target 015: 2.24e-06 |Target 016: 1.35e-05 |Target 017: 1.26e-05 |Target 018: 2.10e-05 |Target 019: 1.05e-05 +Target 020: 2.99e-06 |Target 021: 1.15e-05 |Target 022: 5.50e-06 |Target 023: 1.18e-05 |Target 024: 2.01e-05 + +==================== +Epoch #603 | Time: 00d 02h 44m | LR: 2.00e-03 | Epoch time: 15.61 | Train loss: 1.71e-05 | Val loss: 7.42e-06 +Target 006 has maximum loss 2.68e-05; Target 002 has minimum loss 1.30e-06 +Target 000: 1.55e-05 |Target 001: 1.11e-05 |Target 002: 1.30e-06 |Target 003: 1.99e-06 |Target 004: 2.11e-06 +Target 005: 1.60e-05 |Target 006: 2.68e-05 |Target 007: 3.90e-06 |Target 008: 1.05e-05 |Target 009: 9.37e-06 +Target 010: 3.35e-06 |Target 011: 2.41e-06 |Target 012: 2.69e-06 |Target 013: 6.78e-06 |Target 014: 2.88e-06 +Target 015: 3.72e-06 |Target 016: 8.84e-06 |Target 017: 7.57e-06 |Target 018: 1.40e-05 |Target 019: 8.58e-06 +Target 020: 2.21e-06 |Target 021: 1.38e-05 |Target 022: 2.26e-06 |Target 023: 8.07e-06 |Target 024: 1.33e-05 + +==================== +Epoch #604 | Time: 00d 02h 45m | LR: 2.00e-03 | Epoch time: 15.46 | Train loss: 1.99e-05 | Val loss: 1.76e-05 +Target 005 has maximum loss 7.38e-05; Target 011 has minimum loss 3.43e-06 +Target 000: 1.50e-05 |Target 001: 6.75e-05 |Target 002: 4.98e-06 |Target 003: 3.21e-05 |Target 004: 1.88e-05 +Target 005: 7.38e-05 |Target 006: 5.37e-05 |Target 007: 5.05e-06 |Target 008: 2.21e-05 |Target 009: 2.83e-05 +Target 010: 6.40e-06 |Target 011: 3.43e-06 |Target 012: 1.59e-05 |Target 013: 7.37e-06 |Target 014: 8.41e-06 +Target 015: 5.52e-06 |Target 016: 3.31e-05 |Target 017: 8.70e-06 |Target 018: 3.21e-05 |Target 019: 1.71e-05 +Target 020: 5.28e-06 |Target 021: 2.16e-05 |Target 022: 6.24e-06 |Target 023: 2.15e-05 |Target 024: 2.74e-05 + +==================== +Epoch #605 | Time: 00d 02h 45m | LR: 2.00e-03 | Epoch time: 15.47 | Train loss: 1.96e-05 | Val loss: 1.08e-05 +Target 000 has maximum loss 9.78e-05; Target 011 has minimum loss 1.95e-06 +Target 000: 9.78e-05 |Target 001: 1.37e-05 |Target 002: 2.31e-06 |Target 003: 3.49e-06 |Target 004: 2.73e-06 +Target 005: 1.36e-05 |Target 006: 2.96e-05 |Target 007: 7.39e-06 |Target 008: 8.50e-06 |Target 009: 1.58e-05 +Target 010: 2.30e-06 |Target 011: 1.95e-06 |Target 012: 4.89e-06 |Target 013: 5.10e-06 |Target 014: 4.91e-06 +Target 015: 4.12e-06 |Target 016: 7.53e-06 |Target 017: 4.31e-06 |Target 018: 1.49e-05 |Target 019: 1.17e-05 +Target 020: 2.84e-06 |Target 021: 1.55e-05 |Target 022: 5.22e-06 |Target 023: 1.86e-05 |Target 024: 2.02e-05 + +==================== +Epoch #606 | Time: 00d 02h 45m | LR: 2.00e-03 | Epoch time: 15.58 | Train loss: 1.69e-05 | Val loss: 1.18e-05 +Target 001 has maximum loss 9.92e-05; Target 010 has minimum loss 2.17e-06 +Target 000: 4.63e-05 |Target 001: 9.92e-05 |Target 002: 3.65e-06 |Target 003: 6.14e-06 |Target 004: 5.09e-06 +Target 005: 1.49e-05 |Target 006: 5.62e-05 |Target 007: 4.73e-06 |Target 008: 1.61e-05 |Target 009: 7.41e-06 +Target 010: 2.17e-06 |Target 011: 3.40e-06 |Target 012: 7.33e-06 |Target 013: 1.78e-05 |Target 014: 4.47e-06 +Target 015: 3.33e-06 |Target 016: 1.38e-05 |Target 017: 1.39e-05 |Target 018: 2.40e-05 |Target 019: 1.22e-05 +Target 020: 4.27e-06 |Target 021: 1.10e-05 |Target 022: 3.30e-06 |Target 023: 1.10e-05 |Target 024: 1.81e-05 + +==================== +Epoch #607 | Time: 00d 02h 45m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 4.36e-05 | Val loss: 1.45e-05 +Target 005 has maximum loss 9.89e-05; Target 020 has minimum loss 3.37e-06 +Target 000: 1.95e-05 |Target 001: 9.52e-05 |Target 002: 5.77e-06 |Target 003: 9.69e-06 |Target 004: 4.18e-06 +Target 005: 9.89e-05 |Target 006: 2.35e-05 |Target 007: 4.34e-06 |Target 008: 1.58e-05 |Target 009: 1.42e-05 +Target 010: 3.89e-06 |Target 011: 7.39e-06 |Target 012: 9.86e-06 |Target 013: 8.74e-06 |Target 014: 6.34e-06 +Target 015: 6.45e-06 |Target 016: 2.30e-05 |Target 017: 9.90e-06 |Target 018: 1.82e-05 |Target 019: 2.02e-05 +Target 020: 3.37e-06 |Target 021: 1.93e-05 |Target 022: 6.32e-06 |Target 023: 2.06e-05 |Target 024: 2.20e-05 + +==================== +Epoch #608 | Time: 00d 02h 46m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 2.63e-05 | Val loss: 1.25e-05 +Target 000 has maximum loss 3.87e-05; Target 012 has minimum loss 5.24e-06 +Target 000: 3.87e-05 |Target 001: 2.57e-05 |Target 002: 7.21e-06 |Target 003: 7.95e-06 |Target 004: 5.67e-06 +Target 005: 2.68e-05 |Target 006: 2.70e-05 |Target 007: 8.73e-06 |Target 008: 1.18e-05 |Target 009: 1.20e-05 +Target 010: 5.94e-06 |Target 011: 8.32e-06 |Target 012: 5.24e-06 |Target 013: 1.62e-05 |Target 014: 5.97e-06 +Target 015: 8.97e-06 |Target 016: 1.71e-05 |Target 017: 1.18e-05 |Target 018: 1.65e-05 |Target 019: 1.41e-05 +Target 020: 6.47e-06 |Target 021: 1.41e-05 |Target 022: 7.37e-06 |Target 023: 1.84e-05 |Target 024: 1.76e-05 + +==================== +Epoch #609 | Time: 00d 02h 46m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 2.85e-05 | Val loss: 1.63e-05 +Target 000 has maximum loss 6.77e-05; Target 022 has minimum loss 5.12e-06 +Target 000: 6.77e-05 |Target 001: 5.51e-05 |Target 002: 7.58e-06 |Target 003: 1.74e-05 |Target 004: 8.48e-06 +Target 005: 3.27e-05 |Target 006: 2.85e-05 |Target 007: 9.14e-06 |Target 008: 1.81e-05 |Target 009: 1.95e-05 +Target 010: 8.20e-06 |Target 011: 9.24e-06 |Target 012: 1.17e-05 |Target 013: 1.50e-05 |Target 014: 5.50e-06 +Target 015: 6.38e-06 |Target 016: 3.01e-05 |Target 017: 6.28e-06 |Target 018: 2.14e-05 |Target 019: 1.94e-05 +Target 020: 8.65e-06 |Target 021: 1.38e-05 |Target 022: 5.12e-06 |Target 023: 2.88e-05 |Target 024: 2.49e-05 + +==================== +Epoch #610 | Time: 00d 02h 46m | LR: 2.00e-03 | Epoch time: 15.46 | Train loss: 1.28e-04 | Val loss: 1.23e-04 +Target 021 has maximum loss 4.89e-04; Target 011 has minimum loss 1.85e-05 +Target 000: 3.38e-04 |Target 001: 2.40e-04 |Target 002: 3.69e-05 |Target 003: 2.72e-05 |Target 004: 5.86e-05 +Target 005: 2.39e-04 |Target 006: 1.74e-04 |Target 007: 3.20e-05 |Target 008: 5.86e-05 |Target 009: 3.96e-04 +Target 010: 7.80e-05 |Target 011: 1.85e-05 |Target 012: 8.31e-05 |Target 013: 7.06e-05 |Target 014: 4.50e-05 +Target 015: 4.49e-05 |Target 016: 1.64e-04 |Target 017: 5.74e-05 |Target 018: 2.19e-04 |Target 019: 1.24e-04 +Target 020: 4.60e-05 |Target 021: 4.89e-04 |Target 022: 6.69e-05 |Target 023: 7.58e-05 |Target 024: 1.98e-04 + +==================== +Epoch #611 | Time: 00d 02h 46m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 1.35e-04 | Val loss: 3.68e-05 +Target 001 has maximum loss 2.34e-04; Target 011 has minimum loss 5.91e-06 +Target 000: 1.18e-04 |Target 001: 2.34e-04 |Target 002: 1.11e-05 |Target 003: 9.23e-05 |Target 004: 8.39e-06 +Target 005: 1.46e-04 |Target 006: 2.41e-05 |Target 007: 8.74e-06 |Target 008: 3.45e-05 |Target 009: 3.13e-05 +Target 010: 1.93e-05 |Target 011: 5.91e-06 |Target 012: 1.67e-05 |Target 013: 1.37e-05 |Target 014: 1.11e-05 +Target 015: 1.76e-05 |Target 016: 5.41e-05 |Target 017: 2.50e-05 |Target 018: 3.42e-05 |Target 019: 3.69e-05 +Target 020: 7.00e-06 |Target 021: 6.57e-05 |Target 022: 1.15e-05 |Target 023: 6.25e-05 |Target 024: 7.05e-05 + +==================== +Epoch #612 | Time: 00d 02h 47m | LR: 2.00e-03 | Epoch time: 15.48 | Train loss: 3.69e-05 | Val loss: 2.43e-05 +Target 001 has maximum loss 1.49e-04; Target 004 has minimum loss 2.84e-06 +Target 000: 1.84e-05 |Target 001: 1.49e-04 |Target 002: 9.84e-06 |Target 003: 1.15e-05 |Target 004: 2.84e-06 +Target 005: 2.80e-05 |Target 006: 8.65e-05 |Target 007: 3.09e-06 |Target 008: 3.88e-05 |Target 009: 6.91e-05 +Target 010: 6.14e-06 |Target 011: 7.05e-06 |Target 012: 5.82e-06 |Target 013: 9.39e-06 |Target 014: 8.20e-06 +Target 015: 9.01e-06 |Target 016: 3.43e-05 |Target 017: 1.13e-05 |Target 018: 3.82e-05 |Target 019: 1.94e-05 +Target 020: 3.11e-06 |Target 021: 3.82e-05 |Target 022: 6.99e-06 |Target 023: 2.90e-05 |Target 024: 5.42e-05 + +==================== +Epoch #613 | Time: 00d 02h 47m | LR: 2.00e-03 | Epoch time: 15.36 | Train loss: 2.18e-05 | Val loss: 9.39e-06 +Target 000 has maximum loss 5.49e-05; Target 002 has minimum loss 1.57e-06 +Target 000: 5.49e-05 |Target 001: 3.78e-05 |Target 002: 1.57e-06 |Target 003: 7.65e-06 |Target 004: 5.12e-06 +Target 005: 2.23e-05 |Target 006: 2.79e-05 |Target 007: 2.30e-06 |Target 008: 7.42e-06 |Target 009: 9.93e-06 +Target 010: 2.98e-06 |Target 011: 2.61e-06 |Target 012: 1.20e-05 |Target 013: 6.15e-06 |Target 014: 3.08e-06 +Target 015: 4.44e-06 |Target 016: 1.01e-05 |Target 017: 5.96e-06 |Target 018: 1.45e-05 |Target 019: 9.11e-06 +Target 020: 2.58e-06 |Target 021: 8.01e-06 |Target 022: 2.81e-06 |Target 023: 1.05e-05 |Target 024: 1.88e-05 + +==================== +Epoch #614 | Time: 00d 02h 47m | LR: 2.00e-03 | Epoch time: 15.40 | Train loss: 1.66e-05 | Val loss: 7.48e-06 +Target 005 has maximum loss 4.13e-05; Target 003 has minimum loss 1.95e-06 +Target 000: 2.81e-05 |Target 001: 3.14e-05 |Target 002: 2.47e-06 |Target 003: 1.95e-06 |Target 004: 2.08e-06 +Target 005: 4.13e-05 |Target 006: 2.51e-05 |Target 007: 3.39e-06 |Target 008: 8.00e-06 |Target 009: 6.48e-06 +Target 010: 2.35e-06 |Target 011: 2.48e-06 |Target 012: 4.09e-06 |Target 013: 4.30e-06 |Target 014: 2.68e-06 +Target 015: 3.45e-06 |Target 016: 9.09e-06 |Target 017: 7.47e-06 |Target 018: 1.45e-05 |Target 019: 7.88e-06 +Target 020: 2.06e-06 |Target 021: 5.37e-06 |Target 022: 2.67e-06 |Target 023: 9.00e-06 |Target 024: 1.41e-05 + +==================== +Epoch #615 | Time: 00d 02h 47m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 1.70e-05 | Val loss: 6.70e-06 +Target 005 has maximum loss 4.34e-05; Target 002 has minimum loss 1.14e-06 +Target 000: 2.03e-05 |Target 001: 3.66e-05 |Target 002: 1.14e-06 |Target 003: 2.26e-06 |Target 004: 1.68e-06 +Target 005: 4.34e-05 |Target 006: 4.22e-05 |Target 007: 2.75e-06 |Target 008: 5.15e-06 |Target 009: 6.51e-06 +Target 010: 1.80e-06 |Target 011: 2.78e-06 |Target 012: 3.69e-06 |Target 013: 4.97e-06 |Target 014: 2.63e-06 +Target 015: 2.63e-06 |Target 016: 6.40e-06 |Target 017: 7.25e-06 |Target 018: 1.26e-05 |Target 019: 6.89e-06 +Target 020: 2.02e-06 |Target 021: 7.14e-06 |Target 022: 2.18e-06 |Target 023: 9.23e-06 |Target 024: 1.03e-05 + +==================== +Epoch #616 | Time: 00d 02h 48m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 1.50e-05 | Val loss: 1.08e-05 +Target 000 has maximum loss 1.14e-04; Target 020 has minimum loss 2.43e-06 +Target 000: 1.14e-04 |Target 001: 2.60e-05 |Target 002: 2.46e-06 |Target 003: 5.82e-06 |Target 004: 3.10e-06 +Target 005: 4.87e-05 |Target 006: 4.21e-05 |Target 007: 3.58e-06 |Target 008: 1.41e-05 |Target 009: 1.40e-05 +Target 010: 3.09e-06 |Target 011: 3.22e-06 |Target 012: 2.78e-06 |Target 013: 6.30e-06 |Target 014: 3.57e-06 +Target 015: 3.62e-06 |Target 016: 9.85e-06 |Target 017: 2.31e-05 |Target 018: 2.26e-05 |Target 019: 8.77e-06 +Target 020: 2.43e-06 |Target 021: 8.66e-06 |Target 022: 3.33e-06 |Target 023: 9.08e-06 |Target 024: 1.82e-05 + +==================== +Epoch #617 | Time: 00d 02h 48m | LR: 2.00e-03 | Epoch time: 15.61 | Train loss: 1.67e-05 | Val loss: 7.88e-06 +Target 006 has maximum loss 3.17e-05; Target 011 has minimum loss 2.20e-06 +Target 000: 2.56e-05 |Target 001: 1.88e-05 |Target 002: 2.99e-06 |Target 003: 4.36e-06 |Target 004: 2.20e-06 +Target 005: 1.59e-05 |Target 006: 3.17e-05 |Target 007: 3.04e-06 |Target 008: 7.58e-06 |Target 009: 7.51e-06 +Target 010: 2.46e-06 |Target 011: 2.20e-06 |Target 012: 2.71e-06 |Target 013: 7.31e-06 |Target 014: 2.97e-06 +Target 015: 3.63e-06 |Target 016: 1.03e-05 |Target 017: 6.58e-06 |Target 018: 1.52e-05 |Target 019: 9.18e-06 +Target 020: 2.49e-06 |Target 021: 7.43e-06 |Target 022: 2.87e-06 |Target 023: 1.04e-05 |Target 024: 1.46e-05 + +==================== +Epoch #618 | Time: 00d 02h 48m | LR: 2.00e-03 | Epoch time: 15.40 | Train loss: 1.82e-05 | Val loss: 6.66e-06 +Target 006 has maximum loss 4.90e-05; Target 002 has minimum loss 1.71e-06 +Target 000: 1.18e-05 |Target 001: 1.33e-05 |Target 002: 1.71e-06 |Target 003: 2.17e-06 |Target 004: 3.73e-06 +Target 005: 1.74e-05 |Target 006: 4.90e-05 |Target 007: 2.63e-06 |Target 008: 7.90e-06 |Target 009: 7.67e-06 +Target 010: 2.39e-06 |Target 011: 2.29e-06 |Target 012: 2.67e-06 |Target 013: 5.11e-06 |Target 014: 2.72e-06 +Target 015: 3.72e-06 |Target 016: 7.88e-06 |Target 017: 5.20e-06 |Target 018: 1.35e-05 |Target 019: 8.86e-06 +Target 020: 2.31e-06 |Target 021: 8.84e-06 |Target 022: 2.47e-06 |Target 023: 9.01e-06 |Target 024: 9.85e-06 + +==================== +Epoch #619 | Time: 00d 02h 49m | LR: 2.00e-03 | Epoch time: 15.48 | Train loss: 1.69e-05 | Val loss: 8.87e-06 +Target 001 has maximum loss 1.85e-04; Target 002 has minimum loss 1.96e-06 +Target 000: 1.77e-05 |Target 001: 1.85e-04 |Target 002: 1.96e-06 |Target 003: 3.57e-06 |Target 004: 2.67e-06 +Target 005: 3.11e-05 |Target 006: 7.89e-05 |Target 007: 2.81e-06 |Target 008: 9.92e-06 |Target 009: 9.01e-06 +Target 010: 2.03e-06 |Target 011: 2.78e-06 |Target 012: 2.77e-06 |Target 013: 5.64e-06 |Target 014: 3.10e-06 +Target 015: 2.95e-06 |Target 016: 1.52e-05 |Target 017: 5.94e-06 |Target 018: 1.10e-05 |Target 019: 1.07e-05 +Target 020: 2.99e-06 |Target 021: 8.37e-06 |Target 022: 2.95e-06 |Target 023: 1.03e-05 |Target 024: 1.26e-05 + +==================== +Epoch #620 | Time: 00d 02h 49m | LR: 2.00e-03 | Epoch time: 15.47 | Train loss: 1.49e-05 | Val loss: 9.82e-06 +Target 001 has maximum loss 7.76e-05; Target 002 has minimum loss 1.99e-06 +Target 000: 2.06e-05 |Target 001: 7.76e-05 |Target 002: 1.99e-06 |Target 003: 3.49e-06 |Target 004: 4.01e-06 +Target 005: 4.55e-05 |Target 006: 3.66e-05 |Target 007: 2.15e-06 |Target 008: 5.98e-06 |Target 009: 1.14e-05 +Target 010: 2.09e-06 |Target 011: 2.28e-06 |Target 012: 4.42e-06 |Target 013: 1.29e-05 |Target 014: 2.39e-06 +Target 015: 2.42e-06 |Target 016: 7.73e-06 |Target 017: 1.41e-05 |Target 018: 1.06e-05 |Target 019: 7.96e-06 +Target 020: 2.02e-06 |Target 021: 9.21e-06 |Target 022: 2.46e-06 |Target 023: 7.80e-06 |Target 024: 2.30e-05 + +==================== +Epoch #621 | Time: 00d 02h 49m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 1.53e-05 | Val loss: 8.92e-06 +Target 001 has maximum loss 1.01e-04; Target 002 has minimum loss 1.29e-06 +Target 000: 8.45e-05 |Target 001: 1.01e-04 |Target 002: 1.29e-06 |Target 003: 1.86e-06 |Target 004: 2.07e-06 +Target 005: 1.78e-05 |Target 006: 2.62e-05 |Target 007: 1.92e-06 |Target 008: 5.43e-06 |Target 009: 5.27e-06 +Target 010: 2.16e-06 |Target 011: 1.71e-06 |Target 012: 6.02e-06 |Target 013: 4.00e-06 |Target 014: 2.31e-06 +Target 015: 3.41e-06 |Target 016: 5.99e-06 |Target 017: 1.19e-05 |Target 018: 1.57e-05 |Target 019: 8.29e-06 +Target 020: 2.45e-06 |Target 021: 4.83e-06 |Target 022: 2.54e-06 |Target 023: 8.60e-06 |Target 024: 1.88e-05 + +==================== +Epoch #622 | Time: 00d 02h 49m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 2.06e-05 | Val loss: 1.10e-05 +Target 001 has maximum loss 1.70e-04; Target 004 has minimum loss 2.48e-06 +Target 000: 3.69e-05 |Target 001: 1.70e-04 |Target 002: 2.73e-06 |Target 003: 2.97e-06 |Target 004: 2.48e-06 +Target 005: 1.63e-05 |Target 006: 4.93e-05 |Target 007: 5.11e-06 |Target 008: 1.26e-05 |Target 009: 1.26e-05 +Target 010: 3.45e-06 |Target 011: 3.38e-06 |Target 012: 9.87e-06 |Target 013: 5.80e-06 |Target 014: 3.82e-06 +Target 015: 5.24e-06 |Target 016: 1.58e-05 |Target 017: 7.52e-06 |Target 018: 1.96e-05 |Target 019: 1.11e-05 +Target 020: 3.59e-06 |Target 021: 1.06e-05 |Target 022: 3.46e-06 |Target 023: 1.14e-05 |Target 024: 1.80e-05 + +==================== +Epoch #623 | Time: 00d 02h 50m | LR: 2.00e-03 | Epoch time: 15.40 | Train loss: 1.60e-05 | Val loss: 5.73e-06 +Target 001 has maximum loss 5.64e-05; Target 002 has minimum loss 1.08e-06 +Target 000: 2.52e-05 |Target 001: 5.64e-05 |Target 002: 1.08e-06 |Target 003: 1.99e-06 |Target 004: 1.67e-06 +Target 005: 3.22e-05 |Target 006: 1.89e-05 |Target 007: 2.34e-06 |Target 008: 5.02e-06 |Target 009: 5.48e-06 +Target 010: 1.36e-06 |Target 011: 2.03e-06 |Target 012: 3.44e-06 |Target 013: 4.06e-06 |Target 014: 2.45e-06 +Target 015: 2.60e-06 |Target 016: 5.93e-06 |Target 017: 5.14e-06 |Target 018: 1.03e-05 |Target 019: 7.00e-06 +Target 020: 2.63e-06 |Target 021: 5.03e-06 |Target 022: 2.21e-06 |Target 023: 7.29e-06 |Target 024: 8.16e-06 + +==================== +Epoch #624 | Time: 00d 02h 50m | LR: 2.00e-03 | Epoch time: 15.47 | Train loss: 1.37e-05 | Val loss: 7.95e-06 +Target 001 has maximum loss 1.35e-04; Target 010 has minimum loss 1.56e-06 +Target 000: 1.43e-05 |Target 001: 1.35e-04 |Target 002: 1.57e-06 |Target 003: 2.81e-06 |Target 004: 2.76e-06 +Target 005: 1.80e-05 |Target 006: 3.94e-05 |Target 007: 4.14e-06 |Target 008: 7.98e-06 |Target 009: 5.80e-06 +Target 010: 1.56e-06 |Target 011: 4.02e-06 |Target 012: 6.18e-06 |Target 013: 5.46e-06 |Target 014: 3.58e-06 +Target 015: 4.00e-06 |Target 016: 8.50e-06 |Target 017: 6.97e-06 |Target 018: 1.11e-05 |Target 019: 8.49e-06 +Target 020: 2.66e-06 |Target 021: 4.64e-06 |Target 022: 3.39e-06 |Target 023: 9.83e-06 |Target 024: 1.23e-05 + +==================== +Epoch #625 | Time: 00d 02h 50m | LR: 2.00e-03 | Epoch time: 15.34 | Train loss: 1.53e-05 | Val loss: 6.70e-06 +Target 000 has maximum loss 4.22e-05; Target 010 has minimum loss 1.47e-06 +Target 000: 4.22e-05 |Target 001: 1.01e-05 |Target 002: 1.52e-06 |Target 003: 2.33e-06 |Target 004: 2.21e-06 +Target 005: 3.48e-05 |Target 006: 4.08e-05 |Target 007: 1.84e-06 |Target 008: 5.92e-06 |Target 009: 5.53e-06 +Target 010: 1.47e-06 |Target 011: 2.51e-06 |Target 012: 1.07e-05 |Target 013: 3.59e-06 |Target 014: 2.51e-06 +Target 015: 2.53e-06 |Target 016: 5.89e-06 |Target 017: 3.40e-06 |Target 018: 1.19e-05 |Target 019: 7.65e-06 +Target 020: 2.18e-06 |Target 021: 6.57e-06 |Target 022: 2.61e-06 |Target 023: 7.95e-06 |Target 024: 1.09e-05 + +==================== +Epoch #626 | Time: 00d 02h 50m | LR: 2.00e-03 | Epoch time: 15.54 | Train loss: 1.34e-05 | Val loss: 1.11e-05 +Target 006 has maximum loss 7.95e-05; Target 002 has minimum loss 1.82e-06 +Target 000: 5.47e-05 |Target 001: 7.84e-05 |Target 002: 1.82e-06 |Target 003: 4.41e-06 |Target 004: 2.63e-06 +Target 005: 3.57e-05 |Target 006: 7.95e-05 |Target 007: 2.97e-06 |Target 008: 6.94e-06 |Target 009: 2.01e-05 +Target 010: 3.59e-06 |Target 011: 2.09e-06 |Target 012: 8.67e-06 |Target 013: 1.24e-05 |Target 014: 3.04e-06 +Target 015: 2.37e-06 |Target 016: 7.21e-06 |Target 017: 1.77e-05 |Target 018: 1.85e-05 |Target 019: 8.00e-06 +Target 020: 2.79e-06 |Target 021: 1.37e-05 |Target 022: 2.48e-06 |Target 023: 8.88e-06 |Target 024: 1.93e-05 + +==================== +Epoch #627 | Time: 00d 02h 51m | LR: 2.00e-03 | Epoch time: 15.37 | Train loss: 1.62e-05 | Val loss: 1.33e-05 +Target 006 has maximum loss 1.29e-04; Target 010 has minimum loss 2.16e-06 +Target 000: 8.80e-05 |Target 001: 7.54e-05 |Target 002: 3.47e-06 |Target 003: 3.51e-06 |Target 004: 2.51e-06 +Target 005: 9.05e-05 |Target 006: 1.29e-04 |Target 007: 6.51e-06 |Target 008: 7.23e-06 |Target 009: 2.31e-05 +Target 010: 2.16e-06 |Target 011: 5.39e-06 |Target 012: 5.07e-06 |Target 013: 1.14e-05 |Target 014: 6.39e-06 +Target 015: 5.35e-06 |Target 016: 7.66e-06 |Target 017: 8.61e-06 |Target 018: 1.47e-05 |Target 019: 9.83e-06 +Target 020: 2.94e-06 |Target 021: 2.07e-05 |Target 022: 4.50e-06 |Target 023: 1.04e-05 |Target 024: 2.64e-05 + +==================== +Epoch #628 | Time: 00d 02h 51m | LR: 2.00e-03 | Epoch time: 15.51 | Train loss: 1.62e-05 | Val loss: 6.41e-06 +Target 006 has maximum loss 5.46e-05; Target 010 has minimum loss 1.46e-06 +Target 000: 5.39e-05 |Target 001: 3.94e-05 |Target 002: 1.70e-06 |Target 003: 2.36e-06 |Target 004: 1.94e-06 +Target 005: 1.12e-05 |Target 006: 5.46e-05 |Target 007: 2.39e-06 |Target 008: 4.40e-06 |Target 009: 6.38e-06 +Target 010: 1.46e-06 |Target 011: 2.28e-06 |Target 012: 5.53e-06 |Target 013: 4.31e-06 |Target 014: 2.04e-06 +Target 015: 2.52e-06 |Target 016: 5.22e-06 |Target 017: 4.08e-06 |Target 018: 1.08e-05 |Target 019: 7.81e-06 +Target 020: 2.02e-06 |Target 021: 5.22e-06 |Target 022: 2.60e-06 |Target 023: 7.35e-06 |Target 024: 1.04e-05 + +==================== +Epoch #629 | Time: 00d 02h 51m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 1.47e-05 | Val loss: 9.16e-06 +Target 001 has maximum loss 1.77e-04; Target 010 has minimum loss 1.38e-06 +Target 000: 6.00e-05 |Target 001: 1.77e-04 |Target 002: 1.91e-06 |Target 003: 7.18e-06 |Target 004: 3.83e-06 +Target 005: 1.35e-04 |Target 006: 2.37e-05 |Target 007: 3.28e-06 |Target 008: 1.05e-05 |Target 009: 8.89e-06 +Target 010: 1.38e-06 |Target 011: 2.57e-06 |Target 012: 5.61e-06 |Target 013: 8.04e-06 |Target 014: 3.92e-06 +Target 015: 3.62e-06 |Target 016: 1.27e-05 |Target 017: 5.42e-06 |Target 018: 1.15e-05 |Target 019: 9.13e-06 +Target 020: 2.94e-06 |Target 021: 7.99e-06 |Target 022: 2.96e-06 |Target 023: 8.75e-06 |Target 024: 1.03e-05 + +==================== +Epoch #630 | Time: 00d 02h 51m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 1.76e-05 | Val loss: 1.19e-05 +Target 000 has maximum loss 1.59e-04; Target 011 has minimum loss 2.27e-06 +Target 000: 1.59e-04 |Target 001: 4.93e-05 |Target 002: 7.19e-06 |Target 003: 1.06e-05 |Target 004: 2.34e-06 +Target 005: 9.69e-05 |Target 006: 4.23e-05 |Target 007: 7.02e-06 |Target 008: 1.10e-05 |Target 009: 1.08e-05 +Target 010: 4.51e-06 |Target 011: 2.27e-06 |Target 012: 4.02e-06 |Target 013: 1.06e-05 |Target 014: 5.05e-06 +Target 015: 4.44e-06 |Target 016: 9.92e-06 |Target 017: 8.52e-06 |Target 018: 1.42e-05 |Target 019: 1.09e-05 +Target 020: 6.44e-06 |Target 021: 9.11e-06 |Target 022: 3.22e-06 |Target 023: 1.12e-05 |Target 024: 2.23e-05 + +==================== +Epoch #631 | Time: 00d 02h 52m | LR: 2.00e-03 | Epoch time: 15.46 | Train loss: 2.39e-05 | Val loss: 1.31e-05 +Target 000 has maximum loss 8.06e-05; Target 020 has minimum loss 3.56e-06 +Target 000: 8.06e-05 |Target 001: 5.78e-05 |Target 002: 7.21e-06 |Target 003: 1.31e-05 |Target 004: 4.53e-06 +Target 005: 4.97e-05 |Target 006: 2.41e-05 |Target 007: 5.04e-06 |Target 008: 1.56e-05 |Target 009: 1.89e-05 +Target 010: 5.53e-06 |Target 011: 3.74e-06 |Target 012: 1.11e-05 |Target 013: 1.13e-05 |Target 014: 5.50e-06 +Target 015: 7.60e-06 |Target 016: 3.96e-05 |Target 017: 4.91e-06 |Target 018: 1.39e-05 |Target 019: 1.38e-05 +Target 020: 3.56e-06 |Target 021: 2.79e-05 |Target 022: 5.75e-06 |Target 023: 1.52e-05 |Target 024: 1.86e-05 + +==================== +Epoch #632 | Time: 00d 02h 52m | LR: 2.00e-03 | Epoch time: 15.44 | Train loss: 1.56e-05 | Val loss: 7.44e-06 +Target 005 has maximum loss 3.54e-05; Target 010 has minimum loss 1.29e-06 +Target 000: 2.77e-05 |Target 001: 1.87e-05 |Target 002: 2.35e-06 |Target 003: 6.51e-06 |Target 004: 1.63e-06 +Target 005: 3.54e-05 |Target 006: 2.58e-05 |Target 007: 2.70e-06 |Target 008: 6.75e-06 |Target 009: 6.26e-06 +Target 010: 1.29e-06 |Target 011: 2.21e-06 |Target 012: 4.85e-06 |Target 013: 6.57e-06 |Target 014: 2.78e-06 +Target 015: 2.37e-06 |Target 016: 6.97e-06 |Target 017: 5.01e-06 |Target 018: 1.85e-05 |Target 019: 9.58e-06 +Target 020: 2.76e-06 |Target 021: 5.94e-06 |Target 022: 3.17e-06 |Target 023: 9.57e-06 |Target 024: 1.13e-05 + +==================== +Epoch #633 | Time: 00d 02h 52m | LR: 2.00e-03 | Epoch time: 15.66 | Train loss: 1.46e-05 | Val loss: 6.20e-06 +Target 000 has maximum loss 6.60e-05; Target 010 has minimum loss 1.75e-06 +Target 000: 6.60e-05 |Target 001: 1.69e-05 |Target 002: 1.82e-06 |Target 003: 2.89e-06 |Target 004: 1.85e-06 +Target 005: 3.16e-05 |Target 006: 2.73e-05 |Target 007: 2.16e-06 |Target 008: 5.14e-06 |Target 009: 8.42e-06 +Target 010: 1.75e-06 |Target 011: 2.17e-06 |Target 012: 6.36e-06 |Target 013: 4.00e-06 |Target 014: 2.37e-06 +Target 015: 2.64e-06 |Target 016: 7.45e-06 |Target 017: 7.02e-06 |Target 018: 1.15e-05 |Target 019: 6.90e-06 +Target 020: 3.01e-06 |Target 021: 6.49e-06 |Target 022: 2.23e-06 |Target 023: 7.26e-06 |Target 024: 7.53e-06 + +==================== +Epoch #634 | Time: 00d 02h 52m | LR: 2.00e-03 | Epoch time: 15.56 | Train loss: 1.44e-05 | Val loss: 7.22e-06 +Target 000 has maximum loss 8.38e-05; Target 002 has minimum loss 1.68e-06 +Target 000: 8.38e-05 |Target 001: 1.92e-05 |Target 002: 1.68e-06 |Target 003: 3.50e-06 |Target 004: 2.10e-06 +Target 005: 2.33e-05 |Target 006: 2.81e-05 |Target 007: 2.36e-06 |Target 008: 6.61e-06 |Target 009: 5.88e-06 +Target 010: 2.04e-06 |Target 011: 4.28e-06 |Target 012: 7.19e-06 |Target 013: 6.77e-06 |Target 014: 4.49e-06 +Target 015: 5.18e-06 |Target 016: 7.87e-06 |Target 017: 1.02e-05 |Target 018: 1.02e-05 |Target 019: 7.97e-06 +Target 020: 2.54e-06 |Target 021: 6.74e-06 |Target 022: 2.73e-06 |Target 023: 7.98e-06 |Target 024: 8.89e-06 + +==================== +Epoch #635 | Time: 00d 02h 53m | LR: 2.00e-03 | Epoch time: 15.44 | Train loss: 1.45e-05 | Val loss: 5.89e-06 +Target 006 has maximum loss 1.91e-05; Target 004 has minimum loss 1.67e-06 +Target 000: 1.65e-05 |Target 001: 8.99e-06 |Target 002: 2.14e-06 |Target 003: 3.61e-06 |Target 004: 1.67e-06 +Target 005: 1.36e-05 |Target 006: 1.91e-05 |Target 007: 2.51e-06 |Target 008: 5.76e-06 |Target 009: 5.80e-06 +Target 010: 2.87e-06 |Target 011: 1.97e-06 |Target 012: 3.49e-06 |Target 013: 4.41e-06 |Target 014: 2.58e-06 +Target 015: 4.05e-06 |Target 016: 6.48e-06 |Target 017: 8.70e-06 |Target 018: 9.86e-06 |Target 019: 7.14e-06 +Target 020: 2.25e-06 |Target 021: 5.49e-06 |Target 022: 2.45e-06 |Target 023: 9.16e-06 |Target 024: 8.62e-06 + +==================== +Epoch #636 | Time: 00d 02h 53m | LR: 2.00e-03 | Epoch time: 15.47 | Train loss: 1.42e-05 | Val loss: 7.26e-06 +Target 005 has maximum loss 4.98e-05; Target 007 has minimum loss 1.68e-06 +Target 000: 4.01e-05 |Target 001: 3.94e-05 |Target 002: 2.18e-06 |Target 003: 8.34e-06 |Target 004: 1.88e-06 +Target 005: 4.98e-05 |Target 006: 2.21e-05 |Target 007: 1.68e-06 |Target 008: 5.65e-06 |Target 009: 8.57e-06 +Target 010: 2.12e-06 |Target 011: 2.23e-06 |Target 012: 3.76e-06 |Target 013: 4.95e-06 |Target 014: 2.80e-06 +Target 015: 4.05e-06 |Target 016: 5.22e-06 |Target 017: 1.27e-05 |Target 018: 1.13e-05 |Target 019: 7.33e-06 +Target 020: 2.29e-06 |Target 021: 6.47e-06 |Target 022: 2.21e-06 |Target 023: 7.82e-06 |Target 024: 1.15e-05 + +==================== +Epoch #637 | Time: 00d 02h 53m | LR: 2.00e-03 | Epoch time: 15.43 | Train loss: 1.56e-05 | Val loss: 8.59e-06 +Target 005 has maximum loss 1.11e-04; Target 004 has minimum loss 1.82e-06 +Target 000: 5.09e-05 |Target 001: 8.78e-05 |Target 002: 1.83e-06 |Target 003: 3.64e-06 |Target 004: 1.82e-06 +Target 005: 1.11e-04 |Target 006: 1.69e-05 |Target 007: 3.50e-06 |Target 008: 8.54e-06 |Target 009: 5.55e-06 +Target 010: 2.06e-06 |Target 011: 3.65e-06 |Target 012: 2.46e-06 |Target 013: 8.25e-06 |Target 014: 3.96e-06 +Target 015: 2.68e-06 |Target 016: 9.79e-06 |Target 017: 9.25e-06 |Target 018: 1.52e-05 |Target 019: 7.46e-06 +Target 020: 1.89e-06 |Target 021: 5.05e-06 |Target 022: 3.39e-06 |Target 023: 9.58e-06 |Target 024: 1.30e-05 + +==================== +Epoch #638 | Time: 00d 02h 53m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 1.47e-05 | Val loss: 7.46e-06 +Target 000 has maximum loss 6.03e-05; Target 004 has minimum loss 1.65e-06 +Target 000: 6.03e-05 |Target 001: 2.74e-05 |Target 002: 1.70e-06 |Target 003: 7.03e-06 |Target 004: 1.65e-06 +Target 005: 5.08e-05 |Target 006: 4.80e-05 |Target 007: 3.48e-06 |Target 008: 5.46e-06 |Target 009: 7.99e-06 +Target 010: 2.59e-06 |Target 011: 2.51e-06 |Target 012: 3.22e-06 |Target 013: 5.86e-06 |Target 014: 2.44e-06 +Target 015: 2.49e-06 |Target 016: 5.80e-06 |Target 017: 4.59e-06 |Target 018: 1.45e-05 |Target 019: 7.78e-06 +Target 020: 2.17e-06 |Target 021: 7.93e-06 |Target 022: 2.83e-06 |Target 023: 1.01e-05 |Target 024: 1.13e-05 + +==================== +Epoch #639 | Time: 00d 02h 54m | LR: 2.00e-03 | Epoch time: 15.43 | Train loss: 1.52e-05 | Val loss: 1.16e-05 +Target 001 has maximum loss 1.22e-04; Target 020 has minimum loss 1.91e-06 +Target 000: 4.22e-05 |Target 001: 1.22e-04 |Target 002: 3.23e-06 |Target 003: 6.82e-06 |Target 004: 2.43e-06 +Target 005: 9.14e-06 |Target 006: 4.73e-05 |Target 007: 3.12e-06 |Target 008: 6.17e-06 |Target 009: 5.81e-06 +Target 010: 3.16e-06 |Target 011: 6.51e-06 |Target 012: 2.38e-05 |Target 013: 1.36e-05 |Target 014: 2.79e-06 +Target 015: 7.50e-06 |Target 016: 1.26e-05 |Target 017: 9.37e-06 |Target 018: 1.47e-05 |Target 019: 8.29e-06 +Target 020: 1.91e-06 |Target 021: 8.87e-06 |Target 022: 2.56e-06 |Target 023: 1.07e-05 |Target 024: 2.29e-05 + +==================== +Epoch #640 | Time: 00d 02h 54m | LR: 2.00e-03 | Epoch time: 15.61 | Train loss: 1.61e-05 | Val loss: 1.04e-05 +Target 000 has maximum loss 5.24e-05; Target 002 has minimum loss 1.70e-06 +Target 000: 5.24e-05 |Target 001: 4.80e-05 |Target 002: 1.70e-06 |Target 003: 6.45e-06 |Target 004: 2.60e-06 +Target 005: 2.05e-05 |Target 006: 4.44e-05 |Target 007: 2.63e-06 |Target 008: 6.84e-06 |Target 009: 1.44e-05 +Target 010: 2.07e-06 |Target 011: 3.50e-06 |Target 012: 9.40e-06 |Target 013: 9.84e-06 |Target 014: 3.69e-06 +Target 015: 4.05e-06 |Target 016: 4.93e-06 |Target 017: 9.16e-06 |Target 018: 1.29e-05 |Target 019: 1.20e-05 +Target 020: 2.20e-06 |Target 021: 9.19e-06 |Target 022: 2.30e-06 |Target 023: 1.34e-05 |Target 024: 2.04e-05 + +==================== +Epoch #641 | Time: 00d 02h 54m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 1.45e-05 | Val loss: 7.10e-06 +Target 001 has maximum loss 8.52e-05; Target 004 has minimum loss 1.97e-06 +Target 000: 6.63e-05 |Target 001: 8.52e-05 |Target 002: 3.58e-06 |Target 003: 4.02e-06 |Target 004: 1.97e-06 +Target 005: 7.68e-06 |Target 006: 4.99e-05 |Target 007: 2.05e-06 |Target 008: 7.14e-06 |Target 009: 6.51e-06 +Target 010: 2.66e-06 |Target 011: 2.33e-06 |Target 012: 4.02e-06 |Target 013: 5.02e-06 |Target 014: 2.56e-06 +Target 015: 3.70e-06 |Target 016: 7.88e-06 |Target 017: 1.10e-05 |Target 018: 1.04e-05 |Target 019: 6.90e-06 +Target 020: 2.27e-06 |Target 021: 5.73e-06 |Target 022: 2.53e-06 |Target 023: 6.98e-06 |Target 024: 1.00e-05 + +==================== +Epoch #642 | Time: 00d 02h 55m | LR: 2.00e-03 | Epoch time: 15.44 | Train loss: 1.54e-05 | Val loss: 1.08e-05 +Target 000 has maximum loss 4.41e-05; Target 004 has minimum loss 2.01e-06 +Target 000: 4.41e-05 |Target 001: 3.10e-05 |Target 002: 5.31e-06 |Target 003: 2.28e-06 |Target 004: 2.01e-06 +Target 005: 7.97e-06 |Target 006: 3.74e-05 |Target 007: 8.39e-06 |Target 008: 1.58e-05 |Target 009: 9.52e-06 +Target 010: 5.80e-06 |Target 011: 3.78e-06 |Target 012: 3.38e-06 |Target 013: 6.27e-06 |Target 014: 6.75e-06 +Target 015: 5.09e-06 |Target 016: 2.34e-05 |Target 017: 4.77e-06 |Target 018: 1.65e-05 |Target 019: 1.17e-05 +Target 020: 2.71e-06 |Target 021: 1.31e-05 |Target 022: 7.13e-06 |Target 023: 1.37e-05 |Target 024: 1.97e-05 + +==================== +Epoch #643 | Time: 00d 02h 55m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 1.74e-05 | Val loss: 8.09e-06 +Target 006 has maximum loss 6.46e-05; Target 003 has minimum loss 1.97e-06 +Target 000: 2.64e-05 |Target 001: 5.13e-05 |Target 002: 2.21e-06 |Target 003: 1.97e-06 |Target 004: 2.12e-06 +Target 005: 1.43e-05 |Target 006: 6.46e-05 |Target 007: 4.95e-06 |Target 008: 9.45e-06 |Target 009: 7.26e-06 +Target 010: 2.40e-06 |Target 011: 2.07e-06 |Target 012: 2.00e-06 |Target 013: 1.45e-05 |Target 014: 3.04e-06 +Target 015: 3.32e-06 |Target 016: 1.60e-05 |Target 017: 7.96e-06 |Target 018: 1.27e-05 |Target 019: 8.65e-06 +Target 020: 2.28e-06 |Target 021: 7.47e-06 |Target 022: 3.00e-06 |Target 023: 9.02e-06 |Target 024: 1.19e-05 + +==================== +Epoch #644 | Time: 00d 02h 55m | LR: 2.00e-03 | Epoch time: 15.44 | Train loss: 1.69e-05 | Val loss: 1.12e-05 +Target 001 has maximum loss 7.42e-05; Target 002 has minimum loss 2.36e-06 +Target 000: 5.87e-05 |Target 001: 7.42e-05 |Target 002: 2.36e-06 |Target 003: 5.91e-06 |Target 004: 3.13e-06 +Target 005: 7.33e-05 |Target 006: 3.53e-05 |Target 007: 5.07e-06 |Target 008: 2.79e-05 |Target 009: 1.77e-05 +Target 010: 5.40e-06 |Target 011: 2.71e-06 |Target 012: 3.02e-06 |Target 013: 1.35e-05 |Target 014: 2.93e-06 +Target 015: 6.15e-06 |Target 016: 1.54e-05 |Target 017: 7.16e-06 |Target 018: 3.04e-05 |Target 019: 1.33e-05 +Target 020: 4.02e-06 |Target 021: 1.08e-05 |Target 022: 2.61e-06 |Target 023: 1.25e-05 |Target 024: 1.19e-05 + +==================== +Epoch #645 | Time: 00d 02h 55m | LR: 2.00e-03 | Epoch time: 15.51 | Train loss: 2.02e-05 | Val loss: 1.25e-05 +Target 005 has maximum loss 1.77e-04; Target 012 has minimum loss 2.54e-06 +Target 000: 2.69e-05 |Target 001: 1.32e-05 |Target 002: 4.14e-06 |Target 003: 5.46e-06 |Target 004: 3.69e-06 +Target 005: 1.77e-04 |Target 006: 2.11e-05 |Target 007: 3.43e-06 |Target 008: 8.75e-06 |Target 009: 2.77e-05 +Target 010: 4.63e-06 |Target 011: 4.66e-06 |Target 012: 2.54e-06 |Target 013: 1.41e-05 |Target 014: 3.83e-06 +Target 015: 4.15e-06 |Target 016: 1.39e-05 |Target 017: 1.04e-05 |Target 018: 2.90e-05 |Target 019: 1.39e-05 +Target 020: 3.96e-06 |Target 021: 2.04e-05 |Target 022: 3.93e-06 |Target 023: 1.28e-05 |Target 024: 1.68e-05 + +==================== +Epoch #646 | Time: 00d 02h 56m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 2.05e-05 | Val loss: 9.32e-06 +Target 005 has maximum loss 3.98e-05; Target 004 has minimum loss 2.62e-06 +Target 000: 1.53e-05 |Target 001: 1.48e-05 |Target 002: 4.32e-06 |Target 003: 1.27e-05 |Target 004: 2.62e-06 +Target 005: 3.98e-05 |Target 006: 3.41e-05 |Target 007: 6.23e-06 |Target 008: 9.63e-06 |Target 009: 1.35e-05 +Target 010: 5.98e-06 |Target 011: 3.94e-06 |Target 012: 3.36e-06 |Target 013: 8.16e-06 |Target 014: 3.08e-06 +Target 015: 4.02e-06 |Target 016: 6.96e-06 |Target 017: 1.10e-05 |Target 018: 2.17e-05 |Target 019: 9.90e-06 +Target 020: 3.32e-06 |Target 021: 9.86e-06 |Target 022: 3.03e-06 |Target 023: 1.23e-05 |Target 024: 1.36e-05 + +==================== +Epoch #647 | Time: 00d 02h 56m | LR: 2.00e-03 | Epoch time: 15.52 | Train loss: 1.69e-05 | Val loss: 1.09e-05 +Target 005 has maximum loss 5.47e-05; Target 010 has minimum loss 2.02e-06 +Target 000: 3.46e-05 |Target 001: 4.50e-05 |Target 002: 3.23e-06 |Target 003: 5.60e-06 |Target 004: 4.99e-06 +Target 005: 5.47e-05 |Target 006: 4.21e-05 |Target 007: 2.56e-06 |Target 008: 1.18e-05 |Target 009: 1.12e-05 +Target 010: 2.02e-06 |Target 011: 3.01e-06 |Target 012: 4.17e-06 |Target 013: 8.14e-06 |Target 014: 3.69e-06 +Target 015: 3.60e-06 |Target 016: 9.65e-06 |Target 017: 1.43e-05 |Target 018: 2.55e-05 |Target 019: 1.45e-05 +Target 020: 4.84e-06 |Target 021: 8.68e-06 |Target 022: 3.00e-06 |Target 023: 1.24e-05 |Target 024: 1.71e-05 + +==================== +Epoch #648 | Time: 00d 02h 56m | LR: 2.00e-03 | Epoch time: 15.60 | Train loss: 2.03e-05 | Val loss: 1.64e-05 +Target 005 has maximum loss 1.73e-04; Target 022 has minimum loss 8.23e-06 +Target 000: 2.85e-05 |Target 001: 5.23e-05 |Target 002: 1.01e-05 |Target 003: 9.08e-06 |Target 004: 1.32e-05 +Target 005: 1.73e-04 |Target 006: 3.28e-05 |Target 007: 8.50e-06 |Target 008: 2.15e-05 |Target 009: 2.28e-05 +Target 010: 1.17e-05 |Target 011: 8.58e-06 |Target 012: 9.28e-06 |Target 013: 1.05e-05 |Target 014: 8.71e-06 +Target 015: 8.54e-06 |Target 016: 1.51e-05 |Target 017: 1.13e-05 |Target 018: 2.49e-05 |Target 019: 1.90e-05 +Target 020: 1.15e-05 |Target 021: 2.29e-05 |Target 022: 8.23e-06 |Target 023: 1.88e-05 |Target 024: 2.08e-05 + +==================== +Epoch #649 | Time: 00d 02h 56m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 7.23e-05 | Val loss: 6.45e-05 +Target 001 has maximum loss 2.25e-04; Target 004 has minimum loss 2.28e-05 +Target 000: 7.47e-05 |Target 001: 2.25e-04 |Target 002: 2.74e-05 |Target 003: 4.79e-05 |Target 004: 2.28e-05 +Target 005: 1.31e-04 |Target 006: 1.60e-04 |Target 007: 5.08e-05 |Target 008: 1.47e-04 |Target 009: 5.57e-05 +Target 010: 6.76e-05 |Target 011: 4.57e-05 |Target 012: 3.55e-05 |Target 013: 3.43e-05 |Target 014: 4.10e-05 +Target 015: 4.75e-05 |Target 016: 1.17e-04 |Target 017: 5.78e-05 |Target 018: 1.02e-04 |Target 019: 7.57e-05 +Target 020: 2.64e-05 |Target 021: 1.15e-04 |Target 022: 2.73e-05 |Target 023: 6.30e-05 |Target 024: 9.55e-05 + +==================== +Epoch #650 | Time: 00d 02h 57m | LR: 2.00e-03 | Epoch time: 15.37 | Train loss: 8.45e-05 | Val loss: 3.93e-05 +Target 005 has maximum loss 1.80e-04; Target 002 has minimum loss 5.21e-06 +Target 000: 5.04e-05 |Target 001: 1.63e-04 |Target 002: 5.21e-06 |Target 003: 1.65e-05 |Target 004: 1.78e-05 +Target 005: 1.80e-04 |Target 006: 4.59e-05 |Target 007: 1.62e-05 |Target 008: 4.17e-05 |Target 009: 1.46e-04 +Target 010: 8.22e-06 |Target 011: 1.01e-05 |Target 012: 1.58e-05 |Target 013: 2.60e-05 |Target 014: 1.42e-05 +Target 015: 1.50e-05 |Target 016: 2.60e-05 |Target 017: 1.50e-05 |Target 018: 3.01e-05 |Target 019: 4.47e-05 +Target 020: 1.13e-05 |Target 021: 1.05e-04 |Target 022: 1.11e-05 |Target 023: 4.60e-05 |Target 024: 7.45e-05 + +==================== +Epoch #651 | Time: 00d 02h 57m | LR: 2.00e-03 | Epoch time: 15.43 | Train loss: 4.46e-05 | Val loss: 4.07e-05 +Target 023 has maximum loss 1.59e-04; Target 004 has minimum loss 3.92e-06 +Target 000: 5.39e-05 |Target 001: 9.65e-05 |Target 002: 6.75e-06 |Target 003: 2.03e-05 |Target 004: 3.92e-06 +Target 005: 7.99e-05 |Target 006: 4.40e-05 |Target 007: 4.65e-06 |Target 008: 1.60e-05 |Target 009: 1.06e-04 +Target 010: 8.37e-06 |Target 011: 4.50e-06 |Target 012: 1.05e-05 |Target 013: 1.64e-05 |Target 014: 7.96e-06 +Target 015: 8.53e-06 |Target 016: 2.32e-05 |Target 017: 2.00e-05 |Target 018: 3.93e-05 |Target 019: 5.23e-05 +Target 020: 4.51e-06 |Target 021: 8.02e-05 |Target 022: 6.09e-06 |Target 023: 1.59e-04 |Target 024: 4.79e-05 + +==================== +Epoch #652 | Time: 00d 02h 57m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 4.30e-05 | Val loss: 1.53e-05 +Target 001 has maximum loss 5.34e-05; Target 010 has minimum loss 2.86e-06 +Target 000: 4.04e-05 |Target 001: 5.34e-05 |Target 002: 3.69e-06 |Target 003: 4.54e-06 |Target 004: 3.65e-06 +Target 005: 2.84e-05 |Target 006: 1.58e-05 |Target 007: 5.56e-06 |Target 008: 8.23e-06 |Target 009: 3.62e-05 +Target 010: 2.86e-06 |Target 011: 3.58e-06 |Target 012: 5.49e-06 |Target 013: 9.87e-06 |Target 014: 5.26e-06 +Target 015: 4.54e-06 |Target 016: 1.07e-05 |Target 017: 9.52e-06 |Target 018: 3.14e-05 |Target 019: 1.39e-05 +Target 020: 3.31e-06 |Target 021: 2.39e-05 |Target 022: 3.77e-06 |Target 023: 3.21e-05 |Target 024: 2.60e-05 + +==================== +Epoch #653 | Time: 00d 02h 57m | LR: 2.00e-03 | Epoch time: 15.34 | Train loss: 4.59e-05 | Val loss: 2.70e-05 +Target 018 has maximum loss 8.71e-05; Target 020 has minimum loss 4.07e-06 +Target 000: 4.76e-05 |Target 001: 5.27e-05 |Target 002: 7.51e-06 |Target 003: 4.80e-06 |Target 004: 4.31e-06 +Target 005: 3.34e-05 |Target 006: 2.78e-05 |Target 007: 1.08e-05 |Target 008: 2.72e-05 |Target 009: 6.69e-05 +Target 010: 1.12e-05 |Target 011: 7.34e-06 |Target 012: 8.26e-06 |Target 013: 1.98e-05 |Target 014: 1.15e-05 +Target 015: 5.14e-06 |Target 016: 1.88e-05 |Target 017: 1.49e-05 |Target 018: 8.71e-05 |Target 019: 1.83e-05 +Target 020: 4.07e-06 |Target 021: 4.26e-05 |Target 022: 1.02e-05 |Target 023: 1.77e-05 |Target 024: 6.00e-05 + +==================== +Epoch #654 | Time: 00d 02h 58m | LR: 2.00e-03 | Epoch time: 15.51 | Train loss: 5.53e-05 | Val loss: 1.55e-05 +Target 001 has maximum loss 1.07e-04; Target 004 has minimum loss 3.24e-06 +Target 000: 2.11e-05 |Target 001: 1.07e-04 |Target 002: 5.27e-06 |Target 003: 5.01e-06 |Target 004: 3.24e-06 +Target 005: 4.73e-05 |Target 006: 6.63e-05 |Target 007: 1.02e-05 |Target 008: 1.61e-05 |Target 009: 1.54e-05 +Target 010: 3.43e-06 |Target 011: 6.79e-06 |Target 012: 4.43e-06 |Target 013: 1.03e-05 |Target 014: 6.55e-06 +Target 015: 4.82e-06 |Target 016: 2.43e-05 |Target 017: 1.15e-05 |Target 018: 2.12e-05 |Target 019: 2.85e-05 +Target 020: 3.61e-06 |Target 021: 1.47e-05 |Target 022: 5.25e-06 |Target 023: 2.24e-05 |Target 024: 2.38e-05 + +==================== +Epoch #655 | Time: 00d 02h 58m | LR: 2.00e-03 | Epoch time: 15.37 | Train loss: 2.14e-05 | Val loss: 8.32e-06 +Target 005 has maximum loss 3.43e-05; Target 004 has minimum loss 2.26e-06 +Target 000: 2.12e-05 |Target 001: 8.41e-06 |Target 002: 3.70e-06 |Target 003: 7.31e-06 |Target 004: 2.26e-06 +Target 005: 3.43e-05 |Target 006: 1.70e-05 |Target 007: 2.49e-06 |Target 008: 7.88e-06 |Target 009: 1.10e-05 +Target 010: 4.98e-06 |Target 011: 4.47e-06 |Target 012: 2.85e-06 |Target 013: 5.69e-06 |Target 014: 3.31e-06 +Target 015: 4.22e-06 |Target 016: 9.02e-06 |Target 017: 5.66e-06 |Target 018: 1.07e-05 |Target 019: 1.04e-05 +Target 020: 2.49e-06 |Target 021: 9.30e-06 |Target 022: 3.66e-06 |Target 023: 1.49e-05 |Target 024: 1.44e-05 + +==================== +Epoch #656 | Time: 00d 02h 58m | LR: 2.00e-03 | Epoch time: 15.37 | Train loss: 1.69e-05 | Val loss: 1.05e-05 +Target 000 has maximum loss 4.92e-05; Target 010 has minimum loss 2.01e-06 +Target 000: 4.92e-05 |Target 001: 3.39e-05 |Target 002: 2.26e-06 |Target 003: 5.92e-06 |Target 004: 2.40e-06 +Target 005: 3.24e-05 |Target 006: 1.26e-05 |Target 007: 6.34e-06 |Target 008: 8.16e-06 |Target 009: 3.04e-05 +Target 010: 2.01e-06 |Target 011: 3.79e-06 |Target 012: 3.43e-06 |Target 013: 6.36e-06 |Target 014: 3.94e-06 +Target 015: 4.88e-06 |Target 016: 1.41e-05 |Target 017: 5.58e-06 |Target 018: 1.91e-05 |Target 019: 1.04e-05 +Target 020: 3.74e-06 |Target 021: 2.00e-05 |Target 022: 3.88e-06 |Target 023: 1.38e-05 |Target 024: 1.75e-05 + +==================== +Epoch #657 | Time: 00d 02h 58m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 1.64e-05 | Val loss: 6.06e-06 +Target 005 has maximum loss 4.49e-05; Target 004 has minimum loss 1.52e-06 +Target 000: 1.42e-05 |Target 001: 2.73e-05 |Target 002: 1.56e-06 |Target 003: 2.54e-06 |Target 004: 1.52e-06 +Target 005: 4.49e-05 |Target 006: 1.88e-05 |Target 007: 3.03e-06 |Target 008: 5.47e-06 |Target 009: 8.55e-06 +Target 010: 1.79e-06 |Target 011: 1.99e-06 |Target 012: 2.49e-06 |Target 013: 4.27e-06 |Target 014: 2.99e-06 +Target 015: 2.50e-06 |Target 016: 5.20e-06 |Target 017: 5.69e-06 |Target 018: 1.43e-05 |Target 019: 6.66e-06 +Target 020: 1.89e-06 |Target 021: 6.37e-06 |Target 022: 2.30e-06 |Target 023: 8.07e-06 |Target 024: 8.53e-06 + +==================== +Epoch #658 | Time: 00d 02h 59m | LR: 2.00e-03 | Epoch time: 15.52 | Train loss: 1.36e-05 | Val loss: 6.17e-06 +Target 000 has maximum loss 2.58e-05; Target 011 has minimum loss 1.62e-06 +Target 000: 2.58e-05 |Target 001: 1.20e-05 |Target 002: 1.77e-06 |Target 003: 4.57e-06 |Target 004: 1.88e-06 +Target 005: 2.12e-05 |Target 006: 2.38e-05 |Target 007: 3.95e-06 |Target 008: 1.02e-05 |Target 009: 5.29e-06 +Target 010: 1.92e-06 |Target 011: 1.62e-06 |Target 012: 2.31e-06 |Target 013: 8.42e-06 |Target 014: 2.39e-06 +Target 015: 2.65e-06 |Target 016: 8.16e-06 |Target 017: 3.44e-06 |Target 018: 1.40e-05 |Target 019: 6.89e-06 +Target 020: 1.98e-06 |Target 021: 4.67e-06 |Target 022: 2.63e-06 |Target 023: 7.67e-06 |Target 024: 9.55e-06 + +==================== +Epoch #659 | Time: 00d 02h 59m | LR: 2.00e-03 | Epoch time: 15.48 | Train loss: 1.41e-05 | Val loss: 5.76e-06 +Target 001 has maximum loss 1.69e-05; Target 002 has minimum loss 1.13e-06 +Target 000: 1.33e-05 |Target 001: 1.69e-05 |Target 002: 1.13e-06 |Target 003: 2.74e-06 |Target 004: 2.98e-06 +Target 005: 5.85e-06 |Target 006: 1.42e-05 |Target 007: 2.65e-06 |Target 008: 4.51e-06 |Target 009: 4.73e-06 +Target 010: 1.80e-06 |Target 011: 1.61e-06 |Target 012: 3.70e-06 |Target 013: 5.68e-06 |Target 014: 2.94e-06 +Target 015: 4.16e-06 |Target 016: 6.43e-06 |Target 017: 4.39e-06 |Target 018: 1.28e-05 |Target 019: 7.10e-06 +Target 020: 2.58e-06 |Target 021: 4.21e-06 |Target 022: 2.36e-06 |Target 023: 6.54e-06 |Target 024: 1.01e-05 + +==================== +Epoch #660 | Time: 00d 02h 59m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 1.23e-05 | Val loss: 5.19e-06 +Target 000 has maximum loss 2.56e-05; Target 010 has minimum loss 1.13e-06 +Target 000: 2.56e-05 |Target 001: 1.29e-05 |Target 002: 1.14e-06 |Target 003: 2.21e-06 |Target 004: 2.02e-06 +Target 005: 9.35e-06 |Target 006: 2.23e-05 |Target 007: 2.11e-06 |Target 008: 4.07e-06 |Target 009: 4.67e-06 +Target 010: 1.13e-06 |Target 011: 1.81e-06 |Target 012: 4.17e-06 |Target 013: 6.35e-06 |Target 014: 2.05e-06 +Target 015: 2.20e-06 |Target 016: 5.67e-06 |Target 017: 5.82e-06 |Target 018: 1.15e-05 |Target 019: 6.15e-06 +Target 020: 2.07e-06 |Target 021: 5.50e-06 |Target 022: 2.03e-06 |Target 023: 6.37e-06 |Target 024: 7.02e-06 + +==================== +Epoch #661 | Time: 00d 03h 00m | LR: 2.00e-03 | Epoch time: 15.54 | Train loss: 1.26e-05 | Val loss: 5.46e-06 +Target 001 has maximum loss 5.50e-05; Target 002 has minimum loss 1.12e-06 +Target 000: 1.31e-05 |Target 001: 5.50e-05 |Target 002: 1.12e-06 |Target 003: 1.57e-06 |Target 004: 1.68e-06 +Target 005: 2.12e-05 |Target 006: 2.14e-05 |Target 007: 1.92e-06 |Target 008: 4.38e-06 |Target 009: 4.22e-06 +Target 010: 2.34e-06 |Target 011: 1.93e-06 |Target 012: 2.07e-06 |Target 013: 3.93e-06 |Target 014: 2.21e-06 +Target 015: 2.04e-06 |Target 016: 5.01e-06 |Target 017: 8.86e-06 |Target 018: 1.17e-05 |Target 019: 6.10e-06 +Target 020: 1.59e-06 |Target 021: 4.40e-06 |Target 022: 2.06e-06 |Target 023: 6.50e-06 |Target 024: 7.98e-06 + +==================== +Epoch #662 | Time: 00d 03h 00m | LR: 2.00e-03 | Epoch time: 15.45 | Train loss: 1.31e-05 | Val loss: 6.00e-06 +Target 005 has maximum loss 5.17e-05; Target 002 has minimum loss 1.19e-06 +Target 000: 2.52e-05 |Target 001: 1.76e-05 |Target 002: 1.19e-06 |Target 003: 2.67e-06 |Target 004: 2.07e-06 +Target 005: 5.17e-05 |Target 006: 1.92e-05 |Target 007: 2.74e-06 |Target 008: 4.42e-06 |Target 009: 6.95e-06 +Target 010: 1.36e-06 |Target 011: 1.93e-06 |Target 012: 5.32e-06 |Target 013: 4.67e-06 |Target 014: 2.62e-06 +Target 015: 1.99e-06 |Target 016: 4.33e-06 |Target 017: 4.28e-06 |Target 018: 1.11e-05 |Target 019: 6.15e-06 +Target 020: 1.68e-06 |Target 021: 8.13e-06 |Target 022: 2.89e-06 |Target 023: 7.07e-06 |Target 024: 9.38e-06 + +==================== +Epoch #663 | Time: 00d 03h 00m | LR: 2.00e-03 | Epoch time: 15.36 | Train loss: 1.39e-05 | Val loss: 8.76e-06 +Target 001 has maximum loss 6.11e-05; Target 002 has minimum loss 1.51e-06 +Target 000: 2.70e-05 |Target 001: 6.11e-05 |Target 002: 1.51e-06 |Target 003: 4.32e-06 |Target 004: 1.62e-06 +Target 005: 3.46e-05 |Target 006: 3.04e-05 |Target 007: 3.92e-06 |Target 008: 1.25e-05 |Target 009: 8.55e-06 +Target 010: 2.37e-06 |Target 011: 2.61e-06 |Target 012: 5.35e-06 |Target 013: 9.53e-06 |Target 014: 3.31e-06 +Target 015: 5.73e-06 |Target 016: 1.84e-05 |Target 017: 4.87e-06 |Target 018: 1.69e-05 |Target 019: 8.37e-06 +Target 020: 1.75e-06 |Target 021: 1.02e-05 |Target 022: 3.32e-06 |Target 023: 8.26e-06 |Target 024: 1.53e-05 + +==================== +Epoch #664 | Time: 00d 03h 00m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 1.39e-05 | Val loss: 7.92e-06 +Target 001 has maximum loss 7.52e-05; Target 004 has minimum loss 1.69e-06 +Target 000: 3.14e-05 |Target 001: 7.52e-05 |Target 002: 4.58e-06 |Target 003: 6.03e-06 |Target 004: 1.69e-06 +Target 005: 1.06e-05 |Target 006: 4.85e-05 |Target 007: 5.66e-06 |Target 008: 9.01e-06 |Target 009: 6.65e-06 +Target 010: 2.64e-06 |Target 011: 2.03e-06 |Target 012: 3.78e-06 |Target 013: 5.88e-06 |Target 014: 3.84e-06 +Target 015: 3.11e-06 |Target 016: 1.00e-05 |Target 017: 1.02e-05 |Target 018: 1.64e-05 |Target 019: 7.43e-06 +Target 020: 1.76e-06 |Target 021: 6.20e-06 |Target 022: 2.40e-06 |Target 023: 8.75e-06 |Target 024: 1.20e-05 + +==================== +Epoch #665 | Time: 00d 03h 01m | LR: 2.00e-03 | Epoch time: 15.47 | Train loss: 1.61e-05 | Val loss: 7.90e-06 +Target 001 has maximum loss 1.07e-04; Target 002 has minimum loss 1.87e-06 +Target 000: 1.53e-05 |Target 001: 1.07e-04 |Target 002: 1.87e-06 |Target 003: 5.06e-06 |Target 004: 2.04e-06 +Target 005: 5.92e-05 |Target 006: 7.15e-05 |Target 007: 4.09e-06 |Target 008: 5.36e-06 |Target 009: 7.73e-06 +Target 010: 1.92e-06 |Target 011: 2.20e-06 |Target 012: 9.07e-06 |Target 013: 6.24e-06 |Target 014: 2.43e-06 +Target 015: 2.54e-06 |Target 016: 5.65e-06 |Target 017: 4.51e-06 |Target 018: 1.02e-05 |Target 019: 7.88e-06 +Target 020: 2.26e-06 |Target 021: 6.41e-06 |Target 022: 2.17e-06 |Target 023: 9.63e-06 |Target 024: 1.21e-05 + +==================== +Epoch #666 | Time: 00d 03h 01m | LR: 2.00e-03 | Epoch time: 15.54 | Train loss: 1.55e-05 | Val loss: 1.10e-05 +Target 000 has maximum loss 1.32e-04; Target 007 has minimum loss 1.85e-06 +Target 000: 1.32e-04 |Target 001: 1.30e-04 |Target 002: 2.42e-06 |Target 003: 2.40e-06 |Target 004: 2.22e-06 +Target 005: 7.55e-05 |Target 006: 4.81e-05 |Target 007: 1.85e-06 |Target 008: 9.50e-06 |Target 009: 5.90e-06 +Target 010: 2.54e-06 |Target 011: 2.84e-06 |Target 012: 3.08e-06 |Target 013: 2.17e-05 |Target 014: 3.05e-06 +Target 015: 3.15e-06 |Target 016: 1.35e-05 |Target 017: 4.61e-06 |Target 018: 1.20e-05 |Target 019: 1.02e-05 +Target 020: 2.20e-06 |Target 021: 5.90e-06 |Target 022: 3.20e-06 |Target 023: 1.03e-05 |Target 024: 2.00e-05 + +==================== +Epoch #667 | Time: 00d 03h 01m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 1.89e-05 | Val loss: 1.29e-05 +Target 001 has maximum loss 8.27e-05; Target 020 has minimum loss 2.02e-06 +Target 000: 3.90e-05 |Target 001: 8.27e-05 |Target 002: 2.07e-06 |Target 003: 2.37e-06 |Target 004: 3.69e-06 +Target 005: 1.13e-05 |Target 006: 5.18e-05 |Target 007: 1.11e-05 |Target 008: 2.61e-05 |Target 009: 1.45e-05 +Target 010: 2.44e-06 |Target 011: 7.03e-06 |Target 012: 6.07e-06 |Target 013: 7.82e-06 |Target 014: 9.24e-06 +Target 015: 3.82e-06 |Target 016: 1.30e-05 |Target 017: 6.38e-06 |Target 018: 2.67e-05 |Target 019: 1.25e-05 +Target 020: 2.02e-06 |Target 021: 9.79e-06 |Target 022: 4.51e-06 |Target 023: 1.52e-05 |Target 024: 2.41e-05 + +==================== +Epoch #668 | Time: 00d 03h 01m | LR: 2.00e-03 | Epoch time: 15.48 | Train loss: 2.96e-05 | Val loss: 1.72e-05 +Target 001 has maximum loss 2.38e-04; Target 004 has minimum loss 2.60e-06 +Target 000: 4.90e-05 |Target 001: 2.38e-04 |Target 002: 5.47e-06 |Target 003: 4.89e-06 |Target 004: 2.60e-06 +Target 005: 3.36e-05 |Target 006: 1.03e-04 |Target 007: 3.20e-06 |Target 008: 1.28e-05 |Target 009: 1.55e-05 +Target 010: 3.38e-06 |Target 011: 4.38e-06 |Target 012: 7.30e-06 |Target 013: 6.75e-06 |Target 014: 4.56e-06 +Target 015: 5.75e-06 |Target 016: 1.57e-05 |Target 017: 9.74e-06 |Target 018: 1.93e-05 |Target 019: 1.60e-05 +Target 020: 7.10e-06 |Target 021: 1.13e-05 |Target 022: 5.30e-06 |Target 023: 2.26e-05 |Target 024: 4.05e-05 + +==================== +Epoch #669 | Time: 00d 03h 02m | LR: 2.00e-03 | Epoch time: 15.52 | Train loss: 4.30e-05 | Val loss: 2.88e-05 +Target 006 has maximum loss 1.79e-04; Target 020 has minimum loss 6.11e-06 +Target 000: 2.33e-05 |Target 001: 1.15e-04 |Target 002: 1.02e-05 |Target 003: 1.41e-05 |Target 004: 6.48e-06 +Target 005: 3.69e-05 |Target 006: 1.79e-04 |Target 007: 2.92e-05 |Target 008: 3.38e-05 |Target 009: 6.54e-05 +Target 010: 1.85e-05 |Target 011: 1.05e-05 |Target 012: 1.08e-05 |Target 013: 1.51e-05 |Target 014: 1.01e-05 +Target 015: 7.31e-06 |Target 016: 3.90e-05 |Target 017: 1.21e-05 |Target 018: 6.67e-05 |Target 019: 4.15e-05 +Target 020: 6.11e-06 |Target 021: 6.23e-05 |Target 022: 9.49e-06 |Target 023: 3.77e-05 |Target 024: 3.62e-05 + +==================== +Epoch #670 | Time: 00d 03h 02m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 2.49e-05 | Val loss: 8.89e-06 +Target 005 has maximum loss 6.60e-05; Target 011 has minimum loss 2.32e-06 +Target 000: 5.51e-05 |Target 001: 3.07e-05 |Target 002: 4.48e-06 |Target 003: 8.02e-06 |Target 004: 3.62e-06 +Target 005: 6.60e-05 |Target 006: 2.72e-05 |Target 007: 3.09e-06 |Target 008: 7.27e-06 |Target 009: 1.05e-05 +Target 010: 3.12e-06 |Target 011: 2.32e-06 |Target 012: 4.32e-06 |Target 013: 6.06e-06 |Target 014: 3.17e-06 +Target 015: 4.41e-06 |Target 016: 1.34e-05 |Target 017: 6.70e-06 |Target 018: 1.34e-05 |Target 019: 9.48e-06 +Target 020: 3.24e-06 |Target 021: 8.40e-06 |Target 022: 2.84e-06 |Target 023: 9.36e-06 |Target 024: 1.63e-05 + +==================== +Epoch #671 | Time: 00d 03h 02m | LR: 2.00e-03 | Epoch time: 15.33 | Train loss: 1.86e-05 | Val loss: 9.98e-06 +Target 006 has maximum loss 9.21e-05; Target 002 has minimum loss 2.04e-06 +Target 000: 4.66e-05 |Target 001: 3.15e-05 |Target 002: 2.04e-06 |Target 003: 4.35e-06 |Target 004: 3.34e-06 +Target 005: 5.12e-05 |Target 006: 9.21e-05 |Target 007: 6.87e-06 |Target 008: 1.11e-05 |Target 009: 1.29e-05 +Target 010: 3.18e-06 |Target 011: 4.21e-06 |Target 012: 5.57e-06 |Target 013: 8.12e-06 |Target 014: 3.85e-06 +Target 015: 2.95e-06 |Target 016: 6.75e-06 |Target 017: 9.13e-06 |Target 018: 1.04e-05 |Target 019: 1.25e-05 +Target 020: 2.72e-06 |Target 021: 1.71e-05 |Target 022: 3.63e-06 |Target 023: 1.32e-05 |Target 024: 1.45e-05 + +==================== +Epoch #672 | Time: 00d 03h 02m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 1.78e-05 | Val loss: 1.09e-05 +Target 005 has maximum loss 9.78e-05; Target 004 has minimum loss 2.09e-06 +Target 000: 4.98e-05 |Target 001: 1.18e-05 |Target 002: 2.76e-06 |Target 003: 6.00e-06 |Target 004: 2.09e-06 +Target 005: 9.78e-05 |Target 006: 2.36e-05 |Target 007: 3.02e-06 |Target 008: 1.37e-05 |Target 009: 1.78e-05 +Target 010: 3.78e-06 |Target 011: 3.44e-06 |Target 012: 2.17e-06 |Target 013: 7.35e-06 |Target 014: 3.46e-06 +Target 015: 3.10e-06 |Target 016: 1.82e-05 |Target 017: 9.14e-06 |Target 018: 1.57e-05 |Target 019: 1.30e-05 +Target 020: 3.29e-06 |Target 021: 1.57e-05 |Target 022: 2.91e-06 |Target 023: 1.37e-05 |Target 024: 1.98e-05 + +==================== +Epoch #673 | Time: 00d 03h 03m | LR: 2.00e-03 | Epoch time: 15.48 | Train loss: 1.62e-05 | Val loss: 7.74e-06 +Target 000 has maximum loss 1.08e-04; Target 004 has minimum loss 1.89e-06 +Target 000: 1.08e-04 |Target 001: 3.01e-05 |Target 002: 2.36e-06 |Target 003: 5.46e-06 |Target 004: 1.89e-06 +Target 005: 1.96e-05 |Target 006: 2.32e-05 |Target 007: 2.25e-06 |Target 008: 5.37e-06 |Target 009: 7.46e-06 +Target 010: 1.90e-06 |Target 011: 2.16e-06 |Target 012: 3.22e-06 |Target 013: 1.25e-05 |Target 014: 2.22e-06 +Target 015: 2.99e-06 |Target 016: 6.67e-06 |Target 017: 6.08e-06 |Target 018: 1.48e-05 |Target 019: 8.70e-06 +Target 020: 2.16e-06 |Target 021: 5.56e-06 |Target 022: 2.22e-06 |Target 023: 7.85e-06 |Target 024: 1.24e-05 + +==================== +Epoch #674 | Time: 00d 03h 03m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 1.33e-05 | Val loss: 7.66e-06 +Target 001 has maximum loss 6.86e-05; Target 002 has minimum loss 1.14e-06 +Target 000: 5.12e-05 |Target 001: 6.86e-05 |Target 002: 1.14e-06 |Target 003: 5.07e-06 |Target 004: 1.69e-06 +Target 005: 1.06e-05 |Target 006: 4.29e-05 |Target 007: 2.95e-06 |Target 008: 3.84e-06 |Target 009: 9.06e-06 +Target 010: 1.18e-06 |Target 011: 2.25e-06 |Target 012: 2.15e-06 |Target 013: 1.23e-05 |Target 014: 3.39e-06 +Target 015: 2.07e-06 |Target 016: 4.20e-06 |Target 017: 5.04e-06 |Target 018: 1.27e-05 |Target 019: 6.78e-06 +Target 020: 1.86e-06 |Target 021: 6.75e-06 |Target 022: 3.35e-06 |Target 023: 7.87e-06 |Target 024: 1.38e-05 + +==================== +Epoch #675 | Time: 00d 03h 03m | LR: 2.00e-03 | Epoch time: 15.50 | Train loss: 1.72e-05 | Val loss: 1.15e-05 +Target 005 has maximum loss 4.36e-05; Target 011 has minimum loss 1.86e-06 +Target 000: 1.88e-05 |Target 001: 3.33e-05 |Target 002: 2.33e-06 |Target 003: 6.43e-06 |Target 004: 3.23e-06 +Target 005: 4.36e-05 |Target 006: 3.07e-05 |Target 007: 3.81e-06 |Target 008: 1.11e-05 |Target 009: 1.65e-05 +Target 010: 4.57e-06 |Target 011: 1.86e-06 |Target 012: 9.47e-06 |Target 013: 8.16e-06 |Target 014: 4.76e-06 +Target 015: 2.74e-06 |Target 016: 1.12e-05 |Target 017: 4.84e-06 |Target 018: 1.46e-05 |Target 019: 1.11e-05 +Target 020: 2.86e-06 |Target 021: 1.70e-05 |Target 022: 4.38e-06 |Target 023: 1.49e-05 |Target 024: 2.49e-05 + +==================== +Epoch #676 | Time: 00d 03h 03m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 1.81e-05 | Val loss: 9.52e-06 +Target 005 has maximum loss 3.18e-05; Target 002 has minimum loss 2.15e-06 +Target 000: 1.82e-05 |Target 001: 7.87e-06 |Target 002: 2.15e-06 |Target 003: 3.28e-06 |Target 004: 2.80e-06 +Target 005: 3.18e-05 |Target 006: 3.17e-05 |Target 007: 8.32e-06 |Target 008: 8.86e-06 |Target 009: 2.31e-05 +Target 010: 3.25e-06 |Target 011: 4.73e-06 |Target 012: 6.13e-06 |Target 013: 5.32e-06 |Target 014: 3.92e-06 +Target 015: 2.50e-06 |Target 016: 1.33e-05 |Target 017: 7.33e-06 |Target 018: 1.61e-05 |Target 019: 1.05e-05 +Target 020: 3.18e-06 |Target 021: 1.46e-05 |Target 022: 3.40e-06 |Target 023: 1.12e-05 |Target 024: 1.65e-05 + +==================== +Epoch #677 | Time: 00d 03h 04m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 2.00e-05 | Val loss: 8.58e-06 +Target 000 has maximum loss 8.70e-05; Target 003 has minimum loss 1.61e-06 +Target 000: 8.70e-05 |Target 001: 6.99e-05 |Target 002: 1.92e-06 |Target 003: 1.61e-06 |Target 004: 2.60e-06 +Target 005: 1.07e-05 |Target 006: 4.29e-05 |Target 007: 6.00e-06 |Target 008: 1.04e-05 |Target 009: 1.43e-05 +Target 010: 2.13e-06 |Target 011: 1.79e-06 |Target 012: 3.66e-06 |Target 013: 8.63e-06 |Target 014: 2.72e-06 +Target 015: 2.29e-06 |Target 016: 7.94e-06 |Target 017: 4.69e-06 |Target 018: 1.34e-05 |Target 019: 8.70e-06 +Target 020: 2.69e-06 |Target 021: 8.68e-06 |Target 022: 2.67e-06 |Target 023: 9.75e-06 |Target 024: 1.46e-05 + +==================== +Epoch #678 | Time: 00d 03h 04m | LR: 2.00e-03 | Epoch time: 15.63 | Train loss: 1.62e-05 | Val loss: 8.34e-06 +Target 000 has maximum loss 9.82e-05; Target 010 has minimum loss 1.68e-06 +Target 000: 9.82e-05 |Target 001: 2.46e-05 |Target 002: 2.42e-06 |Target 003: 4.00e-06 |Target 004: 2.86e-06 +Target 005: 2.71e-05 |Target 006: 2.23e-05 |Target 007: 4.39e-06 |Target 008: 6.52e-06 |Target 009: 1.48e-05 +Target 010: 1.68e-06 |Target 011: 2.05e-06 |Target 012: 3.55e-06 |Target 013: 5.04e-06 |Target 014: 3.75e-06 +Target 015: 4.83e-06 |Target 016: 1.21e-05 |Target 017: 5.90e-06 |Target 018: 1.21e-05 |Target 019: 1.30e-05 +Target 020: 2.29e-06 |Target 021: 8.88e-06 |Target 022: 3.12e-06 |Target 023: 8.43e-06 |Target 024: 1.26e-05 + +==================== +Epoch #679 | Time: 00d 03h 04m | LR: 2.00e-03 | Epoch time: 15.40 | Train loss: 1.77e-05 | Val loss: 8.80e-06 +Target 001 has maximum loss 8.30e-05; Target 007 has minimum loss 2.03e-06 +Target 000: 2.51e-05 |Target 001: 8.30e-05 |Target 002: 2.32e-06 |Target 003: 2.83e-06 |Target 004: 2.13e-06 +Target 005: 2.76e-05 |Target 006: 2.46e-05 |Target 007: 2.03e-06 |Target 008: 1.54e-05 |Target 009: 9.17e-06 +Target 010: 2.45e-06 |Target 011: 2.32e-06 |Target 012: 3.97e-06 |Target 013: 3.84e-06 |Target 014: 3.03e-06 +Target 015: 5.62e-06 |Target 016: 1.45e-05 |Target 017: 4.40e-06 |Target 018: 2.58e-05 |Target 019: 9.54e-06 +Target 020: 3.19e-06 |Target 021: 9.73e-06 |Target 022: 3.61e-06 |Target 023: 9.09e-06 |Target 024: 1.37e-05 + +==================== +Epoch #680 | Time: 00d 03h 05m | LR: 2.00e-03 | Epoch time: 15.57 | Train loss: 1.59e-05 | Val loss: 9.97e-06 +Target 000 has maximum loss 7.77e-05; Target 012 has minimum loss 1.97e-06 +Target 000: 7.77e-05 |Target 001: 3.12e-05 |Target 002: 2.23e-06 |Target 003: 4.70e-06 |Target 004: 2.11e-06 +Target 005: 1.67e-05 |Target 006: 4.90e-05 |Target 007: 2.95e-06 |Target 008: 1.91e-05 |Target 009: 1.82e-05 +Target 010: 2.85e-06 |Target 011: 4.75e-06 |Target 012: 1.97e-06 |Target 013: 7.82e-06 |Target 014: 3.73e-06 +Target 015: 3.74e-06 |Target 016: 2.42e-05 |Target 017: 5.58e-06 |Target 018: 1.57e-05 |Target 019: 1.37e-05 +Target 020: 2.27e-06 |Target 021: 1.65e-05 |Target 022: 2.68e-06 |Target 023: 1.23e-05 |Target 024: 1.42e-05 + +==================== +Epoch #681 | Time: 00d 03h 05m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 3.04e-05 | Val loss: 2.83e-05 +Target 006 has maximum loss 2.14e-04; Target 020 has minimum loss 3.41e-06 +Target 000: 1.21e-04 |Target 001: 1.04e-04 |Target 002: 5.62e-06 |Target 003: 7.33e-06 |Target 004: 4.02e-06 +Target 005: 1.12e-04 |Target 006: 2.14e-04 |Target 007: 5.48e-06 |Target 008: 5.26e-05 |Target 009: 3.92e-05 +Target 010: 8.79e-06 |Target 011: 4.53e-06 |Target 012: 7.15e-06 |Target 013: 3.24e-05 |Target 014: 7.07e-06 +Target 015: 7.67e-06 |Target 016: 6.27e-05 |Target 017: 1.49e-05 |Target 018: 5.45e-05 |Target 019: 3.52e-05 +Target 020: 3.41e-06 |Target 021: 3.81e-05 |Target 022: 7.60e-06 |Target 023: 3.22e-05 |Target 024: 4.53e-05 + +==================== +Epoch #682 | Time: 00d 03h 05m | LR: 2.00e-03 | Epoch time: 15.60 | Train loss: 2.49e-05 | Val loss: 1.15e-05 +Target 005 has maximum loss 9.36e-05; Target 011 has minimum loss 3.34e-06 +Target 000: 3.58e-05 |Target 001: 7.20e-05 |Target 002: 4.25e-06 |Target 003: 8.35e-06 |Target 004: 5.27e-06 +Target 005: 9.36e-05 |Target 006: 2.44e-05 |Target 007: 3.84e-06 |Target 008: 1.32e-05 |Target 009: 3.03e-05 +Target 010: 4.65e-06 |Target 011: 3.34e-06 |Target 012: 4.06e-06 |Target 013: 6.44e-06 |Target 014: 3.36e-06 +Target 015: 5.04e-06 |Target 016: 1.66e-05 |Target 017: 4.92e-06 |Target 018: 1.90e-05 |Target 019: 1.35e-05 +Target 020: 4.12e-06 |Target 021: 1.91e-05 |Target 022: 4.23e-06 |Target 023: 1.26e-05 |Target 024: 1.70e-05 + +==================== +Epoch #683 | Time: 00d 03h 05m | LR: 2.00e-03 | Epoch time: 15.53 | Train loss: 1.70e-05 | Val loss: 8.00e-06 +Target 001 has maximum loss 6.63e-05; Target 020 has minimum loss 1.61e-06 +Target 000: 2.62e-05 |Target 001: 6.63e-05 |Target 002: 1.99e-06 |Target 003: 3.40e-06 |Target 004: 2.81e-06 +Target 005: 1.64e-05 |Target 006: 3.62e-05 |Target 007: 6.92e-06 |Target 008: 6.22e-06 |Target 009: 7.38e-06 +Target 010: 1.62e-06 |Target 011: 1.70e-06 |Target 012: 2.53e-06 |Target 013: 1.14e-05 |Target 014: 2.37e-06 +Target 015: 3.54e-06 |Target 016: 5.64e-06 |Target 017: 1.13e-05 |Target 018: 1.72e-05 |Target 019: 7.97e-06 +Target 020: 1.61e-06 |Target 021: 1.11e-05 |Target 022: 2.30e-06 |Target 023: 7.96e-06 |Target 024: 1.24e-05 + +==================== +Epoch #684 | Time: 00d 03h 06m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 1.46e-05 | Val loss: 6.79e-06 +Target 000 has maximum loss 7.68e-05; Target 002 has minimum loss 1.09e-06 +Target 000: 7.68e-05 |Target 001: 2.35e-05 |Target 002: 1.09e-06 |Target 003: 2.39e-06 |Target 004: 1.89e-06 +Target 005: 1.48e-05 |Target 006: 4.32e-05 |Target 007: 4.19e-06 |Target 008: 5.28e-06 |Target 009: 4.68e-06 +Target 010: 1.48e-06 |Target 011: 1.98e-06 |Target 012: 6.59e-06 |Target 013: 5.04e-06 |Target 014: 2.10e-06 +Target 015: 3.38e-06 |Target 016: 6.11e-06 |Target 017: 5.92e-06 |Target 018: 1.32e-05 |Target 019: 8.28e-06 +Target 020: 1.72e-06 |Target 021: 5.76e-06 |Target 022: 2.05e-06 |Target 023: 1.05e-05 |Target 024: 8.87e-06 + +==================== +Epoch #685 | Time: 00d 03h 06m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 1.53e-05 | Val loss: 1.16e-05 +Target 005 has maximum loss 4.11e-05; Target 010 has minimum loss 3.15e-06 +Target 000: 1.84e-05 |Target 001: 2.18e-05 |Target 002: 3.25e-06 |Target 003: 1.09e-05 |Target 004: 4.21e-06 +Target 005: 4.11e-05 |Target 006: 2.32e-05 |Target 007: 5.92e-06 |Target 008: 2.04e-05 |Target 009: 1.46e-05 +Target 010: 3.15e-06 |Target 011: 5.99e-06 |Target 012: 4.63e-06 |Target 013: 8.89e-06 |Target 014: 4.78e-06 +Target 015: 7.22e-06 |Target 016: 2.08e-05 |Target 017: 6.80e-06 |Target 018: 2.39e-05 |Target 019: 1.46e-05 +Target 020: 5.38e-06 |Target 021: 1.34e-05 |Target 022: 4.24e-06 |Target 023: 1.76e-05 |Target 024: 1.70e-05 + +==================== +Epoch #686 | Time: 00d 03h 06m | LR: 2.00e-03 | Epoch time: 15.32 | Train loss: 2.48e-05 | Val loss: 2.72e-05 +Target 005 has maximum loss 6.92e-05; Target 004 has minimum loss 6.78e-06 +Target 000: 2.18e-05 |Target 001: 4.72e-05 |Target 002: 1.70e-05 |Target 003: 5.32e-05 |Target 004: 6.78e-06 +Target 005: 6.92e-05 |Target 006: 3.54e-05 |Target 007: 1.51e-05 |Target 008: 6.09e-05 |Target 009: 3.08e-05 +Target 010: 1.77e-05 |Target 011: 2.01e-05 |Target 012: 7.81e-06 |Target 013: 2.12e-05 |Target 014: 1.98e-05 +Target 015: 2.73e-05 |Target 016: 6.66e-05 |Target 017: 2.43e-05 |Target 018: 5.44e-05 |Target 019: 3.38e-05 +Target 020: 1.06e-05 |Target 021: 3.15e-05 |Target 022: 1.23e-05 |Target 023: 3.20e-05 |Target 024: 3.01e-05 + +==================== +Epoch #687 | Time: 00d 03h 06m | LR: 2.00e-03 | Epoch time: 15.31 | Train loss: 3.87e-05 | Val loss: 4.62e-05 +Target 001 has maximum loss 3.80e-04; Target 004 has minimum loss 9.37e-06 +Target 000: 8.07e-05 |Target 001: 3.80e-04 |Target 002: 1.31e-05 |Target 003: 1.14e-05 |Target 004: 9.37e-06 +Target 005: 1.33e-04 |Target 006: 1.70e-04 |Target 007: 9.61e-06 |Target 008: 2.01e-05 |Target 009: 1.12e-04 +Target 010: 1.07e-05 |Target 011: 1.69e-05 |Target 012: 1.60e-05 |Target 013: 1.70e-05 |Target 014: 1.20e-05 +Target 015: 1.19e-05 |Target 016: 3.29e-05 |Target 017: 2.17e-05 |Target 018: 5.10e-05 |Target 019: 4.27e-05 +Target 020: 1.39e-05 |Target 021: 9.36e-05 |Target 022: 1.12e-05 |Target 023: 1.01e-04 |Target 024: 8.29e-05 + +==================== +Epoch #688 | Time: 00d 03h 07m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 3.44e-05 | Val loss: 2.35e-05 +Target 000 has maximum loss 1.33e-04; Target 015 has minimum loss 8.99e-06 +Target 000: 1.33e-04 |Target 001: 3.18e-05 |Target 002: 1.01e-05 |Target 003: 1.30e-05 |Target 004: 1.26e-05 +Target 005: 3.63e-05 |Target 006: 3.30e-05 |Target 007: 1.26e-05 |Target 008: 1.62e-05 |Target 009: 3.99e-05 +Target 010: 1.08e-05 |Target 011: 1.08e-05 |Target 012: 1.09e-05 |Target 013: 1.67e-05 |Target 014: 1.06e-05 +Target 015: 8.99e-06 |Target 016: 2.18e-05 |Target 017: 1.20e-05 |Target 018: 3.72e-05 |Target 019: 2.39e-05 +Target 020: 1.32e-05 |Target 021: 2.98e-05 |Target 022: 1.04e-05 |Target 023: 2.55e-05 |Target 024: 4.81e-05 + +==================== +Epoch #689 | Time: 00d 03h 07m | LR: 2.00e-03 | Epoch time: 15.56 | Train loss: 2.29e-05 | Val loss: 9.25e-06 +Target 006 has maximum loss 5.47e-05; Target 002 has minimum loss 1.66e-06 +Target 000: 2.76e-05 |Target 001: 4.60e-05 |Target 002: 1.66e-06 |Target 003: 3.28e-06 |Target 004: 1.26e-05 +Target 005: 1.15e-05 |Target 006: 5.47e-05 |Target 007: 7.41e-06 |Target 008: 6.26e-06 |Target 009: 7.28e-06 +Target 010: 3.06e-06 |Target 011: 4.05e-06 |Target 012: 9.57e-06 |Target 013: 6.20e-06 |Target 014: 3.75e-06 +Target 015: 2.86e-06 |Target 016: 1.23e-05 |Target 017: 4.78e-06 |Target 018: 1.52e-05 |Target 019: 1.40e-05 +Target 020: 2.35e-06 |Target 021: 8.25e-06 |Target 022: 3.72e-06 |Target 023: 1.28e-05 |Target 024: 1.25e-05 + +==================== +Epoch #690 | Time: 00d 03h 07m | LR: 2.00e-03 | Epoch time: 15.30 | Train loss: 3.16e-05 | Val loss: 1.24e-05 +Target 006 has maximum loss 7.94e-05; Target 004 has minimum loss 4.09e-06 +Target 000: 5.01e-05 |Target 001: 3.80e-05 |Target 002: 7.11e-06 |Target 003: 1.24e-05 |Target 004: 4.09e-06 +Target 005: 2.55e-05 |Target 006: 7.94e-05 |Target 007: 8.23e-06 |Target 008: 1.01e-05 |Target 009: 1.53e-05 +Target 010: 6.91e-06 |Target 011: 5.54e-06 |Target 012: 6.12e-06 |Target 013: 1.07e-05 |Target 014: 7.53e-06 +Target 015: 8.34e-06 |Target 016: 1.56e-05 |Target 017: 9.59e-06 |Target 018: 1.76e-05 |Target 019: 1.10e-05 +Target 020: 9.00e-06 |Target 021: 1.57e-05 |Target 022: 7.26e-06 |Target 023: 1.25e-05 |Target 024: 1.97e-05 + +==================== +Epoch #691 | Time: 00d 03h 07m | LR: 2.00e-03 | Epoch time: 15.36 | Train loss: 1.86e-05 | Val loss: 9.15e-06 +Target 005 has maximum loss 1.36e-04; Target 011 has minimum loss 2.80e-06 +Target 000: 4.71e-05 |Target 001: 2.28e-05 |Target 002: 3.41e-06 |Target 003: 3.50e-06 |Target 004: 4.51e-06 +Target 005: 1.36e-04 |Target 006: 4.45e-05 |Target 007: 4.55e-06 |Target 008: 7.30e-06 |Target 009: 7.46e-06 +Target 010: 3.59e-06 |Target 011: 2.80e-06 |Target 012: 4.02e-06 |Target 013: 1.05e-05 |Target 014: 3.81e-06 +Target 015: 3.85e-06 |Target 016: 8.42e-06 |Target 017: 8.69e-06 |Target 018: 1.56e-05 |Target 019: 8.25e-06 +Target 020: 3.05e-06 |Target 021: 9.27e-06 |Target 022: 3.30e-06 |Target 023: 9.85e-06 |Target 024: 1.34e-05 + +==================== +Epoch #692 | Time: 00d 03h 08m | LR: 2.00e-03 | Epoch time: 15.31 | Train loss: 1.60e-05 | Val loss: 7.58e-06 +Target 005 has maximum loss 8.97e-05; Target 010 has minimum loss 1.53e-06 +Target 000: 1.52e-05 |Target 001: 3.48e-05 |Target 002: 2.61e-06 |Target 003: 2.21e-06 |Target 004: 3.15e-06 +Target 005: 8.97e-05 |Target 006: 1.14e-05 |Target 007: 2.57e-06 |Target 008: 7.26e-06 |Target 009: 7.79e-06 +Target 010: 1.53e-06 |Target 011: 2.88e-06 |Target 012: 8.61e-06 |Target 013: 4.11e-06 |Target 014: 2.61e-06 +Target 015: 2.61e-06 |Target 016: 5.39e-06 |Target 017: 4.06e-06 |Target 018: 1.52e-05 |Target 019: 8.76e-06 +Target 020: 2.55e-06 |Target 021: 8.61e-06 |Target 022: 2.62e-06 |Target 023: 9.54e-06 |Target 024: 1.19e-05 + +==================== +Epoch #693 | Time: 00d 03h 08m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 1.60e-05 | Val loss: 8.60e-06 +Target 005 has maximum loss 7.56e-05; Target 020 has minimum loss 1.79e-06 +Target 000: 5.83e-05 |Target 001: 1.99e-05 |Target 002: 2.61e-06 |Target 003: 5.03e-06 |Target 004: 2.34e-06 +Target 005: 7.56e-05 |Target 006: 4.78e-05 |Target 007: 2.66e-06 |Target 008: 5.94e-06 |Target 009: 5.48e-06 +Target 010: 2.58e-06 |Target 011: 2.85e-06 |Target 012: 4.20e-06 |Target 013: 7.95e-06 |Target 014: 2.88e-06 +Target 015: 3.14e-06 |Target 016: 8.25e-06 |Target 017: 6.07e-06 |Target 018: 1.03e-05 |Target 019: 7.28e-06 +Target 020: 1.79e-06 |Target 021: 5.72e-06 |Target 022: 2.61e-06 |Target 023: 8.61e-06 |Target 024: 1.99e-05 + +==================== +Epoch #694 | Time: 00d 03h 08m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 1.37e-05 | Val loss: 7.00e-06 +Target 006 has maximum loss 3.10e-05; Target 002 has minimum loss 1.14e-06 +Target 000: 1.66e-05 |Target 001: 1.36e-05 |Target 002: 1.14e-06 |Target 003: 3.15e-06 |Target 004: 2.09e-06 +Target 005: 2.21e-05 |Target 006: 3.10e-05 |Target 007: 2.72e-06 |Target 008: 7.00e-06 |Target 009: 9.00e-06 +Target 010: 2.88e-06 |Target 011: 1.77e-06 |Target 012: 3.99e-06 |Target 013: 5.66e-06 |Target 014: 2.81e-06 +Target 015: 2.01e-06 |Target 016: 8.76e-06 |Target 017: 4.28e-06 |Target 018: 9.45e-06 |Target 019: 7.18e-06 +Target 020: 1.69e-06 |Target 021: 6.73e-06 |Target 022: 2.26e-06 |Target 023: 7.32e-06 |Target 024: 1.64e-05 + +==================== +Epoch #695 | Time: 00d 03h 08m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 1.38e-05 | Val loss: 6.62e-06 +Target 005 has maximum loss 5.00e-05; Target 004 has minimum loss 1.50e-06 +Target 000: 2.44e-05 |Target 001: 4.62e-05 |Target 002: 4.75e-06 |Target 003: 1.04e-05 |Target 004: 1.50e-06 +Target 005: 5.00e-05 |Target 006: 4.13e-05 |Target 007: 2.26e-06 |Target 008: 7.70e-06 |Target 009: 7.61e-06 +Target 010: 4.76e-06 |Target 011: 2.18e-06 |Target 012: 2.28e-06 |Target 013: 5.30e-06 |Target 014: 1.91e-06 +Target 015: 3.53e-06 |Target 016: 8.51e-06 |Target 017: 7.91e-06 |Target 018: 9.76e-06 |Target 019: 7.14e-06 +Target 020: 2.14e-06 |Target 021: 5.76e-06 |Target 022: 1.99e-06 |Target 023: 7.19e-06 |Target 024: 9.53e-06 + +==================== +Epoch #696 | Time: 00d 03h 09m | LR: 2.00e-03 | Epoch time: 15.53 | Train loss: 1.35e-05 | Val loss: 5.63e-06 +Target 001 has maximum loss 4.65e-05; Target 002 has minimum loss 1.45e-06 +Target 000: 2.73e-05 |Target 001: 4.65e-05 |Target 002: 1.45e-06 |Target 003: 3.86e-06 |Target 004: 2.75e-06 +Target 005: 5.80e-06 |Target 006: 1.64e-05 |Target 007: 2.32e-06 |Target 008: 3.99e-06 |Target 009: 6.41e-06 +Target 010: 2.22e-06 |Target 011: 2.58e-06 |Target 012: 2.35e-06 |Target 013: 5.49e-06 |Target 014: 2.24e-06 +Target 015: 2.85e-06 |Target 016: 7.00e-06 |Target 017: 3.90e-06 |Target 018: 9.49e-06 |Target 019: 7.32e-06 +Target 020: 2.30e-06 |Target 021: 5.98e-06 |Target 022: 2.22e-06 |Target 023: 7.27e-06 |Target 024: 8.52e-06 + +==================== +Epoch #697 | Time: 00d 03h 09m | LR: 2.00e-03 | Epoch time: 15.54 | Train loss: 1.31e-05 | Val loss: 8.31e-06 +Target 001 has maximum loss 8.07e-05; Target 002 has minimum loss 1.55e-06 +Target 000: 2.88e-05 |Target 001: 8.07e-05 |Target 002: 1.55e-06 |Target 003: 1.87e-06 |Target 004: 3.72e-06 +Target 005: 4.29e-05 |Target 006: 1.89e-05 |Target 007: 5.13e-06 |Target 008: 8.59e-06 |Target 009: 8.53e-06 +Target 010: 2.47e-06 |Target 011: 2.17e-06 |Target 012: 3.20e-06 |Target 013: 6.72e-06 |Target 014: 3.27e-06 +Target 015: 2.28e-06 |Target 016: 6.69e-06 |Target 017: 1.53e-05 |Target 018: 1.21e-05 |Target 019: 7.28e-06 +Target 020: 2.38e-06 |Target 021: 6.64e-06 |Target 022: 3.61e-06 |Target 023: 7.04e-06 |Target 024: 1.52e-05 + +==================== +Epoch #698 | Time: 00d 03h 09m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 1.39e-05 | Val loss: 7.23e-06 +Target 005 has maximum loss 7.26e-05; Target 004 has minimum loss 1.79e-06 +Target 000: 6.63e-05 |Target 001: 2.54e-05 |Target 002: 2.15e-06 |Target 003: 5.50e-06 |Target 004: 1.79e-06 +Target 005: 7.26e-05 |Target 006: 1.74e-05 |Target 007: 1.86e-06 |Target 008: 5.37e-06 |Target 009: 1.25e-05 +Target 010: 3.18e-06 |Target 011: 2.43e-06 |Target 012: 6.63e-06 |Target 013: 4.30e-06 |Target 014: 2.66e-06 +Target 015: 2.35e-06 |Target 016: 5.96e-06 |Target 017: 6.90e-06 |Target 018: 1.44e-05 |Target 019: 7.30e-06 +Target 020: 2.08e-06 |Target 021: 9.00e-06 |Target 022: 2.33e-06 |Target 023: 7.72e-06 |Target 024: 9.47e-06 + +==================== +Epoch #699 | Time: 00d 03h 10m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 1.23e-05 | Val loss: 8.25e-06 +Target 000 has maximum loss 1.58e-04; Target 004 has minimum loss 1.94e-06 +Target 000: 1.58e-04 |Target 001: 4.21e-05 |Target 002: 3.56e-06 |Target 003: 2.07e-06 |Target 004: 1.94e-06 +Target 005: 2.72e-05 |Target 006: 3.38e-05 |Target 007: 3.60e-06 |Target 008: 5.52e-06 |Target 009: 7.19e-06 +Target 010: 1.97e-06 |Target 011: 1.99e-06 |Target 012: 2.23e-06 |Target 013: 6.88e-06 |Target 014: 2.52e-06 +Target 015: 3.32e-06 |Target 016: 1.25e-05 |Target 017: 6.36e-06 |Target 018: 1.16e-05 |Target 019: 1.01e-05 +Target 020: 2.07e-06 |Target 021: 8.26e-06 |Target 022: 2.23e-06 |Target 023: 1.12e-05 |Target 024: 1.19e-05 + +==================== +Epoch #700 | Time: 00d 03h 10m | LR: 2.00e-03 | Epoch time: 15.40 | Train loss: 1.31e-05 | Val loss: 6.33e-06 +Target 006 has maximum loss 1.77e-05; Target 002 has minimum loss 1.28e-06 +Target 000: 1.66e-05 |Target 001: 1.75e-05 |Target 002: 1.28e-06 |Target 003: 2.13e-06 |Target 004: 1.94e-06 +Target 005: 1.33e-05 |Target 006: 1.77e-05 |Target 007: 1.91e-06 |Target 008: 7.99e-06 |Target 009: 6.34e-06 +Target 010: 1.44e-06 |Target 011: 2.10e-06 |Target 012: 3.09e-06 |Target 013: 4.37e-06 |Target 014: 2.60e-06 +Target 015: 2.26e-06 |Target 016: 8.59e-06 |Target 017: 3.69e-06 |Target 018: 1.06e-05 |Target 019: 8.56e-06 +Target 020: 2.58e-06 |Target 021: 7.87e-06 |Target 022: 2.44e-06 |Target 023: 8.26e-06 |Target 024: 1.21e-05 + +==================== +Epoch #701 | Time: 00d 03h 10m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 1.37e-05 | Val loss: 7.23e-06 +Target 001 has maximum loss 1.80e-04; Target 004 has minimum loss 1.43e-06 +Target 000: 3.79e-05 |Target 001: 1.80e-04 |Target 002: 2.02e-06 |Target 003: 5.82e-06 |Target 004: 1.43e-06 +Target 005: 1.10e-05 |Target 006: 5.30e-05 |Target 007: 3.56e-06 |Target 008: 8.26e-06 |Target 009: 6.52e-06 +Target 010: 5.04e-06 |Target 011: 2.20e-06 |Target 012: 5.97e-06 |Target 013: 3.67e-06 |Target 014: 2.45e-06 +Target 015: 3.92e-06 |Target 016: 5.22e-06 |Target 017: 4.88e-06 |Target 018: 9.17e-06 |Target 019: 7.83e-06 +Target 020: 3.09e-06 |Target 021: 4.81e-06 |Target 022: 2.45e-06 |Target 023: 9.01e-06 |Target 024: 8.53e-06 + +==================== +Epoch #702 | Time: 00d 03h 10m | LR: 2.00e-03 | Epoch time: 15.40 | Train loss: 1.32e-05 | Val loss: 1.19e-05 +Target 005 has maximum loss 8.82e-05; Target 020 has minimum loss 1.83e-06 +Target 000: 4.49e-05 |Target 001: 3.12e-05 |Target 002: 2.27e-06 |Target 003: 1.40e-05 |Target 004: 2.09e-06 +Target 005: 8.82e-05 |Target 006: 2.48e-05 |Target 007: 5.53e-06 |Target 008: 1.62e-05 |Target 009: 1.13e-05 +Target 010: 3.27e-06 |Target 011: 4.26e-06 |Target 012: 2.52e-06 |Target 013: 1.73e-05 |Target 014: 5.35e-06 +Target 015: 2.15e-06 |Target 016: 1.47e-05 |Target 017: 5.68e-06 |Target 018: 1.37e-05 |Target 019: 8.56e-06 +Target 020: 1.83e-06 |Target 021: 1.41e-05 |Target 022: 4.90e-06 |Target 023: 1.54e-05 |Target 024: 2.47e-05 + +==================== +Epoch #703 | Time: 00d 03h 11m | LR: 2.00e-03 | Epoch time: 15.52 | Train loss: 1.46e-05 | Val loss: 9.54e-06 +Target 006 has maximum loss 9.58e-05; Target 004 has minimum loss 1.91e-06 +Target 000: 3.30e-05 |Target 001: 1.90e-05 |Target 002: 2.95e-06 |Target 003: 2.16e-06 |Target 004: 1.91e-06 +Target 005: 1.22e-05 |Target 006: 9.58e-05 |Target 007: 4.81e-06 |Target 008: 1.11e-05 |Target 009: 1.61e-05 +Target 010: 2.14e-06 |Target 011: 3.31e-06 |Target 012: 5.06e-06 |Target 013: 9.55e-06 |Target 014: 4.91e-06 +Target 015: 3.33e-06 |Target 016: 8.75e-06 |Target 017: 6.44e-06 |Target 018: 1.18e-05 |Target 019: 1.23e-05 +Target 020: 2.80e-06 |Target 021: 1.64e-05 |Target 022: 3.59e-06 |Target 023: 1.20e-05 |Target 024: 1.45e-05 + +==================== +Epoch #704 | Time: 00d 03h 11m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 1.57e-05 | Val loss: 6.92e-06 +Target 001 has maximum loss 5.88e-05; Target 002 has minimum loss 1.59e-06 +Target 000: 1.37e-05 |Target 001: 5.88e-05 |Target 002: 1.59e-06 |Target 003: 2.52e-06 |Target 004: 2.73e-06 +Target 005: 7.16e-06 |Target 006: 2.58e-05 |Target 007: 1.80e-06 |Target 008: 6.17e-06 |Target 009: 1.04e-05 +Target 010: 1.76e-06 |Target 011: 1.67e-06 |Target 012: 2.58e-06 |Target 013: 6.29e-06 |Target 014: 1.99e-06 +Target 015: 2.80e-06 |Target 016: 7.49e-06 |Target 017: 7.56e-06 |Target 018: 1.42e-05 |Target 019: 6.68e-06 +Target 020: 2.35e-06 |Target 021: 6.31e-06 |Target 022: 2.08e-06 |Target 023: 8.18e-06 |Target 024: 1.27e-05 + +==================== +Epoch #705 | Time: 00d 03h 11m | LR: 2.00e-03 | Epoch time: 15.49 | Train loss: 1.63e-05 | Val loss: 1.56e-05 +Target 006 has maximum loss 1.37e-04; Target 011 has minimum loss 2.19e-06 +Target 000: 9.63e-05 |Target 001: 6.03e-05 |Target 002: 2.82e-06 |Target 003: 5.36e-06 |Target 004: 3.49e-06 +Target 005: 1.86e-05 |Target 006: 1.37e-04 |Target 007: 3.78e-06 |Target 008: 3.51e-05 |Target 009: 1.98e-05 +Target 010: 3.30e-06 |Target 011: 2.19e-06 |Target 012: 5.61e-06 |Target 013: 9.62e-06 |Target 014: 4.58e-06 +Target 015: 5.63e-06 |Target 016: 2.73e-05 |Target 017: 8.23e-06 |Target 018: 3.42e-05 |Target 019: 2.30e-05 +Target 020: 4.78e-06 |Target 021: 1.93e-05 |Target 022: 3.95e-06 |Target 023: 2.11e-05 |Target 024: 2.10e-05 + +==================== +Epoch #706 | Time: 00d 03h 11m | LR: 2.00e-03 | Epoch time: 15.31 | Train loss: 1.94e-05 | Val loss: 1.40e-05 +Target 001 has maximum loss 7.66e-05; Target 004 has minimum loss 2.86e-06 +Target 000: 1.90e-05 |Target 001: 7.66e-05 |Target 002: 4.23e-06 |Target 003: 3.16e-06 |Target 004: 2.86e-06 +Target 005: 8.04e-06 |Target 006: 1.93e-05 |Target 007: 7.31e-06 |Target 008: 2.83e-05 |Target 009: 2.39e-05 +Target 010: 2.90e-06 |Target 011: 5.53e-06 |Target 012: 1.29e-05 |Target 013: 6.17e-06 |Target 014: 5.35e-06 +Target 015: 3.40e-06 |Target 016: 3.03e-05 |Target 017: 9.60e-06 |Target 018: 2.24e-05 |Target 019: 2.44e-05 +Target 020: 3.44e-06 |Target 021: 1.94e-05 |Target 022: 4.79e-06 |Target 023: 2.32e-05 |Target 024: 1.66e-05 + +==================== +Epoch #707 | Time: 00d 03h 12m | LR: 2.00e-03 | Epoch time: 15.37 | Train loss: 2.16e-05 | Val loss: 1.05e-05 +Target 001 has maximum loss 1.01e-04; Target 004 has minimum loss 1.77e-06 +Target 000: 3.69e-05 |Target 001: 1.01e-04 |Target 002: 2.83e-06 |Target 003: 6.50e-06 |Target 004: 1.77e-06 +Target 005: 2.02e-05 |Target 006: 2.18e-05 |Target 007: 3.33e-06 |Target 008: 6.31e-06 |Target 009: 1.66e-05 +Target 010: 2.15e-06 |Target 011: 5.94e-06 |Target 012: 5.49e-06 |Target 013: 7.04e-06 |Target 014: 4.73e-06 +Target 015: 4.31e-06 |Target 016: 8.81e-06 |Target 017: 7.33e-06 |Target 018: 1.93e-05 |Target 019: 1.32e-05 +Target 020: 2.09e-06 |Target 021: 1.46e-05 |Target 022: 3.12e-06 |Target 023: 1.15e-05 |Target 024: 1.83e-05 + +==================== +Epoch #708 | Time: 00d 03h 12m | LR: 2.00e-03 | Epoch time: 15.46 | Train loss: 1.64e-05 | Val loss: 8.27e-06 +Target 005 has maximum loss 2.48e-05; Target 002 has minimum loss 2.47e-06 +Target 000: 1.86e-05 |Target 001: 1.14e-05 |Target 002: 2.47e-06 |Target 003: 9.35e-06 |Target 004: 4.11e-06 +Target 005: 2.48e-05 |Target 006: 2.06e-05 |Target 007: 3.70e-06 |Target 008: 6.65e-06 |Target 009: 1.03e-05 +Target 010: 3.69e-06 |Target 011: 3.46e-06 |Target 012: 7.81e-06 |Target 013: 8.47e-06 |Target 014: 3.23e-06 +Target 015: 3.01e-06 |Target 016: 1.69e-05 |Target 017: 5.83e-06 |Target 018: 1.36e-05 |Target 019: 1.01e-05 +Target 020: 3.25e-06 |Target 021: 1.03e-05 |Target 022: 2.79e-06 |Target 023: 1.07e-05 |Target 024: 1.24e-05 + +==================== +Epoch #709 | Time: 00d 03h 12m | LR: 2.00e-03 | Epoch time: 15.37 | Train loss: 1.93e-05 | Val loss: 1.30e-05 +Target 006 has maximum loss 5.05e-05; Target 020 has minimum loss 2.68e-06 +Target 000: 2.08e-05 |Target 001: 3.17e-05 |Target 002: 5.98e-06 |Target 003: 4.81e-06 |Target 004: 5.01e-06 +Target 005: 2.88e-05 |Target 006: 5.05e-05 |Target 007: 6.93e-06 |Target 008: 1.02e-05 |Target 009: 1.77e-05 +Target 010: 3.37e-06 |Target 011: 6.62e-06 |Target 012: 3.79e-06 |Target 013: 7.55e-06 |Target 014: 1.04e-05 +Target 015: 3.86e-06 |Target 016: 1.42e-05 |Target 017: 6.16e-06 |Target 018: 2.93e-05 |Target 019: 1.38e-05 +Target 020: 2.68e-06 |Target 021: 8.65e-06 |Target 022: 9.17e-06 |Target 023: 1.31e-05 |Target 024: 2.47e-05 + +==================== +Epoch #710 | Time: 00d 03h 12m | LR: 2.00e-03 | Epoch time: 15.64 | Train loss: 1.91e-05 | Val loss: 1.21e-05 +Target 001 has maximum loss 4.86e-05; Target 022 has minimum loss 3.53e-06 +Target 000: 1.77e-05 |Target 001: 4.86e-05 |Target 002: 5.59e-06 |Target 003: 7.50e-06 |Target 004: 5.89e-06 +Target 005: 1.58e-05 |Target 006: 1.36e-05 |Target 007: 1.41e-05 |Target 008: 2.34e-05 |Target 009: 3.20e-05 +Target 010: 6.52e-06 |Target 011: 4.69e-06 |Target 012: 4.93e-06 |Target 013: 6.77e-06 |Target 014: 3.75e-06 +Target 015: 6.30e-06 |Target 016: 1.82e-05 |Target 017: 8.60e-06 |Target 018: 2.07e-05 |Target 019: 9.24e-06 +Target 020: 6.05e-06 |Target 021: 2.38e-05 |Target 022: 3.53e-06 |Target 023: 1.28e-05 |Target 024: 2.16e-05 + +==================== +Epoch #711 | Time: 00d 03h 13m | LR: 2.00e-03 | Epoch time: 15.51 | Train loss: 1.60e-05 | Val loss: 8.87e-06 +Target 006 has maximum loss 2.80e-05; Target 004 has minimum loss 1.40e-06 +Target 000: 2.02e-05 |Target 001: 7.86e-06 |Target 002: 2.37e-06 |Target 003: 5.43e-06 |Target 004: 1.40e-06 +Target 005: 1.15e-05 |Target 006: 2.80e-05 |Target 007: 1.82e-06 |Target 008: 6.98e-06 |Target 009: 2.64e-05 +Target 010: 2.45e-06 |Target 011: 2.38e-06 |Target 012: 3.09e-06 |Target 013: 6.48e-06 |Target 014: 3.22e-06 +Target 015: 2.70e-06 |Target 016: 9.36e-06 |Target 017: 7.85e-06 |Target 018: 1.24e-05 |Target 019: 8.35e-06 +Target 020: 3.22e-06 |Target 021: 2.15e-05 |Target 022: 2.91e-06 |Target 023: 8.68e-06 |Target 024: 1.81e-05 + +==================== +Epoch #712 | Time: 00d 03h 13m | LR: 2.00e-03 | Epoch time: 15.46 | Train loss: 1.99e-05 | Val loss: 9.79e-06 +Target 001 has maximum loss 4.17e-05; Target 020 has minimum loss 2.49e-06 +Target 000: 2.73e-05 |Target 001: 4.17e-05 |Target 002: 3.32e-06 |Target 003: 1.07e-05 |Target 004: 4.69e-06 +Target 005: 2.39e-05 |Target 006: 2.54e-05 |Target 007: 5.72e-06 |Target 008: 1.52e-05 |Target 009: 1.14e-05 +Target 010: 2.66e-06 |Target 011: 2.94e-06 |Target 012: 6.99e-06 |Target 013: 8.75e-06 |Target 014: 3.79e-06 +Target 015: 5.40e-06 |Target 016: 2.29e-05 |Target 017: 7.28e-06 |Target 018: 1.88e-05 |Target 019: 1.46e-05 +Target 020: 2.49e-06 |Target 021: 1.04e-05 |Target 022: 2.99e-06 |Target 023: 1.33e-05 |Target 024: 1.15e-05 + +==================== +Epoch #713 | Time: 00d 03h 13m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 1.93e-05 | Val loss: 8.67e-06 +Target 005 has maximum loss 1.13e-04; Target 004 has minimum loss 1.65e-06 +Target 000: 3.52e-05 |Target 001: 1.29e-05 |Target 002: 1.73e-06 |Target 003: 3.51e-06 |Target 004: 1.65e-06 +Target 005: 1.13e-04 |Target 006: 2.91e-05 |Target 007: 3.58e-06 |Target 008: 7.05e-06 |Target 009: 9.15e-06 +Target 010: 2.13e-06 |Target 011: 3.70e-06 |Target 012: 2.86e-06 |Target 013: 1.19e-05 |Target 014: 3.33e-06 +Target 015: 2.75e-06 |Target 016: 8.15e-06 |Target 017: 5.86e-06 |Target 018: 1.12e-05 |Target 019: 9.73e-06 +Target 020: 2.42e-06 |Target 021: 6.71e-06 |Target 022: 3.15e-06 |Target 023: 1.10e-05 |Target 024: 1.53e-05 + +==================== +Epoch #714 | Time: 00d 03h 13m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 1.59e-05 | Val loss: 5.48e-06 +Target 001 has maximum loss 4.85e-05; Target 010 has minimum loss 1.33e-06 +Target 000: 2.02e-05 |Target 001: 4.85e-05 |Target 002: 2.53e-06 |Target 003: 2.10e-06 |Target 004: 1.69e-06 +Target 005: 1.58e-05 |Target 006: 1.60e-05 |Target 007: 3.49e-06 |Target 008: 5.13e-06 |Target 009: 5.99e-06 +Target 010: 1.33e-06 |Target 011: 2.11e-06 |Target 012: 3.65e-06 |Target 013: 4.04e-06 |Target 014: 2.49e-06 +Target 015: 2.66e-06 |Target 016: 6.16e-06 |Target 017: 3.66e-06 |Target 018: 9.31e-06 |Target 019: 6.61e-06 +Target 020: 1.70e-06 |Target 021: 4.91e-06 |Target 022: 2.27e-06 |Target 023: 7.08e-06 |Target 024: 8.57e-06 + +==================== +Epoch #715 | Time: 00d 03h 14m | LR: 2.00e-03 | Epoch time: 15.45 | Train loss: 1.42e-05 | Val loss: 6.16e-06 +Target 001 has maximum loss 8.82e-05; Target 004 has minimum loss 1.35e-06 +Target 000: 2.16e-05 |Target 001: 8.82e-05 |Target 002: 1.51e-06 |Target 003: 1.97e-06 |Target 004: 1.35e-06 +Target 005: 8.94e-06 |Target 006: 4.89e-05 |Target 007: 3.16e-06 |Target 008: 6.46e-06 |Target 009: 5.16e-06 +Target 010: 2.48e-06 |Target 011: 3.06e-06 |Target 012: 2.09e-06 |Target 013: 4.96e-06 |Target 014: 2.67e-06 +Target 015: 3.24e-06 |Target 016: 9.60e-06 |Target 017: 4.58e-06 |Target 018: 9.22e-06 |Target 019: 6.82e-06 +Target 020: 1.60e-06 |Target 021: 6.41e-06 |Target 022: 2.21e-06 |Target 023: 9.19e-06 |Target 024: 8.21e-06 + +==================== +Epoch #716 | Time: 00d 03h 14m | LR: 2.00e-03 | Epoch time: 15.50 | Train loss: 1.41e-05 | Val loss: 8.04e-06 +Target 005 has maximum loss 6.73e-05; Target 002 has minimum loss 1.42e-06 +Target 000: 4.06e-05 |Target 001: 2.45e-05 |Target 002: 1.42e-06 |Target 003: 3.40e-06 |Target 004: 2.54e-06 +Target 005: 6.73e-05 |Target 006: 1.67e-05 |Target 007: 3.75e-06 |Target 008: 7.20e-06 |Target 009: 7.38e-06 +Target 010: 1.90e-06 |Target 011: 2.43e-06 |Target 012: 8.11e-06 |Target 013: 6.71e-06 |Target 014: 3.49e-06 +Target 015: 3.44e-06 |Target 016: 7.31e-06 |Target 017: 6.48e-06 |Target 018: 1.15e-05 |Target 019: 1.00e-05 +Target 020: 2.41e-06 |Target 021: 6.45e-06 |Target 022: 3.77e-06 |Target 023: 1.10e-05 |Target 024: 1.21e-05 + +==================== +Epoch #717 | Time: 00d 03h 14m | LR: 2.00e-03 | Epoch time: 15.55 | Train loss: 1.88e-05 | Val loss: 9.56e-06 +Target 001 has maximum loss 1.16e-04; Target 004 has minimum loss 1.70e-06 +Target 000: 3.59e-05 |Target 001: 1.16e-04 |Target 002: 2.11e-06 |Target 003: 8.45e-06 |Target 004: 1.70e-06 +Target 005: 7.62e-05 |Target 006: 5.25e-05 |Target 007: 2.84e-06 |Target 008: 1.26e-05 |Target 009: 7.78e-06 +Target 010: 2.39e-06 |Target 011: 2.57e-06 |Target 012: 5.41e-06 |Target 013: 6.56e-06 |Target 014: 3.96e-06 +Target 015: 3.83e-06 |Target 016: 1.29e-05 |Target 017: 6.55e-06 |Target 018: 1.45e-05 |Target 019: 9.63e-06 +Target 020: 2.40e-06 |Target 021: 8.59e-06 |Target 022: 2.69e-06 |Target 023: 1.25e-05 |Target 024: 1.44e-05 + +==================== +Epoch #718 | Time: 00d 03h 14m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 2.16e-05 | Val loss: 3.55e-05 +Target 001 has maximum loss 1.74e-04; Target 007 has minimum loss 4.35e-06 +Target 000: 6.33e-05 |Target 001: 1.74e-04 |Target 002: 2.49e-05 |Target 003: 4.17e-05 |Target 004: 1.18e-05 +Target 005: 2.61e-05 |Target 006: 8.36e-05 |Target 007: 4.35e-06 |Target 008: 6.82e-05 |Target 009: 6.52e-05 +Target 010: 2.49e-05 |Target 011: 8.03e-06 |Target 012: 1.55e-05 |Target 013: 1.09e-05 |Target 014: 8.99e-06 +Target 015: 2.97e-05 |Target 016: 1.02e-04 |Target 017: 8.67e-06 |Target 018: 5.09e-05 |Target 019: 3.74e-05 +Target 020: 1.17e-05 |Target 021: 4.22e-05 |Target 022: 8.42e-06 |Target 023: 6.31e-05 |Target 024: 6.16e-05 + +==================== +Epoch #719 | Time: 00d 03h 15m | LR: 2.00e-03 | Epoch time: 15.53 | Train loss: 2.04e-05 | Val loss: 7.55e-06 +Target 000 has maximum loss 4.21e-05; Target 002 has minimum loss 2.21e-06 +Target 000: 4.21e-05 |Target 001: 1.73e-05 |Target 002: 2.21e-06 |Target 003: 3.54e-06 |Target 004: 3.22e-06 +Target 005: 1.24e-05 |Target 006: 1.92e-05 |Target 007: 4.74e-06 |Target 008: 5.06e-06 |Target 009: 1.50e-05 +Target 010: 2.25e-06 |Target 011: 4.60e-06 |Target 012: 6.71e-06 |Target 013: 3.47e-06 |Target 014: 2.98e-06 +Target 015: 3.75e-06 |Target 016: 1.00e-05 |Target 017: 4.47e-06 |Target 018: 1.21e-05 |Target 019: 1.05e-05 +Target 020: 2.56e-06 |Target 021: 9.19e-06 |Target 022: 2.99e-06 |Target 023: 1.04e-05 |Target 024: 1.13e-05 + +==================== +Epoch #720 | Time: 00d 03h 15m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 1.49e-05 | Val loss: 1.30e-05 +Target 005 has maximum loss 9.55e-05; Target 004 has minimum loss 1.98e-06 +Target 000: 5.35e-05 |Target 001: 9.66e-06 |Target 002: 3.63e-06 |Target 003: 3.02e-06 |Target 004: 1.98e-06 +Target 005: 9.55e-05 |Target 006: 5.59e-05 |Target 007: 1.53e-05 |Target 008: 9.26e-06 |Target 009: 1.20e-05 +Target 010: 2.21e-06 |Target 011: 7.23e-06 |Target 012: 1.65e-05 |Target 013: 1.54e-05 |Target 014: 3.76e-06 +Target 015: 2.77e-06 |Target 016: 1.43e-05 |Target 017: 1.27e-05 |Target 018: 3.15e-05 |Target 019: 1.50e-05 +Target 020: 2.39e-06 |Target 021: 1.85e-05 |Target 022: 4.05e-06 |Target 023: 1.44e-05 |Target 024: 1.57e-05 + +==================== +Epoch #721 | Time: 00d 03h 15m | LR: 2.00e-03 | Epoch time: 15.44 | Train loss: 1.88e-05 | Val loss: 9.72e-06 +Target 000 has maximum loss 7.11e-05; Target 004 has minimum loss 1.94e-06 +Target 000: 7.11e-05 |Target 001: 1.90e-05 |Target 002: 2.35e-06 |Target 003: 1.27e-05 |Target 004: 1.94e-06 +Target 005: 4.60e-05 |Target 006: 5.64e-05 |Target 007: 3.17e-06 |Target 008: 5.47e-06 |Target 009: 8.02e-06 +Target 010: 5.39e-06 |Target 011: 2.56e-06 |Target 012: 7.76e-06 |Target 013: 8.49e-06 |Target 014: 3.23e-06 +Target 015: 4.05e-06 |Target 016: 5.11e-06 |Target 017: 1.28e-05 |Target 018: 2.64e-05 |Target 019: 8.60e-06 +Target 020: 2.66e-06 |Target 021: 7.37e-06 |Target 022: 2.83e-06 |Target 023: 9.73e-06 |Target 024: 1.45e-05 + +==================== +Epoch #722 | Time: 00d 03h 16m | LR: 2.00e-03 | Epoch time: 15.66 | Train loss: 1.44e-05 | Val loss: 8.42e-06 +Target 006 has maximum loss 6.49e-05; Target 007 has minimum loss 1.97e-06 +Target 000: 1.26e-05 |Target 001: 3.12e-05 |Target 002: 9.83e-06 |Target 003: 1.59e-05 |Target 004: 2.24e-06 +Target 005: 4.72e-05 |Target 006: 6.49e-05 |Target 007: 1.97e-06 |Target 008: 7.31e-06 |Target 009: 9.75e-06 +Target 010: 7.33e-06 |Target 011: 2.56e-06 |Target 012: 8.74e-06 |Target 013: 4.50e-06 |Target 014: 2.19e-06 +Target 015: 6.26e-06 |Target 016: 9.84e-06 |Target 017: 6.28e-06 |Target 018: 1.18e-05 |Target 019: 9.52e-06 +Target 020: 4.05e-06 |Target 021: 7.72e-06 |Target 022: 2.95e-06 |Target 023: 8.86e-06 |Target 024: 1.32e-05 + +==================== +Epoch #723 | Time: 00d 03h 16m | LR: 2.00e-03 | Epoch time: 15.45 | Train loss: 1.41e-05 | Val loss: 6.48e-06 +Target 001 has maximum loss 6.39e-05; Target 002 has minimum loss 1.62e-06 +Target 000: 1.02e-05 |Target 001: 6.39e-05 |Target 002: 1.62e-06 |Target 003: 1.85e-06 |Target 004: 1.66e-06 +Target 005: 4.84e-05 |Target 006: 1.44e-05 |Target 007: 1.88e-06 |Target 008: 6.77e-06 |Target 009: 6.02e-06 +Target 010: 2.05e-06 |Target 011: 2.10e-06 |Target 012: 2.55e-06 |Target 013: 9.09e-06 |Target 014: 2.34e-06 +Target 015: 3.50e-06 |Target 016: 1.06e-05 |Target 017: 6.79e-06 |Target 018: 8.75e-06 |Target 019: 6.84e-06 +Target 020: 1.81e-06 |Target 021: 5.05e-06 |Target 022: 2.26e-06 |Target 023: 7.69e-06 |Target 024: 1.05e-05 + +==================== +Epoch #724 | Time: 00d 03h 16m | LR: 2.00e-03 | Epoch time: 15.51 | Train loss: 1.25e-05 | Val loss: 6.47e-06 +Target 001 has maximum loss 4.67e-05; Target 002 has minimum loss 1.28e-06 +Target 000: 1.90e-05 |Target 001: 4.67e-05 |Target 002: 1.28e-06 |Target 003: 5.04e-06 |Target 004: 3.62e-06 +Target 005: 9.70e-06 |Target 006: 4.06e-05 |Target 007: 1.57e-06 |Target 008: 8.61e-06 |Target 009: 6.76e-06 +Target 010: 2.97e-06 |Target 011: 1.43e-06 |Target 012: 3.71e-06 |Target 013: 4.54e-06 |Target 014: 2.12e-06 +Target 015: 2.81e-06 |Target 016: 5.44e-06 |Target 017: 4.81e-06 |Target 018: 1.20e-05 |Target 019: 7.88e-06 +Target 020: 3.13e-06 |Target 021: 5.94e-06 |Target 022: 2.03e-06 |Target 023: 7.79e-06 |Target 024: 1.08e-05 + +==================== +Epoch #725 | Time: 00d 03h 16m | LR: 2.00e-03 | Epoch time: 15.51 | Train loss: 1.27e-05 | Val loss: 8.73e-06 +Target 005 has maximum loss 6.95e-05; Target 010 has minimum loss 2.46e-06 +Target 000: 1.55e-05 |Target 001: 1.92e-05 |Target 002: 2.99e-06 |Target 003: 3.59e-06 |Target 004: 2.51e-06 +Target 005: 6.95e-05 |Target 006: 2.25e-05 |Target 007: 2.87e-06 |Target 008: 9.07e-06 |Target 009: 1.75e-05 +Target 010: 2.46e-06 |Target 011: 3.57e-06 |Target 012: 3.16e-06 |Target 013: 4.61e-06 |Target 014: 6.19e-06 +Target 015: 4.53e-06 |Target 016: 8.36e-06 |Target 017: 5.07e-06 |Target 018: 1.04e-05 |Target 019: 1.29e-05 +Target 020: 2.87e-06 |Target 021: 1.22e-05 |Target 022: 5.26e-06 |Target 023: 1.21e-05 |Target 024: 1.22e-05 + +==================== +Epoch #726 | Time: 00d 03h 17m | LR: 2.00e-03 | Epoch time: 15.44 | Train loss: 1.70e-05 | Val loss: 1.18e-05 +Target 021 has maximum loss 4.05e-05; Target 002 has minimum loss 1.49e-06 +Target 000: 2.42e-05 |Target 001: 2.99e-05 |Target 002: 1.49e-06 |Target 003: 1.96e-06 |Target 004: 2.89e-06 +Target 005: 9.55e-06 |Target 006: 1.70e-05 |Target 007: 4.77e-06 |Target 008: 7.44e-06 |Target 009: 3.30e-05 +Target 010: 3.27e-06 |Target 011: 4.13e-06 |Target 012: 2.76e-06 |Target 013: 6.79e-06 |Target 014: 8.87e-06 +Target 015: 3.92e-06 |Target 016: 8.58e-06 |Target 017: 6.76e-06 |Target 018: 1.27e-05 |Target 019: 1.19e-05 +Target 020: 2.66e-06 |Target 021: 4.05e-05 |Target 022: 8.64e-06 |Target 023: 1.30e-05 |Target 024: 2.03e-05 + +==================== +Epoch #727 | Time: 00d 03h 17m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 2.25e-05 | Val loss: 3.45e-05 +Target 021 has maximum loss 1.33e-04; Target 012 has minimum loss 6.81e-06 +Target 000: 2.80e-05 |Target 001: 9.41e-05 |Target 002: 1.02e-05 |Target 003: 1.91e-05 |Target 004: 1.01e-05 +Target 005: 3.24e-05 |Target 006: 4.61e-05 |Target 007: 1.11e-05 |Target 008: 4.99e-05 |Target 009: 8.15e-05 +Target 010: 1.79e-05 |Target 011: 1.11e-05 |Target 012: 6.81e-06 |Target 013: 8.88e-06 |Target 014: 1.78e-05 +Target 015: 3.73e-05 |Target 016: 6.06e-05 |Target 017: 1.93e-05 |Target 018: 2.19e-05 |Target 019: 6.03e-05 +Target 020: 7.71e-06 |Target 021: 1.33e-04 |Target 022: 1.81e-05 |Target 023: 4.15e-05 |Target 024: 4.98e-05 + +==================== +Epoch #728 | Time: 00d 03h 17m | LR: 2.00e-03 | Epoch time: 15.41 | Train loss: 2.44e-05 | Val loss: 1.18e-05 +Target 001 has maximum loss 1.48e-04; Target 020 has minimum loss 2.85e-06 +Target 000: 5.25e-05 |Target 001: 1.48e-04 |Target 002: 4.42e-06 |Target 003: 7.38e-06 |Target 004: 6.10e-06 +Target 005: 8.42e-05 |Target 006: 5.34e-05 |Target 007: 4.48e-06 |Target 008: 1.32e-05 |Target 009: 1.45e-05 +Target 010: 3.49e-06 |Target 011: 3.00e-06 |Target 012: 7.43e-06 |Target 013: 6.11e-06 |Target 014: 2.89e-06 +Target 015: 6.83e-06 |Target 016: 3.18e-05 |Target 017: 9.65e-06 |Target 018: 1.23e-05 |Target 019: 1.25e-05 +Target 020: 2.85e-06 |Target 021: 2.36e-05 |Target 022: 3.04e-06 |Target 023: 1.01e-05 |Target 024: 1.77e-05 + +==================== +Epoch #729 | Time: 00d 03h 17m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 2.27e-05 | Val loss: 1.71e-05 +Target 001 has maximum loss 8.30e-05; Target 003 has minimum loss 3.11e-06 +Target 000: 6.15e-05 |Target 001: 8.30e-05 |Target 002: 3.82e-06 |Target 003: 3.11e-06 |Target 004: 3.98e-06 +Target 005: 4.22e-05 |Target 006: 4.97e-05 |Target 007: 5.92e-06 |Target 008: 2.98e-05 |Target 009: 2.21e-05 +Target 010: 4.47e-06 |Target 011: 1.08e-05 |Target 012: 6.90e-06 |Target 013: 7.72e-06 |Target 014: 1.07e-05 +Target 015: 7.31e-06 |Target 016: 2.03e-05 |Target 017: 2.58e-05 |Target 018: 3.40e-05 |Target 019: 1.80e-05 +Target 020: 3.35e-06 |Target 021: 4.90e-05 |Target 022: 7.06e-06 |Target 023: 1.27e-05 |Target 024: 2.44e-05 + +==================== +Epoch #730 | Time: 00d 03h 18m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 2.13e-05 | Val loss: 1.40e-05 +Target 001 has maximum loss 1.15e-04; Target 020 has minimum loss 1.87e-06 +Target 000: 5.48e-05 |Target 001: 1.15e-04 |Target 002: 4.99e-06 |Target 003: 8.73e-06 |Target 004: 4.40e-06 +Target 005: 5.53e-05 |Target 006: 3.04e-05 |Target 007: 4.25e-06 |Target 008: 1.02e-05 |Target 009: 1.33e-05 +Target 010: 3.14e-06 |Target 011: 5.68e-06 |Target 012: 8.93e-06 |Target 013: 1.28e-05 |Target 014: 5.49e-06 +Target 015: 6.32e-06 |Target 016: 1.83e-05 |Target 017: 1.16e-05 |Target 018: 1.95e-05 |Target 019: 1.24e-05 +Target 020: 1.87e-06 |Target 021: 1.14e-05 |Target 022: 3.97e-06 |Target 023: 2.41e-05 |Target 024: 2.44e-05 + +==================== +Epoch #731 | Time: 00d 03h 18m | LR: 2.00e-03 | Epoch time: 15.70 | Train loss: 1.79e-05 | Val loss: 1.11e-05 +Target 006 has maximum loss 7.89e-05; Target 004 has minimum loss 3.27e-06 +Target 000: 7.07e-05 |Target 001: 5.42e-05 |Target 002: 4.23e-06 |Target 003: 7.10e-06 |Target 004: 3.27e-06 +Target 005: 1.92e-05 |Target 006: 7.89e-05 |Target 007: 8.16e-06 |Target 008: 1.20e-05 |Target 009: 2.98e-05 +Target 010: 5.47e-06 |Target 011: 7.46e-06 |Target 012: 5.12e-06 |Target 013: 6.07e-06 |Target 014: 7.53e-06 +Target 015: 3.85e-06 |Target 016: 7.70e-06 |Target 017: 4.18e-06 |Target 018: 1.28e-05 |Target 019: 1.14e-05 +Target 020: 5.16e-06 |Target 021: 2.01e-05 |Target 022: 4.51e-06 |Target 023: 1.29e-05 |Target 024: 1.57e-05 + +==================== +Epoch #732 | Time: 00d 03h 18m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 2.06e-05 | Val loss: 8.90e-06 +Target 005 has maximum loss 3.89e-05; Target 010 has minimum loss 1.73e-06 +Target 000: 1.38e-05 |Target 001: 1.08e-05 |Target 002: 2.44e-06 |Target 003: 3.77e-06 |Target 004: 2.24e-06 +Target 005: 3.89e-05 |Target 006: 2.88e-05 |Target 007: 5.64e-06 |Target 008: 1.36e-05 |Target 009: 1.87e-05 +Target 010: 1.73e-06 |Target 011: 5.19e-06 |Target 012: 7.69e-06 |Target 013: 7.86e-06 |Target 014: 2.97e-06 +Target 015: 4.49e-06 |Target 016: 1.79e-05 |Target 017: 6.38e-06 |Target 018: 2.16e-05 |Target 019: 7.38e-06 +Target 020: 2.15e-06 |Target 021: 2.01e-05 |Target 022: 3.27e-06 |Target 023: 7.31e-06 |Target 024: 1.30e-05 + +==================== +Epoch #733 | Time: 00d 03h 18m | LR: 2.00e-03 | Epoch time: 15.44 | Train loss: 1.36e-05 | Val loss: 5.20e-06 +Target 000 has maximum loss 2.28e-05; Target 002 has minimum loss 1.27e-06 +Target 000: 2.28e-05 |Target 001: 4.20e-06 |Target 002: 1.27e-06 |Target 003: 1.85e-06 |Target 004: 1.71e-06 +Target 005: 1.07e-05 |Target 006: 1.89e-05 |Target 007: 1.87e-06 |Target 008: 3.98e-06 |Target 009: 5.07e-06 +Target 010: 1.39e-06 |Target 011: 1.60e-06 |Target 012: 2.57e-06 |Target 013: 3.68e-06 |Target 014: 2.16e-06 +Target 015: 2.15e-06 |Target 016: 4.09e-06 |Target 017: 6.17e-06 |Target 018: 1.16e-05 |Target 019: 6.39e-06 +Target 020: 1.70e-06 |Target 021: 4.32e-06 |Target 022: 1.93e-06 |Target 023: 7.01e-06 |Target 024: 9.05e-06 + +==================== +Epoch #734 | Time: 00d 03h 19m | LR: 2.00e-03 | Epoch time: 15.47 | Train loss: 1.48e-05 | Val loss: 9.13e-06 +Target 001 has maximum loss 5.58e-05; Target 004 has minimum loss 1.81e-06 +Target 000: 1.88e-05 |Target 001: 5.58e-05 |Target 002: 2.80e-06 |Target 003: 3.75e-06 |Target 004: 1.81e-06 +Target 005: 1.37e-05 |Target 006: 3.40e-05 |Target 007: 3.45e-06 |Target 008: 1.19e-05 |Target 009: 7.78e-06 +Target 010: 4.10e-06 |Target 011: 2.31e-06 |Target 012: 1.47e-05 |Target 013: 4.76e-06 |Target 014: 3.59e-06 +Target 015: 3.51e-06 |Target 016: 1.74e-05 |Target 017: 6.25e-06 |Target 018: 1.33e-05 |Target 019: 1.15e-05 +Target 020: 2.00e-06 |Target 021: 7.35e-06 |Target 022: 3.29e-06 |Target 023: 1.12e-05 |Target 024: 1.53e-05 + +==================== +Epoch #735 | Time: 00d 03h 19m | LR: 2.00e-03 | Epoch time: 15.43 | Train loss: 1.53e-05 | Val loss: 8.01e-06 +Target 000 has maximum loss 2.98e-05; Target 002 has minimum loss 1.33e-06 +Target 000: 2.98e-05 |Target 001: 8.60e-06 |Target 002: 1.33e-06 |Target 003: 3.37e-06 |Target 004: 6.22e-06 +Target 005: 2.66e-05 |Target 006: 1.33e-05 |Target 007: 1.48e-06 |Target 008: 5.37e-06 |Target 009: 1.23e-05 +Target 010: 1.81e-06 |Target 011: 2.38e-06 |Target 012: 1.09e-05 |Target 013: 8.53e-06 |Target 014: 2.45e-06 +Target 015: 2.84e-06 |Target 016: 5.78e-06 |Target 017: 4.76e-06 |Target 018: 1.49e-05 |Target 019: 9.59e-06 +Target 020: 1.96e-06 |Target 021: 8.21e-06 |Target 022: 2.57e-06 |Target 023: 1.12e-05 |Target 024: 1.28e-05 + +==================== +Epoch #736 | Time: 00d 03h 19m | LR: 2.00e-03 | Epoch time: 15.55 | Train loss: 1.52e-05 | Val loss: 8.11e-06 +Target 001 has maximum loss 1.02e-04; Target 011 has minimum loss 1.77e-06 +Target 000: 2.29e-05 |Target 001: 1.02e-04 |Target 002: 2.41e-06 |Target 003: 3.04e-06 |Target 004: 2.13e-06 +Target 005: 3.30e-05 |Target 006: 3.69e-05 |Target 007: 2.53e-06 |Target 008: 6.82e-06 |Target 009: 6.99e-06 +Target 010: 1.93e-06 |Target 011: 1.77e-06 |Target 012: 5.06e-06 |Target 013: 5.10e-06 |Target 014: 2.66e-06 +Target 015: 2.45e-06 |Target 016: 4.73e-06 |Target 017: 5.66e-06 |Target 018: 1.27e-05 |Target 019: 8.08e-06 +Target 020: 2.65e-06 |Target 021: 6.11e-06 |Target 022: 2.77e-06 |Target 023: 7.83e-06 |Target 024: 1.73e-05 + +==================== +Epoch #737 | Time: 00d 03h 19m | LR: 2.00e-03 | Epoch time: 15.43 | Train loss: 1.39e-05 | Val loss: 1.20e-05 +Target 001 has maximum loss 5.84e-05; Target 004 has minimum loss 2.34e-06 +Target 000: 2.61e-05 |Target 001: 5.84e-05 |Target 002: 3.81e-06 |Target 003: 5.46e-06 |Target 004: 2.34e-06 +Target 005: 7.06e-06 |Target 006: 2.20e-05 |Target 007: 6.15e-06 |Target 008: 2.14e-05 |Target 009: 3.47e-05 +Target 010: 9.15e-06 |Target 011: 3.12e-06 |Target 012: 3.63e-06 |Target 013: 5.33e-06 |Target 014: 5.97e-06 +Target 015: 4.44e-06 |Target 016: 1.54e-05 |Target 017: 6.49e-06 |Target 018: 1.95e-05 |Target 019: 1.54e-05 +Target 020: 3.76e-06 |Target 021: 3.03e-05 |Target 022: 6.07e-06 |Target 023: 1.30e-05 |Target 024: 1.72e-05 + +==================== +Epoch #738 | Time: 00d 03h 20m | LR: 2.00e-03 | Epoch time: 15.52 | Train loss: 1.90e-05 | Val loss: 1.28e-05 +Target 001 has maximum loss 3.30e-05; Target 015 has minimum loss 4.16e-06 +Target 000: 1.05e-05 |Target 001: 3.30e-05 |Target 002: 5.28e-06 |Target 003: 8.98e-06 |Target 004: 9.63e-06 +Target 005: 1.43e-05 |Target 006: 1.36e-05 |Target 007: 5.51e-06 |Target 008: 7.87e-06 |Target 009: 2.75e-05 +Target 010: 4.89e-06 |Target 011: 4.67e-06 |Target 012: 6.63e-06 |Target 013: 7.01e-06 |Target 014: 4.44e-06 +Target 015: 4.16e-06 |Target 016: 9.81e-06 |Target 017: 8.22e-06 |Target 018: 3.22e-05 |Target 019: 1.25e-05 +Target 020: 5.26e-06 |Target 021: 2.72e-05 |Target 022: 4.30e-06 |Target 023: 1.43e-05 |Target 024: 2.26e-05 + +==================== +Epoch #739 | Time: 00d 03h 20m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 1.49e-05 | Val loss: 1.29e-05 +Target 000 has maximum loss 1.50e-04; Target 010 has minimum loss 1.46e-06 +Target 000: 1.50e-04 |Target 001: 1.14e-05 |Target 002: 2.47e-06 |Target 003: 4.53e-06 |Target 004: 7.12e-06 +Target 005: 3.48e-05 |Target 006: 7.39e-05 |Target 007: 2.38e-06 |Target 008: 8.21e-06 |Target 009: 1.86e-05 +Target 010: 1.46e-06 |Target 011: 2.52e-06 |Target 012: 1.98e-05 |Target 013: 4.90e-06 |Target 014: 4.52e-06 +Target 015: 5.88e-06 |Target 016: 1.18e-05 |Target 017: 1.97e-05 |Target 018: 1.26e-05 |Target 019: 1.23e-05 +Target 020: 3.63e-06 |Target 021: 1.38e-05 |Target 022: 4.16e-06 |Target 023: 1.27e-05 |Target 024: 2.27e-05 + +==================== +Epoch #740 | Time: 00d 03h 20m | LR: 2.00e-03 | Epoch time: 15.43 | Train loss: 1.38e-05 | Val loss: 9.93e-06 +Target 001 has maximum loss 8.15e-05; Target 020 has minimum loss 2.07e-06 +Target 000: 3.31e-05 |Target 001: 8.15e-05 |Target 002: 2.76e-06 |Target 003: 7.58e-06 |Target 004: 2.77e-06 +Target 005: 7.00e-05 |Target 006: 5.63e-05 |Target 007: 4.19e-06 |Target 008: 6.16e-06 |Target 009: 1.32e-05 +Target 010: 4.63e-06 |Target 011: 2.33e-06 |Target 012: 7.09e-06 |Target 013: 7.88e-06 |Target 014: 4.89e-06 +Target 015: 6.97e-06 |Target 016: 1.29e-05 |Target 017: 6.35e-06 |Target 018: 1.26e-05 |Target 019: 9.03e-06 +Target 020: 2.07e-06 |Target 021: 7.13e-06 |Target 022: 3.79e-06 |Target 023: 8.51e-06 |Target 024: 1.88e-05 + +==================== +Epoch #741 | Time: 00d 03h 21m | LR: 2.00e-03 | Epoch time: 15.34 | Train loss: 2.43e-05 | Val loss: 1.60e-05 +Target 000 has maximum loss 1.12e-04; Target 002 has minimum loss 3.90e-06 +Target 000: 1.12e-04 |Target 001: 7.17e-05 |Target 002: 3.90e-06 |Target 003: 9.72e-06 |Target 004: 5.53e-06 +Target 005: 6.81e-05 |Target 006: 3.21e-05 |Target 007: 4.21e-06 |Target 008: 1.84e-05 |Target 009: 2.37e-05 +Target 010: 6.48e-06 |Target 011: 5.10e-06 |Target 012: 5.20e-06 |Target 013: 1.04e-05 |Target 014: 5.78e-06 +Target 015: 9.70e-06 |Target 016: 1.39e-05 |Target 017: 1.18e-05 |Target 018: 2.67e-05 |Target 019: 1.78e-05 +Target 020: 5.30e-06 |Target 021: 2.05e-05 |Target 022: 4.62e-06 |Target 023: 2.51e-05 |Target 024: 2.61e-05 + +==================== +Epoch #742 | Time: 00d 03h 21m | LR: 2.00e-03 | Epoch time: 15.42 | Train loss: 2.83e-05 | Val loss: 1.66e-05 +Target 006 has maximum loss 3.77e-05; Target 020 has minimum loss 4.47e-06 +Target 000: 3.09e-05 |Target 001: 2.29e-05 |Target 002: 1.27e-05 |Target 003: 2.17e-05 |Target 004: 5.46e-06 +Target 005: 1.95e-05 |Target 006: 3.77e-05 |Target 007: 9.14e-06 |Target 008: 3.51e-05 |Target 009: 1.68e-05 +Target 010: 1.85e-05 |Target 011: 7.90e-06 |Target 012: 6.24e-06 |Target 013: 1.24e-05 |Target 014: 1.02e-05 +Target 015: 1.15e-05 |Target 016: 2.35e-05 |Target 017: 9.41e-06 |Target 018: 2.66e-05 |Target 019: 2.26e-05 +Target 020: 4.47e-06 |Target 021: 2.23e-05 |Target 022: 8.54e-06 |Target 023: 2.20e-05 |Target 024: 2.34e-05 + +==================== +Epoch #743 | Time: 00d 03h 21m | LR: 2.00e-03 | Epoch time: 15.55 | Train loss: 3.44e-05 | Val loss: 1.47e-05 +Target 000 has maximum loss 2.24e-04; Target 002 has minimum loss 2.97e-06 +Target 000: 2.24e-04 |Target 001: 2.20e-04 |Target 002: 2.97e-06 |Target 003: 1.79e-05 |Target 004: 4.78e-06 +Target 005: 1.07e-04 |Target 006: 3.58e-05 |Target 007: 4.13e-06 |Target 008: 2.46e-05 |Target 009: 1.90e-05 +Target 010: 1.50e-05 |Target 011: 3.36e-06 |Target 012: 9.42e-06 |Target 013: 9.69e-06 |Target 014: 3.37e-06 +Target 015: 7.39e-06 |Target 016: 1.65e-05 |Target 017: 6.63e-06 |Target 018: 1.91e-05 |Target 019: 1.08e-05 +Target 020: 9.87e-06 |Target 021: 1.60e-05 |Target 022: 4.76e-06 |Target 023: 1.09e-05 |Target 024: 2.10e-05 + +==================== +Epoch #744 | Time: 00d 03h 21m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 2.02e-05 | Val loss: 1.06e-05 +Target 005 has maximum loss 3.36e-05; Target 004 has minimum loss 2.02e-06 +Target 000: 1.77e-05 |Target 001: 8.50e-06 |Target 002: 2.10e-06 |Target 003: 8.00e-06 |Target 004: 2.02e-06 +Target 005: 3.36e-05 |Target 006: 2.96e-05 |Target 007: 2.95e-06 |Target 008: 1.53e-05 |Target 009: 9.93e-06 +Target 010: 4.54e-06 |Target 011: 2.30e-06 |Target 012: 1.38e-05 |Target 013: 9.18e-06 |Target 014: 3.94e-06 +Target 015: 5.78e-06 |Target 016: 5.96e-06 |Target 017: 4.12e-06 |Target 018: 2.55e-05 |Target 019: 1.22e-05 +Target 020: 3.82e-06 |Target 021: 1.02e-05 |Target 022: 3.54e-06 |Target 023: 1.38e-05 |Target 024: 1.82e-05 + +==================== +Epoch #745 | Time: 00d 03h 22m | LR: 2.00e-03 | Epoch time: 15.53 | Train loss: 1.72e-05 | Val loss: 1.54e-05 +Target 000 has maximum loss 7.21e-05; Target 020 has minimum loss 2.57e-06 +Target 000: 7.21e-05 |Target 001: 8.45e-06 |Target 002: 4.73e-06 |Target 003: 1.09e-05 |Target 004: 6.67e-06 +Target 005: 3.30e-05 |Target 006: 3.17e-05 |Target 007: 3.86e-06 |Target 008: 1.50e-05 |Target 009: 1.76e-05 +Target 010: 3.51e-06 |Target 011: 3.17e-06 |Target 012: 4.14e-06 |Target 013: 1.57e-05 |Target 014: 5.04e-06 +Target 015: 9.13e-06 |Target 016: 3.49e-05 |Target 017: 1.07e-05 |Target 018: 2.25e-05 |Target 019: 1.61e-05 +Target 020: 2.57e-06 |Target 021: 1.97e-05 |Target 022: 3.96e-06 |Target 023: 2.94e-05 |Target 024: 2.73e-05 + +==================== +Epoch #746 | Time: 00d 03h 22m | LR: 2.00e-03 | Epoch time: 15.61 | Train loss: 2.25e-05 | Val loss: 1.80e-05 +Target 006 has maximum loss 6.88e-05; Target 010 has minimum loss 4.97e-06 +Target 000: 1.47e-05 |Target 001: 3.66e-05 |Target 002: 8.22e-06 |Target 003: 1.71e-05 |Target 004: 5.40e-06 +Target 005: 1.34e-05 |Target 006: 6.88e-05 |Target 007: 6.36e-06 |Target 008: 3.24e-05 |Target 009: 3.19e-05 +Target 010: 4.97e-06 |Target 011: 5.22e-06 |Target 012: 6.46e-06 |Target 013: 2.26e-05 |Target 014: 9.77e-06 +Target 015: 1.34e-05 |Target 016: 2.79e-05 |Target 017: 1.34e-05 |Target 018: 2.46e-05 |Target 019: 2.57e-05 +Target 020: 7.39e-06 |Target 021: 3.79e-05 |Target 022: 5.69e-06 |Target 023: 2.81e-05 |Target 024: 2.00e-05 + +==================== +Epoch #747 | Time: 00d 03h 22m | LR: 2.00e-03 | Epoch time: 15.39 | Train loss: 2.29e-05 | Val loss: 1.32e-05 +Target 001 has maximum loss 1.15e-04; Target 002 has minimum loss 2.80e-06 +Target 000: 1.50e-05 |Target 001: 1.15e-04 |Target 002: 2.80e-06 |Target 003: 8.24e-06 |Target 004: 2.80e-06 +Target 005: 1.21e-05 |Target 006: 4.86e-05 |Target 007: 7.03e-06 |Target 008: 1.97e-05 |Target 009: 1.63e-05 +Target 010: 3.79e-06 |Target 011: 4.97e-06 |Target 012: 3.67e-06 |Target 013: 9.57e-06 |Target 014: 4.52e-06 +Target 015: 6.05e-06 |Target 016: 2.21e-05 |Target 017: 1.44e-05 |Target 018: 2.70e-05 |Target 019: 1.27e-05 +Target 020: 3.61e-06 |Target 021: 2.38e-05 |Target 022: 3.86e-06 |Target 023: 1.48e-05 |Target 024: 2.20e-05 + +==================== +Epoch #748 | Time: 00d 03h 22m | LR: 2.00e-03 | Epoch time: 15.30 | Train loss: 2.20e-05 | Val loss: 1.20e-05 +Target 006 has maximum loss 5.47e-05; Target 012 has minimum loss 3.04e-06 +Target 000: 1.37e-05 |Target 001: 1.49e-05 |Target 002: 8.69e-06 |Target 003: 1.98e-05 |Target 004: 3.76e-06 +Target 005: 1.84e-05 |Target 006: 5.47e-05 |Target 007: 6.25e-06 |Target 008: 8.89e-06 |Target 009: 1.69e-05 +Target 010: 5.48e-06 |Target 011: 3.92e-06 |Target 012: 3.04e-06 |Target 013: 8.56e-06 |Target 014: 4.98e-06 +Target 015: 8.18e-06 |Target 016: 1.48e-05 |Target 017: 1.13e-05 |Target 018: 2.23e-05 |Target 019: 1.65e-05 +Target 020: 3.52e-06 |Target 021: 1.28e-05 |Target 022: 5.13e-06 |Target 023: 1.37e-05 |Target 024: 1.99e-05 + +==================== +Epoch #749 | Time: 00d 03h 23m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 1.64e-05 | Val loss: 1.14e-05 +Target 000 has maximum loss 3.67e-05; Target 011 has minimum loss 2.64e-06 +Target 000: 3.67e-05 |Target 001: 2.05e-05 |Target 002: 5.05e-06 |Target 003: 3.64e-06 |Target 004: 5.11e-06 +Target 005: 3.23e-05 |Target 006: 1.78e-05 |Target 007: 5.73e-06 |Target 008: 1.35e-05 |Target 009: 3.23e-05 +Target 010: 5.43e-06 |Target 011: 2.64e-06 |Target 012: 4.83e-06 |Target 013: 8.05e-06 |Target 014: 6.25e-06 +Target 015: 4.19e-06 |Target 016: 1.57e-05 |Target 017: 8.08e-06 |Target 018: 1.57e-05 |Target 019: 1.07e-05 +Target 020: 4.10e-06 |Target 021: 2.06e-05 |Target 022: 5.43e-06 |Target 023: 1.85e-05 |Target 024: 1.58e-05 + +==================== +Epoch #750 | Time: 00d 03h 23m | LR: 2.00e-03 | Epoch time: 15.45 | Train loss: 1.87e-05 | Val loss: 1.88e-05 +Target 006 has maximum loss 6.23e-05; Target 003 has minimum loss 4.31e-06 +Target 000: 9.76e-06 |Target 001: 5.60e-05 |Target 002: 6.79e-06 |Target 003: 4.31e-06 |Target 004: 6.50e-06 +Target 005: 5.51e-05 |Target 006: 6.23e-05 |Target 007: 6.44e-06 |Target 008: 8.94e-06 |Target 009: 4.75e-05 +Target 010: 8.03e-06 |Target 011: 9.71e-06 |Target 012: 6.23e-06 |Target 013: 1.49e-05 |Target 014: 6.49e-06 +Target 015: 5.66e-06 |Target 016: 7.46e-06 |Target 017: 7.94e-06 |Target 018: 2.37e-05 |Target 019: 1.63e-05 +Target 020: 7.66e-06 |Target 021: 2.87e-05 |Target 022: 6.50e-06 |Target 023: 1.75e-05 |Target 024: 4.76e-05 + +==================== +Epoch #751 | Time: 00d 03h 23m | LR: 2.00e-03 | Epoch time: 15.55 | Train loss: 1.57e-05 | Val loss: 1.14e-05 +Target 001 has maximum loss 5.87e-05; Target 004 has minimum loss 2.52e-06 +Target 000: 4.11e-05 |Target 001: 5.87e-05 |Target 002: 3.05e-06 |Target 003: 2.75e-06 |Target 004: 2.52e-06 +Target 005: 9.21e-06 |Target 006: 2.82e-05 |Target 007: 4.48e-06 |Target 008: 1.20e-05 |Target 009: 2.86e-05 +Target 010: 3.48e-06 |Target 011: 4.14e-06 |Target 012: 7.97e-06 |Target 013: 4.93e-06 |Target 014: 3.65e-06 +Target 015: 2.85e-06 |Target 016: 1.23e-05 |Target 017: 8.98e-06 |Target 018: 1.62e-05 |Target 019: 1.32e-05 +Target 020: 5.23e-06 |Target 021: 2.51e-05 |Target 022: 4.05e-06 |Target 023: 1.54e-05 |Target 024: 1.84e-05 + +==================== +Epoch #752 | Time: 00d 03h 23m | LR: 2.00e-03 | Epoch time: 15.64 | Train loss: 1.58e-05 | Val loss: 1.60e-05 +Target 009 has maximum loss 4.84e-05; Target 010 has minimum loss 1.79e-06 +Target 000: 1.83e-05 |Target 001: 2.05e-05 |Target 002: 2.23e-06 |Target 003: 9.14e-06 |Target 004: 2.62e-06 +Target 005: 2.55e-05 |Target 006: 2.19e-05 |Target 007: 3.42e-06 |Target 008: 7.29e-06 |Target 009: 4.84e-05 +Target 010: 1.79e-06 |Target 011: 4.10e-06 |Target 012: 1.68e-05 |Target 013: 8.87e-06 |Target 014: 6.88e-06 +Target 015: 3.74e-06 |Target 016: 6.21e-06 |Target 017: 1.34e-05 |Target 018: 2.10e-05 |Target 019: 1.57e-05 +Target 020: 3.54e-06 |Target 021: 3.79e-05 |Target 022: 7.95e-06 |Target 023: 1.87e-05 |Target 024: 3.05e-05 + +==================== +Epoch #753 | Time: 00d 03h 24m | LR: 2.00e-03 | Epoch time: 15.35 | Train loss: 2.13e-05 | Val loss: 1.69e-05 +Target 001 has maximum loss 1.54e-04; Target 004 has minimum loss 1.79e-06 +Target 000: 1.31e-04 |Target 001: 1.54e-04 |Target 002: 3.28e-06 |Target 003: 4.68e-06 |Target 004: 1.79e-06 +Target 005: 2.69e-05 |Target 006: 4.79e-05 |Target 007: 8.62e-06 |Target 008: 1.54e-05 |Target 009: 4.06e-05 +Target 010: 5.03e-06 |Target 011: 4.58e-06 |Target 012: 8.55e-06 |Target 013: 4.31e-06 |Target 014: 5.08e-06 +Target 015: 3.82e-06 |Target 016: 1.06e-05 |Target 017: 9.85e-06 |Target 018: 3.40e-05 |Target 019: 1.41e-05 +Target 020: 2.69e-06 |Target 021: 3.12e-05 |Target 022: 3.67e-06 |Target 023: 1.23e-05 |Target 024: 3.62e-05 + +==================== +Epoch #754 | Time: 00d 03h 24m | LR: 2.00e-03 | Epoch time: 15.45 | Train loss: 2.01e-05 | Val loss: 9.77e-06 +Target 006 has maximum loss 3.35e-05; Target 010 has minimum loss 1.67e-06 +Target 000: 1.98e-05 |Target 001: 2.48e-05 |Target 002: 3.07e-06 |Target 003: 6.29e-06 |Target 004: 2.50e-06 +Target 005: 3.22e-05 |Target 006: 3.35e-05 |Target 007: 2.41e-06 |Target 008: 9.21e-06 |Target 009: 2.84e-05 +Target 010: 1.67e-06 |Target 011: 2.08e-06 |Target 012: 1.51e-05 |Target 013: 4.24e-06 |Target 014: 3.68e-06 +Target 015: 2.97e-06 |Target 016: 7.84e-06 |Target 017: 4.55e-06 |Target 018: 2.09e-05 |Target 019: 9.79e-06 +Target 020: 2.04e-06 |Target 021: 2.03e-05 |Target 022: 2.37e-06 |Target 023: 1.22e-05 |Target 024: 1.37e-05 + +==================== +Epoch #755 | Time: 00d 03h 24m | LR: 2.00e-03 | Epoch time: 15.37 | Train loss: 1.88e-05 | Val loss: 8.01e-06 +Target 001 has maximum loss 1.25e-04; Target 011 has minimum loss 1.71e-06 +Target 000: 4.10e-05 |Target 001: 1.25e-04 |Target 002: 4.31e-06 |Target 003: 7.21e-06 |Target 004: 2.11e-06 +Target 005: 2.17e-05 |Target 006: 2.53e-05 |Target 007: 3.48e-06 |Target 008: 7.62e-06 |Target 009: 1.12e-05 +Target 010: 1.77e-06 |Target 011: 1.71e-06 |Target 012: 4.41e-06 |Target 013: 5.89e-06 |Target 014: 3.06e-06 +Target 015: 2.74e-06 |Target 016: 7.62e-06 |Target 017: 4.62e-06 |Target 018: 1.05e-05 |Target 019: 9.24e-06 +Target 020: 3.91e-06 |Target 021: 9.07e-06 |Target 022: 2.69e-06 |Target 023: 9.85e-06 |Target 024: 1.19e-05 + +==================== +Epoch #756 | Time: 00d 03h 24m | LR: 2.00e-03 | Epoch time: 15.38 | Train loss: 1.87e-05 | Val loss: 1.82e-05 +Target 001 has maximum loss 3.45e-04; Target 020 has minimum loss 2.79e-06 +Target 000: 3.99e-05 |Target 001: 3.45e-04 |Target 002: 3.00e-06 |Target 003: 9.81e-06 |Target 004: 5.71e-06 +Target 005: 2.02e-05 |Target 006: 1.23e-04 |Target 007: 4.32e-06 |Target 008: 2.79e-05 |Target 009: 1.83e-05 +Target 010: 2.89e-06 |Target 011: 3.95e-06 |Target 012: 1.71e-05 |Target 013: 8.54e-06 |Target 014: 5.49e-06 +Target 015: 8.25e-06 |Target 016: 4.86e-05 |Target 017: 5.29e-06 |Target 018: 3.83e-05 |Target 019: 2.46e-05 +Target 020: 2.79e-06 |Target 021: 1.47e-05 |Target 022: 4.44e-06 |Target 023: 2.66e-05 |Target 024: 1.92e-05 + +==================== +Epoch #757 | Time: 00d 03h 25m | LR: 2.00e-03 | Epoch time: 15.60 | Train loss: 3.64e-05 | Val loss: 4.60e-05 +Target 018 has maximum loss 9.41e-05; Target 002 has minimum loss 1.75e-05 +Target 000: 5.35e-05 |Target 001: 3.68e-05 |Target 002: 1.75e-05 |Target 003: 2.24e-05 |Target 004: 3.00e-05 +Target 005: 8.49e-05 |Target 006: 4.79e-05 |Target 007: 3.84e-05 |Target 008: 6.17e-05 |Target 009: 5.53e-05 +Target 010: 1.88e-05 |Target 011: 2.47e-05 |Target 012: 3.07e-05 |Target 013: 3.94e-05 |Target 014: 2.30e-05 +Target 015: 2.43e-05 |Target 016: 6.63e-05 |Target 017: 3.20e-05 |Target 018: 9.41e-05 |Target 019: 6.07e-05 +Target 020: 1.99e-05 |Target 021: 5.39e-05 |Target 022: 2.22e-05 |Target 023: 5.83e-05 |Target 024: 6.79e-05 + +==================== +Epoch #758 | Time: 00d 03h 25m | LR: 2.00e-03 | Epoch time: 15.47 | Train loss: 6.59e-05 | Val loss: 4.51e-05 +Target 024 has maximum loss 1.07e-04; Target 015 has minimum loss 8.85e-06 +Target 000: 4.35e-05 |Target 001: 6.72e-05 |Target 002: 1.18e-05 |Target 003: 2.97e-05 |Target 004: 1.92e-05 +Target 005: 2.38e-05 |Target 006: 8.75e-05 |Target 007: 2.73e-05 |Target 008: 3.90e-05 |Target 009: 4.20e-05 +Target 010: 3.00e-05 |Target 011: 2.02e-05 |Target 012: 1.74e-05 |Target 013: 1.68e-05 |Target 014: 2.42e-05 +Target 015: 8.85e-06 |Target 016: 4.39e-05 |Target 017: 2.97e-05 |Target 018: 4.15e-05 |Target 019: 6.32e-05 +Target 020: 1.41e-05 |Target 021: 3.48e-05 |Target 022: 2.69e-05 |Target 023: 5.96e-05 |Target 024: 1.07e-04 + +==================== +Epoch #759 | Time: 00d 03h 25m | LR: 2.00e-03 | Epoch time: 15.49 | Train loss: 5.71e-05 | Val loss: 2.26e-05 +Target 000 has maximum loss 2.63e-04; Target 020 has minimum loss 3.32e-06 +Target 000: 2.63e-04 |Target 001: 6.58e-05 |Target 002: 7.21e-06 |Target 003: 4.00e-05 |Target 004: 4.11e-06 +Target 005: 2.24e-05 |Target 006: 6.85e-05 |Target 007: 5.67e-06 |Target 008: 1.42e-05 |Target 009: 4.87e-05 +Target 010: 1.80e-05 |Target 011: 9.90e-06 |Target 012: 5.68e-06 |Target 013: 2.29e-05 |Target 014: 2.11e-05 +Target 015: 1.31e-05 |Target 016: 8.74e-06 |Target 017: 1.50e-05 |Target 018: 1.92e-05 |Target 019: 1.52e-05 +Target 020: 3.32e-06 |Target 021: 3.74e-05 |Target 022: 1.40e-05 |Target 023: 2.18e-05 |Target 024: 3.76e-05 + +==================== +Epoch #760 | Time: 00d 03h 26m | LR: 1.00e-03 | Epoch time: 15.52 | Train loss: 2.12e-05 | Val loss: 7.20e-06 +Target 005 has maximum loss 3.78e-05; Target 011 has minimum loss 1.80e-06 +Target 000: 2.27e-05 |Target 001: 1.79e-05 |Target 002: 1.92e-06 |Target 003: 6.46e-06 |Target 004: 2.78e-06 +Target 005: 3.78e-05 |Target 006: 1.36e-05 |Target 007: 2.66e-06 |Target 008: 8.96e-06 |Target 009: 1.54e-05 +Target 010: 2.36e-06 |Target 011: 1.80e-06 |Target 012: 2.86e-06 |Target 013: 6.63e-06 |Target 014: 4.34e-06 +Target 015: 3.53e-06 |Target 016: 1.16e-05 |Target 017: 5.01e-06 |Target 018: 1.08e-05 |Target 019: 9.89e-06 +Target 020: 3.12e-06 |Target 021: 1.10e-05 |Target 022: 2.76e-06 |Target 023: 8.31e-06 |Target 024: 9.50e-06 + +==================== +Epoch #761 | Time: 00d 03h 26m | LR: 1.00e-03 | Epoch time: 15.44 | Train loss: 1.14e-05 | Val loss: 4.95e-06 +Target 000 has maximum loss 1.63e-05; Target 002 has minimum loss 1.02e-06 +Target 000: 1.63e-05 |Target 001: 1.37e-05 |Target 002: 1.02e-06 |Target 003: 2.69e-06 |Target 004: 1.37e-06 +Target 005: 8.11e-06 |Target 006: 1.21e-05 |Target 007: 1.50e-06 |Target 008: 4.78e-06 |Target 009: 4.43e-06 +Target 010: 1.09e-06 |Target 011: 1.55e-06 |Target 012: 2.62e-06 |Target 013: 3.30e-06 |Target 014: 1.89e-06 +Target 015: 2.11e-06 |Target 016: 6.03e-06 |Target 017: 3.52e-06 |Target 018: 8.58e-06 |Target 019: 6.49e-06 +Target 020: 1.72e-06 |Target 021: 4.72e-06 |Target 022: 1.84e-06 |Target 023: 7.87e-06 |Target 024: 9.17e-06 + +==================== +Epoch #762 | Time: 00d 03h 26m | LR: 1.00e-03 | Epoch time: 15.40 | Train loss: 1.01e-05 | Val loss: 4.22e-06 +Target 000 has maximum loss 1.01e-05; Target 003 has minimum loss 1.29e-06 +Target 000: 1.01e-05 |Target 001: 7.15e-06 |Target 002: 1.31e-06 |Target 003: 1.29e-06 |Target 004: 1.36e-06 +Target 005: 9.34e-06 |Target 006: 9.74e-06 |Target 007: 1.62e-06 |Target 008: 4.25e-06 |Target 009: 4.23e-06 +Target 010: 1.37e-06 |Target 011: 1.43e-06 |Target 012: 1.70e-06 |Target 013: 2.65e-06 |Target 014: 1.76e-06 +Target 015: 1.86e-06 |Target 016: 4.09e-06 |Target 017: 2.82e-06 |Target 018: 8.19e-06 |Target 019: 5.70e-06 +Target 020: 1.40e-06 |Target 021: 3.92e-06 |Target 022: 1.70e-06 |Target 023: 5.88e-06 |Target 024: 8.24e-06 + +==================== +Epoch #763 | Time: 00d 03h 26m | LR: 1.00e-03 | Epoch time: 15.43 | Train loss: 9.68e-06 | Val loss: 4.75e-06 +Target 006 has maximum loss 1.72e-05; Target 010 has minimum loss 8.37e-07 +Target 000: 1.38e-05 |Target 001: 3.67e-06 |Target 002: 8.41e-07 |Target 003: 1.17e-06 |Target 004: 1.30e-06 +Target 005: 6.64e-06 |Target 006: 1.72e-05 |Target 007: 1.36e-06 |Target 008: 3.60e-06 |Target 009: 4.15e-06 +Target 010: 8.37e-07 |Target 011: 1.31e-06 |Target 012: 1.49e-06 |Target 013: 3.21e-06 |Target 014: 1.68e-06 +Target 015: 1.50e-06 |Target 016: 4.00e-06 |Target 017: 3.00e-06 |Target 018: 7.70e-06 |Target 019: 5.43e-06 +Target 020: 1.64e-06 |Target 021: 4.03e-06 |Target 022: 1.67e-06 |Target 023: 5.56e-06 |Target 024: 1.23e-05 + +==================== +Epoch #764 | Time: 00d 03h 27m | LR: 1.00e-03 | Epoch time: 15.43 | Train loss: 9.84e-06 | Val loss: 4.25e-06 +Target 001 has maximum loss 4.19e-05; Target 002 has minimum loss 7.93e-07 +Target 000: 1.58e-05 |Target 001: 4.19e-05 |Target 002: 7.93e-07 |Target 003: 2.03e-06 |Target 004: 1.25e-06 +Target 005: 1.87e-05 |Target 006: 3.60e-05 |Target 007: 1.31e-06 |Target 008: 3.55e-06 |Target 009: 3.95e-06 +Target 010: 8.69e-07 |Target 011: 1.35e-06 |Target 012: 1.33e-06 |Target 013: 3.02e-06 |Target 014: 1.76e-06 +Target 015: 1.68e-06 |Target 016: 4.33e-06 |Target 017: 3.72e-06 |Target 018: 7.85e-06 |Target 019: 5.39e-06 +Target 020: 1.76e-06 |Target 021: 3.39e-06 |Target 022: 1.60e-06 |Target 023: 5.71e-06 |Target 024: 5.84e-06 + +==================== +Epoch #765 | Time: 00d 03h 27m | LR: 1.00e-03 | Epoch time: 15.48 | Train loss: 9.45e-06 | Val loss: 3.83e-06 +Target 006 has maximum loss 1.33e-05; Target 002 has minimum loss 8.20e-07 +Target 000: 8.96e-06 |Target 001: 3.75e-06 |Target 002: 8.20e-07 |Target 003: 1.32e-06 |Target 004: 1.93e-06 +Target 005: 4.29e-06 |Target 006: 1.33e-05 |Target 007: 1.35e-06 |Target 008: 3.52e-06 |Target 009: 3.96e-06 +Target 010: 1.16e-06 |Target 011: 1.29e-06 |Target 012: 2.11e-06 |Target 013: 2.63e-06 |Target 014: 1.67e-06 +Target 015: 1.51e-06 |Target 016: 3.77e-06 |Target 017: 2.74e-06 |Target 018: 7.05e-06 |Target 019: 5.53e-06 +Target 020: 1.35e-06 |Target 021: 3.52e-06 |Target 022: 1.54e-06 |Target 023: 5.62e-06 |Target 024: 6.92e-06 + +==================== +Epoch #766 | Time: 00d 03h 27m | LR: 1.00e-03 | Epoch time: 15.53 | Train loss: 9.46e-06 | Val loss: 4.22e-06 +Target 000 has maximum loss 4.80e-05; Target 002 has minimum loss 9.23e-07 +Target 000: 4.80e-05 |Target 001: 2.62e-05 |Target 002: 9.23e-07 |Target 003: 1.24e-06 |Target 004: 1.56e-06 +Target 005: 3.98e-06 |Target 006: 8.66e-06 |Target 007: 1.20e-06 |Target 008: 3.44e-06 |Target 009: 3.91e-06 +Target 010: 1.01e-06 |Target 011: 1.13e-06 |Target 012: 1.61e-06 |Target 013: 4.60e-06 |Target 014: 1.55e-06 +Target 015: 1.65e-06 |Target 016: 3.79e-06 |Target 017: 3.64e-06 |Target 018: 7.63e-06 |Target 019: 5.37e-06 +Target 020: 1.27e-06 |Target 021: 4.04e-06 |Target 022: 1.51e-06 |Target 023: 5.39e-06 |Target 024: 6.60e-06 + +==================== +Epoch #767 | Time: 00d 03h 27m | LR: 1.00e-03 | Epoch time: 15.47 | Train loss: 9.38e-06 | Val loss: 3.62e-06 +Target 005 has maximum loss 1.29e-05; Target 010 has minimum loss 8.16e-07 +Target 000: 9.05e-06 |Target 001: 4.41e-06 |Target 002: 8.86e-07 |Target 003: 1.40e-06 |Target 004: 1.15e-06 +Target 005: 1.29e-05 |Target 006: 7.83e-06 |Target 007: 1.34e-06 |Target 008: 3.73e-06 |Target 009: 4.01e-06 +Target 010: 8.16e-07 |Target 011: 1.27e-06 |Target 012: 1.86e-06 |Target 013: 2.50e-06 |Target 014: 1.59e-06 +Target 015: 1.72e-06 |Target 016: 3.80e-06 |Target 017: 2.97e-06 |Target 018: 7.38e-06 |Target 019: 5.61e-06 +Target 020: 1.29e-06 |Target 021: 3.83e-06 |Target 022: 1.56e-06 |Target 023: 5.49e-06 |Target 024: 5.41e-06 + +==================== +Epoch #768 | Time: 00d 03h 28m | LR: 1.00e-03 | Epoch time: 15.34 | Train loss: 9.56e-06 | Val loss: 4.42e-06 +Target 000 has maximum loss 2.15e-05; Target 010 has minimum loss 8.73e-07 +Target 000: 2.15e-05 |Target 001: 9.37e-06 |Target 002: 1.04e-06 |Target 003: 1.21e-06 |Target 004: 1.27e-06 +Target 005: 8.49e-06 |Target 006: 1.46e-05 |Target 007: 1.90e-06 |Target 008: 3.97e-06 |Target 009: 5.00e-06 +Target 010: 8.73e-07 |Target 011: 1.52e-06 |Target 012: 4.96e-06 |Target 013: 2.80e-06 |Target 014: 1.95e-06 +Target 015: 1.70e-06 |Target 016: 4.30e-06 |Target 017: 2.71e-06 |Target 018: 8.14e-06 |Target 019: 5.52e-06 +Target 020: 1.51e-06 |Target 021: 3.56e-06 |Target 022: 1.75e-06 |Target 023: 6.03e-06 |Target 024: 7.61e-06 + +==================== +Epoch #769 | Time: 00d 03h 28m | LR: 1.00e-03 | Epoch time: 15.34 | Train loss: 9.26e-06 | Val loss: 4.52e-06 +Target 006 has maximum loss 4.14e-05; Target 010 has minimum loss 8.68e-07 +Target 000: 1.26e-05 |Target 001: 1.62e-05 |Target 002: 8.72e-07 |Target 003: 1.64e-06 |Target 004: 1.76e-06 +Target 005: 1.05e-05 |Target 006: 4.14e-05 |Target 007: 1.22e-06 |Target 008: 4.55e-06 |Target 009: 3.59e-06 +Target 010: 8.68e-07 |Target 011: 1.36e-06 |Target 012: 1.99e-06 |Target 013: 4.57e-06 |Target 014: 1.63e-06 +Target 015: 1.80e-06 |Target 016: 3.85e-06 |Target 017: 7.07e-06 |Target 018: 8.14e-06 |Target 019: 5.83e-06 +Target 020: 1.96e-06 |Target 021: 3.40e-06 |Target 022: 1.87e-06 |Target 023: 5.50e-06 |Target 024: 6.50e-06 + +==================== +Epoch #770 | Time: 00d 03h 28m | LR: 1.00e-03 | Epoch time: 15.33 | Train loss: 9.62e-06 | Val loss: 3.72e-06 +Target 005 has maximum loss 1.22e-05; Target 002 has minimum loss 7.78e-07 +Target 000: 1.14e-05 |Target 001: 4.41e-06 |Target 002: 7.78e-07 |Target 003: 9.78e-07 |Target 004: 1.17e-06 +Target 005: 1.22e-05 |Target 006: 9.72e-06 |Target 007: 1.17e-06 |Target 008: 3.33e-06 |Target 009: 4.67e-06 +Target 010: 8.15e-07 |Target 011: 1.09e-06 |Target 012: 1.34e-06 |Target 013: 2.73e-06 |Target 014: 1.62e-06 +Target 015: 1.48e-06 |Target 016: 4.10e-06 |Target 017: 2.82e-06 |Target 018: 7.38e-06 |Target 019: 4.93e-06 +Target 020: 1.46e-06 |Target 021: 4.11e-06 |Target 022: 1.55e-06 |Target 023: 5.32e-06 |Target 024: 6.55e-06 + +==================== +Epoch #771 | Time: 00d 03h 28m | LR: 1.00e-03 | Epoch time: 15.47 | Train loss: 9.30e-06 | Val loss: 3.91e-06 +Target 000 has maximum loss 1.79e-05; Target 002 has minimum loss 9.01e-07 +Target 000: 1.79e-05 |Target 001: 1.48e-05 |Target 002: 9.01e-07 |Target 003: 1.57e-06 |Target 004: 1.16e-06 +Target 005: 8.46e-06 |Target 006: 9.53e-06 |Target 007: 1.84e-06 |Target 008: 3.77e-06 |Target 009: 4.14e-06 +Target 010: 9.69e-07 |Target 011: 1.34e-06 |Target 012: 4.32e-06 |Target 013: 2.85e-06 |Target 014: 1.57e-06 +Target 015: 1.67e-06 |Target 016: 4.25e-06 |Target 017: 2.65e-06 |Target 018: 7.27e-06 |Target 019: 5.26e-06 +Target 020: 1.35e-06 |Target 021: 3.75e-06 |Target 022: 1.58e-06 |Target 023: 5.68e-06 |Target 024: 5.76e-06 + +==================== +Epoch #772 | Time: 00d 03h 29m | LR: 1.00e-03 | Epoch time: 15.41 | Train loss: 9.77e-06 | Val loss: 4.96e-06 +Target 000 has maximum loss 5.04e-05; Target 002 has minimum loss 8.81e-07 +Target 000: 5.04e-05 |Target 001: 2.55e-05 |Target 002: 8.81e-07 |Target 003: 1.70e-06 |Target 004: 1.98e-06 +Target 005: 1.25e-05 |Target 006: 2.21e-05 |Target 007: 1.65e-06 |Target 008: 3.90e-06 |Target 009: 3.95e-06 +Target 010: 1.00e-06 |Target 011: 1.33e-06 |Target 012: 2.02e-06 |Target 013: 3.16e-06 |Target 014: 1.65e-06 +Target 015: 1.53e-06 |Target 016: 4.36e-06 |Target 017: 3.01e-06 |Target 018: 7.38e-06 |Target 019: 5.23e-06 +Target 020: 1.35e-06 |Target 021: 3.95e-06 |Target 022: 1.64e-06 |Target 023: 5.61e-06 |Target 024: 1.08e-05 + +==================== +Epoch #773 | Time: 00d 03h 29m | LR: 1.00e-03 | Epoch time: 15.52 | Train loss: 9.74e-06 | Val loss: 4.15e-06 +Target 000 has maximum loss 3.09e-05; Target 002 has minimum loss 7.52e-07 +Target 000: 3.09e-05 |Target 001: 3.05e-05 |Target 002: 7.52e-07 |Target 003: 9.72e-07 |Target 004: 1.36e-06 +Target 005: 1.13e-05 |Target 006: 9.72e-06 |Target 007: 1.35e-06 |Target 008: 3.17e-06 |Target 009: 3.47e-06 +Target 010: 8.42e-07 |Target 011: 1.09e-06 |Target 012: 1.14e-06 |Target 013: 3.01e-06 |Target 014: 1.50e-06 +Target 015: 1.54e-06 |Target 016: 3.32e-06 |Target 017: 4.83e-06 |Target 018: 7.34e-06 |Target 019: 5.06e-06 +Target 020: 1.30e-06 |Target 021: 3.74e-06 |Target 022: 1.52e-06 |Target 023: 5.21e-06 |Target 024: 7.37e-06 + +==================== +Epoch #774 | Time: 00d 03h 29m | LR: 1.00e-03 | Epoch time: 15.51 | Train loss: 9.20e-06 | Val loss: 4.47e-06 +Target 005 has maximum loss 1.96e-05; Target 002 has minimum loss 9.83e-07 +Target 000: 1.85e-05 |Target 001: 1.68e-05 |Target 002: 9.83e-07 |Target 003: 1.34e-06 |Target 004: 1.32e-06 +Target 005: 1.96e-05 |Target 006: 1.20e-05 |Target 007: 1.24e-06 |Target 008: 4.56e-06 |Target 009: 3.83e-06 +Target 010: 1.23e-06 |Target 011: 1.23e-06 |Target 012: 2.68e-06 |Target 013: 4.86e-06 |Target 014: 1.73e-06 +Target 015: 1.64e-06 |Target 016: 4.25e-06 |Target 017: 5.59e-06 |Target 018: 8.98e-06 |Target 019: 5.19e-06 +Target 020: 1.29e-06 |Target 021: 3.53e-06 |Target 022: 1.53e-06 |Target 023: 5.32e-06 |Target 024: 7.38e-06 + +==================== +Epoch #775 | Time: 00d 03h 29m | LR: 1.00e-03 | Epoch time: 15.38 | Train loss: 9.43e-06 | Val loss: 3.99e-06 +Target 006 has maximum loss 1.63e-05; Target 002 has minimum loss 7.08e-07 +Target 000: 9.69e-06 |Target 001: 6.46e-06 |Target 002: 7.08e-07 |Target 003: 1.33e-06 |Target 004: 1.17e-06 +Target 005: 8.47e-06 |Target 006: 1.63e-05 |Target 007: 1.28e-06 |Target 008: 3.48e-06 |Target 009: 4.37e-06 +Target 010: 9.79e-07 |Target 011: 1.21e-06 |Target 012: 5.26e-06 |Target 013: 2.73e-06 |Target 014: 1.60e-06 +Target 015: 1.98e-06 |Target 016: 4.49e-06 |Target 017: 3.11e-06 |Target 018: 7.87e-06 |Target 019: 5.14e-06 +Target 020: 1.27e-06 |Target 021: 3.67e-06 |Target 022: 1.54e-06 |Target 023: 5.31e-06 |Target 024: 6.38e-06 + +==================== +Epoch #776 | Time: 00d 03h 30m | LR: 1.00e-03 | Epoch time: 15.37 | Train loss: 9.25e-06 | Val loss: 4.10e-06 +Target 001 has maximum loss 1.97e-05; Target 002 has minimum loss 8.74e-07 +Target 000: 8.43e-06 |Target 001: 1.97e-05 |Target 002: 8.74e-07 |Target 003: 1.48e-06 |Target 004: 1.40e-06 +Target 005: 1.81e-05 |Target 006: 8.26e-06 |Target 007: 1.30e-06 |Target 008: 3.49e-06 |Target 009: 4.18e-06 +Target 010: 1.16e-06 |Target 011: 1.49e-06 |Target 012: 2.82e-06 |Target 013: 2.92e-06 |Target 014: 1.59e-06 +Target 015: 1.71e-06 |Target 016: 4.09e-06 |Target 017: 2.76e-06 |Target 018: 7.56e-06 |Target 019: 5.62e-06 +Target 020: 1.40e-06 |Target 021: 4.01e-06 |Target 022: 1.53e-06 |Target 023: 5.66e-06 |Target 024: 7.06e-06 + +==================== +Epoch #777 | Time: 00d 03h 30m | LR: 1.00e-03 | Epoch time: 15.47 | Train loss: 9.18e-06 | Val loss: 3.89e-06 +Target 000 has maximum loss 1.53e-05; Target 002 has minimum loss 8.28e-07 +Target 000: 1.53e-05 |Target 001: 4.49e-06 |Target 002: 8.28e-07 |Target 003: 1.36e-06 |Target 004: 1.44e-06 +Target 005: 1.21e-05 |Target 006: 8.75e-06 |Target 007: 1.45e-06 |Target 008: 4.13e-06 |Target 009: 3.73e-06 +Target 010: 1.02e-06 |Target 011: 1.37e-06 |Target 012: 1.30e-06 |Target 013: 3.95e-06 |Target 014: 1.63e-06 +Target 015: 1.79e-06 |Target 016: 3.70e-06 |Target 017: 2.65e-06 |Target 018: 8.07e-06 |Target 019: 5.32e-06 +Target 020: 1.33e-06 |Target 021: 3.68e-06 |Target 022: 1.59e-06 |Target 023: 6.08e-06 |Target 024: 6.27e-06 + +==================== +Epoch #778 | Time: 00d 03h 30m | LR: 1.00e-03 | Epoch time: 15.42 | Train loss: 9.17e-06 | Val loss: 4.17e-06 +Target 006 has maximum loss 1.33e-05; Target 002 has minimum loss 1.15e-06 +Target 000: 1.20e-05 |Target 001: 2.63e-06 |Target 002: 1.15e-06 |Target 003: 3.26e-06 |Target 004: 1.73e-06 +Target 005: 7.48e-06 |Target 006: 1.33e-05 |Target 007: 1.60e-06 |Target 008: 4.78e-06 |Target 009: 3.92e-06 +Target 010: 1.33e-06 |Target 011: 1.57e-06 |Target 012: 1.86e-06 |Target 013: 2.99e-06 |Target 014: 1.72e-06 +Target 015: 1.81e-06 |Target 016: 4.73e-06 |Target 017: 4.67e-06 |Target 018: 8.58e-06 |Target 019: 6.29e-06 +Target 020: 1.49e-06 |Target 021: 4.03e-06 |Target 022: 1.75e-06 |Target 023: 5.96e-06 |Target 024: 6.16e-06 + +==================== +Epoch #779 | Time: 00d 03h 31m | LR: 1.00e-03 | Epoch time: 15.40 | Train loss: 9.26e-06 | Val loss: 4.09e-06 +Target 001 has maximum loss 2.20e-05; Target 002 has minimum loss 9.24e-07 +Target 000: 8.08e-06 |Target 001: 2.20e-05 |Target 002: 9.24e-07 |Target 003: 1.65e-06 |Target 004: 1.11e-06 +Target 005: 9.67e-06 |Target 006: 1.60e-05 |Target 007: 1.97e-06 |Target 008: 3.95e-06 |Target 009: 4.73e-06 +Target 010: 1.07e-06 |Target 011: 1.14e-06 |Target 012: 1.35e-06 |Target 013: 2.66e-06 |Target 014: 1.80e-06 +Target 015: 1.51e-06 |Target 016: 3.82e-06 |Target 017: 3.02e-06 |Target 018: 8.69e-06 |Target 019: 5.84e-06 +Target 020: 1.28e-06 |Target 021: 3.54e-06 |Target 022: 1.65e-06 |Target 023: 6.03e-06 |Target 024: 6.52e-06 + +==================== +Epoch #780 | Time: 00d 03h 31m | LR: 1.00e-03 | Epoch time: 15.58 | Train loss: 9.18e-06 | Val loss: 4.20e-06 +Target 000 has maximum loss 3.44e-05; Target 002 has minimum loss 7.89e-07 +Target 000: 3.44e-05 |Target 001: 2.40e-05 |Target 002: 7.89e-07 |Target 003: 1.82e-06 |Target 004: 1.40e-06 +Target 005: 1.07e-05 |Target 006: 3.22e-05 |Target 007: 1.17e-06 |Target 008: 3.39e-06 |Target 009: 3.80e-06 +Target 010: 8.93e-07 |Target 011: 1.16e-06 |Target 012: 1.84e-06 |Target 013: 2.45e-06 |Target 014: 1.70e-06 +Target 015: 1.49e-06 |Target 016: 3.98e-06 |Target 017: 2.98e-06 |Target 018: 8.08e-06 |Target 019: 5.16e-06 +Target 020: 1.24e-06 |Target 021: 3.91e-06 |Target 022: 1.58e-06 |Target 023: 5.63e-06 |Target 024: 6.55e-06 + +==================== +Epoch #781 | Time: 00d 03h 31m | LR: 1.00e-03 | Epoch time: 15.42 | Train loss: 9.52e-06 | Val loss: 3.65e-06 +Target 000 has maximum loss 1.10e-05; Target 002 has minimum loss 7.47e-07 +Target 000: 1.10e-05 |Target 001: 5.22e-06 |Target 002: 7.47e-07 |Target 003: 1.44e-06 |Target 004: 1.28e-06 +Target 005: 4.60e-06 |Target 006: 8.17e-06 |Target 007: 1.88e-06 |Target 008: 3.51e-06 |Target 009: 3.65e-06 +Target 010: 8.17e-07 |Target 011: 1.16e-06 |Target 012: 1.51e-06 |Target 013: 3.42e-06 |Target 014: 2.02e-06 +Target 015: 1.50e-06 |Target 016: 3.66e-06 |Target 017: 2.93e-06 |Target 018: 7.30e-06 |Target 019: 5.12e-06 +Target 020: 1.27e-06 |Target 021: 3.29e-06 |Target 022: 1.52e-06 |Target 023: 5.67e-06 |Target 024: 5.78e-06 + +==================== +Epoch #782 | Time: 00d 03h 31m | LR: 1.00e-03 | Epoch time: 15.44 | Train loss: 9.28e-06 | Val loss: 4.12e-06 +Target 001 has maximum loss 1.33e-05; Target 002 has minimum loss 8.74e-07 +Target 000: 9.67e-06 |Target 001: 1.33e-05 |Target 002: 8.74e-07 |Target 003: 9.94e-07 |Target 004: 1.26e-06 +Target 005: 6.43e-06 |Target 006: 8.05e-06 |Target 007: 2.29e-06 |Target 008: 3.87e-06 |Target 009: 4.59e-06 +Target 010: 1.18e-06 |Target 011: 1.51e-06 |Target 012: 1.39e-06 |Target 013: 2.63e-06 |Target 014: 1.95e-06 +Target 015: 1.59e-06 |Target 016: 3.83e-06 |Target 017: 3.74e-06 |Target 018: 7.11e-06 |Target 019: 6.38e-06 +Target 020: 1.41e-06 |Target 021: 3.90e-06 |Target 022: 1.60e-06 |Target 023: 6.55e-06 |Target 024: 6.92e-06 + +==================== +Epoch #783 | Time: 00d 03h 32m | LR: 1.00e-03 | Epoch time: 15.42 | Train loss: 9.28e-06 | Val loss: 3.82e-06 +Target 001 has maximum loss 1.68e-05; Target 010 has minimum loss 8.69e-07 +Target 000: 1.36e-05 |Target 001: 1.68e-05 |Target 002: 8.86e-07 |Target 003: 1.19e-06 |Target 004: 1.47e-06 +Target 005: 8.29e-06 |Target 006: 1.14e-05 |Target 007: 2.62e-06 |Target 008: 3.10e-06 |Target 009: 3.45e-06 +Target 010: 8.69e-07 |Target 011: 1.15e-06 |Target 012: 2.09e-06 |Target 013: 2.49e-06 |Target 014: 1.58e-06 +Target 015: 1.50e-06 |Target 016: 3.26e-06 |Target 017: 3.25e-06 |Target 018: 6.92e-06 |Target 019: 5.16e-06 +Target 020: 1.23e-06 |Target 021: 3.48e-06 |Target 022: 1.47e-06 |Target 023: 5.28e-06 |Target 024: 6.74e-06 + +==================== +Epoch #784 | Time: 00d 03h 32m | LR: 1.00e-03 | Epoch time: 15.46 | Train loss: 9.00e-06 | Val loss: 3.40e-06 +Target 006 has maximum loss 9.01e-06; Target 002 has minimum loss 9.04e-07 +Target 000: 8.98e-06 |Target 001: 4.31e-06 |Target 002: 9.04e-07 |Target 003: 1.05e-06 |Target 004: 1.25e-06 +Target 005: 4.45e-06 |Target 006: 9.01e-06 |Target 007: 1.28e-06 |Target 008: 3.29e-06 |Target 009: 3.84e-06 +Target 010: 1.08e-06 |Target 011: 1.06e-06 |Target 012: 2.49e-06 |Target 013: 3.00e-06 |Target 014: 1.48e-06 +Target 015: 1.95e-06 |Target 016: 3.48e-06 |Target 017: 2.51e-06 |Target 018: 6.70e-06 |Target 019: 5.01e-06 +Target 020: 1.27e-06 |Target 021: 3.66e-06 |Target 022: 1.42e-06 |Target 023: 5.25e-06 |Target 024: 5.03e-06 + +==================== +Epoch #785 | Time: 00d 03h 32m | LR: 1.00e-03 | Epoch time: 15.71 | Train loss: 9.40e-06 | Val loss: 3.90e-06 +Target 005 has maximum loss 2.18e-05; Target 002 has minimum loss 8.35e-07 +Target 000: 9.75e-06 |Target 001: 1.12e-05 |Target 002: 8.35e-07 |Target 003: 1.87e-06 |Target 004: 1.22e-06 +Target 005: 2.18e-05 |Target 006: 1.21e-05 |Target 007: 1.23e-06 |Target 008: 3.41e-06 |Target 009: 4.97e-06 +Target 010: 9.58e-07 |Target 011: 1.15e-06 |Target 012: 2.28e-06 |Target 013: 2.38e-06 |Target 014: 1.71e-06 +Target 015: 1.78e-06 |Target 016: 3.56e-06 |Target 017: 3.13e-06 |Target 018: 6.92e-06 |Target 019: 5.76e-06 +Target 020: 1.26e-06 |Target 021: 5.29e-06 |Target 022: 1.62e-06 |Target 023: 5.47e-06 |Target 024: 5.83e-06 + +==================== +Epoch #786 | Time: 00d 03h 32m | LR: 1.00e-03 | Epoch time: 15.42 | Train loss: 9.67e-06 | Val loss: 4.14e-06 +Target 001 has maximum loss 4.29e-05; Target 010 has minimum loss 9.59e-07 +Target 000: 7.23e-06 |Target 001: 4.29e-05 |Target 002: 9.71e-07 |Target 003: 1.59e-06 |Target 004: 1.42e-06 +Target 005: 1.42e-05 |Target 006: 7.84e-06 |Target 007: 1.56e-06 |Target 008: 3.41e-06 |Target 009: 3.69e-06 +Target 010: 9.59e-07 |Target 011: 1.20e-06 |Target 012: 1.31e-06 |Target 013: 3.49e-06 |Target 014: 1.72e-06 +Target 015: 1.55e-06 |Target 016: 3.84e-06 |Target 017: 4.51e-06 |Target 018: 7.79e-06 |Target 019: 5.33e-06 +Target 020: 1.46e-06 |Target 021: 4.09e-06 |Target 022: 1.60e-06 |Target 023: 5.71e-06 |Target 024: 6.41e-06 + +==================== +Epoch #787 | Time: 00d 03h 33m | LR: 1.00e-03 | Epoch time: 15.51 | Train loss: 9.47e-06 | Val loss: 3.61e-06 +Target 001 has maximum loss 1.18e-05; Target 002 has minimum loss 9.46e-07 +Target 000: 6.85e-06 |Target 001: 1.18e-05 |Target 002: 9.46e-07 |Target 003: 1.47e-06 |Target 004: 1.54e-06 +Target 005: 9.59e-06 |Target 006: 7.36e-06 |Target 007: 2.14e-06 |Target 008: 3.44e-06 |Target 009: 4.13e-06 +Target 010: 1.02e-06 |Target 011: 1.34e-06 |Target 012: 1.39e-06 |Target 013: 2.63e-06 |Target 014: 1.75e-06 +Target 015: 1.73e-06 |Target 016: 3.88e-06 |Target 017: 3.25e-06 |Target 018: 7.22e-06 |Target 019: 5.39e-06 +Target 020: 1.61e-06 |Target 021: 3.40e-06 |Target 022: 1.55e-06 |Target 023: 5.41e-06 |Target 024: 5.28e-06 + +==================== +Epoch #788 | Time: 00d 03h 33m | LR: 1.00e-03 | Epoch time: 15.63 | Train loss: 9.21e-06 | Val loss: 3.75e-06 +Target 006 has maximum loss 2.27e-05; Target 002 has minimum loss 7.82e-07 +Target 000: 8.08e-06 |Target 001: 5.09e-06 |Target 002: 7.82e-07 |Target 003: 1.18e-06 |Target 004: 1.60e-06 +Target 005: 7.49e-06 |Target 006: 2.27e-05 |Target 007: 1.30e-06 |Target 008: 3.62e-06 |Target 009: 3.74e-06 +Target 010: 8.94e-07 |Target 011: 1.29e-06 |Target 012: 1.54e-06 |Target 013: 3.08e-06 |Target 014: 1.57e-06 +Target 015: 1.73e-06 |Target 016: 3.93e-06 |Target 017: 2.81e-06 |Target 018: 7.66e-06 |Target 019: 5.56e-06 +Target 020: 1.39e-06 |Target 021: 3.35e-06 |Target 022: 1.58e-06 |Target 023: 5.70e-06 |Target 024: 5.78e-06 + +==================== +Epoch #789 | Time: 00d 03h 33m | LR: 1.00e-03 | Epoch time: 15.43 | Train loss: 1.04e-05 | Val loss: 5.07e-06 +Target 000 has maximum loss 3.70e-05; Target 002 has minimum loss 1.03e-06 +Target 000: 3.70e-05 |Target 001: 1.80e-05 |Target 002: 1.03e-06 |Target 003: 1.55e-06 |Target 004: 1.58e-06 +Target 005: 1.97e-05 |Target 006: 1.85e-05 |Target 007: 1.50e-06 |Target 008: 5.47e-06 |Target 009: 5.86e-06 +Target 010: 1.17e-06 |Target 011: 1.88e-06 |Target 012: 1.66e-06 |Target 013: 5.67e-06 |Target 014: 2.27e-06 +Target 015: 2.75e-06 |Target 016: 7.47e-06 |Target 017: 3.99e-06 |Target 018: 1.06e-05 |Target 019: 5.82e-06 +Target 020: 1.84e-06 |Target 021: 5.91e-06 |Target 022: 2.07e-06 |Target 023: 6.29e-06 |Target 024: 7.00e-06 + +==================== +Epoch #790 | Time: 00d 03h 33m | LR: 1.00e-03 | Epoch time: 15.46 | Train loss: 1.19e-05 | Val loss: 4.47e-06 +Target 006 has maximum loss 1.74e-05; Target 004 has minimum loss 1.28e-06 +Target 000: 9.16e-06 |Target 001: 1.26e-05 |Target 002: 1.70e-06 |Target 003: 2.58e-06 |Target 004: 1.28e-06 +Target 005: 6.99e-06 |Target 006: 1.74e-05 |Target 007: 1.64e-06 |Target 008: 4.78e-06 |Target 009: 5.08e-06 +Target 010: 1.77e-06 |Target 011: 2.09e-06 |Target 012: 2.01e-06 |Target 013: 3.07e-06 |Target 014: 2.16e-06 +Target 015: 1.79e-06 |Target 016: 4.78e-06 |Target 017: 3.26e-06 |Target 018: 8.63e-06 |Target 019: 6.35e-06 +Target 020: 1.51e-06 |Target 021: 4.91e-06 |Target 022: 2.00e-06 |Target 023: 6.69e-06 |Target 024: 6.87e-06 + +==================== +Epoch #791 | Time: 00d 03h 34m | LR: 1.00e-03 | Epoch time: 15.49 | Train loss: 1.13e-05 | Val loss: 5.09e-06 +Target 001 has maximum loss 1.91e-05; Target 002 has minimum loss 1.23e-06 +Target 000: 8.05e-06 |Target 001: 1.91e-05 |Target 002: 1.23e-06 |Target 003: 1.64e-06 |Target 004: 1.40e-06 +Target 005: 5.04e-06 |Target 006: 1.03e-05 |Target 007: 1.83e-06 |Target 008: 6.27e-06 |Target 009: 5.94e-06 +Target 010: 1.28e-06 |Target 011: 1.62e-06 |Target 012: 3.71e-06 |Target 013: 4.08e-06 |Target 014: 2.21e-06 +Target 015: 2.13e-06 |Target 016: 6.95e-06 |Target 017: 5.70e-06 |Target 018: 7.95e-06 |Target 019: 6.41e-06 +Target 020: 1.75e-06 |Target 021: 5.27e-06 |Target 022: 2.18e-06 |Target 023: 6.60e-06 |Target 024: 8.94e-06 + +==================== +Epoch #792 | Time: 00d 03h 34m | LR: 1.00e-03 | Epoch time: 15.39 | Train loss: 1.07e-05 | Val loss: 4.82e-06 +Target 001 has maximum loss 5.72e-05; Target 010 has minimum loss 7.39e-07 +Target 000: 6.72e-06 |Target 001: 5.72e-05 |Target 002: 8.95e-07 |Target 003: 1.43e-06 |Target 004: 1.13e-06 +Target 005: 5.27e-06 |Target 006: 1.29e-05 |Target 007: 1.38e-06 |Target 008: 3.44e-06 |Target 009: 5.70e-06 +Target 010: 7.39e-07 |Target 011: 1.18e-06 |Target 012: 3.94e-06 |Target 013: 2.69e-06 |Target 014: 1.84e-06 +Target 015: 1.40e-06 |Target 016: 3.52e-06 |Target 017: 3.12e-06 |Target 018: 7.73e-06 |Target 019: 5.73e-06 +Target 020: 1.35e-06 |Target 021: 4.82e-06 |Target 022: 1.71e-06 |Target 023: 5.96e-06 |Target 024: 9.60e-06 + +==================== +Epoch #793 | Time: 00d 03h 34m | LR: 1.00e-03 | Epoch time: 15.37 | Train loss: 9.59e-06 | Val loss: 5.25e-06 +Target 001 has maximum loss 2.66e-05; Target 002 has minimum loss 1.22e-06 +Target 000: 2.53e-05 |Target 001: 2.66e-05 |Target 002: 1.22e-06 |Target 003: 1.97e-06 |Target 004: 2.15e-06 +Target 005: 1.23e-05 |Target 006: 2.25e-05 |Target 007: 1.55e-06 |Target 008: 8.95e-06 |Target 009: 8.46e-06 +Target 010: 1.75e-06 |Target 011: 1.41e-06 |Target 012: 1.63e-06 |Target 013: 3.21e-06 |Target 014: 1.77e-06 +Target 015: 2.31e-06 |Target 016: 1.12e-05 |Target 017: 3.12e-06 |Target 018: 8.51e-06 |Target 019: 8.08e-06 +Target 020: 1.67e-06 |Target 021: 9.39e-06 |Target 022: 1.63e-06 |Target 023: 7.56e-06 |Target 024: 6.66e-06 + +==================== +Epoch #794 | Time: 00d 03h 34m | LR: 1.00e-03 | Epoch time: 15.58 | Train loss: 9.23e-06 | Val loss: 4.52e-06 +Target 005 has maximum loss 2.26e-05; Target 010 has minimum loss 8.42e-07 +Target 000: 1.02e-05 |Target 001: 8.23e-06 |Target 002: 8.54e-07 |Target 003: 1.22e-06 |Target 004: 1.20e-06 +Target 005: 2.26e-05 |Target 006: 1.69e-05 |Target 007: 1.25e-06 |Target 008: 3.69e-06 |Target 009: 4.52e-06 +Target 010: 8.42e-07 |Target 011: 1.15e-06 |Target 012: 2.75e-06 |Target 013: 5.24e-06 |Target 014: 1.67e-06 +Target 015: 1.64e-06 |Target 016: 4.49e-06 |Target 017: 3.59e-06 |Target 018: 9.79e-06 |Target 019: 5.83e-06 +Target 020: 1.27e-06 |Target 021: 5.21e-06 |Target 022: 1.46e-06 |Target 023: 5.90e-06 |Target 024: 7.36e-06 + +==================== +Epoch #795 | Time: 00d 03h 35m | LR: 1.00e-03 | Epoch time: 15.50 | Train loss: 9.06e-06 | Val loss: 3.67e-06 +Target 000 has maximum loss 1.31e-05; Target 010 has minimum loss 7.64e-07 +Target 000: 1.31e-05 |Target 001: 4.64e-06 |Target 002: 8.54e-07 |Target 003: 9.70e-07 |Target 004: 1.28e-06 +Target 005: 1.28e-05 |Target 006: 8.35e-06 |Target 007: 1.21e-06 |Target 008: 3.28e-06 |Target 009: 3.45e-06 +Target 010: 7.64e-07 |Target 011: 1.41e-06 |Target 012: 1.36e-06 |Target 013: 3.50e-06 |Target 014: 1.50e-06 +Target 015: 1.44e-06 |Target 016: 3.47e-06 |Target 017: 2.29e-06 |Target 018: 7.37e-06 |Target 019: 5.30e-06 +Target 020: 1.19e-06 |Target 021: 3.79e-06 |Target 022: 1.41e-06 |Target 023: 5.33e-06 |Target 024: 6.35e-06 + +==================== +Epoch #796 | Time: 00d 03h 35m | LR: 1.00e-03 | Epoch time: 15.48 | Train loss: 8.90e-06 | Val loss: 4.19e-06 +Target 000 has maximum loss 3.59e-05; Target 010 has minimum loss 7.69e-07 +Target 000: 3.59e-05 |Target 001: 1.21e-05 |Target 002: 7.83e-07 |Target 003: 1.42e-06 |Target 004: 2.34e-06 +Target 005: 1.25e-05 |Target 006: 1.06e-05 |Target 007: 1.26e-06 |Target 008: 3.42e-06 |Target 009: 4.13e-06 +Target 010: 7.69e-07 |Target 011: 1.08e-06 |Target 012: 1.96e-06 |Target 013: 2.70e-06 |Target 014: 1.58e-06 +Target 015: 1.56e-06 |Target 016: 3.66e-06 |Target 017: 2.63e-06 |Target 018: 9.07e-06 |Target 019: 5.20e-06 +Target 020: 1.34e-06 |Target 021: 3.56e-06 |Target 022: 1.60e-06 |Target 023: 5.48e-06 |Target 024: 7.35e-06 + +==================== +Epoch #797 | Time: 00d 03h 35m | LR: 1.00e-03 | Epoch time: 15.43 | Train loss: 9.39e-06 | Val loss: 4.47e-06 +Target 001 has maximum loss 2.22e-05; Target 010 has minimum loss 9.61e-07 +Target 000: 1.52e-05 |Target 001: 2.22e-05 |Target 002: 1.22e-06 |Target 003: 1.09e-06 |Target 004: 1.09e-06 +Target 005: 1.17e-05 |Target 006: 1.89e-05 |Target 007: 2.05e-06 |Target 008: 3.51e-06 |Target 009: 4.09e-06 +Target 010: 9.61e-07 |Target 011: 1.05e-06 |Target 012: 4.25e-06 |Target 013: 3.28e-06 |Target 014: 1.98e-06 +Target 015: 2.01e-06 |Target 016: 3.92e-06 |Target 017: 2.47e-06 |Target 018: 7.02e-06 |Target 019: 5.30e-06 +Target 020: 1.44e-06 |Target 021: 3.57e-06 |Target 022: 1.68e-06 |Target 023: 6.18e-06 |Target 024: 8.32e-06 + +==================== +Epoch #798 | Time: 00d 03h 36m | LR: 1.00e-03 | Epoch time: 15.50 | Train loss: 9.36e-06 | Val loss: 3.90e-06 +Target 000 has maximum loss 3.30e-05; Target 002 has minimum loss 6.91e-07 +Target 000: 3.30e-05 |Target 001: 1.20e-05 |Target 002: 6.91e-07 |Target 003: 1.38e-06 |Target 004: 1.18e-06 +Target 005: 2.70e-05 |Target 006: 1.64e-05 |Target 007: 1.70e-06 |Target 008: 3.48e-06 |Target 009: 3.46e-06 +Target 010: 9.97e-07 |Target 011: 1.42e-06 |Target 012: 1.67e-06 |Target 013: 2.68e-06 |Target 014: 1.59e-06 +Target 015: 1.50e-06 |Target 016: 4.00e-06 |Target 017: 3.51e-06 |Target 018: 6.75e-06 |Target 019: 5.21e-06 +Target 020: 1.69e-06 |Target 021: 3.98e-06 |Target 022: 1.51e-06 |Target 023: 5.60e-06 |Target 024: 5.31e-06 + +==================== +Epoch #799 | Time: 00d 03h 36m | LR: 1.00e-03 | Epoch time: 15.51 | Train loss: 8.99e-06 | Val loss: 4.22e-06 +Target 000 has maximum loss 1.38e-05; Target 002 has minimum loss 7.62e-07 +Target 000: 1.38e-05 |Target 001: 4.49e-06 |Target 002: 7.62e-07 |Target 003: 1.09e-06 |Target 004: 2.88e-06 +Target 005: 9.97e-06 |Target 006: 1.36e-05 |Target 007: 2.17e-06 |Target 008: 3.30e-06 |Target 009: 4.34e-06 +Target 010: 7.92e-07 |Target 011: 1.18e-06 |Target 012: 4.22e-06 |Target 013: 2.70e-06 |Target 014: 1.75e-06 +Target 015: 2.38e-06 |Target 016: 3.70e-06 |Target 017: 4.71e-06 |Target 018: 7.44e-06 |Target 019: 5.36e-06 +Target 020: 1.32e-06 |Target 021: 3.85e-06 |Target 022: 1.78e-06 |Target 023: 6.12e-06 |Target 024: 6.62e-06 + +==================== +Epoch #800 | Time: 00d 03h 36m | LR: 1.00e-03 | Epoch time: 15.41 | Train loss: 9.05e-06 | Val loss: 4.13e-06 +Target 001 has maximum loss 1.78e-05; Target 002 has minimum loss 7.23e-07 +Target 000: 8.09e-06 |Target 001: 1.78e-05 |Target 002: 7.23e-07 |Target 003: 1.20e-06 |Target 004: 1.26e-06 +Target 005: 9.34e-06 |Target 006: 1.39e-05 |Target 007: 1.31e-06 |Target 008: 3.37e-06 |Target 009: 3.42e-06 +Target 010: 7.70e-07 |Target 011: 1.48e-06 |Target 012: 1.80e-06 |Target 013: 2.63e-06 |Target 014: 1.74e-06 +Target 015: 1.42e-06 |Target 016: 3.42e-06 |Target 017: 5.22e-06 |Target 018: 7.60e-06 |Target 019: 6.33e-06 +Target 020: 1.28e-06 |Target 021: 3.53e-06 |Target 022: 1.62e-06 |Target 023: 6.12e-06 |Target 024: 6.70e-06 + +==================== +Epoch #801 | Time: 00d 03h 36m | LR: 1.00e-03 | Epoch time: 15.60 | Train loss: 9.28e-06 | Val loss: 4.03e-06 +Target 001 has maximum loss 4.26e-05; Target 010 has minimum loss 8.60e-07 +Target 000: 9.04e-06 |Target 001: 4.26e-05 |Target 002: 9.18e-07 |Target 003: 1.82e-06 |Target 004: 1.11e-06 +Target 005: 1.35e-05 |Target 006: 1.80e-05 |Target 007: 1.45e-06 |Target 008: 3.66e-06 |Target 009: 4.43e-06 +Target 010: 8.60e-07 |Target 011: 1.37e-06 |Target 012: 1.39e-06 |Target 013: 2.38e-06 |Target 014: 1.62e-06 +Target 015: 1.79e-06 |Target 016: 3.80e-06 |Target 017: 3.70e-06 |Target 018: 6.54e-06 |Target 019: 5.06e-06 +Target 020: 1.67e-06 |Target 021: 4.28e-06 |Target 022: 1.61e-06 |Target 023: 5.77e-06 |Target 024: 6.23e-06 + +==================== +Epoch #802 | Time: 00d 03h 37m | LR: 1.00e-03 | Epoch time: 15.56 | Train loss: 9.21e-06 | Val loss: 4.88e-06 +Target 001 has maximum loss 3.33e-05; Target 010 has minimum loss 8.25e-07 +Target 000: 9.22e-06 |Target 001: 3.33e-05 |Target 002: 1.05e-06 |Target 003: 1.24e-06 |Target 004: 2.35e-06 +Target 005: 8.80e-06 |Target 006: 9.76e-06 |Target 007: 1.31e-06 |Target 008: 4.11e-06 |Target 009: 4.62e-06 +Target 010: 8.25e-07 |Target 011: 1.43e-06 |Target 012: 4.25e-06 |Target 013: 4.22e-06 |Target 014: 1.93e-06 +Target 015: 1.55e-06 |Target 016: 7.86e-06 |Target 017: 4.69e-06 |Target 018: 9.58e-06 |Target 019: 5.80e-06 +Target 020: 1.57e-06 |Target 021: 4.12e-06 |Target 022: 1.93e-06 |Target 023: 5.75e-06 |Target 024: 8.28e-06 + +==================== +Epoch #803 | Time: 00d 03h 37m | LR: 1.00e-03 | Epoch time: 15.34 | Train loss: 9.55e-06 | Val loss: 4.43e-06 +Target 001 has maximum loss 2.16e-05; Target 010 has minimum loss 1.20e-06 +Target 000: 2.14e-05 |Target 001: 2.16e-05 |Target 002: 1.33e-06 |Target 003: 1.70e-06 |Target 004: 1.23e-06 +Target 005: 6.16e-06 |Target 006: 1.15e-05 |Target 007: 1.38e-06 |Target 008: 3.70e-06 |Target 009: 5.11e-06 +Target 010: 1.20e-06 |Target 011: 1.25e-06 |Target 012: 1.92e-06 |Target 013: 7.38e-06 |Target 014: 1.67e-06 +Target 015: 1.85e-06 |Target 016: 3.81e-06 |Target 017: 4.06e-06 |Target 018: 9.01e-06 |Target 019: 5.24e-06 +Target 020: 1.31e-06 |Target 021: 5.71e-06 |Target 022: 1.51e-06 |Target 023: 5.58e-06 |Target 024: 6.45e-06 + +==================== +Epoch #804 | Time: 00d 03h 37m | LR: 1.00e-03 | Epoch time: 15.40 | Train loss: 9.96e-06 | Val loss: 5.26e-06 +Target 001 has maximum loss 7.59e-05; Target 002 has minimum loss 7.99e-07 +Target 000: 2.90e-05 |Target 001: 7.59e-05 |Target 002: 7.99e-07 |Target 003: 1.75e-06 |Target 004: 1.52e-06 +Target 005: 5.16e-06 |Target 006: 1.50e-05 |Target 007: 1.53e-06 |Target 008: 4.54e-06 |Target 009: 4.37e-06 +Target 010: 1.23e-06 |Target 011: 1.28e-06 |Target 012: 2.06e-06 |Target 013: 4.87e-06 |Target 014: 1.88e-06 +Target 015: 1.78e-06 |Target 016: 8.68e-06 |Target 017: 6.88e-06 |Target 018: 8.95e-06 |Target 019: 5.59e-06 +Target 020: 1.54e-06 |Target 021: 4.68e-06 |Target 022: 1.98e-06 |Target 023: 6.02e-06 |Target 024: 8.06e-06 + +==================== +Epoch #805 | Time: 00d 03h 37m | LR: 1.00e-03 | Epoch time: 15.32 | Train loss: 9.90e-06 | Val loss: 5.54e-06 +Target 000 has maximum loss 2.59e-05; Target 010 has minimum loss 9.08e-07 +Target 000: 2.59e-05 |Target 001: 1.66e-05 |Target 002: 1.18e-06 |Target 003: 1.30e-06 |Target 004: 1.60e-06 +Target 005: 8.11e-06 |Target 006: 1.29e-05 |Target 007: 1.76e-06 |Target 008: 3.74e-06 |Target 009: 5.72e-06 +Target 010: 9.08e-07 |Target 011: 1.11e-06 |Target 012: 5.15e-06 |Target 013: 4.03e-06 |Target 014: 1.64e-06 +Target 015: 2.44e-06 |Target 016: 4.03e-06 |Target 017: 7.62e-06 |Target 018: 1.01e-05 |Target 019: 6.01e-06 +Target 020: 1.43e-06 |Target 021: 4.58e-06 |Target 022: 1.61e-06 |Target 023: 5.70e-06 |Target 024: 1.16e-05 + +==================== +Epoch #806 | Time: 00d 03h 38m | LR: 1.00e-03 | Epoch time: 15.41 | Train loss: 9.83e-06 | Val loss: 4.04e-06 +Target 006 has maximum loss 2.39e-05; Target 010 has minimum loss 8.00e-07 +Target 000: 1.15e-05 |Target 001: 1.46e-05 |Target 002: 8.29e-07 |Target 003: 1.26e-06 |Target 004: 2.49e-06 +Target 005: 1.70e-05 |Target 006: 2.39e-05 |Target 007: 1.23e-06 |Target 008: 3.24e-06 |Target 009: 4.74e-06 +Target 010: 8.00e-07 |Target 011: 1.37e-06 |Target 012: 2.46e-06 |Target 013: 2.72e-06 |Target 014: 1.69e-06 +Target 015: 1.59e-06 |Target 016: 5.47e-06 |Target 017: 2.53e-06 |Target 018: 7.73e-06 |Target 019: 5.19e-06 +Target 020: 1.62e-06 |Target 021: 3.91e-06 |Target 022: 1.67e-06 |Target 023: 5.40e-06 |Target 024: 6.28e-06 + +==================== +Epoch #807 | Time: 00d 03h 38m | LR: 1.00e-03 | Epoch time: 15.35 | Train loss: 9.32e-06 | Val loss: 5.20e-06 +Target 000 has maximum loss 1.60e-05; Target 002 has minimum loss 9.25e-07 +Target 000: 1.60e-05 |Target 001: 1.06e-05 |Target 002: 9.25e-07 |Target 003: 2.15e-06 |Target 004: 2.06e-06 +Target 005: 6.68e-06 |Target 006: 1.11e-05 |Target 007: 1.74e-06 |Target 008: 4.19e-06 |Target 009: 3.79e-06 +Target 010: 1.06e-06 |Target 011: 1.27e-06 |Target 012: 1.77e-06 |Target 013: 7.25e-06 |Target 014: 1.96e-06 +Target 015: 1.76e-06 |Target 016: 5.46e-06 |Target 017: 3.44e-06 |Target 018: 8.13e-06 |Target 019: 7.01e-06 +Target 020: 1.46e-06 |Target 021: 4.64e-06 |Target 022: 1.87e-06 |Target 023: 6.68e-06 |Target 024: 1.09e-05 + +==================== +Epoch #808 | Time: 00d 03h 38m | LR: 1.00e-03 | Epoch time: 15.55 | Train loss: 9.68e-06 | Val loss: 4.42e-06 +Target 001 has maximum loss 3.53e-05; Target 002 has minimum loss 9.19e-07 +Target 000: 6.22e-06 |Target 001: 3.53e-05 |Target 002: 9.19e-07 |Target 003: 1.06e-06 |Target 004: 1.38e-06 +Target 005: 5.44e-06 |Target 006: 1.10e-05 |Target 007: 1.64e-06 |Target 008: 3.97e-06 |Target 009: 6.25e-06 +Target 010: 1.28e-06 |Target 011: 1.17e-06 |Target 012: 4.71e-06 |Target 013: 3.10e-06 |Target 014: 1.99e-06 +Target 015: 1.75e-06 |Target 016: 4.57e-06 |Target 017: 3.71e-06 |Target 018: 7.65e-06 |Target 019: 5.36e-06 +Target 020: 2.06e-06 |Target 021: 4.60e-06 |Target 022: 1.94e-06 |Target 023: 6.37e-06 |Target 024: 6.42e-06 + +==================== +Epoch #809 | Time: 00d 03h 38m | LR: 1.00e-03 | Epoch time: 15.37 | Train loss: 9.75e-06 | Val loss: 5.50e-06 +Target 001 has maximum loss 5.33e-05; Target 002 has minimum loss 1.13e-06 +Target 000: 1.01e-05 |Target 001: 5.33e-05 |Target 002: 1.13e-06 |Target 003: 1.81e-06 |Target 004: 1.64e-06 +Target 005: 1.00e-05 |Target 006: 2.32e-05 |Target 007: 2.00e-06 |Target 008: 4.75e-06 |Target 009: 4.32e-06 +Target 010: 1.14e-06 |Target 011: 1.94e-06 |Target 012: 2.27e-06 |Target 013: 3.51e-06 |Target 014: 2.39e-06 +Target 015: 1.93e-06 |Target 016: 5.57e-06 |Target 017: 4.50e-06 |Target 018: 9.48e-06 |Target 019: 6.75e-06 +Target 020: 1.80e-06 |Target 021: 4.04e-06 |Target 022: 2.15e-06 |Target 023: 6.65e-06 |Target 024: 1.06e-05 + +==================== +Epoch #810 | Time: 00d 03h 39m | LR: 1.00e-03 | Epoch time: 15.46 | Train loss: 1.02e-05 | Val loss: 4.15e-06 +Target 001 has maximum loss 2.44e-05; Target 002 has minimum loss 8.12e-07 +Target 000: 1.10e-05 |Target 001: 2.44e-05 |Target 002: 8.12e-07 |Target 003: 1.57e-06 |Target 004: 1.27e-06 +Target 005: 2.00e-05 |Target 006: 1.66e-05 |Target 007: 2.13e-06 |Target 008: 3.42e-06 |Target 009: 3.88e-06 +Target 010: 1.03e-06 |Target 011: 1.39e-06 |Target 012: 1.28e-06 |Target 013: 5.12e-06 |Target 014: 1.86e-06 +Target 015: 1.57e-06 |Target 016: 3.90e-06 |Target 017: 2.54e-06 |Target 018: 8.23e-06 |Target 019: 5.50e-06 +Target 020: 1.35e-06 |Target 021: 4.04e-06 |Target 022: 1.55e-06 |Target 023: 6.10e-06 |Target 024: 6.00e-06 + +==================== +Epoch #811 | Time: 00d 03h 39m | LR: 1.00e-03 | Epoch time: 15.37 | Train loss: 9.68e-06 | Val loss: 4.61e-06 +Target 000 has maximum loss 2.94e-05; Target 002 has minimum loss 8.63e-07 +Target 000: 2.94e-05 |Target 001: 1.21e-05 |Target 002: 8.63e-07 |Target 003: 1.19e-06 |Target 004: 1.16e-06 +Target 005: 2.02e-05 |Target 006: 1.01e-05 |Target 007: 1.40e-06 |Target 008: 4.76e-06 |Target 009: 4.56e-06 +Target 010: 9.16e-07 |Target 011: 1.14e-06 |Target 012: 7.07e-06 |Target 013: 2.69e-06 |Target 014: 1.63e-06 +Target 015: 1.46e-06 |Target 016: 4.47e-06 |Target 017: 5.29e-06 |Target 018: 7.51e-06 |Target 019: 5.88e-06 +Target 020: 1.29e-06 |Target 021: 4.57e-06 |Target 022: 1.68e-06 |Target 023: 5.76e-06 |Target 024: 6.91e-06 + +==================== +Epoch #812 | Time: 00d 03h 39m | LR: 1.00e-03 | Epoch time: 15.39 | Train loss: 9.30e-06 | Val loss: 3.91e-06 +Target 000 has maximum loss 1.97e-05; Target 002 has minimum loss 7.99e-07 +Target 000: 1.97e-05 |Target 001: 7.73e-06 |Target 002: 7.99e-07 |Target 003: 1.40e-06 |Target 004: 1.40e-06 +Target 005: 1.39e-05 |Target 006: 1.25e-05 |Target 007: 1.85e-06 |Target 008: 3.27e-06 |Target 009: 3.98e-06 +Target 010: 1.05e-06 |Target 011: 1.25e-06 |Target 012: 2.68e-06 |Target 013: 2.76e-06 |Target 014: 1.66e-06 +Target 015: 1.79e-06 |Target 016: 3.66e-06 |Target 017: 3.14e-06 |Target 018: 7.18e-06 |Target 019: 5.36e-06 +Target 020: 1.32e-06 |Target 021: 3.70e-06 |Target 022: 1.63e-06 |Target 023: 5.49e-06 |Target 024: 6.26e-06 + +==================== +Epoch #813 | Time: 00d 03h 39m | LR: 1.00e-03 | Epoch time: 15.53 | Train loss: 8.90e-06 | Val loss: 4.21e-06 +Target 001 has maximum loss 5.75e-05; Target 010 has minimum loss 8.23e-07 +Target 000: 9.81e-06 |Target 001: 5.75e-05 |Target 002: 8.38e-07 |Target 003: 1.11e-06 |Target 004: 1.30e-06 +Target 005: 7.22e-06 |Target 006: 3.71e-05 |Target 007: 1.34e-06 |Target 008: 3.47e-06 |Target 009: 4.26e-06 +Target 010: 8.23e-07 |Target 011: 1.80e-06 |Target 012: 1.64e-06 |Target 013: 2.69e-06 |Target 014: 1.90e-06 +Target 015: 1.51e-06 |Target 016: 3.39e-06 |Target 017: 3.02e-06 |Target 018: 8.95e-06 |Target 019: 5.25e-06 +Target 020: 2.06e-06 |Target 021: 3.92e-06 |Target 022: 1.77e-06 |Target 023: 5.54e-06 |Target 024: 5.42e-06 + +==================== +Epoch #814 | Time: 00d 03h 40m | LR: 1.00e-03 | Epoch time: 15.34 | Train loss: 9.52e-06 | Val loss: 4.47e-06 +Target 006 has maximum loss 2.02e-05; Target 002 has minimum loss 8.50e-07 +Target 000: 1.36e-05 |Target 001: 1.53e-05 |Target 002: 8.50e-07 |Target 003: 1.22e-06 |Target 004: 1.20e-06 +Target 005: 7.01e-06 |Target 006: 2.02e-05 |Target 007: 1.91e-06 |Target 008: 4.06e-06 |Target 009: 3.96e-06 +Target 010: 1.20e-06 |Target 011: 1.77e-06 |Target 012: 3.57e-06 |Target 013: 3.40e-06 |Target 014: 2.19e-06 +Target 015: 1.99e-06 |Target 016: 3.85e-06 |Target 017: 3.95e-06 |Target 018: 8.02e-06 |Target 019: 6.34e-06 +Target 020: 1.45e-06 |Target 021: 3.96e-06 |Target 022: 1.95e-06 |Target 023: 5.79e-06 |Target 024: 7.22e-06 + +==================== +Epoch #815 | Time: 00d 03h 40m | LR: 1.00e-03 | Epoch time: 15.54 | Train loss: 9.79e-06 | Val loss: 4.12e-06 +Target 005 has maximum loss 4.73e-05; Target 010 has minimum loss 8.21e-07 +Target 000: 1.06e-05 |Target 001: 1.03e-05 |Target 002: 9.79e-07 |Target 003: 1.46e-06 |Target 004: 1.22e-06 +Target 005: 4.73e-05 |Target 006: 9.80e-06 |Target 007: 1.49e-06 |Target 008: 4.41e-06 |Target 009: 5.12e-06 +Target 010: 8.21e-07 |Target 011: 1.38e-06 |Target 012: 1.21e-06 |Target 013: 2.59e-06 |Target 014: 1.72e-06 +Target 015: 1.54e-06 |Target 016: 4.74e-06 |Target 017: 2.52e-06 |Target 018: 8.00e-06 |Target 019: 5.65e-06 +Target 020: 1.54e-06 |Target 021: 4.92e-06 |Target 022: 1.70e-06 |Target 023: 6.61e-06 |Target 024: 5.57e-06 + +==================== +Epoch #816 | Time: 00d 03h 40m | LR: 1.00e-03 | Epoch time: 15.53 | Train loss: 9.53e-06 | Val loss: 4.07e-06 +Target 000 has maximum loss 2.59e-05; Target 004 has minimum loss 1.17e-06 +Target 000: 2.59e-05 |Target 001: 1.08e-05 |Target 002: 1.20e-06 |Target 003: 2.82e-06 |Target 004: 1.17e-06 +Target 005: 2.55e-05 |Target 006: 9.04e-06 |Target 007: 1.45e-06 |Target 008: 4.01e-06 |Target 009: 4.38e-06 +Target 010: 1.18e-06 |Target 011: 1.40e-06 |Target 012: 1.39e-06 |Target 013: 2.90e-06 |Target 014: 1.64e-06 +Target 015: 1.97e-06 |Target 016: 4.17e-06 |Target 017: 2.51e-06 |Target 018: 7.03e-06 |Target 019: 5.80e-06 +Target 020: 1.58e-06 |Target 021: 3.76e-06 |Target 022: 1.54e-06 |Target 023: 6.87e-06 |Target 024: 5.82e-06 + +==================== +Epoch #817 | Time: 00d 03h 41m | LR: 1.00e-03 | Epoch time: 15.40 | Train loss: 9.68e-06 | Val loss: 4.01e-06 +Target 001 has maximum loss 1.67e-05; Target 002 has minimum loss 8.04e-07 +Target 000: 1.24e-05 |Target 001: 1.67e-05 |Target 002: 8.04e-07 |Target 003: 2.03e-06 |Target 004: 1.16e-06 +Target 005: 4.35e-06 |Target 006: 7.89e-06 |Target 007: 1.13e-06 |Target 008: 3.16e-06 |Target 009: 4.15e-06 +Target 010: 1.09e-06 |Target 011: 1.31e-06 |Target 012: 1.58e-06 |Target 013: 3.28e-06 |Target 014: 1.62e-06 +Target 015: 1.80e-06 |Target 016: 3.98e-06 |Target 017: 3.80e-06 |Target 018: 8.79e-06 |Target 019: 5.33e-06 +Target 020: 1.50e-06 |Target 021: 4.77e-06 |Target 022: 1.54e-06 |Target 023: 5.76e-06 |Target 024: 6.50e-06 + +==================== +Epoch #818 | Time: 00d 03h 41m | LR: 1.00e-03 | Epoch time: 15.41 | Train loss: 9.48e-06 | Val loss: 4.66e-06 +Target 006 has maximum loss 6.58e-05; Target 002 has minimum loss 1.21e-06 +Target 000: 9.31e-06 |Target 001: 8.73e-06 |Target 002: 1.21e-06 |Target 003: 2.10e-06 |Target 004: 2.05e-06 +Target 005: 1.52e-05 |Target 006: 6.58e-05 |Target 007: 1.57e-06 |Target 008: 3.32e-06 |Target 009: 4.38e-06 +Target 010: 1.53e-06 |Target 011: 1.24e-06 |Target 012: 1.67e-06 |Target 013: 4.10e-06 |Target 014: 1.65e-06 +Target 015: 1.93e-06 |Target 016: 4.31e-06 |Target 017: 3.34e-06 |Target 018: 9.69e-06 |Target 019: 5.63e-06 +Target 020: 1.45e-06 |Target 021: 4.38e-06 |Target 022: 1.55e-06 |Target 023: 5.50e-06 |Target 024: 7.65e-06 + +==================== +Epoch #819 | Time: 00d 03h 41m | LR: 1.00e-03 | Epoch time: 15.38 | Train loss: 9.57e-06 | Val loss: 5.27e-06 +Target 001 has maximum loss 7.37e-05; Target 010 has minimum loss 9.83e-07 +Target 000: 1.10e-05 |Target 001: 7.37e-05 |Target 002: 1.15e-06 |Target 003: 1.79e-06 |Target 004: 2.19e-06 +Target 005: 4.70e-06 |Target 006: 8.31e-06 |Target 007: 1.66e-06 |Target 008: 3.44e-06 |Target 009: 4.05e-06 +Target 010: 9.83e-07 |Target 011: 1.60e-06 |Target 012: 1.00e-05 |Target 013: 5.41e-06 |Target 014: 1.50e-06 +Target 015: 2.12e-06 |Target 016: 4.30e-06 |Target 017: 4.36e-06 |Target 018: 9.66e-06 |Target 019: 5.75e-06 +Target 020: 1.56e-06 |Target 021: 4.03e-06 |Target 022: 1.46e-06 |Target 023: 6.09e-06 |Target 024: 7.86e-06 + +==================== +Epoch #820 | Time: 00d 03h 41m | LR: 1.00e-03 | Epoch time: 15.41 | Train loss: 9.88e-06 | Val loss: 4.41e-06 +Target 006 has maximum loss 2.02e-05; Target 020 has minimum loss 1.26e-06 +Target 000: 1.25e-05 |Target 001: 1.29e-05 |Target 002: 1.29e-06 |Target 003: 1.79e-06 |Target 004: 1.39e-06 +Target 005: 8.47e-06 |Target 006: 2.02e-05 |Target 007: 2.00e-06 |Target 008: 3.73e-06 |Target 009: 4.18e-06 +Target 010: 1.43e-06 |Target 011: 1.41e-06 |Target 012: 1.81e-06 |Target 013: 3.14e-06 |Target 014: 1.82e-06 +Target 015: 1.66e-06 |Target 016: 4.27e-06 |Target 017: 3.63e-06 |Target 018: 7.75e-06 |Target 019: 6.54e-06 +Target 020: 1.26e-06 |Target 021: 5.38e-06 |Target 022: 1.61e-06 |Target 023: 6.71e-06 |Target 024: 7.19e-06 + +==================== +Epoch #821 | Time: 00d 03h 42m | LR: 1.00e-03 | Epoch time: 15.35 | Train loss: 9.49e-06 | Val loss: 4.29e-06 +Target 001 has maximum loss 3.34e-05; Target 010 has minimum loss 9.73e-07 +Target 000: 1.01e-05 |Target 001: 3.34e-05 |Target 002: 9.93e-07 |Target 003: 1.82e-06 |Target 004: 1.27e-06 +Target 005: 6.19e-06 |Target 006: 1.40e-05 |Target 007: 1.39e-06 |Target 008: 4.08e-06 |Target 009: 4.01e-06 +Target 010: 9.73e-07 |Target 011: 1.08e-06 |Target 012: 2.60e-06 |Target 013: 6.28e-06 |Target 014: 1.62e-06 +Target 015: 1.52e-06 |Target 016: 4.98e-06 |Target 017: 3.78e-06 |Target 018: 7.98e-06 |Target 019: 5.46e-06 +Target 020: 1.31e-06 |Target 021: 4.02e-06 |Target 022: 1.66e-06 |Target 023: 5.88e-06 |Target 024: 6.13e-06 + +==================== +Epoch #822 | Time: 00d 03h 42m | LR: 1.00e-03 | Epoch time: 15.48 | Train loss: 1.02e-05 | Val loss: 7.16e-06 +Target 001 has maximum loss 3.68e-05; Target 010 has minimum loss 8.77e-07 +Target 000: 3.38e-05 |Target 001: 3.68e-05 |Target 002: 1.42e-06 |Target 003: 1.69e-06 |Target 004: 3.27e-06 +Target 005: 2.55e-05 |Target 006: 8.31e-06 |Target 007: 2.82e-06 |Target 008: 6.08e-06 |Target 009: 1.38e-05 +Target 010: 8.77e-07 |Target 011: 1.79e-06 |Target 012: 1.91e-06 |Target 013: 4.33e-06 |Target 014: 2.71e-06 +Target 015: 2.39e-06 |Target 016: 1.41e-05 |Target 017: 5.53e-06 |Target 018: 1.08e-05 |Target 019: 1.19e-05 +Target 020: 2.22e-06 |Target 021: 1.05e-05 |Target 022: 2.76e-06 |Target 023: 1.11e-05 |Target 024: 9.39e-06 + +==================== +Epoch #823 | Time: 00d 03h 42m | LR: 1.00e-03 | Epoch time: 15.39 | Train loss: 1.02e-05 | Val loss: 5.33e-06 +Target 000 has maximum loss 2.70e-05; Target 002 has minimum loss 9.06e-07 +Target 000: 2.70e-05 |Target 001: 1.05e-05 |Target 002: 9.06e-07 |Target 003: 1.39e-06 |Target 004: 2.13e-06 +Target 005: 1.48e-05 |Target 006: 1.39e-05 |Target 007: 2.63e-06 |Target 008: 4.25e-06 |Target 009: 1.07e-05 +Target 010: 1.15e-06 |Target 011: 1.49e-06 |Target 012: 3.50e-06 |Target 013: 3.38e-06 |Target 014: 2.84e-06 +Target 015: 2.09e-06 |Target 016: 3.61e-06 |Target 017: 6.43e-06 |Target 018: 8.47e-06 |Target 019: 6.30e-06 +Target 020: 1.44e-06 |Target 021: 7.51e-06 |Target 022: 1.95e-06 |Target 023: 6.60e-06 |Target 024: 8.47e-06 + +==================== +Epoch #824 | Time: 00d 03h 42m | LR: 1.00e-03 | Epoch time: 15.45 | Train loss: 1.05e-05 | Val loss: 5.02e-06 +Target 000 has maximum loss 6.47e-05; Target 002 has minimum loss 1.04e-06 +Target 000: 6.47e-05 |Target 001: 2.38e-05 |Target 002: 1.04e-06 |Target 003: 2.37e-06 |Target 004: 1.59e-06 +Target 005: 1.11e-05 |Target 006: 2.67e-05 |Target 007: 3.59e-06 |Target 008: 4.25e-06 |Target 009: 5.53e-06 +Target 010: 1.57e-06 |Target 011: 1.36e-06 |Target 012: 2.71e-06 |Target 013: 2.89e-06 |Target 014: 2.17e-06 +Target 015: 2.32e-06 |Target 016: 4.63e-06 |Target 017: 3.74e-06 |Target 018: 7.96e-06 |Target 019: 5.79e-06 +Target 020: 1.49e-06 |Target 021: 4.14e-06 |Target 022: 2.00e-06 |Target 023: 6.48e-06 |Target 024: 7.68e-06 + +==================== +Epoch #825 | Time: 00d 03h 43m | LR: 1.00e-03 | Epoch time: 15.31 | Train loss: 9.82e-06 | Val loss: 4.21e-06 +Target 000 has maximum loss 3.70e-05; Target 002 has minimum loss 9.10e-07 +Target 000: 3.70e-05 |Target 001: 2.39e-05 |Target 002: 9.10e-07 |Target 003: 1.64e-06 |Target 004: 1.42e-06 +Target 005: 2.06e-05 |Target 006: 1.60e-05 |Target 007: 2.02e-06 |Target 008: 3.62e-06 |Target 009: 3.87e-06 +Target 010: 2.11e-06 |Target 011: 1.52e-06 |Target 012: 1.52e-06 |Target 013: 2.87e-06 |Target 014: 1.80e-06 +Target 015: 1.91e-06 |Target 016: 5.44e-06 |Target 017: 3.56e-06 |Target 018: 7.80e-06 |Target 019: 5.63e-06 +Target 020: 1.52e-06 |Target 021: 3.51e-06 |Target 022: 1.74e-06 |Target 023: 5.90e-06 |Target 024: 5.46e-06 + +==================== +Epoch #826 | Time: 00d 03h 43m | LR: 1.00e-03 | Epoch time: 15.29 | Train loss: 9.79e-06 | Val loss: 6.52e-06 +Target 005 has maximum loss 2.83e-05; Target 002 has minimum loss 1.03e-06 +Target 000: 2.03e-05 |Target 001: 2.02e-05 |Target 002: 1.03e-06 |Target 003: 2.53e-06 |Target 004: 2.43e-06 +Target 005: 2.83e-05 |Target 006: 2.00e-05 |Target 007: 1.58e-06 |Target 008: 4.88e-06 |Target 009: 9.03e-06 +Target 010: 1.29e-06 |Target 011: 1.82e-06 |Target 012: 7.43e-06 |Target 013: 9.40e-06 |Target 014: 2.01e-06 +Target 015: 2.48e-06 |Target 016: 5.27e-06 |Target 017: 7.21e-06 |Target 018: 9.44e-06 |Target 019: 6.30e-06 +Target 020: 1.38e-06 |Target 021: 6.79e-06 |Target 022: 2.04e-06 |Target 023: 7.52e-06 |Target 024: 1.13e-05 + +==================== +Epoch #827 | Time: 00d 03h 43m | LR: 1.00e-03 | Epoch time: 15.75 | Train loss: 1.08e-05 | Val loss: 4.77e-06 +Target 006 has maximum loss 2.66e-05; Target 010 has minimum loss 1.26e-06 +Target 000: 8.23e-06 |Target 001: 2.27e-05 |Target 002: 1.44e-06 |Target 003: 2.27e-06 |Target 004: 1.93e-06 +Target 005: 9.36e-06 |Target 006: 2.66e-05 |Target 007: 2.27e-06 |Target 008: 4.71e-06 |Target 009: 5.46e-06 +Target 010: 1.26e-06 |Target 011: 1.91e-06 |Target 012: 1.64e-06 |Target 013: 3.38e-06 |Target 014: 1.84e-06 +Target 015: 1.98e-06 |Target 016: 6.27e-06 |Target 017: 3.43e-06 |Target 018: 8.80e-06 |Target 019: 6.47e-06 +Target 020: 1.28e-06 |Target 021: 6.27e-06 |Target 022: 1.76e-06 |Target 023: 7.28e-06 |Target 024: 7.33e-06 + +==================== +Epoch #828 | Time: 00d 03h 43m | LR: 1.00e-03 | Epoch time: 15.37 | Train loss: 1.07e-05 | Val loss: 5.71e-06 +Target 001 has maximum loss 3.06e-05; Target 004 has minimum loss 1.51e-06 +Target 000: 1.03e-05 |Target 001: 3.06e-05 |Target 002: 1.69e-06 |Target 003: 2.38e-06 |Target 004: 1.51e-06 +Target 005: 7.64e-06 |Target 006: 1.58e-05 |Target 007: 1.84e-06 |Target 008: 6.31e-06 |Target 009: 4.13e-06 +Target 010: 2.27e-06 |Target 011: 2.10e-06 |Target 012: 3.13e-06 |Target 013: 4.97e-06 |Target 014: 2.31e-06 +Target 015: 2.68e-06 |Target 016: 7.74e-06 |Target 017: 6.01e-06 |Target 018: 8.77e-06 |Target 019: 6.40e-06 +Target 020: 1.74e-06 |Target 021: 4.66e-06 |Target 022: 2.51e-06 |Target 023: 7.63e-06 |Target 024: 1.09e-05 + +==================== +Epoch #829 | Time: 00d 03h 44m | LR: 1.00e-03 | Epoch time: 15.56 | Train loss: 9.89e-06 | Val loss: 4.75e-06 +Target 006 has maximum loss 1.50e-05; Target 004 has minimum loss 1.10e-06 +Target 000: 9.43e-06 |Target 001: 1.36e-05 |Target 002: 1.31e-06 |Target 003: 2.90e-06 |Target 004: 1.10e-06 +Target 005: 9.33e-06 |Target 006: 1.50e-05 |Target 007: 1.69e-06 |Target 008: 4.96e-06 |Target 009: 4.43e-06 +Target 010: 1.42e-06 |Target 011: 1.45e-06 |Target 012: 1.44e-06 |Target 013: 4.28e-06 |Target 014: 1.92e-06 +Target 015: 2.89e-06 |Target 016: 5.70e-06 |Target 017: 3.43e-06 |Target 018: 8.48e-06 |Target 019: 6.30e-06 +Target 020: 1.42e-06 |Target 021: 3.73e-06 |Target 022: 1.48e-06 |Target 023: 5.75e-06 |Target 024: 9.79e-06 + +==================== +Epoch #830 | Time: 00d 03h 44m | LR: 1.00e-03 | Epoch time: 15.51 | Train loss: 1.06e-05 | Val loss: 5.69e-06 +Target 005 has maximum loss 6.33e-05; Target 002 has minimum loss 8.36e-07 +Target 000: 3.56e-05 |Target 001: 2.52e-05 |Target 002: 8.36e-07 |Target 003: 2.60e-06 |Target 004: 2.16e-06 +Target 005: 6.33e-05 |Target 006: 1.90e-05 |Target 007: 2.91e-06 |Target 008: 7.03e-06 |Target 009: 5.43e-06 +Target 010: 8.70e-07 |Target 011: 4.33e-06 |Target 012: 1.98e-06 |Target 013: 5.28e-06 |Target 014: 2.50e-06 +Target 015: 2.21e-06 |Target 016: 7.63e-06 |Target 017: 2.87e-06 |Target 018: 9.36e-06 |Target 019: 6.97e-06 +Target 020: 1.34e-06 |Target 021: 5.10e-06 |Target 022: 2.39e-06 |Target 023: 7.85e-06 |Target 024: 7.68e-06 + +==================== +Epoch #831 | Time: 00d 03h 44m | LR: 1.00e-03 | Epoch time: 15.39 | Train loss: 1.03e-05 | Val loss: 5.18e-06 +Target 006 has maximum loss 4.62e-05; Target 002 has minimum loss 8.23e-07 +Target 000: 2.49e-05 |Target 001: 4.50e-05 |Target 002: 8.23e-07 |Target 003: 2.73e-06 |Target 004: 1.94e-06 +Target 005: 7.41e-06 |Target 006: 4.62e-05 |Target 007: 1.27e-06 |Target 008: 7.45e-06 |Target 009: 7.91e-06 +Target 010: 1.70e-06 |Target 011: 1.44e-06 |Target 012: 2.27e-06 |Target 013: 2.66e-06 |Target 014: 1.90e-06 +Target 015: 2.06e-06 |Target 016: 8.15e-06 |Target 017: 2.83e-06 |Target 018: 8.68e-06 |Target 019: 5.68e-06 +Target 020: 1.55e-06 |Target 021: 5.82e-06 |Target 022: 1.72e-06 |Target 023: 6.54e-06 |Target 024: 8.13e-06 + +==================== +Epoch #832 | Time: 00d 03h 44m | LR: 1.00e-03 | Epoch time: 15.37 | Train loss: 1.07e-05 | Val loss: 6.63e-06 +Target 001 has maximum loss 3.37e-05; Target 002 has minimum loss 1.17e-06 +Target 000: 1.92e-05 |Target 001: 3.37e-05 |Target 002: 1.17e-06 |Target 003: 1.78e-06 |Target 004: 1.26e-06 +Target 005: 6.93e-06 |Target 006: 2.09e-05 |Target 007: 2.25e-06 |Target 008: 3.38e-06 |Target 009: 6.04e-06 +Target 010: 1.81e-06 |Target 011: 1.69e-06 |Target 012: 2.14e-06 |Target 013: 5.19e-06 |Target 014: 2.03e-06 +Target 015: 2.42e-06 |Target 016: 4.17e-06 |Target 017: 6.75e-06 |Target 018: 1.11e-05 |Target 019: 7.68e-06 +Target 020: 1.38e-06 |Target 021: 5.54e-06 |Target 022: 1.94e-06 |Target 023: 5.75e-06 |Target 024: 1.70e-05 + +==================== +Epoch #833 | Time: 00d 03h 45m | LR: 1.00e-03 | Epoch time: 15.38 | Train loss: 1.15e-05 | Val loss: 6.26e-06 +Target 001 has maximum loss 2.66e-05; Target 002 has minimum loss 1.49e-06 +Target 000: 6.67e-06 |Target 001: 2.66e-05 |Target 002: 1.49e-06 |Target 003: 2.68e-06 |Target 004: 1.98e-06 +Target 005: 1.33e-05 |Target 006: 1.49e-05 |Target 007: 2.12e-06 |Target 008: 5.63e-06 |Target 009: 6.71e-06 +Target 010: 3.48e-06 |Target 011: 2.71e-06 |Target 012: 3.82e-06 |Target 013: 4.86e-06 |Target 014: 3.04e-06 +Target 015: 2.21e-06 |Target 016: 5.79e-06 |Target 017: 6.59e-06 |Target 018: 1.16e-05 |Target 019: 7.76e-06 +Target 020: 2.14e-06 |Target 021: 5.81e-06 |Target 022: 2.90e-06 |Target 023: 7.16e-06 |Target 024: 1.12e-05 + +==================== +Epoch #834 | Time: 00d 03h 45m | LR: 1.00e-03 | Epoch time: 15.52 | Train loss: 1.03e-05 | Val loss: 5.48e-06 +Target 006 has maximum loss 1.94e-05; Target 002 has minimum loss 1.07e-06 +Target 000: 1.44e-05 |Target 001: 1.13e-05 |Target 002: 1.07e-06 |Target 003: 2.45e-06 |Target 004: 1.85e-06 +Target 005: 5.78e-06 |Target 006: 1.94e-05 |Target 007: 1.33e-06 |Target 008: 4.65e-06 |Target 009: 5.63e-06 +Target 010: 1.25e-06 |Target 011: 1.47e-06 |Target 012: 5.81e-06 |Target 013: 4.24e-06 |Target 014: 1.83e-06 +Target 015: 1.68e-06 |Target 016: 4.57e-06 |Target 017: 4.34e-06 |Target 018: 9.54e-06 |Target 019: 6.44e-06 +Target 020: 2.09e-06 |Target 021: 8.40e-06 |Target 022: 1.71e-06 |Target 023: 6.76e-06 |Target 024: 1.06e-05 + +==================== +Epoch #835 | Time: 00d 03h 45m | LR: 1.00e-03 | Epoch time: 15.48 | Train loss: 1.08e-05 | Val loss: 3.96e-06 +Target 000 has maximum loss 1.22e-05; Target 010 has minimum loss 8.79e-07 +Target 000: 1.22e-05 |Target 001: 6.35e-06 |Target 002: 9.36e-07 |Target 003: 1.16e-06 |Target 004: 1.15e-06 +Target 005: 4.67e-06 |Target 006: 9.92e-06 |Target 007: 1.27e-06 |Target 008: 3.14e-06 |Target 009: 4.56e-06 +Target 010: 8.79e-07 |Target 011: 1.09e-06 |Target 012: 2.39e-06 |Target 013: 2.64e-06 |Target 014: 1.66e-06 +Target 015: 1.44e-06 |Target 016: 4.06e-06 |Target 017: 4.44e-06 |Target 018: 6.85e-06 |Target 019: 5.67e-06 +Target 020: 1.47e-06 |Target 021: 4.84e-06 |Target 022: 1.44e-06 |Target 023: 5.79e-06 |Target 024: 6.75e-06 + +==================== +Epoch #836 | Time: 00d 03h 46m | LR: 1.00e-03 | Epoch time: 15.60 | Train loss: 1.15e-05 | Val loss: 7.22e-06 +Target 009 has maximum loss 1.97e-05; Target 002 has minimum loss 9.01e-07 +Target 000: 8.29e-06 |Target 001: 8.69e-06 |Target 002: 9.01e-07 |Target 003: 2.35e-06 |Target 004: 1.50e-06 +Target 005: 1.06e-05 |Target 006: 8.57e-06 |Target 007: 2.93e-06 |Target 008: 8.62e-06 |Target 009: 1.97e-05 +Target 010: 1.80e-06 |Target 011: 1.97e-06 |Target 012: 3.60e-06 |Target 013: 3.74e-06 |Target 014: 3.21e-06 +Target 015: 2.51e-06 |Target 016: 7.37e-06 |Target 017: 3.59e-06 |Target 018: 8.36e-06 |Target 019: 9.77e-06 +Target 020: 2.03e-06 |Target 021: 1.64e-05 |Target 022: 2.47e-06 |Target 023: 1.70e-05 |Target 024: 9.64e-06 + +==================== +Epoch #837 | Time: 00d 03h 46m | LR: 1.00e-03 | Epoch time: 15.37 | Train loss: 1.18e-05 | Val loss: 5.77e-06 +Target 005 has maximum loss 2.32e-05; Target 011 has minimum loss 1.17e-06 +Target 000: 1.42e-05 |Target 001: 8.92e-06 |Target 002: 1.81e-06 |Target 003: 3.42e-06 |Target 004: 1.20e-06 +Target 005: 2.32e-05 |Target 006: 1.64e-05 |Target 007: 1.50e-06 |Target 008: 1.13e-05 |Target 009: 1.02e-05 +Target 010: 1.70e-06 |Target 011: 1.17e-06 |Target 012: 1.78e-06 |Target 013: 4.98e-06 |Target 014: 2.46e-06 +Target 015: 3.72e-06 |Target 016: 1.42e-05 |Target 017: 3.23e-06 |Target 018: 9.99e-06 |Target 019: 7.82e-06 +Target 020: 1.59e-06 |Target 021: 1.01e-05 |Target 022: 2.28e-06 |Target 023: 8.11e-06 |Target 024: 7.65e-06 + +==================== +Epoch #838 | Time: 00d 03h 46m | LR: 1.00e-03 | Epoch time: 15.44 | Train loss: 1.02e-05 | Val loss: 5.23e-06 +Target 006 has maximum loss 2.91e-05; Target 004 has minimum loss 1.24e-06 +Target 000: 1.06e-05 |Target 001: 2.22e-05 |Target 002: 1.33e-06 |Target 003: 2.06e-06 |Target 004: 1.24e-06 +Target 005: 2.08e-05 |Target 006: 2.91e-05 |Target 007: 1.44e-06 |Target 008: 3.54e-06 |Target 009: 5.15e-06 +Target 010: 1.45e-06 |Target 011: 2.89e-06 |Target 012: 3.51e-06 |Target 013: 3.77e-06 |Target 014: 1.74e-06 +Target 015: 1.66e-06 |Target 016: 4.58e-06 |Target 017: 3.54e-06 |Target 018: 9.34e-06 |Target 019: 5.70e-06 +Target 020: 1.50e-06 |Target 021: 4.14e-06 |Target 022: 1.69e-06 |Target 023: 6.29e-06 |Target 024: 1.09e-05 + +==================== +Epoch #839 | Time: 00d 03h 46m | LR: 1.00e-03 | Epoch time: 15.36 | Train loss: 9.34e-06 | Val loss: 6.00e-06 +Target 006 has maximum loss 3.01e-05; Target 011 has minimum loss 1.04e-06 +Target 000: 1.91e-05 |Target 001: 2.37e-05 |Target 002: 1.49e-06 |Target 003: 5.19e-06 |Target 004: 2.65e-06 +Target 005: 1.90e-05 |Target 006: 3.01e-05 |Target 007: 1.60e-06 |Target 008: 5.67e-06 |Target 009: 7.76e-06 +Target 010: 1.35e-06 |Target 011: 1.04e-06 |Target 012: 8.28e-06 |Target 013: 3.06e-06 |Target 014: 1.86e-06 +Target 015: 2.40e-06 |Target 016: 7.36e-06 |Target 017: 4.13e-06 |Target 018: 8.03e-06 |Target 019: 6.53e-06 +Target 020: 1.28e-06 |Target 021: 4.64e-06 |Target 022: 1.80e-06 |Target 023: 6.39e-06 |Target 024: 1.21e-05 + +==================== +Epoch #840 | Time: 00d 03h 47m | LR: 1.00e-03 | Epoch time: 15.48 | Train loss: 9.32e-06 | Val loss: 4.27e-06 +Target 001 has maximum loss 1.54e-05; Target 010 has minimum loss 8.16e-07 +Target 000: 6.97e-06 |Target 001: 1.54e-05 |Target 002: 8.99e-07 |Target 003: 1.31e-06 |Target 004: 1.59e-06 +Target 005: 4.40e-06 |Target 006: 9.80e-06 |Target 007: 1.25e-06 |Target 008: 4.84e-06 |Target 009: 4.60e-06 +Target 010: 8.16e-07 |Target 011: 1.37e-06 |Target 012: 1.41e-06 |Target 013: 3.45e-06 |Target 014: 1.63e-06 +Target 015: 1.44e-06 |Target 016: 4.93e-06 |Target 017: 4.83e-06 |Target 018: 6.88e-06 |Target 019: 5.81e-06 +Target 020: 1.37e-06 |Target 021: 4.22e-06 |Target 022: 1.56e-06 |Target 023: 6.70e-06 |Target 024: 7.67e-06 + +==================== +Epoch #841 | Time: 00d 03h 47m | LR: 1.00e-03 | Epoch time: 15.46 | Train loss: 1.02e-05 | Val loss: 5.38e-06 +Target 018 has maximum loss 1.18e-05; Target 002 has minimum loss 1.04e-06 +Target 000: 7.39e-06 |Target 001: 1.12e-05 |Target 002: 1.04e-06 |Target 003: 2.05e-06 |Target 004: 2.23e-06 +Target 005: 4.72e-06 |Target 006: 1.06e-05 |Target 007: 1.39e-06 |Target 008: 4.03e-06 |Target 009: 1.08e-05 +Target 010: 1.11e-06 |Target 011: 1.21e-06 |Target 012: 1.80e-06 |Target 013: 5.37e-06 |Target 014: 1.80e-06 +Target 015: 1.62e-06 |Target 016: 5.53e-06 |Target 017: 3.29e-06 |Target 018: 1.18e-05 |Target 019: 8.27e-06 +Target 020: 1.66e-06 |Target 021: 6.03e-06 |Target 022: 1.64e-06 |Target 023: 1.07e-05 |Target 024: 7.27e-06 + +==================== +Epoch #842 | Time: 00d 03h 47m | LR: 1.00e-03 | Epoch time: 15.35 | Train loss: 1.15e-05 | Val loss: 9.16e-06 +Target 001 has maximum loss 1.01e-04; Target 011 has minimum loss 1.79e-06 +Target 000: 2.10e-05 |Target 001: 1.01e-04 |Target 002: 6.45e-06 |Target 003: 4.51e-06 |Target 004: 2.52e-06 +Target 005: 8.54e-06 |Target 006: 3.87e-05 |Target 007: 2.10e-06 |Target 008: 1.58e-05 |Target 009: 8.30e-06 +Target 010: 2.20e-06 |Target 011: 1.79e-06 |Target 012: 4.57e-06 |Target 013: 5.42e-06 |Target 014: 2.71e-06 +Target 015: 5.77e-06 |Target 016: 1.64e-05 |Target 017: 4.65e-06 |Target 018: 1.09e-05 |Target 019: 9.45e-06 +Target 020: 2.66e-06 |Target 021: 1.02e-05 |Target 022: 3.43e-06 |Target 023: 1.07e-05 |Target 024: 1.88e-05 + +==================== +Epoch #843 | Time: 00d 03h 47m | LR: 1.00e-03 | Epoch time: 15.57 | Train loss: 1.36e-05 | Val loss: 5.56e-06 +Target 006 has maximum loss 3.85e-05; Target 011 has minimum loss 1.33e-06 +Target 000: 2.30e-05 |Target 001: 1.57e-05 |Target 002: 2.20e-06 |Target 003: 2.40e-06 |Target 004: 4.71e-06 +Target 005: 1.40e-05 |Target 006: 3.85e-05 |Target 007: 1.96e-06 |Target 008: 7.66e-06 |Target 009: 5.40e-06 +Target 010: 2.17e-06 |Target 011: 1.33e-06 |Target 012: 1.97e-06 |Target 013: 2.69e-06 |Target 014: 2.42e-06 +Target 015: 2.21e-06 |Target 016: 7.91e-06 |Target 017: 4.56e-06 |Target 018: 9.66e-06 |Target 019: 7.95e-06 +Target 020: 1.37e-06 |Target 021: 4.43e-06 |Target 022: 2.12e-06 |Target 023: 7.47e-06 |Target 024: 8.64e-06 + +==================== +Epoch #844 | Time: 00d 03h 48m | LR: 1.00e-03 | Epoch time: 15.55 | Train loss: 1.06e-05 | Val loss: 5.38e-06 +Target 006 has maximum loss 2.97e-05; Target 011 has minimum loss 1.59e-06 +Target 000: 1.29e-05 |Target 001: 2.07e-05 |Target 002: 2.50e-06 |Target 003: 5.76e-06 |Target 004: 2.08e-06 +Target 005: 6.51e-06 |Target 006: 2.97e-05 |Target 007: 1.65e-06 |Target 008: 7.87e-06 |Target 009: 6.94e-06 +Target 010: 2.55e-06 |Target 011: 1.59e-06 |Target 012: 2.22e-06 |Target 013: 4.05e-06 |Target 014: 2.25e-06 +Target 015: 2.85e-06 |Target 016: 9.56e-06 |Target 017: 2.78e-06 |Target 018: 8.83e-06 |Target 019: 8.06e-06 +Target 020: 2.15e-06 |Target 021: 6.08e-06 |Target 022: 2.20e-06 |Target 023: 7.43e-06 |Target 024: 7.61e-06 + +==================== +Epoch #845 | Time: 00d 03h 48m | LR: 1.00e-03 | Epoch time: 15.40 | Train loss: 1.10e-05 | Val loss: 6.32e-06 +Target 001 has maximum loss 9.59e-05; Target 002 has minimum loss 9.21e-07 +Target 000: 1.42e-05 |Target 001: 9.59e-05 |Target 002: 9.21e-07 |Target 003: 1.96e-06 |Target 004: 2.75e-06 +Target 005: 1.99e-05 |Target 006: 2.01e-05 |Target 007: 2.11e-06 |Target 008: 4.34e-06 |Target 009: 3.95e-06 +Target 010: 1.24e-06 |Target 011: 1.92e-06 |Target 012: 8.51e-06 |Target 013: 3.78e-06 |Target 014: 2.72e-06 +Target 015: 1.55e-06 |Target 016: 5.11e-06 |Target 017: 9.78e-06 |Target 018: 9.67e-06 |Target 019: 5.81e-06 +Target 020: 1.32e-06 |Target 021: 3.60e-06 |Target 022: 2.21e-06 |Target 023: 5.65e-06 |Target 024: 1.08e-05 + +==================== +Epoch #846 | Time: 00d 03h 48m | LR: 1.00e-03 | Epoch time: 15.43 | Train loss: 9.71e-06 | Val loss: 6.39e-06 +Target 006 has maximum loss 3.31e-05; Target 002 has minimum loss 7.12e-07 +Target 000: 1.37e-05 |Target 001: 3.18e-05 |Target 002: 7.12e-07 |Target 003: 1.76e-06 |Target 004: 1.23e-06 +Target 005: 6.34e-06 |Target 006: 3.31e-05 |Target 007: 1.21e-06 |Target 008: 3.51e-06 |Target 009: 3.60e-06 +Target 010: 1.12e-06 |Target 011: 1.35e-06 |Target 012: 6.49e-06 |Target 013: 1.01e-05 |Target 014: 1.73e-06 +Target 015: 1.46e-06 |Target 016: 3.99e-06 |Target 017: 6.39e-06 |Target 018: 1.10e-05 |Target 019: 5.33e-06 +Target 020: 1.32e-06 |Target 021: 3.50e-06 |Target 022: 1.52e-06 |Target 023: 5.35e-06 |Target 024: 1.55e-05 + +==================== +Epoch #847 | Time: 00d 03h 48m | LR: 1.00e-03 | Epoch time: 15.34 | Train loss: 9.86e-06 | Val loss: 5.16e-06 +Target 001 has maximum loss 2.67e-05; Target 002 has minimum loss 1.15e-06 +Target 000: 1.30e-05 |Target 001: 2.67e-05 |Target 002: 1.15e-06 |Target 003: 2.17e-06 |Target 004: 1.91e-06 +Target 005: 1.08e-05 |Target 006: 1.01e-05 |Target 007: 1.29e-06 |Target 008: 4.48e-06 |Target 009: 4.13e-06 +Target 010: 1.67e-06 |Target 011: 2.13e-06 |Target 012: 3.38e-06 |Target 013: 7.29e-06 |Target 014: 2.13e-06 +Target 015: 1.91e-06 |Target 016: 7.50e-06 |Target 017: 2.88e-06 |Target 018: 9.12e-06 |Target 019: 6.38e-06 +Target 020: 1.48e-06 |Target 021: 4.45e-06 |Target 022: 1.77e-06 |Target 023: 6.02e-06 |Target 024: 9.44e-06 + +==================== +Epoch #848 | Time: 00d 03h 49m | LR: 1.00e-03 | Epoch time: 15.48 | Train loss: 9.54e-06 | Val loss: 3.97e-06 +Target 005 has maximum loss 1.13e-05; Target 010 has minimum loss 9.15e-07 +Target 000: 8.50e-06 |Target 001: 1.07e-05 |Target 002: 1.12e-06 |Target 003: 1.89e-06 |Target 004: 1.26e-06 +Target 005: 1.13e-05 |Target 006: 8.98e-06 |Target 007: 1.83e-06 |Target 008: 3.60e-06 |Target 009: 3.86e-06 +Target 010: 9.15e-07 |Target 011: 1.27e-06 |Target 012: 2.68e-06 |Target 013: 3.93e-06 |Target 014: 1.61e-06 +Target 015: 1.58e-06 |Target 016: 3.32e-06 |Target 017: 2.60e-06 |Target 018: 7.77e-06 |Target 019: 5.55e-06 +Target 020: 1.38e-06 |Target 021: 3.73e-06 |Target 022: 1.49e-06 |Target 023: 5.73e-06 |Target 024: 6.63e-06 + +==================== +Epoch #849 | Time: 00d 03h 49m | LR: 1.00e-03 | Epoch time: 15.35 | Train loss: 9.17e-06 | Val loss: 4.10e-06 +Target 001 has maximum loss 3.17e-05; Target 002 has minimum loss 8.26e-07 +Target 000: 1.42e-05 |Target 001: 3.17e-05 |Target 002: 8.26e-07 |Target 003: 1.59e-06 |Target 004: 1.27e-06 +Target 005: 5.54e-06 |Target 006: 1.99e-05 |Target 007: 1.38e-06 |Target 008: 3.40e-06 |Target 009: 3.41e-06 +Target 010: 9.72e-07 |Target 011: 1.08e-06 |Target 012: 2.08e-06 |Target 013: 3.16e-06 |Target 014: 1.47e-06 +Target 015: 1.36e-06 |Target 016: 3.88e-06 |Target 017: 3.86e-06 |Target 018: 6.35e-06 |Target 019: 5.26e-06 +Target 020: 1.18e-06 |Target 021: 3.29e-06 |Target 022: 1.42e-06 |Target 023: 6.04e-06 |Target 024: 7.20e-06 + +==================== +Epoch #850 | Time: 00d 03h 49m | LR: 1.00e-03 | Epoch time: 15.59 | Train loss: 1.02e-05 | Val loss: 4.43e-06 +Target 001 has maximum loss 3.72e-05; Target 002 has minimum loss 9.96e-07 +Target 000: 1.74e-05 |Target 001: 3.72e-05 |Target 002: 9.96e-07 |Target 003: 1.72e-06 |Target 004: 1.45e-06 +Target 005: 2.74e-05 |Target 006: 1.50e-05 |Target 007: 1.87e-06 |Target 008: 3.74e-06 |Target 009: 5.62e-06 +Target 010: 1.08e-06 |Target 011: 1.12e-06 |Target 012: 3.71e-06 |Target 013: 2.62e-06 |Target 014: 2.02e-06 +Target 015: 2.17e-06 |Target 016: 4.13e-06 |Target 017: 3.62e-06 |Target 018: 7.46e-06 |Target 019: 5.76e-06 +Target 020: 1.78e-06 |Target 021: 3.91e-06 |Target 022: 1.95e-06 |Target 023: 5.77e-06 |Target 024: 5.93e-06 + +==================== +Epoch #851 | Time: 00d 03h 49m | LR: 1.00e-03 | Epoch time: 15.40 | Train loss: 9.55e-06 | Val loss: 4.90e-06 +Target 000 has maximum loss 1.50e-05; Target 002 has minimum loss 1.38e-06 +Target 000: 1.50e-05 |Target 001: 1.02e-05 |Target 002: 1.38e-06 |Target 003: 1.64e-06 |Target 004: 1.80e-06 +Target 005: 3.49e-06 |Target 006: 7.20e-06 |Target 007: 2.98e-06 |Target 008: 6.75e-06 |Target 009: 7.06e-06 +Target 010: 2.26e-06 |Target 011: 1.85e-06 |Target 012: 2.33e-06 |Target 013: 3.00e-06 |Target 014: 2.16e-06 +Target 015: 2.06e-06 |Target 016: 6.27e-06 |Target 017: 2.62e-06 |Target 018: 9.41e-06 |Target 019: 7.01e-06 +Target 020: 1.49e-06 |Target 021: 5.49e-06 |Target 022: 2.45e-06 |Target 023: 6.59e-06 |Target 024: 8.31e-06 + +==================== +Epoch #852 | Time: 00d 03h 50m | LR: 1.00e-03 | Epoch time: 15.60 | Train loss: 9.43e-06 | Val loss: 5.71e-06 +Target 001 has maximum loss 1.35e-04; Target 002 has minimum loss 1.12e-06 +Target 000: 2.92e-05 |Target 001: 1.35e-04 |Target 002: 1.12e-06 |Target 003: 2.44e-06 |Target 004: 1.31e-06 +Target 005: 1.13e-05 |Target 006: 2.41e-05 |Target 007: 2.54e-06 |Target 008: 3.94e-06 |Target 009: 6.55e-06 +Target 010: 1.45e-06 |Target 011: 1.22e-06 |Target 012: 3.84e-06 |Target 013: 5.34e-06 |Target 014: 1.97e-06 +Target 015: 2.14e-06 |Target 016: 5.46e-06 |Target 017: 8.70e-06 |Target 018: 8.52e-06 |Target 019: 5.56e-06 +Target 020: 1.54e-06 |Target 021: 4.35e-06 |Target 022: 1.61e-06 |Target 023: 5.72e-06 |Target 024: 7.01e-06 + +==================== +Epoch #853 | Time: 00d 03h 50m | LR: 1.00e-03 | Epoch time: 15.50 | Train loss: 1.03e-05 | Val loss: 7.24e-06 +Target 001 has maximum loss 3.68e-05; Target 002 has minimum loss 1.48e-06 +Target 000: 2.65e-05 |Target 001: 3.68e-05 |Target 002: 1.48e-06 |Target 003: 1.71e-06 |Target 004: 2.72e-06 +Target 005: 1.40e-05 |Target 006: 2.64e-05 |Target 007: 1.80e-06 |Target 008: 5.64e-06 |Target 009: 1.37e-05 +Target 010: 1.51e-06 |Target 011: 1.93e-06 |Target 012: 3.81e-06 |Target 013: 3.05e-06 |Target 014: 2.03e-06 +Target 015: 2.46e-06 |Target 016: 4.66e-06 |Target 017: 5.66e-06 |Target 018: 1.20e-05 |Target 019: 8.96e-06 +Target 020: 2.37e-06 |Target 021: 7.63e-06 |Target 022: 1.86e-06 |Target 023: 1.30e-05 |Target 024: 1.26e-05 + +==================== +Epoch #854 | Time: 00d 03h 50m | LR: 1.00e-03 | Epoch time: 15.34 | Train loss: 1.07e-05 | Val loss: 5.00e-06 +Target 000 has maximum loss 2.56e-05; Target 010 has minimum loss 1.02e-06 +Target 000: 2.56e-05 |Target 001: 4.25e-06 |Target 002: 1.67e-06 |Target 003: 2.10e-06 |Target 004: 1.81e-06 +Target 005: 1.54e-05 |Target 006: 1.72e-05 |Target 007: 2.21e-06 |Target 008: 4.59e-06 |Target 009: 4.31e-06 +Target 010: 1.02e-06 |Target 011: 1.71e-06 |Target 012: 3.53e-06 |Target 013: 4.04e-06 |Target 014: 2.03e-06 +Target 015: 2.90e-06 |Target 016: 7.20e-06 |Target 017: 2.98e-06 |Target 018: 1.02e-05 |Target 019: 6.10e-06 +Target 020: 1.18e-06 |Target 021: 3.98e-06 |Target 022: 1.94e-06 |Target 023: 6.23e-06 |Target 024: 8.96e-06 + +==================== +Epoch #855 | Time: 00d 03h 50m | LR: 1.00e-03 | Epoch time: 15.54 | Train loss: 1.16e-05 | Val loss: 7.86e-06 +Target 009 has maximum loss 1.94e-05; Target 014 has minimum loss 2.77e-06 +Target 000: 8.09e-06 |Target 001: 7.21e-06 |Target 002: 3.04e-06 |Target 003: 4.26e-06 |Target 004: 3.47e-06 +Target 005: 1.73e-05 |Target 006: 9.87e-06 |Target 007: 3.88e-06 |Target 008: 5.80e-06 |Target 009: 1.94e-05 +Target 010: 3.15e-06 |Target 011: 3.29e-06 |Target 012: 8.82e-06 |Target 013: 3.62e-06 |Target 014: 2.77e-06 +Target 015: 2.97e-06 |Target 016: 8.07e-06 |Target 017: 4.54e-06 |Target 018: 1.81e-05 |Target 019: 1.12e-05 +Target 020: 2.89e-06 |Target 021: 1.41e-05 |Target 022: 2.93e-06 |Target 023: 1.04e-05 |Target 024: 1.03e-05 + +==================== +Epoch #856 | Time: 00d 03h 51m | LR: 1.00e-03 | Epoch time: 15.42 | Train loss: 1.24e-05 | Val loss: 7.79e-06 +Target 001 has maximum loss 6.59e-05; Target 002 has minimum loss 1.52e-06 +Target 000: 1.33e-05 |Target 001: 6.59e-05 |Target 002: 1.52e-06 |Target 003: 3.20e-06 |Target 004: 5.62e-06 +Target 005: 1.28e-05 |Target 006: 1.88e-05 |Target 007: 5.66e-06 |Target 008: 6.55e-06 |Target 009: 1.18e-05 +Target 010: 3.55e-06 |Target 011: 2.24e-06 |Target 012: 5.52e-06 |Target 013: 4.24e-06 |Target 014: 2.53e-06 +Target 015: 2.91e-06 |Target 016: 7.19e-06 |Target 017: 5.79e-06 |Target 018: 1.01e-05 |Target 019: 1.01e-05 +Target 020: 2.33e-06 |Target 021: 1.01e-05 |Target 022: 2.57e-06 |Target 023: 8.72e-06 |Target 024: 1.47e-05 + +==================== +Epoch #857 | Time: 00d 03h 51m | LR: 1.00e-03 | Epoch time: 15.60 | Train loss: 1.14e-05 | Val loss: 3.91e-06 +Target 006 has maximum loss 1.24e-05; Target 002 has minimum loss 1.16e-06 +Target 000: 6.32e-06 |Target 001: 7.91e-06 |Target 002: 1.16e-06 |Target 003: 1.56e-06 |Target 004: 1.30e-06 +Target 005: 7.59e-06 |Target 006: 1.24e-05 |Target 007: 1.70e-06 |Target 008: 6.16e-06 |Target 009: 4.81e-06 +Target 010: 1.44e-06 |Target 011: 1.58e-06 |Target 012: 1.66e-06 |Target 013: 2.71e-06 |Target 014: 1.66e-06 +Target 015: 1.77e-06 |Target 016: 5.19e-06 |Target 017: 2.85e-06 |Target 018: 7.07e-06 |Target 019: 6.15e-06 +Target 020: 1.43e-06 |Target 021: 4.37e-06 |Target 022: 1.62e-06 |Target 023: 5.56e-06 |Target 024: 6.07e-06 + +==================== +Epoch #858 | Time: 00d 03h 51m | LR: 1.00e-03 | Epoch time: 15.51 | Train loss: 1.44e-05 | Val loss: 7.98e-06 +Target 001 has maximum loss 5.03e-05; Target 010 has minimum loss 9.46e-07 +Target 000: 1.48e-05 |Target 001: 5.03e-05 |Target 002: 2.14e-06 |Target 003: 7.88e-06 |Target 004: 3.08e-06 +Target 005: 1.11e-05 |Target 006: 1.15e-05 |Target 007: 2.49e-06 |Target 008: 4.66e-06 |Target 009: 7.91e-06 +Target 010: 9.46e-07 |Target 011: 2.24e-06 |Target 012: 4.82e-06 |Target 013: 6.10e-06 |Target 014: 2.97e-06 +Target 015: 2.96e-06 |Target 016: 9.28e-06 |Target 017: 9.20e-06 |Target 018: 1.12e-05 |Target 019: 1.16e-05 +Target 020: 2.77e-06 |Target 021: 5.89e-06 |Target 022: 2.55e-06 |Target 023: 1.01e-05 |Target 024: 1.50e-05 + +==================== +Epoch #859 | Time: 00d 03h 52m | LR: 1.00e-03 | Epoch time: 15.42 | Train loss: 1.28e-05 | Val loss: 5.02e-06 +Target 006 has maximum loss 2.55e-05; Target 002 has minimum loss 9.65e-07 +Target 000: 9.53e-06 |Target 001: 8.61e-06 |Target 002: 9.65e-07 |Target 003: 1.50e-06 |Target 004: 1.70e-06 +Target 005: 3.75e-06 |Target 006: 2.55e-05 |Target 007: 1.81e-06 |Target 008: 3.68e-06 |Target 009: 1.13e-05 +Target 010: 1.27e-06 |Target 011: 1.36e-06 |Target 012: 1.44e-06 |Target 013: 3.25e-06 |Target 014: 2.10e-06 +Target 015: 2.90e-06 |Target 016: 4.42e-06 |Target 017: 2.79e-06 |Target 018: 9.19e-06 |Target 019: 5.99e-06 +Target 020: 1.72e-06 |Target 021: 7.94e-06 |Target 022: 1.79e-06 |Target 023: 7.02e-06 |Target 024: 9.22e-06 + +==================== +Epoch #860 | Time: 00d 03h 52m | LR: 1.00e-03 | Epoch time: 15.48 | Train loss: 9.39e-06 | Val loss: 5.37e-06 +Target 006 has maximum loss 1.92e-05; Target 010 has minimum loss 8.35e-07 +Target 000: 9.58e-06 |Target 001: 1.21e-05 |Target 002: 1.69e-06 |Target 003: 1.16e-06 |Target 004: 1.81e-06 +Target 005: 4.19e-06 |Target 006: 1.92e-05 |Target 007: 1.77e-06 |Target 008: 3.25e-06 |Target 009: 8.28e-06 +Target 010: 8.35e-07 |Target 011: 2.54e-06 |Target 012: 1.52e-06 |Target 013: 3.90e-06 |Target 014: 2.20e-06 +Target 015: 1.56e-06 |Target 016: 4.11e-06 |Target 017: 5.27e-06 |Target 018: 1.47e-05 |Target 019: 7.61e-06 +Target 020: 1.82e-06 |Target 021: 5.31e-06 |Target 022: 2.12e-06 |Target 023: 7.28e-06 |Target 024: 8.37e-06 + +==================== +Epoch #861 | Time: 00d 03h 52m | LR: 1.00e-03 | Epoch time: 15.42 | Train loss: 9.61e-06 | Val loss: 4.16e-06 +Target 006 has maximum loss 1.06e-05; Target 003 has minimum loss 9.81e-07 +Target 000: 5.77e-06 |Target 001: 3.63e-06 |Target 002: 1.03e-06 |Target 003: 9.81e-07 |Target 004: 1.32e-06 +Target 005: 3.80e-06 |Target 006: 1.06e-05 |Target 007: 1.54e-06 |Target 008: 4.74e-06 |Target 009: 4.46e-06 +Target 010: 1.39e-06 |Target 011: 1.69e-06 |Target 012: 1.36e-06 |Target 013: 4.11e-06 |Target 014: 1.60e-06 +Target 015: 1.62e-06 |Target 016: 7.99e-06 |Target 017: 2.71e-06 |Target 018: 9.05e-06 |Target 019: 5.90e-06 +Target 020: 1.19e-06 |Target 021: 4.25e-06 |Target 022: 1.69e-06 |Target 023: 6.20e-06 |Target 024: 6.98e-06 + +==================== +Epoch #862 | Time: 00d 03h 52m | LR: 1.00e-03 | Epoch time: 15.38 | Train loss: 9.56e-06 | Val loss: 6.07e-06 +Target 006 has maximum loss 5.10e-05; Target 004 has minimum loss 1.22e-06 +Target 000: 1.41e-05 |Target 001: 5.58e-06 |Target 002: 1.36e-06 |Target 003: 2.68e-06 |Target 004: 1.22e-06 +Target 005: 2.13e-05 |Target 006: 5.10e-05 |Target 007: 1.41e-06 |Target 008: 4.94e-06 |Target 009: 5.32e-06 +Target 010: 1.32e-06 |Target 011: 1.66e-06 |Target 012: 3.90e-06 |Target 013: 2.72e-06 |Target 014: 2.14e-06 +Target 015: 1.69e-06 |Target 016: 5.06e-06 |Target 017: 5.99e-06 |Target 018: 1.35e-05 |Target 019: 6.21e-06 +Target 020: 1.64e-06 |Target 021: 5.13e-06 |Target 022: 1.85e-06 |Target 023: 6.46e-06 |Target 024: 1.29e-05 + +==================== +Epoch #863 | Time: 00d 03h 53m | LR: 1.00e-03 | Epoch time: 15.33 | Train loss: 1.07e-05 | Val loss: 5.49e-06 +Target 000 has maximum loss 2.39e-05; Target 002 has minimum loss 9.52e-07 +Target 000: 2.39e-05 |Target 001: 2.12e-05 |Target 002: 9.52e-07 |Target 003: 2.13e-06 |Target 004: 1.59e-06 +Target 005: 2.14e-05 |Target 006: 2.09e-05 |Target 007: 1.68e-06 |Target 008: 7.93e-06 |Target 009: 5.61e-06 +Target 010: 1.52e-06 |Target 011: 1.94e-06 |Target 012: 3.90e-06 |Target 013: 4.17e-06 |Target 014: 2.10e-06 +Target 015: 2.51e-06 |Target 016: 7.11e-06 |Target 017: 3.95e-06 |Target 018: 1.14e-05 |Target 019: 7.19e-06 +Target 020: 1.33e-06 |Target 021: 6.32e-06 |Target 022: 1.92e-06 |Target 023: 6.68e-06 |Target 024: 8.37e-06 + +==================== +Epoch #864 | Time: 00d 03h 53m | LR: 1.00e-03 | Epoch time: 15.51 | Train loss: 9.73e-06 | Val loss: 4.47e-06 +Target 000 has maximum loss 5.09e-05; Target 002 has minimum loss 8.42e-07 +Target 000: 5.09e-05 |Target 001: 1.84e-05 |Target 002: 8.42e-07 |Target 003: 1.96e-06 |Target 004: 1.02e-06 +Target 005: 5.17e-06 |Target 006: 6.94e-06 |Target 007: 1.25e-06 |Target 008: 4.51e-06 |Target 009: 6.30e-06 +Target 010: 9.67e-07 |Target 011: 1.13e-06 |Target 012: 1.49e-06 |Target 013: 2.48e-06 |Target 014: 1.52e-06 +Target 015: 1.85e-06 |Target 016: 5.62e-06 |Target 017: 3.23e-06 |Target 018: 8.49e-06 |Target 019: 5.64e-06 +Target 020: 1.46e-06 |Target 021: 6.65e-06 |Target 022: 1.62e-06 |Target 023: 6.22e-06 |Target 024: 7.03e-06 + +==================== +Epoch #865 | Time: 00d 03h 53m | LR: 1.00e-03 | Epoch time: 15.49 | Train loss: 9.04e-06 | Val loss: 4.20e-06 +Target 005 has maximum loss 2.79e-05; Target 002 has minimum loss 7.52e-07 +Target 000: 1.80e-05 |Target 001: 1.67e-05 |Target 002: 7.52e-07 |Target 003: 1.79e-06 |Target 004: 1.07e-06 +Target 005: 2.79e-05 |Target 006: 1.14e-05 |Target 007: 1.54e-06 |Target 008: 3.22e-06 |Target 009: 4.31e-06 +Target 010: 9.27e-07 |Target 011: 1.19e-06 |Target 012: 3.44e-06 |Target 013: 4.64e-06 |Target 014: 1.87e-06 +Target 015: 1.93e-06 |Target 016: 3.56e-06 |Target 017: 2.45e-06 |Target 018: 7.21e-06 |Target 019: 6.16e-06 +Target 020: 1.55e-06 |Target 021: 4.23e-06 |Target 022: 1.58e-06 |Target 023: 5.50e-06 |Target 024: 5.93e-06 + +==================== +Epoch #866 | Time: 00d 03h 53m | LR: 1.00e-03 | Epoch time: 15.37 | Train loss: 8.84e-06 | Val loss: 4.45e-06 +Target 006 has maximum loss 1.87e-05; Target 002 has minimum loss 9.07e-07 +Target 000: 8.01e-06 |Target 001: 6.16e-06 |Target 002: 9.07e-07 |Target 003: 1.57e-06 |Target 004: 1.32e-06 +Target 005: 4.65e-06 |Target 006: 1.87e-05 |Target 007: 1.91e-06 |Target 008: 5.09e-06 |Target 009: 7.05e-06 +Target 010: 9.42e-07 |Target 011: 1.41e-06 |Target 012: 1.50e-06 |Target 013: 5.23e-06 |Target 014: 1.54e-06 +Target 015: 1.83e-06 |Target 016: 6.32e-06 |Target 017: 4.77e-06 |Target 018: 9.81e-06 |Target 019: 5.72e-06 +Target 020: 1.16e-06 |Target 021: 4.56e-06 |Target 022: 1.59e-06 |Target 023: 5.86e-06 |Target 024: 6.86e-06 + +==================== +Epoch #867 | Time: 00d 03h 54m | LR: 1.00e-03 | Epoch time: 15.51 | Train loss: 1.03e-05 | Val loss: 5.08e-06 +Target 006 has maximum loss 3.27e-05; Target 020 has minimum loss 1.29e-06 +Target 000: 9.42e-06 |Target 001: 2.09e-05 |Target 002: 1.38e-06 |Target 003: 1.73e-06 |Target 004: 1.32e-06 +Target 005: 8.27e-06 |Target 006: 3.27e-05 |Target 007: 2.20e-06 |Target 008: 5.50e-06 |Target 009: 3.95e-06 +Target 010: 2.01e-06 |Target 011: 1.75e-06 |Target 012: 2.49e-06 |Target 013: 5.81e-06 |Target 014: 2.13e-06 +Target 015: 2.45e-06 |Target 016: 5.04e-06 |Target 017: 8.72e-06 |Target 018: 1.06e-05 |Target 019: 6.94e-06 +Target 020: 1.29e-06 |Target 021: 4.07e-06 |Target 022: 1.69e-06 |Target 023: 6.24e-06 |Target 024: 6.59e-06 + +==================== +Epoch #868 | Time: 00d 03h 54m | LR: 1.00e-03 | Epoch time: 15.57 | Train loss: 1.14e-05 | Val loss: 7.34e-06 +Target 005 has maximum loss 1.62e-05; Target 004 has minimum loss 1.98e-06 +Target 000: 1.37e-05 |Target 001: 7.84e-06 |Target 002: 3.81e-06 |Target 003: 6.33e-06 |Target 004: 1.98e-06 +Target 005: 1.62e-05 |Target 006: 1.36e-05 |Target 007: 3.56e-06 |Target 008: 1.08e-05 |Target 009: 1.10e-05 +Target 010: 3.58e-06 |Target 011: 3.69e-06 |Target 012: 2.59e-06 |Target 013: 5.52e-06 |Target 014: 3.63e-06 +Target 015: 6.36e-06 |Target 016: 1.15e-05 |Target 017: 5.45e-06 |Target 018: 1.33e-05 |Target 019: 9.75e-06 +Target 020: 2.91e-06 |Target 021: 1.08e-05 |Target 022: 3.61e-06 |Target 023: 1.05e-05 |Target 024: 1.01e-05 + +==================== +Epoch #869 | Time: 00d 03h 54m | LR: 1.00e-03 | Epoch time: 15.58 | Train loss: 2.60e-05 | Val loss: 1.21e-05 +Target 006 has maximum loss 5.26e-05; Target 004 has minimum loss 4.11e-06 +Target 000: 1.43e-05 |Target 001: 9.80e-06 |Target 002: 6.09e-06 |Target 003: 2.17e-05 |Target 004: 4.11e-06 +Target 005: 2.04e-05 |Target 006: 5.26e-05 |Target 007: 4.18e-06 |Target 008: 2.13e-05 |Target 009: 1.84e-05 +Target 010: 5.84e-06 |Target 011: 6.10e-06 |Target 012: 4.91e-06 |Target 013: 1.03e-05 |Target 014: 5.20e-06 +Target 015: 9.74e-06 |Target 016: 2.74e-05 |Target 017: 9.39e-06 |Target 018: 2.02e-05 |Target 019: 1.35e-05 +Target 020: 4.61e-06 |Target 021: 1.60e-05 |Target 022: 4.42e-06 |Target 023: 1.58e-05 |Target 024: 1.78e-05 + +==================== +Epoch #870 | Time: 00d 03h 54m | LR: 1.00e-03 | Epoch time: 15.36 | Train loss: 1.54e-05 | Val loss: 6.03e-06 +Target 005 has maximum loss 3.56e-05; Target 011 has minimum loss 1.37e-06 +Target 000: 1.13e-05 |Target 001: 1.11e-05 |Target 002: 1.88e-06 |Target 003: 2.33e-06 |Target 004: 1.53e-06 +Target 005: 3.56e-05 |Target 006: 1.78e-05 |Target 007: 2.49e-06 |Target 008: 5.95e-06 |Target 009: 6.75e-06 +Target 010: 2.14e-06 |Target 011: 1.37e-06 |Target 012: 1.69e-06 |Target 013: 4.43e-06 |Target 014: 2.11e-06 +Target 015: 1.79e-06 |Target 016: 7.16e-06 |Target 017: 3.22e-06 |Target 018: 1.01e-05 |Target 019: 9.32e-06 +Target 020: 1.49e-06 |Target 021: 6.51e-06 |Target 022: 2.05e-06 |Target 023: 7.96e-06 |Target 024: 1.16e-05 + +==================== +Epoch #871 | Time: 00d 03h 55m | LR: 1.00e-03 | Epoch time: 15.54 | Train loss: 1.08e-05 | Val loss: 4.88e-06 +Target 006 has maximum loss 1.63e-05; Target 002 has minimum loss 8.22e-07 +Target 000: 9.06e-06 |Target 001: 1.24e-05 |Target 002: 8.22e-07 |Target 003: 1.59e-06 |Target 004: 1.42e-06 +Target 005: 8.02e-06 |Target 006: 1.63e-05 |Target 007: 1.62e-06 |Target 008: 4.32e-06 |Target 009: 4.08e-06 +Target 010: 1.49e-06 |Target 011: 1.30e-06 |Target 012: 3.25e-06 |Target 013: 4.49e-06 |Target 014: 2.01e-06 +Target 015: 3.05e-06 |Target 016: 6.74e-06 |Target 017: 4.74e-06 |Target 018: 8.58e-06 |Target 019: 6.12e-06 +Target 020: 1.57e-06 |Target 021: 4.49e-06 |Target 022: 1.77e-06 |Target 023: 6.60e-06 |Target 024: 8.85e-06 + +==================== +Epoch #872 | Time: 00d 03h 55m | LR: 1.00e-03 | Epoch time: 15.45 | Train loss: 9.81e-06 | Val loss: 4.04e-06 +Target 006 has maximum loss 1.89e-05; Target 002 has minimum loss 9.95e-07 +Target 000: 8.57e-06 |Target 001: 1.50e-05 |Target 002: 9.95e-07 |Target 003: 1.46e-06 |Target 004: 1.72e-06 +Target 005: 3.42e-06 |Target 006: 1.89e-05 |Target 007: 1.27e-06 |Target 008: 4.87e-06 |Target 009: 4.79e-06 +Target 010: 1.70e-06 |Target 011: 1.54e-06 |Target 012: 1.40e-06 |Target 013: 2.93e-06 |Target 014: 2.01e-06 +Target 015: 1.73e-06 |Target 016: 4.45e-06 |Target 017: 2.61e-06 |Target 018: 7.54e-06 |Target 019: 6.14e-06 +Target 020: 1.29e-06 |Target 021: 4.47e-06 |Target 022: 1.67e-06 |Target 023: 5.87e-06 |Target 024: 6.25e-06 + +==================== +Epoch #873 | Time: 00d 03h 55m | LR: 1.00e-03 | Epoch time: 15.47 | Train loss: 9.47e-06 | Val loss: 4.06e-06 +Target 001 has maximum loss 1.97e-05; Target 002 has minimum loss 7.21e-07 +Target 000: 9.22e-06 |Target 001: 1.97e-05 |Target 002: 7.21e-07 |Target 003: 1.73e-06 |Target 004: 1.52e-06 +Target 005: 7.86e-06 |Target 006: 1.34e-05 |Target 007: 1.38e-06 |Target 008: 3.90e-06 |Target 009: 4.91e-06 +Target 010: 7.78e-07 |Target 011: 1.42e-06 |Target 012: 2.89e-06 |Target 013: 2.82e-06 |Target 014: 1.54e-06 +Target 015: 1.97e-06 |Target 016: 4.74e-06 |Target 017: 3.34e-06 |Target 018: 8.49e-06 |Target 019: 5.33e-06 +Target 020: 1.58e-06 |Target 021: 4.38e-06 |Target 022: 1.47e-06 |Target 023: 5.44e-06 |Target 024: 6.39e-06 + +==================== +Epoch #874 | Time: 00d 03h 55m | LR: 1.00e-03 | Epoch time: 15.38 | Train loss: 9.26e-06 | Val loss: 4.66e-06 +Target 000 has maximum loss 1.04e-05; Target 004 has minimum loss 1.20e-06 +Target 000: 1.04e-05 |Target 001: 5.68e-06 |Target 002: 1.59e-06 |Target 003: 2.92e-06 |Target 004: 1.20e-06 +Target 005: 5.24e-06 |Target 006: 9.51e-06 |Target 007: 3.83e-06 |Target 008: 5.01e-06 |Target 009: 5.52e-06 +Target 010: 1.40e-06 |Target 011: 1.23e-06 |Target 012: 1.68e-06 |Target 013: 2.81e-06 |Target 014: 2.10e-06 +Target 015: 1.81e-06 |Target 016: 4.26e-06 |Target 017: 3.52e-06 |Target 018: 8.43e-06 |Target 019: 6.70e-06 +Target 020: 1.37e-06 |Target 021: 6.03e-06 |Target 022: 2.17e-06 |Target 023: 6.63e-06 |Target 024: 8.34e-06 + +==================== +Epoch #875 | Time: 00d 03h 56m | LR: 1.00e-03 | Epoch time: 15.40 | Train loss: 9.54e-06 | Val loss: 4.98e-06 +Target 001 has maximum loss 2.53e-05; Target 010 has minimum loss 8.63e-07 +Target 000: 8.48e-06 |Target 001: 2.53e-05 |Target 002: 9.97e-07 |Target 003: 2.96e-06 |Target 004: 1.08e-06 +Target 005: 1.36e-05 |Target 006: 2.28e-05 |Target 007: 1.71e-06 |Target 008: 5.28e-06 |Target 009: 3.81e-06 +Target 010: 8.63e-07 |Target 011: 1.21e-06 |Target 012: 1.89e-06 |Target 013: 7.39e-06 |Target 014: 1.69e-06 +Target 015: 2.05e-06 |Target 016: 4.97e-06 |Target 017: 6.12e-06 |Target 018: 1.02e-05 |Target 019: 6.46e-06 +Target 020: 1.60e-06 |Target 021: 4.30e-06 |Target 022: 1.63e-06 |Target 023: 7.05e-06 |Target 024: 6.99e-06 + +==================== +Epoch #876 | Time: 00d 03h 56m | LR: 1.00e-03 | Epoch time: 15.45 | Train loss: 9.27e-06 | Val loss: 4.39e-06 +Target 001 has maximum loss 2.65e-05; Target 002 has minimum loss 9.19e-07 +Target 000: 1.82e-05 |Target 001: 2.65e-05 |Target 002: 9.19e-07 |Target 003: 1.25e-06 |Target 004: 1.51e-06 +Target 005: 1.54e-05 |Target 006: 1.42e-05 |Target 007: 1.65e-06 |Target 008: 3.70e-06 |Target 009: 4.38e-06 +Target 010: 9.31e-07 |Target 011: 1.61e-06 |Target 012: 1.34e-06 |Target 013: 3.67e-06 |Target 014: 1.75e-06 +Target 015: 1.64e-06 |Target 016: 3.81e-06 |Target 017: 6.44e-06 |Target 018: 8.37e-06 |Target 019: 5.35e-06 +Target 020: 1.77e-06 |Target 021: 3.82e-06 |Target 022: 2.00e-06 |Target 023: 5.57e-06 |Target 024: 6.58e-06 + +==================== +Epoch #877 | Time: 00d 03h 56m | LR: 1.00e-03 | Epoch time: 15.36 | Train loss: 8.97e-06 | Val loss: 4.31e-06 +Target 006 has maximum loss 1.28e-05; Target 002 has minimum loss 7.25e-07 +Target 000: 8.33e-06 |Target 001: 5.56e-06 |Target 002: 7.25e-07 |Target 003: 1.82e-06 |Target 004: 2.36e-06 +Target 005: 6.03e-06 |Target 006: 1.28e-05 |Target 007: 1.27e-06 |Target 008: 4.57e-06 |Target 009: 4.62e-06 +Target 010: 1.00e-06 |Target 011: 1.11e-06 |Target 012: 3.25e-06 |Target 013: 2.77e-06 |Target 014: 1.79e-06 +Target 015: 2.19e-06 |Target 016: 4.84e-06 |Target 017: 2.80e-06 |Target 018: 9.65e-06 |Target 019: 6.34e-06 +Target 020: 1.29e-06 |Target 021: 4.15e-06 |Target 022: 1.59e-06 |Target 023: 6.64e-06 |Target 024: 6.74e-06 + +==================== +Epoch #878 | Time: 00d 03h 57m | LR: 1.00e-03 | Epoch time: 15.52 | Train loss: 9.31e-06 | Val loss: 4.41e-06 +Target 006 has maximum loss 2.63e-05; Target 002 has minimum loss 6.77e-07 +Target 000: 8.22e-06 |Target 001: 1.58e-05 |Target 002: 6.77e-07 |Target 003: 1.23e-06 |Target 004: 1.09e-06 +Target 005: 8.89e-06 |Target 006: 2.63e-05 |Target 007: 1.39e-06 |Target 008: 3.64e-06 |Target 009: 4.63e-06 +Target 010: 1.10e-06 |Target 011: 1.24e-06 |Target 012: 2.02e-06 |Target 013: 6.27e-06 |Target 014: 1.94e-06 +Target 015: 1.51e-06 |Target 016: 3.37e-06 |Target 017: 2.61e-06 |Target 018: 7.47e-06 |Target 019: 5.77e-06 +Target 020: 1.39e-06 |Target 021: 4.91e-06 |Target 022: 1.48e-06 |Target 023: 6.45e-06 |Target 024: 7.38e-06 + +==================== +Epoch #879 | Time: 00d 03h 57m | LR: 1.00e-03 | Epoch time: 15.52 | Train loss: 8.93e-06 | Val loss: 3.81e-06 +Target 006 has maximum loss 1.76e-05; Target 002 has minimum loss 7.77e-07 +Target 000: 6.42e-06 |Target 001: 4.47e-06 |Target 002: 7.77e-07 |Target 003: 1.29e-06 |Target 004: 1.12e-06 +Target 005: 8.44e-06 |Target 006: 1.76e-05 |Target 007: 1.16e-06 |Target 008: 4.20e-06 |Target 009: 4.05e-06 +Target 010: 8.48e-07 |Target 011: 1.35e-06 |Target 012: 2.38e-06 |Target 013: 2.99e-06 |Target 014: 2.11e-06 +Target 015: 1.65e-06 |Target 016: 4.44e-06 |Target 017: 3.03e-06 |Target 018: 7.82e-06 |Target 019: 5.81e-06 +Target 020: 1.26e-06 |Target 021: 3.66e-06 |Target 022: 1.68e-06 |Target 023: 5.70e-06 |Target 024: 5.32e-06 + +==================== +Epoch #880 | Time: 00d 03h 57m | LR: 1.00e-03 | Epoch time: 15.36 | Train loss: 8.82e-06 | Val loss: 3.90e-06 +Target 001 has maximum loss 2.97e-05; Target 002 has minimum loss 9.43e-07 +Target 000: 1.13e-05 |Target 001: 2.97e-05 |Target 002: 9.43e-07 |Target 003: 1.31e-06 |Target 004: 1.08e-06 +Target 005: 1.40e-05 |Target 006: 1.60e-05 |Target 007: 1.02e-06 |Target 008: 3.75e-06 |Target 009: 3.82e-06 +Target 010: 1.03e-06 |Target 011: 1.29e-06 |Target 012: 1.26e-06 |Target 013: 2.34e-06 |Target 014: 1.51e-06 +Target 015: 1.57e-06 |Target 016: 3.52e-06 |Target 017: 4.25e-06 |Target 018: 7.14e-06 |Target 019: 5.08e-06 +Target 020: 1.15e-06 |Target 021: 3.08e-06 |Target 022: 1.47e-06 |Target 023: 5.18e-06 |Target 024: 6.66e-06 + +==================== +Epoch #881 | Time: 00d 03h 57m | LR: 1.00e-03 | Epoch time: 15.37 | Train loss: 8.86e-06 | Val loss: 5.56e-06 +Target 006 has maximum loss 4.45e-05; Target 010 has minimum loss 8.75e-07 +Target 000: 9.07e-06 |Target 001: 1.66e-05 |Target 002: 1.09e-06 |Target 003: 1.05e-06 |Target 004: 1.36e-06 +Target 005: 3.39e-06 |Target 006: 4.45e-05 |Target 007: 1.94e-06 |Target 008: 5.28e-06 |Target 009: 3.83e-06 +Target 010: 8.75e-07 |Target 011: 1.25e-06 |Target 012: 5.68e-06 |Target 013: 8.61e-06 |Target 014: 1.60e-06 +Target 015: 1.44e-06 |Target 016: 5.31e-06 |Target 017: 6.32e-06 |Target 018: 1.10e-05 |Target 019: 5.72e-06 +Target 020: 1.16e-06 |Target 021: 4.36e-06 |Target 022: 1.59e-06 |Target 023: 5.81e-06 |Target 024: 1.01e-05 + +==================== +Epoch #882 | Time: 00d 03h 58m | LR: 1.00e-03 | Epoch time: 15.40 | Train loss: 9.03e-06 | Val loss: 4.07e-06 +Target 000 has maximum loss 4.07e-05; Target 002 has minimum loss 8.39e-07 +Target 000: 4.07e-05 |Target 001: 3.52e-05 |Target 002: 8.39e-07 |Target 003: 2.32e-06 |Target 004: 1.88e-06 +Target 005: 5.37e-06 |Target 006: 1.14e-05 |Target 007: 2.37e-06 |Target 008: 4.24e-06 |Target 009: 3.83e-06 +Target 010: 1.06e-06 |Target 011: 1.19e-06 |Target 012: 3.25e-06 |Target 013: 2.46e-06 |Target 014: 1.70e-06 +Target 015: 1.88e-06 |Target 016: 3.17e-06 |Target 017: 3.02e-06 |Target 018: 6.37e-06 |Target 019: 5.15e-06 +Target 020: 1.18e-06 |Target 021: 3.27e-06 |Target 022: 1.46e-06 |Target 023: 5.21e-06 |Target 024: 6.15e-06 + +==================== +Epoch #883 | Time: 00d 03h 58m | LR: 1.00e-03 | Epoch time: 15.51 | Train loss: 9.42e-06 | Val loss: 3.72e-06 +Target 001 has maximum loss 1.37e-05; Target 010 has minimum loss 8.57e-07 +Target 000: 5.98e-06 |Target 001: 1.37e-05 |Target 002: 1.01e-06 |Target 003: 1.44e-06 |Target 004: 1.57e-06 +Target 005: 7.92e-06 |Target 006: 8.76e-06 |Target 007: 1.66e-06 |Target 008: 3.79e-06 |Target 009: 3.86e-06 +Target 010: 8.57e-07 |Target 011: 1.42e-06 |Target 012: 1.57e-06 |Target 013: 2.65e-06 |Target 014: 1.78e-06 +Target 015: 1.76e-06 |Target 016: 3.16e-06 |Target 017: 4.25e-06 |Target 018: 7.34e-06 |Target 019: 5.45e-06 +Target 020: 1.64e-06 |Target 021: 3.80e-06 |Target 022: 1.63e-06 |Target 023: 5.95e-06 |Target 024: 5.13e-06 + +==================== +Epoch #884 | Time: 00d 03h 58m | LR: 1.00e-03 | Epoch time: 15.46 | Train loss: 9.16e-06 | Val loss: 3.89e-06 +Target 001 has maximum loss 1.20e-05; Target 010 has minimum loss 7.48e-07 +Target 000: 1.19e-05 |Target 001: 1.20e-05 |Target 002: 7.59e-07 |Target 003: 1.42e-06 |Target 004: 1.18e-06 +Target 005: 1.08e-05 |Target 006: 8.60e-06 |Target 007: 1.21e-06 |Target 008: 3.87e-06 |Target 009: 3.81e-06 +Target 010: 7.48e-07 |Target 011: 1.12e-06 |Target 012: 2.65e-06 |Target 013: 3.27e-06 |Target 014: 1.74e-06 +Target 015: 1.72e-06 |Target 016: 3.57e-06 |Target 017: 2.64e-06 |Target 018: 6.93e-06 |Target 019: 6.69e-06 +Target 020: 1.20e-06 |Target 021: 4.04e-06 |Target 022: 1.86e-06 |Target 023: 5.49e-06 |Target 024: 5.71e-06 + +==================== +Epoch #885 | Time: 00d 03h 58m | LR: 1.00e-03 | Epoch time: 15.56 | Train loss: 8.80e-06 | Val loss: 5.28e-06 +Target 001 has maximum loss 4.47e-05; Target 002 has minimum loss 6.88e-07 +Target 000: 8.93e-06 |Target 001: 4.47e-05 |Target 002: 6.88e-07 |Target 003: 1.32e-06 |Target 004: 1.36e-06 +Target 005: 1.14e-05 |Target 006: 1.59e-05 |Target 007: 1.19e-06 |Target 008: 5.14e-06 |Target 009: 5.59e-06 +Target 010: 7.28e-07 |Target 011: 1.48e-06 |Target 012: 1.78e-06 |Target 013: 4.00e-06 |Target 014: 2.39e-06 +Target 015: 1.37e-06 |Target 016: 4.59e-06 |Target 017: 3.39e-06 |Target 018: 9.41e-06 |Target 019: 6.46e-06 +Target 020: 1.37e-06 |Target 021: 4.51e-06 |Target 022: 2.22e-06 |Target 023: 9.17e-06 |Target 024: 9.08e-06 + +==================== +Epoch #886 | Time: 00d 03h 59m | LR: 1.00e-03 | Epoch time: 15.56 | Train loss: 9.61e-06 | Val loss: 4.69e-06 +Target 001 has maximum loss 5.04e-05; Target 002 has minimum loss 6.51e-07 +Target 000: 1.94e-05 |Target 001: 5.04e-05 |Target 002: 6.51e-07 |Target 003: 2.16e-06 |Target 004: 1.38e-06 +Target 005: 8.16e-06 |Target 006: 1.24e-05 |Target 007: 1.60e-06 |Target 008: 3.66e-06 |Target 009: 6.76e-06 +Target 010: 7.87e-07 |Target 011: 1.24e-06 |Target 012: 3.68e-06 |Target 013: 2.49e-06 |Target 014: 1.39e-06 +Target 015: 1.53e-06 |Target 016: 3.81e-06 |Target 017: 3.98e-06 |Target 018: 7.46e-06 |Target 019: 5.03e-06 +Target 020: 1.43e-06 |Target 021: 5.91e-06 |Target 022: 1.51e-06 |Target 023: 5.08e-06 |Target 024: 9.00e-06 + +==================== +Epoch #887 | Time: 00d 03h 59m | LR: 1.00e-03 | Epoch time: 15.34 | Train loss: 9.25e-06 | Val loss: 5.25e-06 +Target 006 has maximum loss 3.04e-05; Target 007 has minimum loss 1.28e-06 +Target 000: 7.58e-06 |Target 001: 1.67e-05 |Target 002: 2.16e-06 |Target 003: 2.96e-06 |Target 004: 3.12e-06 +Target 005: 5.39e-06 |Target 006: 3.04e-05 |Target 007: 1.28e-06 |Target 008: 5.13e-06 |Target 009: 9.18e-06 +Target 010: 1.56e-06 |Target 011: 1.44e-06 |Target 012: 1.89e-06 |Target 013: 2.74e-06 |Target 014: 1.84e-06 +Target 015: 2.27e-06 |Target 016: 7.53e-06 |Target 017: 2.58e-06 |Target 018: 1.63e-05 |Target 019: 6.53e-06 +Target 020: 1.82e-06 |Target 021: 8.56e-06 |Target 022: 1.91e-06 |Target 023: 5.69e-06 |Target 024: 7.56e-06 + +==================== +Epoch #888 | Time: 00d 03h 59m | LR: 1.00e-03 | Epoch time: 15.41 | Train loss: 9.98e-06 | Val loss: 4.16e-06 +Target 005 has maximum loss 3.70e-05; Target 011 has minimum loss 1.17e-06 +Target 000: 1.82e-05 |Target 001: 2.63e-05 |Target 002: 1.60e-06 |Target 003: 3.42e-06 |Target 004: 1.67e-06 +Target 005: 3.70e-05 |Target 006: 1.16e-05 |Target 007: 1.21e-06 |Target 008: 4.73e-06 |Target 009: 5.00e-06 +Target 010: 1.97e-06 |Target 011: 1.17e-06 |Target 012: 2.07e-06 |Target 013: 3.62e-06 |Target 014: 1.62e-06 +Target 015: 1.91e-06 |Target 016: 3.32e-06 |Target 017: 4.79e-06 |Target 018: 7.90e-06 |Target 019: 4.96e-06 +Target 020: 1.17e-06 |Target 021: 3.59e-06 |Target 022: 1.43e-06 |Target 023: 5.03e-06 |Target 024: 5.36e-06 + +==================== +Epoch #889 | Time: 00d 03h 59m | LR: 1.00e-03 | Epoch time: 15.44 | Train loss: 1.01e-05 | Val loss: 4.99e-06 +Target 001 has maximum loss 1.92e-05; Target 010 has minimum loss 9.61e-07 +Target 000: 1.35e-05 |Target 001: 1.92e-05 |Target 002: 2.18e-06 |Target 003: 1.82e-06 |Target 004: 1.39e-06 +Target 005: 1.33e-05 |Target 006: 7.49e-06 |Target 007: 2.04e-06 |Target 008: 4.25e-06 |Target 009: 7.08e-06 +Target 010: 9.61e-07 |Target 011: 2.09e-06 |Target 012: 2.22e-06 |Target 013: 2.90e-06 |Target 014: 1.76e-06 +Target 015: 1.76e-06 |Target 016: 5.30e-06 |Target 017: 3.39e-06 |Target 018: 8.02e-06 |Target 019: 5.56e-06 +Target 020: 1.24e-06 |Target 021: 5.00e-06 |Target 022: 2.18e-06 |Target 023: 6.66e-06 |Target 024: 1.05e-05 + +==================== +Epoch #890 | Time: 00d 04h 00m | LR: 1.00e-03 | Epoch time: 15.45 | Train loss: 9.07e-06 | Val loss: 4.08e-06 +Target 000 has maximum loss 1.11e-05; Target 010 has minimum loss 1.00e-06 +Target 000: 1.11e-05 |Target 001: 9.82e-06 |Target 002: 1.17e-06 |Target 003: 1.46e-06 |Target 004: 1.04e-06 +Target 005: 9.76e-06 |Target 006: 9.75e-06 |Target 007: 3.91e-06 |Target 008: 3.63e-06 |Target 009: 5.36e-06 +Target 010: 1.00e-06 |Target 011: 2.48e-06 |Target 012: 3.78e-06 |Target 013: 2.45e-06 |Target 014: 1.47e-06 +Target 015: 1.43e-06 |Target 016: 4.30e-06 |Target 017: 3.30e-06 |Target 018: 8.37e-06 |Target 019: 5.73e-06 +Target 020: 1.15e-06 |Target 021: 3.57e-06 |Target 022: 1.45e-06 |Target 023: 5.73e-06 |Target 024: 6.35e-06 + +==================== +Epoch #891 | Time: 00d 04h 00m | LR: 1.00e-03 | Epoch time: 15.38 | Train loss: 1.04e-05 | Val loss: 4.68e-06 +Target 023 has maximum loss 1.02e-05; Target 010 has minimum loss 1.00e-06 +Target 000: 8.07e-06 |Target 001: 8.99e-06 |Target 002: 1.17e-06 |Target 003: 1.84e-06 |Target 004: 1.24e-06 +Target 005: 3.67e-06 |Target 006: 9.99e-06 |Target 007: 1.80e-06 |Target 008: 3.80e-06 |Target 009: 5.51e-06 +Target 010: 1.00e-06 |Target 011: 1.21e-06 |Target 012: 1.47e-06 |Target 013: 3.14e-06 |Target 014: 2.09e-06 +Target 015: 2.03e-06 |Target 016: 5.55e-06 |Target 017: 3.50e-06 |Target 018: 7.55e-06 |Target 019: 7.29e-06 +Target 020: 2.22e-06 |Target 021: 3.53e-06 |Target 022: 1.60e-06 |Target 023: 1.02e-05 |Target 024: 7.32e-06 + +==================== +Epoch #892 | Time: 00d 04h 00m | LR: 1.00e-03 | Epoch time: 15.48 | Train loss: 1.38e-05 | Val loss: 8.22e-06 +Target 001 has maximum loss 9.90e-05; Target 010 has minimum loss 1.03e-06 +Target 000: 2.08e-05 |Target 001: 9.90e-05 |Target 002: 1.73e-06 |Target 003: 2.55e-06 |Target 004: 2.11e-06 +Target 005: 1.09e-05 |Target 006: 2.33e-05 |Target 007: 1.77e-06 |Target 008: 4.41e-06 |Target 009: 3.52e-05 +Target 010: 1.03e-06 |Target 011: 2.48e-06 |Target 012: 5.82e-06 |Target 013: 5.08e-06 |Target 014: 3.69e-06 +Target 015: 2.70e-06 |Target 016: 5.79e-06 |Target 017: 4.52e-06 |Target 018: 1.46e-05 |Target 019: 7.38e-06 +Target 020: 3.63e-06 |Target 021: 1.55e-05 |Target 022: 3.15e-06 |Target 023: 8.13e-06 |Target 024: 1.12e-05 + +==================== +Epoch #893 | Time: 00d 04h 00m | LR: 1.00e-03 | Epoch time: 15.42 | Train loss: 1.35e-05 | Val loss: 4.28e-06 +Target 006 has maximum loss 1.79e-05; Target 002 has minimum loss 9.76e-07 +Target 000: 1.16e-05 |Target 001: 1.10e-05 |Target 002: 9.76e-07 |Target 003: 1.98e-06 |Target 004: 1.73e-06 +Target 005: 7.07e-06 |Target 006: 1.79e-05 |Target 007: 1.57e-06 |Target 008: 4.60e-06 |Target 009: 5.18e-06 +Target 010: 1.47e-06 |Target 011: 1.14e-06 |Target 012: 2.12e-06 |Target 013: 3.77e-06 |Target 014: 1.85e-06 +Target 015: 2.25e-06 |Target 016: 5.63e-06 |Target 017: 2.86e-06 |Target 018: 9.42e-06 |Target 019: 6.42e-06 +Target 020: 1.29e-06 |Target 021: 4.97e-06 |Target 022: 1.57e-06 |Target 023: 5.79e-06 |Target 024: 6.14e-06 + +==================== +Epoch #894 | Time: 00d 04h 01m | LR: 1.00e-03 | Epoch time: 15.37 | Train loss: 1.01e-05 | Val loss: 4.38e-06 +Target 000 has maximum loss 1.35e-05; Target 002 has minimum loss 9.21e-07 +Target 000: 1.35e-05 |Target 001: 3.87e-06 |Target 002: 9.21e-07 |Target 003: 1.80e-06 |Target 004: 1.33e-06 +Target 005: 6.08e-06 |Target 006: 9.89e-06 |Target 007: 2.17e-06 |Target 008: 3.31e-06 |Target 009: 6.24e-06 +Target 010: 1.02e-06 |Target 011: 1.31e-06 |Target 012: 2.31e-06 |Target 013: 2.24e-06 |Target 014: 1.93e-06 +Target 015: 1.61e-06 |Target 016: 4.35e-06 |Target 017: 2.80e-06 |Target 018: 7.09e-06 |Target 019: 5.73e-06 +Target 020: 2.01e-06 |Target 021: 5.01e-06 |Target 022: 1.75e-06 |Target 023: 6.07e-06 |Target 024: 8.86e-06 + +==================== +Epoch #895 | Time: 00d 04h 01m | LR: 1.00e-03 | Epoch time: 15.37 | Train loss: 9.60e-06 | Val loss: 4.24e-06 +Target 005 has maximum loss 1.08e-05; Target 002 has minimum loss 8.64e-07 +Target 000: 4.80e-06 |Target 001: 2.18e-06 |Target 002: 8.64e-07 |Target 003: 1.52e-06 |Target 004: 1.65e-06 +Target 005: 1.08e-05 |Target 006: 7.65e-06 |Target 007: 1.89e-06 |Target 008: 3.85e-06 |Target 009: 6.34e-06 +Target 010: 9.03e-07 |Target 011: 1.06e-06 |Target 012: 4.31e-06 |Target 013: 2.29e-06 |Target 014: 1.57e-06 +Target 015: 1.60e-06 |Target 016: 4.41e-06 |Target 017: 5.07e-06 |Target 018: 7.47e-06 |Target 019: 5.28e-06 +Target 020: 1.23e-06 |Target 021: 5.33e-06 |Target 022: 1.62e-06 |Target 023: 5.80e-06 |Target 024: 7.34e-06 + +==================== +Epoch #896 | Time: 00d 04h 01m | LR: 1.00e-03 | Epoch time: 15.42 | Train loss: 9.27e-06 | Val loss: 3.89e-06 +Target 000 has maximum loss 1.91e-05; Target 010 has minimum loss 7.33e-07 +Target 000: 1.91e-05 |Target 001: 4.70e-06 |Target 002: 1.01e-06 |Target 003: 1.76e-06 |Target 004: 1.16e-06 +Target 005: 6.65e-06 |Target 006: 1.06e-05 |Target 007: 1.25e-06 |Target 008: 4.07e-06 |Target 009: 4.69e-06 +Target 010: 7.33e-07 |Target 011: 1.06e-06 |Target 012: 1.39e-06 |Target 013: 3.55e-06 |Target 014: 1.50e-06 +Target 015: 1.57e-06 |Target 016: 5.05e-06 |Target 017: 3.08e-06 |Target 018: 8.88e-06 |Target 019: 5.30e-06 +Target 020: 1.14e-06 |Target 021: 4.30e-06 |Target 022: 1.53e-06 |Target 023: 5.31e-06 |Target 024: 6.14e-06 + +==================== +Epoch #897 | Time: 00d 04h 02m | LR: 1.00e-03 | Epoch time: 15.54 | Train loss: 9.78e-06 | Val loss: 4.07e-06 +Target 005 has maximum loss 2.79e-05; Target 002 has minimum loss 1.01e-06 +Target 000: 6.30e-06 |Target 001: 1.94e-05 |Target 002: 1.01e-06 |Target 003: 2.17e-06 |Target 004: 1.21e-06 +Target 005: 2.79e-05 |Target 006: 1.12e-05 |Target 007: 2.01e-06 |Target 008: 4.18e-06 |Target 009: 3.58e-06 +Target 010: 1.69e-06 |Target 011: 1.42e-06 |Target 012: 2.64e-06 |Target 013: 2.85e-06 |Target 014: 1.84e-06 +Target 015: 2.51e-06 |Target 016: 6.64e-06 |Target 017: 3.63e-06 |Target 018: 7.46e-06 |Target 019: 5.54e-06 +Target 020: 1.18e-06 |Target 021: 3.92e-06 |Target 022: 1.83e-06 |Target 023: 5.76e-06 |Target 024: 5.39e-06 + +==================== +Epoch #898 | Time: 00d 04h 02m | LR: 1.00e-03 | Epoch time: 15.28 | Train loss: 9.16e-06 | Val loss: 4.59e-06 +Target 006 has maximum loss 3.53e-05; Target 004 has minimum loss 1.16e-06 +Target 000: 8.50e-06 |Target 001: 1.04e-05 |Target 002: 1.25e-06 |Target 003: 1.84e-06 |Target 004: 1.16e-06 +Target 005: 3.18e-05 |Target 006: 3.53e-05 |Target 007: 2.46e-06 |Target 008: 5.10e-06 |Target 009: 3.50e-06 +Target 010: 1.33e-06 |Target 011: 1.26e-06 |Target 012: 2.44e-06 |Target 013: 5.09e-06 |Target 014: 1.80e-06 +Target 015: 1.57e-06 |Target 016: 5.93e-06 |Target 017: 3.45e-06 |Target 018: 1.00e-05 |Target 019: 6.52e-06 +Target 020: 1.69e-06 |Target 021: 3.43e-06 |Target 022: 1.67e-06 |Target 023: 6.66e-06 |Target 024: 5.57e-06 + +==================== +Epoch #899 | Time: 00d 04h 02m | LR: 1.00e-03 | Epoch time: 15.54 | Train loss: 9.26e-06 | Val loss: 5.63e-06 +Target 001 has maximum loss 3.46e-05; Target 010 has minimum loss 1.01e-06 +Target 000: 2.02e-05 |Target 001: 3.46e-05 |Target 002: 1.31e-06 |Target 003: 2.48e-06 |Target 004: 1.70e-06 +Target 005: 6.16e-06 |Target 006: 2.05e-05 |Target 007: 1.28e-06 |Target 008: 7.08e-06 |Target 009: 7.54e-06 +Target 010: 1.01e-06 |Target 011: 1.96e-06 |Target 012: 3.56e-06 |Target 013: 3.55e-06 |Target 014: 1.80e-06 +Target 015: 2.63e-06 |Target 016: 8.73e-06 |Target 017: 3.49e-06 |Target 018: 1.16e-05 |Target 019: 7.43e-06 +Target 020: 1.29e-06 |Target 021: 7.56e-06 |Target 022: 1.77e-06 |Target 023: 7.56e-06 |Target 024: 8.86e-06 + +==================== +Epoch #900 | Time: 00d 04h 02m | LR: 1.00e-03 | Epoch time: 15.55 | Train loss: 9.23e-06 | Val loss: 3.92e-06 +Target 005 has maximum loss 2.33e-05; Target 002 has minimum loss 7.24e-07 +Target 000: 8.96e-06 |Target 001: 3.11e-06 |Target 002: 7.24e-07 |Target 003: 1.46e-06 |Target 004: 1.38e-06 +Target 005: 2.33e-05 |Target 006: 1.26e-05 |Target 007: 1.37e-06 |Target 008: 3.78e-06 |Target 009: 3.49e-06 +Target 010: 8.60e-07 |Target 011: 1.08e-06 |Target 012: 2.02e-06 |Target 013: 2.43e-06 |Target 014: 2.43e-06 +Target 015: 1.55e-06 |Target 016: 4.08e-06 |Target 017: 2.58e-06 |Target 018: 9.12e-06 |Target 019: 5.71e-06 +Target 020: 1.25e-06 |Target 021: 3.39e-06 |Target 022: 1.71e-06 |Target 023: 5.78e-06 |Target 024: 5.70e-06 + +==================== +Epoch #901 | Time: 00d 04h 03m | LR: 1.00e-03 | Epoch time: 15.44 | Train loss: 1.00e-05 | Val loss: 4.38e-06 +Target 006 has maximum loss 9.63e-06; Target 010 has minimum loss 8.60e-07 +Target 000: 7.75e-06 |Target 001: 7.82e-06 |Target 002: 1.01e-06 |Target 003: 1.82e-06 |Target 004: 1.13e-06 +Target 005: 8.99e-06 |Target 006: 9.63e-06 |Target 007: 1.41e-06 |Target 008: 3.74e-06 |Target 009: 4.49e-06 +Target 010: 8.60e-07 |Target 011: 1.16e-06 |Target 012: 2.56e-06 |Target 013: 2.53e-06 |Target 014: 1.58e-06 +Target 015: 1.58e-06 |Target 016: 4.28e-06 |Target 017: 2.29e-06 |Target 018: 7.02e-06 |Target 019: 5.66e-06 +Target 020: 1.30e-06 |Target 021: 4.84e-06 |Target 022: 1.58e-06 |Target 023: 8.02e-06 |Target 024: 8.72e-06 + +==================== +Epoch #902 | Time: 00d 04h 03m | LR: 1.00e-03 | Epoch time: 15.34 | Train loss: 9.19e-06 | Val loss: 4.87e-06 +Target 006 has maximum loss 2.19e-05; Target 003 has minimum loss 1.00e-06 +Target 000: 6.99e-06 |Target 001: 1.66e-05 |Target 002: 1.21e-06 |Target 003: 1.00e-06 |Target 004: 1.21e-06 +Target 005: 5.34e-06 |Target 006: 2.19e-05 |Target 007: 1.61e-06 |Target 008: 5.67e-06 |Target 009: 3.53e-06 +Target 010: 1.10e-06 |Target 011: 1.05e-06 |Target 012: 4.09e-06 |Target 013: 4.23e-06 |Target 014: 1.46e-06 +Target 015: 1.64e-06 |Target 016: 5.10e-06 |Target 017: 4.15e-06 |Target 018: 1.30e-05 |Target 019: 5.21e-06 +Target 020: 1.13e-06 |Target 021: 3.87e-06 |Target 022: 1.53e-06 |Target 023: 5.86e-06 |Target 024: 9.14e-06 + +==================== +Epoch #903 | Time: 00d 04h 03m | LR: 1.00e-03 | Epoch time: 15.47 | Train loss: 8.81e-06 | Val loss: 3.88e-06 +Target 006 has maximum loss 7.98e-06; Target 002 has minimum loss 8.75e-07 +Target 000: 5.91e-06 |Target 001: 5.52e-06 |Target 002: 8.75e-07 |Target 003: 1.40e-06 |Target 004: 1.58e-06 +Target 005: 6.08e-06 |Target 006: 7.98e-06 |Target 007: 1.12e-06 |Target 008: 4.47e-06 |Target 009: 4.47e-06 +Target 010: 8.87e-07 |Target 011: 1.11e-06 |Target 012: 1.45e-06 |Target 013: 4.18e-06 |Target 014: 1.77e-06 +Target 015: 1.97e-06 |Target 016: 4.28e-06 |Target 017: 2.93e-06 |Target 018: 7.95e-06 |Target 019: 4.95e-06 +Target 020: 1.41e-06 |Target 021: 5.17e-06 |Target 022: 1.64e-06 |Target 023: 5.64e-06 |Target 024: 6.39e-06 + +==================== +Epoch #904 | Time: 00d 04h 03m | LR: 1.00e-03 | Epoch time: 15.42 | Train loss: 9.37e-06 | Val loss: 4.52e-06 +Target 001 has maximum loss 6.13e-05; Target 002 has minimum loss 7.32e-07 +Target 000: 8.31e-06 |Target 001: 6.13e-05 |Target 002: 7.32e-07 |Target 003: 1.72e-06 |Target 004: 1.12e-06 +Target 005: 6.13e-06 |Target 006: 6.64e-06 |Target 007: 1.08e-06 |Target 008: 3.05e-06 |Target 009: 3.75e-06 +Target 010: 1.35e-06 |Target 011: 1.62e-06 |Target 012: 3.46e-06 |Target 013: 4.30e-06 |Target 014: 1.79e-06 +Target 015: 1.53e-06 |Target 016: 3.31e-06 |Target 017: 4.49e-06 |Target 018: 8.47e-06 |Target 019: 5.00e-06 +Target 020: 1.32e-06 |Target 021: 3.85e-06 |Target 022: 1.62e-06 |Target 023: 5.25e-06 |Target 024: 7.88e-06 + +==================== +Epoch #905 | Time: 00d 04h 04m | LR: 1.00e-03 | Epoch time: 15.38 | Train loss: 1.03e-05 | Val loss: 5.31e-06 +Target 001 has maximum loss 3.03e-05; Target 011 has minimum loss 1.30e-06 +Target 000: 2.67e-05 |Target 001: 3.03e-05 |Target 002: 1.65e-06 |Target 003: 3.22e-06 |Target 004: 2.94e-06 +Target 005: 1.16e-05 |Target 006: 1.32e-05 |Target 007: 2.05e-06 |Target 008: 6.81e-06 |Target 009: 5.25e-06 +Target 010: 1.53e-06 |Target 011: 1.30e-06 |Target 012: 2.58e-06 |Target 013: 3.60e-06 |Target 014: 1.75e-06 +Target 015: 4.36e-06 |Target 016: 8.04e-06 |Target 017: 7.50e-06 |Target 018: 1.00e-05 |Target 019: 6.01e-06 +Target 020: 1.41e-06 |Target 021: 6.23e-06 |Target 022: 1.92e-06 |Target 023: 6.24e-06 |Target 024: 7.90e-06 + +==================== +Epoch #906 | Time: 00d 04h 04m | LR: 1.00e-03 | Epoch time: 15.53 | Train loss: 1.01e-05 | Val loss: 5.54e-06 +Target 001 has maximum loss 2.01e-05; Target 007 has minimum loss 1.37e-06 +Target 000: 7.86e-06 |Target 001: 2.01e-05 |Target 002: 1.58e-06 |Target 003: 2.84e-06 |Target 004: 2.51e-06 +Target 005: 7.29e-06 |Target 006: 8.94e-06 |Target 007: 1.37e-06 |Target 008: 5.38e-06 |Target 009: 8.12e-06 +Target 010: 1.51e-06 |Target 011: 2.44e-06 |Target 012: 2.51e-06 |Target 013: 5.33e-06 |Target 014: 2.49e-06 +Target 015: 1.80e-06 |Target 016: 6.10e-06 |Target 017: 4.31e-06 |Target 018: 8.44e-06 |Target 019: 6.73e-06 +Target 020: 1.59e-06 |Target 021: 6.50e-06 |Target 022: 1.97e-06 |Target 023: 6.26e-06 |Target 024: 1.13e-05 + +==================== +Epoch #907 | Time: 00d 04h 04m | LR: 1.00e-03 | Epoch time: 15.38 | Train loss: 1.03e-05 | Val loss: 5.93e-06 +Target 006 has maximum loss 2.40e-05; Target 002 has minimum loss 1.03e-06 +Target 000: 5.32e-06 |Target 001: 1.48e-05 |Target 002: 1.03e-06 |Target 003: 2.19e-06 |Target 004: 1.63e-06 +Target 005: 9.28e-06 |Target 006: 2.40e-05 |Target 007: 4.14e-06 |Target 008: 4.16e-06 |Target 009: 8.20e-06 +Target 010: 1.73e-06 |Target 011: 1.62e-06 |Target 012: 5.21e-06 |Target 013: 8.02e-06 |Target 014: 1.96e-06 +Target 015: 2.10e-06 |Target 016: 4.87e-06 |Target 017: 6.24e-06 |Target 018: 1.15e-05 |Target 019: 6.36e-06 +Target 020: 2.33e-06 |Target 021: 5.80e-06 |Target 022: 1.98e-06 |Target 023: 6.15e-06 |Target 024: 1.07e-05 + +==================== +Epoch #908 | Time: 00d 04h 04m | LR: 1.00e-03 | Epoch time: 15.38 | Train loss: 1.01e-05 | Val loss: 4.33e-06 +Target 001 has maximum loss 1.90e-05; Target 002 has minimum loss 9.90e-07 +Target 000: 7.77e-06 |Target 001: 1.90e-05 |Target 002: 9.90e-07 |Target 003: 2.30e-06 |Target 004: 2.05e-06 +Target 005: 8.51e-06 |Target 006: 1.52e-05 |Target 007: 1.40e-06 |Target 008: 3.58e-06 |Target 009: 4.81e-06 +Target 010: 1.14e-06 |Target 011: 1.85e-06 |Target 012: 2.99e-06 |Target 013: 3.02e-06 |Target 014: 1.77e-06 +Target 015: 1.50e-06 |Target 016: 3.32e-06 |Target 017: 3.11e-06 |Target 018: 6.89e-06 |Target 019: 6.33e-06 +Target 020: 1.90e-06 |Target 021: 5.05e-06 |Target 022: 1.67e-06 |Target 023: 6.19e-06 |Target 024: 7.20e-06 + +==================== +Epoch #909 | Time: 00d 04h 05m | LR: 1.00e-03 | Epoch time: 15.37 | Train loss: 9.29e-06 | Val loss: 3.49e-06 +Target 005 has maximum loss 2.15e-05; Target 002 has minimum loss 7.44e-07 +Target 000: 7.39e-06 |Target 001: 9.41e-06 |Target 002: 7.44e-07 |Target 003: 1.60e-06 |Target 004: 1.11e-06 +Target 005: 2.15e-05 |Target 006: 6.28e-06 |Target 007: 1.36e-06 |Target 008: 3.96e-06 |Target 009: 3.56e-06 +Target 010: 1.16e-06 |Target 011: 1.50e-06 |Target 012: 1.13e-06 |Target 013: 3.85e-06 |Target 014: 1.38e-06 +Target 015: 1.56e-06 |Target 016: 3.82e-06 |Target 017: 2.34e-06 |Target 018: 6.41e-06 |Target 019: 4.92e-06 +Target 020: 1.10e-06 |Target 021: 3.35e-06 |Target 022: 1.36e-06 |Target 023: 5.93e-06 |Target 024: 4.99e-06 + +==================== +Epoch #910 | Time: 00d 04h 05m | LR: 1.00e-03 | Epoch time: 15.38 | Train loss: 9.49e-06 | Val loss: 4.25e-06 +Target 001 has maximum loss 4.81e-05; Target 002 has minimum loss 7.70e-07 +Target 000: 1.36e-05 |Target 001: 4.81e-05 |Target 002: 7.70e-07 |Target 003: 2.79e-06 |Target 004: 1.33e-06 +Target 005: 1.00e-05 |Target 006: 1.94e-05 |Target 007: 1.24e-06 |Target 008: 3.17e-06 |Target 009: 5.23e-06 +Target 010: 9.05e-07 |Target 011: 1.52e-06 |Target 012: 1.23e-06 |Target 013: 4.39e-06 |Target 014: 1.59e-06 +Target 015: 1.81e-06 |Target 016: 4.30e-06 |Target 017: 3.07e-06 |Target 018: 6.82e-06 |Target 019: 6.06e-06 +Target 020: 1.32e-06 |Target 021: 4.36e-06 |Target 022: 1.47e-06 |Target 023: 6.07e-06 |Target 024: 5.99e-06 + +==================== +Epoch #911 | Time: 00d 04h 05m | LR: 1.00e-03 | Epoch time: 15.51 | Train loss: 1.01e-05 | Val loss: 7.28e-06 +Target 016 has maximum loss 2.17e-05; Target 020 has minimum loss 1.72e-06 +Target 000: 1.02e-05 |Target 001: 1.51e-05 |Target 002: 2.40e-06 |Target 003: 4.88e-06 |Target 004: 2.82e-06 +Target 005: 5.87e-06 |Target 006: 1.60e-05 |Target 007: 1.94e-06 |Target 008: 1.50e-05 |Target 009: 1.23e-05 +Target 010: 2.97e-06 |Target 011: 1.88e-06 |Target 012: 2.03e-06 |Target 013: 3.85e-06 |Target 014: 3.16e-06 +Target 015: 6.79e-06 |Target 016: 2.17e-05 |Target 017: 5.71e-06 |Target 018: 1.06e-05 |Target 019: 9.44e-06 +Target 020: 1.72e-06 |Target 021: 1.36e-05 |Target 022: 2.75e-06 |Target 023: 1.06e-05 |Target 024: 1.08e-05 + +==================== +Epoch #912 | Time: 00d 04h 05m | LR: 1.00e-03 | Epoch time: 15.50 | Train loss: 9.85e-06 | Val loss: 4.81e-06 +Target 001 has maximum loss 3.37e-05; Target 002 has minimum loss 9.67e-07 +Target 000: 3.32e-05 |Target 001: 3.37e-05 |Target 002: 9.67e-07 |Target 003: 2.44e-06 |Target 004: 2.26e-06 +Target 005: 6.05e-06 |Target 006: 1.38e-05 |Target 007: 1.53e-06 |Target 008: 5.98e-06 |Target 009: 5.37e-06 +Target 010: 1.25e-06 |Target 011: 1.60e-06 |Target 012: 1.74e-06 |Target 013: 5.69e-06 |Target 014: 1.66e-06 +Target 015: 2.45e-06 |Target 016: 8.77e-06 |Target 017: 5.22e-06 |Target 018: 8.87e-06 |Target 019: 6.69e-06 +Target 020: 1.50e-06 |Target 021: 4.68e-06 |Target 022: 1.57e-06 |Target 023: 6.02e-06 |Target 024: 5.98e-06 + +==================== +Epoch #913 | Time: 00d 04h 06m | LR: 1.00e-03 | Epoch time: 15.53 | Train loss: 9.19e-06 | Val loss: 3.77e-06 +Target 005 has maximum loss 1.73e-05; Target 002 has minimum loss 7.85e-07 +Target 000: 6.38e-06 |Target 001: 8.58e-06 |Target 002: 7.85e-07 |Target 003: 1.47e-06 |Target 004: 1.45e-06 +Target 005: 1.73e-05 |Target 006: 6.98e-06 |Target 007: 1.57e-06 |Target 008: 3.34e-06 |Target 009: 4.90e-06 +Target 010: 1.19e-06 |Target 011: 2.20e-06 |Target 012: 1.47e-06 |Target 013: 3.52e-06 |Target 014: 1.87e-06 +Target 015: 1.39e-06 |Target 016: 4.89e-06 |Target 017: 2.54e-06 |Target 018: 6.52e-06 |Target 019: 5.60e-06 +Target 020: 1.32e-06 |Target 021: 4.12e-06 |Target 022: 1.62e-06 |Target 023: 5.81e-06 |Target 024: 5.53e-06 + +==================== +Epoch #914 | Time: 00d 04h 06m | LR: 1.00e-03 | Epoch time: 15.54 | Train loss: 9.56e-06 | Val loss: 8.22e-06 +Target 001 has maximum loss 4.55e-05; Target 010 has minimum loss 1.04e-06 +Target 000: 1.22e-05 |Target 001: 4.55e-05 |Target 002: 1.93e-06 |Target 003: 5.15e-06 |Target 004: 4.06e-06 +Target 005: 4.75e-06 |Target 006: 2.77e-05 |Target 007: 1.98e-06 |Target 008: 9.84e-06 |Target 009: 9.46e-06 +Target 010: 1.04e-06 |Target 011: 1.45e-06 |Target 012: 5.10e-06 |Target 013: 4.09e-06 |Target 014: 1.98e-06 +Target 015: 6.51e-06 |Target 016: 1.88e-05 |Target 017: 7.43e-06 |Target 018: 1.92e-05 |Target 019: 1.19e-05 +Target 020: 1.68e-06 |Target 021: 1.11e-05 |Target 022: 2.46e-06 |Target 023: 6.71e-06 |Target 024: 1.44e-05 + +==================== +Epoch #915 | Time: 00d 04h 06m | LR: 1.00e-03 | Epoch time: 15.42 | Train loss: 1.02e-05 | Val loss: 4.68e-06 +Target 006 has maximum loss 5.87e-05; Target 002 has minimum loss 6.66e-07 +Target 000: 2.46e-05 |Target 001: 1.51e-05 |Target 002: 6.66e-07 |Target 003: 1.09e-06 |Target 004: 1.39e-06 +Target 005: 4.45e-06 |Target 006: 5.87e-05 |Target 007: 1.41e-06 |Target 008: 4.38e-06 |Target 009: 5.30e-06 +Target 010: 1.08e-06 |Target 011: 1.12e-06 |Target 012: 2.11e-06 |Target 013: 4.18e-06 |Target 014: 1.48e-06 +Target 015: 1.60e-06 |Target 016: 4.73e-06 |Target 017: 3.22e-06 |Target 018: 7.07e-06 |Target 019: 6.18e-06 +Target 020: 1.16e-06 |Target 021: 7.61e-06 |Target 022: 1.44e-06 |Target 023: 7.03e-06 |Target 024: 6.87e-06 + +==================== +Epoch #916 | Time: 00d 04h 07m | LR: 1.00e-03 | Epoch time: 15.46 | Train loss: 9.23e-06 | Val loss: 6.06e-06 +Target 001 has maximum loss 3.38e-05; Target 002 has minimum loss 8.12e-07 +Target 000: 1.67e-05 |Target 001: 3.38e-05 |Target 002: 8.12e-07 |Target 003: 1.78e-06 |Target 004: 1.21e-06 +Target 005: 1.08e-05 |Target 006: 2.63e-05 |Target 007: 2.20e-06 |Target 008: 8.43e-06 |Target 009: 7.03e-06 +Target 010: 1.43e-06 |Target 011: 1.91e-06 |Target 012: 1.19e-06 |Target 013: 3.31e-06 |Target 014: 2.69e-06 +Target 015: 2.17e-06 |Target 016: 5.73e-06 |Target 017: 3.03e-06 |Target 018: 1.19e-05 |Target 019: 1.01e-05 +Target 020: 1.62e-06 |Target 021: 8.27e-06 |Target 022: 2.19e-06 |Target 023: 1.03e-05 |Target 024: 8.76e-06 + +==================== +Epoch #917 | Time: 00d 04h 07m | LR: 1.00e-03 | Epoch time: 15.40 | Train loss: 1.14e-05 | Val loss: 4.35e-06 +Target 006 has maximum loss 1.37e-05; Target 002 has minimum loss 1.31e-06 +Target 000: 9.47e-06 |Target 001: 1.22e-05 |Target 002: 1.31e-06 |Target 003: 2.16e-06 |Target 004: 1.95e-06 +Target 005: 4.70e-06 |Target 006: 1.37e-05 |Target 007: 1.79e-06 |Target 008: 5.12e-06 |Target 009: 5.07e-06 +Target 010: 1.37e-06 |Target 011: 1.41e-06 |Target 012: 1.81e-06 |Target 013: 3.00e-06 |Target 014: 1.75e-06 +Target 015: 2.36e-06 |Target 016: 6.37e-06 |Target 017: 2.65e-06 |Target 018: 8.51e-06 |Target 019: 7.44e-06 +Target 020: 1.33e-06 |Target 021: 4.41e-06 |Target 022: 1.55e-06 |Target 023: 7.91e-06 |Target 024: 5.67e-06 + +==================== +Epoch #918 | Time: 00d 04h 07m | LR: 1.00e-03 | Epoch time: 15.48 | Train loss: 1.45e-05 | Val loss: 8.94e-06 +Target 006 has maximum loss 3.24e-05; Target 004 has minimum loss 1.84e-06 +Target 000: 1.01e-05 |Target 001: 8.66e-06 |Target 002: 1.89e-06 |Target 003: 2.29e-06 |Target 004: 1.84e-06 +Target 005: 2.09e-05 |Target 006: 3.24e-05 |Target 007: 2.54e-06 |Target 008: 1.26e-05 |Target 009: 1.62e-05 +Target 010: 2.49e-06 |Target 011: 2.01e-06 |Target 012: 2.46e-06 |Target 013: 3.25e-06 |Target 014: 2.92e-06 +Target 015: 2.82e-06 |Target 016: 1.08e-05 |Target 017: 3.66e-06 |Target 018: 9.36e-06 |Target 019: 1.64e-05 +Target 020: 2.65e-06 |Target 021: 1.40e-05 |Target 022: 3.06e-06 |Target 023: 1.87e-05 |Target 024: 1.48e-05 + +==================== +Epoch #919 | Time: 00d 04h 07m | LR: 1.00e-03 | Epoch time: 15.36 | Train loss: 1.76e-05 | Val loss: 8.20e-06 +Target 009 has maximum loss 2.04e-05; Target 002 has minimum loss 1.72e-06 +Target 000: 1.94e-05 |Target 001: 6.09e-06 |Target 002: 1.72e-06 |Target 003: 4.59e-06 |Target 004: 3.69e-06 +Target 005: 1.72e-05 |Target 006: 1.67e-05 |Target 007: 2.12e-06 |Target 008: 1.07e-05 |Target 009: 2.04e-05 +Target 010: 4.84e-06 |Target 011: 1.97e-06 |Target 012: 2.20e-06 |Target 013: 4.45e-06 |Target 014: 2.86e-06 +Target 015: 2.77e-06 |Target 016: 8.64e-06 |Target 017: 5.94e-06 |Target 018: 1.44e-05 |Target 019: 9.12e-06 +Target 020: 2.87e-06 |Target 021: 1.17e-05 |Target 022: 1.98e-06 |Target 023: 1.35e-05 |Target 024: 1.46e-05 + +==================== +Epoch #920 | Time: 00d 04h 08m | LR: 1.00e-03 | Epoch time: 15.47 | Train loss: 2.18e-05 | Val loss: 9.86e-06 +Target 001 has maximum loss 2.66e-05; Target 002 has minimum loss 2.22e-06 +Target 000: 2.50e-05 |Target 001: 2.66e-05 |Target 002: 2.22e-06 |Target 003: 2.88e-06 |Target 004: 3.47e-06 +Target 005: 1.21e-05 |Target 006: 2.25e-05 |Target 007: 2.48e-06 |Target 008: 1.17e-05 |Target 009: 1.23e-05 +Target 010: 2.24e-06 |Target 011: 2.66e-06 |Target 012: 2.79e-06 |Target 013: 7.85e-06 |Target 014: 5.12e-06 +Target 015: 5.28e-06 |Target 016: 1.37e-05 |Target 017: 5.13e-06 |Target 018: 1.63e-05 |Target 019: 1.14e-05 +Target 020: 4.86e-06 |Target 021: 1.41e-05 |Target 022: 5.44e-06 |Target 023: 1.19e-05 |Target 024: 1.93e-05 + +==================== +Epoch #921 | Time: 00d 04h 08m | LR: 1.00e-03 | Epoch time: 15.39 | Train loss: 2.55e-05 | Val loss: 1.21e-05 +Target 016 has maximum loss 2.73e-05; Target 020 has minimum loss 4.46e-06 +Target 000: 1.07e-05 |Target 001: 1.06e-05 |Target 002: 5.80e-06 |Target 003: 6.96e-06 |Target 004: 5.79e-06 +Target 005: 9.83e-06 |Target 006: 2.06e-05 |Target 007: 5.69e-06 |Target 008: 1.79e-05 |Target 009: 1.92e-05 +Target 010: 4.78e-06 |Target 011: 4.99e-06 |Target 012: 8.33e-06 |Target 013: 6.67e-06 |Target 014: 7.92e-06 +Target 015: 6.71e-06 |Target 016: 2.73e-05 |Target 017: 7.44e-06 |Target 018: 1.85e-05 |Target 019: 1.72e-05 +Target 020: 4.46e-06 |Target 021: 1.47e-05 |Target 022: 6.45e-06 |Target 023: 1.80e-05 |Target 024: 1.69e-05 + +==================== +Epoch #922 | Time: 00d 04h 08m | LR: 5.00e-04 | Epoch time: 15.62 | Train loss: 1.14e-05 | Val loss: 4.13e-06 +Target 006 has maximum loss 7.78e-06; Target 010 has minimum loss 8.88e-07 +Target 000: 5.48e-06 |Target 001: 5.46e-06 |Target 002: 9.18e-07 |Target 003: 2.30e-06 |Target 004: 1.17e-06 +Target 005: 3.19e-06 |Target 006: 7.78e-06 |Target 007: 2.11e-06 |Target 008: 3.67e-06 |Target 009: 4.34e-06 +Target 010: 8.88e-07 |Target 011: 2.85e-06 |Target 012: 3.00e-06 |Target 013: 2.47e-06 |Target 014: 2.09e-06 +Target 015: 1.64e-06 |Target 016: 4.64e-06 |Target 017: 2.48e-06 |Target 018: 6.99e-06 |Target 019: 6.21e-06 +Target 020: 1.31e-06 |Target 021: 3.89e-06 |Target 022: 1.81e-06 |Target 023: 5.77e-06 |Target 024: 7.70e-06 + +==================== +Epoch #923 | Time: 00d 04h 08m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 8.52e-06 | Val loss: 3.26e-06 +Target 006 has maximum loss 1.26e-05; Target 002 has minimum loss 6.57e-07 +Target 000: 1.06e-05 |Target 001: 4.89e-06 |Target 002: 6.57e-07 |Target 003: 1.04e-06 |Target 004: 1.07e-06 +Target 005: 4.35e-06 |Target 006: 1.26e-05 |Target 007: 1.13e-06 |Target 008: 2.97e-06 |Target 009: 3.30e-06 +Target 010: 7.48e-07 |Target 011: 1.12e-06 |Target 012: 9.43e-07 |Target 013: 2.64e-06 |Target 014: 1.39e-06 +Target 015: 1.48e-06 |Target 016: 3.65e-06 |Target 017: 2.94e-06 |Target 018: 7.41e-06 |Target 019: 4.71e-06 +Target 020: 1.12e-06 |Target 021: 2.89e-06 |Target 022: 1.44e-06 |Target 023: 4.75e-06 |Target 024: 5.12e-06 + +==================== +Epoch #924 | Time: 00d 04h 09m | LR: 5.00e-04 | Epoch time: 15.52 | Train loss: 7.79e-06 | Val loss: 3.03e-06 +Target 000 has maximum loss 8.64e-06; Target 010 has minimum loss 7.09e-07 +Target 000: 8.64e-06 |Target 001: 2.76e-06 |Target 002: 7.10e-07 |Target 003: 8.78e-07 |Target 004: 1.30e-06 +Target 005: 2.26e-06 |Target 006: 6.43e-06 |Target 007: 9.61e-07 |Target 008: 2.75e-06 |Target 009: 3.05e-06 +Target 010: 7.09e-07 |Target 011: 1.00e-06 |Target 012: 2.95e-06 |Target 013: 1.93e-06 |Target 014: 1.30e-06 +Target 015: 1.53e-06 |Target 016: 2.74e-06 |Target 017: 2.54e-06 |Target 018: 6.36e-06 |Target 019: 4.76e-06 +Target 020: 1.22e-06 |Target 021: 2.89e-06 |Target 022: 1.24e-06 |Target 023: 4.91e-06 |Target 024: 4.32e-06 + +==================== +Epoch #925 | Time: 00d 04h 09m | LR: 5.00e-04 | Epoch time: 15.44 | Train loss: 7.64e-06 | Val loss: 3.14e-06 +Target 000 has maximum loss 1.08e-05; Target 010 has minimum loss 6.10e-07 +Target 000: 1.08e-05 |Target 001: 6.35e-06 |Target 002: 6.14e-07 |Target 003: 9.48e-07 |Target 004: 1.03e-06 +Target 005: 4.40e-06 |Target 006: 9.26e-06 |Target 007: 1.13e-06 |Target 008: 3.32e-06 |Target 009: 3.27e-06 +Target 010: 6.10e-07 |Target 011: 1.16e-06 |Target 012: 1.32e-06 |Target 013: 2.15e-06 |Target 014: 1.31e-06 +Target 015: 1.21e-06 |Target 016: 3.49e-06 |Target 017: 2.27e-06 |Target 018: 6.01e-06 |Target 019: 4.55e-06 +Target 020: 1.04e-06 |Target 021: 2.83e-06 |Target 022: 1.34e-06 |Target 023: 4.53e-06 |Target 024: 5.59e-06 + +==================== +Epoch #926 | Time: 00d 04h 09m | LR: 5.00e-04 | Epoch time: 15.36 | Train loss: 7.55e-06 | Val loss: 3.61e-06 +Target 001 has maximum loss 1.69e-05; Target 002 has minimum loss 6.32e-07 +Target 000: 7.14e-06 |Target 001: 1.69e-05 |Target 002: 6.32e-07 |Target 003: 8.79e-07 |Target 004: 1.05e-06 +Target 005: 5.31e-06 |Target 006: 8.44e-06 |Target 007: 9.36e-07 |Target 008: 2.70e-06 |Target 009: 2.98e-06 +Target 010: 6.46e-07 |Target 011: 1.05e-06 |Target 012: 2.60e-06 |Target 013: 4.43e-06 |Target 014: 1.37e-06 +Target 015: 1.23e-06 |Target 016: 2.80e-06 |Target 017: 4.37e-06 |Target 018: 6.99e-06 |Target 019: 4.57e-06 +Target 020: 1.03e-06 |Target 021: 2.85e-06 |Target 022: 1.28e-06 |Target 023: 4.69e-06 |Target 024: 6.27e-06 + +==================== +Epoch #927 | Time: 00d 04h 09m | LR: 5.00e-04 | Epoch time: 15.63 | Train loss: 7.70e-06 | Val loss: 3.12e-06 +Target 005 has maximum loss 1.24e-05; Target 010 has minimum loss 7.20e-07 +Target 000: 9.88e-06 |Target 001: 4.36e-06 |Target 002: 8.31e-07 |Target 003: 1.27e-06 |Target 004: 1.28e-06 +Target 005: 1.24e-05 |Target 006: 1.06e-05 |Target 007: 9.55e-07 |Target 008: 2.99e-06 |Target 009: 3.05e-06 +Target 010: 7.20e-07 |Target 011: 9.40e-07 |Target 012: 1.75e-06 |Target 013: 2.05e-06 |Target 014: 1.29e-06 +Target 015: 1.54e-06 |Target 016: 3.20e-06 |Target 017: 2.34e-06 |Target 018: 6.47e-06 |Target 019: 4.76e-06 +Target 020: 1.03e-06 |Target 021: 2.88e-06 |Target 022: 1.25e-06 |Target 023: 4.83e-06 |Target 024: 4.64e-06 + +==================== +Epoch #928 | Time: 00d 04h 10m | LR: 5.00e-04 | Epoch time: 15.49 | Train loss: 7.50e-06 | Val loss: 3.63e-06 +Target 006 has maximum loss 1.01e-05; Target 002 has minimum loss 7.77e-07 +Target 000: 5.44e-06 |Target 001: 7.44e-06 |Target 002: 7.77e-07 |Target 003: 1.33e-06 |Target 004: 9.81e-07 +Target 005: 4.79e-06 |Target 006: 1.01e-05 |Target 007: 9.64e-07 |Target 008: 2.91e-06 |Target 009: 2.91e-06 +Target 010: 8.75e-07 |Target 011: 9.78e-07 |Target 012: 1.17e-06 |Target 013: 3.33e-06 |Target 014: 1.33e-06 +Target 015: 1.28e-06 |Target 016: 2.92e-06 |Target 017: 4.29e-06 |Target 018: 6.58e-06 |Target 019: 4.49e-06 +Target 020: 1.02e-06 |Target 021: 2.74e-06 |Target 022: 1.34e-06 |Target 023: 4.64e-06 |Target 024: 7.81e-06 + +==================== +Epoch #929 | Time: 00d 04h 10m | LR: 5.00e-04 | Epoch time: 15.33 | Train loss: 7.74e-06 | Val loss: 3.11e-06 +Target 000 has maximum loss 1.20e-05; Target 010 has minimum loss 5.86e-07 +Target 000: 1.20e-05 |Target 001: 9.07e-06 |Target 002: 7.06e-07 |Target 003: 1.13e-06 |Target 004: 1.14e-06 +Target 005: 3.04e-06 |Target 006: 7.85e-06 |Target 007: 1.12e-06 |Target 008: 2.80e-06 |Target 009: 2.99e-06 +Target 010: 5.86e-07 |Target 011: 9.17e-07 |Target 012: 1.33e-06 |Target 013: 3.01e-06 |Target 014: 1.27e-06 +Target 015: 1.21e-06 |Target 016: 3.35e-06 |Target 017: 2.89e-06 |Target 018: 6.44e-06 |Target 019: 4.62e-06 +Target 020: 1.37e-06 |Target 021: 2.93e-06 |Target 022: 1.21e-06 |Target 023: 4.70e-06 |Target 024: 4.64e-06 + +==================== +Epoch #930 | Time: 00d 04h 10m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.70e-06 | Val loss: 2.91e-06 +Target 001 has maximum loss 1.76e-05; Target 002 has minimum loss 5.66e-07 +Target 000: 9.18e-06 |Target 001: 1.76e-05 |Target 002: 5.66e-07 |Target 003: 9.01e-07 |Target 004: 9.56e-07 +Target 005: 4.66e-06 |Target 006: 5.63e-06 |Target 007: 9.20e-07 |Target 008: 2.67e-06 |Target 009: 2.85e-06 +Target 010: 5.97e-07 |Target 011: 8.97e-07 |Target 012: 9.50e-07 |Target 013: 1.93e-06 |Target 014: 1.22e-06 +Target 015: 1.19e-06 |Target 016: 2.84e-06 |Target 017: 2.55e-06 |Target 018: 5.70e-06 |Target 019: 4.41e-06 +Target 020: 9.84e-07 |Target 021: 2.92e-06 |Target 022: 1.18e-06 |Target 023: 4.49e-06 |Target 024: 4.61e-06 + +==================== +Epoch #931 | Time: 00d 04h 10m | LR: 5.00e-04 | Epoch time: 15.42 | Train loss: 7.58e-06 | Val loss: 2.93e-06 +Target 006 has maximum loss 6.98e-06; Target 010 has minimum loss 5.93e-07 +Target 000: 5.17e-06 |Target 001: 2.89e-06 |Target 002: 6.25e-07 |Target 003: 1.15e-06 |Target 004: 9.87e-07 +Target 005: 3.98e-06 |Target 006: 6.98e-06 |Target 007: 1.03e-06 |Target 008: 2.76e-06 |Target 009: 3.28e-06 +Target 010: 5.93e-07 |Target 011: 1.14e-06 |Target 012: 1.41e-06 |Target 013: 2.34e-06 |Target 014: 1.31e-06 +Target 015: 1.32e-06 |Target 016: 3.06e-06 |Target 017: 2.29e-06 |Target 018: 5.91e-06 |Target 019: 4.79e-06 +Target 020: 1.02e-06 |Target 021: 3.19e-06 |Target 022: 1.24e-06 |Target 023: 4.81e-06 |Target 024: 4.39e-06 + +==================== +Epoch #932 | Time: 00d 04h 11m | LR: 5.00e-04 | Epoch time: 15.49 | Train loss: 7.64e-06 | Val loss: 3.40e-06 +Target 001 has maximum loss 1.90e-05; Target 002 has minimum loss 6.49e-07 +Target 000: 7.94e-06 |Target 001: 1.90e-05 |Target 002: 6.49e-07 |Target 003: 1.16e-06 |Target 004: 1.12e-06 +Target 005: 7.71e-06 |Target 006: 9.25e-06 |Target 007: 1.08e-06 |Target 008: 3.19e-06 |Target 009: 3.38e-06 +Target 010: 9.84e-07 |Target 011: 9.31e-07 |Target 012: 1.14e-06 |Target 013: 2.60e-06 |Target 014: 1.32e-06 +Target 015: 1.34e-06 |Target 016: 4.14e-06 |Target 017: 3.68e-06 |Target 018: 5.99e-06 |Target 019: 4.86e-06 +Target 020: 1.07e-06 |Target 021: 3.33e-06 |Target 022: 1.25e-06 |Target 023: 4.82e-06 |Target 024: 5.64e-06 + +==================== +Epoch #933 | Time: 00d 04h 11m | LR: 5.00e-04 | Epoch time: 15.33 | Train loss: 7.66e-06 | Val loss: 3.12e-06 +Target 006 has maximum loss 1.77e-05; Target 010 has minimum loss 5.99e-07 +Target 000: 1.27e-05 |Target 001: 9.86e-06 |Target 002: 7.06e-07 |Target 003: 1.03e-06 |Target 004: 1.23e-06 +Target 005: 5.20e-06 |Target 006: 1.77e-05 |Target 007: 1.06e-06 |Target 008: 2.77e-06 |Target 009: 2.88e-06 +Target 010: 5.99e-07 |Target 011: 1.02e-06 |Target 012: 1.47e-06 |Target 013: 2.73e-06 |Target 014: 1.37e-06 +Target 015: 1.29e-06 |Target 016: 3.05e-06 |Target 017: 2.83e-06 |Target 018: 6.38e-06 |Target 019: 4.60e-06 +Target 020: 1.01e-06 |Target 021: 2.96e-06 |Target 022: 1.30e-06 |Target 023: 4.63e-06 |Target 024: 4.32e-06 + +==================== +Epoch #934 | Time: 00d 04h 11m | LR: 5.00e-04 | Epoch time: 15.53 | Train loss: 7.59e-06 | Val loss: 3.81e-06 +Target 006 has maximum loss 1.82e-05; Target 002 has minimum loss 6.35e-07 +Target 000: 8.15e-06 |Target 001: 1.39e-05 |Target 002: 6.35e-07 |Target 003: 1.06e-06 |Target 004: 1.11e-06 +Target 005: 5.91e-06 |Target 006: 1.82e-05 |Target 007: 1.02e-06 |Target 008: 3.32e-06 |Target 009: 3.16e-06 +Target 010: 6.88e-07 |Target 011: 9.20e-07 |Target 012: 1.80e-06 |Target 013: 2.45e-06 |Target 014: 1.31e-06 +Target 015: 1.30e-06 |Target 016: 3.25e-06 |Target 017: 3.02e-06 |Target 018: 7.73e-06 |Target 019: 4.87e-06 +Target 020: 1.01e-06 |Target 021: 3.07e-06 |Target 022: 1.24e-06 |Target 023: 4.88e-06 |Target 024: 7.97e-06 + +==================== +Epoch #935 | Time: 00d 04h 12m | LR: 5.00e-04 | Epoch time: 15.37 | Train loss: 7.53e-06 | Val loss: 2.90e-06 +Target 000 has maximum loss 7.62e-06; Target 002 has minimum loss 6.52e-07 +Target 000: 7.62e-06 |Target 001: 2.92e-06 |Target 002: 6.52e-07 |Target 003: 9.43e-07 |Target 004: 9.57e-07 +Target 005: 2.29e-06 |Target 006: 6.35e-06 |Target 007: 1.13e-06 |Target 008: 2.72e-06 |Target 009: 3.05e-06 +Target 010: 6.72e-07 |Target 011: 9.20e-07 |Target 012: 1.38e-06 |Target 013: 1.96e-06 |Target 014: 1.29e-06 +Target 015: 1.22e-06 |Target 016: 2.81e-06 |Target 017: 1.87e-06 |Target 018: 5.75e-06 |Target 019: 4.48e-06 +Target 020: 1.03e-06 |Target 021: 2.87e-06 |Target 022: 1.25e-06 |Target 023: 4.64e-06 |Target 024: 4.97e-06 + +==================== +Epoch #936 | Time: 00d 04h 12m | LR: 5.00e-04 | Epoch time: 15.39 | Train loss: 7.51e-06 | Val loss: 3.17e-06 +Target 001 has maximum loss 9.97e-06; Target 002 has minimum loss 6.05e-07 +Target 000: 8.64e-06 |Target 001: 9.97e-06 |Target 002: 6.05e-07 |Target 003: 8.60e-07 |Target 004: 1.05e-06 +Target 005: 6.04e-06 |Target 006: 6.09e-06 |Target 007: 1.27e-06 |Target 008: 3.00e-06 |Target 009: 3.09e-06 +Target 010: 6.42e-07 |Target 011: 9.48e-07 |Target 012: 9.76e-07 |Target 013: 2.11e-06 |Target 014: 1.26e-06 +Target 015: 1.26e-06 |Target 016: 3.55e-06 |Target 017: 2.71e-06 |Target 018: 6.70e-06 |Target 019: 4.76e-06 +Target 020: 1.03e-06 |Target 021: 2.89e-06 |Target 022: 1.25e-06 |Target 023: 5.10e-06 |Target 024: 5.23e-06 + +==================== +Epoch #937 | Time: 00d 04h 12m | LR: 5.00e-04 | Epoch time: 15.28 | Train loss: 7.53e-06 | Val loss: 3.12e-06 +Target 000 has maximum loss 1.17e-05; Target 012 has minimum loss 9.11e-07 +Target 000: 1.17e-05 |Target 001: 1.01e-05 |Target 002: 1.00e-06 |Target 003: 1.43e-06 |Target 004: 9.86e-07 +Target 005: 3.52e-06 |Target 006: 6.31e-06 |Target 007: 1.01e-06 |Target 008: 2.93e-06 |Target 009: 3.03e-06 +Target 010: 9.30e-07 |Target 011: 9.89e-07 |Target 012: 9.11e-07 |Target 013: 3.12e-06 |Target 014: 1.30e-06 +Target 015: 1.27e-06 |Target 016: 3.09e-06 |Target 017: 3.05e-06 |Target 018: 6.43e-06 |Target 019: 4.65e-06 +Target 020: 1.02e-06 |Target 021: 2.83e-06 |Target 022: 1.25e-06 |Target 023: 4.63e-06 |Target 024: 4.75e-06 + +==================== +Epoch #938 | Time: 00d 04h 12m | LR: 5.00e-04 | Epoch time: 15.46 | Train loss: 7.68e-06 | Val loss: 3.68e-06 +Target 001 has maximum loss 2.64e-05; Target 002 has minimum loss 6.15e-07 +Target 000: 6.88e-06 |Target 001: 2.64e-05 |Target 002: 6.15e-07 |Target 003: 1.02e-06 |Target 004: 1.09e-06 +Target 005: 6.24e-06 |Target 006: 8.81e-06 |Target 007: 9.44e-07 |Target 008: 3.46e-06 |Target 009: 3.19e-06 +Target 010: 6.89e-07 |Target 011: 8.88e-07 |Target 012: 1.40e-06 |Target 013: 3.33e-06 |Target 014: 1.45e-06 +Target 015: 1.27e-06 |Target 016: 3.36e-06 |Target 017: 3.67e-06 |Target 018: 6.57e-06 |Target 019: 4.60e-06 +Target 020: 1.28e-06 |Target 021: 2.96e-06 |Target 022: 1.33e-06 |Target 023: 4.92e-06 |Target 024: 6.96e-06 + +==================== +Epoch #939 | Time: 00d 04h 13m | LR: 5.00e-04 | Epoch time: 15.45 | Train loss: 7.62e-06 | Val loss: 3.00e-06 +Target 001 has maximum loss 1.30e-05; Target 002 has minimum loss 6.41e-07 +Target 000: 7.74e-06 |Target 001: 1.30e-05 |Target 002: 6.41e-07 |Target 003: 9.30e-07 |Target 004: 9.39e-07 +Target 005: 3.37e-06 |Target 006: 9.69e-06 |Target 007: 1.07e-06 |Target 008: 2.95e-06 |Target 009: 3.29e-06 +Target 010: 7.66e-07 |Target 011: 8.90e-07 |Target 012: 1.31e-06 |Target 013: 2.85e-06 |Target 014: 1.26e-06 +Target 015: 1.20e-06 |Target 016: 2.84e-06 |Target 017: 2.61e-06 |Target 018: 6.55e-06 |Target 019: 4.50e-06 +Target 020: 1.10e-06 |Target 021: 2.87e-06 |Target 022: 1.18e-06 |Target 023: 4.51e-06 |Target 024: 4.26e-06 + +==================== +Epoch #940 | Time: 00d 04h 13m | LR: 5.00e-04 | Epoch time: 15.27 | Train loss: 7.48e-06 | Val loss: 3.20e-06 +Target 006 has maximum loss 9.13e-06; Target 010 has minimum loss 5.93e-07 +Target 000: 5.97e-06 |Target 001: 8.52e-06 |Target 002: 6.02e-07 |Target 003: 9.21e-07 |Target 004: 9.72e-07 +Target 005: 5.84e-06 |Target 006: 9.13e-06 |Target 007: 1.03e-06 |Target 008: 2.79e-06 |Target 009: 3.15e-06 +Target 010: 5.93e-07 |Target 011: 1.03e-06 |Target 012: 1.14e-06 |Target 013: 3.78e-06 |Target 014: 1.37e-06 +Target 015: 1.23e-06 |Target 016: 2.90e-06 |Target 017: 3.93e-06 |Target 018: 6.75e-06 |Target 019: 4.47e-06 +Target 020: 1.04e-06 |Target 021: 2.88e-06 |Target 022: 1.30e-06 |Target 023: 4.64e-06 |Target 024: 4.81e-06 + +==================== +Epoch #941 | Time: 00d 04h 13m | LR: 5.00e-04 | Epoch time: 15.52 | Train loss: 7.70e-06 | Val loss: 3.03e-06 +Target 006 has maximum loss 1.78e-05; Target 010 has minimum loss 6.26e-07 +Target 000: 6.60e-06 |Target 001: 1.39e-05 |Target 002: 7.37e-07 |Target 003: 8.59e-07 |Target 004: 9.45e-07 +Target 005: 5.74e-06 |Target 006: 1.78e-05 |Target 007: 1.21e-06 |Target 008: 3.07e-06 |Target 009: 3.26e-06 +Target 010: 6.26e-07 |Target 011: 8.66e-07 |Target 012: 1.02e-06 |Target 013: 2.20e-06 |Target 014: 1.29e-06 +Target 015: 1.29e-06 |Target 016: 3.13e-06 |Target 017: 2.30e-06 |Target 018: 5.96e-06 |Target 019: 4.64e-06 +Target 020: 1.09e-06 |Target 021: 2.84e-06 |Target 022: 1.30e-06 |Target 023: 4.75e-06 |Target 024: 4.35e-06 + +==================== +Epoch #942 | Time: 00d 04h 13m | LR: 5.00e-04 | Epoch time: 15.50 | Train loss: 7.46e-06 | Val loss: 3.18e-06 +Target 006 has maximum loss 9.83e-06; Target 010 has minimum loss 5.89e-07 +Target 000: 8.64e-06 |Target 001: 9.47e-06 |Target 002: 7.35e-07 |Target 003: 8.90e-07 |Target 004: 1.01e-06 +Target 005: 3.12e-06 |Target 006: 9.83e-06 |Target 007: 1.02e-06 |Target 008: 3.05e-06 |Target 009: 2.96e-06 +Target 010: 5.89e-07 |Target 011: 9.05e-07 |Target 012: 2.04e-06 |Target 013: 2.66e-06 |Target 014: 1.27e-06 +Target 015: 1.30e-06 |Target 016: 2.89e-06 |Target 017: 3.54e-06 |Target 018: 6.87e-06 |Target 019: 4.54e-06 +Target 020: 1.03e-06 |Target 021: 2.87e-06 |Target 022: 1.28e-06 |Target 023: 4.66e-06 |Target 024: 4.80e-06 + +==================== +Epoch #943 | Time: 00d 04h 14m | LR: 5.00e-04 | Epoch time: 15.48 | Train loss: 7.57e-06 | Val loss: 2.88e-06 +Target 006 has maximum loss 6.11e-06; Target 002 has minimum loss 6.00e-07 +Target 000: 4.31e-06 |Target 001: 4.95e-06 |Target 002: 6.00e-07 |Target 003: 9.23e-07 |Target 004: 9.82e-07 +Target 005: 4.55e-06 |Target 006: 6.11e-06 |Target 007: 1.29e-06 |Target 008: 3.09e-06 |Target 009: 2.88e-06 +Target 010: 6.91e-07 |Target 011: 9.59e-07 |Target 012: 1.52e-06 |Target 013: 2.11e-06 |Target 014: 1.23e-06 +Target 015: 1.20e-06 |Target 016: 2.79e-06 |Target 017: 2.14e-06 |Target 018: 5.87e-06 |Target 019: 4.63e-06 +Target 020: 9.83e-07 |Target 021: 2.72e-06 |Target 022: 1.16e-06 |Target 023: 4.64e-06 |Target 024: 4.60e-06 + +==================== +Epoch #944 | Time: 00d 04h 14m | LR: 5.00e-04 | Epoch time: 15.48 | Train loss: 7.62e-06 | Val loss: 3.37e-06 +Target 001 has maximum loss 1.02e-05; Target 002 has minimum loss 5.95e-07 +Target 000: 6.76e-06 |Target 001: 1.02e-05 |Target 002: 5.95e-07 |Target 003: 1.09e-06 |Target 004: 1.10e-06 +Target 005: 2.57e-06 |Target 006: 6.86e-06 |Target 007: 1.01e-06 |Target 008: 3.30e-06 |Target 009: 3.21e-06 +Target 010: 7.09e-07 |Target 011: 1.11e-06 |Target 012: 9.81e-07 |Target 013: 2.83e-06 |Target 014: 1.28e-06 +Target 015: 1.31e-06 |Target 016: 4.58e-06 |Target 017: 2.82e-06 |Target 018: 6.69e-06 |Target 019: 4.62e-06 +Target 020: 1.05e-06 |Target 021: 2.84e-06 |Target 022: 1.35e-06 |Target 023: 4.98e-06 |Target 024: 6.29e-06 + +==================== +Epoch #945 | Time: 00d 04h 14m | LR: 5.00e-04 | Epoch time: 15.37 | Train loss: 7.55e-06 | Val loss: 3.00e-06 +Target 000 has maximum loss 1.11e-05; Target 002 has minimum loss 5.95e-07 +Target 000: 1.11e-05 |Target 001: 8.53e-06 |Target 002: 5.95e-07 |Target 003: 1.01e-06 |Target 004: 1.19e-06 +Target 005: 7.28e-06 |Target 006: 7.62e-06 |Target 007: 1.18e-06 |Target 008: 3.35e-06 |Target 009: 3.28e-06 +Target 010: 6.12e-07 |Target 011: 9.70e-07 |Target 012: 2.06e-06 |Target 013: 2.52e-06 |Target 014: 1.31e-06 +Target 015: 1.34e-06 |Target 016: 3.06e-06 |Target 017: 2.13e-06 |Target 018: 5.79e-06 |Target 019: 4.56e-06 +Target 020: 1.06e-06 |Target 021: 2.83e-06 |Target 022: 1.22e-06 |Target 023: 4.76e-06 |Target 024: 4.17e-06 + +==================== +Epoch #946 | Time: 00d 04h 14m | LR: 5.00e-04 | Epoch time: 15.42 | Train loss: 7.63e-06 | Val loss: 3.24e-06 +Target 006 has maximum loss 1.11e-05; Target 002 has minimum loss 6.94e-07 +Target 000: 8.27e-06 |Target 001: 2.09e-06 |Target 002: 6.94e-07 |Target 003: 1.56e-06 |Target 004: 1.12e-06 +Target 005: 5.68e-06 |Target 006: 1.11e-05 |Target 007: 1.05e-06 |Target 008: 3.58e-06 |Target 009: 3.24e-06 +Target 010: 7.90e-07 |Target 011: 8.75e-07 |Target 012: 1.04e-06 |Target 013: 2.22e-06 |Target 014: 1.30e-06 +Target 015: 1.33e-06 |Target 016: 3.40e-06 |Target 017: 1.91e-06 |Target 018: 6.34e-06 |Target 019: 4.76e-06 +Target 020: 1.16e-06 |Target 021: 2.96e-06 |Target 022: 1.31e-06 |Target 023: 4.85e-06 |Target 024: 6.04e-06 + +==================== +Epoch #947 | Time: 00d 04h 15m | LR: 5.00e-04 | Epoch time: 15.43 | Train loss: 7.58e-06 | Val loss: 3.28e-06 +Target 000 has maximum loss 1.49e-05; Target 002 has minimum loss 6.90e-07 +Target 000: 1.49e-05 |Target 001: 1.49e-05 |Target 002: 6.90e-07 |Target 003: 1.09e-06 |Target 004: 1.16e-06 +Target 005: 9.76e-06 |Target 006: 5.94e-06 |Target 007: 9.74e-07 |Target 008: 3.08e-06 |Target 009: 3.51e-06 +Target 010: 7.52e-07 |Target 011: 9.49e-07 |Target 012: 1.50e-06 |Target 013: 1.99e-06 |Target 014: 1.41e-06 +Target 015: 1.24e-06 |Target 016: 3.42e-06 |Target 017: 2.36e-06 |Target 018: 5.94e-06 |Target 019: 4.76e-06 +Target 020: 1.20e-06 |Target 021: 4.13e-06 |Target 022: 1.30e-06 |Target 023: 4.93e-06 |Target 024: 5.20e-06 + +==================== +Epoch #948 | Time: 00d 04h 15m | LR: 5.00e-04 | Epoch time: 15.54 | Train loss: 7.84e-06 | Val loss: 2.98e-06 +Target 001 has maximum loss 9.43e-06; Target 010 has minimum loss 7.80e-07 +Target 000: 5.43e-06 |Target 001: 9.43e-06 |Target 002: 7.93e-07 |Target 003: 1.37e-06 |Target 004: 9.10e-07 +Target 005: 5.51e-06 |Target 006: 8.89e-06 |Target 007: 1.07e-06 |Target 008: 3.13e-06 |Target 009: 2.93e-06 +Target 010: 7.80e-07 |Target 011: 9.24e-07 |Target 012: 1.17e-06 |Target 013: 2.76e-06 |Target 014: 1.25e-06 +Target 015: 1.68e-06 |Target 016: 3.37e-06 |Target 017: 2.34e-06 |Target 018: 5.90e-06 |Target 019: 4.36e-06 +Target 020: 1.08e-06 |Target 021: 2.76e-06 |Target 022: 1.21e-06 |Target 023: 4.65e-06 |Target 024: 4.60e-06 + +==================== +Epoch #949 | Time: 00d 04h 15m | LR: 5.00e-04 | Epoch time: 15.40 | Train loss: 7.54e-06 | Val loss: 2.95e-06 +Target 000 has maximum loss 9.17e-06; Target 002 has minimum loss 6.47e-07 +Target 000: 9.17e-06 |Target 001: 8.42e-06 |Target 002: 6.47e-07 |Target 003: 1.41e-06 |Target 004: 1.11e-06 +Target 005: 2.12e-06 |Target 006: 5.88e-06 |Target 007: 1.02e-06 |Target 008: 2.66e-06 |Target 009: 3.28e-06 +Target 010: 9.80e-07 |Target 011: 1.00e-06 |Target 012: 9.06e-07 |Target 013: 2.58e-06 |Target 014: 1.28e-06 +Target 015: 1.48e-06 |Target 016: 2.73e-06 |Target 017: 2.01e-06 |Target 018: 6.68e-06 |Target 019: 4.99e-06 +Target 020: 1.19e-06 |Target 021: 2.89e-06 |Target 022: 1.24e-06 |Target 023: 4.68e-06 |Target 024: 4.08e-06 + +==================== +Epoch #950 | Time: 00d 04h 15m | LR: 5.00e-04 | Epoch time: 15.39 | Train loss: 7.68e-06 | Val loss: 2.98e-06 +Target 001 has maximum loss 1.98e-05; Target 010 has minimum loss 5.91e-07 +Target 000: 3.73e-06 |Target 001: 1.98e-05 |Target 002: 6.10e-07 |Target 003: 1.39e-06 |Target 004: 9.43e-07 +Target 005: 6.04e-06 |Target 006: 6.03e-06 |Target 007: 9.50e-07 |Target 008: 3.24e-06 |Target 009: 3.06e-06 +Target 010: 5.91e-07 |Target 011: 9.73e-07 |Target 012: 1.04e-06 |Target 013: 2.54e-06 |Target 014: 1.36e-06 +Target 015: 1.34e-06 |Target 016: 2.88e-06 |Target 017: 1.99e-06 |Target 018: 6.92e-06 |Target 019: 4.52e-06 +Target 020: 1.09e-06 |Target 021: 3.00e-06 |Target 022: 1.22e-06 |Target 023: 4.71e-06 |Target 024: 4.08e-06 + +==================== +Epoch #951 | Time: 00d 04h 16m | LR: 5.00e-04 | Epoch time: 15.44 | Train loss: 7.66e-06 | Val loss: 2.74e-06 +Target 006 has maximum loss 1.13e-05; Target 010 has minimum loss 5.92e-07 +Target 000: 3.69e-06 |Target 001: 3.72e-06 |Target 002: 6.52e-07 |Target 003: 1.19e-06 |Target 004: 9.47e-07 +Target 005: 3.97e-06 |Target 006: 1.13e-05 |Target 007: 1.04e-06 |Target 008: 2.78e-06 |Target 009: 3.10e-06 +Target 010: 5.92e-07 |Target 011: 9.50e-07 |Target 012: 9.24e-07 |Target 013: 1.93e-06 |Target 014: 1.25e-06 +Target 015: 1.41e-06 |Target 016: 2.75e-06 |Target 017: 1.95e-06 |Target 018: 5.71e-06 |Target 019: 4.46e-06 +Target 020: 1.00e-06 |Target 021: 2.84e-06 |Target 022: 1.18e-06 |Target 023: 4.57e-06 |Target 024: 4.03e-06 + +==================== +Epoch #952 | Time: 00d 04h 16m | LR: 5.00e-04 | Epoch time: 15.38 | Train loss: 7.68e-06 | Val loss: 2.98e-06 +Target 001 has maximum loss 2.03e-05; Target 010 has minimum loss 5.99e-07 +Target 000: 7.41e-06 |Target 001: 2.03e-05 |Target 002: 6.32e-07 |Target 003: 9.48e-07 |Target 004: 1.01e-06 +Target 005: 2.57e-06 |Target 006: 1.52e-05 |Target 007: 9.89e-07 |Target 008: 2.82e-06 |Target 009: 3.03e-06 +Target 010: 5.99e-07 |Target 011: 9.10e-07 |Target 012: 1.41e-06 |Target 013: 2.02e-06 |Target 014: 1.27e-06 +Target 015: 1.34e-06 |Target 016: 2.94e-06 |Target 017: 2.18e-06 |Target 018: 5.87e-06 |Target 019: 4.57e-06 +Target 020: 1.02e-06 |Target 021: 3.00e-06 |Target 022: 1.23e-06 |Target 023: 4.78e-06 |Target 024: 4.15e-06 + +==================== +Epoch #953 | Time: 00d 04h 16m | LR: 5.00e-04 | Epoch time: 15.52 | Train loss: 7.55e-06 | Val loss: 3.36e-06 +Target 001 has maximum loss 1.65e-05; Target 002 has minimum loss 5.41e-07 +Target 000: 3.54e-06 |Target 001: 1.65e-05 |Target 002: 5.41e-07 |Target 003: 8.64e-07 |Target 004: 1.28e-06 +Target 005: 2.37e-06 |Target 006: 5.33e-06 |Target 007: 1.29e-06 |Target 008: 2.83e-06 |Target 009: 3.51e-06 +Target 010: 5.87e-07 |Target 011: 1.09e-06 |Target 012: 2.48e-06 |Target 013: 2.91e-06 |Target 014: 1.33e-06 +Target 015: 1.29e-06 |Target 016: 3.21e-06 |Target 017: 3.25e-06 |Target 018: 6.34e-06 |Target 019: 4.36e-06 +Target 020: 1.07e-06 |Target 021: 2.94e-06 |Target 022: 1.38e-06 |Target 023: 5.03e-06 |Target 024: 5.78e-06 + +==================== +Epoch #954 | Time: 00d 04h 16m | LR: 5.00e-04 | Epoch time: 15.38 | Train loss: 7.50e-06 | Val loss: 3.62e-06 +Target 006 has maximum loss 2.17e-05; Target 002 has minimum loss 7.23e-07 +Target 000: 4.71e-06 |Target 001: 4.73e-06 |Target 002: 7.23e-07 |Target 003: 1.27e-06 |Target 004: 1.60e-06 +Target 005: 6.72e-06 |Target 006: 2.17e-05 |Target 007: 9.42e-07 |Target 008: 3.03e-06 |Target 009: 2.89e-06 +Target 010: 1.06e-06 |Target 011: 8.77e-07 |Target 012: 1.12e-06 |Target 013: 4.24e-06 |Target 014: 1.25e-06 +Target 015: 1.59e-06 |Target 016: 2.75e-06 |Target 017: 4.29e-06 |Target 018: 6.61e-06 |Target 019: 5.23e-06 +Target 020: 1.31e-06 |Target 021: 2.70e-06 |Target 022: 1.21e-06 |Target 023: 4.94e-06 |Target 024: 6.32e-06 + +==================== +Epoch #955 | Time: 00d 04h 17m | LR: 5.00e-04 | Epoch time: 15.47 | Train loss: 7.63e-06 | Val loss: 3.00e-06 +Target 018 has maximum loss 7.22e-06; Target 002 has minimum loss 6.47e-07 +Target 000: 3.78e-06 |Target 001: 1.62e-06 |Target 002: 6.47e-07 |Target 003: 1.04e-06 |Target 004: 1.14e-06 +Target 005: 4.17e-06 |Target 006: 6.51e-06 |Target 007: 1.21e-06 |Target 008: 3.45e-06 |Target 009: 3.28e-06 +Target 010: 7.20e-07 |Target 011: 1.05e-06 |Target 012: 1.81e-06 |Target 013: 2.41e-06 |Target 014: 1.31e-06 +Target 015: 1.25e-06 |Target 016: 3.47e-06 |Target 017: 2.06e-06 |Target 018: 7.22e-06 |Target 019: 4.65e-06 +Target 020: 1.09e-06 |Target 021: 3.14e-06 |Target 022: 1.19e-06 |Target 023: 4.74e-06 |Target 024: 4.35e-06 + +==================== +Epoch #956 | Time: 00d 04h 17m | LR: 5.00e-04 | Epoch time: 15.50 | Train loss: 7.83e-06 | Val loss: 3.58e-06 +Target 000 has maximum loss 1.93e-05; Target 002 has minimum loss 7.21e-07 +Target 000: 1.93e-05 |Target 001: 1.08e-05 |Target 002: 7.21e-07 |Target 003: 1.81e-06 |Target 004: 9.76e-07 +Target 005: 1.54e-05 |Target 006: 1.55e-05 |Target 007: 1.06e-06 |Target 008: 2.69e-06 |Target 009: 3.84e-06 +Target 010: 9.39e-07 |Target 011: 9.91e-07 |Target 012: 1.16e-06 |Target 013: 4.29e-06 |Target 014: 1.48e-06 +Target 015: 1.71e-06 |Target 016: 3.41e-06 |Target 017: 3.29e-06 |Target 018: 7.61e-06 |Target 019: 4.56e-06 +Target 020: 1.10e-06 |Target 021: 3.94e-06 |Target 022: 1.31e-06 |Target 023: 4.93e-06 |Target 024: 4.95e-06 + +==================== +Epoch #957 | Time: 00d 04h 17m | LR: 5.00e-04 | Epoch time: 15.44 | Train loss: 7.65e-06 | Val loss: 2.88e-06 +Target 006 has maximum loss 8.68e-06; Target 002 has minimum loss 5.84e-07 +Target 000: 4.42e-06 |Target 001: 6.93e-06 |Target 002: 5.84e-07 |Target 003: 1.23e-06 |Target 004: 1.12e-06 +Target 005: 3.96e-06 |Target 006: 8.68e-06 |Target 007: 9.24e-07 |Target 008: 2.72e-06 |Target 009: 3.15e-06 +Target 010: 7.39e-07 |Target 011: 9.62e-07 |Target 012: 9.50e-07 |Target 013: 2.04e-06 |Target 014: 1.29e-06 +Target 015: 1.34e-06 |Target 016: 3.03e-06 |Target 017: 1.94e-06 |Target 018: 5.64e-06 |Target 019: 4.52e-06 +Target 020: 1.06e-06 |Target 021: 3.21e-06 |Target 022: 1.18e-06 |Target 023: 4.66e-06 |Target 024: 4.58e-06 + +==================== +Epoch #958 | Time: 00d 04h 18m | LR: 5.00e-04 | Epoch time: 15.37 | Train loss: 7.65e-06 | Val loss: 3.22e-06 +Target 018 has maximum loss 8.08e-06; Target 002 has minimum loss 5.80e-07 +Target 000: 4.45e-06 |Target 001: 6.30e-06 |Target 002: 5.80e-07 |Target 003: 9.08e-07 |Target 004: 1.32e-06 +Target 005: 6.73e-06 |Target 006: 7.18e-06 |Target 007: 1.02e-06 |Target 008: 3.71e-06 |Target 009: 3.33e-06 +Target 010: 6.29e-07 |Target 011: 9.89e-07 |Target 012: 9.75e-07 |Target 013: 2.02e-06 |Target 014: 1.29e-06 +Target 015: 1.30e-06 |Target 016: 4.37e-06 |Target 017: 2.16e-06 |Target 018: 8.08e-06 |Target 019: 4.66e-06 +Target 020: 9.92e-07 |Target 021: 3.08e-06 |Target 022: 1.26e-06 |Target 023: 4.94e-06 |Target 024: 5.37e-06 + +==================== +Epoch #959 | Time: 00d 04h 18m | LR: 5.00e-04 | Epoch time: 15.37 | Train loss: 7.59e-06 | Val loss: 3.26e-06 +Target 000 has maximum loss 1.84e-05; Target 010 has minimum loss 7.06e-07 +Target 000: 1.84e-05 |Target 001: 1.28e-05 |Target 002: 7.08e-07 |Target 003: 1.25e-06 |Target 004: 1.07e-06 +Target 005: 3.90e-06 |Target 006: 6.76e-06 |Target 007: 1.16e-06 |Target 008: 2.83e-06 |Target 009: 2.91e-06 +Target 010: 7.06e-07 |Target 011: 9.23e-07 |Target 012: 1.16e-06 |Target 013: 3.71e-06 |Target 014: 1.27e-06 +Target 015: 1.36e-06 |Target 016: 2.99e-06 |Target 017: 3.68e-06 |Target 018: 6.46e-06 |Target 019: 4.49e-06 +Target 020: 1.16e-06 |Target 021: 2.95e-06 |Target 022: 1.20e-06 |Target 023: 4.73e-06 |Target 024: 4.86e-06 + +==================== +Epoch #960 | Time: 00d 04h 18m | LR: 5.00e-04 | Epoch time: 15.35 | Train loss: 7.53e-06 | Val loss: 3.09e-06 +Target 000 has maximum loss 7.66e-06; Target 010 has minimum loss 7.22e-07 +Target 000: 7.66e-06 |Target 001: 2.12e-06 |Target 002: 7.85e-07 |Target 003: 9.11e-07 |Target 004: 9.10e-07 +Target 005: 2.24e-06 |Target 006: 6.98e-06 |Target 007: 1.22e-06 |Target 008: 2.77e-06 |Target 009: 2.83e-06 +Target 010: 7.22e-07 |Target 011: 8.81e-07 |Target 012: 1.16e-06 |Target 013: 2.40e-06 |Target 014: 1.26e-06 +Target 015: 1.27e-06 |Target 016: 2.69e-06 |Target 017: 2.03e-06 |Target 018: 5.97e-06 |Target 019: 4.45e-06 +Target 020: 9.68e-07 |Target 021: 2.73e-06 |Target 022: 1.16e-06 |Target 023: 4.51e-06 |Target 024: 6.29e-06 + +==================== +Epoch #961 | Time: 00d 04h 18m | LR: 5.00e-04 | Epoch time: 15.32 | Train loss: 7.68e-06 | Val loss: 3.35e-06 +Target 001 has maximum loss 2.44e-05; Target 002 has minimum loss 5.74e-07 +Target 000: 6.36e-06 |Target 001: 2.44e-05 |Target 002: 5.74e-07 |Target 003: 7.87e-07 |Target 004: 9.95e-07 +Target 005: 1.00e-05 |Target 006: 1.02e-05 |Target 007: 9.50e-07 |Target 008: 2.70e-06 |Target 009: 3.18e-06 +Target 010: 6.92e-07 |Target 011: 9.13e-07 |Target 012: 1.03e-06 |Target 013: 3.51e-06 |Target 014: 1.33e-06 +Target 015: 1.22e-06 |Target 016: 2.73e-06 |Target 017: 3.27e-06 |Target 018: 5.77e-06 |Target 019: 4.56e-06 +Target 020: 1.02e-06 |Target 021: 3.12e-06 |Target 022: 1.20e-06 |Target 023: 4.79e-06 |Target 024: 5.66e-06 + +==================== +Epoch #962 | Time: 00d 04h 19m | LR: 5.00e-04 | Epoch time: 15.57 | Train loss: 7.66e-06 | Val loss: 2.95e-06 +Target 001 has maximum loss 1.13e-05; Target 002 has minimum loss 6.59e-07 +Target 000: 7.43e-06 |Target 001: 1.13e-05 |Target 002: 6.59e-07 |Target 003: 1.71e-06 |Target 004: 9.40e-07 +Target 005: 3.16e-06 |Target 006: 9.53e-06 |Target 007: 9.65e-07 |Target 008: 2.81e-06 |Target 009: 2.99e-06 +Target 010: 6.59e-07 |Target 011: 9.54e-07 |Target 012: 1.02e-06 |Target 013: 2.00e-06 |Target 014: 1.41e-06 +Target 015: 1.24e-06 |Target 016: 3.58e-06 |Target 017: 1.97e-06 |Target 018: 5.91e-06 |Target 019: 4.53e-06 +Target 020: 9.76e-07 |Target 021: 2.87e-06 |Target 022: 1.34e-06 |Target 023: 4.79e-06 |Target 024: 4.43e-06 + +==================== +Epoch #963 | Time: 00d 04h 19m | LR: 5.00e-04 | Epoch time: 15.32 | Train loss: 7.54e-06 | Val loss: 3.00e-06 +Target 000 has maximum loss 1.38e-05; Target 002 has minimum loss 6.74e-07 +Target 000: 1.38e-05 |Target 001: 9.20e-06 |Target 002: 6.74e-07 |Target 003: 1.23e-06 |Target 004: 9.45e-07 +Target 005: 5.62e-06 |Target 006: 9.87e-06 |Target 007: 9.97e-07 |Target 008: 2.93e-06 |Target 009: 3.18e-06 +Target 010: 8.77e-07 |Target 011: 1.03e-06 |Target 012: 9.73e-07 |Target 013: 2.38e-06 |Target 014: 1.33e-06 +Target 015: 1.52e-06 |Target 016: 2.86e-06 |Target 017: 2.05e-06 |Target 018: 6.14e-06 |Target 019: 4.79e-06 +Target 020: 1.08e-06 |Target 021: 2.92e-06 |Target 022: 1.22e-06 |Target 023: 4.78e-06 |Target 024: 4.23e-06 + +==================== +Epoch #964 | Time: 00d 04h 19m | LR: 5.00e-04 | Epoch time: 15.42 | Train loss: 7.52e-06 | Val loss: 3.31e-06 +Target 006 has maximum loss 1.38e-05; Target 002 has minimum loss 6.34e-07 +Target 000: 4.44e-06 |Target 001: 7.09e-06 |Target 002: 6.34e-07 |Target 003: 1.21e-06 |Target 004: 9.59e-07 +Target 005: 6.04e-06 |Target 006: 1.38e-05 |Target 007: 1.02e-06 |Target 008: 2.68e-06 |Target 009: 3.16e-06 +Target 010: 7.90e-07 |Target 011: 9.61e-07 |Target 012: 1.22e-06 |Target 013: 2.84e-06 |Target 014: 1.28e-06 +Target 015: 1.25e-06 |Target 016: 3.27e-06 |Target 017: 4.09e-06 |Target 018: 6.58e-06 |Target 019: 4.39e-06 +Target 020: 1.12e-06 |Target 021: 3.02e-06 |Target 022: 1.26e-06 |Target 023: 4.48e-06 |Target 024: 5.86e-06 + +==================== +Epoch #965 | Time: 00d 04h 19m | LR: 5.00e-04 | Epoch time: 15.36 | Train loss: 7.81e-06 | Val loss: 3.26e-06 +Target 006 has maximum loss 1.07e-05; Target 002 has minimum loss 6.94e-07 +Target 000: 9.06e-06 |Target 001: 2.61e-06 |Target 002: 6.94e-07 |Target 003: 1.40e-06 |Target 004: 8.85e-07 +Target 005: 3.84e-06 |Target 006: 1.07e-05 |Target 007: 9.44e-07 |Target 008: 2.57e-06 |Target 009: 3.17e-06 +Target 010: 8.28e-07 |Target 011: 9.61e-07 |Target 012: 1.06e-06 |Target 013: 2.41e-06 |Target 014: 1.36e-06 +Target 015: 1.22e-06 |Target 016: 3.26e-06 |Target 017: 3.54e-06 |Target 018: 6.04e-06 |Target 019: 4.43e-06 +Target 020: 1.03e-06 |Target 021: 2.79e-06 |Target 022: 1.23e-06 |Target 023: 4.53e-06 |Target 024: 6.39e-06 + +==================== +Epoch #966 | Time: 00d 04h 20m | LR: 5.00e-04 | Epoch time: 15.37 | Train loss: 7.85e-06 | Val loss: 3.83e-06 +Target 018 has maximum loss 7.76e-06; Target 002 has minimum loss 6.73e-07 +Target 000: 4.26e-06 |Target 001: 7.14e-06 |Target 002: 6.73e-07 |Target 003: 1.21e-06 |Target 004: 1.09e-06 +Target 005: 3.81e-06 |Target 006: 7.73e-06 |Target 007: 1.38e-06 |Target 008: 4.50e-06 |Target 009: 3.87e-06 +Target 010: 8.97e-07 |Target 011: 1.70e-06 |Target 012: 1.26e-06 |Target 013: 3.20e-06 |Target 014: 1.52e-06 +Target 015: 1.25e-06 |Target 016: 5.74e-06 |Target 017: 2.79e-06 |Target 018: 7.76e-06 |Target 019: 6.92e-06 +Target 020: 1.34e-06 |Target 021: 3.99e-06 |Target 022: 1.41e-06 |Target 023: 7.22e-06 |Target 024: 5.18e-06 + +==================== +Epoch #967 | Time: 00d 04h 20m | LR: 5.00e-04 | Epoch time: 15.73 | Train loss: 7.56e-06 | Val loss: 3.18e-06 +Target 000 has maximum loss 1.22e-05; Target 002 has minimum loss 5.24e-07 +Target 000: 1.22e-05 |Target 001: 2.57e-06 |Target 002: 5.24e-07 |Target 003: 1.02e-06 |Target 004: 1.30e-06 +Target 005: 4.63e-06 |Target 006: 8.07e-06 |Target 007: 1.00e-06 |Target 008: 2.81e-06 |Target 009: 3.21e-06 +Target 010: 6.85e-07 |Target 011: 1.17e-06 |Target 012: 9.59e-07 |Target 013: 1.98e-06 |Target 014: 1.25e-06 +Target 015: 1.29e-06 |Target 016: 3.39e-06 |Target 017: 2.83e-06 |Target 018: 5.78e-06 |Target 019: 4.73e-06 +Target 020: 1.05e-06 |Target 021: 3.29e-06 |Target 022: 1.26e-06 |Target 023: 4.93e-06 |Target 024: 5.77e-06 + +==================== +Epoch #968 | Time: 00d 04h 20m | LR: 5.00e-04 | Epoch time: 15.38 | Train loss: 7.63e-06 | Val loss: 2.97e-06 +Target 006 has maximum loss 6.80e-06; Target 002 has minimum loss 6.06e-07 +Target 000: 5.61e-06 |Target 001: 3.02e-06 |Target 002: 6.06e-07 |Target 003: 9.90e-07 |Target 004: 9.20e-07 +Target 005: 5.27e-06 |Target 006: 6.80e-06 |Target 007: 1.12e-06 |Target 008: 2.78e-06 |Target 009: 3.15e-06 +Target 010: 6.41e-07 |Target 011: 1.02e-06 |Target 012: 1.79e-06 |Target 013: 1.98e-06 |Target 014: 1.30e-06 +Target 015: 1.16e-06 |Target 016: 2.68e-06 |Target 017: 2.08e-06 |Target 018: 5.70e-06 |Target 019: 4.57e-06 +Target 020: 1.07e-06 |Target 021: 2.73e-06 |Target 022: 1.35e-06 |Target 023: 4.68e-06 |Target 024: 5.03e-06 + +==================== +Epoch #969 | Time: 00d 04h 20m | LR: 5.00e-04 | Epoch time: 15.56 | Train loss: 7.60e-06 | Val loss: 3.23e-06 +Target 000 has maximum loss 7.94e-06; Target 002 has minimum loss 5.48e-07 +Target 000: 7.94e-06 |Target 001: 7.02e-06 |Target 002: 5.48e-07 |Target 003: 9.06e-07 |Target 004: 1.10e-06 +Target 005: 6.54e-06 |Target 006: 7.19e-06 |Target 007: 9.52e-07 |Target 008: 2.67e-06 |Target 009: 2.84e-06 +Target 010: 5.92e-07 |Target 011: 8.93e-07 |Target 012: 3.43e-06 |Target 013: 2.36e-06 |Target 014: 1.31e-06 +Target 015: 1.18e-06 |Target 016: 3.00e-06 |Target 017: 2.41e-06 |Target 018: 6.60e-06 |Target 019: 4.74e-06 +Target 020: 1.04e-06 |Target 021: 2.76e-06 |Target 022: 1.37e-06 |Target 023: 4.49e-06 |Target 024: 5.38e-06 + +==================== +Epoch #970 | Time: 00d 04h 21m | LR: 5.00e-04 | Epoch time: 15.44 | Train loss: 7.62e-06 | Val loss: 3.32e-06 +Target 005 has maximum loss 1.43e-05; Target 002 has minimum loss 6.41e-07 +Target 000: 8.61e-06 |Target 001: 5.08e-06 |Target 002: 6.41e-07 |Target 003: 1.18e-06 |Target 004: 1.38e-06 +Target 005: 1.43e-05 |Target 006: 7.25e-06 |Target 007: 9.23e-07 |Target 008: 3.45e-06 |Target 009: 3.53e-06 +Target 010: 7.94e-07 |Target 011: 1.22e-06 |Target 012: 2.40e-06 |Target 013: 2.13e-06 |Target 014: 1.36e-06 +Target 015: 1.28e-06 |Target 016: 3.28e-06 |Target 017: 2.95e-06 |Target 018: 6.42e-06 |Target 019: 4.99e-06 +Target 020: 9.83e-07 |Target 021: 3.05e-06 |Target 022: 1.48e-06 |Target 023: 4.80e-06 |Target 024: 5.11e-06 + +==================== +Epoch #971 | Time: 00d 04h 21m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.51e-06 | Val loss: 3.47e-06 +Target 001 has maximum loss 1.32e-05; Target 002 has minimum loss 6.07e-07 +Target 000: 8.39e-06 |Target 001: 1.32e-05 |Target 002: 6.07e-07 |Target 003: 1.30e-06 |Target 004: 1.12e-06 +Target 005: 5.16e-06 |Target 006: 8.05e-06 |Target 007: 1.23e-06 |Target 008: 3.45e-06 |Target 009: 3.78e-06 +Target 010: 6.85e-07 |Target 011: 1.44e-06 |Target 012: 1.12e-06 |Target 013: 2.58e-06 |Target 014: 1.46e-06 +Target 015: 1.39e-06 |Target 016: 3.95e-06 |Target 017: 2.77e-06 |Target 018: 7.20e-06 |Target 019: 5.07e-06 +Target 020: 1.32e-06 |Target 021: 3.56e-06 |Target 022: 1.50e-06 |Target 023: 4.91e-06 |Target 024: 5.74e-06 + +==================== +Epoch #972 | Time: 00d 04h 21m | LR: 5.00e-04 | Epoch time: 15.39 | Train loss: 7.80e-06 | Val loss: 3.17e-06 +Target 001 has maximum loss 1.02e-05; Target 010 has minimum loss 8.57e-07 +Target 000: 6.39e-06 |Target 001: 1.02e-05 |Target 002: 9.44e-07 |Target 003: 1.13e-06 |Target 004: 1.01e-06 +Target 005: 4.44e-06 |Target 006: 7.20e-06 |Target 007: 9.72e-07 |Target 008: 4.03e-06 |Target 009: 2.94e-06 +Target 010: 8.57e-07 |Target 011: 1.00e-06 |Target 012: 1.33e-06 |Target 013: 2.30e-06 |Target 014: 1.34e-06 +Target 015: 1.30e-06 |Target 016: 3.17e-06 |Target 017: 2.41e-06 |Target 018: 6.22e-06 |Target 019: 5.13e-06 +Target 020: 1.08e-06 |Target 021: 2.75e-06 |Target 022: 1.50e-06 |Target 023: 4.99e-06 |Target 024: 4.92e-06 + +==================== +Epoch #973 | Time: 00d 04h 21m | LR: 5.00e-04 | Epoch time: 15.43 | Train loss: 7.82e-06 | Val loss: 3.26e-06 +Target 006 has maximum loss 1.18e-05; Target 002 has minimum loss 7.00e-07 +Target 000: 3.50e-06 |Target 001: 7.52e-06 |Target 002: 7.00e-07 |Target 003: 1.93e-06 |Target 004: 1.00e-06 +Target 005: 4.38e-06 |Target 006: 1.18e-05 |Target 007: 1.24e-06 |Target 008: 3.10e-06 |Target 009: 3.28e-06 +Target 010: 8.11e-07 |Target 011: 1.14e-06 |Target 012: 1.51e-06 |Target 013: 2.29e-06 |Target 014: 1.33e-06 +Target 015: 1.31e-06 |Target 016: 3.48e-06 |Target 017: 2.19e-06 |Target 018: 6.83e-06 |Target 019: 5.46e-06 +Target 020: 1.04e-06 |Target 021: 3.08e-06 |Target 022: 1.26e-06 |Target 023: 6.01e-06 |Target 024: 4.59e-06 + +==================== +Epoch #974 | Time: 00d 04h 22m | LR: 5.00e-04 | Epoch time: 15.59 | Train loss: 7.97e-06 | Val loss: 3.07e-06 +Target 006 has maximum loss 8.56e-06; Target 002 has minimum loss 7.22e-07 +Target 000: 5.64e-06 |Target 001: 2.78e-06 |Target 002: 7.22e-07 |Target 003: 2.56e-06 |Target 004: 1.14e-06 +Target 005: 5.74e-06 |Target 006: 8.56e-06 |Target 007: 1.12e-06 |Target 008: 3.00e-06 |Target 009: 3.95e-06 +Target 010: 7.42e-07 |Target 011: 1.03e-06 |Target 012: 1.05e-06 |Target 013: 2.70e-06 |Target 014: 1.29e-06 +Target 015: 1.44e-06 |Target 016: 3.26e-06 |Target 017: 2.47e-06 |Target 018: 6.23e-06 |Target 019: 4.68e-06 +Target 020: 1.11e-06 |Target 021: 4.21e-06 |Target 022: 1.35e-06 |Target 023: 4.96e-06 |Target 024: 4.22e-06 + +==================== +Epoch #975 | Time: 00d 04h 22m | LR: 5.00e-04 | Epoch time: 15.40 | Train loss: 7.65e-06 | Val loss: 3.58e-06 +Target 006 has maximum loss 1.09e-05; Target 002 has minimum loss 6.18e-07 +Target 000: 7.92e-06 |Target 001: 6.43e-06 |Target 002: 6.18e-07 |Target 003: 9.44e-07 |Target 004: 1.03e-06 +Target 005: 4.27e-06 |Target 006: 1.09e-05 |Target 007: 9.94e-07 |Target 008: 2.90e-06 |Target 009: 3.93e-06 +Target 010: 7.06e-07 |Target 011: 1.07e-06 |Target 012: 2.51e-06 |Target 013: 2.03e-06 |Target 014: 1.41e-06 +Target 015: 1.34e-06 |Target 016: 2.91e-06 |Target 017: 2.24e-06 |Target 018: 6.60e-06 |Target 019: 4.95e-06 +Target 020: 1.15e-06 |Target 021: 2.96e-06 |Target 022: 1.30e-06 |Target 023: 5.11e-06 |Target 024: 7.33e-06 + +==================== +Epoch #976 | Time: 00d 04h 22m | LR: 5.00e-04 | Epoch time: 15.59 | Train loss: 7.78e-06 | Val loss: 3.01e-06 +Target 006 has maximum loss 8.72e-06; Target 010 has minimum loss 6.98e-07 +Target 000: 4.81e-06 |Target 001: 5.07e-06 |Target 002: 7.25e-07 |Target 003: 1.48e-06 |Target 004: 1.05e-06 +Target 005: 2.89e-06 |Target 006: 8.72e-06 |Target 007: 1.33e-06 |Target 008: 2.62e-06 |Target 009: 3.20e-06 +Target 010: 6.98e-07 |Target 011: 9.60e-07 |Target 012: 2.16e-06 |Target 013: 2.09e-06 |Target 014: 1.39e-06 +Target 015: 1.29e-06 |Target 016: 3.42e-06 |Target 017: 2.11e-06 |Target 018: 5.85e-06 |Target 019: 4.81e-06 +Target 020: 1.16e-06 |Target 021: 3.39e-06 |Target 022: 1.21e-06 |Target 023: 4.80e-06 |Target 024: 4.47e-06 + +==================== +Epoch #977 | Time: 00d 04h 23m | LR: 5.00e-04 | Epoch time: 15.53 | Train loss: 7.48e-06 | Val loss: 3.43e-06 +Target 006 has maximum loss 8.26e-06; Target 002 has minimum loss 5.89e-07 +Target 000: 6.13e-06 |Target 001: 2.84e-06 |Target 002: 5.89e-07 |Target 003: 1.05e-06 |Target 004: 1.71e-06 +Target 005: 6.69e-06 |Target 006: 8.26e-06 |Target 007: 1.27e-06 |Target 008: 3.69e-06 |Target 009: 3.46e-06 +Target 010: 6.23e-07 |Target 011: 1.26e-06 |Target 012: 2.32e-06 |Target 013: 2.32e-06 |Target 014: 1.53e-06 +Target 015: 1.23e-06 |Target 016: 3.20e-06 |Target 017: 2.19e-06 |Target 018: 6.58e-06 |Target 019: 5.29e-06 +Target 020: 1.25e-06 |Target 021: 4.13e-06 |Target 022: 1.55e-06 |Target 023: 5.32e-06 |Target 024: 5.50e-06 + +==================== +Epoch #978 | Time: 00d 04h 23m | LR: 5.00e-04 | Epoch time: 15.42 | Train loss: 7.72e-06 | Val loss: 2.97e-06 +Target 006 has maximum loss 7.64e-06; Target 010 has minimum loss 7.24e-07 +Target 000: 3.46e-06 |Target 001: 6.88e-06 |Target 002: 8.43e-07 |Target 003: 2.03e-06 |Target 004: 1.03e-06 +Target 005: 2.62e-06 |Target 006: 7.64e-06 |Target 007: 1.06e-06 |Target 008: 3.54e-06 |Target 009: 3.03e-06 +Target 010: 7.24e-07 |Target 011: 1.11e-06 |Target 012: 1.05e-06 |Target 013: 2.04e-06 |Target 014: 1.30e-06 +Target 015: 1.27e-06 |Target 016: 4.78e-06 |Target 017: 2.00e-06 |Target 018: 5.96e-06 |Target 019: 4.70e-06 +Target 020: 9.95e-07 |Target 021: 3.09e-06 |Target 022: 1.20e-06 |Target 023: 4.66e-06 |Target 024: 4.68e-06 + +==================== +Epoch #979 | Time: 00d 04h 23m | LR: 5.00e-04 | Epoch time: 15.38 | Train loss: 7.62e-06 | Val loss: 3.05e-06 +Target 006 has maximum loss 1.22e-05; Target 002 has minimum loss 5.86e-07 +Target 000: 3.68e-06 |Target 001: 5.95e-06 |Target 002: 5.86e-07 |Target 003: 8.74e-07 |Target 004: 1.72e-06 +Target 005: 5.61e-06 |Target 006: 1.22e-05 |Target 007: 1.05e-06 |Target 008: 3.55e-06 |Target 009: 3.87e-06 +Target 010: 5.91e-07 |Target 011: 9.80e-07 |Target 012: 1.49e-06 |Target 013: 1.94e-06 |Target 014: 1.39e-06 +Target 015: 1.31e-06 |Target 016: 3.89e-06 |Target 017: 2.37e-06 |Target 018: 6.32e-06 |Target 019: 4.91e-06 +Target 020: 1.13e-06 |Target 021: 3.31e-06 |Target 022: 1.33e-06 |Target 023: 5.01e-06 |Target 024: 4.06e-06 + +==================== +Epoch #980 | Time: 00d 04h 23m | LR: 5.00e-04 | Epoch time: 15.43 | Train loss: 7.54e-06 | Val loss: 3.82e-06 +Target 006 has maximum loss 1.02e-05; Target 002 has minimum loss 6.15e-07 +Target 000: 7.91e-06 |Target 001: 4.75e-06 |Target 002: 6.15e-07 |Target 003: 1.06e-06 |Target 004: 1.11e-06 +Target 005: 5.80e-06 |Target 006: 1.02e-05 |Target 007: 1.21e-06 |Target 008: 3.18e-06 |Target 009: 4.19e-06 +Target 010: 8.17e-07 |Target 011: 9.54e-07 |Target 012: 1.25e-06 |Target 013: 3.58e-06 |Target 014: 1.39e-06 +Target 015: 1.46e-06 |Target 016: 3.19e-06 |Target 017: 2.47e-06 |Target 018: 7.12e-06 |Target 019: 5.37e-06 +Target 020: 1.12e-06 |Target 021: 3.08e-06 |Target 022: 1.23e-06 |Target 023: 5.19e-06 |Target 024: 8.17e-06 + +==================== +Epoch #981 | Time: 00d 04h 24m | LR: 5.00e-04 | Epoch time: 15.38 | Train loss: 7.95e-06 | Val loss: 3.37e-06 +Target 006 has maximum loss 7.62e-06; Target 010 has minimum loss 8.64e-07 +Target 000: 4.36e-06 |Target 001: 3.72e-06 |Target 002: 9.15e-07 |Target 003: 1.81e-06 |Target 004: 1.26e-06 +Target 005: 4.93e-06 |Target 006: 7.62e-06 |Target 007: 1.09e-06 |Target 008: 3.68e-06 |Target 009: 4.01e-06 +Target 010: 8.64e-07 |Target 011: 1.08e-06 |Target 012: 2.29e-06 |Target 013: 3.14e-06 |Target 014: 1.55e-06 +Target 015: 1.48e-06 |Target 016: 4.31e-06 |Target 017: 2.31e-06 |Target 018: 6.07e-06 |Target 019: 4.89e-06 +Target 020: 1.61e-06 |Target 021: 3.30e-06 |Target 022: 1.38e-06 |Target 023: 5.24e-06 |Target 024: 5.27e-06 + +==================== +Epoch #982 | Time: 00d 04h 24m | LR: 5.00e-04 | Epoch time: 15.43 | Train loss: 7.96e-06 | Val loss: 3.47e-06 +Target 005 has maximum loss 1.27e-05; Target 002 has minimum loss 6.74e-07 +Target 000: 1.04e-05 |Target 001: 9.23e-06 |Target 002: 6.74e-07 |Target 003: 1.19e-06 |Target 004: 1.12e-06 +Target 005: 1.27e-05 |Target 006: 6.93e-06 |Target 007: 1.17e-06 |Target 008: 3.47e-06 |Target 009: 3.77e-06 +Target 010: 6.90e-07 |Target 011: 1.05e-06 |Target 012: 1.08e-06 |Target 013: 2.61e-06 |Target 014: 1.46e-06 +Target 015: 1.30e-06 |Target 016: 4.31e-06 |Target 017: 2.39e-06 |Target 018: 5.99e-06 |Target 019: 5.65e-06 +Target 020: 1.10e-06 |Target 021: 3.47e-06 |Target 022: 1.46e-06 |Target 023: 5.22e-06 |Target 024: 5.69e-06 + +==================== +Epoch #983 | Time: 00d 04h 24m | LR: 5.00e-04 | Epoch time: 15.49 | Train loss: 7.91e-06 | Val loss: 3.05e-06 +Target 006 has maximum loss 2.54e-05; Target 010 has minimum loss 5.48e-07 +Target 000: 5.79e-06 |Target 001: 7.83e-06 |Target 002: 6.38e-07 |Target 003: 8.70e-07 |Target 004: 9.77e-07 +Target 005: 5.69e-06 |Target 006: 2.54e-05 |Target 007: 9.95e-07 |Target 008: 2.88e-06 |Target 009: 2.88e-06 +Target 010: 5.48e-07 |Target 011: 1.13e-06 |Target 012: 1.04e-06 |Target 013: 2.28e-06 |Target 014: 1.24e-06 +Target 015: 1.18e-06 |Target 016: 2.69e-06 |Target 017: 2.29e-06 |Target 018: 6.46e-06 |Target 019: 4.51e-06 +Target 020: 9.76e-07 |Target 021: 2.85e-06 |Target 022: 1.23e-06 |Target 023: 4.95e-06 |Target 024: 4.46e-06 + +==================== +Epoch #984 | Time: 00d 04h 24m | LR: 5.00e-04 | Epoch time: 15.46 | Train loss: 7.68e-06 | Val loss: 3.30e-06 +Target 001 has maximum loss 1.19e-05; Target 010 has minimum loss 5.61e-07 +Target 000: 8.16e-06 |Target 001: 1.19e-05 |Target 002: 5.80e-07 |Target 003: 1.12e-06 |Target 004: 1.08e-06 +Target 005: 3.10e-06 |Target 006: 5.99e-06 |Target 007: 1.02e-06 |Target 008: 3.14e-06 |Target 009: 3.22e-06 +Target 010: 5.61e-07 |Target 011: 9.11e-07 |Target 012: 1.20e-06 |Target 013: 2.12e-06 |Target 014: 1.26e-06 +Target 015: 1.33e-06 |Target 016: 3.93e-06 |Target 017: 3.44e-06 |Target 018: 5.90e-06 |Target 019: 4.81e-06 +Target 020: 1.10e-06 |Target 021: 3.30e-06 |Target 022: 1.31e-06 |Target 023: 4.80e-06 |Target 024: 6.01e-06 + +==================== +Epoch #985 | Time: 00d 04h 25m | LR: 5.00e-04 | Epoch time: 15.53 | Train loss: 7.84e-06 | Val loss: 3.19e-06 +Target 000 has maximum loss 1.02e-05; Target 011 has minimum loss 9.19e-07 +Target 000: 1.02e-05 |Target 001: 6.61e-06 |Target 002: 9.97e-07 |Target 003: 1.26e-06 |Target 004: 9.70e-07 +Target 005: 3.22e-06 |Target 006: 6.98e-06 |Target 007: 9.99e-07 |Target 008: 3.28e-06 |Target 009: 3.76e-06 +Target 010: 9.39e-07 |Target 011: 9.19e-07 |Target 012: 1.20e-06 |Target 013: 2.12e-06 |Target 014: 1.35e-06 +Target 015: 1.56e-06 |Target 016: 5.03e-06 |Target 017: 2.11e-06 |Target 018: 6.35e-06 |Target 019: 4.93e-06 +Target 020: 1.01e-06 |Target 021: 3.82e-06 |Target 022: 1.50e-06 |Target 023: 4.89e-06 |Target 024: 4.96e-06 + +==================== +Epoch #986 | Time: 00d 04h 25m | LR: 5.00e-04 | Epoch time: 15.33 | Train loss: 7.87e-06 | Val loss: 3.38e-06 +Target 001 has maximum loss 1.19e-05; Target 010 has minimum loss 7.69e-07 +Target 000: 4.82e-06 |Target 001: 1.19e-05 |Target 002: 9.85e-07 |Target 003: 1.47e-06 |Target 004: 1.03e-06 +Target 005: 6.04e-06 |Target 006: 5.79e-06 |Target 007: 1.24e-06 |Target 008: 3.46e-06 |Target 009: 4.44e-06 +Target 010: 7.69e-07 |Target 011: 1.39e-06 |Target 012: 1.24e-06 |Target 013: 2.23e-06 |Target 014: 1.66e-06 +Target 015: 1.40e-06 |Target 016: 3.64e-06 |Target 017: 1.97e-06 |Target 018: 7.08e-06 |Target 019: 5.00e-06 +Target 020: 1.30e-06 |Target 021: 3.63e-06 |Target 022: 1.39e-06 |Target 023: 5.42e-06 |Target 024: 5.29e-06 + +==================== +Epoch #987 | Time: 00d 04h 25m | LR: 5.00e-04 | Epoch time: 15.38 | Train loss: 7.65e-06 | Val loss: 3.26e-06 +Target 006 has maximum loss 8.89e-06; Target 002 has minimum loss 5.91e-07 +Target 000: 6.34e-06 |Target 001: 7.38e-06 |Target 002: 5.91e-07 |Target 003: 1.42e-06 |Target 004: 1.12e-06 +Target 005: 3.40e-06 |Target 006: 8.89e-06 |Target 007: 1.09e-06 |Target 008: 4.19e-06 |Target 009: 3.41e-06 +Target 010: 6.16e-07 |Target 011: 9.30e-07 |Target 012: 1.06e-06 |Target 013: 2.39e-06 |Target 014: 1.44e-06 +Target 015: 1.29e-06 |Target 016: 4.19e-06 |Target 017: 2.13e-06 |Target 018: 7.54e-06 |Target 019: 5.27e-06 +Target 020: 1.12e-06 |Target 021: 3.63e-06 |Target 022: 1.34e-06 |Target 023: 5.09e-06 |Target 024: 4.79e-06 + +==================== +Epoch #988 | Time: 00d 04h 25m | LR: 5.00e-04 | Epoch time: 15.57 | Train loss: 7.53e-06 | Val loss: 3.26e-06 +Target 000 has maximum loss 1.64e-05; Target 002 has minimum loss 7.71e-07 +Target 000: 1.64e-05 |Target 001: 3.68e-06 |Target 002: 7.71e-07 |Target 003: 1.10e-06 |Target 004: 1.12e-06 +Target 005: 8.33e-06 |Target 006: 1.19e-05 |Target 007: 9.48e-07 |Target 008: 2.84e-06 |Target 009: 3.61e-06 +Target 010: 8.69e-07 |Target 011: 9.48e-07 |Target 012: 1.25e-06 |Target 013: 2.13e-06 |Target 014: 1.32e-06 +Target 015: 1.19e-06 |Target 016: 3.12e-06 |Target 017: 2.26e-06 |Target 018: 6.05e-06 |Target 019: 4.64e-06 +Target 020: 9.79e-07 |Target 021: 3.18e-06 |Target 022: 1.30e-06 |Target 023: 4.69e-06 |Target 024: 5.84e-06 + +==================== +Epoch #989 | Time: 00d 04h 26m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.81e-06 | Val loss: 3.67e-06 +Target 001 has maximum loss 2.30e-05; Target 002 has minimum loss 7.56e-07 +Target 000: 7.25e-06 |Target 001: 2.30e-05 |Target 002: 7.56e-07 |Target 003: 1.66e-06 |Target 004: 1.45e-06 +Target 005: 1.36e-05 |Target 006: 7.50e-06 |Target 007: 1.05e-06 |Target 008: 2.90e-06 |Target 009: 3.14e-06 +Target 010: 1.10e-06 |Target 011: 1.17e-06 |Target 012: 1.15e-06 |Target 013: 4.47e-06 |Target 014: 1.46e-06 +Target 015: 1.75e-06 |Target 016: 3.56e-06 |Target 017: 4.43e-06 |Target 018: 6.38e-06 |Target 019: 4.57e-06 +Target 020: 1.17e-06 |Target 021: 3.26e-06 |Target 022: 1.30e-06 |Target 023: 4.99e-06 |Target 024: 5.98e-06 + +==================== +Epoch #990 | Time: 00d 04h 26m | LR: 5.00e-04 | Epoch time: 15.52 | Train loss: 7.86e-06 | Val loss: 3.06e-06 +Target 000 has maximum loss 9.97e-06; Target 002 has minimum loss 6.74e-07 +Target 000: 9.97e-06 |Target 001: 8.05e-06 |Target 002: 6.74e-07 |Target 003: 1.06e-06 |Target 004: 1.13e-06 +Target 005: 4.16e-06 |Target 006: 9.11e-06 |Target 007: 9.59e-07 |Target 008: 2.78e-06 |Target 009: 3.15e-06 +Target 010: 1.01e-06 |Target 011: 1.16e-06 |Target 012: 1.19e-06 |Target 013: 2.32e-06 |Target 014: 1.22e-06 +Target 015: 1.26e-06 |Target 016: 3.33e-06 |Target 017: 2.37e-06 |Target 018: 6.10e-06 |Target 019: 4.42e-06 +Target 020: 1.01e-06 |Target 021: 3.48e-06 |Target 022: 1.21e-06 |Target 023: 4.80e-06 |Target 024: 4.93e-06 + +==================== +Epoch #991 | Time: 00d 04h 26m | LR: 5.00e-04 | Epoch time: 15.56 | Train loss: 7.62e-06 | Val loss: 3.67e-06 +Target 006 has maximum loss 3.23e-05; Target 002 has minimum loss 5.62e-07 +Target 000: 8.15e-06 |Target 001: 3.98e-06 |Target 002: 5.62e-07 |Target 003: 8.81e-07 |Target 004: 9.89e-07 +Target 005: 2.98e-06 |Target 006: 3.23e-05 |Target 007: 1.03e-06 |Target 008: 3.38e-06 |Target 009: 3.15e-06 +Target 010: 7.34e-07 |Target 011: 9.39e-07 |Target 012: 1.25e-06 |Target 013: 2.91e-06 |Target 014: 1.32e-06 +Target 015: 1.40e-06 |Target 016: 4.97e-06 |Target 017: 2.91e-06 |Target 018: 8.92e-06 |Target 019: 4.75e-06 +Target 020: 1.04e-06 |Target 021: 3.78e-06 |Target 022: 1.22e-06 |Target 023: 4.66e-06 |Target 024: 6.53e-06 + +==================== +Epoch #992 | Time: 00d 04h 26m | LR: 5.00e-04 | Epoch time: 15.45 | Train loss: 7.61e-06 | Val loss: 3.07e-06 +Target 005 has maximum loss 7.66e-06; Target 010 has minimum loss 7.41e-07 +Target 000: 7.50e-06 |Target 001: 1.77e-06 |Target 002: 1.03e-06 |Target 003: 1.17e-06 |Target 004: 1.27e-06 +Target 005: 7.66e-06 |Target 006: 7.02e-06 |Target 007: 1.01e-06 |Target 008: 3.44e-06 |Target 009: 3.81e-06 +Target 010: 7.41e-07 |Target 011: 8.55e-07 |Target 012: 8.00e-07 |Target 013: 3.03e-06 |Target 014: 1.37e-06 +Target 015: 1.39e-06 |Target 016: 3.25e-06 |Target 017: 2.20e-06 |Target 018: 6.98e-06 |Target 019: 4.85e-06 +Target 020: 1.18e-06 |Target 021: 3.46e-06 |Target 022: 1.30e-06 |Target 023: 4.67e-06 |Target 024: 4.33e-06 + +==================== +Epoch #993 | Time: 00d 04h 27m | LR: 5.00e-04 | Epoch time: 15.35 | Train loss: 7.83e-06 | Val loss: 3.12e-06 +Target 006 has maximum loss 1.14e-05; Target 002 has minimum loss 8.21e-07 +Target 000: 7.12e-06 |Target 001: 7.62e-06 |Target 002: 8.21e-07 |Target 003: 1.65e-06 |Target 004: 9.12e-07 +Target 005: 5.36e-06 |Target 006: 1.14e-05 |Target 007: 1.01e-06 |Target 008: 3.58e-06 |Target 009: 3.25e-06 +Target 010: 1.12e-06 |Target 011: 1.00e-06 |Target 012: 1.90e-06 |Target 013: 1.85e-06 |Target 014: 1.44e-06 +Target 015: 1.38e-06 |Target 016: 3.21e-06 |Target 017: 1.99e-06 |Target 018: 6.62e-06 |Target 019: 4.64e-06 +Target 020: 1.13e-06 |Target 021: 2.95e-06 |Target 022: 1.18e-06 |Target 023: 5.06e-06 |Target 024: 4.67e-06 + +==================== +Epoch #994 | Time: 00d 04h 27m | LR: 5.00e-04 | Epoch time: 15.39 | Train loss: 7.54e-06 | Val loss: 2.91e-06 +Target 001 has maximum loss 7.38e-06; Target 010 has minimum loss 6.30e-07 +Target 000: 5.11e-06 |Target 001: 7.38e-06 |Target 002: 6.31e-07 |Target 003: 1.26e-06 |Target 004: 1.39e-06 +Target 005: 2.97e-06 |Target 006: 6.90e-06 |Target 007: 1.17e-06 |Target 008: 2.95e-06 |Target 009: 2.95e-06 +Target 010: 6.30e-07 |Target 011: 9.13e-07 |Target 012: 2.39e-06 |Target 013: 2.18e-06 |Target 014: 1.23e-06 +Target 015: 1.60e-06 |Target 016: 3.18e-06 |Target 017: 1.90e-06 |Target 018: 6.06e-06 |Target 019: 4.85e-06 +Target 020: 1.08e-06 |Target 021: 2.99e-06 |Target 022: 1.20e-06 |Target 023: 4.54e-06 |Target 024: 4.02e-06 + +==================== +Epoch #995 | Time: 00d 04h 27m | LR: 5.00e-04 | Epoch time: 15.46 | Train loss: 7.70e-06 | Val loss: 3.50e-06 +Target 006 has maximum loss 9.49e-06; Target 010 has minimum loss 5.67e-07 +Target 000: 6.29e-06 |Target 001: 3.52e-06 |Target 002: 6.19e-07 |Target 003: 1.44e-06 |Target 004: 1.04e-06 +Target 005: 7.16e-06 |Target 006: 9.49e-06 |Target 007: 1.80e-06 |Target 008: 2.79e-06 |Target 009: 3.80e-06 +Target 010: 5.67e-07 |Target 011: 1.34e-06 |Target 012: 1.53e-06 |Target 013: 2.93e-06 |Target 014: 1.64e-06 +Target 015: 1.59e-06 |Target 016: 3.17e-06 |Target 017: 2.35e-06 |Target 018: 6.42e-06 |Target 019: 5.27e-06 +Target 020: 1.24e-06 |Target 021: 3.45e-06 |Target 022: 1.75e-06 |Target 023: 4.93e-06 |Target 024: 6.16e-06 + +==================== +Epoch #996 | Time: 00d 04h 28m | LR: 5.00e-04 | Epoch time: 15.52 | Train loss: 7.65e-06 | Val loss: 4.33e-06 +Target 006 has maximum loss 2.71e-05; Target 010 has minimum loss 6.27e-07 +Target 000: 5.93e-06 |Target 001: 1.76e-06 |Target 002: 1.14e-06 |Target 003: 1.33e-06 |Target 004: 1.40e-06 +Target 005: 6.98e-06 |Target 006: 2.71e-05 |Target 007: 1.04e-06 |Target 008: 3.56e-06 |Target 009: 3.40e-06 +Target 010: 6.27e-07 |Target 011: 1.29e-06 |Target 012: 1.16e-06 |Target 013: 4.01e-06 |Target 014: 1.29e-06 +Target 015: 1.60e-06 |Target 016: 3.48e-06 |Target 017: 3.12e-06 |Target 018: 8.34e-06 |Target 019: 5.74e-06 +Target 020: 1.43e-06 |Target 021: 3.79e-06 |Target 022: 1.20e-06 |Target 023: 5.37e-06 |Target 024: 9.74e-06 + +==================== +Epoch #997 | Time: 00d 04h 28m | LR: 5.00e-04 | Epoch time: 15.45 | Train loss: 7.89e-06 | Val loss: 4.20e-06 +Target 006 has maximum loss 2.00e-05; Target 002 has minimum loss 6.73e-07 +Target 000: 5.52e-06 |Target 001: 1.09e-05 |Target 002: 6.73e-07 |Target 003: 1.67e-06 |Target 004: 1.07e-06 +Target 005: 9.45e-06 |Target 006: 2.00e-05 |Target 007: 9.37e-07 |Target 008: 4.04e-06 |Target 009: 3.15e-06 +Target 010: 1.26e-06 |Target 011: 8.97e-07 |Target 012: 3.55e-06 |Target 013: 4.54e-06 |Target 014: 1.52e-06 +Target 015: 1.45e-06 |Target 016: 3.49e-06 |Target 017: 4.69e-06 |Target 018: 9.11e-06 |Target 019: 4.99e-06 +Target 020: 9.97e-07 |Target 021: 3.19e-06 |Target 022: 1.29e-06 |Target 023: 5.11e-06 |Target 024: 7.50e-06 + +==================== +Epoch #998 | Time: 00d 04h 28m | LR: 5.00e-04 | Epoch time: 15.37 | Train loss: 8.26e-06 | Val loss: 4.85e-06 +Target 005 has maximum loss 1.74e-05; Target 010 has minimum loss 9.06e-07 +Target 000: 1.46e-05 |Target 001: 5.06e-06 |Target 002: 1.16e-06 |Target 003: 2.21e-06 |Target 004: 1.44e-06 +Target 005: 1.74e-05 |Target 006: 6.42e-06 |Target 007: 1.78e-06 |Target 008: 6.56e-06 |Target 009: 7.18e-06 +Target 010: 9.06e-07 |Target 011: 1.24e-06 |Target 012: 2.65e-06 |Target 013: 2.26e-06 |Target 014: 2.96e-06 +Target 015: 1.69e-06 |Target 016: 1.17e-05 |Target 017: 2.42e-06 |Target 018: 6.70e-06 |Target 019: 7.52e-06 +Target 020: 1.20e-06 |Target 021: 6.78e-06 |Target 022: 2.74e-06 |Target 023: 7.57e-06 |Target 024: 6.91e-06 + +==================== +Epoch #999 | Time: 00d 04h 28m | LR: 5.00e-04 | Epoch time: 15.46 | Train loss: 7.99e-06 | Val loss: 4.00e-06 +Target 000 has maximum loss 9.46e-06; Target 002 has minimum loss 8.99e-07 +Target 000: 9.46e-06 |Target 001: 1.98e-06 |Target 002: 8.99e-07 |Target 003: 9.35e-07 |Target 004: 1.10e-06 +Target 005: 8.55e-06 |Target 006: 8.14e-06 |Target 007: 2.04e-06 |Target 008: 4.90e-06 |Target 009: 7.44e-06 +Target 010: 1.26e-06 |Target 011: 1.14e-06 |Target 012: 1.13e-06 |Target 013: 2.54e-06 |Target 014: 2.07e-06 +Target 015: 1.99e-06 |Target 016: 4.15e-06 |Target 017: 2.41e-06 |Target 018: 6.86e-06 |Target 019: 6.04e-06 +Target 020: 1.23e-06 |Target 021: 7.58e-06 |Target 022: 1.89e-06 |Target 023: 6.15e-06 |Target 024: 6.04e-06 + +==================== +Epoch #1000 | Time: 00d 04h 29m | LR: 5.00e-04 | Epoch time: 15.43 | Train loss: 8.09e-06 | Val loss: 3.21e-06 +Target 018 has maximum loss 7.11e-06; Target 002 has minimum loss 5.40e-07 +Target 000: 6.07e-06 |Target 001: 4.82e-06 |Target 002: 5.40e-07 |Target 003: 9.40e-07 |Target 004: 9.62e-07 +Target 005: 3.30e-06 |Target 006: 6.51e-06 |Target 007: 1.05e-06 |Target 008: 3.40e-06 |Target 009: 4.27e-06 +Target 010: 5.66e-07 |Target 011: 8.81e-07 |Target 012: 1.29e-06 |Target 013: 3.03e-06 |Target 014: 1.20e-06 +Target 015: 1.17e-06 |Target 016: 3.61e-06 |Target 017: 2.80e-06 |Target 018: 7.11e-06 |Target 019: 4.56e-06 +Target 020: 1.22e-06 |Target 021: 2.98e-06 |Target 022: 1.19e-06 |Target 023: 5.10e-06 |Target 024: 5.20e-06 + +==================== +Epoch #1001 | Time: 00d 04h 29m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.92e-06 | Val loss: 3.41e-06 +Target 018 has maximum loss 7.50e-06; Target 002 has minimum loss 8.13e-07 +Target 000: 5.72e-06 |Target 001: 2.62e-06 |Target 002: 8.13e-07 |Target 003: 1.83e-06 |Target 004: 1.27e-06 +Target 005: 5.69e-06 |Target 006: 6.87e-06 |Target 007: 1.28e-06 |Target 008: 3.13e-06 |Target 009: 5.47e-06 +Target 010: 8.31e-07 |Target 011: 1.45e-06 |Target 012: 9.75e-07 |Target 013: 2.58e-06 |Target 014: 1.46e-06 +Target 015: 1.62e-06 |Target 016: 3.71e-06 |Target 017: 2.01e-06 |Target 018: 7.50e-06 |Target 019: 4.92e-06 +Target 020: 1.52e-06 |Target 021: 3.99e-06 |Target 022: 1.49e-06 |Target 023: 5.63e-06 |Target 024: 5.18e-06 + +==================== +Epoch #1002 | Time: 00d 04h 29m | LR: 5.00e-04 | Epoch time: 15.49 | Train loss: 7.99e-06 | Val loss: 3.58e-06 +Target 000 has maximum loss 1.38e-05; Target 002 has minimum loss 8.58e-07 +Target 000: 1.38e-05 |Target 001: 8.12e-06 |Target 002: 8.58e-07 |Target 003: 1.13e-06 |Target 004: 9.75e-07 +Target 005: 1.01e-05 |Target 006: 1.09e-05 |Target 007: 1.32e-06 |Target 008: 2.95e-06 |Target 009: 3.73e-06 +Target 010: 9.42e-07 |Target 011: 9.62e-07 |Target 012: 1.64e-06 |Target 013: 3.60e-06 |Target 014: 1.38e-06 +Target 015: 1.60e-06 |Target 016: 3.31e-06 |Target 017: 5.63e-06 |Target 018: 8.04e-06 |Target 019: 4.77e-06 +Target 020: 1.32e-06 |Target 021: 2.84e-06 |Target 022: 1.36e-06 |Target 023: 4.87e-06 |Target 024: 4.89e-06 + +==================== +Epoch #1003 | Time: 00d 04h 29m | LR: 5.00e-04 | Epoch time: 15.40 | Train loss: 7.88e-06 | Val loss: 3.21e-06 +Target 001 has maximum loss 1.89e-05; Target 002 has minimum loss 5.59e-07 +Target 000: 4.49e-06 |Target 001: 1.89e-05 |Target 002: 5.59e-07 |Target 003: 1.28e-06 |Target 004: 9.53e-07 +Target 005: 2.39e-06 |Target 006: 6.68e-06 |Target 007: 9.84e-07 |Target 008: 3.56e-06 |Target 009: 3.03e-06 +Target 010: 7.18e-07 |Target 011: 1.22e-06 |Target 012: 2.88e-06 |Target 013: 1.95e-06 |Target 014: 1.50e-06 +Target 015: 1.24e-06 |Target 016: 3.09e-06 |Target 017: 1.82e-06 |Target 018: 6.40e-06 |Target 019: 4.86e-06 +Target 020: 1.08e-06 |Target 021: 2.87e-06 |Target 022: 1.45e-06 |Target 023: 4.73e-06 |Target 024: 5.07e-06 + +==================== +Epoch #1004 | Time: 00d 04h 30m | LR: 5.00e-04 | Epoch time: 15.50 | Train loss: 7.52e-06 | Val loss: 3.50e-06 +Target 001 has maximum loss 2.27e-05; Target 002 has minimum loss 6.47e-07 +Target 000: 6.42e-06 |Target 001: 2.27e-05 |Target 002: 6.47e-07 |Target 003: 1.71e-06 |Target 004: 1.08e-06 +Target 005: 5.07e-06 |Target 006: 8.80e-06 |Target 007: 9.38e-07 |Target 008: 3.31e-06 |Target 009: 3.16e-06 +Target 010: 7.07e-07 |Target 011: 1.06e-06 |Target 012: 2.53e-06 |Target 013: 2.96e-06 |Target 014: 1.32e-06 +Target 015: 1.36e-06 |Target 016: 3.15e-06 |Target 017: 2.97e-06 |Target 018: 5.86e-06 |Target 019: 4.51e-06 +Target 020: 1.24e-06 |Target 021: 2.97e-06 |Target 022: 1.41e-06 |Target 023: 4.76e-06 |Target 024: 6.33e-06 + +==================== +Epoch #1005 | Time: 00d 04h 30m | LR: 5.00e-04 | Epoch time: 15.63 | Train loss: 7.73e-06 | Val loss: 3.44e-06 +Target 006 has maximum loss 2.62e-05; Target 010 has minimum loss 5.83e-07 +Target 000: 4.37e-06 |Target 001: 1.73e-05 |Target 002: 6.43e-07 |Target 003: 1.00e-06 |Target 004: 1.48e-06 +Target 005: 3.52e-06 |Target 006: 2.62e-05 |Target 007: 9.49e-07 |Target 008: 3.46e-06 |Target 009: 2.89e-06 +Target 010: 5.83e-07 |Target 011: 1.10e-06 |Target 012: 2.14e-06 |Target 013: 2.87e-06 |Target 014: 1.23e-06 +Target 015: 1.30e-06 |Target 016: 4.59e-06 |Target 017: 3.13e-06 |Target 018: 5.60e-06 |Target 019: 4.64e-06 +Target 020: 1.19e-06 |Target 021: 3.30e-06 |Target 022: 1.23e-06 |Target 023: 4.54e-06 |Target 024: 5.87e-06 + +==================== +Epoch #1006 | Time: 00d 04h 30m | LR: 5.00e-04 | Epoch time: 15.34 | Train loss: 7.51e-06 | Val loss: 3.01e-06 +Target 018 has maximum loss 6.64e-06; Target 010 has minimum loss 5.97e-07 +Target 000: 4.29e-06 |Target 001: 4.49e-06 |Target 002: 6.34e-07 |Target 003: 1.50e-06 |Target 004: 9.69e-07 +Target 005: 5.23e-06 |Target 006: 5.65e-06 |Target 007: 1.15e-06 |Target 008: 3.01e-06 |Target 009: 3.20e-06 +Target 010: 5.97e-07 |Target 011: 1.14e-06 |Target 012: 1.38e-06 |Target 013: 2.06e-06 |Target 014: 1.31e-06 +Target 015: 1.34e-06 |Target 016: 3.18e-06 |Target 017: 2.53e-06 |Target 018: 6.64e-06 |Target 019: 4.83e-06 +Target 020: 9.46e-07 |Target 021: 3.07e-06 |Target 022: 1.27e-06 |Target 023: 4.81e-06 |Target 024: 4.52e-06 + +==================== +Epoch #1007 | Time: 00d 04h 30m | LR: 5.00e-04 | Epoch time: 15.40 | Train loss: 7.62e-06 | Val loss: 3.49e-06 +Target 006 has maximum loss 4.39e-05; Target 010 has minimum loss 5.99e-07 +Target 000: 1.73e-05 |Target 001: 1.93e-05 |Target 002: 7.61e-07 |Target 003: 8.25e-07 |Target 004: 9.18e-07 +Target 005: 9.25e-06 |Target 006: 4.39e-05 |Target 007: 1.07e-06 |Target 008: 3.61e-06 |Target 009: 3.08e-06 +Target 010: 5.99e-07 |Target 011: 1.15e-06 |Target 012: 8.68e-07 |Target 013: 2.11e-06 |Target 014: 1.35e-06 +Target 015: 1.20e-06 |Target 016: 3.72e-06 |Target 017: 2.16e-06 |Target 018: 8.30e-06 |Target 019: 4.59e-06 +Target 020: 1.21e-06 |Target 021: 3.13e-06 |Target 022: 1.30e-06 |Target 023: 4.49e-06 |Target 024: 4.91e-06 + +==================== +Epoch #1008 | Time: 00d 04h 31m | LR: 5.00e-04 | Epoch time: 15.44 | Train loss: 7.69e-06 | Val loss: 3.34e-06 +Target 006 has maximum loss 1.44e-05; Target 002 has minimum loss 5.22e-07 +Target 000: 8.31e-06 |Target 001: 1.06e-05 |Target 002: 5.22e-07 |Target 003: 8.86e-07 |Target 004: 1.11e-06 +Target 005: 1.06e-05 |Target 006: 1.44e-05 |Target 007: 9.68e-07 |Target 008: 2.77e-06 |Target 009: 3.07e-06 +Target 010: 6.69e-07 |Target 011: 8.78e-07 |Target 012: 2.61e-06 |Target 013: 2.77e-06 |Target 014: 1.54e-06 +Target 015: 1.25e-06 |Target 016: 3.38e-06 |Target 017: 3.29e-06 |Target 018: 6.03e-06 |Target 019: 4.54e-06 +Target 020: 1.06e-06 |Target 021: 2.79e-06 |Target 022: 1.47e-06 |Target 023: 4.55e-06 |Target 024: 5.27e-06 + +==================== +Epoch #1009 | Time: 00d 04h 31m | LR: 5.00e-04 | Epoch time: 15.40 | Train loss: 7.56e-06 | Val loss: 2.99e-06 +Target 000 has maximum loss 9.68e-06; Target 010 has minimum loss 6.26e-07 +Target 000: 9.68e-06 |Target 001: 2.44e-06 |Target 002: 6.46e-07 |Target 003: 1.40e-06 |Target 004: 9.80e-07 +Target 005: 5.76e-06 |Target 006: 7.77e-06 |Target 007: 8.87e-07 |Target 008: 2.66e-06 |Target 009: 3.09e-06 +Target 010: 6.26e-07 |Target 011: 1.05e-06 |Target 012: 9.80e-07 |Target 013: 2.29e-06 |Target 014: 1.47e-06 +Target 015: 1.26e-06 |Target 016: 2.95e-06 |Target 017: 2.82e-06 |Target 018: 6.43e-06 |Target 019: 4.66e-06 +Target 020: 9.61e-07 |Target 021: 3.45e-06 |Target 022: 1.19e-06 |Target 023: 4.49e-06 |Target 024: 4.55e-06 + +==================== +Epoch #1010 | Time: 00d 04h 31m | LR: 5.00e-04 | Epoch time: 15.42 | Train loss: 7.35e-06 | Val loss: 3.71e-06 +Target 001 has maximum loss 2.02e-05; Target 010 has minimum loss 5.80e-07 +Target 000: 1.66e-05 |Target 001: 2.02e-05 |Target 002: 5.96e-07 |Target 003: 9.98e-07 |Target 004: 1.33e-06 +Target 005: 1.25e-05 |Target 006: 1.29e-05 |Target 007: 1.02e-06 |Target 008: 3.16e-06 |Target 009: 3.80e-06 +Target 010: 5.80e-07 |Target 011: 9.45e-07 |Target 012: 1.15e-06 |Target 013: 5.27e-06 |Target 014: 1.35e-06 +Target 015: 1.39e-06 |Target 016: 3.05e-06 |Target 017: 4.41e-06 |Target 018: 8.54e-06 |Target 019: 4.88e-06 +Target 020: 1.29e-06 |Target 021: 3.17e-06 |Target 022: 1.24e-06 |Target 023: 5.13e-06 |Target 024: 4.73e-06 + +==================== +Epoch #1011 | Time: 00d 04h 31m | LR: 5.00e-04 | Epoch time: 15.49 | Train loss: 7.40e-06 | Val loss: 2.96e-06 +Target 001 has maximum loss 9.12e-06; Target 002 has minimum loss 6.29e-07 +Target 000: 5.44e-06 |Target 001: 9.12e-06 |Target 002: 6.29e-07 |Target 003: 1.53e-06 |Target 004: 1.05e-06 +Target 005: 4.65e-06 |Target 006: 8.59e-06 |Target 007: 9.11e-07 |Target 008: 2.84e-06 |Target 009: 3.53e-06 +Target 010: 7.05e-07 |Target 011: 9.01e-07 |Target 012: 9.39e-07 |Target 013: 2.03e-06 |Target 014: 1.33e-06 +Target 015: 1.17e-06 |Target 016: 3.55e-06 |Target 017: 2.69e-06 |Target 018: 6.21e-06 |Target 019: 4.65e-06 +Target 020: 1.05e-06 |Target 021: 3.07e-06 |Target 022: 1.21e-06 |Target 023: 4.79e-06 |Target 024: 4.20e-06 + +==================== +Epoch #1012 | Time: 00d 04h 32m | LR: 5.00e-04 | Epoch time: 15.38 | Train loss: 7.40e-06 | Val loss: 3.07e-06 +Target 001 has maximum loss 1.08e-05; Target 002 has minimum loss 5.57e-07 +Target 000: 7.32e-06 |Target 001: 1.08e-05 |Target 002: 5.57e-07 |Target 003: 9.62e-07 |Target 004: 1.03e-06 +Target 005: 8.06e-06 |Target 006: 6.23e-06 |Target 007: 9.18e-07 |Target 008: 2.74e-06 |Target 009: 4.54e-06 +Target 010: 7.15e-07 |Target 011: 9.80e-07 |Target 012: 1.08e-06 |Target 013: 2.12e-06 |Target 014: 1.35e-06 +Target 015: 1.21e-06 |Target 016: 3.96e-06 |Target 017: 2.21e-06 |Target 018: 6.09e-06 |Target 019: 4.74e-06 +Target 020: 1.02e-06 |Target 021: 3.74e-06 |Target 022: 1.23e-06 |Target 023: 5.08e-06 |Target 024: 4.35e-06 + +==================== +Epoch #1013 | Time: 00d 04h 32m | LR: 5.00e-04 | Epoch time: 15.51 | Train loss: 7.49e-06 | Val loss: 3.39e-06 +Target 001 has maximum loss 1.59e-05; Target 002 has minimum loss 5.59e-07 +Target 000: 6.96e-06 |Target 001: 1.59e-05 |Target 002: 5.59e-07 |Target 003: 1.23e-06 |Target 004: 1.55e-06 +Target 005: 3.86e-06 |Target 006: 7.46e-06 |Target 007: 9.33e-07 |Target 008: 3.21e-06 |Target 009: 3.17e-06 +Target 010: 5.82e-07 |Target 011: 9.88e-07 |Target 012: 1.97e-06 |Target 013: 3.65e-06 |Target 014: 1.26e-06 +Target 015: 1.23e-06 |Target 016: 3.03e-06 |Target 017: 2.56e-06 |Target 018: 6.18e-06 |Target 019: 5.02e-06 +Target 020: 1.04e-06 |Target 021: 2.92e-06 |Target 022: 1.14e-06 |Target 023: 4.81e-06 |Target 024: 5.91e-06 + +==================== +Epoch #1014 | Time: 00d 04h 32m | LR: 5.00e-04 | Epoch time: 15.47 | Train loss: 7.64e-06 | Val loss: 3.98e-06 +Target 006 has maximum loss 2.07e-05; Target 002 has minimum loss 5.63e-07 +Target 000: 4.58e-06 |Target 001: 1.22e-05 |Target 002: 5.63e-07 |Target 003: 1.74e-06 |Target 004: 9.85e-07 +Target 005: 7.51e-06 |Target 006: 2.07e-05 |Target 007: 8.93e-07 |Target 008: 2.78e-06 |Target 009: 5.24e-06 +Target 010: 6.76e-07 |Target 011: 9.66e-07 |Target 012: 1.04e-06 |Target 013: 3.32e-06 |Target 014: 1.55e-06 +Target 015: 1.25e-06 |Target 016: 3.30e-06 |Target 017: 4.00e-06 |Target 018: 8.31e-06 |Target 019: 4.94e-06 +Target 020: 9.79e-07 |Target 021: 3.99e-06 |Target 022: 1.25e-06 |Target 023: 5.27e-06 |Target 024: 7.58e-06 + +==================== +Epoch #1015 | Time: 00d 04h 33m | LR: 5.00e-04 | Epoch time: 15.34 | Train loss: 7.96e-06 | Val loss: 3.12e-06 +Target 000 has maximum loss 1.05e-05; Target 010 has minimum loss 6.94e-07 +Target 000: 1.05e-05 |Target 001: 9.98e-06 |Target 002: 7.77e-07 |Target 003: 1.15e-06 |Target 004: 9.94e-07 +Target 005: 6.58e-06 |Target 006: 8.28e-06 |Target 007: 1.23e-06 |Target 008: 3.02e-06 |Target 009: 5.41e-06 +Target 010: 6.94e-07 |Target 011: 1.06e-06 |Target 012: 1.12e-06 |Target 013: 1.92e-06 |Target 014: 1.43e-06 +Target 015: 1.28e-06 |Target 016: 3.13e-06 |Target 017: 1.94e-06 |Target 018: 5.76e-06 |Target 019: 5.16e-06 +Target 020: 1.05e-06 |Target 021: 3.81e-06 |Target 022: 1.26e-06 |Target 023: 5.28e-06 |Target 024: 4.23e-06 + +==================== +Epoch #1016 | Time: 00d 04h 33m | LR: 5.00e-04 | Epoch time: 15.51 | Train loss: 7.73e-06 | Val loss: 3.38e-06 +Target 006 has maximum loss 1.14e-05; Target 010 has minimum loss 6.97e-07 +Target 000: 5.90e-06 |Target 001: 1.10e-05 |Target 002: 7.70e-07 |Target 003: 1.35e-06 |Target 004: 1.04e-06 +Target 005: 8.51e-06 |Target 006: 1.14e-05 |Target 007: 9.80e-07 |Target 008: 3.07e-06 |Target 009: 4.13e-06 +Target 010: 6.97e-07 |Target 011: 1.11e-06 |Target 012: 2.44e-06 |Target 013: 2.57e-06 |Target 014: 1.94e-06 +Target 015: 1.45e-06 |Target 016: 4.42e-06 |Target 017: 2.19e-06 |Target 018: 6.79e-06 |Target 019: 5.13e-06 +Target 020: 1.33e-06 |Target 021: 3.11e-06 |Target 022: 1.41e-06 |Target 023: 4.99e-06 |Target 024: 4.70e-06 + +==================== +Epoch #1017 | Time: 00d 04h 33m | LR: 5.00e-04 | Epoch time: 15.36 | Train loss: 7.74e-06 | Val loss: 3.23e-06 +Target 006 has maximum loss 1.66e-05; Target 002 has minimum loss 7.45e-07 +Target 000: 5.70e-06 |Target 001: 5.47e-06 |Target 002: 7.45e-07 |Target 003: 1.93e-06 |Target 004: 1.13e-06 +Target 005: 1.04e-05 |Target 006: 1.66e-05 |Target 007: 1.06e-06 |Target 008: 3.44e-06 |Target 009: 3.11e-06 +Target 010: 9.00e-07 |Target 011: 1.19e-06 |Target 012: 1.21e-06 |Target 013: 2.63e-06 |Target 014: 1.42e-06 +Target 015: 1.50e-06 |Target 016: 3.61e-06 |Target 017: 2.22e-06 |Target 018: 6.67e-06 |Target 019: 5.06e-06 +Target 020: 1.51e-06 |Target 021: 3.36e-06 |Target 022: 1.38e-06 |Target 023: 5.09e-06 |Target 024: 4.43e-06 + +==================== +Epoch #1018 | Time: 00d 04h 33m | LR: 5.00e-04 | Epoch time: 15.47 | Train loss: 7.83e-06 | Val loss: 2.94e-06 +Target 000 has maximum loss 1.91e-05; Target 002 has minimum loss 5.06e-07 +Target 000: 1.91e-05 |Target 001: 3.98e-06 |Target 002: 5.06e-07 |Target 003: 9.45e-07 |Target 004: 9.06e-07 +Target 005: 5.29e-06 |Target 006: 1.33e-05 |Target 007: 9.20e-07 |Target 008: 2.69e-06 |Target 009: 3.11e-06 +Target 010: 6.55e-07 |Target 011: 9.36e-07 |Target 012: 1.02e-06 |Target 013: 1.94e-06 |Target 014: 1.34e-06 +Target 015: 1.37e-06 |Target 016: 2.73e-06 |Target 017: 2.05e-06 |Target 018: 5.54e-06 |Target 019: 4.61e-06 +Target 020: 1.02e-06 |Target 021: 2.85e-06 |Target 022: 1.30e-06 |Target 023: 4.60e-06 |Target 024: 4.40e-06 + +==================== +Epoch #1019 | Time: 00d 04h 34m | LR: 5.00e-04 | Epoch time: 15.54 | Train loss: 7.65e-06 | Val loss: 3.25e-06 +Target 001 has maximum loss 9.11e-06; Target 002 has minimum loss 9.15e-07 +Target 000: 3.47e-06 |Target 001: 9.11e-06 |Target 002: 9.15e-07 |Target 003: 1.17e-06 |Target 004: 1.28e-06 +Target 005: 5.26e-06 |Target 006: 6.20e-06 |Target 007: 1.37e-06 |Target 008: 3.84e-06 |Target 009: 3.54e-06 +Target 010: 9.64e-07 |Target 011: 1.25e-06 |Target 012: 1.26e-06 |Target 013: 2.23e-06 |Target 014: 1.79e-06 +Target 015: 1.58e-06 |Target 016: 4.54e-06 |Target 017: 1.93e-06 |Target 018: 6.62e-06 |Target 019: 5.12e-06 +Target 020: 1.23e-06 |Target 021: 3.64e-06 |Target 022: 1.93e-06 |Target 023: 5.27e-06 |Target 024: 4.37e-06 + +==================== +Epoch #1020 | Time: 00d 04h 34m | LR: 5.00e-04 | Epoch time: 15.43 | Train loss: 7.65e-06 | Val loss: 2.98e-06 +Target 006 has maximum loss 6.67e-06; Target 002 has minimum loss 6.02e-07 +Target 000: 4.96e-06 |Target 001: 4.08e-06 |Target 002: 6.02e-07 |Target 003: 1.31e-06 |Target 004: 1.04e-06 +Target 005: 4.44e-06 |Target 006: 6.67e-06 |Target 007: 1.04e-06 |Target 008: 3.20e-06 |Target 009: 3.46e-06 +Target 010: 7.76e-07 |Target 011: 1.12e-06 |Target 012: 1.11e-06 |Target 013: 1.98e-06 |Target 014: 1.34e-06 +Target 015: 1.59e-06 |Target 016: 3.26e-06 |Target 017: 1.79e-06 |Target 018: 5.75e-06 |Target 019: 4.92e-06 +Target 020: 1.14e-06 |Target 021: 3.70e-06 |Target 022: 1.25e-06 |Target 023: 4.99e-06 |Target 024: 4.58e-06 + +==================== +Epoch #1021 | Time: 00d 04h 34m | LR: 5.00e-04 | Epoch time: 15.44 | Train loss: 7.60e-06 | Val loss: 3.46e-06 +Target 006 has maximum loss 3.78e-05; Target 002 has minimum loss 5.79e-07 +Target 000: 5.10e-06 |Target 001: 5.30e-06 |Target 002: 5.79e-07 |Target 003: 1.13e-06 |Target 004: 9.47e-07 +Target 005: 3.20e-06 |Target 006: 3.78e-05 |Target 007: 1.28e-06 |Target 008: 2.91e-06 |Target 009: 2.91e-06 +Target 010: 6.16e-07 |Target 011: 9.54e-07 |Target 012: 1.26e-06 |Target 013: 2.27e-06 |Target 014: 1.30e-06 +Target 015: 1.35e-06 |Target 016: 3.60e-06 |Target 017: 2.49e-06 |Target 018: 8.26e-06 |Target 019: 4.66e-06 +Target 020: 9.82e-07 |Target 021: 2.86e-06 |Target 022: 1.26e-06 |Target 023: 4.73e-06 |Target 024: 5.99e-06 + +==================== +Epoch #1022 | Time: 00d 04h 34m | LR: 5.00e-04 | Epoch time: 15.36 | Train loss: 7.59e-06 | Val loss: 3.22e-06 +Target 006 has maximum loss 1.31e-05; Target 010 has minimum loss 7.35e-07 +Target 000: 4.57e-06 |Target 001: 1.83e-06 |Target 002: 8.08e-07 |Target 003: 1.17e-06 |Target 004: 9.18e-07 +Target 005: 7.23e-06 |Target 006: 1.31e-05 |Target 007: 1.15e-06 |Target 008: 2.80e-06 |Target 009: 3.37e-06 +Target 010: 7.35e-07 |Target 011: 9.65e-07 |Target 012: 1.26e-06 |Target 013: 3.90e-06 |Target 014: 1.30e-06 +Target 015: 1.36e-06 |Target 016: 3.97e-06 |Target 017: 2.36e-06 |Target 018: 6.19e-06 |Target 019: 4.47e-06 +Target 020: 1.07e-06 |Target 021: 3.07e-06 |Target 022: 1.25e-06 |Target 023: 4.69e-06 |Target 024: 5.51e-06 + +==================== +Epoch #1023 | Time: 00d 04h 35m | LR: 5.00e-04 | Epoch time: 15.36 | Train loss: 7.68e-06 | Val loss: 3.16e-06 +Target 006 has maximum loss 1.09e-05; Target 002 has minimum loss 6.96e-07 +Target 000: 7.78e-06 |Target 001: 9.52e-06 |Target 002: 6.96e-07 |Target 003: 1.17e-06 |Target 004: 9.41e-07 +Target 005: 8.18e-06 |Target 006: 1.09e-05 |Target 007: 1.04e-06 |Target 008: 3.80e-06 |Target 009: 3.28e-06 +Target 010: 7.53e-07 |Target 011: 9.94e-07 |Target 012: 1.05e-06 |Target 013: 1.88e-06 |Target 014: 1.31e-06 +Target 015: 1.44e-06 |Target 016: 5.05e-06 |Target 017: 2.20e-06 |Target 018: 6.08e-06 |Target 019: 4.85e-06 +Target 020: 1.16e-06 |Target 021: 2.98e-06 |Target 022: 1.25e-06 |Target 023: 5.18e-06 |Target 024: 4.87e-06 + +==================== +Epoch #1024 | Time: 00d 04h 35m | LR: 5.00e-04 | Epoch time: 15.42 | Train loss: 7.65e-06 | Val loss: 3.47e-06 +Target 000 has maximum loss 1.60e-05; Target 010 has minimum loss 8.79e-07 +Target 000: 1.60e-05 |Target 001: 2.85e-06 |Target 002: 9.51e-07 |Target 003: 9.76e-07 |Target 004: 9.61e-07 +Target 005: 8.82e-06 |Target 006: 1.47e-05 |Target 007: 1.26e-06 |Target 008: 3.15e-06 |Target 009: 4.03e-06 +Target 010: 8.79e-07 |Target 011: 1.07e-06 |Target 012: 9.23e-07 |Target 013: 2.10e-06 |Target 014: 1.68e-06 +Target 015: 1.38e-06 |Target 016: 3.32e-06 |Target 017: 2.21e-06 |Target 018: 6.26e-06 |Target 019: 5.49e-06 +Target 020: 1.10e-06 |Target 021: 3.87e-06 |Target 022: 1.62e-06 |Target 023: 5.18e-06 |Target 024: 5.72e-06 + +==================== +Epoch #1025 | Time: 00d 04h 35m | LR: 5.00e-04 | Epoch time: 15.51 | Train loss: 7.74e-06 | Val loss: 3.26e-06 +Target 018 has maximum loss 7.77e-06; Target 002 has minimum loss 5.72e-07 +Target 000: 5.83e-06 |Target 001: 3.57e-06 |Target 002: 5.72e-07 |Target 003: 1.01e-06 |Target 004: 1.60e-06 +Target 005: 5.12e-06 |Target 006: 6.23e-06 |Target 007: 9.48e-07 |Target 008: 3.14e-06 |Target 009: 4.55e-06 +Target 010: 6.09e-07 |Target 011: 9.86e-07 |Target 012: 1.49e-06 |Target 013: 1.82e-06 |Target 014: 1.27e-06 +Target 015: 1.29e-06 |Target 016: 3.30e-06 |Target 017: 2.03e-06 |Target 018: 7.77e-06 |Target 019: 4.74e-06 +Target 020: 1.14e-06 |Target 021: 3.34e-06 |Target 022: 1.20e-06 |Target 023: 4.57e-06 |Target 024: 5.87e-06 + +==================== +Epoch #1026 | Time: 00d 04h 35m | LR: 5.00e-04 | Epoch time: 15.37 | Train loss: 7.44e-06 | Val loss: 3.06e-06 +Target 006 has maximum loss 1.46e-05; Target 010 has minimum loss 6.37e-07 +Target 000: 4.77e-06 |Target 001: 3.19e-06 |Target 002: 6.66e-07 |Target 003: 8.76e-07 |Target 004: 1.10e-06 +Target 005: 3.49e-06 |Target 006: 1.46e-05 |Target 007: 1.06e-06 |Target 008: 3.30e-06 |Target 009: 3.17e-06 +Target 010: 6.37e-07 |Target 011: 1.10e-06 |Target 012: 1.67e-06 |Target 013: 2.10e-06 |Target 014: 1.28e-06 +Target 015: 1.40e-06 |Target 016: 3.07e-06 |Target 017: 2.26e-06 |Target 018: 6.29e-06 |Target 019: 4.90e-06 +Target 020: 1.14e-06 |Target 021: 3.25e-06 |Target 022: 1.26e-06 |Target 023: 4.91e-06 |Target 024: 4.60e-06 + +==================== +Epoch #1027 | Time: 00d 04h 36m | LR: 5.00e-04 | Epoch time: 15.40 | Train loss: 7.60e-06 | Val loss: 3.25e-06 +Target 001 has maximum loss 1.45e-05; Target 002 has minimum loss 6.46e-07 +Target 000: 4.47e-06 |Target 001: 1.45e-05 |Target 002: 6.46e-07 |Target 003: 1.34e-06 |Target 004: 1.12e-06 +Target 005: 1.23e-05 |Target 006: 9.32e-06 |Target 007: 1.43e-06 |Target 008: 4.48e-06 |Target 009: 2.94e-06 +Target 010: 9.03e-07 |Target 011: 1.17e-06 |Target 012: 1.12e-06 |Target 013: 2.10e-06 |Target 014: 1.34e-06 +Target 015: 1.19e-06 |Target 016: 3.28e-06 |Target 017: 2.90e-06 |Target 018: 6.85e-06 |Target 019: 5.27e-06 +Target 020: 1.16e-06 |Target 021: 2.91e-06 |Target 022: 1.39e-06 |Target 023: 4.87e-06 |Target 024: 4.60e-06 + +==================== +Epoch #1028 | Time: 00d 04h 36m | LR: 5.00e-04 | Epoch time: 15.40 | Train loss: 7.74e-06 | Val loss: 3.21e-06 +Target 005 has maximum loss 1.73e-05; Target 007 has minimum loss 9.19e-07 +Target 000: 7.17e-06 |Target 001: 1.18e-05 |Target 002: 9.32e-07 |Target 003: 2.30e-06 |Target 004: 1.22e-06 +Target 005: 1.73e-05 |Target 006: 1.05e-05 |Target 007: 9.19e-07 |Target 008: 2.78e-06 |Target 009: 3.03e-06 +Target 010: 1.19e-06 |Target 011: 9.42e-07 |Target 012: 2.37e-06 |Target 013: 2.13e-06 |Target 014: 1.35e-06 +Target 015: 2.27e-06 |Target 016: 2.93e-06 |Target 017: 2.19e-06 |Target 018: 6.12e-06 |Target 019: 4.68e-06 +Target 020: 1.36e-06 |Target 021: 3.24e-06 |Target 022: 1.37e-06 |Target 023: 4.57e-06 |Target 024: 4.53e-06 + +==================== +Epoch #1029 | Time: 00d 04h 36m | LR: 5.00e-04 | Epoch time: 15.33 | Train loss: 7.58e-06 | Val loss: 3.43e-06 +Target 001 has maximum loss 1.26e-05; Target 010 has minimum loss 5.75e-07 +Target 000: 6.13e-06 |Target 001: 1.26e-05 |Target 002: 1.29e-06 |Target 003: 1.92e-06 |Target 004: 1.21e-06 +Target 005: 1.07e-05 |Target 006: 8.47e-06 |Target 007: 1.11e-06 |Target 008: 4.33e-06 |Target 009: 3.42e-06 +Target 010: 5.75e-07 |Target 011: 9.84e-07 |Target 012: 9.25e-07 |Target 013: 2.30e-06 |Target 014: 1.59e-06 +Target 015: 1.44e-06 |Target 016: 5.66e-06 |Target 017: 3.04e-06 |Target 018: 6.15e-06 |Target 019: 4.63e-06 +Target 020: 1.10e-06 |Target 021: 3.91e-06 |Target 022: 1.42e-06 |Target 023: 4.74e-06 |Target 024: 5.76e-06 + +==================== +Epoch #1030 | Time: 00d 04h 36m | LR: 5.00e-04 | Epoch time: 15.58 | Train loss: 7.55e-06 | Val loss: 2.95e-06 +Target 000 has maximum loss 8.49e-06; Target 010 has minimum loss 5.06e-07 +Target 000: 8.49e-06 |Target 001: 2.61e-06 |Target 002: 7.54e-07 |Target 003: 1.09e-06 |Target 004: 8.91e-07 +Target 005: 8.12e-06 |Target 006: 6.96e-06 |Target 007: 1.03e-06 |Target 008: 2.53e-06 |Target 009: 2.96e-06 +Target 010: 5.06e-07 |Target 011: 8.91e-07 |Target 012: 8.91e-07 |Target 013: 2.18e-06 |Target 014: 1.30e-06 +Target 015: 1.32e-06 |Target 016: 2.82e-06 |Target 017: 1.99e-06 |Target 018: 7.08e-06 |Target 019: 4.61e-06 +Target 020: 1.13e-06 |Target 021: 3.13e-06 |Target 022: 1.20e-06 |Target 023: 4.72e-06 |Target 024: 4.52e-06 + +==================== +Epoch #1031 | Time: 00d 04h 37m | LR: 5.00e-04 | Epoch time: 15.53 | Train loss: 7.46e-06 | Val loss: 3.40e-06 +Target 006 has maximum loss 1.48e-05; Target 010 has minimum loss 6.27e-07 +Target 000: 5.05e-06 |Target 001: 1.41e-05 |Target 002: 7.51e-07 |Target 003: 1.21e-06 |Target 004: 9.81e-07 +Target 005: 4.29e-06 |Target 006: 1.48e-05 |Target 007: 9.31e-07 |Target 008: 3.49e-06 |Target 009: 3.38e-06 +Target 010: 6.27e-07 |Target 011: 8.56e-07 |Target 012: 1.22e-06 |Target 013: 2.75e-06 |Target 014: 1.37e-06 +Target 015: 1.67e-06 |Target 016: 5.33e-06 |Target 017: 2.60e-06 |Target 018: 6.30e-06 |Target 019: 4.90e-06 +Target 020: 1.13e-06 |Target 021: 3.35e-06 |Target 022: 1.36e-06 |Target 023: 4.60e-06 |Target 024: 5.91e-06 + +==================== +Epoch #1032 | Time: 00d 04h 37m | LR: 5.00e-04 | Epoch time: 15.50 | Train loss: 7.43e-06 | Val loss: 3.12e-06 +Target 018 has maximum loss 6.64e-06; Target 010 has minimum loss 7.32e-07 +Target 000: 5.46e-06 |Target 001: 3.92e-06 |Target 002: 1.00e-06 |Target 003: 1.59e-06 |Target 004: 1.22e-06 +Target 005: 3.07e-06 |Target 006: 5.83e-06 |Target 007: 1.12e-06 |Target 008: 2.87e-06 |Target 009: 2.95e-06 +Target 010: 7.32e-07 |Target 011: 9.47e-07 |Target 012: 1.66e-06 |Target 013: 2.32e-06 |Target 014: 1.34e-06 +Target 015: 1.37e-06 |Target 016: 4.74e-06 |Target 017: 2.53e-06 |Target 018: 6.64e-06 |Target 019: 4.72e-06 +Target 020: 9.87e-07 |Target 021: 3.43e-06 |Target 022: 1.34e-06 |Target 023: 4.74e-06 |Target 024: 4.90e-06 + +==================== +Epoch #1033 | Time: 00d 04h 37m | LR: 5.00e-04 | Epoch time: 15.56 | Train loss: 7.37e-06 | Val loss: 2.66e-06 +Target 001 has maximum loss 5.72e-06; Target 002 has minimum loss 5.46e-07 +Target 000: 4.02e-06 |Target 001: 5.72e-06 |Target 002: 5.46e-07 |Target 003: 9.40e-07 |Target 004: 9.14e-07 +Target 005: 4.22e-06 |Target 006: 4.88e-06 |Target 007: 9.82e-07 |Target 008: 2.92e-06 |Target 009: 3.07e-06 +Target 010: 5.95e-07 |Target 011: 9.97e-07 |Target 012: 9.49e-07 |Target 013: 2.01e-06 |Target 014: 1.26e-06 +Target 015: 1.19e-06 |Target 016: 2.67e-06 |Target 017: 1.94e-06 |Target 018: 5.42e-06 |Target 019: 4.43e-06 +Target 020: 1.04e-06 |Target 021: 2.78e-06 |Target 022: 1.14e-06 |Target 023: 4.51e-06 |Target 024: 3.83e-06 + +==================== +Epoch #1034 | Time: 00d 04h 37m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.38e-06 | Val loss: 3.16e-06 +Target 006 has maximum loss 1.40e-05; Target 002 has minimum loss 6.20e-07 +Target 000: 5.11e-06 |Target 001: 2.35e-06 |Target 002: 6.20e-07 |Target 003: 1.14e-06 |Target 004: 9.46e-07 +Target 005: 9.99e-06 |Target 006: 1.40e-05 |Target 007: 1.35e-06 |Target 008: 2.88e-06 |Target 009: 3.32e-06 +Target 010: 6.81e-07 |Target 011: 1.44e-06 |Target 012: 1.63e-06 |Target 013: 2.97e-06 |Target 014: 1.48e-06 +Target 015: 1.19e-06 |Target 016: 3.39e-06 |Target 017: 2.09e-06 |Target 018: 6.36e-06 |Target 019: 4.94e-06 +Target 020: 1.01e-06 |Target 021: 2.96e-06 |Target 022: 1.44e-06 |Target 023: 5.31e-06 |Target 024: 4.34e-06 + +==================== +Epoch #1035 | Time: 00d 04h 38m | LR: 5.00e-04 | Epoch time: 15.43 | Train loss: 7.52e-06 | Val loss: 3.03e-06 +Target 000 has maximum loss 8.86e-06; Target 010 has minimum loss 5.91e-07 +Target 000: 8.86e-06 |Target 001: 3.27e-06 |Target 002: 7.11e-07 |Target 003: 1.03e-06 |Target 004: 1.15e-06 +Target 005: 6.45e-06 |Target 006: 5.74e-06 |Target 007: 9.76e-07 |Target 008: 2.61e-06 |Target 009: 3.33e-06 +Target 010: 5.91e-07 |Target 011: 9.55e-07 |Target 012: 8.70e-07 |Target 013: 2.25e-06 |Target 014: 1.38e-06 +Target 015: 1.53e-06 |Target 016: 2.94e-06 |Target 017: 3.27e-06 |Target 018: 6.74e-06 |Target 019: 4.60e-06 +Target 020: 1.08e-06 |Target 021: 3.02e-06 |Target 022: 1.33e-06 |Target 023: 4.54e-06 |Target 024: 4.60e-06 + +==================== +Epoch #1036 | Time: 00d 04h 38m | LR: 5.00e-04 | Epoch time: 15.30 | Train loss: 7.58e-06 | Val loss: 3.48e-06 +Target 006 has maximum loss 1.23e-05; Target 002 has minimum loss 5.77e-07 +Target 000: 3.88e-06 |Target 001: 1.13e-05 |Target 002: 5.77e-07 |Target 003: 1.21e-06 |Target 004: 9.57e-07 +Target 005: 8.03e-06 |Target 006: 1.23e-05 |Target 007: 1.45e-06 |Target 008: 3.35e-06 |Target 009: 2.87e-06 +Target 010: 5.80e-07 |Target 011: 1.19e-06 |Target 012: 1.33e-06 |Target 013: 2.60e-06 |Target 014: 1.30e-06 +Target 015: 1.19e-06 |Target 016: 3.99e-06 |Target 017: 3.81e-06 |Target 018: 8.23e-06 |Target 019: 5.18e-06 +Target 020: 1.13e-06 |Target 021: 2.98e-06 |Target 022: 1.33e-06 |Target 023: 4.94e-06 |Target 024: 5.48e-06 + +==================== +Epoch #1037 | Time: 00d 04h 38m | LR: 5.00e-04 | Epoch time: 15.37 | Train loss: 7.61e-06 | Val loss: 3.04e-06 +Target 006 has maximum loss 1.24e-05; Target 010 has minimum loss 6.30e-07 +Target 000: 4.00e-06 |Target 001: 1.13e-05 |Target 002: 7.00e-07 |Target 003: 1.12e-06 |Target 004: 9.64e-07 +Target 005: 5.14e-06 |Target 006: 1.24e-05 |Target 007: 1.02e-06 |Target 008: 2.95e-06 |Target 009: 3.17e-06 +Target 010: 6.30e-07 |Target 011: 1.03e-06 |Target 012: 1.11e-06 |Target 013: 2.24e-06 |Target 014: 1.46e-06 +Target 015: 1.16e-06 |Target 016: 3.21e-06 |Target 017: 1.92e-06 |Target 018: 6.35e-06 |Target 019: 5.11e-06 +Target 020: 1.29e-06 |Target 021: 3.11e-06 |Target 022: 1.22e-06 |Target 023: 4.92e-06 |Target 024: 4.31e-06 + +==================== +Epoch #1038 | Time: 00d 04h 39m | LR: 5.00e-04 | Epoch time: 15.38 | Train loss: 7.74e-06 | Val loss: 3.25e-06 +Target 006 has maximum loss 1.51e-05; Target 002 has minimum loss 6.52e-07 +Target 000: 7.93e-06 |Target 001: 7.35e-06 |Target 002: 6.52e-07 |Target 003: 1.29e-06 |Target 004: 1.05e-06 +Target 005: 2.96e-06 |Target 006: 1.51e-05 |Target 007: 1.18e-06 |Target 008: 3.16e-06 |Target 009: 3.03e-06 +Target 010: 8.44e-07 |Target 011: 9.92e-07 |Target 012: 1.48e-06 |Target 013: 2.72e-06 |Target 014: 1.47e-06 +Target 015: 1.34e-06 |Target 016: 3.31e-06 |Target 017: 3.00e-06 |Target 018: 7.05e-06 |Target 019: 4.87e-06 +Target 020: 1.03e-06 |Target 021: 3.18e-06 |Target 022: 1.39e-06 |Target 023: 4.88e-06 |Target 024: 4.73e-06 + +==================== +Epoch #1039 | Time: 00d 04h 39m | LR: 5.00e-04 | Epoch time: 15.44 | Train loss: 8.43e-06 | Val loss: 3.10e-06 +Target 006 has maximum loss 9.72e-06; Target 002 has minimum loss 7.57e-07 +Target 000: 4.46e-06 |Target 001: 4.07e-06 |Target 002: 7.57e-07 |Target 003: 1.41e-06 |Target 004: 1.32e-06 +Target 005: 5.38e-06 |Target 006: 9.72e-06 |Target 007: 9.78e-07 |Target 008: 3.14e-06 |Target 009: 3.53e-06 +Target 010: 9.12e-07 |Target 011: 9.31e-07 |Target 012: 1.52e-06 |Target 013: 2.21e-06 |Target 014: 1.38e-06 +Target 015: 1.33e-06 |Target 016: 3.75e-06 |Target 017: 2.30e-06 |Target 018: 6.47e-06 |Target 019: 4.81e-06 +Target 020: 9.80e-07 |Target 021: 3.21e-06 |Target 022: 1.20e-06 |Target 023: 5.70e-06 |Target 024: 4.28e-06 + +==================== +Epoch #1040 | Time: 00d 04h 39m | LR: 5.00e-04 | Epoch time: 15.33 | Train loss: 7.79e-06 | Val loss: 3.18e-06 +Target 001 has maximum loss 1.13e-05; Target 010 has minimum loss 5.81e-07 +Target 000: 7.30e-06 |Target 001: 1.13e-05 |Target 002: 6.34e-07 |Target 003: 1.37e-06 |Target 004: 1.20e-06 +Target 005: 8.00e-06 |Target 006: 9.07e-06 |Target 007: 1.16e-06 |Target 008: 3.62e-06 |Target 009: 3.07e-06 +Target 010: 5.81e-07 |Target 011: 9.73e-07 |Target 012: 1.06e-06 |Target 013: 3.07e-06 |Target 014: 1.56e-06 +Target 015: 1.23e-06 |Target 016: 3.92e-06 |Target 017: 2.31e-06 |Target 018: 5.93e-06 |Target 019: 4.45e-06 +Target 020: 1.04e-06 |Target 021: 2.75e-06 |Target 022: 1.32e-06 |Target 023: 5.07e-06 |Target 024: 4.97e-06 + +==================== +Epoch #1041 | Time: 00d 04h 39m | LR: 5.00e-04 | Epoch time: 15.39 | Train loss: 7.43e-06 | Val loss: 2.99e-06 +Target 001 has maximum loss 1.34e-05; Target 002 has minimum loss 5.48e-07 +Target 000: 8.75e-06 |Target 001: 1.34e-05 |Target 002: 5.48e-07 |Target 003: 1.26e-06 |Target 004: 1.05e-06 +Target 005: 2.98e-06 |Target 006: 5.84e-06 |Target 007: 1.12e-06 |Target 008: 2.70e-06 |Target 009: 3.46e-06 +Target 010: 6.79e-07 |Target 011: 8.78e-07 |Target 012: 8.47e-07 |Target 013: 2.53e-06 |Target 014: 1.16e-06 +Target 015: 1.49e-06 |Target 016: 3.62e-06 |Target 017: 2.60e-06 |Target 018: 5.98e-06 |Target 019: 4.56e-06 +Target 020: 9.10e-07 |Target 021: 2.73e-06 |Target 022: 1.12e-06 |Target 023: 4.72e-06 |Target 024: 4.60e-06 + +==================== +Epoch #1042 | Time: 00d 04h 40m | LR: 5.00e-04 | Epoch time: 15.39 | Train loss: 7.36e-06 | Val loss: 3.00e-06 +Target 001 has maximum loss 1.66e-05; Target 010 has minimum loss 6.25e-07 +Target 000: 4.85e-06 |Target 001: 1.66e-05 |Target 002: 7.06e-07 |Target 003: 1.22e-06 |Target 004: 9.97e-07 +Target 005: 4.53e-06 |Target 006: 8.14e-06 |Target 007: 1.01e-06 |Target 008: 2.69e-06 |Target 009: 3.12e-06 +Target 010: 6.25e-07 |Target 011: 8.80e-07 |Target 012: 1.44e-06 |Target 013: 1.85e-06 |Target 014: 1.29e-06 +Target 015: 1.39e-06 |Target 016: 3.42e-06 |Target 017: 2.54e-06 |Target 018: 6.26e-06 |Target 019: 4.66e-06 +Target 020: 9.64e-07 |Target 021: 2.84e-06 |Target 022: 1.27e-06 |Target 023: 4.91e-06 |Target 024: 4.25e-06 + +==================== +Epoch #1043 | Time: 00d 04h 40m | LR: 5.00e-04 | Epoch time: 15.34 | Train loss: 7.36e-06 | Val loss: 3.14e-06 +Target 006 has maximum loss 9.74e-06; Target 002 has minimum loss 6.36e-07 +Target 000: 8.47e-06 |Target 001: 2.12e-06 |Target 002: 6.36e-07 |Target 003: 1.34e-06 |Target 004: 1.28e-06 +Target 005: 6.61e-06 |Target 006: 9.74e-06 |Target 007: 1.01e-06 |Target 008: 2.64e-06 |Target 009: 3.15e-06 +Target 010: 8.71e-07 |Target 011: 1.23e-06 |Target 012: 1.20e-06 |Target 013: 2.61e-06 |Target 014: 1.50e-06 +Target 015: 1.63e-06 |Target 016: 2.92e-06 |Target 017: 2.28e-06 |Target 018: 7.28e-06 |Target 019: 5.16e-06 +Target 020: 1.07e-06 |Target 021: 3.62e-06 |Target 022: 1.23e-06 |Target 023: 5.08e-06 |Target 024: 4.27e-06 + +==================== +Epoch #1044 | Time: 00d 04h 40m | LR: 5.00e-04 | Epoch time: 15.56 | Train loss: 7.54e-06 | Val loss: 3.25e-06 +Target 006 has maximum loss 1.95e-05; Target 002 has minimum loss 8.25e-07 +Target 000: 6.50e-06 |Target 001: 5.33e-06 |Target 002: 8.25e-07 |Target 003: 1.90e-06 |Target 004: 1.00e-06 +Target 005: 6.42e-06 |Target 006: 1.95e-05 |Target 007: 1.96e-06 |Target 008: 2.76e-06 |Target 009: 3.13e-06 +Target 010: 1.09e-06 |Target 011: 1.21e-06 |Target 012: 1.20e-06 |Target 013: 2.41e-06 |Target 014: 1.50e-06 +Target 015: 1.51e-06 |Target 016: 3.55e-06 |Target 017: 3.04e-06 |Target 018: 6.83e-06 |Target 019: 4.88e-06 +Target 020: 1.06e-06 |Target 021: 3.23e-06 |Target 022: 1.50e-06 |Target 023: 5.09e-06 |Target 024: 4.40e-06 + +==================== +Epoch #1045 | Time: 00d 04h 40m | LR: 5.00e-04 | Epoch time: 15.48 | Train loss: 7.38e-06 | Val loss: 3.21e-06 +Target 006 has maximum loss 1.03e-05; Target 002 has minimum loss 6.40e-07 +Target 000: 5.42e-06 |Target 001: 3.67e-06 |Target 002: 6.40e-07 |Target 003: 1.60e-06 |Target 004: 1.45e-06 +Target 005: 5.07e-06 |Target 006: 1.03e-05 |Target 007: 1.57e-06 |Target 008: 4.13e-06 |Target 009: 3.49e-06 +Target 010: 1.39e-06 |Target 011: 1.07e-06 |Target 012: 1.14e-06 |Target 013: 3.22e-06 |Target 014: 1.49e-06 +Target 015: 1.26e-06 |Target 016: 3.57e-06 |Target 017: 2.77e-06 |Target 018: 6.48e-06 |Target 019: 4.69e-06 +Target 020: 1.16e-06 |Target 021: 3.76e-06 |Target 022: 1.45e-06 |Target 023: 5.10e-06 |Target 024: 4.41e-06 + +==================== +Epoch #1046 | Time: 00d 04h 41m | LR: 5.00e-04 | Epoch time: 15.52 | Train loss: 7.55e-06 | Val loss: 3.61e-06 +Target 006 has maximum loss 3.03e-05; Target 002 has minimum loss 5.71e-07 +Target 000: 7.14e-06 |Target 001: 3.83e-06 |Target 002: 5.71e-07 |Target 003: 1.29e-06 |Target 004: 1.07e-06 +Target 005: 5.79e-06 |Target 006: 3.03e-05 |Target 007: 1.00e-06 |Target 008: 2.71e-06 |Target 009: 4.95e-06 +Target 010: 6.27e-07 |Target 011: 1.46e-06 |Target 012: 1.55e-06 |Target 013: 2.40e-06 |Target 014: 1.37e-06 +Target 015: 1.26e-06 |Target 016: 2.79e-06 |Target 017: 2.25e-06 |Target 018: 8.40e-06 |Target 019: 4.56e-06 +Target 020: 1.34e-06 |Target 021: 4.03e-06 |Target 022: 1.35e-06 |Target 023: 4.62e-06 |Target 024: 6.47e-06 + +==================== +Epoch #1047 | Time: 00d 04h 41m | LR: 5.00e-04 | Epoch time: 15.40 | Train loss: 7.79e-06 | Val loss: 3.55e-06 +Target 006 has maximum loss 1.26e-05; Target 002 has minimum loss 6.74e-07 +Target 000: 6.84e-06 |Target 001: 2.07e-06 |Target 002: 6.74e-07 |Target 003: 9.03e-07 |Target 004: 1.13e-06 +Target 005: 1.06e-05 |Target 006: 1.26e-05 |Target 007: 1.64e-06 |Target 008: 4.90e-06 |Target 009: 3.22e-06 +Target 010: 7.55e-07 |Target 011: 1.04e-06 |Target 012: 1.36e-06 |Target 013: 2.22e-06 |Target 014: 1.35e-06 +Target 015: 1.31e-06 |Target 016: 5.07e-06 |Target 017: 2.39e-06 |Target 018: 9.68e-06 |Target 019: 4.80e-06 +Target 020: 1.10e-06 |Target 021: 3.52e-06 |Target 022: 1.17e-06 |Target 023: 4.41e-06 |Target 024: 6.33e-06 + +==================== +Epoch #1048 | Time: 00d 04h 41m | LR: 5.00e-04 | Epoch time: 15.48 | Train loss: 8.19e-06 | Val loss: 3.57e-06 +Target 018 has maximum loss 7.53e-06; Target 002 has minimum loss 9.12e-07 +Target 000: 6.23e-06 |Target 001: 4.21e-06 |Target 002: 9.12e-07 |Target 003: 1.15e-06 |Target 004: 1.11e-06 +Target 005: 3.90e-06 |Target 006: 7.29e-06 |Target 007: 1.50e-06 |Target 008: 4.85e-06 |Target 009: 3.58e-06 +Target 010: 1.01e-06 |Target 011: 1.31e-06 |Target 012: 1.33e-06 |Target 013: 2.03e-06 |Target 014: 1.77e-06 +Target 015: 1.57e-06 |Target 016: 5.78e-06 |Target 017: 2.05e-06 |Target 018: 7.53e-06 |Target 019: 5.02e-06 +Target 020: 1.17e-06 |Target 021: 3.29e-06 |Target 022: 1.71e-06 |Target 023: 6.28e-06 |Target 024: 5.75e-06 + +==================== +Epoch #1049 | Time: 00d 04h 41m | LR: 5.00e-04 | Epoch time: 15.38 | Train loss: 7.86e-06 | Val loss: 5.01e-06 +Target 001 has maximum loss 4.73e-05; Target 002 has minimum loss 1.00e-06 +Target 000: 1.48e-05 |Target 001: 4.73e-05 |Target 002: 1.00e-06 |Target 003: 1.43e-06 |Target 004: 1.15e-06 +Target 005: 1.42e-05 |Target 006: 1.33e-05 |Target 007: 2.10e-06 |Target 008: 4.98e-06 |Target 009: 8.28e-06 +Target 010: 1.39e-06 |Target 011: 1.58e-06 |Target 012: 1.70e-06 |Target 013: 2.57e-06 |Target 014: 1.79e-06 +Target 015: 1.17e-06 |Target 016: 4.51e-06 |Target 017: 2.75e-06 |Target 018: 8.93e-06 |Target 019: 5.88e-06 +Target 020: 1.13e-06 |Target 021: 7.28e-06 |Target 022: 1.64e-06 |Target 023: 5.14e-06 |Target 024: 1.02e-05 + +==================== +Epoch #1050 | Time: 00d 04h 42m | LR: 5.00e-04 | Epoch time: 15.45 | Train loss: 8.91e-06 | Val loss: 3.84e-06 +Target 001 has maximum loss 2.39e-05; Target 010 has minimum loss 5.94e-07 +Target 000: 3.16e-06 |Target 001: 2.39e-05 |Target 002: 6.19e-07 |Target 003: 1.31e-06 |Target 004: 1.02e-06 +Target 005: 7.66e-06 |Target 006: 7.83e-06 |Target 007: 9.55e-07 |Target 008: 2.81e-06 |Target 009: 5.43e-06 +Target 010: 5.94e-07 |Target 011: 2.36e-06 |Target 012: 1.54e-06 |Target 013: 2.08e-06 |Target 014: 1.32e-06 +Target 015: 1.22e-06 |Target 016: 2.76e-06 |Target 017: 3.39e-06 |Target 018: 8.15e-06 |Target 019: 5.47e-06 +Target 020: 1.25e-06 |Target 021: 4.94e-06 |Target 022: 1.29e-06 |Target 023: 5.46e-06 |Target 024: 6.65e-06 + +==================== +Epoch #1051 | Time: 00d 04h 42m | LR: 5.00e-04 | Epoch time: 15.57 | Train loss: 7.68e-06 | Val loss: 3.74e-06 +Target 005 has maximum loss 1.55e-05; Target 002 has minimum loss 6.83e-07 +Target 000: 6.63e-06 |Target 001: 1.20e-05 |Target 002: 6.83e-07 |Target 003: 1.03e-06 |Target 004: 9.08e-07 +Target 005: 1.55e-05 |Target 006: 1.08e-05 |Target 007: 1.24e-06 |Target 008: 4.52e-06 |Target 009: 4.42e-06 +Target 010: 9.05e-07 |Target 011: 1.03e-06 |Target 012: 1.93e-06 |Target 013: 2.49e-06 |Target 014: 1.36e-06 +Target 015: 1.30e-06 |Target 016: 3.73e-06 |Target 017: 2.67e-06 |Target 018: 8.32e-06 |Target 019: 5.00e-06 +Target 020: 1.42e-06 |Target 021: 3.31e-06 |Target 022: 1.33e-06 |Target 023: 4.93e-06 |Target 024: 6.59e-06 + +==================== +Epoch #1052 | Time: 00d 04h 42m | LR: 5.00e-04 | Epoch time: 15.35 | Train loss: 7.41e-06 | Val loss: 3.15e-06 +Target 006 has maximum loss 1.08e-05; Target 002 has minimum loss 5.23e-07 +Target 000: 6.95e-06 |Target 001: 3.34e-06 |Target 002: 5.23e-07 |Target 003: 9.96e-07 |Target 004: 1.12e-06 +Target 005: 5.80e-06 |Target 006: 1.08e-05 |Target 007: 1.28e-06 |Target 008: 2.69e-06 |Target 009: 4.11e-06 +Target 010: 6.54e-07 |Target 011: 9.86e-07 |Target 012: 1.27e-06 |Target 013: 2.03e-06 |Target 014: 1.29e-06 +Target 015: 1.39e-06 |Target 016: 2.86e-06 |Target 017: 2.10e-06 |Target 018: 9.03e-06 |Target 019: 4.90e-06 +Target 020: 1.15e-06 |Target 021: 3.15e-06 |Target 022: 1.26e-06 |Target 023: 4.95e-06 |Target 024: 4.29e-06 + +==================== +Epoch #1053 | Time: 00d 04h 42m | LR: 5.00e-04 | Epoch time: 15.58 | Train loss: 7.39e-06 | Val loss: 3.02e-06 +Target 005 has maximum loss 1.19e-05; Target 010 has minimum loss 6.08e-07 +Target 000: 8.76e-06 |Target 001: 6.48e-06 |Target 002: 7.04e-07 |Target 003: 1.13e-06 |Target 004: 1.09e-06 +Target 005: 1.19e-05 |Target 006: 7.59e-06 |Target 007: 9.80e-07 |Target 008: 3.04e-06 |Target 009: 3.20e-06 +Target 010: 6.08e-07 |Target 011: 8.70e-07 |Target 012: 1.17e-06 |Target 013: 3.06e-06 |Target 014: 1.73e-06 +Target 015: 1.22e-06 |Target 016: 3.03e-06 |Target 017: 2.48e-06 |Target 018: 5.56e-06 |Target 019: 4.60e-06 +Target 020: 1.05e-06 |Target 021: 2.69e-06 |Target 022: 1.14e-06 |Target 023: 4.99e-06 |Target 024: 4.12e-06 + +==================== +Epoch #1054 | Time: 00d 04h 43m | LR: 5.00e-04 | Epoch time: 15.63 | Train loss: 7.37e-06 | Val loss: 3.36e-06 +Target 001 has maximum loss 2.24e-05; Target 020 has minimum loss 1.05e-06 +Target 000: 1.21e-05 |Target 001: 2.24e-05 |Target 002: 1.18e-06 |Target 003: 2.31e-06 |Target 004: 1.41e-06 +Target 005: 5.23e-06 |Target 006: 1.44e-05 |Target 007: 1.34e-06 |Target 008: 3.11e-06 |Target 009: 3.29e-06 +Target 010: 1.53e-06 |Target 011: 1.14e-06 |Target 012: 1.51e-06 |Target 013: 2.11e-06 |Target 014: 1.23e-06 +Target 015: 2.52e-06 |Target 016: 3.11e-06 |Target 017: 2.41e-06 |Target 018: 6.35e-06 |Target 019: 5.32e-06 +Target 020: 1.05e-06 |Target 021: 3.22e-06 |Target 022: 1.24e-06 |Target 023: 5.13e-06 |Target 024: 4.61e-06 + +==================== +Epoch #1055 | Time: 00d 04h 43m | LR: 5.00e-04 | Epoch time: 15.39 | Train loss: 7.92e-06 | Val loss: 3.22e-06 +Target 006 has maximum loss 9.63e-06; Target 010 has minimum loss 6.54e-07 +Target 000: 4.71e-06 |Target 001: 6.21e-06 |Target 002: 8.56e-07 |Target 003: 1.38e-06 |Target 004: 1.12e-06 +Target 005: 7.08e-06 |Target 006: 9.63e-06 |Target 007: 9.83e-07 |Target 008: 3.66e-06 |Target 009: 5.05e-06 +Target 010: 6.54e-07 |Target 011: 1.24e-06 |Target 012: 2.03e-06 |Target 013: 2.07e-06 |Target 014: 1.22e-06 +Target 015: 1.23e-06 |Target 016: 6.13e-06 |Target 017: 2.47e-06 |Target 018: 6.48e-06 |Target 019: 4.57e-06 +Target 020: 1.07e-06 |Target 021: 4.87e-06 |Target 022: 1.27e-06 |Target 023: 4.85e-06 |Target 024: 4.44e-06 + +==================== +Epoch #1056 | Time: 00d 04h 43m | LR: 5.00e-04 | Epoch time: 15.44 | Train loss: 7.96e-06 | Val loss: 3.51e-06 +Target 001 has maximum loss 2.22e-05; Target 002 has minimum loss 5.32e-07 +Target 000: 9.98e-06 |Target 001: 2.22e-05 |Target 002: 5.32e-07 |Target 003: 1.05e-06 |Target 004: 9.50e-07 +Target 005: 1.03e-05 |Target 006: 2.02e-05 |Target 007: 1.16e-06 |Target 008: 3.47e-06 |Target 009: 3.37e-06 +Target 010: 6.42e-07 |Target 011: 1.17e-06 |Target 012: 2.18e-06 |Target 013: 2.41e-06 |Target 014: 1.41e-06 +Target 015: 1.27e-06 |Target 016: 3.48e-06 |Target 017: 4.02e-06 |Target 018: 7.09e-06 |Target 019: 5.04e-06 +Target 020: 1.11e-06 |Target 021: 3.22e-06 |Target 022: 1.32e-06 |Target 023: 5.25e-06 |Target 024: 4.48e-06 + +==================== +Epoch #1057 | Time: 00d 04h 44m | LR: 5.00e-04 | Epoch time: 15.40 | Train loss: 7.58e-06 | Val loss: 2.74e-06 +Target 006 has maximum loss 6.85e-06; Target 010 has minimum loss 6.27e-07 +Target 000: 3.23e-06 |Target 001: 2.72e-06 |Target 002: 7.04e-07 |Target 003: 1.07e-06 |Target 004: 9.63e-07 +Target 005: 2.79e-06 |Target 006: 6.85e-06 |Target 007: 9.47e-07 |Target 008: 2.57e-06 |Target 009: 2.89e-06 +Target 010: 6.27e-07 |Target 011: 9.71e-07 |Target 012: 1.08e-06 |Target 013: 2.10e-06 |Target 014: 1.18e-06 +Target 015: 1.25e-06 |Target 016: 2.96e-06 |Target 017: 2.39e-06 |Target 018: 5.49e-06 |Target 019: 4.50e-06 +Target 020: 1.06e-06 |Target 021: 2.92e-06 |Target 022: 1.23e-06 |Target 023: 4.46e-06 |Target 024: 4.19e-06 + +==================== +Epoch #1058 | Time: 00d 04h 44m | LR: 5.00e-04 | Epoch time: 15.49 | Train loss: 7.69e-06 | Val loss: 3.14e-06 +Target 001 has maximum loss 2.86e-05; Target 010 has minimum loss 6.00e-07 +Target 000: 4.82e-06 |Target 001: 2.86e-05 |Target 002: 6.47e-07 |Target 003: 1.16e-06 |Target 004: 1.11e-06 +Target 005: 5.65e-06 |Target 006: 2.31e-05 |Target 007: 1.12e-06 |Target 008: 3.08e-06 |Target 009: 3.62e-06 +Target 010: 6.00e-07 |Target 011: 8.82e-07 |Target 012: 1.69e-06 |Target 013: 2.11e-06 |Target 014: 1.52e-06 +Target 015: 1.29e-06 |Target 016: 3.18e-06 |Target 017: 1.80e-06 |Target 018: 5.76e-06 |Target 019: 4.62e-06 +Target 020: 1.24e-06 |Target 021: 3.11e-06 |Target 022: 1.40e-06 |Target 023: 4.72e-06 |Target 024: 4.02e-06 + +==================== +Epoch #1059 | Time: 00d 04h 44m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.45e-06 | Val loss: 2.96e-06 +Target 006 has maximum loss 6.13e-06; Target 002 has minimum loss 6.07e-07 +Target 000: 4.32e-06 |Target 001: 4.99e-06 |Target 002: 6.07e-07 |Target 003: 1.26e-06 |Target 004: 1.18e-06 +Target 005: 4.44e-06 |Target 006: 6.13e-06 |Target 007: 1.11e-06 |Target 008: 3.12e-06 |Target 009: 3.45e-06 +Target 010: 8.67e-07 |Target 011: 9.05e-07 |Target 012: 1.14e-06 |Target 013: 2.05e-06 |Target 014: 1.29e-06 +Target 015: 1.43e-06 |Target 016: 3.21e-06 |Target 017: 1.99e-06 |Target 018: 5.81e-06 |Target 019: 4.87e-06 +Target 020: 1.13e-06 |Target 021: 3.28e-06 |Target 022: 1.19e-06 |Target 023: 4.68e-06 |Target 024: 4.74e-06 + +==================== +Epoch #1060 | Time: 00d 04h 44m | LR: 5.00e-04 | Epoch time: 15.63 | Train loss: 7.51e-06 | Val loss: 2.93e-06 +Target 005 has maximum loss 9.23e-06; Target 002 has minimum loss 7.12e-07 +Target 000: 3.71e-06 |Target 001: 4.01e-06 |Target 002: 7.12e-07 |Target 003: 1.37e-06 |Target 004: 8.95e-07 +Target 005: 9.23e-06 |Target 006: 6.39e-06 |Target 007: 1.33e-06 |Target 008: 3.29e-06 |Target 009: 3.07e-06 +Target 010: 7.36e-07 |Target 011: 1.17e-06 |Target 012: 1.43e-06 |Target 013: 2.06e-06 |Target 014: 1.58e-06 +Target 015: 1.29e-06 |Target 016: 3.35e-06 |Target 017: 2.28e-06 |Target 018: 5.48e-06 |Target 019: 4.54e-06 +Target 020: 9.31e-07 |Target 021: 3.20e-06 |Target 022: 1.37e-06 |Target 023: 4.54e-06 |Target 024: 4.36e-06 + +==================== +Epoch #1061 | Time: 00d 04h 45m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.44e-06 | Val loss: 3.24e-06 +Target 006 has maximum loss 2.00e-05; Target 010 has minimum loss 6.17e-07 +Target 000: 1.71e-05 |Target 001: 1.24e-05 |Target 002: 9.28e-07 |Target 003: 1.10e-06 |Target 004: 9.73e-07 +Target 005: 6.52e-06 |Target 006: 2.00e-05 |Target 007: 1.08e-06 |Target 008: 2.69e-06 |Target 009: 3.00e-06 +Target 010: 6.17e-07 |Target 011: 1.04e-06 |Target 012: 1.15e-06 |Target 013: 2.51e-06 |Target 014: 1.34e-06 +Target 015: 1.31e-06 |Target 016: 3.23e-06 |Target 017: 2.34e-06 |Target 018: 5.84e-06 |Target 019: 5.22e-06 +Target 020: 1.19e-06 |Target 021: 2.80e-06 |Target 022: 1.33e-06 |Target 023: 5.15e-06 |Target 024: 4.51e-06 + +==================== +Epoch #1062 | Time: 00d 04h 45m | LR: 5.00e-04 | Epoch time: 15.34 | Train loss: 7.33e-06 | Val loss: 3.22e-06 +Target 006 has maximum loss 7.89e-06; Target 010 has minimum loss 7.07e-07 +Target 000: 5.85e-06 |Target 001: 6.31e-06 |Target 002: 8.46e-07 |Target 003: 1.21e-06 |Target 004: 1.59e-06 +Target 005: 7.49e-06 |Target 006: 7.89e-06 |Target 007: 1.30e-06 |Target 008: 3.12e-06 |Target 009: 3.19e-06 +Target 010: 7.07e-07 |Target 011: 1.03e-06 |Target 012: 1.02e-06 |Target 013: 1.99e-06 |Target 014: 1.28e-06 +Target 015: 1.15e-06 |Target 016: 3.28e-06 |Target 017: 2.51e-06 |Target 018: 6.24e-06 |Target 019: 5.16e-06 +Target 020: 1.01e-06 |Target 021: 2.90e-06 |Target 022: 1.34e-06 |Target 023: 5.43e-06 |Target 024: 5.27e-06 + +==================== +Epoch #1063 | Time: 00d 04h 45m | LR: 5.00e-04 | Epoch time: 15.39 | Train loss: 7.26e-06 | Val loss: 2.78e-06 +Target 001 has maximum loss 1.25e-05; Target 002 has minimum loss 4.96e-07 +Target 000: 1.08e-05 |Target 001: 1.25e-05 |Target 002: 4.96e-07 |Target 003: 1.27e-06 |Target 004: 8.84e-07 +Target 005: 7.42e-06 |Target 006: 7.10e-06 |Target 007: 9.84e-07 |Target 008: 2.49e-06 |Target 009: 2.75e-06 +Target 010: 6.13e-07 |Target 011: 9.52e-07 |Target 012: 8.85e-07 |Target 013: 2.34e-06 |Target 014: 1.22e-06 +Target 015: 1.08e-06 |Target 016: 2.72e-06 |Target 017: 1.93e-06 |Target 018: 5.91e-06 |Target 019: 4.46e-06 +Target 020: 9.32e-07 |Target 021: 2.69e-06 |Target 022: 1.16e-06 |Target 023: 4.41e-06 |Target 024: 3.81e-06 + +==================== +Epoch #1064 | Time: 00d 04h 45m | LR: 5.00e-04 | Epoch time: 15.48 | Train loss: 7.59e-06 | Val loss: 3.06e-06 +Target 006 has maximum loss 8.02e-06; Target 002 has minimum loss 5.79e-07 +Target 000: 5.06e-06 |Target 001: 3.29e-06 |Target 002: 5.79e-07 |Target 003: 1.09e-06 |Target 004: 9.50e-07 +Target 005: 2.34e-06 |Target 006: 8.02e-06 |Target 007: 9.05e-07 |Target 008: 2.72e-06 |Target 009: 4.27e-06 +Target 010: 7.73e-07 |Target 011: 1.06e-06 |Target 012: 1.38e-06 |Target 013: 2.20e-06 |Target 014: 1.58e-06 +Target 015: 1.67e-06 |Target 016: 3.02e-06 |Target 017: 2.33e-06 |Target 018: 6.16e-06 |Target 019: 4.61e-06 +Target 020: 1.12e-06 |Target 021: 3.32e-06 |Target 022: 1.44e-06 |Target 023: 4.61e-06 |Target 024: 4.91e-06 + +==================== +Epoch #1065 | Time: 00d 04h 46m | LR: 5.00e-04 | Epoch time: 15.52 | Train loss: 7.33e-06 | Val loss: 3.09e-06 +Target 001 has maximum loss 1.41e-05; Target 002 has minimum loss 6.47e-07 +Target 000: 7.44e-06 |Target 001: 1.41e-05 |Target 002: 6.47e-07 |Target 003: 1.24e-06 |Target 004: 8.55e-07 +Target 005: 8.66e-06 |Target 006: 7.43e-06 |Target 007: 1.41e-06 |Target 008: 2.98e-06 |Target 009: 2.95e-06 +Target 010: 6.47e-07 |Target 011: 9.87e-07 |Target 012: 1.28e-06 |Target 013: 3.13e-06 |Target 014: 1.33e-06 +Target 015: 1.23e-06 |Target 016: 2.99e-06 |Target 017: 3.00e-06 |Target 018: 6.26e-06 |Target 019: 4.66e-06 +Target 020: 9.99e-07 |Target 021: 2.92e-06 |Target 022: 1.23e-06 |Target 023: 4.30e-06 |Target 024: 4.54e-06 + +==================== +Epoch #1066 | Time: 00d 04h 46m | LR: 5.00e-04 | Epoch time: 15.42 | Train loss: 7.13e-06 | Val loss: 4.08e-06 +Target 001 has maximum loss 2.10e-05; Target 002 has minimum loss 5.39e-07 +Target 000: 6.96e-06 |Target 001: 2.10e-05 |Target 002: 5.39e-07 |Target 003: 1.11e-06 |Target 004: 8.86e-07 +Target 005: 8.36e-06 |Target 006: 1.12e-05 |Target 007: 1.38e-06 |Target 008: 3.48e-06 |Target 009: 2.92e-06 +Target 010: 1.19e-06 |Target 011: 9.12e-07 |Target 012: 3.36e-06 |Target 013: 3.64e-06 |Target 014: 1.26e-06 +Target 015: 1.14e-06 |Target 016: 2.95e-06 |Target 017: 5.11e-06 |Target 018: 8.35e-06 |Target 019: 4.94e-06 +Target 020: 9.20e-07 |Target 021: 2.86e-06 |Target 022: 1.25e-06 |Target 023: 4.83e-06 |Target 024: 7.88e-06 + +==================== +Epoch #1067 | Time: 00d 04h 46m | LR: 5.00e-04 | Epoch time: 15.61 | Train loss: 7.37e-06 | Val loss: 3.20e-06 +Target 001 has maximum loss 1.70e-05; Target 002 has minimum loss 5.75e-07 +Target 000: 6.26e-06 |Target 001: 1.70e-05 |Target 002: 5.75e-07 |Target 003: 1.02e-06 |Target 004: 9.10e-07 +Target 005: 6.19e-06 |Target 006: 1.09e-05 |Target 007: 1.04e-06 |Target 008: 2.84e-06 |Target 009: 3.32e-06 +Target 010: 6.22e-07 |Target 011: 8.52e-07 |Target 012: 2.29e-06 |Target 013: 2.63e-06 |Target 014: 1.32e-06 +Target 015: 1.14e-06 |Target 016: 3.58e-06 |Target 017: 3.77e-06 |Target 018: 6.74e-06 |Target 019: 4.38e-06 +Target 020: 9.08e-07 |Target 021: 2.75e-06 |Target 022: 1.21e-06 |Target 023: 4.37e-06 |Target 024: 4.72e-06 + +==================== +Epoch #1068 | Time: 00d 04h 46m | LR: 5.00e-04 | Epoch time: 15.51 | Train loss: 7.34e-06 | Val loss: 2.95e-06 +Target 006 has maximum loss 1.71e-05; Target 010 has minimum loss 5.29e-07 +Target 000: 1.03e-05 |Target 001: 1.45e-05 |Target 002: 6.74e-07 |Target 003: 1.11e-06 |Target 004: 8.88e-07 +Target 005: 2.10e-06 |Target 006: 1.71e-05 |Target 007: 9.12e-07 |Target 008: 2.92e-06 |Target 009: 2.76e-06 +Target 010: 5.29e-07 |Target 011: 9.36e-07 |Target 012: 1.50e-06 |Target 013: 1.87e-06 |Target 014: 1.52e-06 +Target 015: 1.12e-06 |Target 016: 3.04e-06 |Target 017: 3.00e-06 |Target 018: 5.70e-06 |Target 019: 4.45e-06 +Target 020: 9.31e-07 |Target 021: 2.76e-06 |Target 022: 1.42e-06 |Target 023: 4.39e-06 |Target 024: 3.95e-06 + +==================== +Epoch #1069 | Time: 00d 04h 47m | LR: 5.00e-04 | Epoch time: 15.42 | Train loss: 7.32e-06 | Val loss: 2.85e-06 +Target 000 has maximum loss 8.10e-06; Target 002 has minimum loss 5.12e-07 +Target 000: 8.10e-06 |Target 001: 4.57e-06 |Target 002: 5.12e-07 |Target 003: 1.29e-06 |Target 004: 9.04e-07 +Target 005: 2.51e-06 |Target 006: 5.09e-06 |Target 007: 1.41e-06 |Target 008: 2.81e-06 |Target 009: 3.41e-06 +Target 010: 7.27e-07 |Target 011: 9.58e-07 |Target 012: 1.25e-06 |Target 013: 1.86e-06 |Target 014: 1.25e-06 +Target 015: 1.09e-06 |Target 016: 3.01e-06 |Target 017: 2.03e-06 |Target 018: 5.78e-06 |Target 019: 4.91e-06 +Target 020: 1.10e-06 |Target 021: 2.79e-06 |Target 022: 1.14e-06 |Target 023: 4.51e-06 |Target 024: 4.40e-06 + +==================== +Epoch #1070 | Time: 00d 04h 47m | LR: 5.00e-04 | Epoch time: 15.30 | Train loss: 7.37e-06 | Val loss: 2.93e-06 +Target 001 has maximum loss 1.52e-05; Target 010 has minimum loss 6.07e-07 +Target 000: 6.09e-06 |Target 001: 1.52e-05 |Target 002: 7.14e-07 |Target 003: 1.08e-06 |Target 004: 9.01e-07 +Target 005: 2.29e-06 |Target 006: 6.12e-06 |Target 007: 1.10e-06 |Target 008: 2.82e-06 |Target 009: 3.19e-06 +Target 010: 6.07e-07 |Target 011: 8.62e-07 |Target 012: 1.46e-06 |Target 013: 1.89e-06 |Target 014: 1.18e-06 +Target 015: 1.16e-06 |Target 016: 2.88e-06 |Target 017: 1.88e-06 |Target 018: 6.07e-06 |Target 019: 4.57e-06 +Target 020: 9.39e-07 |Target 021: 2.72e-06 |Target 022: 1.20e-06 |Target 023: 4.45e-06 |Target 024: 4.82e-06 + +==================== +Epoch #1071 | Time: 00d 04h 47m | LR: 5.00e-04 | Epoch time: 15.42 | Train loss: 7.17e-06 | Val loss: 2.96e-06 +Target 001 has maximum loss 1.16e-05; Target 002 has minimum loss 5.21e-07 +Target 000: 4.21e-06 |Target 001: 1.16e-05 |Target 002: 5.21e-07 |Target 003: 8.06e-07 |Target 004: 1.11e-06 +Target 005: 2.09e-06 |Target 006: 6.99e-06 |Target 007: 1.06e-06 |Target 008: 3.39e-06 |Target 009: 3.15e-06 +Target 010: 5.22e-07 |Target 011: 8.59e-07 |Target 012: 1.26e-06 |Target 013: 2.81e-06 |Target 014: 1.21e-06 +Target 015: 1.15e-06 |Target 016: 3.33e-06 |Target 017: 2.04e-06 |Target 018: 6.35e-06 |Target 019: 4.40e-06 +Target 020: 9.40e-07 |Target 021: 3.24e-06 |Target 022: 1.10e-06 |Target 023: 4.38e-06 |Target 024: 4.77e-06 + +==================== +Epoch #1072 | Time: 00d 04h 47m | LR: 5.00e-04 | Epoch time: 15.38 | Train loss: 7.70e-06 | Val loss: 5.61e-06 +Target 006 has maximum loss 1.75e-05; Target 010 has minimum loss 9.32e-07 +Target 000: 8.00e-06 |Target 001: 1.44e-05 |Target 002: 1.02e-06 |Target 003: 2.19e-06 |Target 004: 1.31e-06 +Target 005: 8.73e-06 |Target 006: 1.75e-05 |Target 007: 1.57e-06 |Target 008: 5.13e-06 |Target 009: 1.47e-05 +Target 010: 9.32e-07 |Target 011: 1.11e-06 |Target 012: 1.75e-06 |Target 013: 2.69e-06 |Target 014: 2.28e-06 +Target 015: 1.52e-06 |Target 016: 5.57e-06 |Target 017: 2.23e-06 |Target 018: 7.73e-06 |Target 019: 8.17e-06 +Target 020: 1.39e-06 |Target 021: 1.07e-05 |Target 022: 1.41e-06 |Target 023: 7.83e-06 |Target 024: 1.11e-05 + +==================== +Epoch #1073 | Time: 00d 04h 48m | LR: 5.00e-04 | Epoch time: 15.37 | Train loss: 9.52e-06 | Val loss: 3.88e-06 +Target 001 has maximum loss 1.71e-05; Target 002 has minimum loss 7.42e-07 +Target 000: 1.21e-05 |Target 001: 1.71e-05 |Target 002: 7.42e-07 |Target 003: 1.78e-06 |Target 004: 1.39e-06 +Target 005: 5.59e-06 |Target 006: 6.94e-06 |Target 007: 1.04e-06 |Target 008: 3.02e-06 |Target 009: 4.26e-06 +Target 010: 8.45e-07 |Target 011: 9.50e-07 |Target 012: 1.21e-06 |Target 013: 2.34e-06 |Target 014: 1.40e-06 +Target 015: 1.42e-06 |Target 016: 4.66e-06 |Target 017: 3.05e-06 |Target 018: 7.24e-06 |Target 019: 5.75e-06 +Target 020: 1.30e-06 |Target 021: 4.45e-06 |Target 022: 1.33e-06 |Target 023: 5.64e-06 |Target 024: 7.07e-06 + +==================== +Epoch #1074 | Time: 00d 04h 48m | LR: 5.00e-04 | Epoch time: 15.53 | Train loss: 8.49e-06 | Val loss: 4.40e-06 +Target 006 has maximum loss 2.28e-05; Target 010 has minimum loss 8.59e-07 +Target 000: 7.36e-06 |Target 001: 1.65e-05 |Target 002: 1.00e-06 |Target 003: 2.46e-06 |Target 004: 2.45e-06 +Target 005: 9.51e-06 |Target 006: 2.28e-05 |Target 007: 3.47e-06 |Target 008: 4.09e-06 |Target 009: 5.89e-06 +Target 010: 8.59e-07 |Target 011: 9.63e-07 |Target 012: 1.44e-06 |Target 013: 2.09e-06 |Target 014: 1.76e-06 +Target 015: 2.90e-06 |Target 016: 1.02e-05 |Target 017: 4.28e-06 |Target 018: 9.05e-06 |Target 019: 6.17e-06 +Target 020: 1.74e-06 |Target 021: 6.08e-06 |Target 022: 1.57e-06 |Target 023: 5.57e-06 |Target 024: 6.05e-06 + +==================== +Epoch #1075 | Time: 00d 04h 48m | LR: 5.00e-04 | Epoch time: 15.36 | Train loss: 8.24e-06 | Val loss: 3.42e-06 +Target 006 has maximum loss 1.05e-05; Target 010 has minimum loss 6.58e-07 +Target 000: 4.68e-06 |Target 001: 2.98e-06 |Target 002: 8.53e-07 |Target 003: 1.57e-06 |Target 004: 1.59e-06 +Target 005: 1.00e-05 |Target 006: 1.05e-05 |Target 007: 1.24e-06 |Target 008: 3.49e-06 |Target 009: 5.15e-06 +Target 010: 6.58e-07 |Target 011: 8.90e-07 |Target 012: 1.82e-06 |Target 013: 2.05e-06 |Target 014: 1.27e-06 +Target 015: 1.33e-06 |Target 016: 3.90e-06 |Target 017: 2.25e-06 |Target 018: 6.22e-06 |Target 019: 4.99e-06 +Target 020: 1.28e-06 |Target 021: 3.86e-06 |Target 022: 1.26e-06 |Target 023: 5.08e-06 |Target 024: 5.92e-06 + +==================== +Epoch #1076 | Time: 00d 04h 49m | LR: 5.00e-04 | Epoch time: 15.34 | Train loss: 7.65e-06 | Val loss: 3.71e-06 +Target 006 has maximum loss 1.37e-05; Target 002 has minimum loss 5.55e-07 +Target 000: 6.30e-06 |Target 001: 1.10e-05 |Target 002: 5.55e-07 |Target 003: 1.39e-06 |Target 004: 1.26e-06 +Target 005: 5.97e-06 |Target 006: 1.37e-05 |Target 007: 1.20e-06 |Target 008: 2.87e-06 |Target 009: 4.13e-06 +Target 010: 6.42e-07 |Target 011: 1.29e-06 |Target 012: 1.67e-06 |Target 013: 3.37e-06 |Target 014: 1.50e-06 +Target 015: 1.20e-06 |Target 016: 3.17e-06 |Target 017: 3.49e-06 |Target 018: 6.10e-06 |Target 019: 5.11e-06 +Target 020: 1.26e-06 |Target 021: 3.32e-06 |Target 022: 1.38e-06 |Target 023: 4.84e-06 |Target 024: 7.19e-06 + +==================== +Epoch #1077 | Time: 00d 04h 49m | LR: 5.00e-04 | Epoch time: 15.45 | Train loss: 8.62e-06 | Val loss: 3.26e-06 +Target 018 has maximum loss 7.38e-06; Target 010 has minimum loss 7.14e-07 +Target 000: 7.36e-06 |Target 001: 4.97e-06 |Target 002: 7.26e-07 |Target 003: 1.26e-06 |Target 004: 1.43e-06 +Target 005: 6.55e-06 |Target 006: 7.22e-06 |Target 007: 1.48e-06 |Target 008: 3.67e-06 |Target 009: 3.63e-06 +Target 010: 7.14e-07 |Target 011: 1.27e-06 |Target 012: 1.16e-06 |Target 013: 2.65e-06 |Target 014: 1.44e-06 +Target 015: 1.48e-06 |Target 016: 3.48e-06 |Target 017: 2.35e-06 |Target 018: 7.38e-06 |Target 019: 5.02e-06 +Target 020: 1.67e-06 |Target 021: 3.63e-06 |Target 022: 1.28e-06 |Target 023: 5.07e-06 |Target 024: 4.68e-06 + +==================== +Epoch #1078 | Time: 00d 04h 49m | LR: 5.00e-04 | Epoch time: 15.45 | Train loss: 7.99e-06 | Val loss: 3.33e-06 +Target 018 has maximum loss 6.51e-06; Target 002 has minimum loss 6.14e-07 +Target 000: 2.92e-06 |Target 001: 6.26e-06 |Target 002: 6.14e-07 |Target 003: 1.56e-06 |Target 004: 1.41e-06 +Target 005: 2.01e-06 |Target 006: 6.32e-06 |Target 007: 1.20e-06 |Target 008: 3.84e-06 |Target 009: 3.58e-06 +Target 010: 8.38e-07 |Target 011: 1.32e-06 |Target 012: 2.57e-06 |Target 013: 2.01e-06 |Target 014: 1.69e-06 +Target 015: 1.21e-06 |Target 016: 3.08e-06 |Target 017: 2.25e-06 |Target 018: 6.51e-06 |Target 019: 5.29e-06 +Target 020: 1.16e-06 |Target 021: 3.26e-06 |Target 022: 1.60e-06 |Target 023: 5.00e-06 |Target 024: 5.31e-06 + +==================== +Epoch #1079 | Time: 00d 04h 49m | LR: 5.00e-04 | Epoch time: 15.59 | Train loss: 7.46e-06 | Val loss: 3.38e-06 +Target 006 has maximum loss 1.27e-05; Target 002 has minimum loss 7.15e-07 +Target 000: 4.65e-06 |Target 001: 6.68e-06 |Target 002: 7.15e-07 |Target 003: 1.72e-06 |Target 004: 9.96e-07 +Target 005: 6.09e-06 |Target 006: 1.27e-05 |Target 007: 1.39e-06 |Target 008: 4.38e-06 |Target 009: 4.51e-06 +Target 010: 8.23e-07 |Target 011: 1.18e-06 |Target 012: 9.82e-07 |Target 013: 2.11e-06 |Target 014: 1.58e-06 +Target 015: 1.26e-06 |Target 016: 5.01e-06 |Target 017: 2.45e-06 |Target 018: 7.10e-06 |Target 019: 4.95e-06 +Target 020: 1.05e-06 |Target 021: 3.51e-06 |Target 022: 1.41e-06 |Target 023: 4.98e-06 |Target 024: 5.39e-06 + +==================== +Epoch #1080 | Time: 00d 04h 50m | LR: 5.00e-04 | Epoch time: 15.43 | Train loss: 7.47e-06 | Val loss: 3.12e-06 +Target 005 has maximum loss 8.10e-06; Target 010 has minimum loss 6.15e-07 +Target 000: 3.15e-06 |Target 001: 2.39e-06 |Target 002: 7.89e-07 |Target 003: 9.78e-07 |Target 004: 1.17e-06 +Target 005: 8.10e-06 |Target 006: 5.84e-06 |Target 007: 1.01e-06 |Target 008: 4.54e-06 |Target 009: 4.50e-06 +Target 010: 6.15e-07 |Target 011: 1.13e-06 |Target 012: 1.20e-06 |Target 013: 2.26e-06 |Target 014: 1.25e-06 +Target 015: 1.16e-06 |Target 016: 3.57e-06 |Target 017: 1.90e-06 |Target 018: 5.62e-06 |Target 019: 4.87e-06 +Target 020: 1.05e-06 |Target 021: 4.21e-06 |Target 022: 1.16e-06 |Target 023: 5.63e-06 |Target 024: 4.76e-06 + +==================== +Epoch #1081 | Time: 00d 04h 50m | LR: 5.00e-04 | Epoch time: 15.59 | Train loss: 7.43e-06 | Val loss: 2.95e-06 +Target 001 has maximum loss 1.29e-05; Target 010 has minimum loss 5.26e-07 +Target 000: 5.01e-06 |Target 001: 1.29e-05 |Target 002: 6.56e-07 |Target 003: 8.80e-07 |Target 004: 9.47e-07 +Target 005: 4.53e-06 |Target 006: 6.27e-06 |Target 007: 1.22e-06 |Target 008: 4.24e-06 |Target 009: 3.21e-06 +Target 010: 5.26e-07 |Target 011: 1.09e-06 |Target 012: 1.62e-06 |Target 013: 2.08e-06 |Target 014: 1.18e-06 +Target 015: 1.20e-06 |Target 016: 3.07e-06 |Target 017: 2.67e-06 |Target 018: 6.00e-06 |Target 019: 4.64e-06 +Target 020: 1.32e-06 |Target 021: 2.82e-06 |Target 022: 1.29e-06 |Target 023: 4.54e-06 |Target 024: 4.16e-06 + +==================== +Epoch #1082 | Time: 00d 04h 50m | LR: 5.00e-04 | Epoch time: 15.53 | Train loss: 7.48e-06 | Val loss: 3.09e-06 +Target 006 has maximum loss 8.06e-06; Target 010 has minimum loss 5.95e-07 +Target 000: 5.53e-06 |Target 001: 4.72e-06 |Target 002: 7.40e-07 |Target 003: 1.68e-06 |Target 004: 1.14e-06 +Target 005: 6.23e-06 |Target 006: 8.06e-06 |Target 007: 1.60e-06 |Target 008: 3.00e-06 |Target 009: 3.18e-06 +Target 010: 5.95e-07 |Target 011: 9.39e-07 |Target 012: 1.11e-06 |Target 013: 2.41e-06 |Target 014: 1.35e-06 +Target 015: 1.51e-06 |Target 016: 4.11e-06 |Target 017: 2.12e-06 |Target 018: 6.83e-06 |Target 019: 4.52e-06 +Target 020: 1.02e-06 |Target 021: 2.97e-06 |Target 022: 1.19e-06 |Target 023: 5.07e-06 |Target 024: 4.76e-06 + +==================== +Epoch #1083 | Time: 00d 04h 50m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.41e-06 | Val loss: 2.88e-06 +Target 006 has maximum loss 1.37e-05; Target 002 has minimum loss 5.54e-07 +Target 000: 5.92e-06 |Target 001: 3.69e-06 |Target 002: 5.54e-07 |Target 003: 1.13e-06 |Target 004: 9.11e-07 +Target 005: 1.90e-06 |Target 006: 1.37e-05 |Target 007: 1.45e-06 |Target 008: 2.85e-06 |Target 009: 2.77e-06 +Target 010: 6.48e-07 |Target 011: 1.06e-06 |Target 012: 1.01e-06 |Target 013: 2.01e-06 |Target 014: 1.18e-06 +Target 015: 1.17e-06 |Target 016: 3.05e-06 |Target 017: 2.80e-06 |Target 018: 5.72e-06 |Target 019: 4.62e-06 +Target 020: 1.01e-06 |Target 021: 3.18e-06 |Target 022: 1.16e-06 |Target 023: 4.75e-06 |Target 024: 4.26e-06 + +==================== +Epoch #1084 | Time: 00d 04h 51m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.13e-06 | Val loss: 2.69e-06 +Target 001 has maximum loss 1.14e-05; Target 002 has minimum loss 6.29e-07 +Target 000: 3.10e-06 |Target 001: 1.14e-05 |Target 002: 6.29e-07 |Target 003: 9.73e-07 |Target 004: 8.91e-07 +Target 005: 4.11e-06 |Target 006: 4.83e-06 |Target 007: 9.68e-07 |Target 008: 2.65e-06 |Target 009: 2.69e-06 +Target 010: 7.09e-07 |Target 011: 8.74e-07 |Target 012: 1.00e-06 |Target 013: 2.07e-06 |Target 014: 1.31e-06 +Target 015: 1.44e-06 |Target 016: 2.84e-06 |Target 017: 1.89e-06 |Target 018: 5.84e-06 |Target 019: 4.44e-06 +Target 020: 9.76e-07 |Target 021: 2.62e-06 |Target 022: 1.25e-06 |Target 023: 4.35e-06 |Target 024: 3.82e-06 + +==================== +Epoch #1085 | Time: 00d 04h 51m | LR: 5.00e-04 | Epoch time: 15.42 | Train loss: 7.05e-06 | Val loss: 2.99e-06 +Target 006 has maximum loss 1.02e-05; Target 002 has minimum loss 5.51e-07 +Target 000: 7.84e-06 |Target 001: 4.60e-06 |Target 002: 5.51e-07 |Target 003: 1.03e-06 |Target 004: 1.05e-06 +Target 005: 2.74e-06 |Target 006: 1.02e-05 |Target 007: 1.24e-06 |Target 008: 2.57e-06 |Target 009: 3.90e-06 +Target 010: 5.86e-07 |Target 011: 9.72e-07 |Target 012: 1.37e-06 |Target 013: 3.08e-06 |Target 014: 1.27e-06 +Target 015: 1.15e-06 |Target 016: 2.55e-06 |Target 017: 1.91e-06 |Target 018: 5.93e-06 |Target 019: 4.27e-06 +Target 020: 9.89e-07 |Target 021: 2.98e-06 |Target 022: 1.33e-06 |Target 023: 4.57e-06 |Target 024: 4.82e-06 + +==================== +Epoch #1086 | Time: 00d 04h 51m | LR: 5.00e-04 | Epoch time: 15.29 | Train loss: 7.14e-06 | Val loss: 3.61e-06 +Target 001 has maximum loss 2.41e-05; Target 010 has minimum loss 7.30e-07 +Target 000: 1.59e-05 |Target 001: 2.41e-05 |Target 002: 8.08e-07 |Target 003: 1.55e-06 |Target 004: 9.44e-07 +Target 005: 3.19e-06 |Target 006: 9.28e-06 |Target 007: 1.18e-06 |Target 008: 3.56e-06 |Target 009: 3.48e-06 +Target 010: 7.30e-07 |Target 011: 8.72e-07 |Target 012: 2.97e-06 |Target 013: 2.10e-06 |Target 014: 1.44e-06 +Target 015: 1.35e-06 |Target 016: 4.56e-06 |Target 017: 2.68e-06 |Target 018: 6.90e-06 |Target 019: 5.77e-06 +Target 020: 9.77e-07 |Target 021: 3.31e-06 |Target 022: 1.41e-06 |Target 023: 5.84e-06 |Target 024: 4.85e-06 + +==================== +Epoch #1087 | Time: 00d 04h 51m | LR: 5.00e-04 | Epoch time: 15.31 | Train loss: 7.49e-06 | Val loss: 3.39e-06 +Target 000 has maximum loss 1.70e-05; Target 002 has minimum loss 5.28e-07 +Target 000: 1.70e-05 |Target 001: 3.39e-06 |Target 002: 5.28e-07 |Target 003: 1.09e-06 |Target 004: 9.94e-07 +Target 005: 6.94e-06 |Target 006: 1.26e-05 |Target 007: 1.45e-06 |Target 008: 2.70e-06 |Target 009: 3.62e-06 +Target 010: 5.54e-07 |Target 011: 8.76e-07 |Target 012: 1.09e-06 |Target 013: 2.23e-06 |Target 014: 1.43e-06 +Target 015: 1.34e-06 |Target 016: 3.51e-06 |Target 017: 3.83e-06 |Target 018: 5.81e-06 |Target 019: 4.82e-06 +Target 020: 1.05e-06 |Target 021: 3.32e-06 |Target 022: 1.23e-06 |Target 023: 4.63e-06 |Target 024: 6.18e-06 + +==================== +Epoch #1088 | Time: 00d 04h 52m | LR: 5.00e-04 | Epoch time: 15.60 | Train loss: 7.44e-06 | Val loss: 3.25e-06 +Target 001 has maximum loss 2.75e-05; Target 002 has minimum loss 6.70e-07 +Target 000: 1.02e-05 |Target 001: 2.75e-05 |Target 002: 6.70e-07 |Target 003: 1.52e-06 |Target 004: 1.18e-06 +Target 005: 3.39e-06 |Target 006: 1.01e-05 |Target 007: 1.78e-06 |Target 008: 3.00e-06 |Target 009: 3.10e-06 +Target 010: 8.70e-07 |Target 011: 9.70e-07 |Target 012: 2.31e-06 |Target 013: 1.86e-06 |Target 014: 1.15e-06 +Target 015: 1.69e-06 |Target 016: 4.05e-06 |Target 017: 2.00e-06 |Target 018: 5.88e-06 |Target 019: 5.16e-06 +Target 020: 9.79e-07 |Target 021: 3.35e-06 |Target 022: 1.17e-06 |Target 023: 5.18e-06 |Target 024: 4.54e-06 + +==================== +Epoch #1089 | Time: 00d 04h 52m | LR: 5.00e-04 | Epoch time: 15.37 | Train loss: 7.17e-06 | Val loss: 2.83e-06 +Target 006 has maximum loss 7.78e-06; Target 010 has minimum loss 5.52e-07 +Target 000: 3.37e-06 |Target 001: 2.79e-06 |Target 002: 6.87e-07 |Target 003: 1.30e-06 |Target 004: 1.05e-06 +Target 005: 3.33e-06 |Target 006: 7.78e-06 |Target 007: 1.11e-06 |Target 008: 2.90e-06 |Target 009: 3.03e-06 +Target 010: 5.52e-07 |Target 011: 9.66e-07 |Target 012: 1.03e-06 |Target 013: 2.71e-06 |Target 014: 1.15e-06 +Target 015: 1.18e-06 |Target 016: 2.70e-06 |Target 017: 2.16e-06 |Target 018: 5.80e-06 |Target 019: 4.58e-06 +Target 020: 1.05e-06 |Target 021: 2.83e-06 |Target 022: 1.13e-06 |Target 023: 4.57e-06 |Target 024: 4.39e-06 + +==================== +Epoch #1090 | Time: 00d 04h 52m | LR: 5.00e-04 | Epoch time: 15.38 | Train loss: 7.55e-06 | Val loss: 3.19e-06 +Target 006 has maximum loss 2.34e-05; Target 002 has minimum loss 5.43e-07 +Target 000: 4.92e-06 |Target 001: 9.09e-06 |Target 002: 5.43e-07 |Target 003: 1.17e-06 |Target 004: 1.08e-06 +Target 005: 5.97e-06 |Target 006: 2.34e-05 |Target 007: 1.17e-06 |Target 008: 2.80e-06 |Target 009: 3.01e-06 +Target 010: 5.73e-07 |Target 011: 1.00e-06 |Target 012: 1.11e-06 |Target 013: 1.77e-06 |Target 014: 1.62e-06 +Target 015: 1.19e-06 |Target 016: 3.60e-06 |Target 017: 2.07e-06 |Target 018: 6.57e-06 |Target 019: 4.72e-06 +Target 020: 9.79e-07 |Target 021: 2.97e-06 |Target 022: 1.40e-06 |Target 023: 4.94e-06 |Target 024: 5.01e-06 + +==================== +Epoch #1091 | Time: 00d 04h 52m | LR: 5.00e-04 | Epoch time: 15.30 | Train loss: 7.58e-06 | Val loss: 4.06e-06 +Target 001 has maximum loss 8.12e-06; Target 002 has minimum loss 1.01e-06 +Target 000: 4.46e-06 |Target 001: 8.12e-06 |Target 002: 1.01e-06 |Target 003: 2.26e-06 |Target 004: 1.50e-06 +Target 005: 2.91e-06 |Target 006: 7.90e-06 |Target 007: 1.88e-06 |Target 008: 3.80e-06 |Target 009: 6.40e-06 +Target 010: 1.17e-06 |Target 011: 1.45e-06 |Target 012: 1.27e-06 |Target 013: 2.17e-06 |Target 014: 1.62e-06 +Target 015: 1.79e-06 |Target 016: 3.67e-06 |Target 017: 3.77e-06 |Target 018: 7.98e-06 |Target 019: 5.81e-06 +Target 020: 1.45e-06 |Target 021: 5.95e-06 |Target 022: 1.75e-06 |Target 023: 5.99e-06 |Target 024: 6.84e-06 + +==================== +Epoch #1092 | Time: 00d 04h 53m | LR: 5.00e-04 | Epoch time: 15.50 | Train loss: 7.78e-06 | Val loss: 4.08e-06 +Target 001 has maximum loss 1.63e-05; Target 002 has minimum loss 5.77e-07 +Target 000: 4.45e-06 |Target 001: 1.63e-05 |Target 002: 5.77e-07 |Target 003: 2.22e-06 |Target 004: 9.80e-07 +Target 005: 2.58e-06 |Target 006: 8.37e-06 |Target 007: 1.36e-06 |Target 008: 3.34e-06 |Target 009: 3.64e-06 +Target 010: 6.85e-07 |Target 011: 1.15e-06 |Target 012: 9.68e-07 |Target 013: 2.99e-06 |Target 014: 1.42e-06 +Target 015: 1.45e-06 |Target 016: 3.80e-06 |Target 017: 2.86e-06 |Target 018: 7.44e-06 |Target 019: 5.07e-06 +Target 020: 9.93e-07 |Target 021: 3.68e-06 |Target 022: 1.41e-06 |Target 023: 5.36e-06 |Target 024: 9.59e-06 + +==================== +Epoch #1093 | Time: 00d 04h 53m | LR: 5.00e-04 | Epoch time: 15.60 | Train loss: 7.53e-06 | Val loss: 3.33e-06 +Target 001 has maximum loss 1.03e-05; Target 010 has minimum loss 5.70e-07 +Target 000: 8.73e-06 |Target 001: 1.03e-05 |Target 002: 5.89e-07 |Target 003: 2.30e-06 |Target 004: 1.51e-06 +Target 005: 3.34e-06 |Target 006: 7.11e-06 |Target 007: 1.10e-06 |Target 008: 2.98e-06 |Target 009: 2.73e-06 +Target 010: 5.70e-07 |Target 011: 1.62e-06 |Target 012: 1.15e-06 |Target 013: 3.53e-06 |Target 014: 1.40e-06 +Target 015: 1.77e-06 |Target 016: 2.90e-06 |Target 017: 2.57e-06 |Target 018: 7.24e-06 |Target 019: 5.20e-06 +Target 020: 1.13e-06 |Target 021: 2.62e-06 |Target 022: 1.37e-06 |Target 023: 4.81e-06 |Target 024: 5.18e-06 + +==================== +Epoch #1094 | Time: 00d 04h 53m | LR: 5.00e-04 | Epoch time: 15.35 | Train loss: 7.86e-06 | Val loss: 4.57e-06 +Target 006 has maximum loss 1.15e-05; Target 010 has minimum loss 8.57e-07 +Target 000: 3.71e-06 |Target 001: 4.60e-06 |Target 002: 9.78e-07 |Target 003: 1.84e-06 |Target 004: 1.41e-06 +Target 005: 5.25e-06 |Target 006: 1.15e-05 |Target 007: 1.89e-06 |Target 008: 6.46e-06 |Target 009: 6.62e-06 +Target 010: 8.57e-07 |Target 011: 1.65e-06 |Target 012: 9.53e-07 |Target 013: 3.16e-06 |Target 014: 1.65e-06 +Target 015: 2.68e-06 |Target 016: 9.01e-06 |Target 017: 3.24e-06 |Target 018: 7.55e-06 |Target 019: 7.87e-06 +Target 020: 1.48e-06 |Target 021: 7.80e-06 |Target 022: 1.63e-06 |Target 023: 8.89e-06 |Target 024: 5.97e-06 + +==================== +Epoch #1095 | Time: 00d 04h 54m | LR: 5.00e-04 | Epoch time: 15.40 | Train loss: 7.54e-06 | Val loss: 3.32e-06 +Target 000 has maximum loss 1.10e-05; Target 010 has minimum loss 6.98e-07 +Target 000: 1.10e-05 |Target 001: 6.65e-06 |Target 002: 7.23e-07 |Target 003: 1.70e-06 |Target 004: 9.82e-07 +Target 005: 2.77e-06 |Target 006: 8.67e-06 |Target 007: 9.60e-07 |Target 008: 3.14e-06 |Target 009: 3.00e-06 +Target 010: 6.98e-07 |Target 011: 9.76e-07 |Target 012: 1.55e-06 |Target 013: 2.23e-06 |Target 014: 1.47e-06 +Target 015: 1.26e-06 |Target 016: 3.79e-06 |Target 017: 2.97e-06 |Target 018: 7.12e-06 |Target 019: 4.59e-06 +Target 020: 1.02e-06 |Target 021: 2.69e-06 |Target 022: 1.17e-06 |Target 023: 4.74e-06 |Target 024: 5.98e-06 + +==================== +Epoch #1096 | Time: 00d 04h 54m | LR: 5.00e-04 | Epoch time: 15.51 | Train loss: 7.35e-06 | Val loss: 3.18e-06 +Target 001 has maximum loss 1.15e-05; Target 010 has minimum loss 5.26e-07 +Target 000: 5.27e-06 |Target 001: 1.15e-05 |Target 002: 6.06e-07 |Target 003: 1.24e-06 |Target 004: 1.33e-06 +Target 005: 8.71e-06 |Target 006: 9.61e-06 |Target 007: 1.14e-06 |Target 008: 3.67e-06 |Target 009: 3.62e-06 +Target 010: 5.26e-07 |Target 011: 1.05e-06 |Target 012: 1.19e-06 |Target 013: 2.15e-06 |Target 014: 1.41e-06 +Target 015: 1.17e-06 |Target 016: 3.48e-06 |Target 017: 2.44e-06 |Target 018: 6.11e-06 |Target 019: 4.44e-06 +Target 020: 9.58e-07 |Target 021: 3.42e-06 |Target 022: 1.41e-06 |Target 023: 4.95e-06 |Target 024: 5.11e-06 + +==================== +Epoch #1097 | Time: 00d 04h 54m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.14e-06 | Val loss: 3.02e-06 +Target 001 has maximum loss 1.23e-05; Target 002 has minimum loss 5.31e-07 +Target 000: 1.07e-05 |Target 001: 1.23e-05 |Target 002: 5.31e-07 |Target 003: 8.60e-07 |Target 004: 8.40e-07 +Target 005: 7.05e-06 |Target 006: 1.10e-05 |Target 007: 8.97e-07 |Target 008: 3.14e-06 |Target 009: 3.22e-06 +Target 010: 6.80e-07 |Target 011: 1.04e-06 |Target 012: 1.28e-06 |Target 013: 2.47e-06 |Target 014: 1.22e-06 +Target 015: 1.21e-06 |Target 016: 3.10e-06 |Target 017: 1.98e-06 |Target 018: 5.76e-06 |Target 019: 4.48e-06 +Target 020: 1.07e-06 |Target 021: 3.29e-06 |Target 022: 1.26e-06 |Target 023: 4.60e-06 |Target 024: 4.67e-06 + +==================== +Epoch #1098 | Time: 00d 04h 54m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.41e-06 | Val loss: 3.22e-06 +Target 001 has maximum loss 8.21e-06; Target 011 has minimum loss 9.05e-07 +Target 000: 3.67e-06 |Target 001: 8.21e-06 |Target 002: 1.42e-06 |Target 003: 1.63e-06 |Target 004: 9.55e-07 +Target 005: 4.18e-06 |Target 006: 6.47e-06 |Target 007: 1.55e-06 |Target 008: 5.34e-06 |Target 009: 3.05e-06 +Target 010: 1.48e-06 |Target 011: 9.05e-07 |Target 012: 1.32e-06 |Target 013: 2.78e-06 |Target 014: 1.24e-06 +Target 015: 1.43e-06 |Target 016: 5.44e-06 |Target 017: 2.45e-06 |Target 018: 6.36e-06 |Target 019: 4.92e-06 +Target 020: 9.89e-07 |Target 021: 2.84e-06 |Target 022: 1.21e-06 |Target 023: 4.59e-06 |Target 024: 5.16e-06 + +==================== +Epoch #1099 | Time: 00d 04h 55m | LR: 5.00e-04 | Epoch time: 15.35 | Train loss: 7.29e-06 | Val loss: 3.07e-06 +Target 000 has maximum loss 1.26e-05; Target 004 has minimum loss 1.04e-06 +Target 000: 1.26e-05 |Target 001: 4.82e-06 |Target 002: 1.10e-06 |Target 003: 1.56e-06 |Target 004: 1.04e-06 +Target 005: 3.37e-06 |Target 006: 7.20e-06 |Target 007: 1.91e-06 |Target 008: 3.86e-06 |Target 009: 3.15e-06 +Target 010: 1.25e-06 |Target 011: 1.31e-06 |Target 012: 1.06e-06 |Target 013: 2.36e-06 |Target 014: 1.53e-06 +Target 015: 1.52e-06 |Target 016: 4.24e-06 |Target 017: 2.15e-06 |Target 018: 6.14e-06 |Target 019: 4.88e-06 +Target 020: 1.20e-06 |Target 021: 2.82e-06 |Target 022: 1.37e-06 |Target 023: 4.73e-06 |Target 024: 4.25e-06 + +==================== +Epoch #1100 | Time: 00d 04h 55m | LR: 5.00e-04 | Epoch time: 15.44 | Train loss: 9.05e-06 | Val loss: 4.37e-06 +Target 001 has maximum loss 2.73e-05; Target 004 has minimum loss 1.54e-06 +Target 000: 1.33e-05 |Target 001: 2.73e-05 |Target 002: 1.83e-06 |Target 003: 2.52e-06 |Target 004: 1.54e-06 +Target 005: 4.89e-06 |Target 006: 1.47e-05 |Target 007: 2.10e-06 |Target 008: 6.14e-06 |Target 009: 5.31e-06 +Target 010: 1.73e-06 |Target 011: 2.43e-06 |Target 012: 2.29e-06 |Target 013: 2.99e-06 |Target 014: 2.27e-06 +Target 015: 1.98e-06 |Target 016: 6.42e-06 |Target 017: 4.04e-06 |Target 018: 7.29e-06 |Target 019: 6.05e-06 +Target 020: 1.95e-06 |Target 021: 5.10e-06 |Target 022: 2.11e-06 |Target 023: 6.16e-06 |Target 024: 5.37e-06 + +==================== +Epoch #1101 | Time: 00d 04h 55m | LR: 5.00e-04 | Epoch time: 15.39 | Train loss: 8.54e-06 | Val loss: 3.53e-06 +Target 001 has maximum loss 9.99e-06; Target 011 has minimum loss 1.03e-06 +Target 000: 4.73e-06 |Target 001: 9.99e-06 |Target 002: 1.86e-06 |Target 003: 2.30e-06 |Target 004: 1.39e-06 +Target 005: 6.32e-06 |Target 006: 8.60e-06 |Target 007: 1.42e-06 |Target 008: 4.77e-06 |Target 009: 3.83e-06 +Target 010: 1.28e-06 |Target 011: 1.03e-06 |Target 012: 1.47e-06 |Target 013: 2.11e-06 |Target 014: 1.57e-06 +Target 015: 2.65e-06 |Target 016: 6.11e-06 |Target 017: 2.41e-06 |Target 018: 5.84e-06 |Target 019: 5.31e-06 +Target 020: 1.34e-06 |Target 021: 3.47e-06 |Target 022: 1.53e-06 |Target 023: 5.57e-06 |Target 024: 5.49e-06 + +==================== +Epoch #1102 | Time: 00d 04h 55m | LR: 5.00e-04 | Epoch time: 15.50 | Train loss: 7.45e-06 | Val loss: 3.22e-06 +Target 001 has maximum loss 1.66e-05; Target 010 has minimum loss 7.92e-07 +Target 000: 9.41e-06 |Target 001: 1.66e-05 |Target 002: 1.45e-06 |Target 003: 1.68e-06 |Target 004: 1.00e-06 +Target 005: 8.61e-06 |Target 006: 1.21e-05 |Target 007: 1.26e-06 |Target 008: 3.30e-06 |Target 009: 3.70e-06 +Target 010: 7.92e-07 |Target 011: 1.18e-06 |Target 012: 8.44e-07 |Target 013: 2.07e-06 |Target 014: 1.22e-06 +Target 015: 1.62e-06 |Target 016: 4.10e-06 |Target 017: 2.47e-06 |Target 018: 7.24e-06 |Target 019: 4.88e-06 +Target 020: 1.14e-06 |Target 021: 3.27e-06 |Target 022: 1.12e-06 |Target 023: 4.84e-06 |Target 024: 4.45e-06 + +==================== +Epoch #1103 | Time: 00d 04h 56m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.27e-06 | Val loss: 3.12e-06 +Target 001 has maximum loss 1.73e-05; Target 002 has minimum loss 5.93e-07 +Target 000: 5.83e-06 |Target 001: 1.73e-05 |Target 002: 5.93e-07 |Target 003: 9.68e-07 |Target 004: 9.67e-07 +Target 005: 4.95e-06 |Target 006: 1.23e-05 |Target 007: 1.19e-06 |Target 008: 2.94e-06 |Target 009: 3.07e-06 +Target 010: 6.48e-07 |Target 011: 9.47e-07 |Target 012: 1.34e-06 |Target 013: 2.63e-06 |Target 014: 1.36e-06 +Target 015: 1.24e-06 |Target 016: 4.25e-06 |Target 017: 2.98e-06 |Target 018: 6.86e-06 |Target 019: 4.59e-06 +Target 020: 9.26e-07 |Target 021: 3.19e-06 |Target 022: 1.22e-06 |Target 023: 4.44e-06 |Target 024: 4.36e-06 + +==================== +Epoch #1104 | Time: 00d 04h 56m | LR: 5.00e-04 | Epoch time: 15.43 | Train loss: 7.30e-06 | Val loss: 3.28e-06 +Target 001 has maximum loss 9.67e-06; Target 002 has minimum loss 6.16e-07 +Target 000: 3.00e-06 |Target 001: 9.67e-06 |Target 002: 6.16e-07 |Target 003: 8.50e-07 |Target 004: 9.34e-07 +Target 005: 7.51e-06 |Target 006: 8.81e-06 |Target 007: 1.04e-06 |Target 008: 5.42e-06 |Target 009: 2.94e-06 +Target 010: 8.23e-07 |Target 011: 8.53e-07 |Target 012: 1.49e-06 |Target 013: 2.31e-06 |Target 014: 1.42e-06 +Target 015: 1.56e-06 |Target 016: 5.50e-06 |Target 017: 2.89e-06 |Target 018: 5.94e-06 |Target 019: 4.61e-06 +Target 020: 9.14e-07 |Target 021: 3.13e-06 |Target 022: 1.38e-06 |Target 023: 4.83e-06 |Target 024: 5.55e-06 + +==================== +Epoch #1105 | Time: 00d 04h 56m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.44e-06 | Val loss: 3.30e-06 +Target 006 has maximum loss 1.27e-05; Target 002 has minimum loss 5.55e-07 +Target 000: 4.23e-06 |Target 001: 3.86e-06 |Target 002: 5.55e-07 |Target 003: 1.25e-06 |Target 004: 8.46e-07 +Target 005: 4.63e-06 |Target 006: 1.27e-05 |Target 007: 1.26e-06 |Target 008: 4.14e-06 |Target 009: 4.33e-06 +Target 010: 6.99e-07 |Target 011: 9.72e-07 |Target 012: 1.40e-06 |Target 013: 4.35e-06 |Target 014: 1.21e-06 +Target 015: 1.22e-06 |Target 016: 4.40e-06 |Target 017: 2.29e-06 |Target 018: 6.56e-06 |Target 019: 4.94e-06 +Target 020: 1.12e-06 |Target 021: 5.21e-06 |Target 022: 1.21e-06 |Target 023: 4.59e-06 |Target 024: 4.82e-06 + +==================== +Epoch #1106 | Time: 00d 04h 56m | LR: 5.00e-04 | Epoch time: 15.42 | Train loss: 7.15e-06 | Val loss: 3.37e-06 +Target 006 has maximum loss 1.13e-05; Target 002 has minimum loss 5.00e-07 +Target 000: 3.45e-06 |Target 001: 1.98e-06 |Target 002: 5.00e-07 |Target 003: 9.17e-07 |Target 004: 8.70e-07 +Target 005: 9.83e-06 |Target 006: 1.13e-05 |Target 007: 1.01e-06 |Target 008: 3.21e-06 |Target 009: 3.42e-06 +Target 010: 6.10e-07 |Target 011: 8.46e-07 |Target 012: 8.80e-07 |Target 013: 2.25e-06 |Target 014: 1.22e-06 +Target 015: 1.18e-06 |Target 016: 2.95e-06 |Target 017: 1.87e-06 |Target 018: 7.05e-06 |Target 019: 4.25e-06 +Target 020: 8.76e-07 |Target 021: 3.05e-06 |Target 022: 1.20e-06 |Target 023: 4.26e-06 |Target 024: 7.82e-06 + +==================== +Epoch #1107 | Time: 00d 04h 57m | LR: 5.00e-04 | Epoch time: 15.53 | Train loss: 7.21e-06 | Val loss: 2.91e-06 +Target 006 has maximum loss 1.21e-05; Target 002 has minimum loss 5.11e-07 +Target 000: 8.93e-06 |Target 001: 2.69e-06 |Target 002: 5.11e-07 |Target 003: 1.55e-06 |Target 004: 8.55e-07 +Target 005: 6.88e-06 |Target 006: 1.21e-05 |Target 007: 9.29e-07 |Target 008: 2.73e-06 |Target 009: 2.71e-06 +Target 010: 6.38e-07 |Target 011: 9.10e-07 |Target 012: 1.64e-06 |Target 013: 1.77e-06 |Target 014: 1.30e-06 +Target 015: 1.11e-06 |Target 016: 2.79e-06 |Target 017: 2.10e-06 |Target 018: 5.64e-06 |Target 019: 4.45e-06 +Target 020: 8.93e-07 |Target 021: 2.59e-06 |Target 022: 1.16e-06 |Target 023: 4.55e-06 |Target 024: 4.82e-06 + +==================== +Epoch #1108 | Time: 00d 04h 57m | LR: 5.00e-04 | Epoch time: 15.40 | Train loss: 7.21e-06 | Val loss: 3.03e-06 +Target 006 has maximum loss 2.02e-05; Target 002 has minimum loss 4.82e-07 +Target 000: 1.76e-05 |Target 001: 7.81e-06 |Target 002: 4.82e-07 |Target 003: 8.32e-07 |Target 004: 9.87e-07 +Target 005: 1.36e-05 |Target 006: 2.02e-05 |Target 007: 8.84e-07 |Target 008: 2.73e-06 |Target 009: 2.83e-06 +Target 010: 4.86e-07 |Target 011: 8.07e-07 |Target 012: 8.25e-07 |Target 013: 1.98e-06 |Target 014: 1.18e-06 +Target 015: 1.10e-06 |Target 016: 2.99e-06 |Target 017: 1.91e-06 |Target 018: 6.17e-06 |Target 019: 4.40e-06 +Target 020: 8.66e-07 |Target 021: 2.55e-06 |Target 022: 1.12e-06 |Target 023: 4.31e-06 |Target 024: 4.91e-06 + +==================== +Epoch #1109 | Time: 00d 04h 57m | LR: 5.00e-04 | Epoch time: 15.56 | Train loss: 7.20e-06 | Val loss: 3.41e-06 +Target 006 has maximum loss 2.35e-05; Target 002 has minimum loss 5.47e-07 +Target 000: 7.76e-06 |Target 001: 1.07e-05 |Target 002: 5.47e-07 |Target 003: 1.45e-06 |Target 004: 8.99e-07 +Target 005: 5.67e-06 |Target 006: 2.35e-05 |Target 007: 1.06e-06 |Target 008: 3.16e-06 |Target 009: 3.83e-06 +Target 010: 7.06e-07 |Target 011: 9.07e-07 |Target 012: 9.85e-07 |Target 013: 2.35e-06 |Target 014: 1.24e-06 +Target 015: 1.11e-06 |Target 016: 2.92e-06 |Target 017: 2.67e-06 |Target 018: 7.37e-06 |Target 019: 4.79e-06 +Target 020: 8.94e-07 |Target 021: 3.45e-06 |Target 022: 1.22e-06 |Target 023: 4.66e-06 |Target 024: 5.94e-06 + +==================== +Epoch #1110 | Time: 00d 04h 57m | LR: 5.00e-04 | Epoch time: 15.53 | Train loss: 7.39e-06 | Val loss: 3.30e-06 +Target 005 has maximum loss 1.59e-05; Target 010 has minimum loss 9.44e-07 +Target 000: 1.53e-05 |Target 001: 3.69e-06 |Target 002: 1.08e-06 |Target 003: 1.73e-06 |Target 004: 1.48e-06 +Target 005: 1.59e-05 |Target 006: 8.80e-06 |Target 007: 1.07e-06 |Target 008: 2.81e-06 |Target 009: 3.15e-06 +Target 010: 9.44e-07 |Target 011: 1.05e-06 |Target 012: 1.90e-06 |Target 013: 2.10e-06 |Target 014: 1.48e-06 +Target 015: 1.90e-06 |Target 016: 4.47e-06 |Target 017: 2.17e-06 |Target 018: 6.06e-06 |Target 019: 5.41e-06 +Target 020: 1.01e-06 |Target 021: 2.70e-06 |Target 022: 1.35e-06 |Target 023: 4.63e-06 |Target 024: 4.97e-06 + +==================== +Epoch #1111 | Time: 00d 04h 58m | LR: 5.00e-04 | Epoch time: 15.44 | Train loss: 7.40e-06 | Val loss: 3.28e-06 +Target 005 has maximum loss 1.67e-05; Target 010 has minimum loss 5.65e-07 +Target 000: 3.33e-06 |Target 001: 1.32e-05 |Target 002: 6.60e-07 |Target 003: 1.33e-06 |Target 004: 1.01e-06 +Target 005: 1.67e-05 |Target 006: 1.02e-05 |Target 007: 9.06e-07 |Target 008: 3.13e-06 |Target 009: 2.77e-06 +Target 010: 5.65e-07 |Target 011: 9.07e-07 |Target 012: 1.04e-06 |Target 013: 2.90e-06 |Target 014: 1.16e-06 +Target 015: 1.23e-06 |Target 016: 4.22e-06 |Target 017: 3.84e-06 |Target 018: 6.56e-06 |Target 019: 4.75e-06 +Target 020: 9.73e-07 |Target 021: 3.11e-06 |Target 022: 1.33e-06 |Target 023: 4.74e-06 |Target 024: 4.98e-06 + +==================== +Epoch #1112 | Time: 00d 04h 58m | LR: 5.00e-04 | Epoch time: 15.46 | Train loss: 7.32e-06 | Val loss: 3.65e-06 +Target 006 has maximum loss 9.90e-06; Target 011 has minimum loss 9.54e-07 +Target 000: 3.21e-06 |Target 001: 3.42e-06 |Target 002: 1.41e-06 |Target 003: 2.57e-06 |Target 004: 1.67e-06 +Target 005: 1.88e-06 |Target 006: 9.90e-06 |Target 007: 1.40e-06 |Target 008: 3.28e-06 |Target 009: 5.89e-06 +Target 010: 1.83e-06 |Target 011: 9.54e-07 |Target 012: 1.29e-06 |Target 013: 2.00e-06 |Target 014: 1.23e-06 +Target 015: 2.14e-06 |Target 016: 3.01e-06 |Target 017: 3.25e-06 |Target 018: 7.57e-06 |Target 019: 5.48e-06 +Target 020: 1.69e-06 |Target 021: 6.44e-06 |Target 022: 1.24e-06 |Target 023: 5.48e-06 |Target 024: 5.65e-06 + +==================== +Epoch #1113 | Time: 00d 04h 58m | LR: 5.00e-04 | Epoch time: 15.44 | Train loss: 7.24e-06 | Val loss: 2.87e-06 +Target 000 has maximum loss 8.97e-06; Target 002 has minimum loss 6.21e-07 +Target 000: 8.97e-06 |Target 001: 1.53e-06 |Target 002: 6.21e-07 |Target 003: 1.08e-06 |Target 004: 8.56e-07 +Target 005: 7.60e-06 |Target 006: 6.03e-06 |Target 007: 1.15e-06 |Target 008: 2.80e-06 |Target 009: 3.40e-06 +Target 010: 6.79e-07 |Target 011: 1.44e-06 |Target 012: 1.14e-06 |Target 013: 1.84e-06 |Target 014: 1.12e-06 +Target 015: 1.11e-06 |Target 016: 3.11e-06 |Target 017: 2.20e-06 |Target 018: 6.62e-06 |Target 019: 4.54e-06 +Target 020: 9.08e-07 |Target 021: 3.30e-06 |Target 022: 1.09e-06 |Target 023: 4.50e-06 |Target 024: 4.34e-06 + +==================== +Epoch #1114 | Time: 00d 04h 59m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.53e-06 | Val loss: 3.33e-06 +Target 000 has maximum loss 7.62e-06; Target 002 has minimum loss 6.64e-07 +Target 000: 7.62e-06 |Target 001: 4.92e-06 |Target 002: 6.64e-07 |Target 003: 1.08e-06 |Target 004: 1.13e-06 +Target 005: 7.13e-06 |Target 006: 5.95e-06 |Target 007: 1.02e-06 |Target 008: 3.52e-06 |Target 009: 4.88e-06 +Target 010: 9.22e-07 |Target 011: 8.43e-07 |Target 012: 1.18e-06 |Target 013: 2.76e-06 |Target 014: 1.38e-06 +Target 015: 1.22e-06 |Target 016: 4.25e-06 |Target 017: 2.72e-06 |Target 018: 6.42e-06 |Target 019: 5.30e-06 +Target 020: 9.63e-07 |Target 021: 4.22e-06 |Target 022: 1.41e-06 |Target 023: 5.26e-06 |Target 024: 4.93e-06 + +==================== +Epoch #1115 | Time: 00d 04h 59m | LR: 5.00e-04 | Epoch time: 15.48 | Train loss: 7.47e-06 | Val loss: 4.04e-06 +Target 006 has maximum loss 2.45e-05; Target 002 has minimum loss 5.13e-07 +Target 000: 6.91e-06 |Target 001: 7.91e-06 |Target 002: 5.13e-07 |Target 003: 1.52e-06 |Target 004: 9.40e-07 +Target 005: 1.22e-05 |Target 006: 2.45e-05 |Target 007: 9.56e-07 |Target 008: 2.66e-06 |Target 009: 2.99e-06 +Target 010: 5.36e-07 |Target 011: 8.48e-07 |Target 012: 1.46e-06 |Target 013: 5.54e-06 |Target 014: 1.26e-06 +Target 015: 1.18e-06 |Target 016: 2.70e-06 |Target 017: 5.05e-06 |Target 018: 6.22e-06 |Target 019: 4.79e-06 +Target 020: 1.13e-06 |Target 021: 2.70e-06 |Target 022: 1.42e-06 |Target 023: 4.43e-06 |Target 024: 8.65e-06 + +==================== +Epoch #1116 | Time: 00d 04h 59m | LR: 5.00e-04 | Epoch time: 15.47 | Train loss: 7.31e-06 | Val loss: 3.21e-06 +Target 006 has maximum loss 2.09e-05; Target 002 has minimum loss 5.36e-07 +Target 000: 6.70e-06 |Target 001: 2.56e-06 |Target 002: 5.36e-07 |Target 003: 1.60e-06 |Target 004: 1.05e-06 +Target 005: 1.02e-05 |Target 006: 2.09e-05 |Target 007: 1.14e-06 |Target 008: 2.78e-06 |Target 009: 3.56e-06 +Target 010: 5.55e-07 |Target 011: 8.70e-07 |Target 012: 1.31e-06 |Target 013: 1.89e-06 |Target 014: 1.31e-06 +Target 015: 1.29e-06 |Target 016: 3.76e-06 |Target 017: 2.05e-06 |Target 018: 6.90e-06 |Target 019: 4.29e-06 +Target 020: 1.14e-06 |Target 021: 3.03e-06 |Target 022: 1.23e-06 |Target 023: 4.52e-06 |Target 024: 5.63e-06 + +==================== +Epoch #1117 | Time: 00d 04h 59m | LR: 5.00e-04 | Epoch time: 15.34 | Train loss: 7.85e-06 | Val loss: 3.47e-06 +Target 001 has maximum loss 1.24e-05; Target 002 has minimum loss 6.37e-07 +Target 000: 4.46e-06 |Target 001: 1.24e-05 |Target 002: 6.37e-07 |Target 003: 1.60e-06 |Target 004: 1.10e-06 +Target 005: 5.12e-06 |Target 006: 1.01e-05 |Target 007: 1.10e-06 |Target 008: 3.18e-06 |Target 009: 6.14e-06 +Target 010: 1.08e-06 |Target 011: 1.00e-06 |Target 012: 1.46e-06 |Target 013: 2.18e-06 |Target 014: 1.64e-06 +Target 015: 1.39e-06 |Target 016: 2.99e-06 |Target 017: 2.22e-06 |Target 018: 7.42e-06 |Target 019: 4.64e-06 +Target 020: 1.04e-06 |Target 021: 5.13e-06 |Target 022: 1.25e-06 |Target 023: 5.03e-06 |Target 024: 5.63e-06 + +==================== +Epoch #1118 | Time: 00d 05h 00m | LR: 5.00e-04 | Epoch time: 15.43 | Train loss: 7.56e-06 | Val loss: 3.14e-06 +Target 006 has maximum loss 1.70e-05; Target 002 has minimum loss 5.88e-07 +Target 000: 3.27e-06 |Target 001: 6.77e-06 |Target 002: 5.88e-07 |Target 003: 9.35e-07 |Target 004: 1.15e-06 +Target 005: 9.33e-06 |Target 006: 1.70e-05 |Target 007: 1.00e-06 |Target 008: 3.07e-06 |Target 009: 3.48e-06 +Target 010: 6.74e-07 |Target 011: 9.46e-07 |Target 012: 9.08e-07 |Target 013: 2.08e-06 |Target 014: 1.26e-06 +Target 015: 1.49e-06 |Target 016: 4.08e-06 |Target 017: 2.29e-06 |Target 018: 7.04e-06 |Target 019: 4.72e-06 +Target 020: 9.57e-07 |Target 021: 3.75e-06 |Target 022: 1.17e-06 |Target 023: 4.82e-06 |Target 024: 4.78e-06 + +==================== +Epoch #1119 | Time: 00d 05h 00m | LR: 5.00e-04 | Epoch time: 15.30 | Train loss: 7.49e-06 | Val loss: 3.14e-06 +Target 005 has maximum loss 8.43e-06; Target 002 has minimum loss 6.54e-07 +Target 000: 7.43e-06 |Target 001: 7.99e-06 |Target 002: 6.54e-07 |Target 003: 1.32e-06 |Target 004: 9.34e-07 +Target 005: 8.43e-06 |Target 006: 7.92e-06 |Target 007: 8.99e-07 |Target 008: 2.94e-06 |Target 009: 3.29e-06 +Target 010: 7.23e-07 |Target 011: 9.42e-07 |Target 012: 1.05e-06 |Target 013: 2.05e-06 |Target 014: 1.34e-06 +Target 015: 1.29e-06 |Target 016: 3.87e-06 |Target 017: 2.10e-06 |Target 018: 6.39e-06 |Target 019: 4.68e-06 +Target 020: 1.01e-06 |Target 021: 3.20e-06 |Target 022: 1.30e-06 |Target 023: 5.30e-06 |Target 024: 5.03e-06 + +==================== +Epoch #1120 | Time: 00d 05h 00m | LR: 5.00e-04 | Epoch time: 15.33 | Train loss: 7.13e-06 | Val loss: 4.16e-06 +Target 006 has maximum loss 4.52e-05; Target 002 has minimum loss 7.08e-07 +Target 000: 5.67e-06 |Target 001: 5.72e-06 |Target 002: 7.08e-07 |Target 003: 1.54e-06 |Target 004: 1.02e-06 +Target 005: 8.23e-06 |Target 006: 4.52e-05 |Target 007: 1.14e-06 |Target 008: 2.97e-06 |Target 009: 3.44e-06 +Target 010: 9.20e-07 |Target 011: 1.13e-06 |Target 012: 1.86e-06 |Target 013: 3.00e-06 |Target 014: 1.23e-06 +Target 015: 1.76e-06 |Target 016: 3.63e-06 |Target 017: 2.49e-06 |Target 018: 9.62e-06 |Target 019: 4.97e-06 +Target 020: 1.01e-06 |Target 021: 3.02e-06 |Target 022: 1.19e-06 |Target 023: 4.94e-06 |Target 024: 8.66e-06 + +==================== +Epoch #1121 | Time: 00d 05h 00m | LR: 5.00e-04 | Epoch time: 15.48 | Train loss: 7.36e-06 | Val loss: 2.95e-06 +Target 001 has maximum loss 1.04e-05; Target 010 has minimum loss 6.46e-07 +Target 000: 4.55e-06 |Target 001: 1.04e-05 |Target 002: 7.79e-07 |Target 003: 1.18e-06 |Target 004: 1.18e-06 +Target 005: 3.33e-06 |Target 006: 7.48e-06 |Target 007: 9.53e-07 |Target 008: 2.92e-06 |Target 009: 2.75e-06 +Target 010: 6.46e-07 |Target 011: 8.66e-07 |Target 012: 1.86e-06 |Target 013: 2.18e-06 |Target 014: 1.18e-06 +Target 015: 1.34e-06 |Target 016: 3.69e-06 |Target 017: 3.86e-06 |Target 018: 5.55e-06 |Target 019: 4.37e-06 +Target 020: 1.11e-06 |Target 021: 2.95e-06 |Target 022: 1.16e-06 |Target 023: 4.50e-06 |Target 024: 4.28e-06 + +==================== +Epoch #1122 | Time: 00d 05h 01m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.03e-06 | Val loss: 3.66e-06 +Target 001 has maximum loss 1.51e-05; Target 010 has minimum loss 7.41e-07 +Target 000: 6.12e-06 |Target 001: 1.51e-05 |Target 002: 1.12e-06 |Target 003: 2.70e-06 |Target 004: 8.48e-07 +Target 005: 2.99e-06 |Target 006: 6.08e-06 |Target 007: 1.18e-06 |Target 008: 3.53e-06 |Target 009: 5.07e-06 +Target 010: 7.41e-07 |Target 011: 9.95e-07 |Target 012: 1.56e-06 |Target 013: 2.10e-06 |Target 014: 1.28e-06 +Target 015: 1.66e-06 |Target 016: 5.48e-06 |Target 017: 3.47e-06 |Target 018: 6.76e-06 |Target 019: 5.08e-06 +Target 020: 1.14e-06 |Target 021: 3.92e-06 |Target 022: 1.36e-06 |Target 023: 5.09e-06 |Target 024: 6.53e-06 + +==================== +Epoch #1123 | Time: 00d 05h 01m | LR: 5.00e-04 | Epoch time: 15.50 | Train loss: 7.28e-06 | Val loss: 2.94e-06 +Target 001 has maximum loss 1.19e-05; Target 002 has minimum loss 6.81e-07 +Target 000: 3.45e-06 |Target 001: 1.19e-05 |Target 002: 6.81e-07 |Target 003: 1.29e-06 |Target 004: 9.02e-07 +Target 005: 2.58e-06 |Target 006: 6.04e-06 |Target 007: 9.22e-07 |Target 008: 2.75e-06 |Target 009: 2.89e-06 +Target 010: 9.18e-07 |Target 011: 8.88e-07 |Target 012: 8.88e-07 |Target 013: 1.80e-06 |Target 014: 1.50e-06 +Target 015: 1.16e-06 |Target 016: 3.38e-06 |Target 017: 1.84e-06 |Target 018: 6.59e-06 |Target 019: 4.70e-06 +Target 020: 8.87e-07 |Target 021: 3.00e-06 |Target 022: 1.25e-06 |Target 023: 5.09e-06 |Target 024: 4.39e-06 + +==================== +Epoch #1124 | Time: 00d 05h 01m | LR: 5.00e-04 | Epoch time: 15.59 | Train loss: 7.21e-06 | Val loss: 3.05e-06 +Target 018 has maximum loss 7.56e-06; Target 010 has minimum loss 6.72e-07 +Target 000: 3.60e-06 |Target 001: 2.23e-06 |Target 002: 7.22e-07 |Target 003: 1.42e-06 |Target 004: 9.82e-07 +Target 005: 4.42e-06 |Target 006: 5.38e-06 |Target 007: 8.80e-07 |Target 008: 3.69e-06 |Target 009: 3.12e-06 +Target 010: 6.72e-07 |Target 011: 9.04e-07 |Target 012: 1.47e-06 |Target 013: 2.20e-06 |Target 014: 1.26e-06 +Target 015: 1.20e-06 |Target 016: 3.37e-06 |Target 017: 2.04e-06 |Target 018: 7.56e-06 |Target 019: 4.70e-06 +Target 020: 1.02e-06 |Target 021: 3.13e-06 |Target 022: 1.17e-06 |Target 023: 5.01e-06 |Target 024: 4.71e-06 + +==================== +Epoch #1125 | Time: 00d 05h 01m | LR: 5.00e-04 | Epoch time: 15.59 | Train loss: 7.12e-06 | Val loss: 3.29e-06 +Target 006 has maximum loss 7.56e-06; Target 010 has minimum loss 5.23e-07 +Target 000: 2.79e-06 |Target 001: 1.98e-06 |Target 002: 5.78e-07 |Target 003: 7.93e-07 |Target 004: 1.04e-06 +Target 005: 4.94e-06 |Target 006: 7.56e-06 |Target 007: 8.67e-07 |Target 008: 2.81e-06 |Target 009: 3.31e-06 +Target 010: 5.23e-07 |Target 011: 9.20e-07 |Target 012: 1.05e-06 |Target 013: 2.33e-06 |Target 014: 1.20e-06 +Target 015: 1.06e-06 |Target 016: 3.88e-06 |Target 017: 2.65e-06 |Target 018: 5.76e-06 |Target 019: 4.28e-06 +Target 020: 1.02e-06 |Target 021: 3.10e-06 |Target 022: 1.29e-06 |Target 023: 4.51e-06 |Target 024: 7.44e-06 + +==================== +Epoch #1126 | Time: 00d 05h 02m | LR: 5.00e-04 | Epoch time: 15.40 | Train loss: 7.27e-06 | Val loss: 2.92e-06 +Target 000 has maximum loss 9.80e-06; Target 002 has minimum loss 5.48e-07 +Target 000: 9.80e-06 |Target 001: 2.45e-06 |Target 002: 5.48e-07 |Target 003: 9.84e-07 |Target 004: 9.82e-07 +Target 005: 7.02e-06 |Target 006: 7.76e-06 |Target 007: 8.98e-07 |Target 008: 2.80e-06 |Target 009: 4.00e-06 +Target 010: 7.96e-07 |Target 011: 1.16e-06 |Target 012: 8.17e-07 |Target 013: 2.03e-06 |Target 014: 1.31e-06 +Target 015: 1.14e-06 |Target 016: 2.80e-06 |Target 017: 2.61e-06 |Target 018: 5.77e-06 |Target 019: 4.79e-06 +Target 020: 1.03e-06 |Target 021: 3.99e-06 |Target 022: 1.28e-06 |Target 023: 4.54e-06 |Target 024: 4.13e-06 + +==================== +Epoch #1127 | Time: 00d 05h 02m | LR: 5.00e-04 | Epoch time: 15.38 | Train loss: 6.97e-06 | Val loss: 2.74e-06 +Target 018 has maximum loss 5.41e-06; Target 002 has minimum loss 4.96e-07 +Target 000: 3.23e-06 |Target 001: 3.26e-06 |Target 002: 4.96e-07 |Target 003: 1.05e-06 |Target 004: 8.39e-07 +Target 005: 2.08e-06 |Target 006: 5.33e-06 |Target 007: 9.86e-07 |Target 008: 3.11e-06 |Target 009: 2.82e-06 +Target 010: 5.46e-07 |Target 011: 8.23e-07 |Target 012: 1.07e-06 |Target 013: 1.96e-06 |Target 014: 1.19e-06 +Target 015: 1.13e-06 |Target 016: 2.92e-06 |Target 017: 1.88e-06 |Target 018: 5.41e-06 |Target 019: 4.26e-06 +Target 020: 8.89e-07 |Target 021: 2.66e-06 |Target 022: 1.12e-06 |Target 023: 4.44e-06 |Target 024: 4.90e-06 + +==================== +Epoch #1128 | Time: 00d 05h 02m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.00e-06 | Val loss: 2.72e-06 +Target 006 has maximum loss 1.39e-05; Target 002 has minimum loss 4.88e-07 +Target 000: 5.78e-06 |Target 001: 3.38e-06 |Target 002: 4.88e-07 |Target 003: 7.30e-07 |Target 004: 8.16e-07 +Target 005: 3.63e-06 |Target 006: 1.39e-05 |Target 007: 8.68e-07 |Target 008: 2.74e-06 |Target 009: 2.78e-06 +Target 010: 5.93e-07 |Target 011: 8.22e-07 |Target 012: 7.73e-07 |Target 013: 1.96e-06 |Target 014: 1.33e-06 +Target 015: 1.01e-06 |Target 016: 2.80e-06 |Target 017: 1.83e-06 |Target 018: 5.65e-06 |Target 019: 4.67e-06 +Target 020: 8.90e-07 |Target 021: 2.63e-06 |Target 022: 1.17e-06 |Target 023: 4.67e-06 |Target 024: 3.94e-06 + +==================== +Epoch #1129 | Time: 00d 05h 02m | LR: 5.00e-04 | Epoch time: 15.45 | Train loss: 7.09e-06 | Val loss: 2.82e-06 +Target 006 has maximum loss 1.33e-05; Target 002 has minimum loss 5.72e-07 +Target 000: 3.12e-06 |Target 001: 9.24e-06 |Target 002: 5.72e-07 |Target 003: 1.27e-06 |Target 004: 8.81e-07 +Target 005: 1.83e-06 |Target 006: 1.33e-05 |Target 007: 1.20e-06 |Target 008: 2.54e-06 |Target 009: 2.87e-06 +Target 010: 6.49e-07 |Target 011: 8.80e-07 |Target 012: 1.29e-06 |Target 013: 1.83e-06 |Target 014: 1.17e-06 +Target 015: 1.29e-06 |Target 016: 3.03e-06 |Target 017: 1.95e-06 |Target 018: 5.26e-06 |Target 019: 4.72e-06 +Target 020: 9.25e-07 |Target 021: 2.86e-06 |Target 022: 1.10e-06 |Target 023: 4.24e-06 |Target 024: 4.63e-06 + +==================== +Epoch #1130 | Time: 00d 05h 03m | LR: 5.00e-04 | Epoch time: 15.49 | Train loss: 7.39e-06 | Val loss: 3.00e-06 +Target 001 has maximum loss 1.48e-05; Target 002 has minimum loss 7.42e-07 +Target 000: 9.45e-06 |Target 001: 1.48e-05 |Target 002: 7.42e-07 |Target 003: 9.84e-07 |Target 004: 9.05e-07 +Target 005: 9.05e-06 |Target 006: 5.36e-06 |Target 007: 1.15e-06 |Target 008: 3.25e-06 |Target 009: 3.44e-06 +Target 010: 9.83e-07 |Target 011: 9.94e-07 |Target 012: 9.51e-07 |Target 013: 2.97e-06 |Target 014: 1.39e-06 +Target 015: 1.22e-06 |Target 016: 2.67e-06 |Target 017: 1.76e-06 |Target 018: 5.85e-06 |Target 019: 4.35e-06 +Target 020: 9.82e-07 |Target 021: 3.27e-06 |Target 022: 1.23e-06 |Target 023: 4.29e-06 |Target 024: 4.67e-06 + +==================== +Epoch #1131 | Time: 00d 05h 03m | LR: 5.00e-04 | Epoch time: 15.44 | Train loss: 7.39e-06 | Val loss: 3.05e-06 +Target 006 has maximum loss 1.50e-05; Target 002 has minimum loss 4.69e-07 +Target 000: 1.33e-05 |Target 001: 1.28e-05 |Target 002: 4.69e-07 |Target 003: 7.72e-07 |Target 004: 9.06e-07 +Target 005: 8.33e-06 |Target 006: 1.50e-05 |Target 007: 9.89e-07 |Target 008: 3.15e-06 |Target 009: 3.33e-06 +Target 010: 7.02e-07 |Target 011: 9.37e-07 |Target 012: 1.20e-06 |Target 013: 1.79e-06 |Target 014: 1.14e-06 +Target 015: 1.12e-06 |Target 016: 3.04e-06 |Target 017: 2.43e-06 |Target 018: 5.26e-06 |Target 019: 4.57e-06 +Target 020: 9.14e-07 |Target 021: 3.19e-06 |Target 022: 1.10e-06 |Target 023: 4.90e-06 |Target 024: 4.75e-06 + +==================== +Epoch #1132 | Time: 00d 05h 03m | LR: 5.00e-04 | Epoch time: 15.33 | Train loss: 7.31e-06 | Val loss: 3.02e-06 +Target 005 has maximum loss 1.38e-05; Target 002 has minimum loss 5.08e-07 +Target 000: 3.08e-06 |Target 001: 3.43e-06 |Target 002: 5.08e-07 |Target 003: 1.36e-06 |Target 004: 1.20e-06 +Target 005: 1.38e-05 |Target 006: 5.81e-06 |Target 007: 1.20e-06 |Target 008: 2.59e-06 |Target 009: 2.97e-06 +Target 010: 7.84e-07 |Target 011: 9.27e-07 |Target 012: 1.17e-06 |Target 013: 1.99e-06 |Target 014: 1.25e-06 +Target 015: 1.44e-06 |Target 016: 3.39e-06 |Target 017: 2.26e-06 |Target 018: 6.24e-06 |Target 019: 4.47e-06 +Target 020: 1.01e-06 |Target 021: 2.87e-06 |Target 022: 1.17e-06 |Target 023: 4.53e-06 |Target 024: 5.24e-06 + +==================== +Epoch #1133 | Time: 00d 05h 03m | LR: 5.00e-04 | Epoch time: 15.45 | Train loss: 7.10e-06 | Val loss: 3.06e-06 +Target 001 has maximum loss 1.66e-05; Target 002 has minimum loss 6.06e-07 +Target 000: 7.27e-06 |Target 001: 1.66e-05 |Target 002: 6.06e-07 |Target 003: 1.02e-06 |Target 004: 1.03e-06 +Target 005: 4.49e-06 |Target 006: 7.23e-06 |Target 007: 1.13e-06 |Target 008: 2.72e-06 |Target 009: 3.01e-06 +Target 010: 9.15e-07 |Target 011: 9.93e-07 |Target 012: 1.70e-06 |Target 013: 2.48e-06 |Target 014: 1.17e-06 +Target 015: 1.20e-06 |Target 016: 3.89e-06 |Target 017: 2.30e-06 |Target 018: 6.10e-06 |Target 019: 4.43e-06 +Target 020: 9.42e-07 |Target 021: 3.07e-06 |Target 022: 1.27e-06 |Target 023: 4.23e-06 |Target 024: 4.94e-06 + +==================== +Epoch #1134 | Time: 00d 05h 04m | LR: 5.00e-04 | Epoch time: 15.43 | Train loss: 7.04e-06 | Val loss: 2.79e-06 +Target 006 has maximum loss 1.64e-05; Target 010 has minimum loss 6.19e-07 +Target 000: 4.04e-06 |Target 001: 8.57e-06 |Target 002: 7.39e-07 |Target 003: 9.46e-07 |Target 004: 9.06e-07 +Target 005: 5.10e-06 |Target 006: 1.64e-05 |Target 007: 1.25e-06 |Target 008: 3.15e-06 |Target 009: 2.66e-06 +Target 010: 6.19e-07 |Target 011: 8.48e-07 |Target 012: 8.78e-07 |Target 013: 1.95e-06 |Target 014: 1.18e-06 +Target 015: 1.16e-06 |Target 016: 2.70e-06 |Target 017: 2.08e-06 |Target 018: 5.47e-06 |Target 019: 4.45e-06 +Target 020: 8.77e-07 |Target 021: 2.50e-06 |Target 022: 1.13e-06 |Target 023: 4.42e-06 |Target 024: 4.33e-06 + +==================== +Epoch #1135 | Time: 00d 05h 04m | LR: 5.00e-04 | Epoch time: 15.56 | Train loss: 7.06e-06 | Val loss: 2.99e-06 +Target 018 has maximum loss 6.14e-06; Target 010 has minimum loss 5.40e-07 +Target 000: 4.34e-06 |Target 001: 4.16e-06 |Target 002: 7.24e-07 |Target 003: 2.26e-06 |Target 004: 9.40e-07 +Target 005: 3.84e-06 |Target 006: 5.75e-06 |Target 007: 1.10e-06 |Target 008: 2.63e-06 |Target 009: 3.02e-06 +Target 010: 5.40e-07 |Target 011: 1.15e-06 |Target 012: 1.17e-06 |Target 013: 2.07e-06 |Target 014: 1.32e-06 +Target 015: 1.18e-06 |Target 016: 3.47e-06 |Target 017: 2.14e-06 |Target 018: 6.14e-06 |Target 019: 4.78e-06 +Target 020: 1.28e-06 |Target 021: 2.89e-06 |Target 022: 1.22e-06 |Target 023: 4.82e-06 |Target 024: 4.84e-06 + +==================== +Epoch #1136 | Time: 00d 05h 04m | LR: 5.00e-04 | Epoch time: 15.46 | Train loss: 7.45e-06 | Val loss: 3.44e-06 +Target 001 has maximum loss 1.62e-05; Target 010 has minimum loss 7.79e-07 +Target 000: 7.57e-06 |Target 001: 1.62e-05 |Target 002: 9.58e-07 |Target 003: 1.16e-06 |Target 004: 9.30e-07 +Target 005: 6.82e-06 |Target 006: 1.34e-05 |Target 007: 1.97e-06 |Target 008: 3.34e-06 |Target 009: 3.04e-06 +Target 010: 7.79e-07 |Target 011: 1.02e-06 |Target 012: 1.04e-06 |Target 013: 2.17e-06 |Target 014: 1.81e-06 +Target 015: 1.27e-06 |Target 016: 3.62e-06 |Target 017: 2.76e-06 |Target 018: 7.16e-06 |Target 019: 5.30e-06 +Target 020: 1.40e-06 |Target 021: 2.96e-06 |Target 022: 1.95e-06 |Target 023: 5.57e-06 |Target 024: 4.65e-06 + +==================== +Epoch #1137 | Time: 00d 05h 05m | LR: 5.00e-04 | Epoch time: 15.47 | Train loss: 7.26e-06 | Val loss: 3.20e-06 +Target 001 has maximum loss 7.76e-06; Target 002 has minimum loss 7.24e-07 +Target 000: 3.09e-06 |Target 001: 7.76e-06 |Target 002: 7.24e-07 |Target 003: 1.84e-06 |Target 004: 1.26e-06 +Target 005: 7.63e-06 |Target 006: 7.63e-06 |Target 007: 8.95e-07 |Target 008: 3.71e-06 |Target 009: 3.43e-06 +Target 010: 8.27e-07 |Target 011: 9.06e-07 |Target 012: 1.34e-06 |Target 013: 2.79e-06 |Target 014: 1.32e-06 +Target 015: 1.55e-06 |Target 016: 3.66e-06 |Target 017: 2.26e-06 |Target 018: 5.88e-06 |Target 019: 5.13e-06 +Target 020: 1.18e-06 |Target 021: 3.53e-06 |Target 022: 1.19e-06 |Target 023: 5.75e-06 |Target 024: 4.53e-06 + +==================== +Epoch #1138 | Time: 00d 05h 05m | LR: 5.00e-04 | Epoch time: 15.72 | Train loss: 7.90e-06 | Val loss: 3.12e-06 +Target 006 has maximum loss 1.02e-05; Target 002 has minimum loss 6.12e-07 +Target 000: 5.37e-06 |Target 001: 3.54e-06 |Target 002: 6.12e-07 |Target 003: 1.50e-06 |Target 004: 1.69e-06 +Target 005: 9.50e-06 |Target 006: 1.02e-05 |Target 007: 1.88e-06 |Target 008: 3.46e-06 |Target 009: 3.28e-06 +Target 010: 6.16e-07 |Target 011: 1.15e-06 |Target 012: 1.23e-06 |Target 013: 2.11e-06 |Target 014: 1.56e-06 +Target 015: 1.21e-06 |Target 016: 3.15e-06 |Target 017: 2.45e-06 |Target 018: 5.80e-06 |Target 019: 5.08e-06 +Target 020: 1.34e-06 |Target 021: 3.23e-06 |Target 022: 1.48e-06 |Target 023: 4.89e-06 |Target 024: 4.43e-06 + +==================== +Epoch #1139 | Time: 00d 05h 05m | LR: 5.00e-04 | Epoch time: 15.46 | Train loss: 7.24e-06 | Val loss: 3.07e-06 +Target 006 has maximum loss 1.42e-05; Target 002 has minimum loss 7.59e-07 +Target 000: 6.19e-06 |Target 001: 3.93e-06 |Target 002: 7.59e-07 |Target 003: 1.36e-06 |Target 004: 1.13e-06 +Target 005: 3.19e-06 |Target 006: 1.42e-05 |Target 007: 9.04e-07 |Target 008: 3.98e-06 |Target 009: 3.16e-06 +Target 010: 8.01e-07 |Target 011: 8.50e-07 |Target 012: 1.12e-06 |Target 013: 2.60e-06 |Target 014: 1.19e-06 +Target 015: 1.20e-06 |Target 016: 3.30e-06 |Target 017: 3.51e-06 |Target 018: 5.73e-06 |Target 019: 5.18e-06 +Target 020: 1.06e-06 |Target 021: 3.16e-06 |Target 022: 1.14e-06 |Target 023: 4.77e-06 |Target 024: 4.34e-06 + +==================== +Epoch #1140 | Time: 00d 05h 05m | LR: 5.00e-04 | Epoch time: 15.43 | Train loss: 7.35e-06 | Val loss: 3.17e-06 +Target 001 has maximum loss 1.42e-05; Target 002 has minimum loss 5.11e-07 +Target 000: 4.44e-06 |Target 001: 1.42e-05 |Target 002: 5.11e-07 |Target 003: 1.65e-06 |Target 004: 1.14e-06 +Target 005: 4.48e-06 |Target 006: 6.00e-06 |Target 007: 1.52e-06 |Target 008: 3.46e-06 |Target 009: 3.15e-06 +Target 010: 7.22e-07 |Target 011: 8.40e-07 |Target 012: 1.85e-06 |Target 013: 2.45e-06 |Target 014: 1.36e-06 +Target 015: 1.28e-06 |Target 016: 3.10e-06 |Target 017: 2.11e-06 |Target 018: 7.11e-06 |Target 019: 5.02e-06 +Target 020: 1.06e-06 |Target 021: 3.30e-06 |Target 022: 1.24e-06 |Target 023: 5.37e-06 |Target 024: 4.29e-06 + +==================== +Epoch #1141 | Time: 00d 05h 06m | LR: 5.00e-04 | Epoch time: 15.46 | Train loss: 7.45e-06 | Val loss: 3.08e-06 +Target 006 has maximum loss 8.63e-06; Target 010 has minimum loss 5.62e-07 +Target 000: 8.04e-06 |Target 001: 1.81e-06 |Target 002: 6.06e-07 |Target 003: 9.16e-07 |Target 004: 8.80e-07 +Target 005: 5.83e-06 |Target 006: 8.63e-06 |Target 007: 9.10e-07 |Target 008: 2.76e-06 |Target 009: 3.92e-06 +Target 010: 5.62e-07 |Target 011: 9.04e-07 |Target 012: 1.12e-06 |Target 013: 3.60e-06 |Target 014: 1.24e-06 +Target 015: 1.12e-06 |Target 016: 3.30e-06 |Target 017: 3.25e-06 |Target 018: 6.84e-06 |Target 019: 5.25e-06 +Target 020: 1.02e-06 |Target 021: 3.50e-06 |Target 022: 1.12e-06 |Target 023: 4.77e-06 |Target 024: 3.86e-06 + +==================== +Epoch #1142 | Time: 00d 05h 06m | LR: 5.00e-04 | Epoch time: 15.33 | Train loss: 7.32e-06 | Val loss: 3.69e-06 +Target 006 has maximum loss 1.37e-05; Target 010 has minimum loss 7.04e-07 +Target 000: 6.88e-06 |Target 001: 2.94e-06 |Target 002: 8.24e-07 |Target 003: 1.29e-06 |Target 004: 9.24e-07 +Target 005: 2.68e-06 |Target 006: 1.37e-05 |Target 007: 2.41e-06 |Target 008: 3.79e-06 |Target 009: 6.18e-06 +Target 010: 7.04e-07 |Target 011: 9.00e-07 |Target 012: 1.44e-06 |Target 013: 2.49e-06 |Target 014: 1.51e-06 +Target 015: 1.28e-06 |Target 016: 2.88e-06 |Target 017: 2.87e-06 |Target 018: 6.17e-06 |Target 019: 4.82e-06 +Target 020: 1.07e-06 |Target 021: 6.25e-06 |Target 022: 1.37e-06 |Target 023: 5.02e-06 |Target 024: 7.05e-06 + +==================== +Epoch #1143 | Time: 00d 05h 06m | LR: 5.00e-04 | Epoch time: 15.43 | Train loss: 7.54e-06 | Val loss: 3.32e-06 +Target 006 has maximum loss 9.88e-06; Target 010 has minimum loss 6.60e-07 +Target 000: 4.96e-06 |Target 001: 4.33e-06 |Target 002: 8.72e-07 |Target 003: 2.47e-06 |Target 004: 8.67e-07 +Target 005: 5.08e-06 |Target 006: 9.88e-06 |Target 007: 1.30e-06 |Target 008: 2.93e-06 |Target 009: 6.44e-06 +Target 010: 6.60e-07 |Target 011: 8.60e-07 |Target 012: 1.36e-06 |Target 013: 2.91e-06 |Target 014: 1.74e-06 +Target 015: 1.31e-06 |Target 016: 3.34e-06 |Target 017: 3.19e-06 |Target 018: 6.03e-06 |Target 019: 5.09e-06 +Target 020: 1.42e-06 |Target 021: 4.17e-06 |Target 022: 1.17e-06 |Target 023: 4.42e-06 |Target 024: 4.95e-06 + +==================== +Epoch #1144 | Time: 00d 05h 06m | LR: 5.00e-04 | Epoch time: 15.50 | Train loss: 7.41e-06 | Val loss: 3.03e-06 +Target 000 has maximum loss 1.40e-05; Target 002 has minimum loss 5.08e-07 +Target 000: 1.40e-05 |Target 001: 7.12e-06 |Target 002: 5.08e-07 |Target 003: 9.72e-07 |Target 004: 1.65e-06 +Target 005: 7.69e-06 |Target 006: 8.04e-06 |Target 007: 1.51e-06 |Target 008: 2.82e-06 |Target 009: 3.33e-06 +Target 010: 5.48e-07 |Target 011: 8.79e-07 |Target 012: 1.69e-06 |Target 013: 1.79e-06 |Target 014: 1.26e-06 +Target 015: 1.48e-06 |Target 016: 2.81e-06 |Target 017: 2.35e-06 |Target 018: 6.21e-06 |Target 019: 4.68e-06 +Target 020: 1.04e-06 |Target 021: 3.07e-06 |Target 022: 1.18e-06 |Target 023: 4.50e-06 |Target 024: 4.47e-06 + +==================== +Epoch #1145 | Time: 00d 05h 07m | LR: 5.00e-04 | Epoch time: 15.33 | Train loss: 7.28e-06 | Val loss: 3.15e-06 +Target 000 has maximum loss 1.93e-05; Target 002 has minimum loss 8.22e-07 +Target 000: 1.93e-05 |Target 001: 4.76e-06 |Target 002: 8.22e-07 |Target 003: 2.33e-06 |Target 004: 8.46e-07 +Target 005: 6.73e-06 |Target 006: 1.40e-05 |Target 007: 8.78e-07 |Target 008: 2.91e-06 |Target 009: 3.24e-06 +Target 010: 8.72e-07 |Target 011: 8.85e-07 |Target 012: 1.01e-06 |Target 013: 2.39e-06 |Target 014: 1.40e-06 +Target 015: 1.30e-06 |Target 016: 4.21e-06 |Target 017: 3.85e-06 |Target 018: 5.62e-06 |Target 019: 4.62e-06 +Target 020: 1.09e-06 |Target 021: 3.47e-06 |Target 022: 1.46e-06 |Target 023: 4.47e-06 |Target 024: 4.25e-06 + +==================== +Epoch #1146 | Time: 00d 05h 07m | LR: 5.00e-04 | Epoch time: 15.29 | Train loss: 7.42e-06 | Val loss: 3.20e-06 +Target 001 has maximum loss 1.21e-05; Target 002 has minimum loss 6.32e-07 +Target 000: 5.24e-06 |Target 001: 1.21e-05 |Target 002: 6.32e-07 |Target 003: 1.11e-06 |Target 004: 9.17e-07 +Target 005: 9.48e-06 |Target 006: 7.82e-06 |Target 007: 1.97e-06 |Target 008: 3.97e-06 |Target 009: 4.92e-06 +Target 010: 7.26e-07 |Target 011: 1.67e-06 |Target 012: 1.23e-06 |Target 013: 2.23e-06 |Target 014: 1.24e-06 +Target 015: 1.66e-06 |Target 016: 4.85e-06 |Target 017: 2.56e-06 |Target 018: 5.82e-06 |Target 019: 4.89e-06 +Target 020: 1.11e-06 |Target 021: 3.45e-06 |Target 022: 1.28e-06 |Target 023: 4.56e-06 |Target 024: 4.74e-06 + +==================== +Epoch #1147 | Time: 00d 05h 07m | LR: 5.00e-04 | Epoch time: 15.37 | Train loss: 7.19e-06 | Val loss: 3.02e-06 +Target 006 has maximum loss 1.47e-05; Target 010 has minimum loss 6.49e-07 +Target 000: 8.64e-06 |Target 001: 3.90e-06 |Target 002: 6.84e-07 |Target 003: 9.87e-07 |Target 004: 1.11e-06 +Target 005: 6.40e-06 |Target 006: 1.47e-05 |Target 007: 8.63e-07 |Target 008: 2.85e-06 |Target 009: 2.75e-06 +Target 010: 6.49e-07 |Target 011: 1.03e-06 |Target 012: 1.57e-06 |Target 013: 2.25e-06 |Target 014: 1.29e-06 +Target 015: 1.16e-06 |Target 016: 3.19e-06 |Target 017: 2.03e-06 |Target 018: 6.22e-06 |Target 019: 4.26e-06 +Target 020: 9.76e-07 |Target 021: 2.83e-06 |Target 022: 1.13e-06 |Target 023: 4.32e-06 |Target 024: 5.19e-06 + +==================== +Epoch #1148 | Time: 00d 05h 07m | LR: 5.00e-04 | Epoch time: 15.37 | Train loss: 7.05e-06 | Val loss: 2.87e-06 +Target 006 has maximum loss 2.05e-05; Target 010 has minimum loss 5.22e-07 +Target 000: 3.83e-06 |Target 001: 1.09e-05 |Target 002: 6.27e-07 |Target 003: 1.24e-06 |Target 004: 8.79e-07 +Target 005: 2.53e-06 |Target 006: 2.05e-05 |Target 007: 8.56e-07 |Target 008: 2.43e-06 |Target 009: 2.73e-06 +Target 010: 5.22e-07 |Target 011: 1.00e-06 |Target 012: 1.04e-06 |Target 013: 1.96e-06 |Target 014: 1.17e-06 +Target 015: 1.21e-06 |Target 016: 2.55e-06 |Target 017: 1.89e-06 |Target 018: 6.46e-06 |Target 019: 4.31e-06 +Target 020: 9.30e-07 |Target 021: 2.52e-06 |Target 022: 1.07e-06 |Target 023: 4.49e-06 |Target 024: 4.55e-06 + +==================== +Epoch #1149 | Time: 00d 05h 08m | LR: 5.00e-04 | Epoch time: 15.44 | Train loss: 7.05e-06 | Val loss: 3.17e-06 +Target 018 has maximum loss 8.99e-06; Target 002 has minimum loss 6.58e-07 +Target 000: 2.71e-06 |Target 001: 3.74e-06 |Target 002: 6.58e-07 |Target 003: 1.66e-06 |Target 004: 1.47e-06 +Target 005: 2.19e-06 |Target 006: 7.54e-06 |Target 007: 1.13e-06 |Target 008: 3.17e-06 |Target 009: 2.84e-06 +Target 010: 8.52e-07 |Target 011: 9.57e-07 |Target 012: 1.17e-06 |Target 013: 2.52e-06 |Target 014: 1.33e-06 +Target 015: 1.23e-06 |Target 016: 5.25e-06 |Target 017: 2.19e-06 |Target 018: 8.99e-06 |Target 019: 5.10e-06 +Target 020: 1.22e-06 |Target 021: 2.59e-06 |Target 022: 1.28e-06 |Target 023: 5.04e-06 |Target 024: 4.39e-06 + +==================== +Epoch #1150 | Time: 00d 05h 08m | LR: 5.00e-04 | Epoch time: 15.34 | Train loss: 7.17e-06 | Val loss: 3.10e-06 +Target 001 has maximum loss 8.64e-06; Target 002 has minimum loss 6.31e-07 +Target 000: 7.14e-06 |Target 001: 8.64e-06 |Target 002: 6.31e-07 |Target 003: 1.49e-06 |Target 004: 9.97e-07 +Target 005: 2.21e-06 |Target 006: 6.82e-06 |Target 007: 1.26e-06 |Target 008: 3.88e-06 |Target 009: 3.11e-06 +Target 010: 7.49e-07 |Target 011: 1.03e-06 |Target 012: 1.33e-06 |Target 013: 2.51e-06 |Target 014: 1.17e-06 +Target 015: 1.22e-06 |Target 016: 2.98e-06 |Target 017: 2.06e-06 |Target 018: 6.85e-06 |Target 019: 5.05e-06 +Target 020: 1.06e-06 |Target 021: 3.04e-06 |Target 022: 1.13e-06 |Target 023: 5.07e-06 |Target 024: 4.70e-06 + +==================== +Epoch #1151 | Time: 00d 05h 08m | LR: 5.00e-04 | Epoch time: 15.52 | Train loss: 7.35e-06 | Val loss: 3.41e-06 +Target 001 has maximum loss 2.12e-05; Target 002 has minimum loss 6.58e-07 +Target 000: 4.29e-06 |Target 001: 2.12e-05 |Target 002: 6.58e-07 |Target 003: 2.85e-06 |Target 004: 9.52e-07 +Target 005: 6.77e-06 |Target 006: 1.19e-05 |Target 007: 2.15e-06 |Target 008: 3.55e-06 |Target 009: 3.04e-06 +Target 010: 1.25e-06 |Target 011: 1.21e-06 |Target 012: 1.50e-06 |Target 013: 2.58e-06 |Target 014: 1.38e-06 +Target 015: 1.16e-06 |Target 016: 3.13e-06 |Target 017: 3.05e-06 |Target 018: 6.23e-06 |Target 019: 4.89e-06 +Target 020: 1.28e-06 |Target 021: 2.84e-06 |Target 022: 1.20e-06 |Target 023: 4.76e-06 |Target 024: 5.58e-06 + +==================== +Epoch #1152 | Time: 00d 05h 08m | LR: 5.00e-04 | Epoch time: 15.54 | Train loss: 7.67e-06 | Val loss: 3.42e-06 +Target 001 has maximum loss 1.45e-05; Target 010 has minimum loss 6.48e-07 +Target 000: 6.83e-06 |Target 001: 1.45e-05 |Target 002: 8.20e-07 |Target 003: 3.02e-06 |Target 004: 1.07e-06 +Target 005: 3.06e-06 |Target 006: 6.53e-06 |Target 007: 9.31e-07 |Target 008: 5.41e-06 |Target 009: 3.79e-06 +Target 010: 6.48e-07 |Target 011: 1.21e-06 |Target 012: 1.33e-06 |Target 013: 2.10e-06 |Target 014: 1.52e-06 +Target 015: 1.44e-06 |Target 016: 3.68e-06 |Target 017: 2.00e-06 |Target 018: 6.13e-06 |Target 019: 4.77e-06 +Target 020: 9.86e-07 |Target 021: 3.61e-06 |Target 022: 1.29e-06 |Target 023: 5.85e-06 |Target 024: 5.68e-06 + +==================== +Epoch #1153 | Time: 00d 05h 09m | LR: 5.00e-04 | Epoch time: 15.41 | Train loss: 7.95e-06 | Val loss: 2.68e-06 +Target 006 has maximum loss 5.74e-06; Target 010 has minimum loss 5.82e-07 +Target 000: 3.48e-06 |Target 001: 5.35e-06 |Target 002: 7.08e-07 |Target 003: 1.09e-06 |Target 004: 1.12e-06 +Target 005: 2.61e-06 |Target 006: 5.74e-06 |Target 007: 9.21e-07 |Target 008: 3.47e-06 |Target 009: 2.64e-06 +Target 010: 5.82e-07 |Target 011: 9.69e-07 |Target 012: 1.22e-06 |Target 013: 2.01e-06 |Target 014: 1.30e-06 +Target 015: 1.09e-06 |Target 016: 3.72e-06 |Target 017: 2.27e-06 |Target 018: 5.27e-06 |Target 019: 4.29e-06 +Target 020: 9.11e-07 |Target 021: 2.77e-06 |Target 022: 1.11e-06 |Target 023: 4.53e-06 |Target 024: 3.81e-06 + +==================== +Epoch #1154 | Time: 00d 05h 09m | LR: 5.00e-04 | Epoch time: 15.57 | Train loss: 7.19e-06 | Val loss: 3.65e-06 +Target 000 has maximum loss 1.55e-05; Target 002 has minimum loss 6.63e-07 +Target 000: 1.55e-05 |Target 001: 9.06e-06 |Target 002: 6.63e-07 |Target 003: 1.51e-06 |Target 004: 1.02e-06 +Target 005: 6.89e-06 |Target 006: 1.37e-05 |Target 007: 1.07e-06 |Target 008: 3.00e-06 |Target 009: 3.31e-06 +Target 010: 1.22e-06 |Target 011: 1.33e-06 |Target 012: 2.02e-06 |Target 013: 4.82e-06 |Target 014: 1.24e-06 +Target 015: 1.66e-06 |Target 016: 2.91e-06 |Target 017: 4.14e-06 |Target 018: 7.54e-06 |Target 019: 5.33e-06 +Target 020: 9.14e-07 |Target 021: 3.63e-06 |Target 022: 1.18e-06 |Target 023: 5.95e-06 |Target 024: 4.59e-06 + +==================== +Epoch #1155 | Time: 00d 05h 09m | LR: 5.00e-04 | Epoch time: 15.36 | Train loss: 8.06e-06 | Val loss: 3.86e-06 +Target 006 has maximum loss 1.57e-05; Target 002 has minimum loss 5.34e-07 +Target 000: 5.45e-06 |Target 001: 1.75e-06 |Target 002: 5.34e-07 |Target 003: 1.57e-06 |Target 004: 1.32e-06 +Target 005: 7.08e-06 |Target 006: 1.57e-05 |Target 007: 1.17e-06 |Target 008: 4.54e-06 |Target 009: 6.98e-06 +Target 010: 6.64e-07 |Target 011: 1.07e-06 |Target 012: 8.77e-07 |Target 013: 2.04e-06 |Target 014: 1.58e-06 +Target 015: 1.30e-06 |Target 016: 3.99e-06 |Target 017: 4.38e-06 |Target 018: 8.04e-06 |Target 019: 5.21e-06 +Target 020: 1.44e-06 |Target 021: 4.17e-06 |Target 022: 1.43e-06 |Target 023: 5.37e-06 |Target 024: 6.63e-06 + +==================== +Epoch #1156 | Time: 00d 05h 10m | LR: 5.00e-04 | Epoch time: 15.39 | Train loss: 7.49e-06 | Val loss: 3.50e-06 +Target 001 has maximum loss 1.47e-05; Target 010 has minimum loss 6.76e-07 +Target 000: 8.08e-06 |Target 001: 1.47e-05 |Target 002: 7.44e-07 |Target 003: 9.82e-07 |Target 004: 1.11e-06 +Target 005: 9.63e-06 |Target 006: 6.97e-06 |Target 007: 9.76e-07 |Target 008: 2.71e-06 |Target 009: 4.10e-06 +Target 010: 6.76e-07 |Target 011: 1.16e-06 |Target 012: 1.05e-06 |Target 013: 2.24e-06 |Target 014: 1.35e-06 +Target 015: 1.05e-06 |Target 016: 4.28e-06 |Target 017: 2.64e-06 |Target 018: 5.61e-06 |Target 019: 4.72e-06 +Target 020: 9.29e-07 |Target 021: 5.11e-06 |Target 022: 1.29e-06 |Target 023: 4.84e-06 |Target 024: 6.85e-06 + +==================== +Epoch #1157 | Time: 00d 05h 10m | LR: 5.00e-04 | Epoch time: 15.45 | Train loss: 7.47e-06 | Val loss: 2.74e-06 +Target 000 has maximum loss 1.57e-05; Target 002 has minimum loss 4.73e-07 +Target 000: 1.57e-05 |Target 001: 4.46e-06 |Target 002: 4.73e-07 |Target 003: 7.89e-07 |Target 004: 8.32e-07 +Target 005: 3.57e-06 |Target 006: 7.01e-06 |Target 007: 8.60e-07 |Target 008: 2.67e-06 |Target 009: 2.78e-06 +Target 010: 5.30e-07 |Target 011: 9.20e-07 |Target 012: 8.89e-07 |Target 013: 2.43e-06 |Target 014: 1.12e-06 +Target 015: 1.20e-06 |Target 016: 3.24e-06 |Target 017: 2.15e-06 |Target 018: 6.29e-06 |Target 019: 4.26e-06 +Target 020: 8.83e-07 |Target 021: 2.96e-06 |Target 022: 1.12e-06 |Target 023: 4.31e-06 |Target 024: 3.79e-06 + +==================== +Epoch #1158 | Time: 00d 05h 10m | LR: 5.00e-04 | Epoch time: 15.48 | Train loss: 7.01e-06 | Val loss: 2.93e-06 +Target 005 has maximum loss 1.52e-05; Target 002 has minimum loss 8.24e-07 +Target 000: 4.27e-06 |Target 001: 7.70e-06 |Target 002: 8.24e-07 |Target 003: 1.27e-06 |Target 004: 1.09e-06 +Target 005: 1.52e-05 |Target 006: 6.16e-06 |Target 007: 9.35e-07 |Target 008: 2.77e-06 |Target 009: 4.17e-06 +Target 010: 9.85e-07 |Target 011: 9.20e-07 |Target 012: 1.32e-06 |Target 013: 2.16e-06 |Target 014: 1.20e-06 +Target 015: 1.33e-06 |Target 016: 3.11e-06 |Target 017: 2.19e-06 |Target 018: 6.05e-06 |Target 019: 4.46e-06 +Target 020: 9.41e-07 |Target 021: 3.23e-06 |Target 022: 1.17e-06 |Target 023: 4.40e-06 |Target 024: 4.15e-06 + +==================== +Epoch #1159 | Time: 00d 05h 10m | LR: 5.00e-04 | Epoch time: 15.38 | Train loss: 7.32e-06 | Val loss: 3.29e-06 +Target 006 has maximum loss 9.24e-06; Target 010 has minimum loss 5.14e-07 +Target 000: 4.12e-06 |Target 001: 7.60e-06 |Target 002: 6.00e-07 |Target 003: 1.11e-06 |Target 004: 1.05e-06 +Target 005: 7.07e-06 |Target 006: 9.24e-06 |Target 007: 1.35e-06 |Target 008: 2.81e-06 |Target 009: 4.46e-06 +Target 010: 5.14e-07 |Target 011: 1.17e-06 |Target 012: 1.90e-06 |Target 013: 1.86e-06 |Target 014: 1.37e-06 +Target 015: 1.13e-06 |Target 016: 3.03e-06 |Target 017: 1.72e-06 |Target 018: 6.16e-06 |Target 019: 4.65e-06 +Target 020: 9.64e-07 |Target 021: 3.82e-06 |Target 022: 1.30e-06 |Target 023: 5.21e-06 |Target 024: 5.93e-06 + +==================== +Epoch #1160 | Time: 00d 05h 11m | LR: 5.00e-04 | Epoch time: 15.34 | Train loss: 7.10e-06 | Val loss: 2.89e-06 +Target 001 has maximum loss 7.54e-06; Target 002 has minimum loss 7.13e-07 +Target 000: 2.52e-06 |Target 001: 7.54e-06 |Target 002: 7.13e-07 |Target 003: 1.07e-06 |Target 004: 9.74e-07 +Target 005: 3.94e-06 |Target 006: 7.12e-06 |Target 007: 1.01e-06 |Target 008: 2.97e-06 |Target 009: 3.74e-06 +Target 010: 8.26e-07 |Target 011: 9.60e-07 |Target 012: 1.55e-06 |Target 013: 1.73e-06 |Target 014: 1.22e-06 +Target 015: 1.35e-06 |Target 016: 3.08e-06 |Target 017: 2.25e-06 |Target 018: 5.94e-06 |Target 019: 4.42e-06 +Target 020: 9.27e-07 |Target 021: 3.13e-06 |Target 022: 1.19e-06 |Target 023: 4.71e-06 |Target 024: 4.48e-06 + +==================== +Epoch #1161 | Time: 00d 05h 11m | LR: 5.00e-04 | Epoch time: 15.52 | Train loss: 7.00e-06 | Val loss: 2.67e-06 +Target 006 has maximum loss 6.32e-06; Target 002 has minimum loss 5.73e-07 +Target 000: 2.83e-06 |Target 001: 3.70e-06 |Target 002: 5.73e-07 |Target 003: 1.03e-06 |Target 004: 9.03e-07 +Target 005: 3.49e-06 |Target 006: 6.32e-06 |Target 007: 1.21e-06 |Target 008: 2.60e-06 |Target 009: 3.66e-06 +Target 010: 5.82e-07 |Target 011: 1.02e-06 |Target 012: 7.88e-07 |Target 013: 2.11e-06 |Target 014: 1.20e-06 +Target 015: 1.32e-06 |Target 016: 2.96e-06 |Target 017: 2.06e-06 |Target 018: 5.24e-06 |Target 019: 4.23e-06 +Target 020: 9.22e-07 |Target 021: 3.00e-06 |Target 022: 1.11e-06 |Target 023: 4.64e-06 |Target 024: 3.99e-06 + +==================== +Epoch #1162 | Time: 00d 05h 11m | LR: 5.00e-04 | Epoch time: 15.43 | Train loss: 7.03e-06 | Val loss: 2.77e-06 +Target 000 has maximum loss 7.47e-06; Target 010 has minimum loss 4.96e-07 +Target 000: 7.47e-06 |Target 001: 4.04e-06 |Target 002: 5.93e-07 |Target 003: 1.80e-06 |Target 004: 1.32e-06 +Target 005: 3.78e-06 |Target 006: 6.93e-06 |Target 007: 1.05e-06 |Target 008: 2.73e-06 |Target 009: 2.68e-06 +Target 010: 4.96e-07 |Target 011: 8.95e-07 |Target 012: 9.73e-07 |Target 013: 2.11e-06 |Target 014: 1.15e-06 +Target 015: 1.18e-06 |Target 016: 3.31e-06 |Target 017: 1.76e-06 |Target 018: 6.14e-06 |Target 019: 4.61e-06 +Target 020: 1.20e-06 |Target 021: 3.09e-06 |Target 022: 1.13e-06 |Target 023: 4.37e-06 |Target 024: 4.03e-06 + +==================== +Epoch #1163 | Time: 00d 05h 11m | LR: 2.50e-04 | Epoch time: 15.53 | Train loss: 6.63e-06 | Val loss: 2.55e-06 +Target 018 has maximum loss 5.47e-06; Target 010 has minimum loss 4.69e-07 +Target 000: 2.74e-06 |Target 001: 2.85e-06 |Target 002: 4.84e-07 |Target 003: 8.59e-07 |Target 004: 8.90e-07 +Target 005: 3.61e-06 |Target 006: 4.73e-06 |Target 007: 8.39e-07 |Target 008: 2.62e-06 |Target 009: 2.71e-06 +Target 010: 4.69e-07 |Target 011: 9.21e-07 |Target 012: 9.01e-07 |Target 013: 1.80e-06 |Target 014: 1.06e-06 +Target 015: 1.03e-06 |Target 016: 2.74e-06 |Target 017: 1.70e-06 |Target 018: 5.47e-06 |Target 019: 4.40e-06 +Target 020: 8.50e-07 |Target 021: 2.70e-06 |Target 022: 1.07e-06 |Target 023: 4.20e-06 |Target 024: 4.08e-06 + +==================== +Epoch #1164 | Time: 00d 05h 12m | LR: 2.50e-04 | Epoch time: 15.34 | Train loss: 6.56e-06 | Val loss: 2.40e-06 +Target 006 has maximum loss 5.58e-06; Target 002 has minimum loss 4.62e-07 +Target 000: 2.09e-06 |Target 001: 1.60e-06 |Target 002: 4.62e-07 |Target 003: 7.94e-07 |Target 004: 7.89e-07 +Target 005: 2.22e-06 |Target 006: 5.58e-06 |Target 007: 9.64e-07 |Target 008: 2.59e-06 |Target 009: 2.69e-06 +Target 010: 6.21e-07 |Target 011: 8.53e-07 |Target 012: 1.04e-06 |Target 013: 1.64e-06 |Target 014: 1.07e-06 +Target 015: 1.03e-06 |Target 016: 2.54e-06 |Target 017: 1.56e-06 |Target 018: 5.17e-06 |Target 019: 4.06e-06 +Target 020: 9.23e-07 |Target 021: 2.43e-06 |Target 022: 1.03e-06 |Target 023: 4.15e-06 |Target 024: 3.65e-06 + +==================== +Epoch #1165 | Time: 00d 05h 12m | LR: 2.50e-04 | Epoch time: 15.53 | Train loss: 6.53e-06 | Val loss: 2.39e-06 +Target 006 has maximum loss 8.61e-06; Target 002 has minimum loss 4.52e-07 +Target 000: 2.28e-06 |Target 001: 7.11e-06 |Target 002: 4.52e-07 |Target 003: 7.06e-07 |Target 004: 8.64e-07 +Target 005: 1.58e-06 |Target 006: 8.61e-06 |Target 007: 8.05e-07 |Target 008: 2.36e-06 |Target 009: 2.87e-06 +Target 010: 4.95e-07 |Target 011: 7.64e-07 |Target 012: 7.41e-07 |Target 013: 1.68e-06 |Target 014: 1.06e-06 +Target 015: 9.95e-07 |Target 016: 2.41e-06 |Target 017: 1.60e-06 |Target 018: 5.12e-06 |Target 019: 4.03e-06 +Target 020: 8.40e-07 |Target 021: 2.48e-06 |Target 022: 1.02e-06 |Target 023: 4.00e-06 |Target 024: 3.52e-06 + +==================== +Epoch #1166 | Time: 00d 05h 12m | LR: 2.50e-04 | Epoch time: 15.45 | Train loss: 6.48e-06 | Val loss: 2.46e-06 +Target 006 has maximum loss 6.11e-06; Target 002 has minimum loss 4.82e-07 +Target 000: 3.95e-06 |Target 001: 4.85e-06 |Target 002: 4.82e-07 |Target 003: 7.23e-07 |Target 004: 8.56e-07 +Target 005: 3.42e-06 |Target 006: 6.11e-06 |Target 007: 8.76e-07 |Target 008: 2.65e-06 |Target 009: 2.58e-06 +Target 010: 5.06e-07 |Target 011: 8.07e-07 |Target 012: 1.32e-06 |Target 013: 1.84e-06 |Target 014: 1.05e-06 +Target 015: 1.01e-06 |Target 016: 2.82e-06 |Target 017: 2.01e-06 |Target 018: 5.25e-06 |Target 019: 4.08e-06 +Target 020: 8.37e-07 |Target 021: 2.48e-06 |Target 022: 1.01e-06 |Target 023: 4.02e-06 |Target 024: 3.55e-06 + +==================== +Epoch #1167 | Time: 00d 05h 12m | LR: 2.50e-04 | Epoch time: 15.39 | Train loss: 6.47e-06 | Val loss: 2.46e-06 +Target 006 has maximum loss 9.66e-06; Target 002 has minimum loss 4.69e-07 +Target 000: 2.52e-06 |Target 001: 1.97e-06 |Target 002: 4.69e-07 |Target 003: 8.11e-07 |Target 004: 8.28e-07 +Target 005: 2.82e-06 |Target 006: 9.66e-06 |Target 007: 8.51e-07 |Target 008: 2.50e-06 |Target 009: 2.67e-06 +Target 010: 4.84e-07 |Target 011: 8.06e-07 |Target 012: 7.65e-07 |Target 013: 1.73e-06 |Target 014: 1.10e-06 +Target 015: 1.03e-06 |Target 016: 2.82e-06 |Target 017: 1.62e-06 |Target 018: 5.67e-06 |Target 019: 4.19e-06 +Target 020: 9.69e-07 |Target 021: 2.59e-06 |Target 022: 1.04e-06 |Target 023: 4.09e-06 |Target 024: 3.60e-06 + +==================== +Epoch #1168 | Time: 00d 05h 13m | LR: 2.50e-04 | Epoch time: 15.44 | Train loss: 6.48e-06 | Val loss: 2.51e-06 +Target 018 has maximum loss 5.84e-06; Target 010 has minimum loss 5.11e-07 +Target 000: 5.16e-06 |Target 001: 2.63e-06 |Target 002: 5.62e-07 |Target 003: 8.08e-07 |Target 004: 9.13e-07 +Target 005: 2.39e-06 |Target 006: 5.66e-06 |Target 007: 9.00e-07 |Target 008: 2.50e-06 |Target 009: 2.66e-06 +Target 010: 5.11e-07 |Target 011: 8.12e-07 |Target 012: 7.81e-07 |Target 013: 1.69e-06 |Target 014: 1.08e-06 +Target 015: 1.04e-06 |Target 016: 2.68e-06 |Target 017: 1.82e-06 |Target 018: 5.84e-06 |Target 019: 4.23e-06 +Target 020: 8.70e-07 |Target 021: 2.56e-06 |Target 022: 1.03e-06 |Target 023: 4.23e-06 |Target 024: 3.76e-06 + +==================== +Epoch #1169 | Time: 00d 05h 13m | LR: 2.50e-04 | Epoch time: 15.34 | Train loss: 6.45e-06 | Val loss: 2.67e-06 +Target 006 has maximum loss 6.64e-06; Target 010 has minimum loss 4.56e-07 +Target 000: 2.49e-06 |Target 001: 1.78e-06 |Target 002: 4.81e-07 |Target 003: 7.70e-07 |Target 004: 8.62e-07 +Target 005: 3.32e-06 |Target 006: 6.64e-06 |Target 007: 8.76e-07 |Target 008: 2.47e-06 |Target 009: 2.60e-06 +Target 010: 4.56e-07 |Target 011: 8.57e-07 |Target 012: 9.42e-07 |Target 013: 1.88e-06 |Target 014: 1.05e-06 +Target 015: 1.06e-06 |Target 016: 2.46e-06 |Target 017: 1.87e-06 |Target 018: 5.37e-06 |Target 019: 4.21e-06 +Target 020: 8.80e-07 |Target 021: 2.49e-06 |Target 022: 1.02e-06 |Target 023: 4.06e-06 |Target 024: 5.12e-06 + +==================== +Epoch #1170 | Time: 00d 05h 13m | LR: 2.50e-04 | Epoch time: 15.49 | Train loss: 6.58e-06 | Val loss: 2.48e-06 +Target 006 has maximum loss 1.23e-05; Target 002 has minimum loss 4.33e-07 +Target 000: 3.67e-06 |Target 001: 6.27e-06 |Target 002: 4.33e-07 |Target 003: 8.37e-07 |Target 004: 8.06e-07 +Target 005: 1.97e-06 |Target 006: 1.23e-05 |Target 007: 8.09e-07 |Target 008: 2.55e-06 |Target 009: 2.66e-06 +Target 010: 4.52e-07 |Target 011: 8.02e-07 |Target 012: 8.48e-07 |Target 013: 1.67e-06 |Target 014: 1.09e-06 +Target 015: 1.00e-06 |Target 016: 2.38e-06 |Target 017: 1.56e-06 |Target 018: 5.27e-06 |Target 019: 4.02e-06 +Target 020: 8.95e-07 |Target 021: 2.60e-06 |Target 022: 1.03e-06 |Target 023: 4.02e-06 |Target 024: 3.82e-06 + +==================== +Epoch #1171 | Time: 00d 05h 13m | LR: 2.50e-04 | Epoch time: 15.38 | Train loss: 6.56e-06 | Val loss: 2.45e-06 +Target 006 has maximum loss 6.61e-06; Target 010 has minimum loss 4.87e-07 +Target 000: 3.04e-06 |Target 001: 4.32e-06 |Target 002: 6.61e-07 |Target 003: 9.27e-07 |Target 004: 9.25e-07 +Target 005: 1.69e-06 |Target 006: 6.61e-06 |Target 007: 9.24e-07 |Target 008: 2.65e-06 |Target 009: 3.01e-06 +Target 010: 4.87e-07 |Target 011: 8.26e-07 |Target 012: 7.98e-07 |Target 013: 1.72e-06 |Target 014: 1.14e-06 +Target 015: 1.03e-06 |Target 016: 2.56e-06 |Target 017: 1.72e-06 |Target 018: 5.25e-06 |Target 019: 4.02e-06 +Target 020: 9.26e-07 |Target 021: 2.63e-06 |Target 022: 1.03e-06 |Target 023: 3.97e-06 |Target 024: 3.74e-06 + +==================== +Epoch #1172 | Time: 00d 05h 14m | LR: 2.50e-04 | Epoch time: 15.57 | Train loss: 6.47e-06 | Val loss: 2.54e-06 +Target 006 has maximum loss 5.70e-06; Target 002 has minimum loss 5.89e-07 +Target 000: 2.73e-06 |Target 001: 2.87e-06 |Target 002: 5.89e-07 |Target 003: 9.42e-07 |Target 004: 8.92e-07 +Target 005: 2.49e-06 |Target 006: 5.70e-06 |Target 007: 1.24e-06 |Target 008: 2.47e-06 |Target 009: 3.14e-06 +Target 010: 6.49e-07 |Target 011: 9.20e-07 |Target 012: 1.09e-06 |Target 013: 1.64e-06 |Target 014: 1.07e-06 +Target 015: 1.15e-06 |Target 016: 2.44e-06 |Target 017: 1.80e-06 |Target 018: 5.43e-06 |Target 019: 4.37e-06 +Target 020: 8.52e-07 |Target 021: 2.55e-06 |Target 022: 1.02e-06 |Target 023: 4.36e-06 |Target 024: 3.77e-06 + +==================== +Epoch #1173 | Time: 00d 05h 14m | LR: 2.50e-04 | Epoch time: 15.57 | Train loss: 6.51e-06 | Val loss: 2.54e-06 +Target 006 has maximum loss 7.24e-06; Target 010 has minimum loss 4.90e-07 +Target 000: 4.15e-06 |Target 001: 4.42e-06 |Target 002: 4.92e-07 |Target 003: 6.87e-07 |Target 004: 8.12e-07 +Target 005: 3.86e-06 |Target 006: 7.24e-06 |Target 007: 8.64e-07 |Target 008: 2.38e-06 |Target 009: 2.52e-06 +Target 010: 4.90e-07 |Target 011: 7.61e-07 |Target 012: 9.26e-07 |Target 013: 2.12e-06 |Target 014: 1.06e-06 +Target 015: 1.02e-06 |Target 016: 2.66e-06 |Target 017: 2.24e-06 |Target 018: 6.12e-06 |Target 019: 4.02e-06 +Target 020: 8.49e-07 |Target 021: 2.44e-06 |Target 022: 1.07e-06 |Target 023: 3.96e-06 |Target 024: 3.75e-06 + +==================== +Epoch #1174 | Time: 00d 05h 14m | LR: 2.50e-04 | Epoch time: 15.46 | Train loss: 6.52e-06 | Val loss: 2.43e-06 +Target 006 has maximum loss 6.03e-06; Target 010 has minimum loss 4.52e-07 +Target 000: 2.97e-06 |Target 001: 1.45e-06 |Target 002: 4.75e-07 |Target 003: 8.50e-07 |Target 004: 8.23e-07 +Target 005: 5.73e-06 |Target 006: 6.03e-06 |Target 007: 7.95e-07 |Target 008: 2.48e-06 |Target 009: 2.78e-06 +Target 010: 4.52e-07 |Target 011: 7.84e-07 |Target 012: 7.10e-07 |Target 013: 1.77e-06 |Target 014: 1.06e-06 +Target 015: 1.01e-06 |Target 016: 2.81e-06 |Target 017: 1.60e-06 |Target 018: 5.41e-06 |Target 019: 4.10e-06 +Target 020: 8.68e-07 |Target 021: 2.50e-06 |Target 022: 9.96e-07 |Target 023: 4.11e-06 |Target 024: 3.68e-06 + +==================== +Epoch #1175 | Time: 00d 05h 15m | LR: 2.50e-04 | Epoch time: 15.39 | Train loss: 6.52e-06 | Val loss: 2.51e-06 +Target 006 has maximum loss 7.37e-06; Target 002 has minimum loss 4.86e-07 +Target 000: 2.65e-06 |Target 001: 2.15e-06 |Target 002: 4.86e-07 |Target 003: 7.92e-07 |Target 004: 8.69e-07 +Target 005: 3.25e-06 |Target 006: 7.37e-06 |Target 007: 9.36e-07 |Target 008: 2.54e-06 |Target 009: 2.77e-06 +Target 010: 5.10e-07 |Target 011: 7.83e-07 |Target 012: 8.20e-07 |Target 013: 1.80e-06 |Target 014: 1.10e-06 +Target 015: 1.20e-06 |Target 016: 2.61e-06 |Target 017: 1.67e-06 |Target 018: 5.73e-06 |Target 019: 4.30e-06 +Target 020: 9.04e-07 |Target 021: 2.63e-06 |Target 022: 1.02e-06 |Target 023: 4.34e-06 |Target 024: 3.69e-06 + +==================== +Epoch #1176 | Time: 00d 05h 15m | LR: 2.50e-04 | Epoch time: 15.36 | Train loss: 6.59e-06 | Val loss: 2.60e-06 +Target 006 has maximum loss 6.16e-06; Target 010 has minimum loss 5.18e-07 +Target 000: 2.90e-06 |Target 001: 4.62e-06 |Target 002: 5.52e-07 |Target 003: 8.24e-07 |Target 004: 1.03e-06 +Target 005: 2.16e-06 |Target 006: 6.16e-06 |Target 007: 8.54e-07 |Target 008: 2.46e-06 |Target 009: 2.70e-06 +Target 010: 5.18e-07 |Target 011: 8.94e-07 |Target 012: 1.50e-06 |Target 013: 1.66e-06 |Target 014: 1.09e-06 +Target 015: 1.05e-06 |Target 016: 2.56e-06 |Target 017: 1.92e-06 |Target 018: 5.47e-06 |Target 019: 4.24e-06 +Target 020: 8.90e-07 |Target 021: 2.64e-06 |Target 022: 1.05e-06 |Target 023: 4.13e-06 |Target 024: 4.19e-06 + +==================== +Epoch #1177 | Time: 00d 05h 15m | LR: 2.50e-04 | Epoch time: 15.35 | Train loss: 6.56e-06 | Val loss: 2.45e-06 +Target 006 has maximum loss 6.75e-06; Target 010 has minimum loss 4.74e-07 +Target 000: 3.23e-06 |Target 001: 2.29e-06 |Target 002: 4.78e-07 |Target 003: 7.53e-07 |Target 004: 7.92e-07 +Target 005: 2.81e-06 |Target 006: 6.75e-06 |Target 007: 8.46e-07 |Target 008: 2.37e-06 |Target 009: 2.75e-06 +Target 010: 4.74e-07 |Target 011: 8.03e-07 |Target 012: 1.03e-06 |Target 013: 1.83e-06 |Target 014: 1.07e-06 +Target 015: 1.11e-06 |Target 016: 2.45e-06 |Target 017: 1.89e-06 |Target 018: 5.18e-06 |Target 019: 4.09e-06 +Target 020: 8.29e-07 |Target 021: 2.49e-06 |Target 022: 1.01e-06 |Target 023: 4.10e-06 |Target 024: 3.74e-06 + +==================== +Epoch #1178 | Time: 00d 05h 15m | LR: 2.50e-04 | Epoch time: 15.30 | Train loss: 6.47e-06 | Val loss: 2.56e-06 +Target 018 has maximum loss 5.86e-06; Target 010 has minimum loss 5.96e-07 +Target 000: 3.40e-06 |Target 001: 1.84e-06 |Target 002: 6.43e-07 |Target 003: 8.72e-07 |Target 004: 1.09e-06 +Target 005: 2.10e-06 |Target 006: 5.25e-06 |Target 007: 8.97e-07 |Target 008: 2.70e-06 |Target 009: 2.66e-06 +Target 010: 5.96e-07 |Target 011: 7.98e-07 |Target 012: 7.93e-07 |Target 013: 1.71e-06 |Target 014: 1.09e-06 +Target 015: 1.14e-06 |Target 016: 2.85e-06 |Target 017: 1.86e-06 |Target 018: 5.86e-06 |Target 019: 4.31e-06 +Target 020: 9.90e-07 |Target 021: 2.53e-06 |Target 022: 1.06e-06 |Target 023: 4.17e-06 |Target 024: 4.05e-06 + +==================== +Epoch #1179 | Time: 00d 05h 16m | LR: 2.50e-04 | Epoch time: 15.48 | Train loss: 6.54e-06 | Val loss: 2.70e-06 +Target 001 has maximum loss 6.22e-06; Target 002 has minimum loss 4.43e-07 +Target 000: 4.19e-06 |Target 001: 6.22e-06 |Target 002: 4.43e-07 |Target 003: 7.42e-07 |Target 004: 7.77e-07 +Target 005: 2.28e-06 |Target 006: 5.39e-06 |Target 007: 8.91e-07 |Target 008: 2.35e-06 |Target 009: 2.52e-06 +Target 010: 4.50e-07 |Target 011: 9.73e-07 |Target 012: 8.91e-07 |Target 013: 1.90e-06 |Target 014: 1.07e-06 +Target 015: 1.02e-06 |Target 016: 2.40e-06 |Target 017: 1.88e-06 |Target 018: 5.32e-06 |Target 019: 4.12e-06 +Target 020: 8.31e-07 |Target 021: 2.38e-06 |Target 022: 1.08e-06 |Target 023: 4.08e-06 |Target 024: 5.31e-06 + +==================== +Epoch #1180 | Time: 00d 05h 16m | LR: 2.50e-04 | Epoch time: 15.42 | Train loss: 6.54e-06 | Val loss: 2.62e-06 +Target 006 has maximum loss 6.96e-06; Target 002 has minimum loss 4.54e-07 +Target 000: 3.15e-06 |Target 001: 3.72e-06 |Target 002: 4.54e-07 |Target 003: 7.94e-07 |Target 004: 8.23e-07 +Target 005: 2.18e-06 |Target 006: 6.96e-06 |Target 007: 8.25e-07 |Target 008: 2.59e-06 |Target 009: 2.67e-06 +Target 010: 5.74e-07 |Target 011: 8.33e-07 |Target 012: 9.46e-07 |Target 013: 2.42e-06 |Target 014: 1.15e-06 +Target 015: 1.01e-06 |Target 016: 2.43e-06 |Target 017: 2.42e-06 |Target 018: 5.61e-06 |Target 019: 4.07e-06 +Target 020: 8.97e-07 |Target 021: 2.58e-06 |Target 022: 1.05e-06 |Target 023: 4.16e-06 |Target 024: 4.15e-06 + +==================== +Epoch #1181 | Time: 00d 05h 16m | LR: 2.50e-04 | Epoch time: 15.53 | Train loss: 6.54e-06 | Val loss: 2.42e-06 +Target 006 has maximum loss 5.75e-06; Target 010 has minimum loss 5.23e-07 +Target 000: 3.30e-06 |Target 001: 2.46e-06 |Target 002: 5.32e-07 |Target 003: 9.29e-07 |Target 004: 8.85e-07 +Target 005: 2.06e-06 |Target 006: 5.75e-06 |Target 007: 7.80e-07 |Target 008: 2.50e-06 |Target 009: 2.65e-06 +Target 010: 5.23e-07 |Target 011: 8.51e-07 |Target 012: 7.85e-07 |Target 013: 1.71e-06 |Target 014: 1.04e-06 +Target 015: 1.09e-06 |Target 016: 2.43e-06 |Target 017: 1.71e-06 |Target 018: 5.27e-06 |Target 019: 4.16e-06 +Target 020: 8.55e-07 |Target 021: 2.45e-06 |Target 022: 1.00e-06 |Target 023: 4.04e-06 |Target 024: 3.74e-06 + +==================== +Epoch #1182 | Time: 00d 05h 16m | LR: 2.50e-04 | Epoch time: 15.50 | Train loss: 6.47e-06 | Val loss: 2.48e-06 +Target 006 has maximum loss 6.04e-06; Target 010 has minimum loss 4.89e-07 +Target 000: 2.11e-06 |Target 001: 2.58e-06 |Target 002: 5.53e-07 |Target 003: 8.80e-07 |Target 004: 8.19e-07 +Target 005: 2.30e-06 |Target 006: 6.04e-06 |Target 007: 8.94e-07 |Target 008: 2.52e-06 |Target 009: 2.85e-06 +Target 010: 4.89e-07 |Target 011: 7.76e-07 |Target 012: 8.55e-07 |Target 013: 1.64e-06 |Target 014: 1.06e-06 +Target 015: 1.09e-06 |Target 016: 2.55e-06 |Target 017: 1.80e-06 |Target 018: 5.64e-06 |Target 019: 4.32e-06 +Target 020: 8.48e-07 |Target 021: 2.48e-06 |Target 022: 1.06e-06 |Target 023: 4.24e-06 |Target 024: 3.65e-06 + +==================== +Epoch #1183 | Time: 00d 05h 17m | LR: 2.50e-04 | Epoch time: 15.31 | Train loss: 6.48e-06 | Val loss: 2.94e-06 +Target 006 has maximum loss 7.34e-06; Target 010 has minimum loss 5.30e-07 +Target 000: 4.24e-06 |Target 001: 3.34e-06 |Target 002: 5.31e-07 |Target 003: 9.73e-07 |Target 004: 9.03e-07 +Target 005: 3.43e-06 |Target 006: 7.34e-06 |Target 007: 8.65e-07 |Target 008: 2.64e-06 |Target 009: 2.64e-06 +Target 010: 5.30e-07 |Target 011: 8.40e-07 |Target 012: 1.05e-06 |Target 013: 2.22e-06 |Target 014: 1.14e-06 +Target 015: 1.03e-06 |Target 016: 2.83e-06 |Target 017: 3.12e-06 |Target 018: 6.85e-06 |Target 019: 4.30e-06 +Target 020: 8.42e-07 |Target 021: 2.45e-06 |Target 022: 1.14e-06 |Target 023: 4.38e-06 |Target 024: 5.21e-06 + +==================== +Epoch #1184 | Time: 00d 05h 17m | LR: 2.50e-04 | Epoch time: 15.51 | Train loss: 6.59e-06 | Val loss: 2.44e-06 +Target 018 has maximum loss 5.24e-06; Target 010 has minimum loss 5.23e-07 +Target 000: 3.12e-06 |Target 001: 1.41e-06 |Target 002: 6.00e-07 |Target 003: 8.23e-07 |Target 004: 8.25e-07 +Target 005: 2.87e-06 |Target 006: 5.21e-06 |Target 007: 7.98e-07 |Target 008: 2.38e-06 |Target 009: 2.76e-06 +Target 010: 5.23e-07 |Target 011: 7.82e-07 |Target 012: 7.78e-07 |Target 013: 2.20e-06 |Target 014: 1.08e-06 +Target 015: 1.11e-06 |Target 016: 2.40e-06 |Target 017: 1.71e-06 |Target 018: 5.24e-06 |Target 019: 4.16e-06 +Target 020: 8.78e-07 |Target 021: 2.50e-06 |Target 022: 1.04e-06 |Target 023: 4.07e-06 |Target 024: 3.69e-06 + +==================== +Epoch #1185 | Time: 00d 05h 17m | LR: 2.50e-04 | Epoch time: 15.40 | Train loss: 6.51e-06 | Val loss: 2.51e-06 +Target 006 has maximum loss 5.28e-06; Target 002 has minimum loss 5.05e-07 +Target 000: 2.56e-06 |Target 001: 4.76e-06 |Target 002: 5.05e-07 |Target 003: 8.38e-07 |Target 004: 9.45e-07 +Target 005: 2.39e-06 |Target 006: 5.28e-06 |Target 007: 9.99e-07 |Target 008: 2.35e-06 |Target 009: 2.63e-06 +Target 010: 6.08e-07 |Target 011: 8.74e-07 |Target 012: 9.29e-07 |Target 013: 2.01e-06 |Target 014: 1.07e-06 +Target 015: 1.12e-06 |Target 016: 2.54e-06 |Target 017: 2.02e-06 |Target 018: 5.11e-06 |Target 019: 4.15e-06 +Target 020: 9.20e-07 |Target 021: 2.48e-06 |Target 022: 1.05e-06 |Target 023: 4.22e-06 |Target 024: 3.85e-06 + +==================== +Epoch #1186 | Time: 00d 05h 17m | LR: 2.50e-04 | Epoch time: 15.49 | Train loss: 6.63e-06 | Val loss: 2.88e-06 +Target 006 has maximum loss 7.34e-06; Target 002 has minimum loss 4.99e-07 +Target 000: 5.45e-06 |Target 001: 4.88e-06 |Target 002: 4.99e-07 |Target 003: 1.04e-06 |Target 004: 8.19e-07 +Target 005: 4.07e-06 |Target 006: 7.34e-06 |Target 007: 1.01e-06 |Target 008: 2.56e-06 |Target 009: 3.22e-06 +Target 010: 5.00e-07 |Target 011: 9.90e-07 |Target 012: 7.92e-07 |Target 013: 2.06e-06 |Target 014: 1.15e-06 +Target 015: 1.07e-06 |Target 016: 2.85e-06 |Target 017: 2.22e-06 |Target 018: 5.56e-06 |Target 019: 4.57e-06 +Target 020: 8.61e-07 |Target 021: 3.12e-06 |Target 022: 1.09e-06 |Target 023: 4.55e-06 |Target 024: 5.06e-06 + +==================== +Epoch #1187 | Time: 00d 05h 18m | LR: 2.50e-04 | Epoch time: 15.57 | Train loss: 6.61e-06 | Val loss: 2.95e-06 +Target 006 has maximum loss 6.41e-06; Target 002 has minimum loss 4.57e-07 +Target 000: 3.28e-06 |Target 001: 5.69e-06 |Target 002: 4.57e-07 |Target 003: 1.01e-06 |Target 004: 1.30e-06 +Target 005: 4.55e-06 |Target 006: 6.41e-06 |Target 007: 1.24e-06 |Target 008: 2.54e-06 |Target 009: 2.55e-06 +Target 010: 7.47e-07 |Target 011: 7.99e-07 |Target 012: 1.50e-06 |Target 013: 1.92e-06 |Target 014: 1.13e-06 +Target 015: 1.19e-06 |Target 016: 2.69e-06 |Target 017: 2.15e-06 |Target 018: 5.49e-06 |Target 019: 4.36e-06 +Target 020: 8.34e-07 |Target 021: 2.57e-06 |Target 022: 1.13e-06 |Target 023: 4.08e-06 |Target 024: 5.99e-06 + +==================== +Epoch #1188 | Time: 00d 05h 18m | LR: 2.50e-04 | Epoch time: 15.55 | Train loss: 6.64e-06 | Val loss: 2.42e-06 +Target 006 has maximum loss 7.13e-06; Target 002 has minimum loss 4.65e-07 +Target 000: 2.63e-06 |Target 001: 2.92e-06 |Target 002: 4.65e-07 |Target 003: 9.38e-07 |Target 004: 9.31e-07 +Target 005: 4.39e-06 |Target 006: 7.13e-06 |Target 007: 1.11e-06 |Target 008: 2.29e-06 |Target 009: 2.55e-06 +Target 010: 5.50e-07 |Target 011: 7.92e-07 |Target 012: 7.81e-07 |Target 013: 1.79e-06 |Target 014: 1.10e-06 +Target 015: 1.38e-06 |Target 016: 2.42e-06 |Target 017: 1.69e-06 |Target 018: 5.33e-06 |Target 019: 4.07e-06 +Target 020: 8.28e-07 |Target 021: 2.44e-06 |Target 022: 1.02e-06 |Target 023: 4.08e-06 |Target 024: 3.52e-06 + +==================== +Epoch #1189 | Time: 00d 05h 18m | LR: 2.50e-04 | Epoch time: 15.45 | Train loss: 6.60e-06 | Val loss: 2.58e-06 +Target 006 has maximum loss 5.78e-06; Target 002 has minimum loss 5.56e-07 +Target 000: 2.92e-06 |Target 001: 4.86e-06 |Target 002: 5.56e-07 |Target 003: 8.47e-07 |Target 004: 8.70e-07 +Target 005: 5.52e-06 |Target 006: 5.78e-06 |Target 007: 9.30e-07 |Target 008: 2.40e-06 |Target 009: 2.73e-06 +Target 010: 5.60e-07 |Target 011: 8.32e-07 |Target 012: 8.72e-07 |Target 013: 1.65e-06 |Target 014: 1.10e-06 +Target 015: 9.91e-07 |Target 016: 2.48e-06 |Target 017: 2.04e-06 |Target 018: 5.38e-06 |Target 019: 4.11e-06 +Target 020: 9.08e-07 |Target 021: 2.49e-06 |Target 022: 1.07e-06 |Target 023: 4.00e-06 |Target 024: 4.40e-06 + +==================== +Epoch #1190 | Time: 00d 05h 18m | LR: 2.50e-04 | Epoch time: 15.45 | Train loss: 6.46e-06 | Val loss: 2.62e-06 +Target 006 has maximum loss 7.62e-06; Target 002 has minimum loss 4.46e-07 +Target 000: 2.57e-06 |Target 001: 2.39e-06 |Target 002: 4.46e-07 |Target 003: 9.32e-07 |Target 004: 8.41e-07 +Target 005: 1.77e-06 |Target 006: 7.62e-06 |Target 007: 8.45e-07 |Target 008: 2.79e-06 |Target 009: 3.35e-06 +Target 010: 4.48e-07 |Target 011: 7.95e-07 |Target 012: 7.89e-07 |Target 013: 1.90e-06 |Target 014: 1.11e-06 +Target 015: 1.06e-06 |Target 016: 2.81e-06 |Target 017: 1.73e-06 |Target 018: 6.00e-06 |Target 019: 4.29e-06 +Target 020: 9.42e-07 |Target 021: 2.66e-06 |Target 022: 1.03e-06 |Target 023: 4.16e-06 |Target 024: 4.24e-06 + +==================== +Epoch #1191 | Time: 00d 05h 19m | LR: 2.50e-04 | Epoch time: 15.39 | Train loss: 6.55e-06 | Val loss: 2.46e-06 +Target 006 has maximum loss 5.64e-06; Target 002 has minimum loss 4.35e-07 +Target 000: 3.16e-06 |Target 001: 4.88e-06 |Target 002: 4.35e-07 |Target 003: 7.01e-07 |Target 004: 8.45e-07 +Target 005: 2.54e-06 |Target 006: 5.64e-06 |Target 007: 9.09e-07 |Target 008: 2.48e-06 |Target 009: 2.60e-06 +Target 010: 5.13e-07 |Target 011: 8.20e-07 |Target 012: 8.63e-07 |Target 013: 1.74e-06 |Target 014: 1.07e-06 +Target 015: 1.17e-06 |Target 016: 2.45e-06 |Target 017: 1.73e-06 |Target 018: 5.07e-06 |Target 019: 4.21e-06 +Target 020: 8.34e-07 |Target 021: 2.89e-06 |Target 022: 1.03e-06 |Target 023: 4.13e-06 |Target 024: 3.75e-06 + +==================== +Epoch #1192 | Time: 00d 05h 19m | LR: 2.50e-04 | Epoch time: 15.42 | Train loss: 6.58e-06 | Val loss: 2.55e-06 +Target 006 has maximum loss 1.26e-05; Target 002 has minimum loss 4.98e-07 +Target 000: 6.02e-06 |Target 001: 3.01e-06 |Target 002: 4.98e-07 |Target 003: 8.03e-07 |Target 004: 9.53e-07 +Target 005: 2.45e-06 |Target 006: 1.26e-05 |Target 007: 8.44e-07 |Target 008: 2.41e-06 |Target 009: 2.74e-06 +Target 010: 5.60e-07 |Target 011: 8.75e-07 |Target 012: 9.93e-07 |Target 013: 1.80e-06 |Target 014: 1.08e-06 +Target 015: 1.05e-06 |Target 016: 2.54e-06 |Target 017: 1.88e-06 |Target 018: 6.52e-06 |Target 019: 4.03e-06 +Target 020: 8.50e-07 |Target 021: 2.49e-06 |Target 022: 1.03e-06 |Target 023: 3.99e-06 |Target 024: 3.59e-06 + +==================== +Epoch #1193 | Time: 00d 05h 19m | LR: 2.50e-04 | Epoch time: 15.46 | Train loss: 6.56e-06 | Val loss: 2.49e-06 +Target 006 has maximum loss 6.49e-06; Target 010 has minimum loss 4.73e-07 +Target 000: 3.17e-06 |Target 001: 1.65e-06 |Target 002: 5.61e-07 |Target 003: 1.14e-06 |Target 004: 8.01e-07 +Target 005: 2.94e-06 |Target 006: 6.49e-06 |Target 007: 8.71e-07 |Target 008: 2.67e-06 |Target 009: 2.69e-06 +Target 010: 4.73e-07 |Target 011: 8.23e-07 |Target 012: 7.96e-07 |Target 013: 1.88e-06 |Target 014: 1.08e-06 +Target 015: 1.19e-06 |Target 016: 2.90e-06 |Target 017: 1.81e-06 |Target 018: 5.61e-06 |Target 019: 4.20e-06 +Target 020: 1.15e-06 |Target 021: 2.65e-06 |Target 022: 1.05e-06 |Target 023: 4.23e-06 |Target 024: 3.59e-06 + +==================== +Epoch #1194 | Time: 00d 05h 20m | LR: 2.50e-04 | Epoch time: 15.38 | Train loss: 6.53e-06 | Val loss: 2.54e-06 +Target 018 has maximum loss 5.42e-06; Target 010 has minimum loss 4.60e-07 +Target 000: 2.67e-06 |Target 001: 1.94e-06 |Target 002: 5.01e-07 |Target 003: 8.21e-07 |Target 004: 9.55e-07 +Target 005: 3.03e-06 |Target 006: 5.29e-06 |Target 007: 8.13e-07 |Target 008: 2.53e-06 |Target 009: 3.15e-06 +Target 010: 4.60e-07 |Target 011: 8.06e-07 |Target 012: 7.51e-07 |Target 013: 1.63e-06 |Target 014: 1.11e-06 +Target 015: 1.01e-06 |Target 016: 2.92e-06 |Target 017: 1.69e-06 |Target 018: 5.42e-06 |Target 019: 4.33e-06 +Target 020: 9.89e-07 |Target 021: 2.60e-06 |Target 022: 1.08e-06 |Target 023: 4.45e-06 |Target 024: 3.93e-06 + +==================== +Epoch #1195 | Time: 00d 05h 20m | LR: 2.50e-04 | Epoch time: 15.49 | Train loss: 6.49e-06 | Val loss: 2.58e-06 +Target 006 has maximum loss 6.70e-06; Target 002 has minimum loss 4.84e-07 +Target 000: 2.76e-06 |Target 001: 6.69e-06 |Target 002: 4.84e-07 |Target 003: 1.21e-06 |Target 004: 8.12e-07 +Target 005: 4.83e-06 |Target 006: 6.70e-06 |Target 007: 8.53e-07 |Target 008: 2.61e-06 |Target 009: 2.74e-06 +Target 010: 5.15e-07 |Target 011: 8.69e-07 |Target 012: 8.82e-07 |Target 013: 1.69e-06 |Target 014: 1.07e-06 +Target 015: 1.18e-06 |Target 016: 2.95e-06 |Target 017: 2.08e-06 |Target 018: 5.19e-06 |Target 019: 4.21e-06 +Target 020: 8.40e-07 |Target 021: 2.61e-06 |Target 022: 1.05e-06 |Target 023: 4.14e-06 |Target 024: 4.08e-06 + +==================== +Epoch #1196 | Time: 00d 05h 20m | LR: 2.50e-04 | Epoch time: 15.45 | Train loss: 6.51e-06 | Val loss: 2.40e-06 +Target 006 has maximum loss 6.53e-06; Target 002 has minimum loss 4.42e-07 +Target 000: 2.99e-06 |Target 001: 4.01e-06 |Target 002: 4.42e-07 |Target 003: 7.16e-07 |Target 004: 7.61e-07 +Target 005: 1.73e-06 |Target 006: 6.53e-06 |Target 007: 8.45e-07 |Target 008: 2.32e-06 |Target 009: 2.64e-06 +Target 010: 4.84e-07 |Target 011: 8.51e-07 |Target 012: 8.62e-07 |Target 013: 1.80e-06 |Target 014: 1.04e-06 +Target 015: 9.95e-07 |Target 016: 2.44e-06 |Target 017: 1.75e-06 |Target 018: 5.50e-06 |Target 019: 4.06e-06 +Target 020: 8.54e-07 |Target 021: 2.59e-06 |Target 022: 1.00e-06 |Target 023: 4.07e-06 |Target 024: 3.46e-06 + +==================== +Epoch #1197 | Time: 00d 05h 20m | LR: 2.50e-04 | Epoch time: 15.42 | Train loss: 6.58e-06 | Val loss: 2.48e-06 +Target 018 has maximum loss 5.00e-06; Target 002 has minimum loss 4.56e-07 +Target 000: 2.37e-06 |Target 001: 1.97e-06 |Target 002: 4.56e-07 |Target 003: 7.58e-07 |Target 004: 8.27e-07 +Target 005: 1.56e-06 |Target 006: 4.79e-06 |Target 007: 1.01e-06 |Target 008: 2.92e-06 |Target 009: 2.50e-06 +Target 010: 5.35e-07 |Target 011: 8.82e-07 |Target 012: 7.70e-07 |Target 013: 1.67e-06 |Target 014: 1.12e-06 +Target 015: 1.09e-06 |Target 016: 2.56e-06 |Target 017: 1.65e-06 |Target 018: 5.00e-06 |Target 019: 4.10e-06 +Target 020: 8.49e-07 |Target 021: 2.39e-06 |Target 022: 1.10e-06 |Target 023: 4.01e-06 |Target 024: 4.31e-06 + +==================== +Epoch #1198 | Time: 00d 05h 21m | LR: 2.50e-04 | Epoch time: 15.51 | Train loss: 6.67e-06 | Val loss: 2.65e-06 +Target 006 has maximum loss 8.58e-06; Target 010 has minimum loss 4.99e-07 +Target 000: 5.37e-06 |Target 001: 4.10e-06 |Target 002: 5.24e-07 |Target 003: 8.06e-07 |Target 004: 8.69e-07 +Target 005: 7.76e-06 |Target 006: 8.58e-06 |Target 007: 1.06e-06 |Target 008: 2.62e-06 |Target 009: 2.85e-06 +Target 010: 4.99e-07 |Target 011: 8.39e-07 |Target 012: 1.29e-06 |Target 013: 1.88e-06 |Target 014: 1.22e-06 +Target 015: 1.00e-06 |Target 016: 2.76e-06 |Target 017: 1.83e-06 |Target 018: 5.15e-06 |Target 019: 4.09e-06 +Target 020: 8.99e-07 |Target 021: 2.35e-06 |Target 022: 1.06e-06 |Target 023: 4.11e-06 |Target 024: 4.33e-06 + +==================== +Epoch #1199 | Time: 00d 05h 21m | LR: 2.50e-04 | Epoch time: 15.40 | Train loss: 6.66e-06 | Val loss: 2.79e-06 +Target 006 has maximum loss 1.57e-05; Target 002 has minimum loss 4.85e-07 +Target 000: 1.32e-05 |Target 001: 1.25e-05 |Target 002: 4.85e-07 |Target 003: 8.82e-07 |Target 004: 9.09e-07 +Target 005: 5.27e-06 |Target 006: 1.57e-05 |Target 007: 9.56e-07 |Target 008: 2.67e-06 |Target 009: 2.72e-06 +Target 010: 4.95e-07 |Target 011: 8.06e-07 |Target 012: 9.72e-07 |Target 013: 2.04e-06 |Target 014: 1.14e-06 +Target 015: 1.03e-06 |Target 016: 2.69e-06 |Target 017: 2.13e-06 |Target 018: 5.87e-06 |Target 019: 4.35e-06 +Target 020: 8.79e-07 |Target 021: 2.62e-06 |Target 022: 1.09e-06 |Target 023: 4.20e-06 |Target 024: 3.94e-06 + +==================== +Epoch #1200 | Time: 00d 05h 21m | LR: 2.50e-04 | Epoch time: 15.58 | Train loss: 6.73e-06 | Val loss: 2.63e-06 +Target 006 has maximum loss 1.94e-05; Target 002 has minimum loss 4.53e-07 +Target 000: 2.34e-06 |Target 001: 9.27e-06 |Target 002: 4.53e-07 |Target 003: 7.47e-07 |Target 004: 8.49e-07 +Target 005: 3.03e-06 |Target 006: 1.94e-05 |Target 007: 9.40e-07 |Target 008: 2.35e-06 |Target 009: 2.64e-06 +Target 010: 5.26e-07 |Target 011: 8.28e-07 |Target 012: 8.09e-07 |Target 013: 1.83e-06 |Target 014: 1.18e-06 +Target 015: 1.02e-06 |Target 016: 2.69e-06 |Target 017: 1.67e-06 |Target 018: 6.12e-06 |Target 019: 4.07e-06 +Target 020: 9.11e-07 |Target 021: 2.52e-06 |Target 022: 1.03e-06 |Target 023: 4.05e-06 |Target 024: 3.96e-06 + +==================== +Epoch #1201 | Time: 00d 05h 21m | LR: 2.50e-04 | Epoch time: 15.39 | Train loss: 6.67e-06 | Val loss: 2.56e-06 +Target 006 has maximum loss 6.51e-06; Target 010 has minimum loss 4.77e-07 +Target 000: 5.45e-06 |Target 001: 2.28e-06 |Target 002: 5.38e-07 |Target 003: 8.79e-07 |Target 004: 8.21e-07 +Target 005: 3.25e-06 |Target 006: 6.51e-06 |Target 007: 8.39e-07 |Target 008: 2.40e-06 |Target 009: 2.53e-06 +Target 010: 4.77e-07 |Target 011: 8.45e-07 |Target 012: 1.62e-06 |Target 013: 1.62e-06 |Target 014: 1.18e-06 +Target 015: 1.05e-06 |Target 016: 2.57e-06 |Target 017: 1.63e-06 |Target 018: 5.46e-06 |Target 019: 4.15e-06 +Target 020: 8.43e-07 |Target 021: 2.50e-06 |Target 022: 1.16e-06 |Target 023: 4.07e-06 |Target 024: 4.05e-06 + +==================== +Epoch #1202 | Time: 00d 05h 22m | LR: 2.50e-04 | Epoch time: 15.51 | Train loss: 6.52e-06 | Val loss: 2.84e-06 +Target 006 has maximum loss 1.52e-05; Target 002 has minimum loss 4.35e-07 +Target 000: 3.11e-06 |Target 001: 2.23e-06 |Target 002: 4.35e-07 |Target 003: 7.30e-07 |Target 004: 8.74e-07 +Target 005: 2.01e-06 |Target 006: 1.52e-05 |Target 007: 1.17e-06 |Target 008: 2.36e-06 |Target 009: 2.59e-06 +Target 010: 5.40e-07 |Target 011: 8.95e-07 |Target 012: 1.04e-06 |Target 013: 2.72e-06 |Target 014: 1.26e-06 +Target 015: 1.06e-06 |Target 016: 2.62e-06 |Target 017: 2.26e-06 |Target 018: 5.56e-06 |Target 019: 4.24e-06 +Target 020: 8.45e-07 |Target 021: 2.44e-06 |Target 022: 1.08e-06 |Target 023: 4.13e-06 |Target 024: 5.20e-06 + +==================== +Epoch #1203 | Time: 00d 05h 22m | LR: 2.50e-04 | Epoch time: 15.55 | Train loss: 6.55e-06 | Val loss: 2.72e-06 +Target 006 has maximum loss 1.25e-05; Target 002 has minimum loss 4.58e-07 +Target 000: 3.55e-06 |Target 001: 5.04e-06 |Target 002: 4.58e-07 |Target 003: 7.48e-07 |Target 004: 1.01e-06 +Target 005: 3.53e-06 |Target 006: 1.25e-05 |Target 007: 9.65e-07 |Target 008: 2.35e-06 |Target 009: 2.71e-06 +Target 010: 4.76e-07 |Target 011: 8.94e-07 |Target 012: 9.31e-07 |Target 013: 2.45e-06 |Target 014: 1.06e-06 +Target 015: 1.01e-06 |Target 016: 2.62e-06 |Target 017: 3.17e-06 |Target 018: 5.82e-06 |Target 019: 4.05e-06 +Target 020: 9.74e-07 |Target 021: 2.33e-06 |Target 022: 1.01e-06 |Target 023: 4.03e-06 |Target 024: 4.31e-06 + +==================== +Epoch #1204 | Time: 00d 05h 22m | LR: 2.50e-04 | Epoch time: 15.45 | Train loss: 6.64e-06 | Val loss: 2.86e-06 +Target 000 has maximum loss 1.57e-05; Target 002 has minimum loss 4.73e-07 +Target 000: 1.57e-05 |Target 001: 1.43e-06 |Target 002: 4.73e-07 |Target 003: 1.85e-06 |Target 004: 1.08e-06 +Target 005: 8.79e-06 |Target 006: 6.23e-06 |Target 007: 9.65e-07 |Target 008: 2.75e-06 |Target 009: 2.94e-06 +Target 010: 7.61e-07 |Target 011: 8.08e-07 |Target 012: 1.03e-06 |Target 013: 1.80e-06 |Target 014: 1.14e-06 +Target 015: 1.40e-06 |Target 016: 2.52e-06 |Target 017: 2.23e-06 |Target 018: 5.50e-06 |Target 019: 4.25e-06 +Target 020: 8.74e-07 |Target 021: 2.89e-06 |Target 022: 1.08e-06 |Target 023: 4.57e-06 |Target 024: 4.69e-06 + +==================== +Epoch #1205 | Time: 00d 05h 22m | LR: 2.50e-04 | Epoch time: 15.57 | Train loss: 6.56e-06 | Val loss: 2.38e-06 +Target 018 has maximum loss 5.23e-06; Target 002 has minimum loss 4.87e-07 +Target 000: 2.86e-06 |Target 001: 4.38e-06 |Target 002: 4.87e-07 |Target 003: 1.09e-06 |Target 004: 7.89e-07 +Target 005: 3.46e-06 |Target 006: 4.31e-06 |Target 007: 7.85e-07 |Target 008: 2.39e-06 |Target 009: 2.51e-06 +Target 010: 5.19e-07 |Target 011: 7.92e-07 |Target 012: 7.27e-07 |Target 013: 1.87e-06 |Target 014: 1.05e-06 +Target 015: 1.08e-06 |Target 016: 2.50e-06 |Target 017: 1.71e-06 |Target 018: 5.23e-06 |Target 019: 4.01e-06 +Target 020: 9.24e-07 |Target 021: 2.33e-06 |Target 022: 1.03e-06 |Target 023: 4.03e-06 |Target 024: 3.50e-06 + +==================== +Epoch #1206 | Time: 00d 05h 23m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.51e-06 | Val loss: 2.56e-06 +Target 005 has maximum loss 5.82e-06; Target 010 has minimum loss 5.83e-07 +Target 000: 4.04e-06 |Target 001: 2.88e-06 |Target 002: 6.99e-07 |Target 003: 7.71e-07 |Target 004: 9.13e-07 +Target 005: 5.82e-06 |Target 006: 4.70e-06 |Target 007: 9.11e-07 |Target 008: 2.41e-06 |Target 009: 2.85e-06 +Target 010: 5.83e-07 |Target 011: 8.31e-07 |Target 012: 9.03e-07 |Target 013: 1.78e-06 |Target 014: 1.12e-06 +Target 015: 1.10e-06 |Target 016: 2.59e-06 |Target 017: 2.13e-06 |Target 018: 5.20e-06 |Target 019: 4.24e-06 +Target 020: 8.91e-07 |Target 021: 2.43e-06 |Target 022: 1.12e-06 |Target 023: 4.18e-06 |Target 024: 4.00e-06 + +==================== +Epoch #1207 | Time: 00d 05h 23m | LR: 2.50e-04 | Epoch time: 15.45 | Train loss: 6.55e-06 | Val loss: 2.68e-06 +Target 001 has maximum loss 1.05e-05; Target 010 has minimum loss 4.45e-07 +Target 000: 2.39e-06 |Target 001: 1.05e-05 |Target 002: 7.05e-07 |Target 003: 1.06e-06 |Target 004: 9.52e-07 +Target 005: 4.81e-06 |Target 006: 4.61e-06 |Target 007: 8.11e-07 |Target 008: 2.57e-06 |Target 009: 2.99e-06 +Target 010: 4.45e-07 |Target 011: 9.22e-07 |Target 012: 1.18e-06 |Target 013: 1.92e-06 |Target 014: 1.12e-06 +Target 015: 1.34e-06 |Target 016: 2.95e-06 |Target 017: 2.54e-06 |Target 018: 5.91e-06 |Target 019: 4.37e-06 +Target 020: 9.01e-07 |Target 021: 2.68e-06 |Target 022: 1.06e-06 |Target 023: 4.40e-06 |Target 024: 3.68e-06 + +==================== +Epoch #1208 | Time: 00d 05h 23m | LR: 2.50e-04 | Epoch time: 15.54 | Train loss: 6.56e-06 | Val loss: 2.48e-06 +Target 006 has maximum loss 7.41e-06; Target 002 has minimum loss 4.48e-07 +Target 000: 3.12e-06 |Target 001: 2.43e-06 |Target 002: 4.48e-07 |Target 003: 9.15e-07 |Target 004: 8.30e-07 +Target 005: 1.83e-06 |Target 006: 7.41e-06 |Target 007: 8.00e-07 |Target 008: 2.59e-06 |Target 009: 2.88e-06 +Target 010: 4.93e-07 |Target 011: 9.03e-07 |Target 012: 7.98e-07 |Target 013: 1.83e-06 |Target 014: 1.09e-06 +Target 015: 1.03e-06 |Target 016: 2.46e-06 |Target 017: 1.63e-06 |Target 018: 5.55e-06 |Target 019: 4.41e-06 +Target 020: 8.45e-07 |Target 021: 2.72e-06 |Target 022: 1.05e-06 |Target 023: 4.35e-06 |Target 024: 3.48e-06 + +==================== +Epoch #1209 | Time: 00d 05h 23m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.51e-06 | Val loss: 2.49e-06 +Target 006 has maximum loss 5.99e-06; Target 010 has minimum loss 4.47e-07 +Target 000: 4.14e-06 |Target 001: 5.05e-06 |Target 002: 4.67e-07 |Target 003: 7.51e-07 |Target 004: 8.43e-07 +Target 005: 2.44e-06 |Target 006: 5.99e-06 |Target 007: 8.83e-07 |Target 008: 2.33e-06 |Target 009: 2.52e-06 +Target 010: 4.47e-07 |Target 011: 8.02e-07 |Target 012: 1.25e-06 |Target 013: 1.66e-06 |Target 014: 1.03e-06 +Target 015: 1.04e-06 |Target 016: 2.43e-06 |Target 017: 2.12e-06 |Target 018: 5.56e-06 |Target 019: 3.99e-06 +Target 020: 8.18e-07 |Target 021: 2.48e-06 |Target 022: 1.02e-06 |Target 023: 4.01e-06 |Target 024: 3.85e-06 + +==================== +Epoch #1210 | Time: 00d 05h 24m | LR: 2.50e-04 | Epoch time: 15.40 | Train loss: 6.53e-06 | Val loss: 2.45e-06 +Target 006 has maximum loss 8.91e-06; Target 002 has minimum loss 4.34e-07 +Target 000: 2.94e-06 |Target 001: 6.57e-06 |Target 002: 4.34e-07 |Target 003: 7.35e-07 |Target 004: 7.81e-07 +Target 005: 1.83e-06 |Target 006: 8.91e-06 |Target 007: 1.07e-06 |Target 008: 2.89e-06 |Target 009: 2.68e-06 +Target 010: 5.12e-07 |Target 011: 8.15e-07 |Target 012: 8.96e-07 |Target 013: 1.72e-06 |Target 014: 1.08e-06 +Target 015: 9.82e-07 |Target 016: 2.76e-06 |Target 017: 1.70e-06 |Target 018: 5.14e-06 |Target 019: 4.22e-06 +Target 020: 8.58e-07 |Target 021: 2.49e-06 |Target 022: 1.03e-06 |Target 023: 4.05e-06 |Target 024: 3.55e-06 + +==================== +Epoch #1211 | Time: 00d 05h 24m | LR: 2.50e-04 | Epoch time: 15.36 | Train loss: 6.44e-06 | Val loss: 2.94e-06 +Target 018 has maximum loss 6.44e-06; Target 002 has minimum loss 4.97e-07 +Target 000: 5.99e-06 |Target 001: 2.04e-06 |Target 002: 4.97e-07 |Target 003: 7.58e-07 |Target 004: 8.06e-07 +Target 005: 6.15e-06 |Target 006: 6.42e-06 |Target 007: 1.18e-06 |Target 008: 2.63e-06 |Target 009: 2.81e-06 +Target 010: 6.09e-07 |Target 011: 7.68e-07 |Target 012: 1.24e-06 |Target 013: 1.85e-06 |Target 014: 1.19e-06 +Target 015: 1.04e-06 |Target 016: 2.51e-06 |Target 017: 1.78e-06 |Target 018: 6.44e-06 |Target 019: 4.70e-06 +Target 020: 8.23e-07 |Target 021: 2.44e-06 |Target 022: 1.07e-06 |Target 023: 4.48e-06 |Target 024: 5.52e-06 + +==================== +Epoch #1212 | Time: 00d 05h 24m | LR: 2.50e-04 | Epoch time: 15.35 | Train loss: 6.59e-06 | Val loss: 2.51e-06 +Target 018 has maximum loss 5.17e-06; Target 010 has minimum loss 4.66e-07 +Target 000: 2.12e-06 |Target 001: 3.96e-06 |Target 002: 5.20e-07 |Target 003: 8.02e-07 |Target 004: 8.35e-07 +Target 005: 2.29e-06 |Target 006: 4.55e-06 |Target 007: 8.73e-07 |Target 008: 2.53e-06 |Target 009: 2.75e-06 +Target 010: 4.66e-07 |Target 011: 7.77e-07 |Target 012: 7.34e-07 |Target 013: 1.74e-06 |Target 014: 1.08e-06 +Target 015: 1.37e-06 |Target 016: 3.24e-06 |Target 017: 1.77e-06 |Target 018: 5.17e-06 |Target 019: 4.27e-06 +Target 020: 8.89e-07 |Target 021: 2.48e-06 |Target 022: 1.03e-06 |Target 023: 4.19e-06 |Target 024: 4.09e-06 + +==================== +Epoch #1213 | Time: 00d 05h 24m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.54e-06 | Val loss: 2.45e-06 +Target 018 has maximum loss 5.47e-06; Target 010 has minimum loss 4.64e-07 +Target 000: 2.92e-06 |Target 001: 4.09e-06 |Target 002: 5.04e-07 |Target 003: 9.15e-07 |Target 004: 8.80e-07 +Target 005: 3.06e-06 |Target 006: 5.37e-06 |Target 007: 1.01e-06 |Target 008: 2.69e-06 |Target 009: 3.16e-06 +Target 010: 4.64e-07 |Target 011: 8.31e-07 |Target 012: 9.12e-07 |Target 013: 1.70e-06 |Target 014: 1.18e-06 +Target 015: 1.02e-06 |Target 016: 3.06e-06 |Target 017: 1.66e-06 |Target 018: 5.47e-06 |Target 019: 4.05e-06 +Target 020: 9.41e-07 |Target 021: 2.50e-06 |Target 022: 1.02e-06 |Target 023: 4.05e-06 |Target 024: 3.48e-06 + +==================== +Epoch #1214 | Time: 00d 05h 25m | LR: 2.50e-04 | Epoch time: 15.57 | Train loss: 6.58e-06 | Val loss: 2.48e-06 +Target 006 has maximum loss 6.82e-06; Target 010 has minimum loss 5.39e-07 +Target 000: 5.92e-06 |Target 001: 1.62e-06 |Target 002: 5.45e-07 |Target 003: 7.31e-07 |Target 004: 8.28e-07 +Target 005: 5.24e-06 |Target 006: 6.82e-06 |Target 007: 8.82e-07 |Target 008: 2.60e-06 |Target 009: 2.56e-06 +Target 010: 5.39e-07 |Target 011: 7.96e-07 |Target 012: 8.78e-07 |Target 013: 1.68e-06 |Target 014: 1.07e-06 +Target 015: 1.06e-06 |Target 016: 2.78e-06 |Target 017: 1.67e-06 |Target 018: 5.25e-06 |Target 019: 4.19e-06 +Target 020: 9.16e-07 |Target 021: 2.42e-06 |Target 022: 1.03e-06 |Target 023: 4.06e-06 |Target 024: 3.85e-06 + +==================== +Epoch #1215 | Time: 00d 05h 25m | LR: 2.50e-04 | Epoch time: 15.34 | Train loss: 6.48e-06 | Val loss: 2.56e-06 +Target 006 has maximum loss 5.32e-06; Target 002 has minimum loss 4.59e-07 +Target 000: 1.87e-06 |Target 001: 4.81e-06 |Target 002: 4.59e-07 |Target 003: 8.43e-07 |Target 004: 8.50e-07 +Target 005: 2.32e-06 |Target 006: 5.32e-06 |Target 007: 8.23e-07 |Target 008: 2.56e-06 |Target 009: 2.66e-06 +Target 010: 4.81e-07 |Target 011: 7.92e-07 |Target 012: 8.20e-07 |Target 013: 2.01e-06 |Target 014: 1.07e-06 +Target 015: 1.09e-06 |Target 016: 2.73e-06 |Target 017: 2.49e-06 |Target 018: 5.29e-06 |Target 019: 4.07e-06 +Target 020: 8.70e-07 |Target 021: 2.74e-06 |Target 022: 1.06e-06 |Target 023: 3.98e-06 |Target 024: 4.22e-06 + +==================== +Epoch #1216 | Time: 00d 05h 25m | LR: 2.50e-04 | Epoch time: 15.42 | Train loss: 6.58e-06 | Val loss: 2.52e-06 +Target 006 has maximum loss 9.51e-06; Target 010 has minimum loss 4.27e-07 +Target 000: 3.11e-06 |Target 001: 2.22e-06 |Target 002: 4.99e-07 |Target 003: 8.08e-07 |Target 004: 7.95e-07 +Target 005: 1.71e-06 |Target 006: 9.51e-06 |Target 007: 8.63e-07 |Target 008: 2.48e-06 |Target 009: 2.61e-06 +Target 010: 4.27e-07 |Target 011: 7.71e-07 |Target 012: 7.87e-07 |Target 013: 1.79e-06 |Target 014: 1.15e-06 +Target 015: 1.01e-06 |Target 016: 3.16e-06 |Target 017: 2.00e-06 |Target 018: 5.46e-06 |Target 019: 4.06e-06 +Target 020: 8.68e-07 |Target 021: 2.50e-06 |Target 022: 1.06e-06 |Target 023: 4.08e-06 |Target 024: 3.99e-06 + +==================== +Epoch #1217 | Time: 00d 05h 26m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.61e-06 | Val loss: 2.58e-06 +Target 006 has maximum loss 6.53e-06; Target 010 has minimum loss 4.86e-07 +Target 000: 2.46e-06 |Target 001: 4.02e-06 |Target 002: 5.19e-07 |Target 003: 9.91e-07 |Target 004: 8.96e-07 +Target 005: 5.36e-06 |Target 006: 6.53e-06 |Target 007: 1.10e-06 |Target 008: 2.64e-06 |Target 009: 2.81e-06 +Target 010: 4.86e-07 |Target 011: 8.04e-07 |Target 012: 9.56e-07 |Target 013: 1.72e-06 |Target 014: 1.28e-06 +Target 015: 1.00e-06 |Target 016: 2.49e-06 |Target 017: 2.02e-06 |Target 018: 5.61e-06 |Target 019: 4.21e-06 +Target 020: 8.61e-07 |Target 021: 2.56e-06 |Target 022: 1.16e-06 |Target 023: 4.20e-06 |Target 024: 3.83e-06 + +==================== +Epoch #1218 | Time: 00d 05h 26m | LR: 2.50e-04 | Epoch time: 15.40 | Train loss: 6.56e-06 | Val loss: 2.85e-06 +Target 001 has maximum loss 6.37e-06; Target 002 has minimum loss 6.81e-07 +Target 000: 4.58e-06 |Target 001: 6.37e-06 |Target 002: 6.81e-07 |Target 003: 1.22e-06 |Target 004: 1.06e-06 +Target 005: 3.82e-06 |Target 006: 5.83e-06 |Target 007: 1.15e-06 |Target 008: 2.89e-06 |Target 009: 4.36e-06 +Target 010: 9.00e-07 |Target 011: 8.43e-07 |Target 012: 7.97e-07 |Target 013: 2.07e-06 |Target 014: 1.12e-06 +Target 015: 1.42e-06 |Target 016: 2.89e-06 |Target 017: 2.19e-06 |Target 018: 5.86e-06 |Target 019: 4.77e-06 +Target 020: 1.04e-06 |Target 021: 3.34e-06 |Target 022: 1.06e-06 |Target 023: 4.30e-06 |Target 024: 4.36e-06 + +==================== +Epoch #1219 | Time: 00d 05h 26m | LR: 2.50e-04 | Epoch time: 15.51 | Train loss: 6.63e-06 | Val loss: 2.64e-06 +Target 006 has maximum loss 1.25e-05; Target 002 has minimum loss 4.71e-07 +Target 000: 4.26e-06 |Target 001: 6.98e-06 |Target 002: 4.71e-07 |Target 003: 1.23e-06 |Target 004: 9.06e-07 +Target 005: 1.64e-06 |Target 006: 1.25e-05 |Target 007: 9.39e-07 |Target 008: 3.08e-06 |Target 009: 2.61e-06 +Target 010: 5.57e-07 |Target 011: 7.94e-07 |Target 012: 1.32e-06 |Target 013: 1.66e-06 |Target 014: 1.13e-06 +Target 015: 1.22e-06 |Target 016: 3.70e-06 |Target 017: 1.78e-06 |Target 018: 5.53e-06 |Target 019: 4.56e-06 +Target 020: 8.68e-07 |Target 021: 2.59e-06 |Target 022: 1.04e-06 |Target 023: 4.03e-06 |Target 024: 3.80e-06 + +==================== +Epoch #1220 | Time: 00d 05h 26m | LR: 2.50e-04 | Epoch time: 15.38 | Train loss: 6.53e-06 | Val loss: 2.60e-06 +Target 001 has maximum loss 1.10e-05; Target 002 has minimum loss 4.91e-07 +Target 000: 2.10e-06 |Target 001: 1.10e-05 |Target 002: 4.91e-07 |Target 003: 8.57e-07 |Target 004: 7.60e-07 +Target 005: 3.07e-06 |Target 006: 6.97e-06 |Target 007: 8.29e-07 |Target 008: 2.49e-06 |Target 009: 2.91e-06 +Target 010: 5.34e-07 |Target 011: 8.79e-07 |Target 012: 1.13e-06 |Target 013: 1.76e-06 |Target 014: 1.16e-06 +Target 015: 1.01e-06 |Target 016: 2.79e-06 |Target 017: 2.36e-06 |Target 018: 5.15e-06 |Target 019: 4.12e-06 +Target 020: 9.52e-07 |Target 021: 2.49e-06 |Target 022: 1.15e-06 |Target 023: 4.09e-06 |Target 024: 3.97e-06 + +==================== +Epoch #1221 | Time: 00d 05h 27m | LR: 2.50e-04 | Epoch time: 15.49 | Train loss: 6.49e-06 | Val loss: 3.07e-06 +Target 006 has maximum loss 1.07e-05; Target 002 has minimum loss 4.65e-07 +Target 000: 3.15e-06 |Target 001: 6.68e-06 |Target 002: 4.65e-07 |Target 003: 7.95e-07 |Target 004: 8.36e-07 +Target 005: 1.61e-06 |Target 006: 1.07e-05 |Target 007: 9.77e-07 |Target 008: 3.11e-06 |Target 009: 3.13e-06 +Target 010: 5.92e-07 |Target 011: 1.28e-06 |Target 012: 8.01e-07 |Target 013: 2.23e-06 |Target 014: 1.40e-06 +Target 015: 1.08e-06 |Target 016: 2.97e-06 |Target 017: 2.29e-06 |Target 018: 6.69e-06 |Target 019: 4.31e-06 +Target 020: 1.03e-06 |Target 021: 2.78e-06 |Target 022: 1.20e-06 |Target 023: 4.57e-06 |Target 024: 5.73e-06 + +==================== +Epoch #1222 | Time: 00d 05h 27m | LR: 2.50e-04 | Epoch time: 15.56 | Train loss: 6.59e-06 | Val loss: 2.54e-06 +Target 000 has maximum loss 6.97e-06; Target 002 has minimum loss 4.69e-07 +Target 000: 6.97e-06 |Target 001: 5.72e-06 |Target 002: 4.69e-07 |Target 003: 7.82e-07 |Target 004: 8.14e-07 +Target 005: 1.72e-06 |Target 006: 6.46e-06 |Target 007: 7.98e-07 |Target 008: 2.65e-06 |Target 009: 2.57e-06 +Target 010: 5.01e-07 |Target 011: 9.00e-07 |Target 012: 7.83e-07 |Target 013: 2.21e-06 |Target 014: 1.07e-06 +Target 015: 1.03e-06 |Target 016: 2.64e-06 |Target 017: 1.91e-06 |Target 018: 5.84e-06 |Target 019: 4.27e-06 +Target 020: 8.81e-07 |Target 021: 2.46e-06 |Target 022: 1.06e-06 |Target 023: 4.17e-06 |Target 024: 3.61e-06 + +==================== +Epoch #1223 | Time: 00d 05h 27m | LR: 2.50e-04 | Epoch time: 15.34 | Train loss: 6.47e-06 | Val loss: 2.96e-06 +Target 000 has maximum loss 1.89e-05; Target 010 has minimum loss 4.41e-07 +Target 000: 1.89e-05 |Target 001: 3.42e-06 |Target 002: 4.49e-07 |Target 003: 8.46e-07 |Target 004: 8.41e-07 +Target 005: 3.51e-06 |Target 006: 1.65e-05 |Target 007: 9.53e-07 |Target 008: 2.42e-06 |Target 009: 2.81e-06 +Target 010: 4.41e-07 |Target 011: 7.67e-07 |Target 012: 1.52e-06 |Target 013: 1.94e-06 |Target 014: 1.03e-06 +Target 015: 1.09e-06 |Target 016: 2.46e-06 |Target 017: 2.12e-06 |Target 018: 5.75e-06 |Target 019: 4.10e-06 +Target 020: 9.06e-07 |Target 021: 2.55e-06 |Target 022: 1.00e-06 |Target 023: 4.14e-06 |Target 024: 5.54e-06 + +==================== +Epoch #1224 | Time: 00d 05h 27m | LR: 2.50e-04 | Epoch time: 15.44 | Train loss: 6.58e-06 | Val loss: 2.64e-06 +Target 006 has maximum loss 6.27e-06; Target 002 has minimum loss 5.05e-07 +Target 000: 2.44e-06 |Target 001: 3.26e-06 |Target 002: 5.05e-07 |Target 003: 1.20e-06 |Target 004: 8.50e-07 +Target 005: 3.96e-06 |Target 006: 6.27e-06 |Target 007: 9.21e-07 |Target 008: 2.43e-06 |Target 009: 2.81e-06 +Target 010: 6.28e-07 |Target 011: 7.85e-07 |Target 012: 7.14e-07 |Target 013: 1.71e-06 |Target 014: 1.17e-06 +Target 015: 1.11e-06 |Target 016: 2.93e-06 |Target 017: 2.00e-06 |Target 018: 5.20e-06 |Target 019: 4.08e-06 +Target 020: 9.03e-07 |Target 021: 2.56e-06 |Target 022: 1.12e-06 |Target 023: 4.10e-06 |Target 024: 4.80e-06 + +==================== +Epoch #1225 | Time: 00d 05h 28m | LR: 2.50e-04 | Epoch time: 15.39 | Train loss: 6.53e-06 | Val loss: 2.59e-06 +Target 006 has maximum loss 6.22e-06; Target 010 has minimum loss 5.25e-07 +Target 000: 4.08e-06 |Target 001: 4.02e-06 |Target 002: 5.38e-07 |Target 003: 8.63e-07 |Target 004: 8.08e-07 +Target 005: 2.15e-06 |Target 006: 6.22e-06 |Target 007: 7.89e-07 |Target 008: 2.99e-06 |Target 009: 2.75e-06 +Target 010: 5.25e-07 |Target 011: 7.73e-07 |Target 012: 1.20e-06 |Target 013: 1.64e-06 |Target 014: 1.08e-06 +Target 015: 1.12e-06 |Target 016: 2.58e-06 |Target 017: 2.11e-06 |Target 018: 5.39e-06 |Target 019: 4.22e-06 +Target 020: 8.62e-07 |Target 021: 2.73e-06 |Target 022: 1.05e-06 |Target 023: 4.23e-06 |Target 024: 4.15e-06 + +==================== +Epoch #1226 | Time: 00d 05h 28m | LR: 2.50e-04 | Epoch time: 15.48 | Train loss: 6.61e-06 | Val loss: 2.41e-06 +Target 001 has maximum loss 5.69e-06; Target 002 has minimum loss 4.30e-07 +Target 000: 2.88e-06 |Target 001: 5.69e-06 |Target 002: 4.30e-07 |Target 003: 9.04e-07 |Target 004: 9.18e-07 +Target 005: 3.29e-06 |Target 006: 5.45e-06 |Target 007: 1.06e-06 |Target 008: 2.25e-06 |Target 009: 2.64e-06 +Target 010: 5.31e-07 |Target 011: 7.93e-07 |Target 012: 8.58e-07 |Target 013: 1.60e-06 |Target 014: 1.05e-06 +Target 015: 1.04e-06 |Target 016: 2.40e-06 |Target 017: 1.60e-06 |Target 018: 5.38e-06 |Target 019: 4.12e-06 +Target 020: 8.46e-07 |Target 021: 2.45e-06 |Target 022: 1.09e-06 |Target 023: 4.04e-06 |Target 024: 3.53e-06 + +==================== +Epoch #1227 | Time: 00d 05h 28m | LR: 2.50e-04 | Epoch time: 15.38 | Train loss: 6.63e-06 | Val loss: 2.46e-06 +Target 001 has maximum loss 5.66e-06; Target 010 has minimum loss 4.66e-07 +Target 000: 3.66e-06 |Target 001: 5.66e-06 |Target 002: 5.79e-07 |Target 003: 1.31e-06 |Target 004: 7.67e-07 +Target 005: 2.06e-06 |Target 006: 5.07e-06 |Target 007: 8.78e-07 |Target 008: 2.72e-06 |Target 009: 2.71e-06 +Target 010: 4.66e-07 |Target 011: 8.28e-07 |Target 012: 7.96e-07 |Target 013: 1.59e-06 |Target 014: 1.07e-06 +Target 015: 1.08e-06 |Target 016: 3.42e-06 |Target 017: 1.62e-06 |Target 018: 5.29e-06 |Target 019: 4.08e-06 +Target 020: 9.24e-07 |Target 021: 2.71e-06 |Target 022: 1.03e-06 |Target 023: 4.10e-06 |Target 024: 3.66e-06 + +==================== +Epoch #1228 | Time: 00d 05h 28m | LR: 2.50e-04 | Epoch time: 15.52 | Train loss: 6.58e-06 | Val loss: 2.60e-06 +Target 006 has maximum loss 6.20e-06; Target 002 has minimum loss 5.06e-07 +Target 000: 2.33e-06 |Target 001: 2.65e-06 |Target 002: 5.06e-07 |Target 003: 8.04e-07 |Target 004: 9.67e-07 +Target 005: 2.68e-06 |Target 006: 6.20e-06 |Target 007: 9.81e-07 |Target 008: 2.64e-06 |Target 009: 2.60e-06 +Target 010: 8.19e-07 |Target 011: 1.13e-06 |Target 012: 1.22e-06 |Target 013: 1.93e-06 |Target 014: 1.03e-06 +Target 015: 1.17e-06 |Target 016: 2.47e-06 |Target 017: 1.76e-06 |Target 018: 5.35e-06 |Target 019: 4.51e-06 +Target 020: 9.44e-07 |Target 021: 2.44e-06 |Target 022: 1.07e-06 |Target 023: 4.55e-06 |Target 024: 3.99e-06 + +==================== +Epoch #1229 | Time: 00d 05h 29m | LR: 2.50e-04 | Epoch time: 15.42 | Train loss: 6.46e-06 | Val loss: 2.79e-06 +Target 001 has maximum loss 1.07e-05; Target 002 has minimum loss 4.61e-07 +Target 000: 4.68e-06 |Target 001: 1.07e-05 |Target 002: 4.61e-07 |Target 003: 8.63e-07 |Target 004: 9.50e-07 +Target 005: 2.32e-06 |Target 006: 8.13e-06 |Target 007: 7.83e-07 |Target 008: 2.58e-06 |Target 009: 3.01e-06 +Target 010: 4.94e-07 |Target 011: 8.03e-07 |Target 012: 1.25e-06 |Target 013: 2.95e-06 |Target 014: 1.07e-06 +Target 015: 1.01e-06 |Target 016: 2.44e-06 |Target 017: 3.30e-06 |Target 018: 6.10e-06 |Target 019: 3.99e-06 +Target 020: 8.50e-07 |Target 021: 2.52e-06 |Target 022: 1.05e-06 |Target 023: 4.07e-06 |Target 024: 4.23e-06 + +==================== +Epoch #1230 | Time: 00d 05h 29m | LR: 2.50e-04 | Epoch time: 15.35 | Train loss: 6.70e-06 | Val loss: 2.68e-06 +Target 001 has maximum loss 8.66e-06; Target 010 has minimum loss 4.85e-07 +Target 000: 6.73e-06 |Target 001: 8.66e-06 |Target 002: 5.87e-07 |Target 003: 1.07e-06 |Target 004: 8.02e-07 +Target 005: 2.08e-06 |Target 006: 5.73e-06 |Target 007: 1.31e-06 |Target 008: 2.64e-06 |Target 009: 2.79e-06 +Target 010: 4.85e-07 |Target 011: 8.24e-07 |Target 012: 9.87e-07 |Target 013: 1.92e-06 |Target 014: 1.11e-06 +Target 015: 1.05e-06 |Target 016: 2.86e-06 |Target 017: 1.77e-06 |Target 018: 5.83e-06 |Target 019: 4.58e-06 +Target 020: 1.01e-06 |Target 021: 3.10e-06 |Target 022: 1.04e-06 |Target 023: 4.64e-06 |Target 024: 3.76e-06 + +==================== +Epoch #1231 | Time: 00d 05h 29m | LR: 2.50e-04 | Epoch time: 15.35 | Train loss: 6.53e-06 | Val loss: 2.52e-06 +Target 018 has maximum loss 5.54e-06; Target 002 has minimum loss 4.88e-07 +Target 000: 2.25e-06 |Target 001: 4.18e-06 |Target 002: 4.88e-07 |Target 003: 8.07e-07 |Target 004: 8.93e-07 +Target 005: 1.88e-06 |Target 006: 5.11e-06 |Target 007: 9.32e-07 |Target 008: 2.90e-06 |Target 009: 2.65e-06 +Target 010: 5.38e-07 |Target 011: 8.42e-07 |Target 012: 7.97e-07 |Target 013: 1.92e-06 |Target 014: 1.02e-06 +Target 015: 1.15e-06 |Target 016: 2.70e-06 |Target 017: 1.93e-06 |Target 018: 5.54e-06 |Target 019: 4.22e-06 +Target 020: 8.53e-07 |Target 021: 2.71e-06 |Target 022: 1.02e-06 |Target 023: 4.14e-06 |Target 024: 3.92e-06 + +==================== +Epoch #1232 | Time: 00d 05h 29m | LR: 2.50e-04 | Epoch time: 15.60 | Train loss: 6.52e-06 | Val loss: 2.47e-06 +Target 006 has maximum loss 6.81e-06; Target 002 has minimum loss 6.12e-07 +Target 000: 3.92e-06 |Target 001: 2.31e-06 |Target 002: 6.12e-07 |Target 003: 8.31e-07 |Target 004: 1.12e-06 +Target 005: 1.80e-06 |Target 006: 6.81e-06 |Target 007: 1.15e-06 |Target 008: 2.46e-06 |Target 009: 2.84e-06 +Target 010: 6.47e-07 |Target 011: 9.97e-07 |Target 012: 8.49e-07 |Target 013: 1.68e-06 |Target 014: 1.09e-06 +Target 015: 1.14e-06 |Target 016: 2.55e-06 |Target 017: 1.70e-06 |Target 018: 5.31e-06 |Target 019: 4.27e-06 +Target 020: 8.75e-07 |Target 021: 2.77e-06 |Target 022: 1.02e-06 |Target 023: 4.05e-06 |Target 024: 3.64e-06 + +==================== +Epoch #1233 | Time: 00d 05h 30m | LR: 2.50e-04 | Epoch time: 15.50 | Train loss: 6.47e-06 | Val loss: 2.34e-06 +Target 006 has maximum loss 6.41e-06; Target 010 has minimum loss 4.66e-07 +Target 000: 4.47e-06 |Target 001: 2.28e-06 |Target 002: 4.81e-07 |Target 003: 8.59e-07 |Target 004: 8.08e-07 +Target 005: 1.76e-06 |Target 006: 6.41e-06 |Target 007: 7.62e-07 |Target 008: 2.36e-06 |Target 009: 2.48e-06 +Target 010: 4.66e-07 |Target 011: 8.36e-07 |Target 012: 8.04e-07 |Target 013: 1.71e-06 |Target 014: 1.05e-06 +Target 015: 1.01e-06 |Target 016: 2.36e-06 |Target 017: 1.60e-06 |Target 018: 5.20e-06 |Target 019: 3.99e-06 +Target 020: 8.07e-07 |Target 021: 2.37e-06 |Target 022: 1.02e-06 |Target 023: 3.96e-06 |Target 024: 3.48e-06 + +==================== +Epoch #1234 | Time: 00d 05h 30m | LR: 2.50e-04 | Epoch time: 15.38 | Train loss: 6.47e-06 | Val loss: 2.72e-06 +Target 001 has maximum loss 9.59e-06; Target 010 has minimum loss 5.78e-07 +Target 000: 5.44e-06 |Target 001: 9.59e-06 |Target 002: 6.43e-07 |Target 003: 1.33e-06 |Target 004: 1.01e-06 +Target 005: 3.67e-06 |Target 006: 7.52e-06 |Target 007: 9.90e-07 |Target 008: 2.87e-06 |Target 009: 3.12e-06 +Target 010: 5.78e-07 |Target 011: 7.87e-07 |Target 012: 1.25e-06 |Target 013: 1.94e-06 |Target 014: 1.09e-06 +Target 015: 1.14e-06 |Target 016: 2.84e-06 |Target 017: 2.27e-06 |Target 018: 6.09e-06 |Target 019: 4.38e-06 +Target 020: 1.01e-06 |Target 021: 2.69e-06 |Target 022: 1.03e-06 |Target 023: 4.31e-06 |Target 024: 3.79e-06 + +==================== +Epoch #1235 | Time: 00d 05h 30m | LR: 2.50e-04 | Epoch time: 15.59 | Train loss: 6.49e-06 | Val loss: 2.72e-06 +Target 006 has maximum loss 1.01e-05; Target 002 has minimum loss 4.59e-07 +Target 000: 3.48e-06 |Target 001: 3.52e-06 |Target 002: 4.59e-07 |Target 003: 8.88e-07 |Target 004: 7.87e-07 +Target 005: 4.13e-06 |Target 006: 1.01e-05 |Target 007: 1.08e-06 |Target 008: 2.89e-06 |Target 009: 3.19e-06 +Target 010: 5.40e-07 |Target 011: 8.15e-07 |Target 012: 9.03e-07 |Target 013: 2.50e-06 |Target 014: 1.12e-06 +Target 015: 1.13e-06 |Target 016: 3.41e-06 |Target 017: 2.12e-06 |Target 018: 5.50e-06 |Target 019: 4.17e-06 +Target 020: 9.34e-07 |Target 021: 2.53e-06 |Target 022: 1.02e-06 |Target 023: 4.17e-06 |Target 024: 4.47e-06 + +==================== +Epoch #1236 | Time: 00d 05h 31m | LR: 2.50e-04 | Epoch time: 15.63 | Train loss: 6.54e-06 | Val loss: 2.49e-06 +Target 006 has maximum loss 6.23e-06; Target 002 has minimum loss 5.29e-07 +Target 000: 2.72e-06 |Target 001: 2.84e-06 |Target 002: 5.29e-07 |Target 003: 1.11e-06 |Target 004: 9.32e-07 +Target 005: 2.29e-06 |Target 006: 6.23e-06 |Target 007: 8.74e-07 |Target 008: 2.52e-06 |Target 009: 2.82e-06 +Target 010: 5.95e-07 |Target 011: 8.43e-07 |Target 012: 9.54e-07 |Target 013: 1.73e-06 |Target 014: 1.04e-06 +Target 015: 1.16e-06 |Target 016: 3.00e-06 |Target 017: 1.68e-06 |Target 018: 5.09e-06 |Target 019: 4.07e-06 +Target 020: 8.49e-07 |Target 021: 2.65e-06 |Target 022: 1.03e-06 |Target 023: 4.16e-06 |Target 024: 3.97e-06 + +==================== +Epoch #1237 | Time: 00d 05h 31m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.55e-06 | Val loss: 2.80e-06 +Target 006 has maximum loss 5.66e-06; Target 002 has minimum loss 4.68e-07 +Target 000: 4.15e-06 |Target 001: 1.72e-06 |Target 002: 4.68e-07 |Target 003: 7.10e-07 |Target 004: 8.71e-07 +Target 005: 4.75e-06 |Target 006: 5.66e-06 |Target 007: 1.09e-06 |Target 008: 2.32e-06 |Target 009: 4.08e-06 +Target 010: 5.82e-07 |Target 011: 8.21e-07 |Target 012: 8.45e-07 |Target 013: 1.78e-06 |Target 014: 1.21e-06 +Target 015: 1.00e-06 |Target 016: 2.33e-06 |Target 017: 1.86e-06 |Target 018: 5.28e-06 |Target 019: 4.29e-06 +Target 020: 9.47e-07 |Target 021: 3.32e-06 |Target 022: 1.10e-06 |Target 023: 4.26e-06 |Target 024: 5.28e-06 + +==================== +Epoch #1238 | Time: 00d 05h 31m | LR: 2.50e-04 | Epoch time: 15.42 | Train loss: 6.47e-06 | Val loss: 2.40e-06 +Target 006 has maximum loss 7.26e-06; Target 010 has minimum loss 4.59e-07 +Target 000: 2.43e-06 |Target 001: 4.08e-06 |Target 002: 4.74e-07 |Target 003: 7.71e-07 |Target 004: 8.45e-07 +Target 005: 3.20e-06 |Target 006: 7.26e-06 |Target 007: 9.43e-07 |Target 008: 2.54e-06 |Target 009: 2.88e-06 +Target 010: 4.59e-07 |Target 011: 7.70e-07 |Target 012: 7.52e-07 |Target 013: 1.67e-06 |Target 014: 1.06e-06 +Target 015: 1.00e-06 |Target 016: 2.48e-06 |Target 017: 1.61e-06 |Target 018: 5.08e-06 |Target 019: 4.02e-06 +Target 020: 9.25e-07 |Target 021: 2.56e-06 |Target 022: 1.00e-06 |Target 023: 4.03e-06 |Target 024: 3.61e-06 + +==================== +Epoch #1239 | Time: 00d 05h 31m | LR: 2.50e-04 | Epoch time: 15.48 | Train loss: 6.39e-06 | Val loss: 2.75e-06 +Target 006 has maximum loss 1.25e-05; Target 002 has minimum loss 4.42e-07 +Target 000: 6.87e-06 |Target 001: 2.32e-06 |Target 002: 4.42e-07 |Target 003: 7.75e-07 |Target 004: 8.51e-07 +Target 005: 1.75e-06 |Target 006: 1.25e-05 |Target 007: 9.58e-07 |Target 008: 2.45e-06 |Target 009: 2.87e-06 +Target 010: 5.92e-07 |Target 011: 8.20e-07 |Target 012: 1.18e-06 |Target 013: 2.43e-06 |Target 014: 1.05e-06 +Target 015: 1.08e-06 |Target 016: 2.62e-06 |Target 017: 2.01e-06 |Target 018: 5.50e-06 |Target 019: 3.96e-06 +Target 020: 8.84e-07 |Target 021: 2.65e-06 |Target 022: 1.01e-06 |Target 023: 3.92e-06 |Target 024: 5.08e-06 + +==================== +Epoch #1240 | Time: 00d 05h 32m | LR: 2.50e-04 | Epoch time: 15.42 | Train loss: 6.49e-06 | Val loss: 2.45e-06 +Target 006 has maximum loss 8.54e-06; Target 002 has minimum loss 5.01e-07 +Target 000: 2.08e-06 |Target 001: 5.40e-06 |Target 002: 5.01e-07 |Target 003: 1.03e-06 |Target 004: 7.89e-07 +Target 005: 2.25e-06 |Target 006: 8.54e-06 |Target 007: 8.61e-07 |Target 008: 2.47e-06 |Target 009: 2.64e-06 +Target 010: 5.22e-07 |Target 011: 8.29e-07 |Target 012: 9.21e-07 |Target 013: 1.72e-06 |Target 014: 1.07e-06 +Target 015: 1.03e-06 |Target 016: 2.89e-06 |Target 017: 1.69e-06 |Target 018: 5.01e-06 |Target 019: 4.02e-06 +Target 020: 8.36e-07 |Target 021: 2.55e-06 |Target 022: 1.02e-06 |Target 023: 4.02e-06 |Target 024: 3.82e-06 + +==================== +Epoch #1241 | Time: 00d 05h 32m | LR: 2.50e-04 | Epoch time: 15.42 | Train loss: 6.67e-06 | Val loss: 2.66e-06 +Target 005 has maximum loss 8.07e-06; Target 002 has minimum loss 5.19e-07 +Target 000: 1.87e-06 |Target 001: 7.00e-06 |Target 002: 5.19e-07 |Target 003: 1.36e-06 |Target 004: 8.08e-07 +Target 005: 8.07e-06 |Target 006: 6.93e-06 |Target 007: 9.11e-07 |Target 008: 2.33e-06 |Target 009: 2.98e-06 +Target 010: 6.41e-07 |Target 011: 9.31e-07 |Target 012: 8.17e-07 |Target 013: 2.05e-06 |Target 014: 1.32e-06 +Target 015: 1.14e-06 |Target 016: 2.69e-06 |Target 017: 2.51e-06 |Target 018: 5.13e-06 |Target 019: 4.07e-06 +Target 020: 8.96e-07 |Target 021: 2.41e-06 |Target 022: 1.02e-06 |Target 023: 4.21e-06 |Target 024: 4.17e-06 + +==================== +Epoch #1242 | Time: 00d 05h 32m | LR: 2.50e-04 | Epoch time: 15.46 | Train loss: 6.48e-06 | Val loss: 2.53e-06 +Target 000 has maximum loss 6.23e-06; Target 010 has minimum loss 4.69e-07 +Target 000: 6.23e-06 |Target 001: 4.73e-06 |Target 002: 5.01e-07 |Target 003: 1.17e-06 |Target 004: 9.58e-07 +Target 005: 1.57e-06 |Target 006: 5.68e-06 |Target 007: 9.13e-07 |Target 008: 2.54e-06 |Target 009: 2.71e-06 +Target 010: 4.69e-07 |Target 011: 8.11e-07 |Target 012: 9.63e-07 |Target 013: 1.67e-06 |Target 014: 1.08e-06 +Target 015: 1.04e-06 |Target 016: 2.73e-06 |Target 017: 1.79e-06 |Target 018: 5.41e-06 |Target 019: 4.43e-06 +Target 020: 9.43e-07 |Target 021: 2.53e-06 |Target 022: 1.03e-06 |Target 023: 4.32e-06 |Target 024: 3.65e-06 + +==================== +Epoch #1243 | Time: 00d 05h 32m | LR: 2.50e-04 | Epoch time: 15.38 | Train loss: 6.58e-06 | Val loss: 2.79e-06 +Target 006 has maximum loss 8.93e-06; Target 002 has minimum loss 5.22e-07 +Target 000: 3.40e-06 |Target 001: 1.78e-06 |Target 002: 5.22e-07 |Target 003: 9.89e-07 |Target 004: 8.33e-07 +Target 005: 7.65e-06 |Target 006: 8.93e-06 |Target 007: 1.29e-06 |Target 008: 2.78e-06 |Target 009: 3.05e-06 +Target 010: 5.37e-07 |Target 011: 8.94e-07 |Target 012: 1.07e-06 |Target 013: 1.77e-06 |Target 014: 1.21e-06 +Target 015: 1.08e-06 |Target 016: 3.09e-06 |Target 017: 2.20e-06 |Target 018: 6.74e-06 |Target 019: 4.45e-06 +Target 020: 8.77e-07 |Target 021: 2.83e-06 |Target 022: 1.07e-06 |Target 023: 4.33e-06 |Target 024: 4.22e-06 + +==================== +Epoch #1244 | Time: 00d 05h 33m | LR: 2.50e-04 | Epoch time: 15.47 | Train loss: 6.59e-06 | Val loss: 2.58e-06 +Target 018 has maximum loss 5.65e-06; Target 002 has minimum loss 4.86e-07 +Target 000: 3.47e-06 |Target 001: 2.32e-06 |Target 002: 4.86e-07 |Target 003: 7.78e-07 |Target 004: 1.02e-06 +Target 005: 3.13e-06 |Target 006: 5.23e-06 |Target 007: 8.95e-07 |Target 008: 3.34e-06 |Target 009: 2.53e-06 +Target 010: 6.94e-07 |Target 011: 8.46e-07 |Target 012: 9.60e-07 |Target 013: 1.74e-06 |Target 014: 1.08e-06 +Target 015: 1.27e-06 |Target 016: 2.90e-06 |Target 017: 2.05e-06 |Target 018: 5.65e-06 |Target 019: 4.28e-06 +Target 020: 9.58e-07 |Target 021: 2.81e-06 |Target 022: 9.91e-07 |Target 023: 4.22e-06 |Target 024: 3.98e-06 + +==================== +Epoch #1245 | Time: 00d 05h 33m | LR: 2.50e-04 | Epoch time: 15.47 | Train loss: 6.61e-06 | Val loss: 2.44e-06 +Target 006 has maximum loss 6.40e-06; Target 010 has minimum loss 4.59e-07 +Target 000: 3.95e-06 |Target 001: 2.79e-06 |Target 002: 4.73e-07 |Target 003: 7.75e-07 |Target 004: 8.30e-07 +Target 005: 2.68e-06 |Target 006: 6.40e-06 |Target 007: 1.30e-06 |Target 008: 2.72e-06 |Target 009: 2.58e-06 +Target 010: 4.59e-07 |Target 011: 7.81e-07 |Target 012: 7.94e-07 |Target 013: 1.65e-06 |Target 014: 1.03e-06 +Target 015: 1.05e-06 |Target 016: 2.73e-06 |Target 017: 1.63e-06 |Target 018: 5.58e-06 |Target 019: 4.09e-06 +Target 020: 8.44e-07 |Target 021: 2.40e-06 |Target 022: 1.02e-06 |Target 023: 4.05e-06 |Target 024: 3.72e-06 + +==================== +Epoch #1246 | Time: 00d 05h 33m | LR: 2.50e-04 | Epoch time: 15.40 | Train loss: 6.55e-06 | Val loss: 2.64e-06 +Target 006 has maximum loss 1.36e-05; Target 010 has minimum loss 4.58e-07 +Target 000: 1.06e-05 |Target 001: 5.92e-06 |Target 002: 4.94e-07 |Target 003: 7.65e-07 |Target 004: 8.07e-07 +Target 005: 5.50e-06 |Target 006: 1.36e-05 |Target 007: 9.05e-07 |Target 008: 2.40e-06 |Target 009: 2.73e-06 +Target 010: 4.58e-07 |Target 011: 8.34e-07 |Target 012: 7.97e-07 |Target 013: 2.02e-06 |Target 014: 1.15e-06 +Target 015: 9.65e-07 |Target 016: 3.14e-06 |Target 017: 1.84e-06 |Target 018: 5.61e-06 |Target 019: 4.32e-06 +Target 020: 8.94e-07 |Target 021: 2.71e-06 |Target 022: 1.05e-06 |Target 023: 4.19e-06 |Target 024: 3.67e-06 + +==================== +Epoch #1247 | Time: 00d 05h 33m | LR: 2.50e-04 | Epoch time: 15.57 | Train loss: 6.56e-06 | Val loss: 2.52e-06 +Target 006 has maximum loss 1.17e-05; Target 002 has minimum loss 4.86e-07 +Target 000: 2.08e-06 |Target 001: 5.22e-06 |Target 002: 4.86e-07 |Target 003: 9.93e-07 |Target 004: 8.87e-07 +Target 005: 1.64e-06 |Target 006: 1.17e-05 |Target 007: 8.96e-07 |Target 008: 3.03e-06 |Target 009: 2.76e-06 +Target 010: 6.45e-07 |Target 011: 8.32e-07 |Target 012: 8.69e-07 |Target 013: 1.68e-06 |Target 014: 1.11e-06 +Target 015: 1.13e-06 |Target 016: 2.42e-06 |Target 017: 2.03e-06 |Target 018: 5.17e-06 |Target 019: 4.06e-06 +Target 020: 8.95e-07 |Target 021: 2.40e-06 |Target 022: 1.05e-06 |Target 023: 4.11e-06 |Target 024: 3.83e-06 + +==================== +Epoch #1248 | Time: 00d 05h 34m | LR: 2.50e-04 | Epoch time: 15.39 | Train loss: 6.43e-06 | Val loss: 2.65e-06 +Target 006 has maximum loss 6.30e-06; Target 002 has minimum loss 5.67e-07 +Target 000: 3.13e-06 |Target 001: 2.59e-06 |Target 002: 5.67e-07 |Target 003: 1.49e-06 |Target 004: 8.67e-07 +Target 005: 3.74e-06 |Target 006: 6.30e-06 |Target 007: 7.72e-07 |Target 008: 2.60e-06 |Target 009: 2.97e-06 +Target 010: 6.07e-07 |Target 011: 7.99e-07 |Target 012: 9.09e-07 |Target 013: 1.79e-06 |Target 014: 1.11e-06 +Target 015: 1.13e-06 |Target 016: 2.69e-06 |Target 017: 1.56e-06 |Target 018: 5.52e-06 |Target 019: 4.07e-06 +Target 020: 9.16e-07 |Target 021: 2.98e-06 |Target 022: 1.05e-06 |Target 023: 4.10e-06 |Target 024: 4.73e-06 + +==================== +Epoch #1249 | Time: 00d 05h 34m | LR: 2.50e-04 | Epoch time: 15.59 | Train loss: 6.61e-06 | Val loss: 2.72e-06 +Target 018 has maximum loss 5.80e-06; Target 002 has minimum loss 5.25e-07 +Target 000: 3.57e-06 |Target 001: 4.74e-06 |Target 002: 5.25e-07 |Target 003: 9.20e-07 |Target 004: 8.52e-07 +Target 005: 3.18e-06 |Target 006: 5.13e-06 |Target 007: 8.85e-07 |Target 008: 2.63e-06 |Target 009: 3.04e-06 +Target 010: 5.96e-07 |Target 011: 8.50e-07 |Target 012: 1.20e-06 |Target 013: 2.41e-06 |Target 014: 1.13e-06 +Target 015: 1.09e-06 |Target 016: 2.93e-06 |Target 017: 2.99e-06 |Target 018: 5.80e-06 |Target 019: 4.15e-06 +Target 020: 9.05e-07 |Target 021: 3.14e-06 |Target 022: 1.13e-06 |Target 023: 4.21e-06 |Target 024: 4.07e-06 + +==================== +Epoch #1250 | Time: 00d 05h 34m | LR: 2.50e-04 | Epoch time: 15.58 | Train loss: 6.73e-06 | Val loss: 2.62e-06 +Target 001 has maximum loss 6.91e-06; Target 002 has minimum loss 4.66e-07 +Target 000: 4.02e-06 |Target 001: 6.91e-06 |Target 002: 4.66e-07 |Target 003: 7.90e-07 |Target 004: 1.52e-06 +Target 005: 2.43e-06 |Target 006: 5.76e-06 |Target 007: 8.69e-07 |Target 008: 2.57e-06 |Target 009: 2.75e-06 +Target 010: 5.18e-07 |Target 011: 8.78e-07 |Target 012: 1.27e-06 |Target 013: 1.99e-06 |Target 014: 1.12e-06 +Target 015: 1.09e-06 |Target 016: 3.23e-06 |Target 017: 2.23e-06 |Target 018: 5.70e-06 |Target 019: 4.13e-06 +Target 020: 1.05e-06 |Target 021: 2.54e-06 |Target 022: 1.00e-06 |Target 023: 4.06e-06 |Target 024: 3.91e-06 + +==================== +Epoch #1251 | Time: 00d 05h 34m | LR: 2.50e-04 | Epoch time: 15.51 | Train loss: 6.54e-06 | Val loss: 2.47e-06 +Target 006 has maximum loss 9.26e-06; Target 002 has minimum loss 4.25e-07 +Target 000: 6.52e-06 |Target 001: 3.49e-06 |Target 002: 4.25e-07 |Target 003: 1.12e-06 |Target 004: 7.63e-07 +Target 005: 2.42e-06 |Target 006: 9.26e-06 |Target 007: 7.99e-07 |Target 008: 2.32e-06 |Target 009: 2.55e-06 +Target 010: 4.35e-07 |Target 011: 8.12e-07 |Target 012: 9.13e-07 |Target 013: 1.76e-06 |Target 014: 1.17e-06 +Target 015: 9.78e-07 |Target 016: 2.42e-06 |Target 017: 1.71e-06 |Target 018: 5.33e-06 |Target 019: 4.06e-06 +Target 020: 8.31e-07 |Target 021: 2.45e-06 |Target 022: 1.16e-06 |Target 023: 3.99e-06 |Target 024: 3.68e-06 + +==================== +Epoch #1252 | Time: 00d 05h 35m | LR: 2.50e-04 | Epoch time: 15.47 | Train loss: 6.50e-06 | Val loss: 2.60e-06 +Target 006 has maximum loss 1.07e-05; Target 010 has minimum loss 4.27e-07 +Target 000: 4.94e-06 |Target 001: 3.28e-06 |Target 002: 4.60e-07 |Target 003: 8.71e-07 |Target 004: 7.66e-07 +Target 005: 1.66e-06 |Target 006: 1.07e-05 |Target 007: 7.62e-07 |Target 008: 2.30e-06 |Target 009: 3.20e-06 +Target 010: 4.27e-07 |Target 011: 8.68e-07 |Target 012: 7.91e-07 |Target 013: 1.75e-06 |Target 014: 1.12e-06 +Target 015: 9.76e-07 |Target 016: 2.50e-06 |Target 017: 1.73e-06 |Target 018: 5.79e-06 |Target 019: 4.07e-06 +Target 020: 8.62e-07 |Target 021: 2.59e-06 |Target 022: 1.06e-06 |Target 023: 4.00e-06 |Target 024: 4.36e-06 + +==================== +Epoch #1253 | Time: 00d 05h 35m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.47e-06 | Val loss: 2.52e-06 +Target 006 has maximum loss 5.94e-06; Target 010 has minimum loss 4.63e-07 +Target 000: 4.38e-06 |Target 001: 2.81e-06 |Target 002: 5.51e-07 |Target 003: 8.97e-07 |Target 004: 7.92e-07 +Target 005: 2.35e-06 |Target 006: 5.94e-06 |Target 007: 8.52e-07 |Target 008: 2.47e-06 |Target 009: 2.85e-06 +Target 010: 4.63e-07 |Target 011: 8.19e-07 |Target 012: 9.88e-07 |Target 013: 1.75e-06 |Target 014: 1.05e-06 +Target 015: 1.04e-06 |Target 016: 2.54e-06 |Target 017: 1.91e-06 |Target 018: 5.39e-06 |Target 019: 4.14e-06 +Target 020: 8.98e-07 |Target 021: 2.55e-06 |Target 022: 1.01e-06 |Target 023: 4.57e-06 |Target 024: 3.78e-06 + +==================== +Epoch #1254 | Time: 00d 05h 35m | LR: 2.50e-04 | Epoch time: 15.57 | Train loss: 6.50e-06 | Val loss: 2.52e-06 +Target 005 has maximum loss 9.56e-06; Target 002 has minimum loss 5.12e-07 +Target 000: 1.95e-06 |Target 001: 3.26e-06 |Target 002: 5.12e-07 |Target 003: 9.85e-07 |Target 004: 7.90e-07 +Target 005: 9.56e-06 |Target 006: 5.03e-06 |Target 007: 8.83e-07 |Target 008: 2.39e-06 |Target 009: 2.68e-06 +Target 010: 5.50e-07 |Target 011: 8.33e-07 |Target 012: 8.52e-07 |Target 013: 1.67e-06 |Target 014: 1.02e-06 +Target 015: 1.07e-06 |Target 016: 2.57e-06 |Target 017: 2.47e-06 |Target 018: 5.26e-06 |Target 019: 4.02e-06 +Target 020: 8.47e-07 |Target 021: 2.47e-06 |Target 022: 1.03e-06 |Target 023: 4.05e-06 |Target 024: 3.98e-06 + +==================== +Epoch #1255 | Time: 00d 05h 36m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.53e-06 | Val loss: 2.94e-06 +Target 001 has maximum loss 1.27e-05; Target 002 has minimum loss 5.69e-07 +Target 000: 4.15e-06 |Target 001: 1.27e-05 |Target 002: 5.69e-07 |Target 003: 8.22e-07 |Target 004: 1.19e-06 +Target 005: 3.13e-06 |Target 006: 7.78e-06 |Target 007: 1.78e-06 |Target 008: 2.89e-06 |Target 009: 3.55e-06 +Target 010: 6.96e-07 |Target 011: 1.08e-06 |Target 012: 1.03e-06 |Target 013: 2.07e-06 |Target 014: 1.25e-06 +Target 015: 1.10e-06 |Target 016: 2.54e-06 |Target 017: 2.15e-06 |Target 018: 5.99e-06 |Target 019: 4.47e-06 +Target 020: 8.63e-07 |Target 021: 2.89e-06 |Target 022: 1.18e-06 |Target 023: 4.65e-06 |Target 024: 4.69e-06 + +==================== +Epoch #1256 | Time: 00d 05h 36m | LR: 2.50e-04 | Epoch time: 15.59 | Train loss: 6.58e-06 | Val loss: 2.60e-06 +Target 001 has maximum loss 1.07e-05; Target 002 has minimum loss 4.82e-07 +Target 000: 4.24e-06 |Target 001: 1.07e-05 |Target 002: 4.82e-07 |Target 003: 1.03e-06 |Target 004: 8.09e-07 +Target 005: 3.03e-06 |Target 006: 9.60e-06 |Target 007: 8.75e-07 |Target 008: 2.72e-06 |Target 009: 2.56e-06 +Target 010: 5.32e-07 |Target 011: 7.83e-07 |Target 012: 1.03e-06 |Target 013: 1.69e-06 |Target 014: 1.20e-06 +Target 015: 1.03e-06 |Target 016: 2.69e-06 |Target 017: 1.75e-06 |Target 018: 5.67e-06 |Target 019: 4.25e-06 +Target 020: 9.32e-07 |Target 021: 2.62e-06 |Target 022: 1.09e-06 |Target 023: 4.19e-06 |Target 024: 3.78e-06 + +==================== +Epoch #1257 | Time: 00d 05h 36m | LR: 2.50e-04 | Epoch time: 15.43 | Train loss: 6.60e-06 | Val loss: 2.97e-06 +Target 018 has maximum loss 5.87e-06; Target 002 has minimum loss 5.52e-07 +Target 000: 2.44e-06 |Target 001: 1.38e-06 |Target 002: 5.52e-07 |Target 003: 9.13e-07 |Target 004: 8.69e-07 +Target 005: 2.55e-06 |Target 006: 4.93e-06 |Target 007: 9.74e-07 |Target 008: 2.71e-06 |Target 009: 4.11e-06 +Target 010: 7.61e-07 |Target 011: 8.20e-07 |Target 012: 9.12e-07 |Target 013: 1.97e-06 |Target 014: 1.47e-06 +Target 015: 1.05e-06 |Target 016: 2.83e-06 |Target 017: 1.98e-06 |Target 018: 5.87e-06 |Target 019: 4.72e-06 +Target 020: 9.19e-07 |Target 021: 3.52e-06 |Target 022: 1.23e-06 |Target 023: 5.06e-06 |Target 024: 5.13e-06 + +==================== +Epoch #1258 | Time: 00d 05h 36m | LR: 2.50e-04 | Epoch time: 15.45 | Train loss: 6.72e-06 | Val loss: 2.52e-06 +Target 018 has maximum loss 5.50e-06; Target 002 has minimum loss 4.74e-07 +Target 000: 2.53e-06 |Target 001: 2.84e-06 |Target 002: 4.74e-07 |Target 003: 9.28e-07 |Target 004: 8.23e-07 +Target 005: 1.81e-06 |Target 006: 4.98e-06 |Target 007: 9.57e-07 |Target 008: 2.86e-06 |Target 009: 3.01e-06 +Target 010: 5.07e-07 |Target 011: 8.88e-07 |Target 012: 8.75e-07 |Target 013: 1.73e-06 |Target 014: 1.15e-06 +Target 015: 1.08e-06 |Target 016: 2.70e-06 |Target 017: 1.79e-06 |Target 018: 5.50e-06 |Target 019: 4.30e-06 +Target 020: 8.89e-07 |Target 021: 2.87e-06 |Target 022: 1.02e-06 |Target 023: 4.32e-06 |Target 024: 3.78e-06 + +==================== +Epoch #1259 | Time: 00d 05h 37m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.41e-06 | Val loss: 2.37e-06 +Target 006 has maximum loss 5.99e-06; Target 002 has minimum loss 4.28e-07 +Target 000: 3.04e-06 |Target 001: 2.28e-06 |Target 002: 4.28e-07 |Target 003: 9.01e-07 |Target 004: 8.23e-07 +Target 005: 4.78e-06 |Target 006: 5.99e-06 |Target 007: 8.02e-07 |Target 008: 2.43e-06 |Target 009: 2.58e-06 +Target 010: 4.57e-07 |Target 011: 7.84e-07 |Target 012: 9.51e-07 |Target 013: 1.68e-06 |Target 014: 1.02e-06 +Target 015: 1.09e-06 |Target 016: 2.52e-06 |Target 017: 1.59e-06 |Target 018: 5.36e-06 |Target 019: 4.00e-06 +Target 020: 8.82e-07 |Target 021: 2.47e-06 |Target 022: 1.01e-06 |Target 023: 4.10e-06 |Target 024: 3.38e-06 + +==================== +Epoch #1260 | Time: 00d 05h 37m | LR: 2.50e-04 | Epoch time: 15.38 | Train loss: 6.46e-06 | Val loss: 2.75e-06 +Target 001 has maximum loss 1.26e-05; Target 002 has minimum loss 4.56e-07 +Target 000: 2.64e-06 |Target 001: 1.26e-05 |Target 002: 4.56e-07 |Target 003: 1.07e-06 |Target 004: 8.56e-07 +Target 005: 2.41e-06 |Target 006: 5.48e-06 |Target 007: 7.75e-07 |Target 008: 2.36e-06 |Target 009: 3.28e-06 +Target 010: 4.62e-07 |Target 011: 8.17e-07 |Target 012: 9.21e-07 |Target 013: 1.62e-06 |Target 014: 1.20e-06 +Target 015: 1.07e-06 |Target 016: 2.42e-06 |Target 017: 1.82e-06 |Target 018: 6.02e-06 |Target 019: 4.30e-06 +Target 020: 8.85e-07 |Target 021: 2.89e-06 |Target 022: 1.18e-06 |Target 023: 4.29e-06 |Target 024: 4.63e-06 + +==================== +Epoch #1261 | Time: 00d 05h 37m | LR: 2.50e-04 | Epoch time: 15.52 | Train loss: 6.58e-06 | Val loss: 2.70e-06 +Target 001 has maximum loss 6.81e-06; Target 002 has minimum loss 4.67e-07 +Target 000: 3.23e-06 |Target 001: 6.81e-06 |Target 002: 4.67e-07 |Target 003: 8.35e-07 |Target 004: 8.13e-07 +Target 005: 4.57e-06 |Target 006: 6.00e-06 |Target 007: 1.04e-06 |Target 008: 2.85e-06 |Target 009: 3.19e-06 +Target 010: 4.92e-07 |Target 011: 8.73e-07 |Target 012: 8.04e-07 |Target 013: 2.01e-06 |Target 014: 1.18e-06 +Target 015: 1.03e-06 |Target 016: 2.72e-06 |Target 017: 3.08e-06 |Target 018: 5.38e-06 |Target 019: 4.22e-06 +Target 020: 9.92e-07 |Target 021: 3.41e-06 |Target 022: 1.13e-06 |Target 023: 4.22e-06 |Target 024: 3.96e-06 + +==================== +Epoch #1262 | Time: 00d 05h 37m | LR: 2.50e-04 | Epoch time: 15.45 | Train loss: 6.50e-06 | Val loss: 2.53e-06 +Target 018 has maximum loss 5.87e-06; Target 010 has minimum loss 5.05e-07 +Target 000: 2.46e-06 |Target 001: 2.04e-06 |Target 002: 6.55e-07 |Target 003: 1.12e-06 |Target 004: 8.32e-07 +Target 005: 1.63e-06 |Target 006: 4.87e-06 |Target 007: 9.31e-07 |Target 008: 2.62e-06 |Target 009: 3.23e-06 +Target 010: 5.05e-07 |Target 011: 8.20e-07 |Target 012: 7.76e-07 |Target 013: 1.80e-06 |Target 014: 1.09e-06 +Target 015: 1.05e-06 |Target 016: 2.70e-06 |Target 017: 1.88e-06 |Target 018: 5.87e-06 |Target 019: 4.46e-06 +Target 020: 9.35e-07 |Target 021: 3.04e-06 |Target 022: 1.03e-06 |Target 023: 4.21e-06 |Target 024: 3.62e-06 + +==================== +Epoch #1263 | Time: 00d 05h 38m | LR: 2.50e-04 | Epoch time: 15.50 | Train loss: 6.50e-06 | Val loss: 2.55e-06 +Target 000 has maximum loss 8.15e-06; Target 002 has minimum loss 6.17e-07 +Target 000: 8.15e-06 |Target 001: 1.77e-06 |Target 002: 6.17e-07 |Target 003: 7.90e-07 |Target 004: 8.29e-07 +Target 005: 2.12e-06 |Target 006: 6.81e-06 |Target 007: 8.79e-07 |Target 008: 2.62e-06 |Target 009: 3.04e-06 +Target 010: 6.47e-07 |Target 011: 8.20e-07 |Target 012: 8.89e-07 |Target 013: 1.76e-06 |Target 014: 1.07e-06 +Target 015: 1.00e-06 |Target 016: 2.54e-06 |Target 017: 1.85e-06 |Target 018: 6.13e-06 |Target 019: 4.17e-06 +Target 020: 8.36e-07 |Target 021: 2.41e-06 |Target 022: 9.96e-07 |Target 023: 4.11e-06 |Target 024: 3.82e-06 + +==================== +Epoch #1264 | Time: 00d 05h 38m | LR: 2.50e-04 | Epoch time: 15.49 | Train loss: 6.53e-06 | Val loss: 2.53e-06 +Target 006 has maximum loss 1.09e-05; Target 010 has minimum loss 4.89e-07 +Target 000: 3.26e-06 |Target 001: 2.81e-06 |Target 002: 5.51e-07 |Target 003: 1.11e-06 |Target 004: 7.85e-07 +Target 005: 4.07e-06 |Target 006: 1.09e-05 |Target 007: 8.53e-07 |Target 008: 2.62e-06 |Target 009: 2.59e-06 +Target 010: 4.89e-07 |Target 011: 8.00e-07 |Target 012: 9.89e-07 |Target 013: 2.09e-06 |Target 014: 1.18e-06 +Target 015: 1.08e-06 |Target 016: 2.65e-06 |Target 017: 1.86e-06 |Target 018: 5.26e-06 |Target 019: 4.27e-06 +Target 020: 1.04e-06 |Target 021: 2.41e-06 |Target 022: 1.08e-06 |Target 023: 4.28e-06 |Target 024: 3.54e-06 + +==================== +Epoch #1265 | Time: 00d 05h 38m | LR: 2.50e-04 | Epoch time: 15.45 | Train loss: 6.55e-06 | Val loss: 2.58e-06 +Target 006 has maximum loss 5.70e-06; Target 002 has minimum loss 4.69e-07 +Target 000: 2.00e-06 |Target 001: 3.81e-06 |Target 002: 4.69e-07 |Target 003: 9.12e-07 |Target 004: 9.58e-07 +Target 005: 3.26e-06 |Target 006: 5.70e-06 |Target 007: 9.64e-07 |Target 008: 2.51e-06 |Target 009: 2.90e-06 +Target 010: 5.32e-07 |Target 011: 9.19e-07 |Target 012: 7.94e-07 |Target 013: 1.80e-06 |Target 014: 1.09e-06 +Target 015: 1.04e-06 |Target 016: 2.62e-06 |Target 017: 1.70e-06 |Target 018: 5.66e-06 |Target 019: 4.54e-06 +Target 020: 9.45e-07 |Target 021: 2.92e-06 |Target 022: 1.11e-06 |Target 023: 4.16e-06 |Target 024: 3.98e-06 + +==================== +Epoch #1266 | Time: 00d 05h 38m | LR: 2.50e-04 | Epoch time: 15.45 | Train loss: 6.45e-06 | Val loss: 2.48e-06 +Target 006 has maximum loss 8.43e-06; Target 010 has minimum loss 5.30e-07 +Target 000: 2.91e-06 |Target 001: 4.58e-06 |Target 002: 7.21e-07 |Target 003: 1.18e-06 |Target 004: 8.12e-07 +Target 005: 3.36e-06 |Target 006: 8.43e-06 |Target 007: 1.05e-06 |Target 008: 2.55e-06 |Target 009: 2.66e-06 +Target 010: 5.30e-07 |Target 011: 8.59e-07 |Target 012: 7.77e-07 |Target 013: 1.81e-06 |Target 014: 1.05e-06 +Target 015: 1.04e-06 |Target 016: 2.67e-06 |Target 017: 1.62e-06 |Target 018: 5.65e-06 |Target 019: 4.18e-06 +Target 020: 8.39e-07 |Target 021: 2.46e-06 |Target 022: 1.04e-06 |Target 023: 4.23e-06 |Target 024: 3.49e-06 + +==================== +Epoch #1267 | Time: 00d 05h 39m | LR: 2.50e-04 | Epoch time: 15.44 | Train loss: 6.48e-06 | Val loss: 2.43e-06 +Target 006 has maximum loss 7.16e-06; Target 002 has minimum loss 4.48e-07 +Target 000: 6.94e-06 |Target 001: 4.76e-06 |Target 002: 4.48e-07 |Target 003: 9.01e-07 |Target 004: 7.87e-07 +Target 005: 2.41e-06 |Target 006: 7.16e-06 |Target 007: 8.02e-07 |Target 008: 2.39e-06 |Target 009: 2.52e-06 +Target 010: 4.57e-07 |Target 011: 8.15e-07 |Target 012: 9.39e-07 |Target 013: 1.62e-06 |Target 014: 1.14e-06 +Target 015: 1.06e-06 |Target 016: 2.51e-06 |Target 017: 1.84e-06 |Target 018: 5.00e-06 |Target 019: 4.08e-06 +Target 020: 8.18e-07 |Target 021: 2.48e-06 |Target 022: 1.08e-06 |Target 023: 3.96e-06 |Target 024: 3.59e-06 + +==================== +Epoch #1268 | Time: 00d 05h 39m | LR: 2.50e-04 | Epoch time: 15.39 | Train loss: 6.43e-06 | Val loss: 2.46e-06 +Target 006 has maximum loss 5.27e-06; Target 010 has minimum loss 5.26e-07 +Target 000: 3.58e-06 |Target 001: 3.84e-06 |Target 002: 5.60e-07 |Target 003: 1.24e-06 |Target 004: 9.20e-07 +Target 005: 1.82e-06 |Target 006: 5.27e-06 |Target 007: 8.87e-07 |Target 008: 2.59e-06 |Target 009: 2.94e-06 +Target 010: 5.26e-07 |Target 011: 7.61e-07 |Target 012: 7.84e-07 |Target 013: 2.01e-06 |Target 014: 1.02e-06 +Target 015: 1.09e-06 |Target 016: 2.53e-06 |Target 017: 1.74e-06 |Target 018: 5.14e-06 |Target 019: 4.08e-06 +Target 020: 8.42e-07 |Target 021: 2.75e-06 |Target 022: 1.04e-06 |Target 023: 4.18e-06 |Target 024: 3.64e-06 + +==================== +Epoch #1269 | Time: 00d 05h 39m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.48e-06 | Val loss: 2.55e-06 +Target 006 has maximum loss 5.98e-06; Target 002 has minimum loss 4.66e-07 +Target 000: 3.93e-06 |Target 001: 5.56e-06 |Target 002: 4.66e-07 |Target 003: 7.28e-07 |Target 004: 1.06e-06 +Target 005: 3.99e-06 |Target 006: 5.98e-06 |Target 007: 1.13e-06 |Target 008: 2.46e-06 |Target 009: 2.63e-06 +Target 010: 4.94e-07 |Target 011: 7.78e-07 |Target 012: 9.34e-07 |Target 013: 2.08e-06 |Target 014: 1.07e-06 +Target 015: 1.16e-06 |Target 016: 2.56e-06 |Target 017: 2.11e-06 |Target 018: 5.52e-06 |Target 019: 4.12e-06 +Target 020: 8.70e-07 |Target 021: 2.33e-06 |Target 022: 1.01e-06 |Target 023: 4.03e-06 |Target 024: 3.91e-06 + +==================== +Epoch #1270 | Time: 00d 05h 39m | LR: 2.50e-04 | Epoch time: 15.47 | Train loss: 6.50e-06 | Val loss: 2.64e-06 +Target 006 has maximum loss 7.07e-06; Target 002 has minimum loss 4.64e-07 +Target 000: 3.55e-06 |Target 001: 5.74e-06 |Target 002: 4.64e-07 |Target 003: 9.44e-07 |Target 004: 7.69e-07 +Target 005: 2.26e-06 |Target 006: 7.07e-06 |Target 007: 7.86e-07 |Target 008: 2.29e-06 |Target 009: 2.59e-06 +Target 010: 5.08e-07 |Target 011: 8.55e-07 |Target 012: 1.48e-06 |Target 013: 2.02e-06 |Target 014: 1.04e-06 +Target 015: 1.02e-06 |Target 016: 2.42e-06 |Target 017: 2.38e-06 |Target 018: 5.84e-06 |Target 019: 4.10e-06 +Target 020: 8.43e-07 |Target 021: 2.41e-06 |Target 022: 1.08e-06 |Target 023: 4.18e-06 |Target 024: 4.23e-06 + +==================== +Epoch #1271 | Time: 00d 05h 40m | LR: 2.50e-04 | Epoch time: 15.42 | Train loss: 6.49e-06 | Val loss: 2.48e-06 +Target 006 has maximum loss 5.57e-06; Target 002 has minimum loss 5.28e-07 +Target 000: 5.34e-06 |Target 001: 1.67e-06 |Target 002: 5.28e-07 |Target 003: 1.15e-06 |Target 004: 9.74e-07 +Target 005: 3.89e-06 |Target 006: 5.57e-06 |Target 007: 7.75e-07 |Target 008: 2.51e-06 |Target 009: 2.97e-06 +Target 010: 5.53e-07 |Target 011: 7.78e-07 |Target 012: 1.10e-06 |Target 013: 1.64e-06 |Target 014: 1.10e-06 +Target 015: 1.04e-06 |Target 016: 2.76e-06 |Target 017: 1.61e-06 |Target 018: 5.16e-06 |Target 019: 4.11e-06 +Target 020: 9.78e-07 |Target 021: 2.49e-06 |Target 022: 1.05e-06 |Target 023: 4.27e-06 |Target 024: 3.70e-06 + +==================== +Epoch #1272 | Time: 00d 05h 40m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.52e-06 | Val loss: 2.70e-06 +Target 006 has maximum loss 9.41e-06; Target 010 has minimum loss 4.82e-07 +Target 000: 4.03e-06 |Target 001: 4.94e-06 |Target 002: 5.31e-07 |Target 003: 9.07e-07 |Target 004: 1.05e-06 +Target 005: 2.32e-06 |Target 006: 9.41e-06 |Target 007: 9.85e-07 |Target 008: 2.33e-06 |Target 009: 2.85e-06 +Target 010: 4.82e-07 |Target 011: 7.68e-07 |Target 012: 8.18e-07 |Target 013: 2.16e-06 |Target 014: 1.02e-06 +Target 015: 1.03e-06 |Target 016: 2.50e-06 |Target 017: 2.82e-06 |Target 018: 5.59e-06 |Target 019: 4.03e-06 +Target 020: 8.56e-07 |Target 021: 2.83e-06 |Target 022: 9.92e-07 |Target 023: 4.12e-06 |Target 024: 4.60e-06 + +==================== +Epoch #1273 | Time: 00d 05h 40m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.49e-06 | Val loss: 2.88e-06 +Target 006 has maximum loss 1.18e-05; Target 010 has minimum loss 4.65e-07 +Target 000: 3.29e-06 |Target 001: 4.17e-06 |Target 002: 4.71e-07 |Target 003: 9.41e-07 |Target 004: 8.56e-07 +Target 005: 2.21e-06 |Target 006: 1.18e-05 |Target 007: 8.49e-07 |Target 008: 2.72e-06 |Target 009: 2.60e-06 +Target 010: 4.65e-07 |Target 011: 9.64e-07 |Target 012: 1.81e-06 |Target 013: 2.04e-06 |Target 014: 1.07e-06 +Target 015: 9.94e-07 |Target 016: 2.36e-06 |Target 017: 2.65e-06 |Target 018: 6.31e-06 |Target 019: 4.21e-06 +Target 020: 8.20e-07 |Target 021: 2.42e-06 |Target 022: 1.06e-06 |Target 023: 4.28e-06 |Target 024: 5.12e-06 + +==================== +Epoch #1274 | Time: 00d 05h 41m | LR: 2.50e-04 | Epoch time: 15.42 | Train loss: 6.48e-06 | Val loss: 2.45e-06 +Target 001 has maximum loss 1.15e-05; Target 010 has minimum loss 4.69e-07 +Target 000: 5.37e-06 |Target 001: 1.15e-05 |Target 002: 5.82e-07 |Target 003: 1.14e-06 |Target 004: 8.66e-07 +Target 005: 2.78e-06 |Target 006: 5.64e-06 |Target 007: 8.53e-07 |Target 008: 2.35e-06 |Target 009: 2.52e-06 +Target 010: 4.69e-07 |Target 011: 8.11e-07 |Target 012: 7.57e-07 |Target 013: 2.01e-06 |Target 014: 1.07e-06 +Target 015: 1.12e-06 |Target 016: 2.49e-06 |Target 017: 1.74e-06 |Target 018: 5.12e-06 |Target 019: 3.98e-06 +Target 020: 8.30e-07 |Target 021: 2.41e-06 |Target 022: 1.01e-06 |Target 023: 4.11e-06 |Target 024: 3.51e-06 + +==================== +Epoch #1275 | Time: 00d 05h 41m | LR: 2.50e-04 | Epoch time: 15.51 | Train loss: 6.38e-06 | Val loss: 2.48e-06 +Target 006 has maximum loss 6.87e-06; Target 002 has minimum loss 4.60e-07 +Target 000: 3.46e-06 |Target 001: 4.85e-06 |Target 002: 4.60e-07 |Target 003: 1.08e-06 |Target 004: 8.09e-07 +Target 005: 1.77e-06 |Target 006: 6.87e-06 |Target 007: 8.92e-07 |Target 008: 2.42e-06 |Target 009: 2.99e-06 +Target 010: 4.80e-07 |Target 011: 7.84e-07 |Target 012: 8.13e-07 |Target 013: 1.76e-06 |Target 014: 1.13e-06 +Target 015: 1.01e-06 |Target 016: 2.68e-06 |Target 017: 1.67e-06 |Target 018: 5.41e-06 |Target 019: 4.17e-06 +Target 020: 8.71e-07 |Target 021: 2.66e-06 |Target 022: 1.03e-06 |Target 023: 4.12e-06 |Target 024: 3.69e-06 + +==================== +Epoch #1276 | Time: 00d 05h 41m | LR: 2.50e-04 | Epoch time: 15.34 | Train loss: 6.44e-06 | Val loss: 2.48e-06 +Target 005 has maximum loss 5.78e-06; Target 002 has minimum loss 4.25e-07 +Target 000: 5.17e-06 |Target 001: 5.45e-06 |Target 002: 4.25e-07 |Target 003: 7.12e-07 |Target 004: 8.34e-07 +Target 005: 5.78e-06 |Target 006: 5.41e-06 |Target 007: 8.88e-07 |Target 008: 2.54e-06 |Target 009: 2.64e-06 +Target 010: 4.95e-07 |Target 011: 8.03e-07 |Target 012: 6.98e-07 |Target 013: 1.91e-06 |Target 014: 1.06e-06 +Target 015: 9.75e-07 |Target 016: 2.49e-06 |Target 017: 2.07e-06 |Target 018: 5.61e-06 |Target 019: 3.93e-06 +Target 020: 8.21e-07 |Target 021: 2.33e-06 |Target 022: 9.90e-07 |Target 023: 3.92e-06 |Target 024: 3.78e-06 + +==================== +Epoch #1277 | Time: 00d 05h 41m | LR: 2.50e-04 | Epoch time: 15.56 | Train loss: 6.35e-06 | Val loss: 2.56e-06 +Target 006 has maximum loss 8.52e-06; Target 002 has minimum loss 5.47e-07 +Target 000: 3.68e-06 |Target 001: 1.90e-06 |Target 002: 5.47e-07 |Target 003: 1.44e-06 |Target 004: 1.03e-06 +Target 005: 2.66e-06 |Target 006: 8.52e-06 |Target 007: 9.69e-07 |Target 008: 2.60e-06 |Target 009: 3.12e-06 +Target 010: 6.30e-07 |Target 011: 1.10e-06 |Target 012: 7.86e-07 |Target 013: 1.67e-06 |Target 014: 1.05e-06 +Target 015: 1.02e-06 |Target 016: 2.68e-06 |Target 017: 1.84e-06 |Target 018: 5.54e-06 |Target 019: 4.39e-06 +Target 020: 8.70e-07 |Target 021: 2.59e-06 |Target 022: 1.07e-06 |Target 023: 4.32e-06 |Target 024: 3.75e-06 + +==================== +Epoch #1278 | Time: 00d 05h 42m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.60e-06 | Val loss: 2.63e-06 +Target 018 has maximum loss 6.24e-06; Target 002 has minimum loss 4.40e-07 +Target 000: 2.55e-06 |Target 001: 3.77e-06 |Target 002: 4.40e-07 |Target 003: 9.12e-07 |Target 004: 8.42e-07 +Target 005: 1.65e-06 |Target 006: 6.22e-06 |Target 007: 8.68e-07 |Target 008: 2.68e-06 |Target 009: 3.26e-06 +Target 010: 4.88e-07 |Target 011: 8.02e-07 |Target 012: 1.26e-06 |Target 013: 1.68e-06 |Target 014: 1.07e-06 +Target 015: 1.08e-06 |Target 016: 2.70e-06 |Target 017: 1.66e-06 |Target 018: 6.24e-06 |Target 019: 4.42e-06 +Target 020: 8.81e-07 |Target 021: 3.12e-06 |Target 022: 1.03e-06 |Target 023: 4.66e-06 |Target 024: 3.77e-06 + +==================== +Epoch #1279 | Time: 00d 05h 42m | LR: 2.50e-04 | Epoch time: 15.40 | Train loss: 6.50e-06 | Val loss: 2.74e-06 +Target 006 has maximum loss 6.46e-06; Target 002 has minimum loss 4.60e-07 +Target 000: 5.06e-06 |Target 001: 3.61e-06 |Target 002: 4.60e-07 |Target 003: 9.03e-07 |Target 004: 8.12e-07 +Target 005: 2.59e-06 |Target 006: 6.46e-06 |Target 007: 7.83e-07 |Target 008: 2.59e-06 |Target 009: 3.66e-06 +Target 010: 5.10e-07 |Target 011: 8.71e-07 |Target 012: 1.12e-06 |Target 013: 1.87e-06 |Target 014: 1.09e-06 +Target 015: 1.17e-06 |Target 016: 2.64e-06 |Target 017: 1.92e-06 |Target 018: 5.68e-06 |Target 019: 4.18e-06 +Target 020: 9.65e-07 |Target 021: 3.34e-06 |Target 022: 1.06e-06 |Target 023: 4.13e-06 |Target 024: 4.77e-06 + +==================== +Epoch #1280 | Time: 00d 05h 42m | LR: 2.50e-04 | Epoch time: 15.40 | Train loss: 6.68e-06 | Val loss: 2.96e-06 +Target 006 has maximum loss 1.18e-05; Target 002 has minimum loss 4.64e-07 +Target 000: 5.23e-06 |Target 001: 9.09e-06 |Target 002: 4.64e-07 |Target 003: 8.66e-07 |Target 004: 9.88e-07 +Target 005: 3.95e-06 |Target 006: 1.18e-05 |Target 007: 8.09e-07 |Target 008: 3.24e-06 |Target 009: 2.54e-06 +Target 010: 6.77e-07 |Target 011: 8.05e-07 |Target 012: 1.26e-06 |Target 013: 2.04e-06 |Target 014: 1.02e-06 +Target 015: 1.11e-06 |Target 016: 3.30e-06 |Target 017: 2.54e-06 |Target 018: 5.49e-06 |Target 019: 4.10e-06 +Target 020: 8.25e-07 |Target 021: 2.79e-06 |Target 022: 1.06e-06 |Target 023: 4.18e-06 |Target 024: 5.75e-06 + +==================== +Epoch #1281 | Time: 00d 05h 42m | LR: 2.50e-04 | Epoch time: 15.45 | Train loss: 6.57e-06 | Val loss: 2.47e-06 +Target 001 has maximum loss 5.92e-06; Target 010 has minimum loss 4.29e-07 +Target 000: 1.88e-06 |Target 001: 5.92e-06 |Target 002: 4.77e-07 |Target 003: 8.91e-07 |Target 004: 8.33e-07 +Target 005: 2.25e-06 |Target 006: 5.47e-06 |Target 007: 1.04e-06 |Target 008: 2.82e-06 |Target 009: 2.63e-06 +Target 010: 4.29e-07 |Target 011: 7.76e-07 |Target 012: 8.18e-07 |Target 013: 1.82e-06 |Target 014: 1.04e-06 +Target 015: 9.79e-07 |Target 016: 2.89e-06 |Target 017: 1.67e-06 |Target 018: 5.55e-06 |Target 019: 4.11e-06 +Target 020: 9.24e-07 |Target 021: 2.67e-06 |Target 022: 9.89e-07 |Target 023: 4.05e-06 |Target 024: 3.79e-06 + +==================== +Epoch #1282 | Time: 00d 05h 43m | LR: 2.50e-04 | Epoch time: 15.48 | Train loss: 6.34e-06 | Val loss: 2.38e-06 +Target 006 has maximum loss 6.65e-06; Target 002 has minimum loss 4.29e-07 +Target 000: 1.97e-06 |Target 001: 4.91e-06 |Target 002: 4.29e-07 |Target 003: 7.33e-07 |Target 004: 7.76e-07 +Target 005: 2.12e-06 |Target 006: 6.65e-06 |Target 007: 1.08e-06 |Target 008: 2.50e-06 |Target 009: 2.74e-06 +Target 010: 4.67e-07 |Target 011: 7.96e-07 |Target 012: 7.97e-07 |Target 013: 1.63e-06 |Target 014: 1.10e-06 +Target 015: 9.63e-07 |Target 016: 2.86e-06 |Target 017: 1.54e-06 |Target 018: 5.24e-06 |Target 019: 4.04e-06 +Target 020: 9.40e-07 |Target 021: 2.51e-06 |Target 022: 1.03e-06 |Target 023: 3.95e-06 |Target 024: 3.48e-06 + +==================== +Epoch #1283 | Time: 00d 05h 43m | LR: 2.50e-04 | Epoch time: 15.36 | Train loss: 6.36e-06 | Val loss: 2.67e-06 +Target 006 has maximum loss 7.11e-06; Target 010 has minimum loss 4.31e-07 +Target 000: 4.61e-06 |Target 001: 5.73e-06 |Target 002: 4.58e-07 |Target 003: 7.43e-07 |Target 004: 1.01e-06 +Target 005: 2.81e-06 |Target 006: 7.11e-06 |Target 007: 8.35e-07 |Target 008: 2.47e-06 |Target 009: 2.88e-06 +Target 010: 4.31e-07 |Target 011: 7.87e-07 |Target 012: 1.16e-06 |Target 013: 2.50e-06 |Target 014: 1.07e-06 +Target 015: 1.05e-06 |Target 016: 2.68e-06 |Target 017: 2.41e-06 |Target 018: 5.95e-06 |Target 019: 4.41e-06 +Target 020: 8.99e-07 |Target 021: 2.80e-06 |Target 022: 9.81e-07 |Target 023: 4.14e-06 |Target 024: 3.88e-06 + +==================== +Epoch #1284 | Time: 00d 05h 43m | LR: 2.50e-04 | Epoch time: 15.55 | Train loss: 6.61e-06 | Val loss: 2.63e-06 +Target 018 has maximum loss 5.75e-06; Target 002 has minimum loss 5.73e-07 +Target 000: 5.19e-06 |Target 001: 3.08e-06 |Target 002: 5.73e-07 |Target 003: 9.47e-07 |Target 004: 9.53e-07 +Target 005: 1.66e-06 |Target 006: 5.32e-06 |Target 007: 8.80e-07 |Target 008: 2.91e-06 |Target 009: 2.91e-06 +Target 010: 6.19e-07 |Target 011: 9.38e-07 |Target 012: 1.45e-06 |Target 013: 1.86e-06 |Target 014: 1.11e-06 +Target 015: 1.01e-06 |Target 016: 3.01e-06 |Target 017: 1.71e-06 |Target 018: 5.75e-06 |Target 019: 4.55e-06 +Target 020: 8.51e-07 |Target 021: 2.97e-06 |Target 022: 1.07e-06 |Target 023: 4.61e-06 |Target 024: 3.65e-06 + +==================== +Epoch #1285 | Time: 00d 05h 43m | LR: 2.50e-04 | Epoch time: 15.52 | Train loss: 6.50e-06 | Val loss: 2.50e-06 +Target 006 has maximum loss 6.54e-06; Target 010 has minimum loss 4.48e-07 +Target 000: 3.40e-06 |Target 001: 3.83e-06 |Target 002: 4.81e-07 |Target 003: 1.25e-06 |Target 004: 8.56e-07 +Target 005: 1.64e-06 |Target 006: 6.54e-06 |Target 007: 9.82e-07 |Target 008: 2.49e-06 |Target 009: 2.57e-06 +Target 010: 4.48e-07 |Target 011: 7.70e-07 |Target 012: 8.26e-07 |Target 013: 1.71e-06 |Target 014: 1.04e-06 +Target 015: 1.01e-06 |Target 016: 2.95e-06 |Target 017: 2.02e-06 |Target 018: 5.21e-06 |Target 019: 4.25e-06 +Target 020: 1.09e-06 |Target 021: 2.33e-06 |Target 022: 1.03e-06 |Target 023: 4.16e-06 |Target 024: 3.85e-06 + +==================== +Epoch #1286 | Time: 00d 05h 44m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.41e-06 | Val loss: 2.71e-06 +Target 001 has maximum loss 1.18e-05; Target 002 has minimum loss 5.14e-07 +Target 000: 2.88e-06 |Target 001: 1.18e-05 |Target 002: 5.14e-07 |Target 003: 9.03e-07 |Target 004: 9.05e-07 +Target 005: 2.18e-06 |Target 006: 4.89e-06 |Target 007: 8.99e-07 |Target 008: 2.39e-06 |Target 009: 2.95e-06 +Target 010: 5.58e-07 |Target 011: 7.85e-07 |Target 012: 9.92e-07 |Target 013: 1.85e-06 |Target 014: 1.15e-06 +Target 015: 1.08e-06 |Target 016: 2.64e-06 |Target 017: 1.95e-06 |Target 018: 5.41e-06 |Target 019: 4.12e-06 +Target 020: 8.87e-07 |Target 021: 2.51e-06 |Target 022: 1.14e-06 |Target 023: 4.10e-06 |Target 024: 4.83e-06 + +==================== +Epoch #1287 | Time: 00d 05h 44m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.45e-06 | Val loss: 2.36e-06 +Target 006 has maximum loss 7.40e-06; Target 002 has minimum loss 4.45e-07 +Target 000: 3.85e-06 |Target 001: 2.50e-06 |Target 002: 4.45e-07 |Target 003: 8.43e-07 |Target 004: 8.15e-07 +Target 005: 1.90e-06 |Target 006: 7.40e-06 |Target 007: 8.47e-07 |Target 008: 2.42e-06 |Target 009: 2.70e-06 +Target 010: 6.07e-07 |Target 011: 7.45e-07 |Target 012: 1.31e-06 |Target 013: 1.63e-06 |Target 014: 1.01e-06 +Target 015: 1.01e-06 |Target 016: 2.45e-06 |Target 017: 1.79e-06 |Target 018: 4.95e-06 |Target 019: 3.95e-06 +Target 020: 9.02e-07 |Target 021: 2.42e-06 |Target 022: 9.63e-07 |Target 023: 3.99e-06 |Target 024: 3.41e-06 + +==================== +Epoch #1288 | Time: 00d 05h 44m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.32e-06 | Val loss: 2.61e-06 +Target 006 has maximum loss 1.10e-05; Target 002 has minimum loss 5.29e-07 +Target 000: 5.60e-06 |Target 001: 3.35e-06 |Target 002: 5.29e-07 |Target 003: 8.42e-07 |Target 004: 7.97e-07 +Target 005: 2.42e-06 |Target 006: 1.10e-05 |Target 007: 7.82e-07 |Target 008: 2.36e-06 |Target 009: 3.01e-06 +Target 010: 5.96e-07 |Target 011: 7.49e-07 |Target 012: 7.52e-07 |Target 013: 2.11e-06 |Target 014: 1.09e-06 +Target 015: 1.04e-06 |Target 016: 2.45e-06 |Target 017: 2.36e-06 |Target 018: 6.21e-06 |Target 019: 4.16e-06 +Target 020: 8.22e-07 |Target 021: 2.60e-06 |Target 022: 1.10e-06 |Target 023: 4.37e-06 |Target 024: 3.62e-06 + +==================== +Epoch #1289 | Time: 00d 05h 44m | LR: 2.50e-04 | Epoch time: 15.34 | Train loss: 6.48e-06 | Val loss: 3.21e-06 +Target 006 has maximum loss 2.23e-05; Target 002 has minimum loss 4.53e-07 +Target 000: 2.28e-06 |Target 001: 6.40e-06 |Target 002: 4.53e-07 |Target 003: 7.69e-07 |Target 004: 8.55e-07 +Target 005: 5.90e-06 |Target 006: 2.23e-05 |Target 007: 9.85e-07 |Target 008: 2.71e-06 |Target 009: 3.76e-06 +Target 010: 5.21e-07 |Target 011: 1.05e-06 |Target 012: 1.16e-06 |Target 013: 2.34e-06 |Target 014: 1.45e-06 +Target 015: 1.05e-06 |Target 016: 2.63e-06 |Target 017: 1.97e-06 |Target 018: 6.70e-06 |Target 019: 4.60e-06 +Target 020: 8.74e-07 |Target 021: 3.84e-06 |Target 022: 1.31e-06 |Target 023: 4.77e-06 |Target 024: 5.51e-06 + +==================== +Epoch #1290 | Time: 00d 05h 45m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.89e-06 | Val loss: 2.60e-06 +Target 006 has maximum loss 5.64e-06; Target 002 has minimum loss 4.65e-07 +Target 000: 3.13e-06 |Target 001: 2.13e-06 |Target 002: 4.65e-07 |Target 003: 1.49e-06 |Target 004: 9.83e-07 +Target 005: 4.78e-06 |Target 006: 5.64e-06 |Target 007: 8.67e-07 |Target 008: 2.49e-06 |Target 009: 3.32e-06 +Target 010: 5.59e-07 |Target 011: 7.54e-07 |Target 012: 9.51e-07 |Target 013: 1.78e-06 |Target 014: 1.19e-06 +Target 015: 1.01e-06 |Target 016: 2.74e-06 |Target 017: 2.39e-06 |Target 018: 5.16e-06 |Target 019: 4.09e-06 +Target 020: 8.80e-07 |Target 021: 2.90e-06 |Target 022: 1.06e-06 |Target 023: 4.10e-06 |Target 024: 4.09e-06 + +==================== +Epoch #1291 | Time: 00d 05h 45m | LR: 2.50e-04 | Epoch time: 15.57 | Train loss: 6.55e-06 | Val loss: 2.50e-06 +Target 001 has maximum loss 6.82e-06; Target 010 has minimum loss 4.59e-07 +Target 000: 4.22e-06 |Target 001: 6.82e-06 |Target 002: 5.07e-07 |Target 003: 1.21e-06 |Target 004: 8.56e-07 +Target 005: 2.59e-06 |Target 006: 5.08e-06 |Target 007: 8.28e-07 |Target 008: 2.35e-06 |Target 009: 2.70e-06 +Target 010: 4.59e-07 |Target 011: 7.92e-07 |Target 012: 7.89e-07 |Target 013: 1.68e-06 |Target 014: 1.11e-06 +Target 015: 1.14e-06 |Target 016: 2.43e-06 |Target 017: 1.62e-06 |Target 018: 5.34e-06 |Target 019: 4.10e-06 +Target 020: 8.38e-07 |Target 021: 2.74e-06 |Target 022: 1.04e-06 |Target 023: 4.25e-06 |Target 024: 3.85e-06 + +==================== +Epoch #1292 | Time: 00d 05h 45m | LR: 2.50e-04 | Epoch time: 15.52 | Train loss: 6.49e-06 | Val loss: 2.58e-06 +Target 006 has maximum loss 8.32e-06; Target 010 has minimum loss 5.01e-07 +Target 000: 2.08e-06 |Target 001: 2.50e-06 |Target 002: 5.14e-07 |Target 003: 8.73e-07 |Target 004: 7.85e-07 +Target 005: 4.55e-06 |Target 006: 8.32e-06 |Target 007: 8.16e-07 |Target 008: 2.48e-06 |Target 009: 3.07e-06 +Target 010: 5.01e-07 |Target 011: 8.02e-07 |Target 012: 8.03e-07 |Target 013: 1.93e-06 |Target 014: 1.06e-06 +Target 015: 1.04e-06 |Target 016: 2.87e-06 |Target 017: 2.06e-06 |Target 018: 6.01e-06 |Target 019: 4.12e-06 +Target 020: 9.16e-07 |Target 021: 2.74e-06 |Target 022: 1.01e-06 |Target 023: 4.24e-06 |Target 024: 3.88e-06 + +==================== +Epoch #1293 | Time: 00d 05h 46m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.53e-06 | Val loss: 2.63e-06 +Target 001 has maximum loss 1.18e-05; Target 002 has minimum loss 4.20e-07 +Target 000: 5.37e-06 |Target 001: 1.18e-05 |Target 002: 4.20e-07 |Target 003: 9.48e-07 |Target 004: 8.12e-07 +Target 005: 2.81e-06 |Target 006: 8.15e-06 |Target 007: 8.10e-07 |Target 008: 2.32e-06 |Target 009: 3.09e-06 +Target 010: 5.42e-07 |Target 011: 7.85e-07 |Target 012: 1.61e-06 |Target 013: 1.99e-06 |Target 014: 1.05e-06 +Target 015: 9.97e-07 |Target 016: 2.36e-06 |Target 017: 1.86e-06 |Target 018: 5.01e-06 |Target 019: 4.15e-06 +Target 020: 9.43e-07 |Target 021: 2.72e-06 |Target 022: 1.04e-06 |Target 023: 4.19e-06 |Target 024: 4.03e-06 + +==================== +Epoch #1294 | Time: 00d 05h 46m | LR: 2.50e-04 | Epoch time: 15.38 | Train loss: 6.46e-06 | Val loss: 2.41e-06 +Target 006 has maximum loss 5.55e-06; Target 002 has minimum loss 4.50e-07 +Target 000: 1.79e-06 |Target 001: 1.41e-06 |Target 002: 4.50e-07 |Target 003: 6.76e-07 |Target 004: 9.46e-07 +Target 005: 1.94e-06 |Target 006: 5.55e-06 |Target 007: 9.29e-07 |Target 008: 2.31e-06 |Target 009: 2.60e-06 +Target 010: 6.04e-07 |Target 011: 7.62e-07 |Target 012: 1.17e-06 |Target 013: 1.60e-06 |Target 014: 1.09e-06 +Target 015: 1.05e-06 |Target 016: 2.30e-06 |Target 017: 1.77e-06 |Target 018: 4.95e-06 |Target 019: 3.92e-06 +Target 020: 8.51e-07 |Target 021: 2.38e-06 |Target 022: 9.97e-07 |Target 023: 4.00e-06 |Target 024: 4.00e-06 + +==================== +Epoch #1295 | Time: 00d 05h 46m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.42e-06 | Val loss: 2.36e-06 +Target 000 has maximum loss 5.45e-06; Target 010 has minimum loss 4.62e-07 +Target 000: 5.45e-06 |Target 001: 3.06e-06 |Target 002: 4.76e-07 |Target 003: 1.01e-06 |Target 004: 7.82e-07 +Target 005: 1.39e-06 |Target 006: 4.92e-06 |Target 007: 7.94e-07 |Target 008: 2.31e-06 |Target 009: 2.55e-06 +Target 010: 4.62e-07 |Target 011: 7.51e-07 |Target 012: 7.79e-07 |Target 013: 1.59e-06 |Target 014: 1.03e-06 +Target 015: 1.10e-06 |Target 016: 2.77e-06 |Target 017: 1.77e-06 |Target 018: 4.92e-06 |Target 019: 4.16e-06 +Target 020: 8.06e-07 |Target 021: 2.44e-06 |Target 022: 9.65e-07 |Target 023: 4.26e-06 |Target 024: 3.40e-06 + +==================== +Epoch #1296 | Time: 00d 05h 46m | LR: 2.50e-04 | Epoch time: 15.47 | Train loss: 6.38e-06 | Val loss: 2.53e-06 +Target 006 has maximum loss 5.97e-06; Target 010 has minimum loss 4.38e-07 +Target 000: 2.38e-06 |Target 001: 2.13e-06 |Target 002: 7.37e-07 |Target 003: 7.78e-07 |Target 004: 8.05e-07 +Target 005: 2.77e-06 |Target 006: 5.97e-06 |Target 007: 8.51e-07 |Target 008: 2.41e-06 |Target 009: 2.73e-06 +Target 010: 4.38e-07 |Target 011: 8.25e-07 |Target 012: 9.45e-07 |Target 013: 1.56e-06 |Target 014: 1.00e-06 +Target 015: 9.82e-07 |Target 016: 2.53e-06 |Target 017: 1.75e-06 |Target 018: 5.39e-06 |Target 019: 4.05e-06 +Target 020: 8.86e-07 |Target 021: 2.41e-06 |Target 022: 9.88e-07 |Target 023: 4.29e-06 |Target 024: 4.41e-06 + +==================== +Epoch #1297 | Time: 00d 05h 47m | LR: 2.50e-04 | Epoch time: 15.40 | Train loss: 6.41e-06 | Val loss: 2.53e-06 +Target 000 has maximum loss 5.55e-06; Target 002 has minimum loss 6.34e-07 +Target 000: 5.55e-06 |Target 001: 3.53e-06 |Target 002: 6.34e-07 |Target 003: 1.13e-06 |Target 004: 7.76e-07 +Target 005: 4.99e-06 |Target 006: 5.16e-06 |Target 007: 7.65e-07 |Target 008: 3.05e-06 |Target 009: 2.54e-06 +Target 010: 7.19e-07 |Target 011: 7.42e-07 |Target 012: 1.27e-06 |Target 013: 1.70e-06 |Target 014: 1.06e-06 +Target 015: 1.20e-06 |Target 016: 3.25e-06 |Target 017: 1.74e-06 |Target 018: 5.18e-06 |Target 019: 4.17e-06 +Target 020: 8.37e-07 |Target 021: 2.36e-06 |Target 022: 1.06e-06 |Target 023: 4.02e-06 |Target 024: 3.91e-06 + +==================== +Epoch #1298 | Time: 00d 05h 47m | LR: 2.50e-04 | Epoch time: 15.54 | Train loss: 6.52e-06 | Val loss: 2.61e-06 +Target 000 has maximum loss 1.21e-05; Target 002 has minimum loss 4.40e-07 +Target 000: 1.21e-05 |Target 001: 3.99e-06 |Target 002: 4.40e-07 |Target 003: 1.02e-06 |Target 004: 8.34e-07 +Target 005: 3.15e-06 |Target 006: 6.98e-06 |Target 007: 9.51e-07 |Target 008: 2.33e-06 |Target 009: 2.61e-06 +Target 010: 4.87e-07 |Target 011: 7.78e-07 |Target 012: 9.28e-07 |Target 013: 1.98e-06 |Target 014: 1.14e-06 +Target 015: 9.78e-07 |Target 016: 2.62e-06 |Target 017: 1.96e-06 |Target 018: 5.54e-06 |Target 019: 4.27e-06 +Target 020: 8.23e-07 |Target 021: 2.47e-06 |Target 022: 1.18e-06 |Target 023: 4.15e-06 |Target 024: 3.91e-06 + +==================== +Epoch #1299 | Time: 00d 05h 47m | LR: 2.50e-04 | Epoch time: 15.47 | Train loss: 6.43e-06 | Val loss: 2.44e-06 +Target 006 has maximum loss 5.15e-06; Target 002 has minimum loss 4.59e-07 +Target 000: 2.49e-06 |Target 001: 2.04e-06 |Target 002: 4.59e-07 |Target 003: 1.06e-06 |Target 004: 8.28e-07 +Target 005: 3.34e-06 |Target 006: 5.15e-06 |Target 007: 1.12e-06 |Target 008: 2.48e-06 |Target 009: 2.83e-06 +Target 010: 5.98e-07 |Target 011: 1.03e-06 |Target 012: 8.42e-07 |Target 013: 1.90e-06 |Target 014: 1.07e-06 +Target 015: 1.05e-06 |Target 016: 2.60e-06 |Target 017: 1.74e-06 |Target 018: 4.94e-06 |Target 019: 4.40e-06 +Target 020: 8.39e-07 |Target 021: 2.53e-06 |Target 022: 1.10e-06 |Target 023: 4.27e-06 |Target 024: 3.43e-06 + +==================== +Epoch #1300 | Time: 00d 05h 47m | LR: 2.50e-04 | Epoch time: 15.42 | Train loss: 6.39e-06 | Val loss: 2.46e-06 +Target 006 has maximum loss 6.27e-06; Target 002 has minimum loss 4.59e-07 +Target 000: 2.43e-06 |Target 001: 1.68e-06 |Target 002: 4.59e-07 |Target 003: 9.13e-07 |Target 004: 8.82e-07 +Target 005: 1.67e-06 |Target 006: 6.27e-06 |Target 007: 8.02e-07 |Target 008: 2.71e-06 |Target 009: 2.61e-06 +Target 010: 4.85e-07 |Target 011: 8.45e-07 |Target 012: 1.34e-06 |Target 013: 1.56e-06 |Target 014: 1.13e-06 +Target 015: 9.77e-07 |Target 016: 2.47e-06 |Target 017: 1.56e-06 |Target 018: 5.57e-06 |Target 019: 4.05e-06 +Target 020: 8.42e-07 |Target 021: 2.52e-06 |Target 022: 1.11e-06 |Target 023: 4.02e-06 |Target 024: 3.80e-06 + +==================== +Epoch #1301 | Time: 00d 05h 48m | LR: 2.50e-04 | Epoch time: 15.47 | Train loss: 6.34e-06 | Val loss: 2.37e-06 +Target 006 has maximum loss 6.37e-06; Target 002 has minimum loss 4.45e-07 +Target 000: 4.51e-06 |Target 001: 5.08e-06 |Target 002: 4.45e-07 |Target 003: 7.69e-07 |Target 004: 8.72e-07 +Target 005: 2.76e-06 |Target 006: 6.37e-06 |Target 007: 7.74e-07 |Target 008: 2.36e-06 |Target 009: 2.62e-06 +Target 010: 5.04e-07 |Target 011: 9.05e-07 |Target 012: 8.58e-07 |Target 013: 1.70e-06 |Target 014: 1.08e-06 +Target 015: 9.60e-07 |Target 016: 2.38e-06 |Target 017: 1.54e-06 |Target 018: 5.32e-06 |Target 019: 3.99e-06 +Target 020: 7.93e-07 |Target 021: 2.40e-06 |Target 022: 1.00e-06 |Target 023: 3.88e-06 |Target 024: 3.51e-06 + +==================== +Epoch #1302 | Time: 00d 05h 48m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.43e-06 | Val loss: 2.41e-06 +Target 006 has maximum loss 5.59e-06; Target 010 has minimum loss 4.40e-07 +Target 000: 2.75e-06 |Target 001: 3.73e-06 |Target 002: 4.45e-07 |Target 003: 7.63e-07 |Target 004: 9.24e-07 +Target 005: 5.29e-06 |Target 006: 5.59e-06 |Target 007: 9.48e-07 |Target 008: 2.18e-06 |Target 009: 3.05e-06 +Target 010: 4.40e-07 |Target 011: 8.15e-07 |Target 012: 9.24e-07 |Target 013: 1.64e-06 |Target 014: 1.05e-06 +Target 015: 9.51e-07 |Target 016: 2.46e-06 |Target 017: 1.54e-06 |Target 018: 4.95e-06 |Target 019: 4.08e-06 +Target 020: 8.76e-07 |Target 021: 2.92e-06 |Target 022: 9.78e-07 |Target 023: 4.39e-06 |Target 024: 3.37e-06 + +==================== +Epoch #1303 | Time: 00d 05h 48m | LR: 2.50e-04 | Epoch time: 15.44 | Train loss: 6.44e-06 | Val loss: 2.42e-06 +Target 018 has maximum loss 5.23e-06; Target 010 has minimum loss 4.20e-07 +Target 000: 3.55e-06 |Target 001: 2.45e-06 |Target 002: 5.55e-07 |Target 003: 1.08e-06 |Target 004: 7.86e-07 +Target 005: 1.84e-06 |Target 006: 4.89e-06 |Target 007: 8.41e-07 |Target 008: 2.47e-06 |Target 009: 2.82e-06 +Target 010: 4.20e-07 |Target 011: 8.36e-07 |Target 012: 8.15e-07 |Target 013: 2.26e-06 |Target 014: 1.08e-06 +Target 015: 9.69e-07 |Target 016: 2.64e-06 |Target 017: 1.95e-06 |Target 018: 5.23e-06 |Target 019: 4.16e-06 +Target 020: 8.93e-07 |Target 021: 2.65e-06 |Target 022: 1.00e-06 |Target 023: 4.04e-06 |Target 024: 3.42e-06 + +==================== +Epoch #1304 | Time: 00d 05h 48m | LR: 2.50e-04 | Epoch time: 15.39 | Train loss: 6.34e-06 | Val loss: 2.94e-06 +Target 006 has maximum loss 9.02e-06; Target 002 has minimum loss 4.48e-07 +Target 000: 2.42e-06 |Target 001: 7.35e-06 |Target 002: 4.48e-07 |Target 003: 7.76e-07 |Target 004: 7.98e-07 +Target 005: 3.22e-06 |Target 006: 9.02e-06 |Target 007: 8.67e-07 |Target 008: 2.56e-06 |Target 009: 2.52e-06 +Target 010: 4.95e-07 |Target 011: 7.89e-07 |Target 012: 1.48e-06 |Target 013: 2.08e-06 |Target 014: 1.05e-06 +Target 015: 1.01e-06 |Target 016: 2.61e-06 |Target 017: 2.04e-06 |Target 018: 5.91e-06 |Target 019: 4.04e-06 +Target 020: 7.96e-07 |Target 021: 2.46e-06 |Target 022: 1.05e-06 |Target 023: 3.95e-06 |Target 024: 6.33e-06 + +==================== +Epoch #1305 | Time: 00d 05h 49m | LR: 2.50e-04 | Epoch time: 15.47 | Train loss: 6.46e-06 | Val loss: 2.71e-06 +Target 001 has maximum loss 6.83e-06; Target 002 has minimum loss 5.99e-07 +Target 000: 2.29e-06 |Target 001: 6.83e-06 |Target 002: 5.99e-07 |Target 003: 9.02e-07 |Target 004: 1.08e-06 +Target 005: 5.00e-06 |Target 006: 6.28e-06 |Target 007: 1.01e-06 |Target 008: 2.70e-06 |Target 009: 2.64e-06 +Target 010: 6.27e-07 |Target 011: 1.22e-06 |Target 012: 9.42e-07 |Target 013: 1.86e-06 |Target 014: 1.15e-06 +Target 015: 1.08e-06 |Target 016: 2.61e-06 |Target 017: 2.47e-06 |Target 018: 5.63e-06 |Target 019: 4.61e-06 +Target 020: 8.51e-07 |Target 021: 2.54e-06 |Target 022: 1.17e-06 |Target 023: 4.17e-06 |Target 024: 4.18e-06 + +==================== +Epoch #1306 | Time: 00d 05h 49m | LR: 2.50e-04 | Epoch time: 15.44 | Train loss: 6.36e-06 | Val loss: 2.85e-06 +Target 006 has maximum loss 7.96e-06; Target 002 has minimum loss 5.47e-07 +Target 000: 2.40e-06 |Target 001: 1.36e-06 |Target 002: 5.47e-07 |Target 003: 8.27e-07 |Target 004: 9.14e-07 +Target 005: 2.33e-06 |Target 006: 7.96e-06 |Target 007: 8.73e-07 |Target 008: 2.86e-06 |Target 009: 3.19e-06 +Target 010: 5.91e-07 |Target 011: 8.13e-07 |Target 012: 7.67e-07 |Target 013: 2.11e-06 |Target 014: 1.16e-06 +Target 015: 1.09e-06 |Target 016: 2.87e-06 |Target 017: 1.81e-06 |Target 018: 4.99e-06 |Target 019: 4.24e-06 +Target 020: 8.63e-07 |Target 021: 3.20e-06 |Target 022: 1.13e-06 |Target 023: 4.25e-06 |Target 024: 5.86e-06 + +==================== +Epoch #1307 | Time: 00d 05h 49m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.63e-06 | Val loss: 2.85e-06 +Target 006 has maximum loss 5.87e-06; Target 002 has minimum loss 4.44e-07 +Target 000: 5.54e-06 |Target 001: 3.24e-06 |Target 002: 4.44e-07 |Target 003: 9.25e-07 |Target 004: 7.59e-07 +Target 005: 1.67e-06 |Target 006: 5.87e-06 |Target 007: 9.07e-07 |Target 008: 2.47e-06 |Target 009: 3.63e-06 +Target 010: 4.53e-07 |Target 011: 8.75e-07 |Target 012: 1.56e-06 |Target 013: 2.41e-06 |Target 014: 1.07e-06 +Target 015: 1.22e-06 |Target 016: 2.47e-06 |Target 017: 1.89e-06 |Target 018: 5.78e-06 |Target 019: 4.28e-06 +Target 020: 8.56e-07 |Target 021: 3.46e-06 |Target 022: 1.08e-06 |Target 023: 4.10e-06 |Target 024: 5.20e-06 + +==================== +Epoch #1308 | Time: 00d 05h 49m | LR: 2.50e-04 | Epoch time: 15.42 | Train loss: 6.53e-06 | Val loss: 3.04e-06 +Target 001 has maximum loss 1.84e-05; Target 002 has minimum loss 4.59e-07 +Target 000: 7.62e-06 |Target 001: 1.84e-05 |Target 002: 4.59e-07 |Target 003: 8.67e-07 |Target 004: 8.30e-07 +Target 005: 1.02e-05 |Target 006: 1.29e-05 |Target 007: 8.24e-07 |Target 008: 2.64e-06 |Target 009: 2.95e-06 +Target 010: 6.29e-07 |Target 011: 8.69e-07 |Target 012: 1.05e-06 |Target 013: 1.95e-06 |Target 014: 1.28e-06 +Target 015: 1.09e-06 |Target 016: 3.45e-06 |Target 017: 2.58e-06 |Target 018: 5.65e-06 |Target 019: 4.31e-06 +Target 020: 8.97e-07 |Target 021: 2.93e-06 |Target 022: 1.21e-06 |Target 023: 4.68e-06 |Target 024: 4.81e-06 + +==================== +Epoch #1309 | Time: 00d 05h 50m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.58e-06 | Val loss: 2.54e-06 +Target 018 has maximum loss 5.31e-06; Target 010 has minimum loss 4.50e-07 +Target 000: 3.55e-06 |Target 001: 4.82e-06 |Target 002: 4.87e-07 |Target 003: 8.15e-07 |Target 004: 7.54e-07 +Target 005: 1.62e-06 |Target 006: 5.12e-06 |Target 007: 9.12e-07 |Target 008: 2.86e-06 |Target 009: 3.24e-06 +Target 010: 4.50e-07 |Target 011: 8.62e-07 |Target 012: 1.21e-06 |Target 013: 1.73e-06 |Target 014: 1.14e-06 +Target 015: 1.00e-06 |Target 016: 2.65e-06 |Target 017: 1.73e-06 |Target 018: 5.31e-06 |Target 019: 4.14e-06 +Target 020: 8.57e-07 |Target 021: 2.79e-06 |Target 022: 1.00e-06 |Target 023: 4.21e-06 |Target 024: 3.97e-06 + +==================== +Epoch #1310 | Time: 00d 05h 50m | LR: 2.50e-04 | Epoch time: 15.56 | Train loss: 6.47e-06 | Val loss: 2.53e-06 +Target 006 has maximum loss 4.96e-06; Target 010 has minimum loss 4.79e-07 +Target 000: 2.84e-06 |Target 001: 2.95e-06 |Target 002: 5.02e-07 |Target 003: 8.23e-07 |Target 004: 8.30e-07 +Target 005: 2.40e-06 |Target 006: 4.96e-06 |Target 007: 8.15e-07 |Target 008: 2.28e-06 |Target 009: 2.85e-06 +Target 010: 4.79e-07 |Target 011: 7.78e-07 |Target 012: 1.09e-06 |Target 013: 1.86e-06 |Target 014: 1.07e-06 +Target 015: 1.05e-06 |Target 016: 2.62e-06 |Target 017: 1.70e-06 |Target 018: 4.93e-06 |Target 019: 4.11e-06 +Target 020: 8.81e-07 |Target 021: 2.32e-06 |Target 022: 1.01e-06 |Target 023: 3.92e-06 |Target 024: 4.55e-06 + +==================== +Epoch #1311 | Time: 00d 05h 50m | LR: 2.50e-04 | Epoch time: 15.45 | Train loss: 6.43e-06 | Val loss: 2.66e-06 +Target 006 has maximum loss 6.13e-06; Target 010 has minimum loss 4.40e-07 +Target 000: 2.78e-06 |Target 001: 1.87e-06 |Target 002: 6.27e-07 |Target 003: 8.53e-07 |Target 004: 8.46e-07 +Target 005: 5.37e-06 |Target 006: 6.13e-06 |Target 007: 9.16e-07 |Target 008: 3.57e-06 |Target 009: 2.90e-06 +Target 010: 4.40e-07 |Target 011: 1.06e-06 |Target 012: 9.60e-07 |Target 013: 1.80e-06 |Target 014: 1.15e-06 +Target 015: 1.05e-06 |Target 016: 4.12e-06 |Target 017: 1.62e-06 |Target 018: 5.18e-06 |Target 019: 4.35e-06 +Target 020: 8.57e-07 |Target 021: 3.23e-06 |Target 022: 1.13e-06 |Target 023: 4.38e-06 |Target 024: 4.21e-06 + +==================== +Epoch #1312 | Time: 00d 05h 50m | LR: 2.50e-04 | Epoch time: 15.54 | Train loss: 6.58e-06 | Val loss: 2.52e-06 +Target 005 has maximum loss 8.18e-06; Target 010 has minimum loss 5.72e-07 +Target 000: 2.29e-06 |Target 001: 3.49e-06 |Target 002: 6.68e-07 |Target 003: 1.19e-06 |Target 004: 7.64e-07 +Target 005: 8.18e-06 |Target 006: 4.66e-06 |Target 007: 1.04e-06 |Target 008: 2.67e-06 |Target 009: 3.14e-06 +Target 010: 5.72e-07 |Target 011: 8.68e-07 |Target 012: 8.94e-07 |Target 013: 1.78e-06 |Target 014: 1.20e-06 +Target 015: 9.74e-07 |Target 016: 2.63e-06 |Target 017: 1.71e-06 |Target 018: 5.68e-06 |Target 019: 4.17e-06 +Target 020: 8.73e-07 |Target 021: 3.13e-06 |Target 022: 1.05e-06 |Target 023: 4.11e-06 |Target 024: 3.47e-06 + +==================== +Epoch #1313 | Time: 00d 05h 51m | LR: 2.50e-04 | Epoch time: 15.51 | Train loss: 6.48e-06 | Val loss: 2.71e-06 +Target 001 has maximum loss 1.08e-05; Target 002 has minimum loss 5.42e-07 +Target 000: 3.65e-06 |Target 001: 1.08e-05 |Target 002: 5.42e-07 |Target 003: 1.56e-06 |Target 004: 7.89e-07 +Target 005: 2.15e-06 |Target 006: 7.87e-06 |Target 007: 8.46e-07 |Target 008: 3.49e-06 |Target 009: 2.71e-06 +Target 010: 6.62e-07 |Target 011: 8.12e-07 |Target 012: 8.28e-07 |Target 013: 1.99e-06 |Target 014: 1.10e-06 +Target 015: 1.20e-06 |Target 016: 2.73e-06 |Target 017: 2.10e-06 |Target 018: 6.78e-06 |Target 019: 4.20e-06 +Target 020: 9.46e-07 |Target 021: 2.51e-06 |Target 022: 1.05e-06 |Target 023: 4.14e-06 |Target 024: 4.03e-06 + +==================== +Epoch #1314 | Time: 00d 05h 51m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.39e-06 | Val loss: 2.65e-06 +Target 001 has maximum loss 8.80e-06; Target 010 has minimum loss 7.53e-07 +Target 000: 4.25e-06 |Target 001: 8.80e-06 |Target 002: 8.11e-07 |Target 003: 8.12e-07 |Target 004: 1.41e-06 +Target 005: 3.57e-06 |Target 006: 6.67e-06 |Target 007: 1.01e-06 |Target 008: 2.50e-06 |Target 009: 2.76e-06 +Target 010: 7.53e-07 |Target 011: 8.49e-07 |Target 012: 1.10e-06 |Target 013: 1.73e-06 |Target 014: 1.18e-06 +Target 015: 1.50e-06 |Target 016: 3.12e-06 |Target 017: 2.07e-06 |Target 018: 5.72e-06 |Target 019: 4.33e-06 +Target 020: 1.19e-06 |Target 021: 2.47e-06 |Target 022: 1.02e-06 |Target 023: 4.07e-06 |Target 024: 3.89e-06 + +==================== +Epoch #1315 | Time: 00d 05h 51m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.42e-06 | Val loss: 2.45e-06 +Target 018 has maximum loss 5.15e-06; Target 010 has minimum loss 4.39e-07 +Target 000: 2.00e-06 |Target 001: 2.40e-06 |Target 002: 4.86e-07 |Target 003: 8.81e-07 |Target 004: 7.98e-07 +Target 005: 1.94e-06 |Target 006: 5.13e-06 |Target 007: 8.86e-07 |Target 008: 2.74e-06 |Target 009: 3.08e-06 +Target 010: 4.39e-07 |Target 011: 7.55e-07 |Target 012: 7.77e-07 |Target 013: 1.68e-06 |Target 014: 1.03e-06 +Target 015: 1.07e-06 |Target 016: 3.10e-06 |Target 017: 1.67e-06 |Target 018: 5.15e-06 |Target 019: 4.07e-06 +Target 020: 8.59e-07 |Target 021: 2.68e-06 |Target 022: 1.00e-06 |Target 023: 4.10e-06 |Target 024: 3.89e-06 + +==================== +Epoch #1316 | Time: 00d 05h 52m | LR: 2.50e-04 | Epoch time: 15.58 | Train loss: 6.28e-06 | Val loss: 2.65e-06 +Target 006 has maximum loss 1.38e-05; Target 010 has minimum loss 4.51e-07 +Target 000: 2.36e-06 |Target 001: 2.27e-06 |Target 002: 6.34e-07 |Target 003: 7.35e-07 |Target 004: 7.69e-07 +Target 005: 4.48e-06 |Target 006: 1.38e-05 |Target 007: 7.61e-07 |Target 008: 2.46e-06 |Target 009: 2.68e-06 +Target 010: 4.51e-07 |Target 011: 7.58e-07 |Target 012: 7.70e-07 |Target 013: 1.84e-06 |Target 014: 1.06e-06 +Target 015: 9.89e-07 |Target 016: 2.57e-06 |Target 017: 1.80e-06 |Target 018: 5.81e-06 |Target 019: 4.07e-06 +Target 020: 8.52e-07 |Target 021: 2.32e-06 |Target 022: 1.02e-06 |Target 023: 4.04e-06 |Target 024: 4.77e-06 + +==================== +Epoch #1317 | Time: 00d 05h 52m | LR: 2.50e-04 | Epoch time: 15.35 | Train loss: 6.41e-06 | Val loss: 2.52e-06 +Target 001 has maximum loss 8.35e-06; Target 002 has minimum loss 4.73e-07 +Target 000: 2.00e-06 |Target 001: 8.35e-06 |Target 002: 4.73e-07 |Target 003: 7.20e-07 |Target 004: 7.86e-07 +Target 005: 1.87e-06 |Target 006: 8.02e-06 |Target 007: 7.80e-07 |Target 008: 3.09e-06 |Target 009: 2.46e-06 +Target 010: 5.06e-07 |Target 011: 7.88e-07 |Target 012: 8.93e-07 |Target 013: 1.79e-06 |Target 014: 1.03e-06 +Target 015: 1.09e-06 |Target 016: 3.48e-06 |Target 017: 1.60e-06 |Target 018: 5.65e-06 |Target 019: 3.99e-06 +Target 020: 8.69e-07 |Target 021: 2.34e-06 |Target 022: 1.02e-06 |Target 023: 4.03e-06 |Target 024: 4.03e-06 + +==================== +Epoch #1318 | Time: 00d 05h 52m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.37e-06 | Val loss: 2.49e-06 +Target 006 has maximum loss 6.95e-06; Target 010 has minimum loss 4.75e-07 +Target 000: 4.11e-06 |Target 001: 2.50e-06 |Target 002: 4.76e-07 |Target 003: 9.86e-07 |Target 004: 8.87e-07 +Target 005: 2.36e-06 |Target 006: 6.95e-06 |Target 007: 9.18e-07 |Target 008: 2.86e-06 |Target 009: 2.77e-06 +Target 010: 4.75e-07 |Target 011: 8.10e-07 |Target 012: 7.16e-07 |Target 013: 1.75e-06 |Target 014: 1.10e-06 +Target 015: 1.01e-06 |Target 016: 2.66e-06 |Target 017: 2.09e-06 |Target 018: 5.87e-06 |Target 019: 4.22e-06 +Target 020: 8.71e-07 |Target 021: 2.63e-06 |Target 022: 1.01e-06 |Target 023: 4.10e-06 |Target 024: 3.51e-06 + +==================== +Epoch #1319 | Time: 00d 05h 52m | LR: 2.50e-04 | Epoch time: 15.45 | Train loss: 6.33e-06 | Val loss: 2.53e-06 +Target 006 has maximum loss 8.45e-06; Target 002 has minimum loss 5.53e-07 +Target 000: 6.26e-06 |Target 001: 2.49e-06 |Target 002: 5.53e-07 |Target 003: 8.95e-07 |Target 004: 9.73e-07 +Target 005: 3.19e-06 |Target 006: 8.45e-06 |Target 007: 9.91e-07 |Target 008: 2.72e-06 |Target 009: 2.59e-06 +Target 010: 6.44e-07 |Target 011: 8.68e-07 |Target 012: 8.54e-07 |Target 013: 1.69e-06 |Target 014: 1.04e-06 +Target 015: 1.13e-06 |Target 016: 2.94e-06 |Target 017: 1.97e-06 |Target 018: 5.83e-06 |Target 019: 4.23e-06 +Target 020: 1.00e-06 |Target 021: 2.89e-06 |Target 022: 9.89e-07 |Target 023: 4.07e-06 |Target 024: 3.61e-06 + +==================== +Epoch #1320 | Time: 00d 05h 53m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.34e-06 | Val loss: 2.48e-06 +Target 018 has maximum loss 5.31e-06; Target 010 has minimum loss 5.17e-07 +Target 000: 2.14e-06 |Target 001: 4.52e-06 |Target 002: 5.33e-07 |Target 003: 1.08e-06 |Target 004: 7.71e-07 +Target 005: 2.31e-06 |Target 006: 5.16e-06 |Target 007: 1.10e-06 |Target 008: 2.31e-06 |Target 009: 2.63e-06 +Target 010: 5.17e-07 |Target 011: 1.05e-06 |Target 012: 9.37e-07 |Target 013: 1.75e-06 |Target 014: 1.10e-06 +Target 015: 1.05e-06 |Target 016: 2.37e-06 |Target 017: 1.76e-06 |Target 018: 5.31e-06 |Target 019: 4.18e-06 +Target 020: 9.99e-07 |Target 021: 2.45e-06 |Target 022: 1.04e-06 |Target 023: 4.42e-06 |Target 024: 3.69e-06 + +==================== +Epoch #1321 | Time: 00d 05h 53m | LR: 2.50e-04 | Epoch time: 15.35 | Train loss: 6.35e-06 | Val loss: 2.81e-06 +Target 006 has maximum loss 1.55e-05; Target 010 has minimum loss 4.53e-07 +Target 000: 5.77e-06 |Target 001: 2.71e-06 |Target 002: 4.72e-07 |Target 003: 1.16e-06 |Target 004: 7.78e-07 +Target 005: 4.12e-06 |Target 006: 1.55e-05 |Target 007: 9.34e-07 |Target 008: 2.94e-06 |Target 009: 2.78e-06 +Target 010: 4.53e-07 |Target 011: 9.52e-07 |Target 012: 9.20e-07 |Target 013: 1.69e-06 |Target 014: 1.11e-06 +Target 015: 1.04e-06 |Target 016: 2.68e-06 |Target 017: 2.04e-06 |Target 018: 6.50e-06 |Target 019: 4.16e-06 +Target 020: 9.07e-07 |Target 021: 2.55e-06 |Target 022: 1.04e-06 |Target 023: 4.28e-06 |Target 024: 4.85e-06 + +==================== +Epoch #1322 | Time: 00d 05h 53m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.61e-06 | Val loss: 2.58e-06 +Target 005 has maximum loss 8.57e-06; Target 010 has minimum loss 7.37e-07 +Target 000: 3.61e-06 |Target 001: 3.13e-06 |Target 002: 9.22e-07 |Target 003: 1.79e-06 |Target 004: 8.72e-07 +Target 005: 8.57e-06 |Target 006: 7.63e-06 |Target 007: 8.50e-07 |Target 008: 2.50e-06 |Target 009: 2.85e-06 +Target 010: 7.37e-07 |Target 011: 8.71e-07 |Target 012: 9.19e-07 |Target 013: 1.75e-06 |Target 014: 1.12e-06 +Target 015: 1.25e-06 |Target 016: 2.77e-06 |Target 017: 1.79e-06 |Target 018: 5.64e-06 |Target 019: 4.13e-06 +Target 020: 1.01e-06 |Target 021: 2.61e-06 |Target 022: 1.01e-06 |Target 023: 4.16e-06 |Target 024: 3.79e-06 + +==================== +Epoch #1323 | Time: 00d 05h 53m | LR: 2.50e-04 | Epoch time: 15.38 | Train loss: 6.40e-06 | Val loss: 2.61e-06 +Target 006 has maximum loss 9.98e-06; Target 010 has minimum loss 4.27e-07 +Target 000: 4.77e-06 |Target 001: 5.71e-06 |Target 002: 4.41e-07 |Target 003: 1.06e-06 |Target 004: 7.51e-07 +Target 005: 2.78e-06 |Target 006: 9.98e-06 |Target 007: 7.74e-07 |Target 008: 2.39e-06 |Target 009: 2.49e-06 +Target 010: 4.27e-07 |Target 011: 7.76e-07 |Target 012: 9.00e-07 |Target 013: 1.92e-06 |Target 014: 1.10e-06 +Target 015: 1.05e-06 |Target 016: 2.88e-06 |Target 017: 2.17e-06 |Target 018: 5.30e-06 |Target 019: 4.22e-06 +Target 020: 8.52e-07 |Target 021: 2.58e-06 |Target 022: 1.04e-06 |Target 023: 4.07e-06 |Target 024: 4.23e-06 + +==================== +Epoch #1324 | Time: 00d 05h 54m | LR: 2.50e-04 | Epoch time: 15.54 | Train loss: 6.34e-06 | Val loss: 2.88e-06 +Target 006 has maximum loss 8.35e-06; Target 002 has minimum loss 4.38e-07 +Target 000: 3.09e-06 |Target 001: 5.71e-06 |Target 002: 4.38e-07 |Target 003: 6.92e-07 |Target 004: 7.98e-07 +Target 005: 1.96e-06 |Target 006: 8.35e-06 |Target 007: 7.49e-07 |Target 008: 2.37e-06 |Target 009: 3.08e-06 +Target 010: 4.47e-07 |Target 011: 7.68e-07 |Target 012: 1.32e-06 |Target 013: 2.02e-06 |Target 014: 1.03e-06 +Target 015: 1.03e-06 |Target 016: 2.42e-06 |Target 017: 2.04e-06 |Target 018: 5.84e-06 |Target 019: 3.99e-06 +Target 020: 8.17e-07 |Target 021: 2.66e-06 |Target 022: 1.07e-06 |Target 023: 3.98e-06 |Target 024: 6.06e-06 + +==================== +Epoch #1325 | Time: 00d 05h 54m | LR: 2.50e-04 | Epoch time: 15.59 | Train loss: 6.42e-06 | Val loss: 2.66e-06 +Target 006 has maximum loss 6.19e-06; Target 002 has minimum loss 4.66e-07 +Target 000: 1.91e-06 |Target 001: 3.17e-06 |Target 002: 4.66e-07 |Target 003: 9.12e-07 |Target 004: 8.00e-07 +Target 005: 2.01e-06 |Target 006: 6.19e-06 |Target 007: 1.16e-06 |Target 008: 2.56e-06 |Target 009: 2.69e-06 +Target 010: 5.15e-07 |Target 011: 1.05e-06 |Target 012: 1.21e-06 |Target 013: 1.72e-06 |Target 014: 1.08e-06 +Target 015: 1.10e-06 |Target 016: 2.64e-06 |Target 017: 1.76e-06 |Target 018: 6.00e-06 |Target 019: 4.13e-06 +Target 020: 9.45e-07 |Target 021: 2.55e-06 |Target 022: 1.04e-06 |Target 023: 3.99e-06 |Target 024: 4.82e-06 + +==================== +Epoch #1326 | Time: 00d 05h 54m | LR: 2.50e-04 | Epoch time: 15.46 | Train loss: 6.39e-06 | Val loss: 2.40e-06 +Target 006 has maximum loss 6.79e-06; Target 002 has minimum loss 4.26e-07 +Target 000: 6.32e-06 |Target 001: 5.97e-06 |Target 002: 4.26e-07 |Target 003: 7.38e-07 |Target 004: 7.48e-07 +Target 005: 2.06e-06 |Target 006: 6.79e-06 |Target 007: 8.44e-07 |Target 008: 2.40e-06 |Target 009: 2.68e-06 +Target 010: 4.64e-07 |Target 011: 7.73e-07 |Target 012: 9.36e-07 |Target 013: 1.78e-06 |Target 014: 1.07e-06 +Target 015: 1.01e-06 |Target 016: 2.28e-06 |Target 017: 1.55e-06 |Target 018: 4.98e-06 |Target 019: 4.00e-06 +Target 020: 8.41e-07 |Target 021: 2.35e-06 |Target 022: 9.89e-07 |Target 023: 4.01e-06 |Target 024: 3.60e-06 + +==================== +Epoch #1327 | Time: 00d 05h 54m | LR: 2.50e-04 | Epoch time: 15.36 | Train loss: 6.38e-06 | Val loss: 2.40e-06 +Target 006 has maximum loss 5.40e-06; Target 010 has minimum loss 4.56e-07 +Target 000: 2.91e-06 |Target 001: 3.18e-06 |Target 002: 4.74e-07 |Target 003: 8.21e-07 |Target 004: 8.10e-07 +Target 005: 2.08e-06 |Target 006: 5.40e-06 |Target 007: 8.32e-07 |Target 008: 2.53e-06 |Target 009: 3.19e-06 +Target 010: 4.56e-07 |Target 011: 8.01e-07 |Target 012: 7.76e-07 |Target 013: 1.76e-06 |Target 014: 1.06e-06 +Target 015: 1.04e-06 |Target 016: 2.38e-06 |Target 017: 1.73e-06 |Target 018: 5.18e-06 |Target 019: 4.17e-06 +Target 020: 9.30e-07 |Target 021: 2.91e-06 |Target 022: 9.94e-07 |Target 023: 4.01e-06 |Target 024: 3.45e-06 + +==================== +Epoch #1328 | Time: 00d 05h 55m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.43e-06 | Val loss: 2.52e-06 +Target 006 has maximum loss 1.43e-05; Target 010 has minimum loss 4.41e-07 +Target 000: 4.00e-06 |Target 001: 2.81e-06 |Target 002: 4.69e-07 |Target 003: 7.82e-07 |Target 004: 7.89e-07 +Target 005: 2.06e-06 |Target 006: 1.43e-05 |Target 007: 8.06e-07 |Target 008: 2.20e-06 |Target 009: 2.65e-06 +Target 010: 4.41e-07 |Target 011: 7.76e-07 |Target 012: 1.05e-06 |Target 013: 1.61e-06 |Target 014: 1.06e-06 +Target 015: 9.70e-07 |Target 016: 2.41e-06 |Target 017: 1.74e-06 |Target 018: 5.10e-06 |Target 019: 4.12e-06 +Target 020: 8.19e-07 |Target 021: 2.36e-06 |Target 022: 1.02e-06 |Target 023: 4.09e-06 |Target 024: 4.11e-06 + +==================== +Epoch #1329 | Time: 00d 05h 55m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.30e-06 | Val loss: 2.52e-06 +Target 006 has maximum loss 8.36e-06; Target 002 has minimum loss 4.95e-07 +Target 000: 3.44e-06 |Target 001: 2.05e-06 |Target 002: 4.95e-07 |Target 003: 9.14e-07 |Target 004: 8.01e-07 +Target 005: 3.54e-06 |Target 006: 8.36e-06 |Target 007: 8.37e-07 |Target 008: 2.53e-06 |Target 009: 2.79e-06 +Target 010: 5.41e-07 |Target 011: 8.27e-07 |Target 012: 7.97e-07 |Target 013: 2.05e-06 |Target 014: 1.04e-06 +Target 015: 1.09e-06 |Target 016: 3.11e-06 |Target 017: 2.16e-06 |Target 018: 5.58e-06 |Target 019: 4.00e-06 +Target 020: 9.37e-07 |Target 021: 2.56e-06 |Target 022: 1.01e-06 |Target 023: 4.01e-06 |Target 024: 3.83e-06 + +==================== +Epoch #1330 | Time: 00d 05h 55m | LR: 2.50e-04 | Epoch time: 15.39 | Train loss: 6.29e-06 | Val loss: 2.56e-06 +Target 006 has maximum loss 8.50e-06; Target 002 has minimum loss 4.27e-07 +Target 000: 2.53e-06 |Target 001: 4.70e-06 |Target 002: 4.27e-07 |Target 003: 7.59e-07 |Target 004: 7.45e-07 +Target 005: 1.42e-06 |Target 006: 8.50e-06 |Target 007: 7.85e-07 |Target 008: 2.23e-06 |Target 009: 2.50e-06 +Target 010: 4.32e-07 |Target 011: 9.37e-07 |Target 012: 1.67e-06 |Target 013: 1.83e-06 |Target 014: 1.00e-06 +Target 015: 1.02e-06 |Target 016: 2.33e-06 |Target 017: 1.85e-06 |Target 018: 5.47e-06 |Target 019: 4.00e-06 +Target 020: 7.90e-07 |Target 021: 2.40e-06 |Target 022: 9.64e-07 |Target 023: 4.00e-06 |Target 024: 4.41e-06 + +==================== +Epoch #1331 | Time: 00d 05h 55m | LR: 2.50e-04 | Epoch time: 15.57 | Train loss: 6.33e-06 | Val loss: 2.39e-06 +Target 006 has maximum loss 1.29e-05; Target 002 has minimum loss 4.58e-07 +Target 000: 2.42e-06 |Target 001: 2.52e-06 |Target 002: 4.58e-07 |Target 003: 7.82e-07 |Target 004: 8.17e-07 +Target 005: 1.51e-06 |Target 006: 1.29e-05 |Target 007: 9.37e-07 |Target 008: 2.30e-06 |Target 009: 2.56e-06 +Target 010: 4.78e-07 |Target 011: 7.72e-07 |Target 012: 7.14e-07 |Target 013: 1.80e-06 |Target 014: 1.02e-06 +Target 015: 1.03e-06 |Target 016: 2.54e-06 |Target 017: 1.63e-06 |Target 018: 5.51e-06 |Target 019: 3.92e-06 +Target 020: 8.86e-07 |Target 021: 2.72e-06 |Target 022: 9.73e-07 |Target 023: 3.89e-06 |Target 024: 3.52e-06 + +==================== +Epoch #1332 | Time: 00d 05h 56m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.34e-06 | Val loss: 2.99e-06 +Target 006 has maximum loss 1.10e-05; Target 002 has minimum loss 4.25e-07 +Target 000: 8.38e-06 |Target 001: 3.36e-06 |Target 002: 4.25e-07 |Target 003: 8.68e-07 |Target 004: 8.45e-07 +Target 005: 3.48e-06 |Target 006: 1.10e-05 |Target 007: 8.07e-07 |Target 008: 2.56e-06 |Target 009: 2.51e-06 +Target 010: 5.71e-07 |Target 011: 8.24e-07 |Target 012: 1.41e-06 |Target 013: 1.98e-06 |Target 014: 1.03e-06 +Target 015: 9.85e-07 |Target 016: 2.94e-06 |Target 017: 2.69e-06 |Target 018: 5.97e-06 |Target 019: 4.31e-06 +Target 020: 8.17e-07 |Target 021: 2.41e-06 |Target 022: 1.04e-06 |Target 023: 4.28e-06 |Target 024: 5.92e-06 + +==================== +Epoch #1333 | Time: 00d 05h 56m | LR: 2.50e-04 | Epoch time: 15.56 | Train loss: 6.35e-06 | Val loss: 2.38e-06 +Target 006 has maximum loss 5.84e-06; Target 002 has minimum loss 4.21e-07 +Target 000: 3.21e-06 |Target 001: 5.43e-06 |Target 002: 4.21e-07 |Target 003: 7.62e-07 |Target 004: 7.82e-07 +Target 005: 2.27e-06 |Target 006: 5.84e-06 |Target 007: 7.69e-07 |Target 008: 2.36e-06 |Target 009: 2.64e-06 +Target 010: 4.21e-07 |Target 011: 7.80e-07 |Target 012: 7.84e-07 |Target 013: 1.96e-06 |Target 014: 1.04e-06 +Target 015: 9.82e-07 |Target 016: 2.69e-06 |Target 017: 1.93e-06 |Target 018: 5.05e-06 |Target 019: 3.94e-06 +Target 020: 8.24e-07 |Target 021: 2.35e-06 |Target 022: 9.87e-07 |Target 023: 3.91e-06 |Target 024: 3.55e-06 + +==================== +Epoch #1334 | Time: 00d 05h 56m | LR: 2.50e-04 | Epoch time: 15.57 | Train loss: 6.35e-06 | Val loss: 2.36e-06 +Target 006 has maximum loss 5.77e-06; Target 002 has minimum loss 4.33e-07 +Target 000: 2.56e-06 |Target 001: 1.73e-06 |Target 002: 4.33e-07 |Target 003: 9.47e-07 |Target 004: 9.23e-07 +Target 005: 3.01e-06 |Target 006: 5.77e-06 |Target 007: 8.18e-07 |Target 008: 2.40e-06 |Target 009: 2.45e-06 +Target 010: 5.03e-07 |Target 011: 7.48e-07 |Target 012: 6.90e-07 |Target 013: 1.62e-06 |Target 014: 1.11e-06 +Target 015: 9.94e-07 |Target 016: 3.48e-06 |Target 017: 1.65e-06 |Target 018: 5.17e-06 |Target 019: 4.11e-06 +Target 020: 8.29e-07 |Target 021: 2.59e-06 |Target 022: 9.95e-07 |Target 023: 3.94e-06 |Target 024: 3.49e-06 + +==================== +Epoch #1335 | Time: 00d 05h 57m | LR: 2.50e-04 | Epoch time: 15.36 | Train loss: 6.44e-06 | Val loss: 2.49e-06 +Target 006 has maximum loss 6.51e-06; Target 002 has minimum loss 4.12e-07 +Target 000: 4.27e-06 |Target 001: 5.87e-06 |Target 002: 4.12e-07 |Target 003: 1.21e-06 |Target 004: 8.71e-07 +Target 005: 2.10e-06 |Target 006: 6.51e-06 |Target 007: 1.01e-06 |Target 008: 2.59e-06 |Target 009: 3.11e-06 +Target 010: 5.85e-07 |Target 011: 1.03e-06 |Target 012: 1.03e-06 |Target 013: 1.73e-06 |Target 014: 1.07e-06 +Target 015: 1.04e-06 |Target 016: 2.48e-06 |Target 017: 1.64e-06 |Target 018: 5.45e-06 |Target 019: 4.29e-06 +Target 020: 8.68e-07 |Target 021: 2.96e-06 |Target 022: 1.01e-06 |Target 023: 4.10e-06 |Target 024: 3.44e-06 + +==================== +Epoch #1336 | Time: 00d 05h 57m | LR: 2.50e-04 | Epoch time: 15.38 | Train loss: 6.43e-06 | Val loss: 2.39e-06 +Target 006 has maximum loss 5.95e-06; Target 002 has minimum loss 4.45e-07 +Target 000: 1.93e-06 |Target 001: 1.53e-06 |Target 002: 4.45e-07 |Target 003: 9.74e-07 |Target 004: 7.77e-07 +Target 005: 5.12e-06 |Target 006: 5.95e-06 |Target 007: 7.62e-07 |Target 008: 2.77e-06 |Target 009: 2.50e-06 +Target 010: 4.50e-07 |Target 011: 8.19e-07 |Target 012: 7.81e-07 |Target 013: 1.84e-06 |Target 014: 1.08e-06 +Target 015: 9.92e-07 |Target 016: 3.62e-06 |Target 017: 1.53e-06 |Target 018: 5.40e-06 |Target 019: 4.04e-06 +Target 020: 1.04e-06 |Target 021: 2.50e-06 |Target 022: 1.03e-06 |Target 023: 4.01e-06 |Target 024: 3.37e-06 + +==================== +Epoch #1337 | Time: 00d 05h 57m | LR: 2.50e-04 | Epoch time: 15.42 | Train loss: 6.31e-06 | Val loss: 2.43e-06 +Target 006 has maximum loss 1.37e-05; Target 002 has minimum loss 4.21e-07 +Target 000: 3.77e-06 |Target 001: 6.76e-06 |Target 002: 4.21e-07 |Target 003: 9.26e-07 |Target 004: 7.52e-07 +Target 005: 3.51e-06 |Target 006: 1.37e-05 |Target 007: 7.77e-07 |Target 008: 2.31e-06 |Target 009: 2.57e-06 +Target 010: 5.42e-07 |Target 011: 7.85e-07 |Target 012: 9.59e-07 |Target 013: 1.54e-06 |Target 014: 1.07e-06 +Target 015: 9.55e-07 |Target 016: 2.51e-06 |Target 017: 1.68e-06 |Target 018: 5.17e-06 |Target 019: 4.06e-06 +Target 020: 7.97e-07 |Target 021: 2.45e-06 |Target 022: 1.06e-06 |Target 023: 3.94e-06 |Target 024: 3.45e-06 + +==================== +Epoch #1338 | Time: 00d 05h 57m | LR: 2.50e-04 | Epoch time: 15.32 | Train loss: 6.33e-06 | Val loss: 2.82e-06 +Target 006 has maximum loss 9.73e-06; Target 002 has minimum loss 4.77e-07 +Target 000: 5.08e-06 |Target 001: 4.07e-06 |Target 002: 4.77e-07 |Target 003: 9.51e-07 |Target 004: 8.23e-07 +Target 005: 5.11e-06 |Target 006: 9.73e-06 |Target 007: 1.08e-06 |Target 008: 2.53e-06 |Target 009: 3.03e-06 +Target 010: 5.46e-07 |Target 011: 8.44e-07 |Target 012: 1.86e-06 |Target 013: 2.50e-06 |Target 014: 1.12e-06 +Target 015: 1.05e-06 |Target 016: 2.38e-06 |Target 017: 2.82e-06 |Target 018: 6.58e-06 |Target 019: 4.30e-06 +Target 020: 8.52e-07 |Target 021: 2.37e-06 |Target 022: 1.11e-06 |Target 023: 4.13e-06 |Target 024: 4.16e-06 + +==================== +Epoch #1339 | Time: 00d 05h 58m | LR: 2.50e-04 | Epoch time: 15.32 | Train loss: 6.43e-06 | Val loss: 2.42e-06 +Target 006 has maximum loss 5.91e-06; Target 002 has minimum loss 4.89e-07 +Target 000: 2.96e-06 |Target 001: 4.12e-06 |Target 002: 4.89e-07 |Target 003: 7.19e-07 |Target 004: 7.69e-07 +Target 005: 2.62e-06 |Target 006: 5.91e-06 |Target 007: 8.37e-07 |Target 008: 2.46e-06 |Target 009: 2.50e-06 +Target 010: 5.23e-07 |Target 011: 7.62e-07 |Target 012: 1.18e-06 |Target 013: 1.57e-06 |Target 014: 1.05e-06 +Target 015: 1.09e-06 |Target 016: 2.37e-06 |Target 017: 1.70e-06 |Target 018: 5.46e-06 |Target 019: 3.96e-06 +Target 020: 8.01e-07 |Target 021: 2.32e-06 |Target 022: 1.02e-06 |Target 023: 4.07e-06 |Target 024: 3.71e-06 + +==================== +Epoch #1340 | Time: 00d 05h 58m | LR: 2.50e-04 | Epoch time: 15.53 | Train loss: 6.30e-06 | Val loss: 2.53e-06 +Target 006 has maximum loss 5.87e-06; Target 002 has minimum loss 5.05e-07 +Target 000: 4.59e-06 |Target 001: 3.37e-06 |Target 002: 5.05e-07 |Target 003: 8.05e-07 |Target 004: 9.44e-07 +Target 005: 3.51e-06 |Target 006: 5.87e-06 |Target 007: 8.84e-07 |Target 008: 2.37e-06 |Target 009: 2.62e-06 +Target 010: 5.80e-07 |Target 011: 9.58e-07 |Target 012: 1.34e-06 |Target 013: 1.88e-06 |Target 014: 1.02e-06 +Target 015: 1.10e-06 |Target 016: 2.45e-06 |Target 017: 1.92e-06 |Target 018: 5.32e-06 |Target 019: 4.24e-06 +Target 020: 7.89e-07 |Target 021: 2.49e-06 |Target 022: 9.92e-07 |Target 023: 3.98e-06 |Target 024: 4.00e-06 + +==================== +Epoch #1341 | Time: 00d 05h 58m | LR: 2.50e-04 | Epoch time: 15.38 | Train loss: 6.37e-06 | Val loss: 2.44e-06 +Target 006 has maximum loss 1.02e-05; Target 010 has minimum loss 4.85e-07 +Target 000: 2.62e-06 |Target 001: 1.84e-06 |Target 002: 4.88e-07 |Target 003: 1.01e-06 |Target 004: 8.69e-07 +Target 005: 2.17e-06 |Target 006: 1.02e-05 |Target 007: 7.98e-07 |Target 008: 2.50e-06 |Target 009: 2.67e-06 +Target 010: 4.85e-07 |Target 011: 8.04e-07 |Target 012: 7.52e-07 |Target 013: 1.63e-06 |Target 014: 1.05e-06 +Target 015: 1.03e-06 |Target 016: 2.91e-06 |Target 017: 2.00e-06 |Target 018: 5.65e-06 |Target 019: 4.15e-06 +Target 020: 8.14e-07 |Target 021: 2.44e-06 |Target 022: 1.02e-06 |Target 023: 4.05e-06 |Target 024: 3.51e-06 + +==================== +Epoch #1342 | Time: 00d 05h 58m | LR: 2.50e-04 | Epoch time: 15.35 | Train loss: 6.40e-06 | Val loss: 2.37e-06 +Target 006 has maximum loss 6.70e-06; Target 002 has minimum loss 4.65e-07 +Target 000: 3.33e-06 |Target 001: 2.35e-06 |Target 002: 4.65e-07 |Target 003: 7.19e-07 |Target 004: 8.95e-07 +Target 005: 2.30e-06 |Target 006: 6.70e-06 |Target 007: 7.70e-07 |Target 008: 2.30e-06 |Target 009: 2.52e-06 +Target 010: 5.16e-07 |Target 011: 8.58e-07 |Target 012: 1.03e-06 |Target 013: 1.59e-06 |Target 014: 9.91e-07 +Target 015: 9.59e-07 |Target 016: 2.36e-06 |Target 017: 1.49e-06 |Target 018: 5.52e-06 |Target 019: 4.17e-06 +Target 020: 7.96e-07 |Target 021: 2.36e-06 |Target 022: 9.50e-07 |Target 023: 4.02e-06 |Target 024: 3.48e-06 + +==================== +Epoch #1343 | Time: 00d 05h 59m | LR: 2.50e-04 | Epoch time: 15.34 | Train loss: 6.32e-06 | Val loss: 2.50e-06 +Target 001 has maximum loss 6.13e-06; Target 002 has minimum loss 4.77e-07 +Target 000: 5.51e-06 |Target 001: 6.13e-06 |Target 002: 4.77e-07 |Target 003: 7.53e-07 |Target 004: 8.71e-07 +Target 005: 3.17e-06 |Target 006: 5.79e-06 |Target 007: 9.13e-07 |Target 008: 2.38e-06 |Target 009: 2.84e-06 +Target 010: 5.69e-07 |Target 011: 8.17e-07 |Target 012: 7.37e-07 |Target 013: 2.09e-06 |Target 014: 1.14e-06 +Target 015: 1.03e-06 |Target 016: 2.80e-06 |Target 017: 1.90e-06 |Target 018: 5.17e-06 |Target 019: 4.06e-06 +Target 020: 8.98e-07 |Target 021: 2.58e-06 |Target 022: 1.02e-06 |Target 023: 4.24e-06 |Target 024: 3.67e-06 + +==================== +Epoch #1344 | Time: 00d 05h 59m | LR: 2.50e-04 | Epoch time: 15.38 | Train loss: 6.43e-06 | Val loss: 2.40e-06 +Target 006 has maximum loss 8.10e-06; Target 002 has minimum loss 4.83e-07 +Target 000: 6.51e-06 |Target 001: 2.00e-06 |Target 002: 4.83e-07 |Target 003: 9.47e-07 |Target 004: 7.94e-07 +Target 005: 2.76e-06 |Target 006: 8.10e-06 |Target 007: 1.04e-06 |Target 008: 2.43e-06 |Target 009: 2.83e-06 +Target 010: 4.91e-07 |Target 011: 7.50e-07 |Target 012: 8.98e-07 |Target 013: 1.66e-06 |Target 014: 9.98e-07 +Target 015: 9.51e-07 |Target 016: 2.32e-06 |Target 017: 1.69e-06 |Target 018: 5.32e-06 |Target 019: 3.92e-06 +Target 020: 1.05e-06 |Target 021: 2.57e-06 |Target 022: 9.45e-07 |Target 023: 3.96e-06 |Target 024: 3.52e-06 + +==================== +Epoch #1345 | Time: 00d 05h 59m | LR: 2.50e-04 | Epoch time: 15.46 | Train loss: 6.30e-06 | Val loss: 2.61e-06 +Target 006 has maximum loss 7.33e-06; Target 002 has minimum loss 4.74e-07 +Target 000: 3.31e-06 |Target 001: 2.50e-06 |Target 002: 4.74e-07 |Target 003: 1.13e-06 |Target 004: 1.08e-06 +Target 005: 5.96e-06 |Target 006: 7.33e-06 |Target 007: 1.16e-06 |Target 008: 2.46e-06 |Target 009: 2.44e-06 +Target 010: 7.29e-07 |Target 011: 8.66e-07 |Target 012: 1.44e-06 |Target 013: 1.68e-06 |Target 014: 1.10e-06 +Target 015: 1.32e-06 |Target 016: 2.32e-06 |Target 017: 1.92e-06 |Target 018: 5.06e-06 |Target 019: 4.13e-06 +Target 020: 9.14e-07 |Target 021: 2.42e-06 |Target 022: 1.13e-06 |Target 023: 4.05e-06 |Target 024: 4.35e-06 + +==================== +Epoch #1346 | Time: 00d 05h 59m | LR: 2.50e-04 | Epoch time: 15.48 | Train loss: 6.39e-06 | Val loss: 2.46e-06 +Target 006 has maximum loss 7.22e-06; Target 010 has minimum loss 4.45e-07 +Target 000: 2.23e-06 |Target 001: 3.89e-06 |Target 002: 4.72e-07 |Target 003: 8.18e-07 |Target 004: 8.54e-07 +Target 005: 3.07e-06 |Target 006: 7.22e-06 |Target 007: 7.94e-07 |Target 008: 2.47e-06 |Target 009: 2.99e-06 +Target 010: 4.45e-07 |Target 011: 8.26e-07 |Target 012: 1.23e-06 |Target 013: 1.82e-06 |Target 014: 1.16e-06 +Target 015: 1.01e-06 |Target 016: 2.79e-06 |Target 017: 1.71e-06 |Target 018: 5.31e-06 |Target 019: 4.06e-06 +Target 020: 8.76e-07 |Target 021: 2.49e-06 |Target 022: 1.06e-06 |Target 023: 4.03e-06 |Target 024: 3.54e-06 + +==================== +Epoch #1347 | Time: 00d 06h 00m | LR: 2.50e-04 | Epoch time: 15.44 | Train loss: 6.32e-06 | Val loss: 2.82e-06 +Target 001 has maximum loss 9.92e-06; Target 010 has minimum loss 4.10e-07 +Target 000: 2.67e-06 |Target 001: 9.92e-06 |Target 002: 4.46e-07 |Target 003: 1.08e-06 |Target 004: 9.53e-07 +Target 005: 1.71e-06 |Target 006: 7.70e-06 |Target 007: 7.80e-07 |Target 008: 2.32e-06 |Target 009: 3.41e-06 +Target 010: 4.10e-07 |Target 011: 8.10e-07 |Target 012: 1.30e-06 |Target 013: 2.09e-06 |Target 014: 1.04e-06 +Target 015: 1.12e-06 |Target 016: 2.82e-06 |Target 017: 2.31e-06 |Target 018: 5.13e-06 |Target 019: 4.05e-06 +Target 020: 9.26e-07 |Target 021: 3.34e-06 |Target 022: 1.06e-06 |Target 023: 3.96e-06 |Target 024: 5.34e-06 + +==================== +Epoch #1348 | Time: 00d 06h 00m | LR: 2.50e-04 | Epoch time: 15.50 | Train loss: 6.58e-06 | Val loss: 2.65e-06 +Target 018 has maximum loss 6.21e-06; Target 002 has minimum loss 4.74e-07 +Target 000: 2.32e-06 |Target 001: 2.12e-06 |Target 002: 4.74e-07 |Target 003: 9.10e-07 |Target 004: 7.35e-07 +Target 005: 2.00e-06 |Target 006: 5.57e-06 |Target 007: 8.59e-07 |Target 008: 2.70e-06 |Target 009: 2.77e-06 +Target 010: 5.20e-07 |Target 011: 7.94e-07 |Target 012: 1.29e-06 |Target 013: 1.78e-06 |Target 014: 1.09e-06 +Target 015: 1.06e-06 |Target 016: 3.10e-06 |Target 017: 1.65e-06 |Target 018: 6.21e-06 |Target 019: 4.11e-06 +Target 020: 9.51e-07 |Target 021: 2.85e-06 |Target 022: 1.10e-06 |Target 023: 4.12e-06 |Target 024: 4.53e-06 + +==================== +Epoch #1349 | Time: 00d 06h 00m | LR: 2.50e-04 | Epoch time: 15.35 | Train loss: 6.29e-06 | Val loss: 2.61e-06 +Target 006 has maximum loss 1.14e-05; Target 010 has minimum loss 4.31e-07 +Target 000: 1.77e-06 |Target 001: 2.23e-06 |Target 002: 4.31e-07 |Target 003: 7.19e-07 |Target 004: 7.32e-07 +Target 005: 1.67e-06 |Target 006: 1.14e-05 |Target 007: 7.65e-07 |Target 008: 2.32e-06 |Target 009: 2.54e-06 +Target 010: 4.31e-07 |Target 011: 8.05e-07 |Target 012: 7.23e-07 |Target 013: 1.86e-06 |Target 014: 1.07e-06 +Target 015: 9.58e-07 |Target 016: 2.81e-06 |Target 017: 1.80e-06 |Target 018: 5.47e-06 |Target 019: 3.92e-06 +Target 020: 9.15e-07 |Target 021: 2.34e-06 |Target 022: 9.93e-07 |Target 023: 3.92e-06 |Target 024: 5.09e-06 + +==================== +Epoch #1350 | Time: 00d 06h 00m | LR: 2.50e-04 | Epoch time: 15.33 | Train loss: 6.38e-06 | Val loss: 3.16e-06 +Target 006 has maximum loss 7.85e-06; Target 010 has minimum loss 4.29e-07 +Target 000: 3.00e-06 |Target 001: 3.47e-06 |Target 002: 5.23e-07 |Target 003: 9.90e-07 |Target 004: 8.99e-07 +Target 005: 1.56e-06 |Target 006: 7.85e-06 |Target 007: 8.21e-07 |Target 008: 2.92e-06 |Target 009: 3.30e-06 +Target 010: 4.29e-07 |Target 011: 9.51e-07 |Target 012: 1.33e-06 |Target 013: 2.39e-06 |Target 014: 1.16e-06 +Target 015: 1.21e-06 |Target 016: 2.69e-06 |Target 017: 2.16e-06 |Target 018: 6.64e-06 |Target 019: 4.21e-06 +Target 020: 1.34e-06 |Target 021: 2.61e-06 |Target 022: 1.14e-06 |Target 023: 4.13e-06 |Target 024: 6.95e-06 + +==================== +Epoch #1351 | Time: 00d 06h 01m | LR: 2.50e-04 | Epoch time: 15.34 | Train loss: 6.53e-06 | Val loss: 2.62e-06 +Target 006 has maximum loss 7.68e-06; Target 010 has minimum loss 4.65e-07 +Target 000: 4.42e-06 |Target 001: 7.64e-06 |Target 002: 6.99e-07 |Target 003: 1.03e-06 |Target 004: 7.79e-07 +Target 005: 2.66e-06 |Target 006: 7.68e-06 |Target 007: 9.56e-07 |Target 008: 2.63e-06 |Target 009: 3.05e-06 +Target 010: 4.65e-07 |Target 011: 8.35e-07 |Target 012: 7.90e-07 |Target 013: 2.17e-06 |Target 014: 1.08e-06 +Target 015: 1.00e-06 |Target 016: 2.55e-06 |Target 017: 2.15e-06 |Target 018: 6.16e-06 |Target 019: 4.04e-06 +Target 020: 9.47e-07 |Target 021: 2.66e-06 |Target 022: 1.00e-06 |Target 023: 3.95e-06 |Target 024: 3.99e-06 + +==================== +Epoch #1352 | Time: 00d 06h 01m | LR: 2.50e-04 | Epoch time: 15.43 | Train loss: 6.32e-06 | Val loss: 3.09e-06 +Target 006 has maximum loss 1.59e-05; Target 010 has minimum loss 4.03e-07 +Target 000: 3.84e-06 |Target 001: 6.38e-06 |Target 002: 4.12e-07 |Target 003: 8.41e-07 |Target 004: 1.14e-06 +Target 005: 4.35e-06 |Target 006: 1.59e-05 |Target 007: 1.09e-06 |Target 008: 2.61e-06 |Target 009: 3.26e-06 +Target 010: 4.03e-07 |Target 011: 1.02e-06 |Target 012: 1.09e-06 |Target 013: 2.02e-06 |Target 014: 1.24e-06 +Target 015: 1.00e-06 |Target 016: 2.55e-06 |Target 017: 2.64e-06 |Target 018: 6.43e-06 |Target 019: 4.89e-06 +Target 020: 8.18e-07 |Target 021: 2.59e-06 |Target 022: 1.12e-06 |Target 023: 4.68e-06 |Target 024: 5.34e-06 + +==================== +Epoch #1353 | Time: 00d 06h 01m | LR: 2.50e-04 | Epoch time: 15.39 | Train loss: 6.50e-06 | Val loss: 2.36e-06 +Target 001 has maximum loss 5.66e-06; Target 002 has minimum loss 4.21e-07 +Target 000: 2.10e-06 |Target 001: 5.66e-06 |Target 002: 4.21e-07 |Target 003: 7.22e-07 |Target 004: 7.46e-07 +Target 005: 2.54e-06 |Target 006: 5.04e-06 |Target 007: 7.93e-07 |Target 008: 2.37e-06 |Target 009: 2.48e-06 +Target 010: 5.39e-07 |Target 011: 7.75e-07 |Target 012: 7.33e-07 |Target 013: 1.78e-06 |Target 014: 1.13e-06 +Target 015: 1.14e-06 |Target 016: 2.37e-06 |Target 017: 1.65e-06 |Target 018: 5.29e-06 |Target 019: 3.99e-06 +Target 020: 8.00e-07 |Target 021: 2.35e-06 |Target 022: 9.83e-07 |Target 023: 4.00e-06 |Target 024: 3.52e-06 + +==================== +Epoch #1354 | Time: 00d 06h 02m | LR: 2.50e-04 | Epoch time: 15.45 | Train loss: 6.29e-06 | Val loss: 2.47e-06 +Target 006 has maximum loss 7.41e-06; Target 010 has minimum loss 4.21e-07 +Target 000: 4.05e-06 |Target 001: 6.08e-06 |Target 002: 5.44e-07 |Target 003: 9.16e-07 |Target 004: 7.80e-07 +Target 005: 4.21e-06 |Target 006: 7.41e-06 |Target 007: 8.41e-07 |Target 008: 2.44e-06 |Target 009: 2.78e-06 +Target 010: 4.21e-07 |Target 011: 7.78e-07 |Target 012: 1.24e-06 |Target 013: 1.75e-06 |Target 014: 1.10e-06 +Target 015: 1.03e-06 |Target 016: 2.62e-06 |Target 017: 1.90e-06 |Target 018: 5.03e-06 |Target 019: 4.12e-06 +Target 020: 9.05e-07 |Target 021: 2.53e-06 |Target 022: 1.04e-06 |Target 023: 3.99e-06 |Target 024: 3.55e-06 + +==================== +Epoch #1355 | Time: 00d 06h 02m | LR: 2.50e-04 | Epoch time: 15.34 | Train loss: 6.34e-06 | Val loss: 2.66e-06 +Target 001 has maximum loss 6.14e-06; Target 010 has minimum loss 4.04e-07 +Target 000: 4.04e-06 |Target 001: 6.14e-06 |Target 002: 4.36e-07 |Target 003: 1.00e-06 |Target 004: 8.27e-07 +Target 005: 3.11e-06 |Target 006: 5.72e-06 |Target 007: 7.60e-07 |Target 008: 2.71e-06 |Target 009: 2.53e-06 +Target 010: 4.04e-07 |Target 011: 8.18e-07 |Target 012: 8.85e-07 |Target 013: 1.95e-06 |Target 014: 1.05e-06 +Target 015: 1.16e-06 |Target 016: 2.88e-06 |Target 017: 2.50e-06 |Target 018: 5.22e-06 |Target 019: 4.11e-06 +Target 020: 8.79e-07 |Target 021: 2.35e-06 |Target 022: 1.04e-06 |Target 023: 4.52e-06 |Target 024: 4.48e-06 + +==================== +Epoch #1356 | Time: 00d 06h 02m | LR: 2.50e-04 | Epoch time: 15.45 | Train loss: 6.45e-06 | Val loss: 2.44e-06 +Target 006 has maximum loss 1.23e-05; Target 010 has minimum loss 4.18e-07 +Target 000: 3.21e-06 |Target 001: 3.28e-06 |Target 002: 4.67e-07 |Target 003: 1.05e-06 |Target 004: 8.34e-07 +Target 005: 5.17e-06 |Target 006: 1.23e-05 |Target 007: 9.27e-07 |Target 008: 2.43e-06 |Target 009: 2.73e-06 +Target 010: 4.18e-07 |Target 011: 8.15e-07 |Target 012: 9.18e-07 |Target 013: 1.61e-06 |Target 014: 1.11e-06 +Target 015: 9.72e-07 |Target 016: 2.65e-06 |Target 017: 1.71e-06 |Target 018: 5.06e-06 |Target 019: 4.12e-06 +Target 020: 8.76e-07 |Target 021: 2.45e-06 |Target 022: 1.06e-06 |Target 023: 4.02e-06 |Target 024: 3.49e-06 + +==================== +Epoch #1357 | Time: 00d 06h 02m | LR: 2.50e-04 | Epoch time: 15.34 | Train loss: 6.34e-06 | Val loss: 2.58e-06 +Target 006 has maximum loss 7.56e-06; Target 010 has minimum loss 4.43e-07 +Target 000: 4.03e-06 |Target 001: 3.74e-06 |Target 002: 5.45e-07 |Target 003: 7.98e-07 |Target 004: 7.95e-07 +Target 005: 1.89e-06 |Target 006: 7.56e-06 |Target 007: 8.03e-07 |Target 008: 2.95e-06 |Target 009: 2.89e-06 +Target 010: 4.43e-07 |Target 011: 8.12e-07 |Target 012: 7.81e-07 |Target 013: 1.54e-06 |Target 014: 1.26e-06 +Target 015: 1.05e-06 |Target 016: 3.21e-06 |Target 017: 1.80e-06 |Target 018: 5.81e-06 |Target 019: 4.15e-06 +Target 020: 8.03e-07 |Target 021: 2.62e-06 |Target 022: 1.01e-06 |Target 023: 4.11e-06 |Target 024: 4.17e-06 + +==================== +Epoch #1358 | Time: 00d 06h 03m | LR: 2.50e-04 | Epoch time: 15.43 | Train loss: 6.49e-06 | Val loss: 2.40e-06 +Target 018 has maximum loss 4.96e-06; Target 002 has minimum loss 4.45e-07 +Target 000: 2.50e-06 |Target 001: 1.33e-06 |Target 002: 4.45e-07 |Target 003: 1.23e-06 |Target 004: 8.16e-07 +Target 005: 4.95e-06 |Target 006: 4.78e-06 |Target 007: 1.02e-06 |Target 008: 2.85e-06 |Target 009: 2.86e-06 +Target 010: 5.78e-07 |Target 011: 7.53e-07 |Target 012: 1.30e-06 |Target 013: 1.58e-06 |Target 014: 1.09e-06 +Target 015: 1.04e-06 |Target 016: 2.51e-06 |Target 017: 1.62e-06 |Target 018: 4.96e-06 |Target 019: 3.97e-06 +Target 020: 8.18e-07 |Target 021: 2.42e-06 |Target 022: 1.03e-06 |Target 023: 3.94e-06 |Target 024: 3.66e-06 + +==================== +Epoch #1359 | Time: 00d 06h 03m | LR: 2.50e-04 | Epoch time: 15.47 | Train loss: 6.46e-06 | Val loss: 2.36e-06 +Target 006 has maximum loss 6.04e-06; Target 010 has minimum loss 4.10e-07 +Target 000: 2.45e-06 |Target 001: 4.24e-06 |Target 002: 4.25e-07 |Target 003: 8.17e-07 |Target 004: 8.37e-07 +Target 005: 3.29e-06 |Target 006: 6.04e-06 |Target 007: 8.34e-07 |Target 008: 2.33e-06 |Target 009: 2.68e-06 +Target 010: 4.10e-07 |Target 011: 7.97e-07 |Target 012: 8.90e-07 |Target 013: 1.74e-06 |Target 014: 1.07e-06 +Target 015: 9.37e-07 |Target 016: 2.49e-06 |Target 017: 1.57e-06 |Target 018: 5.17e-06 |Target 019: 4.05e-06 +Target 020: 7.98e-07 |Target 021: 2.35e-06 |Target 022: 9.62e-07 |Target 023: 3.89e-06 |Target 024: 3.56e-06 + +==================== +Epoch #1360 | Time: 00d 06h 03m | LR: 2.50e-04 | Epoch time: 15.38 | Train loss: 6.22e-06 | Val loss: 2.43e-06 +Target 000 has maximum loss 7.05e-06; Target 002 has minimum loss 6.18e-07 +Target 000: 7.05e-06 |Target 001: 4.31e-06 |Target 002: 6.18e-07 |Target 003: 1.13e-06 |Target 004: 7.82e-07 +Target 005: 3.45e-06 |Target 006: 5.61e-06 |Target 007: 9.01e-07 |Target 008: 2.53e-06 |Target 009: 2.56e-06 +Target 010: 6.89e-07 |Target 011: 8.09e-07 |Target 012: 9.10e-07 |Target 013: 1.66e-06 |Target 014: 1.01e-06 +Target 015: 1.24e-06 |Target 016: 2.56e-06 |Target 017: 1.79e-06 |Target 018: 5.27e-06 |Target 019: 4.18e-06 +Target 020: 9.97e-07 |Target 021: 2.43e-06 |Target 022: 9.82e-07 |Target 023: 4.14e-06 |Target 024: 3.37e-06 + +==================== +Epoch #1361 | Time: 00d 06h 03m | LR: 2.50e-04 | Epoch time: 15.61 | Train loss: 6.37e-06 | Val loss: 2.38e-06 +Target 005 has maximum loss 1.20e-05; Target 002 has minimum loss 4.24e-07 +Target 000: 2.27e-06 |Target 001: 2.23e-06 |Target 002: 4.24e-07 |Target 003: 8.01e-07 |Target 004: 8.44e-07 +Target 005: 1.20e-05 |Target 006: 4.81e-06 |Target 007: 8.70e-07 |Target 008: 2.50e-06 |Target 009: 2.47e-06 +Target 010: 4.43e-07 |Target 011: 9.10e-07 |Target 012: 8.86e-07 |Target 013: 1.77e-06 |Target 014: 1.06e-06 +Target 015: 9.98e-07 |Target 016: 2.82e-06 |Target 017: 1.66e-06 |Target 018: 4.82e-06 |Target 019: 3.91e-06 +Target 020: 8.83e-07 |Target 021: 2.32e-06 |Target 022: 9.81e-07 |Target 023: 3.83e-06 |Target 024: 3.59e-06 + +==================== +Epoch #1362 | Time: 00d 06h 04m | LR: 2.50e-04 | Epoch time: 15.29 | Train loss: 6.31e-06 | Val loss: 2.40e-06 +Target 006 has maximum loss 6.41e-06; Target 002 has minimum loss 4.23e-07 +Target 000: 1.85e-06 |Target 001: 4.55e-06 |Target 002: 4.23e-07 |Target 003: 8.93e-07 |Target 004: 7.82e-07 +Target 005: 2.58e-06 |Target 006: 6.41e-06 |Target 007: 7.69e-07 |Target 008: 2.45e-06 |Target 009: 2.50e-06 +Target 010: 4.80e-07 |Target 011: 7.71e-07 |Target 012: 7.20e-07 |Target 013: 1.72e-06 |Target 014: 1.05e-06 +Target 015: 1.10e-06 |Target 016: 2.52e-06 |Target 017: 1.91e-06 |Target 018: 5.28e-06 |Target 019: 4.09e-06 +Target 020: 8.01e-07 |Target 021: 2.33e-06 |Target 022: 9.47e-07 |Target 023: 3.95e-06 |Target 024: 3.72e-06 + +==================== +Epoch #1363 | Time: 00d 06h 04m | LR: 2.50e-04 | Epoch time: 15.36 | Train loss: 6.38e-06 | Val loss: 2.57e-06 +Target 006 has maximum loss 5.60e-06; Target 002 has minimum loss 4.64e-07 +Target 000: 2.64e-06 |Target 001: 2.73e-06 |Target 002: 4.64e-07 |Target 003: 1.24e-06 |Target 004: 8.57e-07 +Target 005: 5.09e-06 |Target 006: 5.60e-06 |Target 007: 1.10e-06 |Target 008: 2.55e-06 |Target 009: 2.56e-06 +Target 010: 5.13e-07 |Target 011: 7.79e-07 |Target 012: 2.04e-06 |Target 013: 1.57e-06 |Target 014: 1.14e-06 +Target 015: 1.12e-06 |Target 016: 2.52e-06 |Target 017: 2.10e-06 |Target 018: 5.25e-06 |Target 019: 4.12e-06 +Target 020: 8.10e-07 |Target 021: 2.50e-06 |Target 022: 9.94e-07 |Target 023: 4.08e-06 |Target 024: 4.01e-06 + +==================== +Epoch #1364 | Time: 00d 06h 04m | LR: 2.50e-04 | Epoch time: 15.39 | Train loss: 6.29e-06 | Val loss: 2.35e-06 +Target 006 has maximum loss 1.04e-05; Target 002 has minimum loss 4.57e-07 +Target 000: 3.66e-06 |Target 001: 2.72e-06 |Target 002: 4.57e-07 |Target 003: 8.90e-07 |Target 004: 7.50e-07 +Target 005: 3.29e-06 |Target 006: 1.04e-05 |Target 007: 8.33e-07 |Target 008: 2.28e-06 |Target 009: 2.39e-06 +Target 010: 4.59e-07 |Target 011: 8.77e-07 |Target 012: 7.96e-07 |Target 013: 1.94e-06 |Target 014: 9.82e-07 +Target 015: 9.98e-07 |Target 016: 2.52e-06 |Target 017: 1.63e-06 |Target 018: 5.19e-06 |Target 019: 3.92e-06 +Target 020: 7.88e-07 |Target 021: 2.46e-06 |Target 022: 9.59e-07 |Target 023: 3.84e-06 |Target 024: 3.41e-06 + +==================== +Epoch #1365 | Time: 00d 06h 04m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.34e-06 | Val loss: 2.80e-06 +Target 006 has maximum loss 1.00e-05; Target 002 has minimum loss 6.26e-07 +Target 000: 3.08e-06 |Target 001: 5.23e-06 |Target 002: 6.26e-07 |Target 003: 1.36e-06 |Target 004: 8.53e-07 +Target 005: 2.35e-06 |Target 006: 1.00e-05 |Target 007: 9.00e-07 |Target 008: 2.57e-06 |Target 009: 3.76e-06 +Target 010: 6.41e-07 |Target 011: 8.36e-07 |Target 012: 1.70e-06 |Target 013: 1.73e-06 |Target 014: 1.14e-06 +Target 015: 1.08e-06 |Target 016: 2.65e-06 |Target 017: 2.06e-06 |Target 018: 6.10e-06 |Target 019: 4.72e-06 +Target 020: 8.79e-07 |Target 021: 2.81e-06 |Target 022: 1.24e-06 |Target 023: 4.82e-06 |Target 024: 3.85e-06 + +==================== +Epoch #1366 | Time: 00d 06h 05m | LR: 2.50e-04 | Epoch time: 15.53 | Train loss: 6.35e-06 | Val loss: 2.41e-06 +Target 006 has maximum loss 7.33e-06; Target 002 has minimum loss 4.23e-07 +Target 000: 2.32e-06 |Target 001: 1.46e-06 |Target 002: 4.23e-07 |Target 003: 8.27e-07 |Target 004: 8.07e-07 +Target 005: 2.63e-06 |Target 006: 7.33e-06 |Target 007: 8.42e-07 |Target 008: 2.30e-06 |Target 009: 2.54e-06 +Target 010: 4.24e-07 |Target 011: 8.49e-07 |Target 012: 7.26e-07 |Target 013: 1.60e-06 |Target 014: 1.08e-06 +Target 015: 9.47e-07 |Target 016: 2.26e-06 |Target 017: 1.64e-06 |Target 018: 5.73e-06 |Target 019: 4.12e-06 +Target 020: 7.98e-07 |Target 021: 2.49e-06 |Target 022: 1.03e-06 |Target 023: 4.01e-06 |Target 024: 3.71e-06 + +==================== +Epoch #1367 | Time: 00d 06h 05m | LR: 2.50e-04 | Epoch time: 15.38 | Train loss: 6.25e-06 | Val loss: 2.55e-06 +Target 006 has maximum loss 5.94e-06; Target 002 has minimum loss 4.73e-07 +Target 000: 3.46e-06 |Target 001: 5.66e-06 |Target 002: 4.73e-07 |Target 003: 8.38e-07 |Target 004: 1.12e-06 +Target 005: 2.25e-06 |Target 006: 5.94e-06 |Target 007: 7.73e-07 |Target 008: 2.45e-06 |Target 009: 2.45e-06 +Target 010: 5.17e-07 |Target 011: 7.64e-07 |Target 012: 9.51e-07 |Target 013: 1.80e-06 |Target 014: 1.03e-06 +Target 015: 9.95e-07 |Target 016: 2.48e-06 |Target 017: 2.05e-06 |Target 018: 5.47e-06 |Target 019: 4.03e-06 +Target 020: 8.35e-07 |Target 021: 2.37e-06 |Target 022: 9.60e-07 |Target 023: 4.03e-06 |Target 024: 4.31e-06 + +==================== +Epoch #1368 | Time: 00d 06h 05m | LR: 2.50e-04 | Epoch time: 15.58 | Train loss: 6.27e-06 | Val loss: 2.41e-06 +Target 006 has maximum loss 1.01e-05; Target 002 has minimum loss 4.79e-07 +Target 000: 2.59e-06 |Target 001: 4.22e-06 |Target 002: 4.79e-07 |Target 003: 7.69e-07 |Target 004: 8.85e-07 +Target 005: 1.79e-06 |Target 006: 1.01e-05 |Target 007: 8.09e-07 |Target 008: 2.61e-06 |Target 009: 2.85e-06 +Target 010: 4.82e-07 |Target 011: 7.84e-07 |Target 012: 1.22e-06 |Target 013: 1.56e-06 |Target 014: 1.16e-06 +Target 015: 1.11e-06 |Target 016: 2.74e-06 |Target 017: 1.60e-06 |Target 018: 4.94e-06 |Target 019: 4.01e-06 +Target 020: 8.77e-07 |Target 021: 2.77e-06 |Target 022: 1.01e-06 |Target 023: 3.97e-06 |Target 024: 3.47e-06 + +==================== +Epoch #1369 | Time: 00d 06h 05m | LR: 2.50e-04 | Epoch time: 15.52 | Train loss: 6.40e-06 | Val loss: 2.60e-06 +Target 006 has maximum loss 1.13e-05; Target 002 has minimum loss 4.69e-07 +Target 000: 7.78e-06 |Target 001: 3.65e-06 |Target 002: 4.69e-07 |Target 003: 1.60e-06 |Target 004: 8.28e-07 +Target 005: 2.28e-06 |Target 006: 1.13e-05 |Target 007: 8.88e-07 |Target 008: 2.76e-06 |Target 009: 2.89e-06 +Target 010: 5.17e-07 |Target 011: 7.94e-07 |Target 012: 1.02e-06 |Target 013: 1.81e-06 |Target 014: 1.02e-06 +Target 015: 1.01e-06 |Target 016: 2.78e-06 |Target 017: 1.78e-06 |Target 018: 5.88e-06 |Target 019: 4.33e-06 +Target 020: 8.79e-07 |Target 021: 2.86e-06 |Target 022: 9.85e-07 |Target 023: 4.12e-06 |Target 024: 3.73e-06 + +==================== +Epoch #1370 | Time: 00d 06h 06m | LR: 2.50e-04 | Epoch time: 15.32 | Train loss: 6.28e-06 | Val loss: 2.28e-06 +Target 006 has maximum loss 6.06e-06; Target 010 has minimum loss 4.28e-07 +Target 000: 2.59e-06 |Target 001: 1.67e-06 |Target 002: 4.81e-07 |Target 003: 7.56e-07 |Target 004: 7.90e-07 +Target 005: 1.32e-06 |Target 006: 6.06e-06 |Target 007: 8.82e-07 |Target 008: 2.30e-06 |Target 009: 2.42e-06 +Target 010: 4.28e-07 |Target 011: 7.88e-07 |Target 012: 8.86e-07 |Target 013: 1.79e-06 |Target 014: 1.01e-06 +Target 015: 9.92e-07 |Target 016: 2.44e-06 |Target 017: 1.72e-06 |Target 018: 5.38e-06 |Target 019: 3.84e-06 +Target 020: 8.24e-07 |Target 021: 2.35e-06 |Target 022: 9.55e-07 |Target 023: 3.85e-06 |Target 024: 3.30e-06 + +==================== +Epoch #1371 | Time: 00d 06h 06m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.28e-06 | Val loss: 2.38e-06 +Target 005 has maximum loss 6.75e-06; Target 002 has minimum loss 4.94e-07 +Target 000: 3.50e-06 |Target 001: 1.59e-06 |Target 002: 4.94e-07 |Target 003: 7.43e-07 |Target 004: 7.62e-07 +Target 005: 6.75e-06 |Target 006: 4.53e-06 |Target 007: 8.03e-07 |Target 008: 2.30e-06 |Target 009: 2.97e-06 +Target 010: 5.12e-07 |Target 011: 8.39e-07 |Target 012: 8.56e-07 |Target 013: 1.52e-06 |Target 014: 1.06e-06 +Target 015: 9.87e-07 |Target 016: 2.41e-06 |Target 017: 1.66e-06 |Target 018: 5.18e-06 |Target 019: 4.21e-06 +Target 020: 8.31e-07 |Target 021: 2.48e-06 |Target 022: 9.59e-07 |Target 023: 3.90e-06 |Target 024: 3.57e-06 + +==================== +Epoch #1372 | Time: 00d 06h 06m | LR: 2.50e-04 | Epoch time: 15.46 | Train loss: 6.33e-06 | Val loss: 2.45e-06 +Target 006 has maximum loss 5.90e-06; Target 010 has minimum loss 4.41e-07 +Target 000: 2.27e-06 |Target 001: 3.14e-06 |Target 002: 5.00e-07 |Target 003: 9.00e-07 |Target 004: 8.12e-07 +Target 005: 2.93e-06 |Target 006: 5.90e-06 |Target 007: 9.44e-07 |Target 008: 2.73e-06 |Target 009: 2.84e-06 +Target 010: 4.41e-07 |Target 011: 7.69e-07 |Target 012: 1.27e-06 |Target 013: 1.52e-06 |Target 014: 1.08e-06 +Target 015: 9.79e-07 |Target 016: 2.63e-06 |Target 017: 1.50e-06 |Target 018: 5.72e-06 |Target 019: 4.06e-06 +Target 020: 8.48e-07 |Target 021: 2.44e-06 |Target 022: 1.07e-06 |Target 023: 4.17e-06 |Target 024: 3.61e-06 + +==================== +Epoch #1373 | Time: 00d 06h 06m | LR: 2.50e-04 | Epoch time: 15.33 | Train loss: 6.23e-06 | Val loss: 3.27e-06 +Target 006 has maximum loss 1.10e-05; Target 002 has minimum loss 4.41e-07 +Target 000: 4.78e-06 |Target 001: 4.70e-06 |Target 002: 4.41e-07 |Target 003: 1.01e-06 |Target 004: 1.15e-06 +Target 005: 1.63e-06 |Target 006: 1.10e-05 |Target 007: 8.11e-07 |Target 008: 2.62e-06 |Target 009: 3.07e-06 +Target 010: 4.96e-07 |Target 011: 8.30e-07 |Target 012: 1.96e-06 |Target 013: 3.27e-06 |Target 014: 1.07e-06 +Target 015: 1.10e-06 |Target 016: 2.54e-06 |Target 017: 3.33e-06 |Target 018: 6.28e-06 |Target 019: 4.32e-06 +Target 020: 8.94e-07 |Target 021: 3.37e-06 |Target 022: 1.16e-06 |Target 023: 4.18e-06 |Target 024: 6.52e-06 + +==================== +Epoch #1374 | Time: 00d 06h 07m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.39e-06 | Val loss: 2.58e-06 +Target 006 has maximum loss 5.72e-06; Target 002 has minimum loss 4.18e-07 +Target 000: 3.65e-06 |Target 001: 1.84e-06 |Target 002: 4.18e-07 |Target 003: 7.76e-07 |Target 004: 7.76e-07 +Target 005: 3.24e-06 |Target 006: 5.72e-06 |Target 007: 9.67e-07 |Target 008: 2.27e-06 |Target 009: 2.53e-06 +Target 010: 5.07e-07 |Target 011: 7.71e-07 |Target 012: 1.29e-06 |Target 013: 1.67e-06 |Target 014: 9.99e-07 +Target 015: 9.80e-07 |Target 016: 2.41e-06 |Target 017: 1.77e-06 |Target 018: 5.18e-06 |Target 019: 4.00e-06 +Target 020: 9.06e-07 |Target 021: 2.37e-06 |Target 022: 9.69e-07 |Target 023: 3.93e-06 |Target 024: 4.92e-06 + +==================== +Epoch #1375 | Time: 00d 06h 07m | LR: 2.50e-04 | Epoch time: 15.53 | Train loss: 6.36e-06 | Val loss: 2.59e-06 +Target 005 has maximum loss 7.28e-06; Target 002 has minimum loss 4.67e-07 +Target 000: 2.81e-06 |Target 001: 5.74e-06 |Target 002: 4.67e-07 |Target 003: 1.01e-06 |Target 004: 7.79e-07 +Target 005: 7.28e-06 |Target 006: 5.38e-06 |Target 007: 9.48e-07 |Target 008: 2.86e-06 |Target 009: 2.67e-06 +Target 010: 5.91e-07 |Target 011: 8.84e-07 |Target 012: 1.46e-06 |Target 013: 1.68e-06 |Target 014: 1.13e-06 +Target 015: 1.02e-06 |Target 016: 2.87e-06 |Target 017: 2.04e-06 |Target 018: 5.75e-06 |Target 019: 4.18e-06 +Target 020: 8.38e-07 |Target 021: 2.89e-06 |Target 022: 1.07e-06 |Target 023: 4.20e-06 |Target 024: 3.67e-06 + +==================== +Epoch #1376 | Time: 00d 06h 07m | LR: 2.50e-04 | Epoch time: 15.50 | Train loss: 6.31e-06 | Val loss: 2.39e-06 +Target 006 has maximum loss 5.92e-06; Target 002 has minimum loss 3.95e-07 +Target 000: 2.91e-06 |Target 001: 3.28e-06 |Target 002: 3.95e-07 |Target 003: 8.14e-07 |Target 004: 8.31e-07 +Target 005: 2.47e-06 |Target 006: 5.92e-06 |Target 007: 1.07e-06 |Target 008: 2.36e-06 |Target 009: 3.07e-06 +Target 010: 4.55e-07 |Target 011: 7.24e-07 |Target 012: 9.64e-07 |Target 013: 1.59e-06 |Target 014: 1.01e-06 +Target 015: 9.50e-07 |Target 016: 2.35e-06 |Target 017: 1.71e-06 |Target 018: 5.20e-06 |Target 019: 3.96e-06 +Target 020: 7.76e-07 |Target 021: 2.92e-06 |Target 022: 9.76e-07 |Target 023: 4.24e-06 |Target 024: 3.46e-06 + +==================== +Epoch #1377 | Time: 00d 06h 08m | LR: 2.50e-04 | Epoch time: 15.46 | Train loss: 6.26e-06 | Val loss: 2.50e-06 +Target 006 has maximum loss 8.08e-06; Target 002 has minimum loss 5.06e-07 +Target 000: 7.38e-06 |Target 001: 3.87e-06 |Target 002: 5.06e-07 |Target 003: 7.64e-07 |Target 004: 7.44e-07 +Target 005: 3.69e-06 |Target 006: 8.08e-06 |Target 007: 1.25e-06 |Target 008: 2.41e-06 |Target 009: 2.70e-06 +Target 010: 5.21e-07 |Target 011: 9.41e-07 |Target 012: 8.70e-07 |Target 013: 2.32e-06 |Target 014: 1.09e-06 +Target 015: 9.64e-07 |Target 016: 2.54e-06 |Target 017: 1.88e-06 |Target 018: 6.00e-06 |Target 019: 3.96e-06 +Target 020: 8.51e-07 |Target 021: 2.36e-06 |Target 022: 1.02e-06 |Target 023: 3.94e-06 |Target 024: 3.51e-06 + +==================== +Epoch #1378 | Time: 00d 06h 08m | LR: 2.50e-04 | Epoch time: 15.47 | Train loss: 6.35e-06 | Val loss: 2.53e-06 +Target 000 has maximum loss 1.19e-05; Target 010 has minimum loss 4.41e-07 +Target 000: 1.19e-05 |Target 001: 5.20e-06 |Target 002: 5.24e-07 |Target 003: 7.53e-07 |Target 004: 7.72e-07 +Target 005: 3.64e-06 |Target 006: 8.17e-06 |Target 007: 8.00e-07 |Target 008: 2.24e-06 |Target 009: 2.85e-06 +Target 010: 4.41e-07 |Target 011: 9.10e-07 |Target 012: 1.49e-06 |Target 013: 1.84e-06 |Target 014: 9.74e-07 +Target 015: 9.14e-07 |Target 016: 2.78e-06 |Target 017: 1.98e-06 |Target 018: 5.60e-06 |Target 019: 4.02e-06 +Target 020: 8.38e-07 |Target 021: 2.45e-06 |Target 022: 9.68e-07 |Target 023: 4.04e-06 |Target 024: 3.52e-06 + +==================== +Epoch #1379 | Time: 00d 06h 08m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.31e-06 | Val loss: 2.28e-06 +Target 018 has maximum loss 4.96e-06; Target 002 has minimum loss 4.21e-07 +Target 000: 2.05e-06 |Target 001: 1.99e-06 |Target 002: 4.21e-07 |Target 003: 6.98e-07 |Target 004: 7.27e-07 +Target 005: 3.87e-06 |Target 006: 4.59e-06 |Target 007: 1.05e-06 |Target 008: 2.30e-06 |Target 009: 2.42e-06 +Target 010: 5.00e-07 |Target 011: 7.98e-07 |Target 012: 8.75e-07 |Target 013: 1.70e-06 |Target 014: 9.81e-07 +Target 015: 9.49e-07 |Target 016: 2.41e-06 |Target 017: 1.57e-06 |Target 018: 4.96e-06 |Target 019: 4.11e-06 +Target 020: 8.88e-07 |Target 021: 2.26e-06 |Target 022: 9.73e-07 |Target 023: 3.93e-06 |Target 024: 3.25e-06 + +==================== +Epoch #1380 | Time: 00d 06h 08m | LR: 2.50e-04 | Epoch time: 15.46 | Train loss: 6.21e-06 | Val loss: 2.32e-06 +Target 018 has maximum loss 5.24e-06; Target 002 has minimum loss 4.62e-07 +Target 000: 4.98e-06 |Target 001: 2.02e-06 |Target 002: 4.62e-07 |Target 003: 1.03e-06 |Target 004: 7.55e-07 +Target 005: 2.44e-06 |Target 006: 5.07e-06 |Target 007: 8.48e-07 |Target 008: 2.26e-06 |Target 009: 2.43e-06 +Target 010: 4.77e-07 |Target 011: 8.14e-07 |Target 012: 7.37e-07 |Target 013: 1.65e-06 |Target 014: 1.04e-06 +Target 015: 9.63e-07 |Target 016: 2.31e-06 |Target 017: 1.78e-06 |Target 018: 5.24e-06 |Target 019: 3.93e-06 +Target 020: 9.00e-07 |Target 021: 2.47e-06 |Target 022: 9.63e-07 |Target 023: 3.93e-06 |Target 024: 3.35e-06 + +==================== +Epoch #1381 | Time: 00d 06h 09m | LR: 2.50e-04 | Epoch time: 15.35 | Train loss: 6.19e-06 | Val loss: 2.23e-06 +Target 018 has maximum loss 4.79e-06; Target 010 has minimum loss 4.17e-07 +Target 000: 2.13e-06 |Target 001: 1.31e-06 |Target 002: 4.46e-07 |Target 003: 8.94e-07 |Target 004: 7.33e-07 +Target 005: 1.71e-06 |Target 006: 4.66e-06 |Target 007: 8.17e-07 |Target 008: 2.28e-06 |Target 009: 2.47e-06 +Target 010: 4.17e-07 |Target 011: 7.81e-07 |Target 012: 6.86e-07 |Target 013: 1.60e-06 |Target 014: 9.89e-07 +Target 015: 9.46e-07 |Target 016: 2.23e-06 |Target 017: 1.63e-06 |Target 018: 4.79e-06 |Target 019: 3.96e-06 +Target 020: 7.92e-07 |Target 021: 2.41e-06 |Target 022: 9.26e-07 |Target 023: 3.92e-06 |Target 024: 3.33e-06 + +==================== +Epoch #1382 | Time: 00d 06h 09m | LR: 2.50e-04 | Epoch time: 15.47 | Train loss: 6.20e-06 | Val loss: 2.34e-06 +Target 006 has maximum loss 7.20e-06; Target 002 has minimum loss 4.34e-07 +Target 000: 2.28e-06 |Target 001: 5.37e-06 |Target 002: 4.34e-07 |Target 003: 7.20e-07 |Target 004: 1.18e-06 +Target 005: 2.16e-06 |Target 006: 7.20e-06 |Target 007: 8.08e-07 |Target 008: 2.31e-06 |Target 009: 2.63e-06 +Target 010: 4.59e-07 |Target 011: 7.52e-07 |Target 012: 1.04e-06 |Target 013: 1.57e-06 |Target 014: 1.00e-06 +Target 015: 9.90e-07 |Target 016: 2.48e-06 |Target 017: 1.65e-06 |Target 018: 4.91e-06 |Target 019: 3.91e-06 +Target 020: 9.30e-07 |Target 021: 2.39e-06 |Target 022: 9.79e-07 |Target 023: 3.87e-06 |Target 024: 3.48e-06 + +==================== +Epoch #1383 | Time: 00d 06h 09m | LR: 2.50e-04 | Epoch time: 15.61 | Train loss: 6.23e-06 | Val loss: 2.48e-06 +Target 006 has maximum loss 7.19e-06; Target 002 has minimum loss 4.81e-07 +Target 000: 2.02e-06 |Target 001: 2.02e-06 |Target 002: 4.81e-07 |Target 003: 7.76e-07 |Target 004: 8.53e-07 +Target 005: 1.81e-06 |Target 006: 7.19e-06 |Target 007: 1.22e-06 |Target 008: 2.50e-06 |Target 009: 2.69e-06 +Target 010: 5.08e-07 |Target 011: 9.43e-07 |Target 012: 7.82e-07 |Target 013: 2.05e-06 |Target 014: 1.05e-06 +Target 015: 9.51e-07 |Target 016: 2.46e-06 |Target 017: 1.69e-06 |Target 018: 5.47e-06 |Target 019: 4.40e-06 +Target 020: 8.83e-07 |Target 021: 2.33e-06 |Target 022: 9.88e-07 |Target 023: 4.01e-06 |Target 024: 3.87e-06 + +==================== +Epoch #1384 | Time: 00d 06h 09m | LR: 2.50e-04 | Epoch time: 15.38 | Train loss: 6.45e-06 | Val loss: 2.79e-06 +Target 006 has maximum loss 5.50e-06; Target 010 has minimum loss 4.53e-07 +Target 000: 3.07e-06 |Target 001: 2.34e-06 |Target 002: 5.24e-07 |Target 003: 1.17e-06 |Target 004: 9.37e-07 +Target 005: 3.59e-06 |Target 006: 5.50e-06 |Target 007: 8.18e-07 |Target 008: 3.62e-06 |Target 009: 4.05e-06 +Target 010: 4.53e-07 |Target 011: 8.75e-07 |Target 012: 1.09e-06 |Target 013: 1.77e-06 |Target 014: 1.13e-06 +Target 015: 1.12e-06 |Target 016: 4.52e-06 |Target 017: 1.72e-06 |Target 018: 5.36e-06 |Target 019: 4.32e-06 +Target 020: 1.09e-06 |Target 021: 3.20e-06 |Target 022: 9.74e-07 |Target 023: 4.55e-06 |Target 024: 4.71e-06 + +==================== +Epoch #1385 | Time: 00d 06h 10m | LR: 2.50e-04 | Epoch time: 15.35 | Train loss: 6.47e-06 | Val loss: 2.46e-06 +Target 018 has maximum loss 5.33e-06; Target 002 has minimum loss 5.05e-07 +Target 000: 3.04e-06 |Target 001: 3.28e-06 |Target 002: 5.05e-07 |Target 003: 8.14e-07 |Target 004: 7.83e-07 +Target 005: 1.81e-06 |Target 006: 4.78e-06 |Target 007: 8.16e-07 |Target 008: 2.89e-06 |Target 009: 2.70e-06 +Target 010: 5.20e-07 |Target 011: 7.60e-07 |Target 012: 7.83e-07 |Target 013: 1.77e-06 |Target 014: 1.05e-06 +Target 015: 1.09e-06 |Target 016: 3.02e-06 |Target 017: 1.95e-06 |Target 018: 5.33e-06 |Target 019: 4.07e-06 +Target 020: 8.20e-07 |Target 021: 2.59e-06 |Target 022: 9.59e-07 |Target 023: 4.03e-06 |Target 024: 3.87e-06 + +==================== +Epoch #1386 | Time: 00d 06h 10m | LR: 2.50e-04 | Epoch time: 15.40 | Train loss: 6.23e-06 | Val loss: 2.76e-06 +Target 000 has maximum loss 7.65e-06; Target 002 has minimum loss 4.75e-07 +Target 000: 7.65e-06 |Target 001: 3.12e-06 |Target 002: 4.75e-07 |Target 003: 7.99e-07 |Target 004: 8.24e-07 +Target 005: 5.55e-06 |Target 006: 7.57e-06 |Target 007: 9.51e-07 |Target 008: 2.42e-06 |Target 009: 3.13e-06 +Target 010: 6.19e-07 |Target 011: 8.84e-07 |Target 012: 9.09e-07 |Target 013: 2.35e-06 |Target 014: 1.08e-06 +Target 015: 1.06e-06 |Target 016: 2.45e-06 |Target 017: 3.08e-06 |Target 018: 7.53e-06 |Target 019: 4.27e-06 +Target 020: 7.86e-07 |Target 021: 2.43e-06 |Target 022: 1.03e-06 |Target 023: 4.03e-06 |Target 024: 3.88e-06 + +==================== +Epoch #1387 | Time: 00d 06h 10m | LR: 2.50e-04 | Epoch time: 15.46 | Train loss: 6.37e-06 | Val loss: 2.89e-06 +Target 006 has maximum loss 1.07e-05; Target 002 has minimum loss 4.20e-07 +Target 000: 2.19e-06 |Target 001: 1.48e-06 |Target 002: 4.20e-07 |Target 003: 7.48e-07 |Target 004: 8.29e-07 +Target 005: 2.33e-06 |Target 006: 1.07e-05 |Target 007: 9.88e-07 |Target 008: 2.59e-06 |Target 009: 2.57e-06 +Target 010: 6.71e-07 |Target 011: 9.00e-07 |Target 012: 8.35e-07 |Target 013: 3.22e-06 |Target 014: 9.88e-07 +Target 015: 9.85e-07 |Target 016: 2.35e-06 |Target 017: 1.79e-06 |Target 018: 6.33e-06 |Target 019: 4.21e-06 +Target 020: 8.38e-07 |Target 021: 2.37e-06 |Target 022: 1.00e-06 |Target 023: 4.00e-06 |Target 024: 5.87e-06 + +==================== +Epoch #1388 | Time: 00d 06h 10m | LR: 2.50e-04 | Epoch time: 15.36 | Train loss: 6.30e-06 | Val loss: 2.32e-06 +Target 001 has maximum loss 6.66e-06; Target 002 has minimum loss 4.04e-07 +Target 000: 3.69e-06 |Target 001: 6.66e-06 |Target 002: 4.04e-07 |Target 003: 6.84e-07 |Target 004: 7.36e-07 +Target 005: 1.60e-06 |Target 006: 5.05e-06 |Target 007: 8.75e-07 |Target 008: 2.39e-06 |Target 009: 2.47e-06 +Target 010: 4.50e-07 |Target 011: 7.46e-07 |Target 012: 1.34e-06 |Target 013: 1.63e-06 |Target 014: 9.93e-07 +Target 015: 9.71e-07 |Target 016: 2.50e-06 |Target 017: 1.69e-06 |Target 018: 5.12e-06 |Target 019: 3.89e-06 +Target 020: 7.91e-07 |Target 021: 2.25e-06 |Target 022: 9.67e-07 |Target 023: 3.89e-06 |Target 024: 3.33e-06 + +==================== +Epoch #1389 | Time: 00d 06h 11m | LR: 2.50e-04 | Epoch time: 15.51 | Train loss: 6.27e-06 | Val loss: 2.35e-06 +Target 018 has maximum loss 5.04e-06; Target 002 has minimum loss 4.46e-07 +Target 000: 3.47e-06 |Target 001: 3.04e-06 |Target 002: 4.46e-07 |Target 003: 7.00e-07 |Target 004: 8.48e-07 +Target 005: 2.44e-06 |Target 006: 4.74e-06 |Target 007: 9.15e-07 |Target 008: 2.40e-06 |Target 009: 2.65e-06 +Target 010: 6.30e-07 |Target 011: 8.47e-07 |Target 012: 7.71e-07 |Target 013: 1.54e-06 |Target 014: 1.04e-06 +Target 015: 1.09e-06 |Target 016: 2.43e-06 |Target 017: 1.54e-06 |Target 018: 5.04e-06 |Target 019: 4.06e-06 +Target 020: 8.10e-07 |Target 021: 2.42e-06 |Target 022: 1.01e-06 |Target 023: 3.99e-06 |Target 024: 3.58e-06 + +==================== +Epoch #1390 | Time: 00d 06h 11m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.20e-06 | Val loss: 2.68e-06 +Target 006 has maximum loss 7.71e-06; Target 010 has minimum loss 5.84e-07 +Target 000: 2.31e-06 |Target 001: 4.32e-06 |Target 002: 6.47e-07 |Target 003: 1.00e-06 |Target 004: 7.48e-07 +Target 005: 3.83e-06 |Target 006: 7.71e-06 |Target 007: 1.05e-06 |Target 008: 2.49e-06 |Target 009: 2.77e-06 +Target 010: 5.84e-07 |Target 011: 9.08e-07 |Target 012: 8.37e-07 |Target 013: 1.82e-06 |Target 014: 1.10e-06 +Target 015: 1.04e-06 |Target 016: 2.64e-06 |Target 017: 2.31e-06 |Target 018: 5.16e-06 |Target 019: 4.07e-06 +Target 020: 8.30e-07 |Target 021: 2.43e-06 |Target 022: 1.04e-06 |Target 023: 4.11e-06 |Target 024: 4.98e-06 + +==================== +Epoch #1391 | Time: 00d 06h 11m | LR: 2.50e-04 | Epoch time: 15.39 | Train loss: 6.40e-06 | Val loss: 2.68e-06 +Target 018 has maximum loss 5.51e-06; Target 002 has minimum loss 5.89e-07 +Target 000: 3.44e-06 |Target 001: 2.26e-06 |Target 002: 5.89e-07 |Target 003: 9.86e-07 |Target 004: 7.53e-07 +Target 005: 3.30e-06 |Target 006: 4.57e-06 |Target 007: 8.25e-07 |Target 008: 2.81e-06 |Target 009: 4.46e-06 +Target 010: 6.45e-07 |Target 011: 7.97e-07 |Target 012: 7.99e-07 |Target 013: 1.74e-06 |Target 014: 1.21e-06 +Target 015: 1.02e-06 |Target 016: 2.62e-06 |Target 017: 1.82e-06 |Target 018: 5.51e-06 |Target 019: 4.21e-06 +Target 020: 8.52e-07 |Target 021: 3.60e-06 |Target 022: 1.12e-06 |Target 023: 4.17e-06 |Target 024: 4.44e-06 + +==================== +Epoch #1392 | Time: 00d 06h 11m | LR: 2.50e-04 | Epoch time: 15.32 | Train loss: 6.45e-06 | Val loss: 2.68e-06 +Target 006 has maximum loss 5.16e-06; Target 002 has minimum loss 4.45e-07 +Target 000: 2.07e-06 |Target 001: 3.53e-06 |Target 002: 4.45e-07 |Target 003: 7.09e-07 |Target 004: 7.38e-07 +Target 005: 4.26e-06 |Target 006: 5.16e-06 |Target 007: 1.55e-06 |Target 008: 2.70e-06 |Target 009: 3.34e-06 +Target 010: 5.06e-07 |Target 011: 1.04e-06 |Target 012: 7.98e-07 |Target 013: 1.66e-06 |Target 014: 1.21e-06 +Target 015: 9.74e-07 |Target 016: 3.43e-06 |Target 017: 1.92e-06 |Target 018: 5.16e-06 |Target 019: 4.14e-06 +Target 020: 8.67e-07 |Target 021: 2.99e-06 |Target 022: 1.04e-06 |Target 023: 4.17e-06 |Target 024: 4.80e-06 + +==================== +Epoch #1393 | Time: 00d 06h 12m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.51e-06 | Val loss: 2.46e-06 +Target 001 has maximum loss 8.74e-06; Target 002 has minimum loss 4.26e-07 +Target 000: 2.89e-06 |Target 001: 8.74e-06 |Target 002: 4.26e-07 |Target 003: 7.55e-07 |Target 004: 7.90e-07 +Target 005: 4.96e-06 |Target 006: 6.55e-06 |Target 007: 7.56e-07 |Target 008: 2.65e-06 |Target 009: 2.57e-06 +Target 010: 4.55e-07 |Target 011: 9.67e-07 |Target 012: 6.99e-07 |Target 013: 1.87e-06 |Target 014: 1.07e-06 +Target 015: 1.04e-06 |Target 016: 2.78e-06 |Target 017: 1.77e-06 |Target 018: 5.25e-06 |Target 019: 4.04e-06 +Target 020: 8.59e-07 |Target 021: 2.70e-06 |Target 022: 1.06e-06 |Target 023: 4.01e-06 |Target 024: 3.58e-06 + +==================== +Epoch #1394 | Time: 00d 06h 12m | LR: 2.50e-04 | Epoch time: 15.56 | Train loss: 6.37e-06 | Val loss: 2.42e-06 +Target 006 has maximum loss 6.97e-06; Target 002 has minimum loss 4.74e-07 +Target 000: 2.33e-06 |Target 001: 1.78e-06 |Target 002: 4.74e-07 |Target 003: 7.89e-07 |Target 004: 7.62e-07 +Target 005: 3.20e-06 |Target 006: 6.97e-06 |Target 007: 9.25e-07 |Target 008: 2.47e-06 |Target 009: 2.79e-06 +Target 010: 4.76e-07 |Target 011: 9.34e-07 |Target 012: 1.21e-06 |Target 013: 1.72e-06 |Target 014: 1.00e-06 +Target 015: 9.43e-07 |Target 016: 2.80e-06 |Target 017: 1.59e-06 |Target 018: 5.47e-06 |Target 019: 4.27e-06 +Target 020: 7.93e-07 |Target 021: 2.53e-06 |Target 022: 9.81e-07 |Target 023: 3.94e-06 |Target 024: 3.54e-06 + +==================== +Epoch #1395 | Time: 00d 06h 12m | LR: 2.50e-04 | Epoch time: 15.50 | Train loss: 6.25e-06 | Val loss: 2.45e-06 +Target 006 has maximum loss 7.53e-06; Target 010 has minimum loss 4.84e-07 +Target 000: 2.39e-06 |Target 001: 1.88e-06 |Target 002: 5.64e-07 |Target 003: 1.22e-06 |Target 004: 7.84e-07 +Target 005: 1.68e-06 |Target 006: 7.53e-06 |Target 007: 9.22e-07 |Target 008: 2.86e-06 |Target 009: 2.61e-06 +Target 010: 4.84e-07 |Target 011: 8.18e-07 |Target 012: 9.06e-07 |Target 013: 1.55e-06 |Target 014: 1.00e-06 +Target 015: 1.07e-06 |Target 016: 2.73e-06 |Target 017: 1.60e-06 |Target 018: 5.49e-06 |Target 019: 4.04e-06 +Target 020: 8.10e-07 |Target 021: 2.37e-06 |Target 022: 9.70e-07 |Target 023: 4.06e-06 |Target 024: 3.96e-06 + +==================== +Epoch #1396 | Time: 00d 06h 13m | LR: 2.50e-04 | Epoch time: 15.52 | Train loss: 6.27e-06 | Val loss: 2.29e-06 +Target 018 has maximum loss 4.97e-06; Target 010 has minimum loss 4.55e-07 +Target 000: 2.66e-06 |Target 001: 1.87e-06 |Target 002: 4.66e-07 |Target 003: 1.20e-06 |Target 004: 7.56e-07 +Target 005: 2.64e-06 |Target 006: 4.62e-06 |Target 007: 7.56e-07 |Target 008: 2.21e-06 |Target 009: 2.47e-06 +Target 010: 4.55e-07 |Target 011: 9.13e-07 |Target 012: 8.56e-07 |Target 013: 1.59e-06 |Target 014: 1.01e-06 +Target 015: 9.43e-07 |Target 016: 2.31e-06 |Target 017: 1.57e-06 |Target 018: 4.97e-06 |Target 019: 3.97e-06 +Target 020: 7.94e-07 |Target 021: 2.35e-06 |Target 022: 1.01e-06 |Target 023: 3.88e-06 |Target 024: 3.47e-06 + +==================== +Epoch #1397 | Time: 00d 06h 13m | LR: 2.50e-04 | Epoch time: 15.54 | Train loss: 6.29e-06 | Val loss: 2.43e-06 +Target 006 has maximum loss 6.79e-06; Target 002 has minimum loss 4.52e-07 +Target 000: 4.42e-06 |Target 001: 3.67e-06 |Target 002: 4.52e-07 |Target 003: 9.06e-07 |Target 004: 7.54e-07 +Target 005: 2.41e-06 |Target 006: 6.79e-06 |Target 007: 1.06e-06 |Target 008: 2.52e-06 |Target 009: 2.74e-06 +Target 010: 4.90e-07 |Target 011: 8.34e-07 |Target 012: 1.35e-06 |Target 013: 1.75e-06 |Target 014: 1.04e-06 +Target 015: 9.69e-07 |Target 016: 2.61e-06 |Target 017: 1.59e-06 |Target 018: 5.32e-06 |Target 019: 4.04e-06 +Target 020: 8.99e-07 |Target 021: 2.44e-06 |Target 022: 1.03e-06 |Target 023: 4.03e-06 |Target 024: 3.47e-06 + +==================== +Epoch #1398 | Time: 00d 06h 13m | LR: 2.50e-04 | Epoch time: 15.46 | Train loss: 6.28e-06 | Val loss: 2.38e-06 +Target 006 has maximum loss 7.15e-06; Target 002 has minimum loss 3.95e-07 +Target 000: 2.33e-06 |Target 001: 3.57e-06 |Target 002: 3.95e-07 |Target 003: 1.02e-06 |Target 004: 7.32e-07 +Target 005: 4.88e-06 |Target 006: 7.15e-06 |Target 007: 1.02e-06 |Target 008: 2.26e-06 |Target 009: 2.84e-06 +Target 010: 4.43e-07 |Target 011: 7.96e-07 |Target 012: 7.12e-07 |Target 013: 1.53e-06 |Target 014: 9.99e-07 +Target 015: 1.02e-06 |Target 016: 2.52e-06 |Target 017: 1.67e-06 |Target 018: 4.94e-06 |Target 019: 3.96e-06 +Target 020: 8.24e-07 |Target 021: 2.53e-06 |Target 022: 9.92e-07 |Target 023: 3.89e-06 |Target 024: 3.72e-06 + +==================== +Epoch #1399 | Time: 00d 06h 13m | LR: 2.50e-04 | Epoch time: 15.42 | Train loss: 6.29e-06 | Val loss: 2.33e-06 +Target 000 has maximum loss 7.65e-06; Target 002 has minimum loss 3.89e-07 +Target 000: 7.65e-06 |Target 001: 1.55e-06 |Target 002: 3.89e-07 |Target 003: 7.44e-07 |Target 004: 8.10e-07 +Target 005: 1.75e-06 |Target 006: 4.51e-06 |Target 007: 8.31e-07 |Target 008: 2.40e-06 |Target 009: 2.38e-06 +Target 010: 4.15e-07 |Target 011: 7.51e-07 |Target 012: 1.06e-06 |Target 013: 1.77e-06 |Target 014: 1.08e-06 +Target 015: 1.08e-06 |Target 016: 2.32e-06 |Target 017: 1.85e-06 |Target 018: 4.91e-06 |Target 019: 3.97e-06 +Target 020: 7.91e-07 |Target 021: 2.33e-06 |Target 022: 1.06e-06 |Target 023: 3.94e-06 |Target 024: 3.34e-06 + +==================== +Epoch #1400 | Time: 00d 06h 14m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.27e-06 | Val loss: 2.49e-06 +Target 006 has maximum loss 5.82e-06; Target 010 has minimum loss 5.08e-07 +Target 000: 3.45e-06 |Target 001: 2.33e-06 |Target 002: 6.45e-07 |Target 003: 9.38e-07 |Target 004: 1.08e-06 +Target 005: 3.27e-06 |Target 006: 5.82e-06 |Target 007: 9.73e-07 |Target 008: 2.34e-06 |Target 009: 2.59e-06 +Target 010: 5.08e-07 |Target 011: 8.22e-07 |Target 012: 1.21e-06 |Target 013: 1.81e-06 |Target 014: 9.97e-07 +Target 015: 1.14e-06 |Target 016: 2.39e-06 |Target 017: 2.52e-06 |Target 018: 5.14e-06 |Target 019: 4.09e-06 +Target 020: 8.51e-07 |Target 021: 2.27e-06 |Target 022: 9.64e-07 |Target 023: 3.85e-06 |Target 024: 3.89e-06 + +==================== +Epoch #1401 | Time: 00d 06h 14m | LR: 2.50e-04 | Epoch time: 15.36 | Train loss: 6.25e-06 | Val loss: 2.61e-06 +Target 006 has maximum loss 6.07e-06; Target 010 has minimum loss 4.70e-07 +Target 000: 1.78e-06 |Target 001: 4.94e-06 |Target 002: 4.93e-07 |Target 003: 8.43e-07 |Target 004: 9.16e-07 +Target 005: 2.09e-06 |Target 006: 6.07e-06 |Target 007: 9.14e-07 |Target 008: 3.56e-06 |Target 009: 3.55e-06 +Target 010: 4.70e-07 |Target 011: 8.32e-07 |Target 012: 7.65e-07 |Target 013: 1.74e-06 |Target 014: 1.17e-06 +Target 015: 1.09e-06 |Target 016: 4.46e-06 |Target 017: 1.76e-06 |Target 018: 5.10e-06 |Target 019: 4.59e-06 +Target 020: 8.54e-07 |Target 021: 3.49e-06 |Target 022: 1.12e-06 |Target 023: 4.34e-06 |Target 024: 3.68e-06 + +==================== +Epoch #1402 | Time: 00d 06h 14m | LR: 2.50e-04 | Epoch time: 15.42 | Train loss: 6.36e-06 | Val loss: 2.43e-06 +Target 005 has maximum loss 5.39e-06; Target 010 has minimum loss 4.84e-07 +Target 000: 3.16e-06 |Target 001: 3.16e-06 |Target 002: 6.31e-07 |Target 003: 7.82e-07 |Target 004: 8.92e-07 +Target 005: 5.39e-06 |Target 006: 4.55e-06 |Target 007: 8.89e-07 |Target 008: 3.02e-06 |Target 009: 2.76e-06 +Target 010: 4.84e-07 |Target 011: 7.55e-07 |Target 012: 7.19e-07 |Target 013: 1.67e-06 |Target 014: 1.10e-06 +Target 015: 1.51e-06 |Target 016: 3.33e-06 |Target 017: 1.78e-06 |Target 018: 5.13e-06 |Target 019: 4.02e-06 +Target 020: 9.47e-07 |Target 021: 2.76e-06 |Target 022: 1.04e-06 |Target 023: 4.15e-06 |Target 024: 3.39e-06 + +==================== +Epoch #1403 | Time: 00d 06h 14m | LR: 2.50e-04 | Epoch time: 15.46 | Train loss: 6.29e-06 | Val loss: 2.46e-06 +Target 006 has maximum loss 1.43e-05; Target 010 has minimum loss 4.03e-07 +Target 000: 4.44e-06 |Target 001: 8.49e-06 |Target 002: 4.44e-07 |Target 003: 7.18e-07 |Target 004: 7.64e-07 +Target 005: 4.26e-06 |Target 006: 1.43e-05 |Target 007: 7.76e-07 |Target 008: 2.57e-06 |Target 009: 2.54e-06 +Target 010: 4.03e-07 |Target 011: 9.24e-07 |Target 012: 7.48e-07 |Target 013: 1.69e-06 |Target 014: 1.03e-06 +Target 015: 1.02e-06 |Target 016: 2.69e-06 |Target 017: 1.94e-06 |Target 018: 5.26e-06 |Target 019: 4.06e-06 +Target 020: 8.34e-07 |Target 021: 2.44e-06 |Target 022: 1.02e-06 |Target 023: 3.99e-06 |Target 024: 3.37e-06 + +==================== +Epoch #1404 | Time: 00d 06h 15m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.28e-06 | Val loss: 2.50e-06 +Target 006 has maximum loss 6.99e-06; Target 002 has minimum loss 4.51e-07 +Target 000: 2.97e-06 |Target 001: 3.84e-06 |Target 002: 4.51e-07 |Target 003: 9.78e-07 |Target 004: 9.46e-07 +Target 005: 4.53e-06 |Target 006: 6.99e-06 |Target 007: 8.67e-07 |Target 008: 3.09e-06 |Target 009: 2.93e-06 +Target 010: 4.96e-07 |Target 011: 9.22e-07 |Target 012: 7.07e-07 |Target 013: 1.58e-06 |Target 014: 1.15e-06 +Target 015: 1.05e-06 |Target 016: 2.88e-06 |Target 017: 1.60e-06 |Target 018: 5.33e-06 |Target 019: 4.20e-06 +Target 020: 9.09e-07 |Target 021: 2.70e-06 |Target 022: 1.05e-06 |Target 023: 4.15e-06 |Target 024: 3.74e-06 + +==================== +Epoch #1405 | Time: 00d 06h 15m | LR: 2.50e-04 | Epoch time: 15.43 | Train loss: 6.35e-06 | Val loss: 2.44e-06 +Target 000 has maximum loss 5.86e-06; Target 002 has minimum loss 5.49e-07 +Target 000: 5.86e-06 |Target 001: 1.57e-06 |Target 002: 5.49e-07 |Target 003: 7.28e-07 |Target 004: 7.58e-07 +Target 005: 4.32e-06 |Target 006: 4.69e-06 |Target 007: 1.25e-06 |Target 008: 2.30e-06 |Target 009: 2.51e-06 +Target 010: 6.80e-07 |Target 011: 8.41e-07 |Target 012: 8.86e-07 |Target 013: 1.61e-06 |Target 014: 1.02e-06 +Target 015: 1.00e-06 |Target 016: 2.49e-06 |Target 017: 1.94e-06 |Target 018: 5.01e-06 |Target 019: 3.99e-06 +Target 020: 8.82e-07 |Target 021: 2.57e-06 |Target 022: 9.69e-07 |Target 023: 4.12e-06 |Target 024: 3.82e-06 + +==================== +Epoch #1406 | Time: 00d 06h 15m | LR: 2.50e-04 | Epoch time: 15.50 | Train loss: 6.25e-06 | Val loss: 2.27e-06 +Target 006 has maximum loss 4.89e-06; Target 002 has minimum loss 4.14e-07 +Target 000: 2.16e-06 |Target 001: 2.43e-06 |Target 002: 4.14e-07 |Target 003: 8.77e-07 |Target 004: 8.10e-07 +Target 005: 3.86e-06 |Target 006: 4.89e-06 |Target 007: 8.38e-07 |Target 008: 2.25e-06 |Target 009: 3.24e-06 +Target 010: 4.65e-07 |Target 011: 8.01e-07 |Target 012: 7.61e-07 |Target 013: 1.63e-06 |Target 014: 9.71e-07 +Target 015: 9.41e-07 |Target 016: 2.44e-06 |Target 017: 1.63e-06 |Target 018: 4.86e-06 |Target 019: 3.94e-06 +Target 020: 9.83e-07 |Target 021: 2.51e-06 |Target 022: 9.29e-07 |Target 023: 3.86e-06 |Target 024: 3.24e-06 + +==================== +Epoch #1407 | Time: 00d 06h 15m | LR: 2.50e-04 | Epoch time: 15.44 | Train loss: 6.10e-06 | Val loss: 2.45e-06 +Target 006 has maximum loss 5.85e-06; Target 002 has minimum loss 5.55e-07 +Target 000: 2.98e-06 |Target 001: 1.46e-06 |Target 002: 5.55e-07 |Target 003: 9.18e-07 |Target 004: 8.06e-07 +Target 005: 1.65e-06 |Target 006: 5.85e-06 |Target 007: 7.91e-07 |Target 008: 2.98e-06 |Target 009: 2.56e-06 +Target 010: 5.70e-07 |Target 011: 8.71e-07 |Target 012: 9.35e-07 |Target 013: 1.74e-06 |Target 014: 1.04e-06 +Target 015: 1.06e-06 |Target 016: 2.79e-06 |Target 017: 1.65e-06 |Target 018: 5.69e-06 |Target 019: 4.32e-06 +Target 020: 8.93e-07 |Target 021: 2.72e-06 |Target 022: 1.00e-06 |Target 023: 4.08e-06 |Target 024: 3.54e-06 + +==================== +Epoch #1408 | Time: 00d 06h 16m | LR: 2.50e-04 | Epoch time: 15.55 | Train loss: 6.28e-06 | Val loss: 2.43e-06 +Target 006 has maximum loss 5.72e-06; Target 002 has minimum loss 5.06e-07 +Target 000: 3.10e-06 |Target 001: 3.42e-06 |Target 002: 5.06e-07 |Target 003: 9.54e-07 |Target 004: 7.89e-07 +Target 005: 5.52e-06 |Target 006: 5.72e-06 |Target 007: 9.45e-07 |Target 008: 2.23e-06 |Target 009: 2.58e-06 +Target 010: 5.40e-07 |Target 011: 7.76e-07 |Target 012: 8.83e-07 |Target 013: 1.68e-06 |Target 014: 1.06e-06 +Target 015: 9.37e-07 |Target 016: 2.55e-06 |Target 017: 1.54e-06 |Target 018: 5.06e-06 |Target 019: 4.03e-06 +Target 020: 8.00e-07 |Target 021: 2.27e-06 |Target 022: 9.64e-07 |Target 023: 4.06e-06 |Target 024: 3.94e-06 + +==================== +Epoch #1409 | Time: 00d 06h 16m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.40e-06 | Val loss: 2.30e-06 +Target 006 has maximum loss 5.60e-06; Target 002 has minimum loss 3.88e-07 +Target 000: 2.64e-06 |Target 001: 3.30e-06 |Target 002: 3.88e-07 |Target 003: 6.88e-07 |Target 004: 7.94e-07 +Target 005: 4.68e-06 |Target 006: 5.60e-06 |Target 007: 8.65e-07 |Target 008: 2.44e-06 |Target 009: 2.64e-06 +Target 010: 4.22e-07 |Target 011: 7.66e-07 |Target 012: 7.45e-07 |Target 013: 1.84e-06 |Target 014: 9.64e-07 +Target 015: 9.30e-07 |Target 016: 2.77e-06 |Target 017: 1.48e-06 |Target 018: 4.93e-06 |Target 019: 3.83e-06 +Target 020: 7.98e-07 |Target 021: 2.26e-06 |Target 022: 9.84e-07 |Target 023: 3.87e-06 |Target 024: 3.48e-06 + +==================== +Epoch #1410 | Time: 00d 06h 16m | LR: 2.50e-04 | Epoch time: 15.59 | Train loss: 6.21e-06 | Val loss: 2.56e-06 +Target 001 has maximum loss 6.78e-06; Target 002 has minimum loss 4.12e-07 +Target 000: 3.55e-06 |Target 001: 6.78e-06 |Target 002: 4.12e-07 |Target 003: 8.25e-07 |Target 004: 8.68e-07 +Target 005: 4.75e-06 |Target 006: 6.10e-06 |Target 007: 1.01e-06 |Target 008: 2.54e-06 |Target 009: 3.25e-06 +Target 010: 4.75e-07 |Target 011: 8.02e-07 |Target 012: 1.00e-06 |Target 013: 1.94e-06 |Target 014: 1.16e-06 +Target 015: 9.68e-07 |Target 016: 2.52e-06 |Target 017: 1.63e-06 |Target 018: 5.39e-06 |Target 019: 4.53e-06 +Target 020: 9.86e-07 |Target 021: 2.52e-06 |Target 022: 1.13e-06 |Target 023: 4.34e-06 |Target 024: 3.51e-06 + +==================== +Epoch #1411 | Time: 00d 06h 16m | LR: 2.50e-04 | Epoch time: 15.56 | Train loss: 6.32e-06 | Val loss: 2.59e-06 +Target 006 has maximum loss 8.36e-06; Target 010 has minimum loss 4.19e-07 +Target 000: 6.23e-06 |Target 001: 3.66e-06 |Target 002: 4.28e-07 |Target 003: 8.83e-07 |Target 004: 7.93e-07 +Target 005: 3.40e-06 |Target 006: 8.36e-06 |Target 007: 8.14e-07 |Target 008: 2.35e-06 |Target 009: 3.12e-06 +Target 010: 4.19e-07 |Target 011: 8.20e-07 |Target 012: 8.28e-07 |Target 013: 1.82e-06 |Target 014: 1.23e-06 +Target 015: 1.30e-06 |Target 016: 2.74e-06 |Target 017: 1.67e-06 |Target 018: 5.32e-06 |Target 019: 4.08e-06 +Target 020: 8.71e-07 |Target 021: 2.91e-06 |Target 022: 1.13e-06 |Target 023: 4.02e-06 |Target 024: 4.20e-06 + +==================== +Epoch #1412 | Time: 00d 06h 17m | LR: 2.50e-04 | Epoch time: 15.40 | Train loss: 6.26e-06 | Val loss: 2.29e-06 +Target 018 has maximum loss 4.95e-06; Target 002 has minimum loss 3.96e-07 +Target 000: 3.06e-06 |Target 001: 3.81e-06 |Target 002: 3.96e-07 |Target 003: 7.40e-07 |Target 004: 7.85e-07 +Target 005: 1.96e-06 |Target 006: 4.90e-06 |Target 007: 9.19e-07 |Target 008: 2.63e-06 |Target 009: 2.52e-06 +Target 010: 5.20e-07 |Target 011: 7.67e-07 |Target 012: 7.24e-07 |Target 013: 1.59e-06 |Target 014: 1.01e-06 +Target 015: 9.91e-07 |Target 016: 2.76e-06 |Target 017: 1.55e-06 |Target 018: 4.95e-06 |Target 019: 3.95e-06 +Target 020: 8.12e-07 |Target 021: 2.56e-06 |Target 022: 1.04e-06 |Target 023: 3.88e-06 |Target 024: 3.32e-06 + +==================== +Epoch #1413 | Time: 00d 06h 17m | LR: 2.50e-04 | Epoch time: 15.43 | Train loss: 6.21e-06 | Val loss: 2.25e-06 +Target 006 has maximum loss 5.27e-06; Target 002 has minimum loss 4.07e-07 +Target 000: 2.25e-06 |Target 001: 2.18e-06 |Target 002: 4.07e-07 |Target 003: 8.00e-07 |Target 004: 7.40e-07 +Target 005: 2.65e-06 |Target 006: 5.27e-06 |Target 007: 7.52e-07 |Target 008: 2.26e-06 |Target 009: 2.46e-06 +Target 010: 4.32e-07 |Target 011: 7.46e-07 |Target 012: 7.31e-07 |Target 013: 1.67e-06 |Target 014: 1.01e-06 +Target 015: 9.41e-07 |Target 016: 2.45e-06 |Target 017: 1.56e-06 |Target 018: 5.11e-06 |Target 019: 3.87e-06 +Target 020: 8.07e-07 |Target 021: 2.24e-06 |Target 022: 9.89e-07 |Target 023: 4.01e-06 |Target 024: 3.24e-06 + +==================== +Epoch #1414 | Time: 00d 06h 17m | LR: 2.50e-04 | Epoch time: 15.35 | Train loss: 6.18e-06 | Val loss: 2.49e-06 +Target 006 has maximum loss 6.53e-06; Target 002 has minimum loss 4.28e-07 +Target 000: 3.62e-06 |Target 001: 3.24e-06 |Target 002: 4.28e-07 |Target 003: 1.17e-06 |Target 004: 7.64e-07 +Target 005: 5.80e-06 |Target 006: 6.53e-06 |Target 007: 7.43e-07 |Target 008: 2.89e-06 |Target 009: 2.60e-06 +Target 010: 4.30e-07 |Target 011: 7.35e-07 |Target 012: 7.38e-07 |Target 013: 1.61e-06 |Target 014: 1.02e-06 +Target 015: 1.13e-06 |Target 016: 2.73e-06 |Target 017: 2.61e-06 |Target 018: 5.46e-06 |Target 019: 4.09e-06 +Target 020: 7.82e-07 |Target 021: 2.52e-06 |Target 022: 9.91e-07 |Target 023: 4.02e-06 |Target 024: 3.66e-06 + +==================== +Epoch #1415 | Time: 00d 06h 18m | LR: 2.50e-04 | Epoch time: 15.46 | Train loss: 6.20e-06 | Val loss: 2.62e-06 +Target 006 has maximum loss 9.29e-06; Target 010 has minimum loss 3.99e-07 +Target 000: 4.78e-06 |Target 001: 3.98e-06 |Target 002: 4.24e-07 |Target 003: 9.44e-07 |Target 004: 8.94e-07 +Target 005: 2.63e-06 |Target 006: 9.29e-06 |Target 007: 7.17e-07 |Target 008: 2.70e-06 |Target 009: 2.68e-06 +Target 010: 3.99e-07 |Target 011: 8.24e-07 |Target 012: 8.34e-07 |Target 013: 1.89e-06 |Target 014: 1.03e-06 +Target 015: 9.44e-07 |Target 016: 2.59e-06 |Target 017: 1.82e-06 |Target 018: 5.69e-06 |Target 019: 4.10e-06 +Target 020: 7.92e-07 |Target 021: 2.48e-06 |Target 022: 1.02e-06 |Target 023: 4.02e-06 |Target 024: 4.62e-06 + +==================== +Epoch #1416 | Time: 00d 06h 18m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.26e-06 | Val loss: 2.73e-06 +Target 006 has maximum loss 7.06e-06; Target 002 has minimum loss 4.55e-07 +Target 000: 2.03e-06 |Target 001: 6.78e-06 |Target 002: 4.55e-07 |Target 003: 9.09e-07 |Target 004: 1.06e-06 +Target 005: 6.53e-06 |Target 006: 7.06e-06 |Target 007: 1.10e-06 |Target 008: 2.50e-06 |Target 009: 2.62e-06 +Target 010: 4.67e-07 |Target 011: 8.18e-07 |Target 012: 1.79e-06 |Target 013: 1.79e-06 |Target 014: 1.22e-06 +Target 015: 9.78e-07 |Target 016: 2.70e-06 |Target 017: 2.25e-06 |Target 018: 6.51e-06 |Target 019: 3.96e-06 +Target 020: 8.01e-07 |Target 021: 2.43e-06 |Target 022: 9.99e-07 |Target 023: 4.05e-06 |Target 024: 4.40e-06 + +==================== +Epoch #1417 | Time: 00d 06h 18m | LR: 2.50e-04 | Epoch time: 15.51 | Train loss: 6.28e-06 | Val loss: 2.37e-06 +Target 000 has maximum loss 6.64e-06; Target 002 has minimum loss 3.95e-07 +Target 000: 6.64e-06 |Target 001: 4.41e-06 |Target 002: 3.95e-07 |Target 003: 8.60e-07 |Target 004: 7.46e-07 +Target 005: 4.91e-06 |Target 006: 6.25e-06 |Target 007: 1.00e-06 |Target 008: 2.26e-06 |Target 009: 2.46e-06 +Target 010: 5.89e-07 |Target 011: 7.46e-07 |Target 012: 9.33e-07 |Target 013: 1.48e-06 |Target 014: 9.96e-07 +Target 015: 9.62e-07 |Target 016: 2.53e-06 |Target 017: 1.73e-06 |Target 018: 4.79e-06 |Target 019: 3.99e-06 +Target 020: 9.08e-07 |Target 021: 2.63e-06 |Target 022: 9.41e-07 |Target 023: 3.95e-06 |Target 024: 3.54e-06 + +==================== +Epoch #1418 | Time: 00d 06h 18m | LR: 2.50e-04 | Epoch time: 15.41 | Train loss: 6.27e-06 | Val loss: 2.39e-06 +Target 006 has maximum loss 7.23e-06; Target 010 has minimum loss 4.32e-07 +Target 000: 4.51e-06 |Target 001: 2.47e-06 |Target 002: 5.59e-07 |Target 003: 7.14e-07 |Target 004: 7.40e-07 +Target 005: 2.33e-06 |Target 006: 7.23e-06 |Target 007: 8.47e-07 |Target 008: 3.18e-06 |Target 009: 2.58e-06 +Target 010: 4.32e-07 |Target 011: 7.92e-07 |Target 012: 6.78e-07 |Target 013: 1.83e-06 |Target 014: 1.06e-06 +Target 015: 9.52e-07 |Target 016: 2.50e-06 |Target 017: 1.63e-06 |Target 018: 5.41e-06 |Target 019: 4.12e-06 +Target 020: 9.02e-07 |Target 021: 2.38e-06 |Target 022: 9.87e-07 |Target 023: 3.94e-06 |Target 024: 3.46e-06 + +==================== +Epoch #1419 | Time: 00d 06h 19m | LR: 2.50e-04 | Epoch time: 15.46 | Train loss: 6.27e-06 | Val loss: 2.37e-06 +Target 006 has maximum loss 6.34e-06; Target 010 has minimum loss 3.85e-07 +Target 000: 2.74e-06 |Target 001: 5.30e-06 |Target 002: 4.09e-07 |Target 003: 6.57e-07 |Target 004: 7.41e-07 +Target 005: 2.65e-06 |Target 006: 6.34e-06 |Target 007: 8.21e-07 |Target 008: 2.52e-06 |Target 009: 2.70e-06 +Target 010: 3.85e-07 |Target 011: 8.40e-07 |Target 012: 1.26e-06 |Target 013: 2.14e-06 |Target 014: 1.05e-06 +Target 015: 9.44e-07 |Target 016: 2.89e-06 |Target 017: 1.62e-06 |Target 018: 5.01e-06 |Target 019: 3.95e-06 +Target 020: 7.87e-07 |Target 021: 2.42e-06 |Target 022: 1.04e-06 |Target 023: 3.96e-06 |Target 024: 3.27e-06 + +==================== +Epoch #1420 | Time: 00d 06h 19m | LR: 2.50e-04 | Epoch time: 15.35 | Train loss: 6.31e-06 | Val loss: 2.36e-06 +Target 006 has maximum loss 5.99e-06; Target 010 has minimum loss 4.33e-07 +Target 000: 3.85e-06 |Target 001: 2.14e-06 |Target 002: 4.49e-07 |Target 003: 8.76e-07 |Target 004: 7.62e-07 +Target 005: 4.35e-06 |Target 006: 5.99e-06 |Target 007: 8.03e-07 |Target 008: 2.25e-06 |Target 009: 2.47e-06 +Target 010: 4.33e-07 |Target 011: 1.02e-06 |Target 012: 8.27e-07 |Target 013: 1.67e-06 |Target 014: 1.00e-06 +Target 015: 1.00e-06 |Target 016: 2.43e-06 |Target 017: 1.58e-06 |Target 018: 5.44e-06 |Target 019: 4.13e-06 +Target 020: 7.81e-07 |Target 021: 2.34e-06 |Target 022: 9.75e-07 |Target 023: 4.08e-06 |Target 024: 3.36e-06 + +==================== +Epoch #1421 | Time: 00d 06h 19m | LR: 2.50e-04 | Epoch time: 15.40 | Train loss: 6.22e-06 | Val loss: 2.42e-06 +Target 006 has maximum loss 5.44e-06; Target 010 has minimum loss 4.31e-07 +Target 000: 5.32e-06 |Target 001: 1.38e-06 |Target 002: 4.77e-07 |Target 003: 9.27e-07 |Target 004: 1.01e-06 +Target 005: 5.00e-06 |Target 006: 5.44e-06 |Target 007: 7.32e-07 |Target 008: 2.52e-06 |Target 009: 2.95e-06 +Target 010: 4.31e-07 |Target 011: 1.08e-06 |Target 012: 7.33e-07 |Target 013: 1.69e-06 |Target 014: 1.00e-06 +Target 015: 1.06e-06 |Target 016: 2.98e-06 |Target 017: 1.52e-06 |Target 018: 5.08e-06 |Target 019: 4.21e-06 +Target 020: 9.18e-07 |Target 021: 2.38e-06 |Target 022: 9.58e-07 |Target 023: 4.10e-06 |Target 024: 3.59e-06 + +==================== +Epoch #1422 | Time: 00d 06h 19m | LR: 2.50e-04 | Epoch time: 15.66 | Train loss: 6.19e-06 | Val loss: 2.50e-06 +Target 006 has maximum loss 1.05e-05; Target 010 has minimum loss 4.12e-07 +Target 000: 2.31e-06 |Target 001: 1.72e-06 |Target 002: 4.42e-07 |Target 003: 6.91e-07 |Target 004: 7.59e-07 +Target 005: 1.72e-06 |Target 006: 1.05e-05 |Target 007: 7.94e-07 |Target 008: 2.55e-06 |Target 009: 3.12e-06 +Target 010: 4.12e-07 |Target 011: 7.41e-07 |Target 012: 7.52e-07 |Target 013: 1.63e-06 |Target 014: 1.00e-06 +Target 015: 9.26e-07 |Target 016: 2.79e-06 |Target 017: 1.76e-06 |Target 018: 6.21e-06 |Target 019: 3.95e-06 +Target 020: 8.23e-07 |Target 021: 2.59e-06 |Target 022: 9.78e-07 |Target 023: 4.03e-06 |Target 024: 3.95e-06 + +==================== +Epoch #1423 | Time: 00d 06h 20m | LR: 2.50e-04 | Epoch time: 15.37 | Train loss: 6.25e-06 | Val loss: 2.45e-06 +Target 006 has maximum loss 6.10e-06; Target 002 has minimum loss 4.77e-07 +Target 000: 3.08e-06 |Target 001: 1.60e-06 |Target 002: 4.77e-07 |Target 003: 8.98e-07 |Target 004: 7.67e-07 +Target 005: 3.52e-06 |Target 006: 6.10e-06 |Target 007: 8.12e-07 |Target 008: 2.88e-06 |Target 009: 2.54e-06 +Target 010: 4.79e-07 |Target 011: 7.25e-07 |Target 012: 9.22e-07 |Target 013: 1.89e-06 |Target 014: 1.02e-06 +Target 015: 1.05e-06 |Target 016: 2.67e-06 |Target 017: 1.63e-06 |Target 018: 5.55e-06 |Target 019: 4.19e-06 +Target 020: 7.77e-07 |Target 021: 2.59e-06 |Target 022: 9.93e-07 |Target 023: 4.13e-06 |Target 024: 3.70e-06 + +==================== +Epoch #1424 | Time: 00d 06h 20m | LR: 2.50e-04 | Epoch time: 15.48 | Train loss: 6.25e-06 | Val loss: 2.55e-06 +Target 006 has maximum loss 9.72e-06; Target 002 has minimum loss 4.28e-07 +Target 000: 2.17e-06 |Target 001: 6.89e-06 |Target 002: 4.28e-07 |Target 003: 8.41e-07 |Target 004: 1.03e-06 +Target 005: 3.18e-06 |Target 006: 9.72e-06 |Target 007: 8.93e-07 |Target 008: 2.35e-06 |Target 009: 2.86e-06 +Target 010: 4.94e-07 |Target 011: 8.32e-07 |Target 012: 6.72e-07 |Target 013: 1.63e-06 |Target 014: 1.20e-06 +Target 015: 1.21e-06 |Target 016: 2.58e-06 |Target 017: 2.13e-06 |Target 018: 5.64e-06 |Target 019: 4.22e-06 +Target 020: 8.39e-07 |Target 021: 2.44e-06 |Target 022: 1.06e-06 |Target 023: 4.33e-06 |Target 024: 3.67e-06 + +==================== +Epoch #1425 | Time: 00d 06h 20m | LR: 1.25e-04 | Epoch time: 15.49 | Train loss: 6.12e-06 | Val loss: 2.26e-06 +Target 001 has maximum loss 5.38e-06; Target 010 has minimum loss 3.98e-07 +Target 000: 4.30e-06 |Target 001: 5.38e-06 |Target 002: 4.27e-07 |Target 003: 7.88e-07 |Target 004: 7.16e-07 +Target 005: 2.65e-06 |Target 006: 5.28e-06 |Target 007: 7.66e-07 |Target 008: 2.27e-06 |Target 009: 2.34e-06 +Target 010: 3.98e-07 |Target 011: 7.34e-07 |Target 012: 6.72e-07 |Target 013: 1.50e-06 |Target 014: 9.60e-07 +Target 015: 9.46e-07 |Target 016: 2.36e-06 |Target 017: 1.81e-06 |Target 018: 4.83e-06 |Target 019: 3.92e-06 +Target 020: 8.15e-07 |Target 021: 2.27e-06 |Target 022: 9.23e-07 |Target 023: 3.80e-06 |Target 024: 3.35e-06 + +==================== +Epoch #1426 | Time: 00d 06h 20m | LR: 1.25e-04 | Epoch time: 15.41 | Train loss: 5.97e-06 | Val loss: 2.22e-06 +Target 006 has maximum loss 6.39e-06; Target 002 has minimum loss 3.82e-07 +Target 000: 1.73e-06 |Target 001: 2.00e-06 |Target 002: 3.82e-07 |Target 003: 6.54e-07 |Target 004: 7.92e-07 +Target 005: 2.00e-06 |Target 006: 6.39e-06 |Target 007: 7.29e-07 |Target 008: 2.19e-06 |Target 009: 2.43e-06 +Target 010: 4.02e-07 |Target 011: 7.53e-07 |Target 012: 7.58e-07 |Target 013: 1.50e-06 |Target 014: 9.38e-07 +Target 015: 9.39e-07 |Target 016: 2.41e-06 |Target 017: 1.62e-06 |Target 018: 4.94e-06 |Target 019: 3.88e-06 +Target 020: 8.02e-07 |Target 021: 2.33e-06 |Target 022: 9.37e-07 |Target 023: 3.74e-06 |Target 024: 3.35e-06 + +==================== +Epoch #1427 | Time: 00d 06h 21m | LR: 1.25e-04 | Epoch time: 15.38 | Train loss: 5.95e-06 | Val loss: 2.28e-06 +Target 006 has maximum loss 7.33e-06; Target 010 has minimum loss 3.78e-07 +Target 000: 1.81e-06 |Target 001: 5.74e-06 |Target 002: 3.90e-07 |Target 003: 7.01e-07 |Target 004: 7.56e-07 +Target 005: 1.42e-06 |Target 006: 7.33e-06 |Target 007: 7.37e-07 |Target 008: 2.20e-06 |Target 009: 2.41e-06 +Target 010: 3.78e-07 |Target 011: 7.43e-07 |Target 012: 6.94e-07 |Target 013: 1.61e-06 |Target 014: 9.54e-07 +Target 015: 8.97e-07 |Target 016: 2.23e-06 |Target 017: 1.57e-06 |Target 018: 5.18e-06 |Target 019: 3.96e-06 +Target 020: 7.99e-07 |Target 021: 2.24e-06 |Target 022: 9.28e-07 |Target 023: 3.84e-06 |Target 024: 3.43e-06 + +==================== +Epoch #1428 | Time: 00d 06h 21m | LR: 1.25e-04 | Epoch time: 15.30 | Train loss: 5.97e-06 | Val loss: 2.21e-06 +Target 006 has maximum loss 6.33e-06; Target 002 has minimum loss 3.88e-07 +Target 000: 1.64e-06 |Target 001: 1.30e-06 |Target 002: 3.88e-07 |Target 003: 8.11e-07 |Target 004: 7.22e-07 +Target 005: 1.65e-06 |Target 006: 6.33e-06 |Target 007: 8.87e-07 |Target 008: 2.27e-06 |Target 009: 2.36e-06 +Target 010: 4.35e-07 |Target 011: 7.39e-07 |Target 012: 7.69e-07 |Target 013: 1.62e-06 |Target 014: 9.73e-07 +Target 015: 9.17e-07 |Target 016: 2.33e-06 |Target 017: 1.65e-06 |Target 018: 4.91e-06 |Target 019: 3.81e-06 +Target 020: 8.12e-07 |Target 021: 2.34e-06 |Target 022: 9.15e-07 |Target 023: 3.79e-06 |Target 024: 3.29e-06 + +==================== +Epoch #1429 | Time: 00d 06h 21m | LR: 1.25e-04 | Epoch time: 15.36 | Train loss: 5.96e-06 | Val loss: 2.25e-06 +Target 006 has maximum loss 5.50e-06; Target 002 has minimum loss 4.10e-07 +Target 000: 2.02e-06 |Target 001: 2.30e-06 |Target 002: 4.10e-07 |Target 003: 8.31e-07 |Target 004: 7.34e-07 +Target 005: 1.87e-06 |Target 006: 5.50e-06 |Target 007: 7.35e-07 |Target 008: 2.16e-06 |Target 009: 2.48e-06 +Target 010: 4.81e-07 |Target 011: 7.60e-07 |Target 012: 6.67e-07 |Target 013: 1.60e-06 |Target 014: 9.45e-07 +Target 015: 1.02e-06 |Target 016: 2.28e-06 |Target 017: 1.91e-06 |Target 018: 5.04e-06 |Target 019: 3.94e-06 +Target 020: 7.94e-07 |Target 021: 2.36e-06 |Target 022: 9.24e-07 |Target 023: 3.86e-06 |Target 024: 3.32e-06 + +==================== +Epoch #1430 | Time: 00d 06h 21m | LR: 1.25e-04 | Epoch time: 15.34 | Train loss: 5.99e-06 | Val loss: 2.33e-06 +Target 018 has maximum loss 6.00e-06; Target 002 has minimum loss 4.15e-07 +Target 000: 5.27e-06 |Target 001: 3.41e-06 |Target 002: 4.15e-07 |Target 003: 8.24e-07 |Target 004: 7.78e-07 +Target 005: 2.90e-06 |Target 006: 5.60e-06 |Target 007: 7.11e-07 |Target 008: 2.46e-06 |Target 009: 2.38e-06 +Target 010: 4.26e-07 |Target 011: 7.56e-07 |Target 012: 6.38e-07 |Target 013: 1.83e-06 |Target 014: 9.70e-07 +Target 015: 9.99e-07 |Target 016: 2.50e-06 |Target 017: 1.61e-06 |Target 018: 6.00e-06 |Target 019: 3.96e-06 +Target 020: 7.86e-07 |Target 021: 2.25e-06 |Target 022: 9.51e-07 |Target 023: 3.93e-06 |Target 024: 3.20e-06 + +==================== +Epoch #1431 | Time: 00d 06h 22m | LR: 1.25e-04 | Epoch time: 15.49 | Train loss: 6.01e-06 | Val loss: 2.36e-06 +Target 006 has maximum loss 6.83e-06; Target 010 has minimum loss 3.99e-07 +Target 000: 2.27e-06 |Target 001: 3.30e-06 |Target 002: 4.71e-07 |Target 003: 8.02e-07 |Target 004: 7.66e-07 +Target 005: 2.01e-06 |Target 006: 6.83e-06 |Target 007: 8.03e-07 |Target 008: 2.23e-06 |Target 009: 2.36e-06 +Target 010: 3.99e-07 |Target 011: 7.59e-07 |Target 012: 7.00e-07 |Target 013: 1.74e-06 |Target 014: 9.51e-07 +Target 015: 9.39e-07 |Target 016: 2.42e-06 |Target 017: 2.01e-06 |Target 018: 5.18e-06 |Target 019: 3.94e-06 +Target 020: 7.78e-07 |Target 021: 2.29e-06 |Target 022: 9.47e-07 |Target 023: 3.85e-06 |Target 024: 3.78e-06 + +==================== +Epoch #1432 | Time: 00d 06h 22m | LR: 1.25e-04 | Epoch time: 15.34 | Train loss: 5.99e-06 | Val loss: 2.19e-06 +Target 006 has maximum loss 5.35e-06; Target 002 has minimum loss 3.98e-07 +Target 000: 1.95e-06 |Target 001: 2.72e-06 |Target 002: 3.98e-07 |Target 003: 6.53e-07 |Target 004: 7.50e-07 +Target 005: 2.26e-06 |Target 006: 5.35e-06 |Target 007: 7.21e-07 |Target 008: 2.25e-06 |Target 009: 2.42e-06 +Target 010: 4.16e-07 |Target 011: 7.22e-07 |Target 012: 6.72e-07 |Target 013: 1.54e-06 |Target 014: 9.67e-07 +Target 015: 9.47e-07 |Target 016: 2.41e-06 |Target 017: 1.46e-06 |Target 018: 4.72e-06 |Target 019: 3.81e-06 +Target 020: 7.69e-07 |Target 021: 2.34e-06 |Target 022: 9.16e-07 |Target 023: 3.75e-06 |Target 024: 3.36e-06 + +==================== +Epoch #1433 | Time: 00d 06h 22m | LR: 1.25e-04 | Epoch time: 15.40 | Train loss: 5.94e-06 | Val loss: 2.20e-06 +Target 006 has maximum loss 5.02e-06; Target 002 has minimum loss 3.83e-07 +Target 000: 1.86e-06 |Target 001: 1.45e-06 |Target 002: 3.83e-07 |Target 003: 6.68e-07 |Target 004: 7.11e-07 +Target 005: 1.38e-06 |Target 006: 5.02e-06 |Target 007: 7.66e-07 |Target 008: 2.21e-06 |Target 009: 2.37e-06 +Target 010: 4.49e-07 |Target 011: 7.40e-07 |Target 012: 6.88e-07 |Target 013: 1.50e-06 |Target 014: 9.38e-07 +Target 015: 9.22e-07 |Target 016: 2.29e-06 |Target 017: 1.52e-06 |Target 018: 4.96e-06 |Target 019: 3.89e-06 +Target 020: 7.59e-07 |Target 021: 2.27e-06 |Target 022: 9.38e-07 |Target 023: 3.78e-06 |Target 024: 3.37e-06 + +==================== +Epoch #1434 | Time: 00d 06h 23m | LR: 1.25e-04 | Epoch time: 15.34 | Train loss: 5.95e-06 | Val loss: 2.26e-06 +Target 006 has maximum loss 5.59e-06; Target 002 has minimum loss 4.06e-07 +Target 000: 5.11e-06 |Target 001: 1.36e-06 |Target 002: 4.06e-07 |Target 003: 7.23e-07 |Target 004: 7.40e-07 +Target 005: 3.23e-06 |Target 006: 5.59e-06 |Target 007: 7.22e-07 |Target 008: 2.28e-06 |Target 009: 2.31e-06 +Target 010: 4.18e-07 |Target 011: 7.16e-07 |Target 012: 6.65e-07 |Target 013: 1.50e-06 |Target 014: 9.75e-07 +Target 015: 9.46e-07 |Target 016: 2.27e-06 |Target 017: 1.53e-06 |Target 018: 5.15e-06 |Target 019: 3.85e-06 +Target 020: 7.68e-07 |Target 021: 2.18e-06 |Target 022: 9.29e-07 |Target 023: 3.76e-06 |Target 024: 3.55e-06 + +==================== +Epoch #1435 | Time: 00d 06h 23m | LR: 1.25e-04 | Epoch time: 15.41 | Train loss: 5.94e-06 | Val loss: 2.23e-06 +Target 006 has maximum loss 5.60e-06; Target 002 has minimum loss 4.10e-07 +Target 000: 1.96e-06 |Target 001: 1.83e-06 |Target 002: 4.10e-07 |Target 003: 6.76e-07 |Target 004: 8.02e-07 +Target 005: 1.17e-06 |Target 006: 5.60e-06 |Target 007: 8.88e-07 |Target 008: 2.17e-06 |Target 009: 2.44e-06 +Target 010: 5.50e-07 |Target 011: 7.32e-07 |Target 012: 7.39e-07 |Target 013: 1.56e-06 |Target 014: 9.46e-07 +Target 015: 1.01e-06 |Target 016: 2.23e-06 |Target 017: 1.50e-06 |Target 018: 4.95e-06 |Target 019: 3.83e-06 +Target 020: 8.48e-07 |Target 021: 2.26e-06 |Target 022: 9.21e-07 |Target 023: 3.75e-06 |Target 024: 3.55e-06 + +==================== +Epoch #1436 | Time: 00d 06h 23m | LR: 1.25e-04 | Epoch time: 15.47 | Train loss: 5.97e-06 | Val loss: 2.25e-06 +Target 006 has maximum loss 5.83e-06; Target 010 has minimum loss 3.96e-07 +Target 000: 1.84e-06 |Target 001: 2.71e-06 |Target 002: 4.09e-07 |Target 003: 7.28e-07 |Target 004: 7.19e-07 +Target 005: 1.53e-06 |Target 006: 5.83e-06 |Target 007: 7.71e-07 |Target 008: 2.21e-06 |Target 009: 2.38e-06 +Target 010: 3.96e-07 |Target 011: 7.30e-07 |Target 012: 6.73e-07 |Target 013: 1.49e-06 |Target 014: 9.63e-07 +Target 015: 9.61e-07 |Target 016: 2.41e-06 |Target 017: 1.66e-06 |Target 018: 4.83e-06 |Target 019: 3.89e-06 +Target 020: 7.70e-07 |Target 021: 2.30e-06 |Target 022: 9.32e-07 |Target 023: 3.80e-06 |Target 024: 3.61e-06 + +==================== +Epoch #1437 | Time: 00d 06h 23m | LR: 1.25e-04 | Epoch time: 15.40 | Train loss: 5.94e-06 | Val loss: 2.22e-06 +Target 018 has maximum loss 5.07e-06; Target 010 has minimum loss 3.92e-07 +Target 000: 1.87e-06 |Target 001: 1.75e-06 |Target 002: 4.13e-07 |Target 003: 7.23e-07 |Target 004: 7.99e-07 +Target 005: 1.28e-06 |Target 006: 4.82e-06 |Target 007: 7.40e-07 |Target 008: 2.21e-06 |Target 009: 2.55e-06 +Target 010: 3.92e-07 |Target 011: 7.59e-07 |Target 012: 8.73e-07 |Target 013: 1.46e-06 |Target 014: 9.58e-07 +Target 015: 9.12e-07 |Target 016: 2.23e-06 |Target 017: 1.45e-06 |Target 018: 5.07e-06 |Target 019: 3.91e-06 +Target 020: 7.91e-07 |Target 021: 2.37e-06 |Target 022: 9.31e-07 |Target 023: 3.85e-06 |Target 024: 3.33e-06 + +==================== +Epoch #1438 | Time: 00d 06h 24m | LR: 1.25e-04 | Epoch time: 15.66 | Train loss: 5.93e-06 | Val loss: 2.46e-06 +Target 006 has maximum loss 8.89e-06; Target 010 has minimum loss 3.82e-07 +Target 000: 3.55e-06 |Target 001: 1.25e-06 |Target 002: 3.86e-07 |Target 003: 8.39e-07 |Target 004: 7.21e-07 +Target 005: 2.22e-06 |Target 006: 8.89e-06 |Target 007: 7.26e-07 |Target 008: 2.21e-06 |Target 009: 2.38e-06 +Target 010: 3.82e-07 |Target 011: 7.10e-07 |Target 012: 1.12e-06 |Target 013: 1.90e-06 |Target 014: 9.39e-07 +Target 015: 9.42e-07 |Target 016: 2.37e-06 |Target 017: 1.79e-06 |Target 018: 5.34e-06 |Target 019: 3.79e-06 +Target 020: 7.77e-07 |Target 021: 2.20e-06 |Target 022: 9.29e-07 |Target 023: 3.85e-06 |Target 024: 4.38e-06 + +==================== +Epoch #1439 | Time: 00d 06h 24m | LR: 1.25e-04 | Epoch time: 15.56 | Train loss: 5.98e-06 | Val loss: 2.16e-06 +Target 018 has maximum loss 4.97e-06; Target 010 has minimum loss 3.91e-07 +Target 000: 2.57e-06 |Target 001: 1.24e-06 |Target 002: 3.93e-07 |Target 003: 7.45e-07 |Target 004: 7.25e-07 +Target 005: 1.72e-06 |Target 006: 4.96e-06 |Target 007: 7.66e-07 |Target 008: 2.18e-06 |Target 009: 2.27e-06 +Target 010: 3.91e-07 |Target 011: 7.16e-07 |Target 012: 6.81e-07 |Target 013: 1.83e-06 |Target 014: 9.49e-07 +Target 015: 9.21e-07 |Target 016: 2.30e-06 |Target 017: 1.71e-06 |Target 018: 4.97e-06 |Target 019: 3.80e-06 +Target 020: 7.62e-07 |Target 021: 2.16e-06 |Target 022: 9.17e-07 |Target 023: 3.73e-06 |Target 024: 3.08e-06 + +==================== +Epoch #1440 | Time: 00d 06h 24m | LR: 1.25e-04 | Epoch time: 15.34 | Train loss: 6.04e-06 | Val loss: 2.29e-06 +Target 006 has maximum loss 9.04e-06; Target 010 has minimum loss 3.94e-07 +Target 000: 2.40e-06 |Target 001: 2.74e-06 |Target 002: 4.00e-07 |Target 003: 7.03e-07 |Target 004: 7.13e-07 +Target 005: 1.75e-06 |Target 006: 9.04e-06 |Target 007: 7.88e-07 |Target 008: 2.17e-06 |Target 009: 2.51e-06 +Target 010: 3.94e-07 |Target 011: 7.56e-07 |Target 012: 6.94e-07 |Target 013: 1.56e-06 |Target 014: 1.01e-06 +Target 015: 9.37e-07 |Target 016: 2.28e-06 |Target 017: 1.47e-06 |Target 018: 4.87e-06 |Target 019: 3.95e-06 +Target 020: 7.82e-07 |Target 021: 2.42e-06 |Target 022: 9.22e-07 |Target 023: 3.93e-06 |Target 024: 3.53e-06 + +==================== +Epoch #1441 | Time: 00d 06h 24m | LR: 1.25e-04 | Epoch time: 15.33 | Train loss: 5.93e-06 | Val loss: 2.16e-06 +Target 006 has maximum loss 4.77e-06; Target 010 has minimum loss 3.83e-07 +Target 000: 2.09e-06 |Target 001: 1.74e-06 |Target 002: 3.88e-07 |Target 003: 6.78e-07 |Target 004: 7.07e-07 +Target 005: 1.38e-06 |Target 006: 4.77e-06 |Target 007: 7.35e-07 |Target 008: 2.16e-06 |Target 009: 2.28e-06 +Target 010: 3.83e-07 |Target 011: 7.28e-07 |Target 012: 7.79e-07 |Target 013: 1.64e-06 |Target 014: 9.34e-07 +Target 015: 9.00e-07 |Target 016: 2.17e-06 |Target 017: 1.73e-06 |Target 018: 4.69e-06 |Target 019: 3.78e-06 +Target 020: 7.52e-07 |Target 021: 2.14e-06 |Target 022: 9.13e-07 |Target 023: 3.74e-06 |Target 024: 3.26e-06 + +==================== +Epoch #1442 | Time: 00d 06h 25m | LR: 1.25e-04 | Epoch time: 15.40 | Train loss: 5.96e-06 | Val loss: 2.28e-06 +Target 018 has maximum loss 5.32e-06; Target 002 has minimum loss 4.68e-07 +Target 000: 1.83e-06 |Target 001: 1.27e-06 |Target 002: 4.68e-07 |Target 003: 8.79e-07 |Target 004: 7.45e-07 +Target 005: 2.17e-06 |Target 006: 4.41e-06 |Target 007: 8.22e-07 |Target 008: 2.42e-06 |Target 009: 2.47e-06 +Target 010: 4.77e-07 |Target 011: 7.40e-07 |Target 012: 7.40e-07 |Target 013: 1.55e-06 |Target 014: 9.81e-07 +Target 015: 1.03e-06 |Target 016: 2.45e-06 |Target 017: 1.81e-06 |Target 018: 5.32e-06 |Target 019: 4.00e-06 +Target 020: 7.98e-07 |Target 021: 2.32e-06 |Target 022: 9.69e-07 |Target 023: 3.98e-06 |Target 024: 3.28e-06 + +==================== +Epoch #1443 | Time: 00d 06h 25m | LR: 1.25e-04 | Epoch time: 15.47 | Train loss: 5.99e-06 | Val loss: 2.35e-06 +Target 006 has maximum loss 1.21e-05; Target 002 has minimum loss 3.88e-07 +Target 000: 2.83e-06 |Target 001: 1.63e-06 |Target 002: 3.88e-07 |Target 003: 7.45e-07 |Target 004: 7.14e-07 +Target 005: 1.43e-06 |Target 006: 1.21e-05 |Target 007: 7.10e-07 |Target 008: 2.19e-06 |Target 009: 2.35e-06 +Target 010: 4.00e-07 |Target 011: 7.15e-07 |Target 012: 7.16e-07 |Target 013: 1.54e-06 |Target 014: 9.51e-07 +Target 015: 9.14e-07 |Target 016: 2.33e-06 |Target 017: 1.52e-06 |Target 018: 5.27e-06 |Target 019: 3.87e-06 +Target 020: 8.02e-07 |Target 021: 2.20e-06 |Target 022: 9.31e-07 |Target 023: 3.81e-06 |Target 024: 3.93e-06 + +==================== +Epoch #1444 | Time: 00d 06h 25m | LR: 1.25e-04 | Epoch time: 15.48 | Train loss: 6.01e-06 | Val loss: 2.17e-06 +Target 018 has maximum loss 5.00e-06; Target 002 has minimum loss 4.15e-07 +Target 000: 1.72e-06 |Target 001: 1.60e-06 |Target 002: 4.15e-07 |Target 003: 7.21e-07 |Target 004: 7.54e-07 +Target 005: 1.51e-06 |Target 006: 4.58e-06 |Target 007: 7.35e-07 |Target 008: 2.30e-06 |Target 009: 2.41e-06 +Target 010: 4.60e-07 |Target 011: 7.87e-07 |Target 012: 7.27e-07 |Target 013: 1.56e-06 |Target 014: 9.62e-07 +Target 015: 9.62e-07 |Target 016: 2.56e-06 |Target 017: 1.47e-06 |Target 018: 5.00e-06 |Target 019: 3.79e-06 +Target 020: 7.67e-07 |Target 021: 2.30e-06 |Target 022: 9.40e-07 |Target 023: 3.78e-06 |Target 024: 3.12e-06 + +==================== +Epoch #1445 | Time: 00d 06h 25m | LR: 1.25e-04 | Epoch time: 15.49 | Train loss: 5.97e-06 | Val loss: 2.29e-06 +Target 006 has maximum loss 4.92e-06; Target 010 has minimum loss 3.86e-07 +Target 000: 3.76e-06 |Target 001: 1.71e-06 |Target 002: 3.95e-07 |Target 003: 8.06e-07 |Target 004: 7.39e-07 +Target 005: 1.72e-06 |Target 006: 4.92e-06 |Target 007: 7.69e-07 |Target 008: 2.21e-06 |Target 009: 2.56e-06 +Target 010: 3.86e-07 |Target 011: 8.06e-07 |Target 012: 8.06e-07 |Target 013: 1.67e-06 |Target 014: 9.91e-07 +Target 015: 9.31e-07 |Target 016: 2.24e-06 |Target 017: 1.78e-06 |Target 018: 4.87e-06 |Target 019: 3.81e-06 +Target 020: 8.17e-07 |Target 021: 2.30e-06 |Target 022: 9.91e-07 |Target 023: 3.76e-06 |Target 024: 3.65e-06 + +==================== +Epoch #1446 | Time: 00d 06h 26m | LR: 1.25e-04 | Epoch time: 15.37 | Train loss: 5.98e-06 | Val loss: 2.25e-06 +Target 018 has maximum loss 5.35e-06; Target 002 has minimum loss 3.86e-07 +Target 000: 3.86e-06 |Target 001: 1.48e-06 |Target 002: 3.86e-07 |Target 003: 6.75e-07 |Target 004: 7.20e-07 +Target 005: 3.37e-06 |Target 006: 5.22e-06 |Target 007: 7.33e-07 |Target 008: 2.11e-06 |Target 009: 2.36e-06 +Target 010: 4.07e-07 |Target 011: 7.95e-07 |Target 012: 7.00e-07 |Target 013: 1.88e-06 |Target 014: 1.01e-06 +Target 015: 9.22e-07 |Target 016: 2.30e-06 |Target 017: 1.71e-06 |Target 018: 5.35e-06 |Target 019: 3.86e-06 +Target 020: 8.49e-07 |Target 021: 2.22e-06 |Target 022: 9.25e-07 |Target 023: 3.79e-06 |Target 024: 3.17e-06 + +==================== +Epoch #1447 | Time: 00d 06h 26m | LR: 1.25e-04 | Epoch time: 15.38 | Train loss: 6.09e-06 | Val loss: 2.34e-06 +Target 006 has maximum loss 1.11e-05; Target 002 has minimum loss 3.93e-07 +Target 000: 4.04e-06 |Target 001: 5.89e-06 |Target 002: 3.93e-07 |Target 003: 8.00e-07 |Target 004: 8.06e-07 +Target 005: 2.60e-06 |Target 006: 1.11e-05 |Target 007: 7.25e-07 |Target 008: 2.21e-06 |Target 009: 2.48e-06 +Target 010: 3.98e-07 |Target 011: 7.21e-07 |Target 012: 7.63e-07 |Target 013: 1.53e-06 |Target 014: 9.43e-07 +Target 015: 9.08e-07 |Target 016: 2.25e-06 |Target 017: 1.77e-06 |Target 018: 4.93e-06 |Target 019: 3.95e-06 +Target 020: 7.89e-07 |Target 021: 2.31e-06 |Target 022: 9.21e-07 |Target 023: 3.85e-06 |Target 024: 3.53e-06 + +==================== +Epoch #1448 | Time: 00d 06h 26m | LR: 1.25e-04 | Epoch time: 15.39 | Train loss: 6.04e-06 | Val loss: 2.25e-06 +Target 006 has maximum loss 6.03e-06; Target 010 has minimum loss 4.28e-07 +Target 000: 4.50e-06 |Target 001: 3.86e-06 |Target 002: 4.62e-07 |Target 003: 8.26e-07 |Target 004: 7.19e-07 +Target 005: 2.16e-06 |Target 006: 6.03e-06 |Target 007: 8.10e-07 |Target 008: 2.14e-06 |Target 009: 2.34e-06 +Target 010: 4.28e-07 |Target 011: 7.72e-07 |Target 012: 7.50e-07 |Target 013: 1.56e-06 |Target 014: 1.04e-06 +Target 015: 9.26e-07 |Target 016: 2.29e-06 |Target 017: 1.52e-06 |Target 018: 4.94e-06 |Target 019: 3.87e-06 +Target 020: 7.82e-07 |Target 021: 2.22e-06 |Target 022: 1.04e-06 |Target 023: 3.75e-06 |Target 024: 3.29e-06 + +==================== +Epoch #1449 | Time: 00d 06h 26m | LR: 1.25e-04 | Epoch time: 15.41 | Train loss: 6.03e-06 | Val loss: 2.20e-06 +Target 018 has maximum loss 4.77e-06; Target 010 has minimum loss 4.08e-07 +Target 000: 3.99e-06 |Target 001: 1.28e-06 |Target 002: 4.19e-07 |Target 003: 7.07e-07 |Target 004: 7.41e-07 +Target 005: 1.63e-06 |Target 006: 4.39e-06 |Target 007: 7.57e-07 |Target 008: 2.36e-06 |Target 009: 2.45e-06 +Target 010: 4.08e-07 |Target 011: 7.21e-07 |Target 012: 9.10e-07 |Target 013: 1.48e-06 |Target 014: 9.27e-07 +Target 015: 9.21e-07 |Target 016: 2.24e-06 |Target 017: 1.47e-06 |Target 018: 4.77e-06 |Target 019: 3.81e-06 +Target 020: 7.81e-07 |Target 021: 2.24e-06 |Target 022: 9.16e-07 |Target 023: 3.76e-06 |Target 024: 3.41e-06 + +==================== +Epoch #1450 | Time: 00d 06h 27m | LR: 1.25e-04 | Epoch time: 15.50 | Train loss: 6.01e-06 | Val loss: 2.24e-06 +Target 006 has maximum loss 5.18e-06; Target 010 has minimum loss 4.00e-07 +Target 000: 1.90e-06 |Target 001: 2.35e-06 |Target 002: 4.80e-07 |Target 003: 7.65e-07 |Target 004: 7.48e-07 +Target 005: 2.01e-06 |Target 006: 5.18e-06 |Target 007: 8.51e-07 |Target 008: 2.24e-06 |Target 009: 2.36e-06 +Target 010: 4.00e-07 |Target 011: 9.13e-07 |Target 012: 6.86e-07 |Target 013: 1.69e-06 |Target 014: 9.54e-07 +Target 015: 9.42e-07 |Target 016: 2.57e-06 |Target 017: 1.82e-06 |Target 018: 5.06e-06 |Target 019: 3.92e-06 +Target 020: 7.86e-07 |Target 021: 2.22e-06 |Target 022: 9.17e-07 |Target 023: 3.89e-06 |Target 024: 3.22e-06 + +==================== +Epoch #1451 | Time: 00d 06h 27m | LR: 1.25e-04 | Epoch time: 15.33 | Train loss: 6.06e-06 | Val loss: 2.31e-06 +Target 006 has maximum loss 7.26e-06; Target 010 has minimum loss 3.84e-07 +Target 000: 2.86e-06 |Target 001: 1.92e-06 |Target 002: 3.92e-07 |Target 003: 9.84e-07 |Target 004: 7.60e-07 +Target 005: 2.31e-06 |Target 006: 7.26e-06 |Target 007: 8.20e-07 |Target 008: 2.22e-06 |Target 009: 2.37e-06 +Target 010: 3.84e-07 |Target 011: 7.20e-07 |Target 012: 7.63e-07 |Target 013: 1.64e-06 |Target 014: 9.61e-07 +Target 015: 1.05e-06 |Target 016: 2.31e-06 |Target 017: 1.81e-06 |Target 018: 5.00e-06 |Target 019: 3.89e-06 +Target 020: 8.19e-07 |Target 021: 2.19e-06 |Target 022: 9.40e-07 |Target 023: 3.84e-06 |Target 024: 3.64e-06 + +==================== +Epoch #1452 | Time: 00d 06h 27m | LR: 1.25e-04 | Epoch time: 15.46 | Train loss: 5.99e-06 | Val loss: 2.15e-06 +Target 018 has maximum loss 4.86e-06; Target 010 has minimum loss 4.02e-07 +Target 000: 2.28e-06 |Target 001: 3.81e-06 |Target 002: 4.67e-07 |Target 003: 6.67e-07 |Target 004: 7.48e-07 +Target 005: 1.37e-06 |Target 006: 4.21e-06 |Target 007: 7.09e-07 |Target 008: 2.28e-06 |Target 009: 2.39e-06 +Target 010: 4.02e-07 |Target 011: 7.45e-07 |Target 012: 6.96e-07 |Target 013: 1.61e-06 |Target 014: 9.33e-07 +Target 015: 8.98e-07 |Target 016: 2.37e-06 |Target 017: 1.47e-06 |Target 018: 4.86e-06 |Target 019: 3.82e-06 +Target 020: 7.65e-07 |Target 021: 2.18e-06 |Target 022: 9.13e-07 |Target 023: 3.70e-06 |Target 024: 3.11e-06 + +==================== +Epoch #1453 | Time: 00d 06h 27m | LR: 1.25e-04 | Epoch time: 15.53 | Train loss: 5.97e-06 | Val loss: 2.21e-06 +Target 006 has maximum loss 5.41e-06; Target 010 has minimum loss 4.14e-07 +Target 000: 3.82e-06 |Target 001: 1.31e-06 |Target 002: 4.38e-07 |Target 003: 7.66e-07 |Target 004: 7.64e-07 +Target 005: 1.52e-06 |Target 006: 5.41e-06 |Target 007: 7.31e-07 |Target 008: 2.16e-06 |Target 009: 2.38e-06 +Target 010: 4.14e-07 |Target 011: 7.22e-07 |Target 012: 6.57e-07 |Target 013: 1.48e-06 |Target 014: 9.33e-07 +Target 015: 8.99e-07 |Target 016: 2.21e-06 |Target 017: 1.47e-06 |Target 018: 4.81e-06 |Target 019: 3.84e-06 +Target 020: 8.04e-07 |Target 021: 2.18e-06 |Target 022: 9.20e-07 |Target 023: 3.73e-06 |Target 024: 3.52e-06 + +==================== +Epoch #1454 | Time: 00d 06h 28m | LR: 1.25e-04 | Epoch time: 15.49 | Train loss: 5.97e-06 | Val loss: 2.21e-06 +Target 006 has maximum loss 6.57e-06; Target 010 has minimum loss 3.80e-07 +Target 000: 2.99e-06 |Target 001: 3.93e-06 |Target 002: 3.82e-07 |Target 003: 8.12e-07 |Target 004: 7.03e-07 +Target 005: 2.21e-06 |Target 006: 6.57e-06 |Target 007: 7.34e-07 |Target 008: 2.18e-06 |Target 009: 2.32e-06 +Target 010: 3.80e-07 |Target 011: 7.51e-07 |Target 012: 6.79e-07 |Target 013: 1.56e-06 |Target 014: 9.49e-07 +Target 015: 9.11e-07 |Target 016: 2.42e-06 |Target 017: 1.63e-06 |Target 018: 4.84e-06 |Target 019: 3.83e-06 +Target 020: 7.54e-07 |Target 021: 2.29e-06 |Target 022: 9.57e-07 |Target 023: 3.78e-06 |Target 024: 3.20e-06 + +==================== +Epoch #1455 | Time: 00d 06h 28m | LR: 1.25e-04 | Epoch time: 15.38 | Train loss: 5.96e-06 | Val loss: 2.20e-06 +Target 006 has maximum loss 5.79e-06; Target 002 has minimum loss 4.12e-07 +Target 000: 1.94e-06 |Target 001: 2.12e-06 |Target 002: 4.12e-07 |Target 003: 6.39e-07 |Target 004: 8.26e-07 +Target 005: 1.98e-06 |Target 006: 5.79e-06 |Target 007: 7.19e-07 |Target 008: 2.29e-06 |Target 009: 2.45e-06 +Target 010: 5.10e-07 |Target 011: 7.20e-07 |Target 012: 6.92e-07 |Target 013: 1.47e-06 |Target 014: 9.36e-07 +Target 015: 9.14e-07 |Target 016: 2.46e-06 |Target 017: 1.47e-06 |Target 018: 4.96e-06 |Target 019: 3.90e-06 +Target 020: 7.59e-07 |Target 021: 2.24e-06 |Target 022: 9.20e-07 |Target 023: 3.92e-06 |Target 024: 3.21e-06 + +==================== +Epoch #1456 | Time: 00d 06h 28m | LR: 1.25e-04 | Epoch time: 15.33 | Train loss: 5.98e-06 | Val loss: 2.22e-06 +Target 018 has maximum loss 4.99e-06; Target 010 has minimum loss 4.74e-07 +Target 000: 1.93e-06 |Target 001: 2.50e-06 |Target 002: 5.03e-07 |Target 003: 8.83e-07 |Target 004: 7.51e-07 +Target 005: 2.74e-06 |Target 006: 4.42e-06 |Target 007: 8.54e-07 |Target 008: 2.24e-06 |Target 009: 2.38e-06 +Target 010: 4.74e-07 |Target 011: 7.39e-07 |Target 012: 7.31e-07 |Target 013: 1.50e-06 |Target 014: 9.58e-07 +Target 015: 9.09e-07 |Target 016: 2.35e-06 |Target 017: 1.58e-06 |Target 018: 4.99e-06 |Target 019: 3.82e-06 +Target 020: 7.98e-07 |Target 021: 2.19e-06 |Target 022: 9.19e-07 |Target 023: 3.77e-06 |Target 024: 3.40e-06 + +==================== +Epoch #1457 | Time: 00d 06h 29m | LR: 1.25e-04 | Epoch time: 15.36 | Train loss: 5.97e-06 | Val loss: 2.27e-06 +Target 006 has maximum loss 5.35e-06; Target 002 has minimum loss 3.88e-07 +Target 000: 1.84e-06 |Target 001: 1.94e-06 |Target 002: 3.88e-07 |Target 003: 7.03e-07 |Target 004: 7.29e-07 +Target 005: 1.53e-06 |Target 006: 5.35e-06 |Target 007: 7.18e-07 |Target 008: 2.19e-06 |Target 009: 2.28e-06 +Target 010: 3.89e-07 |Target 011: 7.46e-07 |Target 012: 8.86e-07 |Target 013: 1.64e-06 |Target 014: 9.58e-07 +Target 015: 8.93e-07 |Target 016: 2.28e-06 |Target 017: 1.99e-06 |Target 018: 5.06e-06 |Target 019: 3.89e-06 +Target 020: 7.79e-07 |Target 021: 2.22e-06 |Target 022: 9.24e-07 |Target 023: 3.73e-06 |Target 024: 3.56e-06 + +==================== +Epoch #1458 | Time: 00d 06h 29m | LR: 1.25e-04 | Epoch time: 15.43 | Train loss: 6.01e-06 | Val loss: 2.18e-06 +Target 018 has maximum loss 4.78e-06; Target 002 has minimum loss 4.02e-07 +Target 000: 2.20e-06 |Target 001: 3.45e-06 |Target 002: 4.02e-07 |Target 003: 7.69e-07 |Target 004: 7.68e-07 +Target 005: 1.30e-06 |Target 006: 4.40e-06 |Target 007: 7.21e-07 |Target 008: 2.14e-06 |Target 009: 2.46e-06 +Target 010: 4.02e-07 |Target 011: 7.34e-07 |Target 012: 6.82e-07 |Target 013: 1.56e-06 |Target 014: 9.53e-07 +Target 015: 9.08e-07 |Target 016: 2.24e-06 |Target 017: 1.56e-06 |Target 018: 4.78e-06 |Target 019: 3.85e-06 +Target 020: 7.85e-07 |Target 021: 2.24e-06 |Target 022: 9.30e-07 |Target 023: 3.80e-06 |Target 024: 3.20e-06 + +==================== +Epoch #1459 | Time: 00d 06h 29m | LR: 1.25e-04 | Epoch time: 15.56 | Train loss: 6.00e-06 | Val loss: 2.38e-06 +Target 001 has maximum loss 7.48e-06; Target 010 has minimum loss 4.17e-07 +Target 000: 3.08e-06 |Target 001: 7.48e-06 |Target 002: 4.30e-07 |Target 003: 7.48e-07 |Target 004: 7.09e-07 +Target 005: 1.72e-06 |Target 006: 6.44e-06 |Target 007: 7.23e-07 |Target 008: 2.37e-06 |Target 009: 2.49e-06 +Target 010: 4.17e-07 |Target 011: 7.54e-07 |Target 012: 1.04e-06 |Target 013: 2.19e-06 |Target 014: 9.70e-07 +Target 015: 9.15e-07 |Target 016: 2.41e-06 |Target 017: 2.09e-06 |Target 018: 5.64e-06 |Target 019: 3.87e-06 +Target 020: 7.86e-07 |Target 021: 2.36e-06 |Target 022: 9.71e-07 |Target 023: 3.92e-06 |Target 024: 3.21e-06 + +==================== +Epoch #1460 | Time: 00d 06h 29m | LR: 1.25e-04 | Epoch time: 15.38 | Train loss: 6.03e-06 | Val loss: 2.14e-06 +Target 006 has maximum loss 5.06e-06; Target 002 has minimum loss 3.82e-07 +Target 000: 1.65e-06 |Target 001: 1.48e-06 |Target 002: 3.82e-07 |Target 003: 6.97e-07 |Target 004: 7.08e-07 +Target 005: 1.75e-06 |Target 006: 5.06e-06 |Target 007: 7.41e-07 |Target 008: 2.12e-06 |Target 009: 2.35e-06 +Target 010: 3.92e-07 |Target 011: 7.50e-07 |Target 012: 6.62e-07 |Target 013: 1.72e-06 |Target 014: 9.20e-07 +Target 015: 9.21e-07 |Target 016: 2.20e-06 |Target 017: 1.60e-06 |Target 018: 4.76e-06 |Target 019: 3.78e-06 +Target 020: 8.01e-07 |Target 021: 2.18e-06 |Target 022: 9.01e-07 |Target 023: 3.71e-06 |Target 024: 3.18e-06 + +==================== +Epoch #1461 | Time: 00d 06h 30m | LR: 1.25e-04 | Epoch time: 15.42 | Train loss: 5.98e-06 | Val loss: 2.27e-06 +Target 006 has maximum loss 6.15e-06; Target 002 has minimum loss 3.88e-07 +Target 000: 2.51e-06 |Target 001: 2.63e-06 |Target 002: 3.88e-07 |Target 003: 7.02e-07 |Target 004: 7.17e-07 +Target 005: 1.38e-06 |Target 006: 6.15e-06 |Target 007: 8.15e-07 |Target 008: 2.39e-06 |Target 009: 2.72e-06 +Target 010: 3.99e-07 |Target 011: 7.88e-07 |Target 012: 6.70e-07 |Target 013: 1.54e-06 |Target 014: 1.02e-06 +Target 015: 9.24e-07 |Target 016: 2.53e-06 |Target 017: 1.51e-06 |Target 018: 5.02e-06 |Target 019: 4.03e-06 +Target 020: 8.04e-07 |Target 021: 2.60e-06 |Target 022: 9.72e-07 |Target 023: 3.99e-06 |Target 024: 3.23e-06 + +==================== +Epoch #1462 | Time: 00d 06h 30m | LR: 1.25e-04 | Epoch time: 15.31 | Train loss: 5.98e-06 | Val loss: 2.17e-06 +Target 006 has maximum loss 6.70e-06; Target 010 has minimum loss 4.05e-07 +Target 000: 2.42e-06 |Target 001: 1.40e-06 |Target 002: 4.15e-07 |Target 003: 7.89e-07 |Target 004: 7.08e-07 +Target 005: 1.28e-06 |Target 006: 6.70e-06 |Target 007: 7.81e-07 |Target 008: 2.13e-06 |Target 009: 2.38e-06 +Target 010: 4.05e-07 |Target 011: 7.03e-07 |Target 012: 6.32e-07 |Target 013: 1.46e-06 |Target 014: 9.43e-07 +Target 015: 9.56e-07 |Target 016: 2.20e-06 |Target 017: 1.47e-06 |Target 018: 5.04e-06 |Target 019: 3.81e-06 +Target 020: 7.57e-07 |Target 021: 2.20e-06 |Target 022: 9.04e-07 |Target 023: 3.79e-06 |Target 024: 3.24e-06 + +==================== +Epoch #1463 | Time: 00d 06h 30m | LR: 1.25e-04 | Epoch time: 15.39 | Train loss: 5.98e-06 | Val loss: 2.24e-06 +Target 018 has maximum loss 5.06e-06; Target 002 has minimum loss 3.90e-07 +Target 000: 1.70e-06 |Target 001: 1.37e-06 |Target 002: 3.90e-07 |Target 003: 6.82e-07 |Target 004: 7.27e-07 +Target 005: 1.98e-06 |Target 006: 5.01e-06 |Target 007: 8.23e-07 |Target 008: 2.25e-06 |Target 009: 2.52e-06 +Target 010: 4.47e-07 |Target 011: 9.68e-07 |Target 012: 7.29e-07 |Target 013: 1.54e-06 |Target 014: 9.53e-07 +Target 015: 9.01e-07 |Target 016: 2.37e-06 |Target 017: 1.52e-06 |Target 018: 5.06e-06 |Target 019: 3.98e-06 +Target 020: 7.79e-07 |Target 021: 2.35e-06 |Target 022: 9.21e-07 |Target 023: 3.87e-06 |Target 024: 3.39e-06 + +==================== +Epoch #1464 | Time: 00d 06h 30m | LR: 1.25e-04 | Epoch time: 15.52 | Train loss: 5.99e-06 | Val loss: 2.34e-06 +Target 006 has maximum loss 1.00e-05; Target 002 has minimum loss 3.91e-07 +Target 000: 4.69e-06 |Target 001: 2.65e-06 |Target 002: 3.91e-07 |Target 003: 7.30e-07 |Target 004: 7.10e-07 +Target 005: 1.88e-06 |Target 006: 1.00e-05 |Target 007: 7.23e-07 |Target 008: 2.11e-06 |Target 009: 2.29e-06 +Target 010: 3.93e-07 |Target 011: 7.25e-07 |Target 012: 6.75e-07 |Target 013: 1.53e-06 |Target 014: 9.56e-07 +Target 015: 9.53e-07 |Target 016: 2.25e-06 |Target 017: 1.54e-06 |Target 018: 5.21e-06 |Target 019: 3.83e-06 +Target 020: 7.69e-07 |Target 021: 2.22e-06 |Target 022: 9.18e-07 |Target 023: 3.80e-06 |Target 024: 3.93e-06 + +==================== +Epoch #1465 | Time: 00d 06h 31m | LR: 1.25e-04 | Epoch time: 15.51 | Train loss: 6.04e-06 | Val loss: 2.23e-06 +Target 006 has maximum loss 5.19e-06; Target 002 has minimum loss 3.79e-07 +Target 000: 2.06e-06 |Target 001: 2.12e-06 |Target 002: 3.79e-07 |Target 003: 6.86e-07 |Target 004: 8.49e-07 +Target 005: 1.99e-06 |Target 006: 5.19e-06 |Target 007: 7.36e-07 |Target 008: 2.14e-06 |Target 009: 2.42e-06 +Target 010: 4.16e-07 |Target 011: 8.43e-07 |Target 012: 1.25e-06 |Target 013: 1.59e-06 |Target 014: 9.44e-07 +Target 015: 9.77e-07 |Target 016: 2.45e-06 |Target 017: 1.56e-06 |Target 018: 5.03e-06 |Target 019: 3.85e-06 +Target 020: 8.40e-07 |Target 021: 2.26e-06 |Target 022: 9.18e-07 |Target 023: 3.76e-06 |Target 024: 3.22e-06 + +==================== +Epoch #1466 | Time: 00d 06h 31m | LR: 1.25e-04 | Epoch time: 15.39 | Train loss: 5.98e-06 | Val loss: 2.13e-06 +Target 018 has maximum loss 4.72e-06; Target 010 has minimum loss 3.88e-07 +Target 000: 1.88e-06 |Target 001: 1.27e-06 |Target 002: 3.99e-07 |Target 003: 6.99e-07 |Target 004: 7.40e-07 +Target 005: 2.56e-06 |Target 006: 4.52e-06 |Target 007: 7.91e-07 |Target 008: 2.19e-06 |Target 009: 2.42e-06 +Target 010: 3.88e-07 |Target 011: 7.18e-07 |Target 012: 6.73e-07 |Target 013: 1.46e-06 |Target 014: 9.27e-07 +Target 015: 9.52e-07 |Target 016: 2.28e-06 |Target 017: 1.48e-06 |Target 018: 4.72e-06 |Target 019: 3.81e-06 +Target 020: 7.66e-07 |Target 021: 2.23e-06 |Target 022: 9.05e-07 |Target 023: 3.77e-06 |Target 024: 3.12e-06 + +==================== +Epoch #1467 | Time: 00d 06h 31m | LR: 1.25e-04 | Epoch time: 15.43 | Train loss: 5.93e-06 | Val loss: 2.19e-06 +Target 018 has maximum loss 4.84e-06; Target 002 has minimum loss 4.09e-07 +Target 000: 3.44e-06 |Target 001: 2.53e-06 |Target 002: 4.09e-07 |Target 003: 7.04e-07 |Target 004: 7.37e-07 +Target 005: 1.97e-06 |Target 006: 4.61e-06 |Target 007: 7.20e-07 |Target 008: 2.42e-06 |Target 009: 2.43e-06 +Target 010: 4.28e-07 |Target 011: 7.32e-07 |Target 012: 7.87e-07 |Target 013: 1.53e-06 |Target 014: 9.68e-07 +Target 015: 9.76e-07 |Target 016: 2.43e-06 |Target 017: 1.48e-06 |Target 018: 4.84e-06 |Target 019: 3.88e-06 +Target 020: 7.97e-07 |Target 021: 2.25e-06 |Target 022: 9.23e-07 |Target 023: 3.83e-06 |Target 024: 3.15e-06 + +==================== +Epoch #1468 | Time: 00d 06h 31m | LR: 1.25e-04 | Epoch time: 15.33 | Train loss: 5.95e-06 | Val loss: 2.27e-06 +Target 006 has maximum loss 6.08e-06; Target 002 has minimum loss 3.91e-07 +Target 000: 1.74e-06 |Target 001: 1.45e-06 |Target 002: 3.91e-07 |Target 003: 7.01e-07 |Target 004: 7.08e-07 +Target 005: 1.15e-06 |Target 006: 6.08e-06 |Target 007: 7.60e-07 |Target 008: 2.24e-06 |Target 009: 2.44e-06 +Target 010: 4.54e-07 |Target 011: 8.24e-07 |Target 012: 6.52e-07 |Target 013: 1.62e-06 |Target 014: 9.44e-07 +Target 015: 9.13e-07 |Target 016: 2.58e-06 |Target 017: 1.56e-06 |Target 018: 5.19e-06 |Target 019: 3.87e-06 +Target 020: 8.40e-07 |Target 021: 2.25e-06 |Target 022: 9.38e-07 |Target 023: 3.80e-06 |Target 024: 3.63e-06 + +==================== +Epoch #1469 | Time: 00d 06h 32m | LR: 1.25e-04 | Epoch time: 15.40 | Train loss: 6.00e-06 | Val loss: 2.15e-06 +Target 018 has maximum loss 4.82e-06; Target 002 has minimum loss 3.89e-07 +Target 000: 3.10e-06 |Target 001: 1.24e-06 |Target 002: 3.89e-07 |Target 003: 8.42e-07 |Target 004: 7.97e-07 +Target 005: 2.09e-06 |Target 006: 4.47e-06 |Target 007: 7.07e-07 |Target 008: 2.19e-06 |Target 009: 2.30e-06 +Target 010: 4.08e-07 |Target 011: 7.45e-07 |Target 012: 7.05e-07 |Target 013: 1.56e-06 |Target 014: 9.30e-07 +Target 015: 9.21e-07 |Target 016: 2.33e-06 |Target 017: 1.54e-06 |Target 018: 4.82e-06 |Target 019: 3.82e-06 +Target 020: 7.63e-07 |Target 021: 2.20e-06 |Target 022: 9.20e-07 |Target 023: 3.76e-06 |Target 024: 3.07e-06 + +==================== +Epoch #1470 | Time: 00d 06h 32m | LR: 1.25e-04 | Epoch time: 15.54 | Train loss: 6.05e-06 | Val loss: 2.27e-06 +Target 006 has maximum loss 5.42e-06; Target 002 has minimum loss 3.80e-07 +Target 000: 2.04e-06 |Target 001: 2.69e-06 |Target 002: 3.80e-07 |Target 003: 6.86e-07 |Target 004: 7.60e-07 +Target 005: 1.93e-06 |Target 006: 5.42e-06 |Target 007: 7.19e-07 |Target 008: 2.30e-06 |Target 009: 2.31e-06 +Target 010: 3.86e-07 |Target 011: 7.38e-07 |Target 012: 6.90e-07 |Target 013: 1.62e-06 |Target 014: 9.85e-07 +Target 015: 9.74e-07 |Target 016: 2.64e-06 |Target 017: 1.55e-06 |Target 018: 4.87e-06 |Target 019: 3.76e-06 +Target 020: 7.71e-07 |Target 021: 2.19e-06 |Target 022: 9.43e-07 |Target 023: 3.75e-06 |Target 024: 3.82e-06 + +==================== +Epoch #1471 | Time: 00d 06h 32m | LR: 1.25e-04 | Epoch time: 15.45 | Train loss: 5.97e-06 | Val loss: 2.40e-06 +Target 006 has maximum loss 1.34e-05; Target 010 has minimum loss 4.02e-07 +Target 000: 3.00e-06 |Target 001: 2.50e-06 |Target 002: 4.11e-07 |Target 003: 8.15e-07 |Target 004: 7.06e-07 +Target 005: 2.56e-06 |Target 006: 1.34e-05 |Target 007: 7.18e-07 |Target 008: 2.46e-06 |Target 009: 2.40e-06 +Target 010: 4.02e-07 |Target 011: 7.78e-07 |Target 012: 8.19e-07 |Target 013: 1.63e-06 |Target 014: 9.97e-07 +Target 015: 9.87e-07 |Target 016: 2.62e-06 |Target 017: 1.57e-06 |Target 018: 5.76e-06 |Target 019: 3.98e-06 +Target 020: 8.66e-07 |Target 021: 2.38e-06 |Target 022: 9.88e-07 |Target 023: 3.94e-06 |Target 024: 3.51e-06 + +==================== +Epoch #1472 | Time: 00d 06h 32m | LR: 1.25e-04 | Epoch time: 15.41 | Train loss: 6.00e-06 | Val loss: 2.29e-06 +Target 006 has maximum loss 6.07e-06; Target 002 has minimum loss 3.98e-07 +Target 000: 4.59e-06 |Target 001: 2.93e-06 |Target 002: 3.98e-07 |Target 003: 8.48e-07 |Target 004: 7.13e-07 +Target 005: 2.67e-06 |Target 006: 6.07e-06 |Target 007: 9.67e-07 |Target 008: 2.23e-06 |Target 009: 2.50e-06 +Target 010: 3.98e-07 |Target 011: 7.57e-07 |Target 012: 8.01e-07 |Target 013: 1.64e-06 |Target 014: 9.40e-07 +Target 015: 9.24e-07 |Target 016: 2.34e-06 |Target 017: 1.62e-06 |Target 018: 5.08e-06 |Target 019: 3.85e-06 +Target 020: 7.77e-07 |Target 021: 2.21e-06 |Target 022: 9.03e-07 |Target 023: 3.89e-06 |Target 024: 3.46e-06 + +==================== +Epoch #1473 | Time: 00d 06h 33m | LR: 1.25e-04 | Epoch time: 15.56 | Train loss: 5.98e-06 | Val loss: 2.25e-06 +Target 006 has maximum loss 7.08e-06; Target 002 has minimum loss 4.26e-07 +Target 000: 2.41e-06 |Target 001: 2.12e-06 |Target 002: 4.26e-07 |Target 003: 6.93e-07 |Target 004: 7.29e-07 +Target 005: 1.34e-06 |Target 006: 7.08e-06 |Target 007: 8.58e-07 |Target 008: 2.82e-06 |Target 009: 2.34e-06 +Target 010: 4.40e-07 |Target 011: 7.13e-07 |Target 012: 7.35e-07 |Target 013: 1.64e-06 |Target 014: 9.57e-07 +Target 015: 9.37e-07 |Target 016: 2.81e-06 |Target 017: 1.51e-06 |Target 018: 4.91e-06 |Target 019: 3.85e-06 +Target 020: 7.71e-07 |Target 021: 2.48e-06 |Target 022: 9.26e-07 |Target 023: 3.78e-06 |Target 024: 3.39e-06 + +==================== +Epoch #1474 | Time: 00d 06h 33m | LR: 1.25e-04 | Epoch time: 15.31 | Train loss: 6.03e-06 | Val loss: 2.23e-06 +Target 006 has maximum loss 6.45e-06; Target 010 has minimum loss 4.35e-07 +Target 000: 2.40e-06 |Target 001: 2.44e-06 |Target 002: 4.51e-07 |Target 003: 9.58e-07 |Target 004: 7.12e-07 +Target 005: 1.46e-06 |Target 006: 6.45e-06 |Target 007: 7.08e-07 |Target 008: 2.32e-06 |Target 009: 2.31e-06 +Target 010: 4.35e-07 |Target 011: 7.22e-07 |Target 012: 7.20e-07 |Target 013: 1.58e-06 |Target 014: 9.85e-07 +Target 015: 9.65e-07 |Target 016: 2.32e-06 |Target 017: 1.49e-06 |Target 018: 5.23e-06 |Target 019: 3.85e-06 +Target 020: 8.41e-07 |Target 021: 2.27e-06 |Target 022: 9.65e-07 |Target 023: 3.97e-06 |Target 024: 3.17e-06 + +==================== +Epoch #1475 | Time: 00d 06h 33m | LR: 1.25e-04 | Epoch time: 15.44 | Train loss: 5.96e-06 | Val loss: 2.30e-06 +Target 006 has maximum loss 6.94e-06; Target 002 has minimum loss 3.79e-07 +Target 000: 1.62e-06 |Target 001: 2.63e-06 |Target 002: 3.79e-07 |Target 003: 6.62e-07 |Target 004: 6.91e-07 +Target 005: 2.09e-06 |Target 006: 6.94e-06 |Target 007: 7.71e-07 |Target 008: 2.34e-06 |Target 009: 2.51e-06 +Target 010: 3.92e-07 |Target 011: 7.50e-07 |Target 012: 8.47e-07 |Target 013: 1.72e-06 |Target 014: 9.27e-07 +Target 015: 8.88e-07 |Target 016: 2.33e-06 |Target 017: 1.71e-06 |Target 018: 4.83e-06 |Target 019: 3.81e-06 +Target 020: 7.80e-07 |Target 021: 2.35e-06 |Target 022: 8.94e-07 |Target 023: 3.69e-06 |Target 024: 3.87e-06 + +==================== +Epoch #1476 | Time: 00d 06h 34m | LR: 1.25e-04 | Epoch time: 15.30 | Train loss: 5.97e-06 | Val loss: 2.15e-06 +Target 018 has maximum loss 4.68e-06; Target 010 has minimum loss 3.78e-07 +Target 000: 2.33e-06 |Target 001: 1.76e-06 |Target 002: 4.09e-07 |Target 003: 6.82e-07 |Target 004: 7.41e-07 +Target 005: 2.09e-06 |Target 006: 4.19e-06 |Target 007: 7.81e-07 |Target 008: 2.17e-06 |Target 009: 2.35e-06 +Target 010: 3.78e-07 |Target 011: 7.20e-07 |Target 012: 6.42e-07 |Target 013: 1.46e-06 |Target 014: 9.32e-07 +Target 015: 9.22e-07 |Target 016: 2.27e-06 |Target 017: 1.42e-06 |Target 018: 4.68e-06 |Target 019: 3.84e-06 +Target 020: 7.94e-07 |Target 021: 2.24e-06 |Target 022: 9.02e-07 |Target 023: 3.82e-06 |Target 024: 3.23e-06 + +==================== +Epoch #1477 | Time: 00d 06h 34m | LR: 1.25e-04 | Epoch time: 15.31 | Train loss: 5.98e-06 | Val loss: 2.17e-06 +Target 006 has maximum loss 6.10e-06; Target 002 has minimum loss 3.88e-07 +Target 000: 2.11e-06 |Target 001: 1.34e-06 |Target 002: 3.88e-07 |Target 003: 7.00e-07 |Target 004: 7.19e-07 +Target 005: 1.54e-06 |Target 006: 6.10e-06 |Target 007: 9.86e-07 |Target 008: 2.32e-06 |Target 009: 2.33e-06 +Target 010: 4.03e-07 |Target 011: 7.78e-07 |Target 012: 6.36e-07 |Target 013: 1.53e-06 |Target 014: 9.45e-07 +Target 015: 9.15e-07 |Target 016: 2.33e-06 |Target 017: 1.50e-06 |Target 018: 4.79e-06 |Target 019: 3.79e-06 +Target 020: 7.69e-07 |Target 021: 2.26e-06 |Target 022: 9.01e-07 |Target 023: 3.69e-06 |Target 024: 3.31e-06 + +==================== +Epoch #1478 | Time: 00d 06h 34m | LR: 1.25e-04 | Epoch time: 15.42 | Train loss: 5.90e-06 | Val loss: 2.42e-06 +Target 006 has maximum loss 7.56e-06; Target 010 has minimum loss 3.81e-07 +Target 000: 1.64e-06 |Target 001: 5.62e-06 |Target 002: 3.83e-07 |Target 003: 6.92e-07 |Target 004: 7.89e-07 +Target 005: 1.59e-06 |Target 006: 7.56e-06 |Target 007: 7.65e-07 |Target 008: 2.31e-06 |Target 009: 2.79e-06 +Target 010: 3.81e-07 |Target 011: 7.31e-07 |Target 012: 8.84e-07 |Target 013: 1.84e-06 |Target 014: 9.82e-07 +Target 015: 9.22e-07 |Target 016: 2.28e-06 |Target 017: 1.49e-06 |Target 018: 5.41e-06 |Target 019: 3.96e-06 +Target 020: 8.85e-07 |Target 021: 2.43e-06 |Target 022: 9.31e-07 |Target 023: 3.82e-06 |Target 024: 4.04e-06 + +==================== +Epoch #1479 | Time: 00d 06h 34m | LR: 1.25e-04 | Epoch time: 15.42 | Train loss: 5.97e-06 | Val loss: 2.22e-06 +Target 018 has maximum loss 4.87e-06; Target 010 has minimum loss 4.48e-07 +Target 000: 1.96e-06 |Target 001: 1.30e-06 |Target 002: 4.57e-07 |Target 003: 8.22e-07 |Target 004: 1.08e-06 +Target 005: 1.33e-06 |Target 006: 4.43e-06 |Target 007: 8.39e-07 |Target 008: 2.25e-06 |Target 009: 2.42e-06 +Target 010: 4.48e-07 |Target 011: 7.51e-07 |Target 012: 7.63e-07 |Target 013: 1.50e-06 |Target 014: 9.44e-07 +Target 015: 9.80e-07 |Target 016: 2.31e-06 |Target 017: 1.53e-06 |Target 018: 4.87e-06 |Target 019: 4.01e-06 +Target 020: 8.34e-07 |Target 021: 2.45e-06 |Target 022: 9.44e-07 |Target 023: 3.94e-06 |Target 024: 3.22e-06 + +==================== +Epoch #1480 | Time: 00d 06h 35m | LR: 1.25e-04 | Epoch time: 15.61 | Train loss: 5.98e-06 | Val loss: 2.31e-06 +Target 018 has maximum loss 5.59e-06; Target 010 has minimum loss 4.15e-07 +Target 000: 2.56e-06 |Target 001: 1.93e-06 |Target 002: 4.31e-07 |Target 003: 8.09e-07 |Target 004: 7.67e-07 +Target 005: 2.64e-06 |Target 006: 5.02e-06 |Target 007: 7.65e-07 |Target 008: 2.38e-06 |Target 009: 2.59e-06 +Target 010: 4.15e-07 |Target 011: 7.78e-07 |Target 012: 7.09e-07 |Target 013: 1.62e-06 |Target 014: 9.86e-07 +Target 015: 9.29e-07 |Target 016: 2.50e-06 |Target 017: 1.59e-06 |Target 018: 5.59e-06 |Target 019: 4.02e-06 +Target 020: 8.60e-07 |Target 021: 2.34e-06 |Target 022: 9.65e-07 |Target 023: 3.96e-06 |Target 024: 3.35e-06 + +==================== +Epoch #1481 | Time: 00d 06h 35m | LR: 1.25e-04 | Epoch time: 15.54 | Train loss: 5.97e-06 | Val loss: 2.16e-06 +Target 018 has maximum loss 5.06e-06; Target 010 has minimum loss 3.97e-07 +Target 000: 2.01e-06 |Target 001: 1.24e-06 |Target 002: 3.99e-07 |Target 003: 6.58e-07 |Target 004: 7.71e-07 +Target 005: 2.40e-06 |Target 006: 4.20e-06 |Target 007: 7.85e-07 |Target 008: 2.18e-06 |Target 009: 2.35e-06 +Target 010: 3.97e-07 |Target 011: 7.50e-07 |Target 012: 7.10e-07 |Target 013: 1.51e-06 |Target 014: 9.56e-07 +Target 015: 9.41e-07 |Target 016: 2.29e-06 |Target 017: 1.43e-06 |Target 018: 5.06e-06 |Target 019: 3.84e-06 +Target 020: 7.63e-07 |Target 021: 2.24e-06 |Target 022: 9.13e-07 |Target 023: 3.79e-06 |Target 024: 3.12e-06 + +==================== +Epoch #1482 | Time: 00d 06h 35m | LR: 1.25e-04 | Epoch time: 15.46 | Train loss: 5.96e-06 | Val loss: 2.33e-06 +Target 006 has maximum loss 6.55e-06; Target 010 has minimum loss 4.96e-07 +Target 000: 5.18e-06 |Target 001: 5.08e-06 |Target 002: 5.27e-07 |Target 003: 1.01e-06 |Target 004: 9.50e-07 +Target 005: 2.60e-06 |Target 006: 6.55e-06 |Target 007: 9.04e-07 |Target 008: 2.23e-06 |Target 009: 2.46e-06 +Target 010: 4.96e-07 |Target 011: 7.44e-07 |Target 012: 8.33e-07 |Target 013: 1.64e-06 |Target 014: 9.81e-07 +Target 015: 1.16e-06 |Target 016: 2.31e-06 |Target 017: 1.63e-06 |Target 018: 5.30e-06 |Target 019: 4.03e-06 +Target 020: 7.71e-07 |Target 021: 2.36e-06 |Target 022: 9.15e-07 |Target 023: 3.80e-06 |Target 024: 3.34e-06 + +==================== +Epoch #1483 | Time: 00d 06h 35m | LR: 1.25e-04 | Epoch time: 15.42 | Train loss: 5.99e-06 | Val loss: 2.31e-06 +Target 006 has maximum loss 6.28e-06; Target 010 has minimum loss 3.90e-07 +Target 000: 2.90e-06 |Target 001: 2.62e-06 |Target 002: 4.08e-07 |Target 003: 6.75e-07 |Target 004: 7.46e-07 +Target 005: 1.92e-06 |Target 006: 6.28e-06 |Target 007: 7.14e-07 |Target 008: 2.19e-06 |Target 009: 2.38e-06 +Target 010: 3.90e-07 |Target 011: 7.23e-07 |Target 012: 8.71e-07 |Target 013: 1.76e-06 |Target 014: 9.44e-07 +Target 015: 9.03e-07 |Target 016: 2.43e-06 |Target 017: 1.75e-06 |Target 018: 4.98e-06 |Target 019: 3.83e-06 +Target 020: 7.46e-07 |Target 021: 2.20e-06 |Target 022: 9.24e-07 |Target 023: 3.76e-06 |Target 024: 3.79e-06 + +==================== +Epoch #1484 | Time: 00d 06h 36m | LR: 1.25e-04 | Epoch time: 15.37 | Train loss: 5.99e-06 | Val loss: 2.21e-06 +Target 018 has maximum loss 5.00e-06; Target 002 has minimum loss 3.79e-07 +Target 000: 3.16e-06 |Target 001: 2.68e-06 |Target 002: 3.79e-07 |Target 003: 6.94e-07 |Target 004: 7.06e-07 +Target 005: 1.76e-06 |Target 006: 4.82e-06 |Target 007: 7.13e-07 |Target 008: 2.16e-06 |Target 009: 2.34e-06 +Target 010: 4.18e-07 |Target 011: 7.36e-07 |Target 012: 6.97e-07 |Target 013: 1.95e-06 |Target 014: 9.42e-07 +Target 015: 9.28e-07 |Target 016: 2.20e-06 |Target 017: 1.54e-06 |Target 018: 5.00e-06 |Target 019: 3.78e-06 +Target 020: 7.56e-07 |Target 021: 2.15e-06 |Target 022: 9.13e-07 |Target 023: 3.82e-06 |Target 024: 3.29e-06 + +==================== +Epoch #1485 | Time: 00d 06h 36m | LR: 1.25e-04 | Epoch time: 15.40 | Train loss: 5.96e-06 | Val loss: 2.24e-06 +Target 006 has maximum loss 5.71e-06; Target 002 has minimum loss 4.07e-07 +Target 000: 1.94e-06 |Target 001: 1.58e-06 |Target 002: 4.07e-07 |Target 003: 6.93e-07 |Target 004: 7.39e-07 +Target 005: 2.69e-06 |Target 006: 5.71e-06 |Target 007: 7.12e-07 |Target 008: 2.19e-06 |Target 009: 2.40e-06 +Target 010: 4.15e-07 |Target 011: 7.14e-07 |Target 012: 7.83e-07 |Target 013: 1.69e-06 |Target 014: 9.77e-07 +Target 015: 9.26e-07 |Target 016: 2.26e-06 |Target 017: 1.56e-06 |Target 018: 4.80e-06 |Target 019: 3.84e-06 +Target 020: 7.96e-07 |Target 021: 2.25e-06 |Target 022: 9.43e-07 |Target 023: 3.80e-06 |Target 024: 3.54e-06 + +==================== +Epoch #1486 | Time: 00d 06h 36m | LR: 1.25e-04 | Epoch time: 15.35 | Train loss: 6.02e-06 | Val loss: 2.15e-06 +Target 018 has maximum loss 4.77e-06; Target 002 has minimum loss 3.88e-07 +Target 000: 1.77e-06 |Target 001: 1.12e-06 |Target 002: 3.88e-07 |Target 003: 6.60e-07 |Target 004: 7.53e-07 +Target 005: 2.69e-06 |Target 006: 4.34e-06 |Target 007: 8.08e-07 |Target 008: 2.22e-06 |Target 009: 2.30e-06 +Target 010: 3.89e-07 |Target 011: 7.26e-07 |Target 012: 9.07e-07 |Target 013: 1.46e-06 |Target 014: 9.39e-07 +Target 015: 9.37e-07 |Target 016: 2.48e-06 |Target 017: 1.51e-06 |Target 018: 4.77e-06 |Target 019: 3.77e-06 +Target 020: 7.66e-07 |Target 021: 2.15e-06 |Target 022: 8.98e-07 |Target 023: 3.71e-06 |Target 024: 3.23e-06 + +==================== +Epoch #1487 | Time: 00d 06h 36m | LR: 1.25e-04 | Epoch time: 15.54 | Train loss: 5.96e-06 | Val loss: 2.36e-06 +Target 006 has maximum loss 6.26e-06; Target 002 has minimum loss 4.05e-07 +Target 000: 3.64e-06 |Target 001: 3.54e-06 |Target 002: 4.05e-07 |Target 003: 7.42e-07 |Target 004: 7.81e-07 +Target 005: 2.65e-06 |Target 006: 6.26e-06 |Target 007: 7.88e-07 |Target 008: 2.26e-06 |Target 009: 2.46e-06 +Target 010: 4.20e-07 |Target 011: 7.43e-07 |Target 012: 9.04e-07 |Target 013: 1.75e-06 |Target 014: 9.69e-07 +Target 015: 9.26e-07 |Target 016: 2.47e-06 |Target 017: 2.14e-06 |Target 018: 5.53e-06 |Target 019: 3.89e-06 +Target 020: 7.92e-07 |Target 021: 2.29e-06 |Target 022: 9.51e-07 |Target 023: 3.88e-06 |Target 024: 3.49e-06 + +==================== +Epoch #1488 | Time: 00d 06h 37m | LR: 1.25e-04 | Epoch time: 15.45 | Train loss: 6.01e-06 | Val loss: 2.58e-06 +Target 006 has maximum loss 1.22e-05; Target 010 has minimum loss 4.23e-07 +Target 000: 1.87e-06 |Target 001: 1.98e-06 |Target 002: 4.81e-07 |Target 003: 8.41e-07 |Target 004: 7.37e-07 +Target 005: 1.95e-06 |Target 006: 1.22e-05 |Target 007: 7.42e-07 |Target 008: 2.30e-06 |Target 009: 2.34e-06 +Target 010: 4.23e-07 |Target 011: 7.26e-07 |Target 012: 8.52e-07 |Target 013: 2.18e-06 |Target 014: 9.56e-07 +Target 015: 9.15e-07 |Target 016: 2.46e-06 |Target 017: 2.21e-06 |Target 018: 5.51e-06 |Target 019: 3.85e-06 +Target 020: 8.25e-07 |Target 021: 2.26e-06 |Target 022: 9.49e-07 |Target 023: 3.80e-06 |Target 024: 4.82e-06 + +==================== +Epoch #1489 | Time: 00d 06h 37m | LR: 1.25e-04 | Epoch time: 15.43 | Train loss: 5.98e-06 | Val loss: 2.25e-06 +Target 006 has maximum loss 6.52e-06; Target 010 has minimum loss 3.80e-07 +Target 000: 2.08e-06 |Target 001: 1.49e-06 |Target 002: 3.86e-07 |Target 003: 7.40e-07 |Target 004: 7.33e-07 +Target 005: 1.97e-06 |Target 006: 6.52e-06 |Target 007: 7.75e-07 |Target 008: 2.15e-06 |Target 009: 2.38e-06 +Target 010: 3.80e-07 |Target 011: 7.93e-07 |Target 012: 7.08e-07 |Target 013: 1.59e-06 |Target 014: 9.58e-07 +Target 015: 9.25e-07 |Target 016: 2.25e-06 |Target 017: 1.68e-06 |Target 018: 4.95e-06 |Target 019: 3.89e-06 +Target 020: 8.01e-07 |Target 021: 2.18e-06 |Target 022: 9.09e-07 |Target 023: 3.77e-06 |Target 024: 3.55e-06 + +==================== +Epoch #1490 | Time: 00d 06h 37m | LR: 1.25e-04 | Epoch time: 15.48 | Train loss: 5.96e-06 | Val loss: 2.16e-06 +Target 006 has maximum loss 5.26e-06; Target 010 has minimum loss 4.38e-07 +Target 000: 2.57e-06 |Target 001: 2.99e-06 |Target 002: 4.50e-07 |Target 003: 8.11e-07 |Target 004: 8.13e-07 +Target 005: 1.83e-06 |Target 006: 5.26e-06 |Target 007: 7.41e-07 |Target 008: 2.11e-06 |Target 009: 2.29e-06 +Target 010: 4.38e-07 |Target 011: 7.49e-07 |Target 012: 7.15e-07 |Target 013: 1.47e-06 |Target 014: 9.35e-07 +Target 015: 8.90e-07 |Target 016: 2.22e-06 |Target 017: 1.46e-06 |Target 018: 4.77e-06 |Target 019: 3.78e-06 +Target 020: 7.48e-07 |Target 021: 2.16e-06 |Target 022: 9.28e-07 |Target 023: 3.70e-06 |Target 024: 3.28e-06 + +==================== +Epoch #1491 | Time: 00d 06h 37m | LR: 1.25e-04 | Epoch time: 15.38 | Train loss: 5.95e-06 | Val loss: 2.32e-06 +Target 006 has maximum loss 1.16e-05; Target 002 has minimum loss 3.80e-07 +Target 000: 2.02e-06 |Target 001: 2.54e-06 |Target 002: 3.80e-07 |Target 003: 7.95e-07 |Target 004: 7.39e-07 +Target 005: 2.31e-06 |Target 006: 1.16e-05 |Target 007: 7.91e-07 |Target 008: 2.36e-06 |Target 009: 2.44e-06 +Target 010: 4.07e-07 |Target 011: 7.42e-07 |Target 012: 9.18e-07 |Target 013: 1.64e-06 |Target 014: 9.38e-07 +Target 015: 9.09e-07 |Target 016: 2.30e-06 |Target 017: 1.82e-06 |Target 018: 5.33e-06 |Target 019: 3.84e-06 +Target 020: 7.67e-07 |Target 021: 2.37e-06 |Target 022: 9.06e-07 |Target 023: 3.76e-06 |Target 024: 3.49e-06 + +==================== +Epoch #1492 | Time: 00d 06h 38m | LR: 1.25e-04 | Epoch time: 15.52 | Train loss: 6.00e-06 | Val loss: 2.24e-06 +Target 006 has maximum loss 7.07e-06; Target 010 has minimum loss 4.05e-07 +Target 000: 2.89e-06 |Target 001: 1.90e-06 |Target 002: 4.08e-07 |Target 003: 8.25e-07 |Target 004: 7.21e-07 +Target 005: 1.84e-06 |Target 006: 7.07e-06 |Target 007: 7.53e-07 |Target 008: 2.24e-06 |Target 009: 2.40e-06 +Target 010: 4.05e-07 |Target 011: 7.41e-07 |Target 012: 6.79e-07 |Target 013: 1.54e-06 |Target 014: 9.34e-07 +Target 015: 9.84e-07 |Target 016: 2.21e-06 |Target 017: 1.56e-06 |Target 018: 5.13e-06 |Target 019: 3.81e-06 +Target 020: 8.01e-07 |Target 021: 2.26e-06 |Target 022: 9.00e-07 |Target 023: 3.71e-06 |Target 024: 3.49e-06 + +==================== +Epoch #1493 | Time: 00d 06h 38m | LR: 1.25e-04 | Epoch time: 15.38 | Train loss: 5.97e-06 | Val loss: 2.24e-06 +Target 018 has maximum loss 5.09e-06; Target 002 has minimum loss 3.86e-07 +Target 000: 1.51e-06 |Target 001: 2.77e-06 |Target 002: 3.86e-07 |Target 003: 6.97e-07 |Target 004: 7.82e-07 +Target 005: 1.36e-06 |Target 006: 4.84e-06 |Target 007: 8.08e-07 |Target 008: 2.19e-06 |Target 009: 2.39e-06 +Target 010: 4.31e-07 |Target 011: 7.15e-07 |Target 012: 9.45e-07 |Target 013: 1.80e-06 |Target 014: 9.34e-07 +Target 015: 9.62e-07 |Target 016: 2.21e-06 |Target 017: 1.57e-06 |Target 018: 5.09e-06 |Target 019: 3.97e-06 +Target 020: 7.61e-07 |Target 021: 2.27e-06 |Target 022: 9.16e-07 |Target 023: 3.85e-06 |Target 024: 3.27e-06 + +==================== +Epoch #1494 | Time: 00d 06h 38m | LR: 1.25e-04 | Epoch time: 15.53 | Train loss: 6.02e-06 | Val loss: 2.16e-06 +Target 018 has maximum loss 4.72e-06; Target 010 has minimum loss 4.07e-07 +Target 000: 2.04e-06 |Target 001: 2.39e-06 |Target 002: 4.14e-07 |Target 003: 6.52e-07 |Target 004: 6.99e-07 +Target 005: 2.25e-06 |Target 006: 4.57e-06 |Target 007: 7.09e-07 |Target 008: 2.07e-06 |Target 009: 2.43e-06 +Target 010: 4.07e-07 |Target 011: 7.63e-07 |Target 012: 1.12e-06 |Target 013: 1.47e-06 |Target 014: 9.34e-07 +Target 015: 8.85e-07 |Target 016: 2.14e-06 |Target 017: 1.42e-06 |Target 018: 4.72e-06 |Target 019: 3.78e-06 +Target 020: 7.49e-07 |Target 021: 2.21e-06 |Target 022: 9.38e-07 |Target 023: 3.73e-06 |Target 024: 3.21e-06 + +==================== +Epoch #1495 | Time: 00d 06h 39m | LR: 1.25e-04 | Epoch time: 15.59 | Train loss: 5.96e-06 | Val loss: 2.28e-06 +Target 006 has maximum loss 5.61e-06; Target 010 has minimum loss 3.85e-07 +Target 000: 1.50e-06 |Target 001: 2.66e-06 |Target 002: 3.91e-07 |Target 003: 9.95e-07 |Target 004: 7.05e-07 +Target 005: 2.31e-06 |Target 006: 5.61e-06 |Target 007: 7.06e-07 |Target 008: 2.17e-06 |Target 009: 2.32e-06 +Target 010: 3.85e-07 |Target 011: 7.01e-07 |Target 012: 8.30e-07 |Target 013: 1.58e-06 |Target 014: 9.63e-07 +Target 015: 9.00e-07 |Target 016: 2.22e-06 |Target 017: 1.71e-06 |Target 018: 4.91e-06 |Target 019: 3.82e-06 +Target 020: 7.69e-07 |Target 021: 2.13e-06 |Target 022: 9.42e-07 |Target 023: 3.69e-06 |Target 024: 3.81e-06 + +==================== +Epoch #1496 | Time: 00d 06h 39m | LR: 1.25e-04 | Epoch time: 15.34 | Train loss: 5.94e-06 | Val loss: 2.29e-06 +Target 006 has maximum loss 9.76e-06; Target 002 has minimum loss 3.98e-07 +Target 000: 1.69e-06 |Target 001: 2.26e-06 |Target 002: 3.98e-07 |Target 003: 7.30e-07 |Target 004: 7.40e-07 +Target 005: 1.12e-06 |Target 006: 9.76e-06 |Target 007: 8.19e-07 |Target 008: 2.34e-06 |Target 009: 2.30e-06 +Target 010: 4.78e-07 |Target 011: 7.43e-07 |Target 012: 6.82e-07 |Target 013: 1.60e-06 |Target 014: 9.47e-07 +Target 015: 9.49e-07 |Target 016: 2.19e-06 |Target 017: 1.47e-06 |Target 018: 4.91e-06 |Target 019: 3.79e-06 +Target 020: 7.50e-07 |Target 021: 2.19e-06 |Target 022: 9.07e-07 |Target 023: 3.70e-06 |Target 024: 3.91e-06 + +==================== +Epoch #1497 | Time: 00d 06h 39m | LR: 1.25e-04 | Epoch time: 15.37 | Train loss: 6.02e-06 | Val loss: 2.51e-06 +Target 006 has maximum loss 7.05e-06; Target 010 has minimum loss 3.84e-07 +Target 000: 2.35e-06 |Target 001: 4.47e-06 |Target 002: 4.05e-07 |Target 003: 8.06e-07 |Target 004: 7.69e-07 +Target 005: 1.35e-06 |Target 006: 7.05e-06 |Target 007: 7.12e-07 |Target 008: 2.25e-06 |Target 009: 3.39e-06 +Target 010: 3.84e-07 |Target 011: 8.09e-07 |Target 012: 8.11e-07 |Target 013: 1.94e-06 |Target 014: 1.20e-06 +Target 015: 9.42e-07 |Target 016: 2.56e-06 |Target 017: 2.11e-06 |Target 018: 5.02e-06 |Target 019: 4.00e-06 +Target 020: 8.05e-07 |Target 021: 2.67e-06 |Target 022: 9.38e-07 |Target 023: 3.86e-06 |Target 024: 4.21e-06 + +==================== +Epoch #1498 | Time: 00d 06h 39m | LR: 1.25e-04 | Epoch time: 15.34 | Train loss: 6.02e-06 | Val loss: 2.38e-06 +Target 006 has maximum loss 7.52e-06; Target 002 has minimum loss 5.68e-07 +Target 000: 4.41e-06 |Target 001: 1.52e-06 |Target 002: 5.68e-07 |Target 003: 7.43e-07 |Target 004: 8.92e-07 +Target 005: 3.54e-06 |Target 006: 7.52e-06 |Target 007: 8.89e-07 |Target 008: 2.22e-06 |Target 009: 2.38e-06 +Target 010: 6.55e-07 |Target 011: 7.60e-07 |Target 012: 6.51e-07 |Target 013: 1.54e-06 |Target 014: 9.76e-07 +Target 015: 1.19e-06 |Target 016: 2.34e-06 |Target 017: 1.65e-06 |Target 018: 5.58e-06 |Target 019: 4.01e-06 +Target 020: 8.37e-07 |Target 021: 2.30e-06 |Target 022: 9.31e-07 |Target 023: 3.83e-06 |Target 024: 3.78e-06 + +==================== +Epoch #1499 | Time: 00d 06h 40m | LR: 1.25e-04 | Epoch time: 15.42 | Train loss: 6.03e-06 | Val loss: 2.31e-06 +Target 006 has maximum loss 6.15e-06; Target 002 has minimum loss 4.74e-07 +Target 000: 1.96e-06 |Target 001: 1.17e-06 |Target 002: 4.74e-07 |Target 003: 8.55e-07 |Target 004: 7.26e-07 +Target 005: 1.88e-06 |Target 006: 6.15e-06 |Target 007: 7.74e-07 |Target 008: 2.28e-06 |Target 009: 2.61e-06 +Target 010: 5.95e-07 |Target 011: 7.32e-07 |Target 012: 8.49e-07 |Target 013: 1.59e-06 |Target 014: 9.57e-07 +Target 015: 9.79e-07 |Target 016: 2.23e-06 |Target 017: 1.52e-06 |Target 018: 4.88e-06 |Target 019: 3.95e-06 +Target 020: 7.78e-07 |Target 021: 2.56e-06 |Target 022: 9.69e-07 |Target 023: 3.76e-06 |Target 024: 3.83e-06 + +==================== +Epoch #1500 | Time: 00d 06h 40m | LR: 1.25e-04 | Epoch time: 15.41 | Train loss: 6.03e-06 | Val loss: 2.40e-06 +Target 006 has maximum loss 5.40e-06; Target 002 has minimum loss 4.31e-07 +Target 000: 2.04e-06 |Target 001: 1.64e-06 |Target 002: 4.31e-07 |Target 003: 8.96e-07 |Target 004: 9.64e-07 +Target 005: 1.39e-06 |Target 006: 5.40e-06 |Target 007: 7.91e-07 |Target 008: 2.24e-06 |Target 009: 2.46e-06 +Target 010: 4.62e-07 |Target 011: 7.77e-07 |Target 012: 8.93e-07 |Target 013: 1.62e-06 |Target 014: 9.83e-07 +Target 015: 1.00e-06 |Target 016: 2.33e-06 |Target 017: 1.93e-06 |Target 018: 4.97e-06 |Target 019: 3.94e-06 +Target 020: 8.44e-07 |Target 021: 2.30e-06 |Target 022: 9.92e-07 |Target 023: 3.84e-06 |Target 024: 4.19e-06 + +==================== +Epoch #1501 | Time: 00d 06h 40m | LR: 1.25e-04 | Epoch time: 15.56 | Train loss: 5.99e-06 | Val loss: 2.19e-06 +Target 018 has maximum loss 4.88e-06; Target 002 has minimum loss 3.94e-07 +Target 000: 1.86e-06 |Target 001: 1.54e-06 |Target 002: 3.94e-07 |Target 003: 8.92e-07 |Target 004: 7.01e-07 +Target 005: 2.31e-06 |Target 006: 4.62e-06 |Target 007: 7.87e-07 |Target 008: 2.17e-06 |Target 009: 2.38e-06 +Target 010: 4.35e-07 |Target 011: 7.28e-07 |Target 012: 6.63e-07 |Target 013: 1.53e-06 |Target 014: 9.77e-07 +Target 015: 9.99e-07 |Target 016: 2.43e-06 |Target 017: 1.54e-06 |Target 018: 4.88e-06 |Target 019: 3.82e-06 +Target 020: 7.61e-07 |Target 021: 2.32e-06 |Target 022: 9.53e-07 |Target 023: 3.77e-06 |Target 024: 3.31e-06 + +==================== +Epoch #1502 | Time: 00d 06h 40m | LR: 1.25e-04 | Epoch time: 15.43 | Train loss: 5.96e-06 | Val loss: 2.20e-06 +Target 018 has maximum loss 5.23e-06; Target 010 has minimum loss 3.83e-07 +Target 000: 1.67e-06 |Target 001: 1.52e-06 |Target 002: 3.91e-07 |Target 003: 7.42e-07 |Target 004: 7.20e-07 +Target 005: 3.06e-06 |Target 006: 5.03e-06 |Target 007: 7.61e-07 |Target 008: 2.19e-06 |Target 009: 2.34e-06 +Target 010: 3.83e-07 |Target 011: 7.15e-07 |Target 012: 6.58e-07 |Target 013: 1.53e-06 |Target 014: 9.49e-07 +Target 015: 9.37e-07 |Target 016: 2.27e-06 |Target 017: 1.52e-06 |Target 018: 5.23e-06 |Target 019: 3.86e-06 +Target 020: 7.54e-07 |Target 021: 2.17e-06 |Target 022: 9.14e-07 |Target 023: 3.73e-06 |Target 024: 3.35e-06 + +==================== +Epoch #1503 | Time: 00d 06h 41m | LR: 1.25e-04 | Epoch time: 15.43 | Train loss: 5.95e-06 | Val loss: 2.26e-06 +Target 006 has maximum loss 7.09e-06; Target 010 has minimum loss 3.93e-07 +Target 000: 2.45e-06 |Target 001: 1.44e-06 |Target 002: 4.48e-07 |Target 003: 7.63e-07 |Target 004: 7.55e-07 +Target 005: 2.10e-06 |Target 006: 7.09e-06 |Target 007: 7.77e-07 |Target 008: 2.50e-06 |Target 009: 2.47e-06 +Target 010: 3.93e-07 |Target 011: 7.23e-07 |Target 012: 6.61e-07 |Target 013: 1.54e-06 |Target 014: 1.02e-06 +Target 015: 9.39e-07 |Target 016: 2.30e-06 |Target 017: 1.56e-06 |Target 018: 5.14e-06 |Target 019: 3.93e-06 +Target 020: 8.43e-07 |Target 021: 2.31e-06 |Target 022: 9.86e-07 |Target 023: 3.87e-06 |Target 024: 3.32e-06 + +==================== +Epoch #1504 | Time: 00d 06h 41m | LR: 1.25e-04 | Epoch time: 15.46 | Train loss: 5.94e-06 | Val loss: 2.35e-06 +Target 006 has maximum loss 8.32e-06; Target 002 has minimum loss 3.88e-07 +Target 000: 2.46e-06 |Target 001: 2.09e-06 |Target 002: 3.88e-07 |Target 003: 7.05e-07 |Target 004: 8.03e-07 +Target 005: 2.44e-06 |Target 006: 8.32e-06 |Target 007: 7.39e-07 |Target 008: 2.18e-06 |Target 009: 2.46e-06 +Target 010: 4.65e-07 |Target 011: 7.65e-07 |Target 012: 8.62e-07 |Target 013: 2.09e-06 |Target 014: 9.50e-07 +Target 015: 9.34e-07 |Target 016: 2.22e-06 |Target 017: 2.02e-06 |Target 018: 4.85e-06 |Target 019: 3.74e-06 +Target 020: 7.68e-07 |Target 021: 2.17e-06 |Target 022: 8.94e-07 |Target 023: 3.71e-06 |Target 024: 3.94e-06 + +==================== +Epoch #1505 | Time: 00d 06h 41m | LR: 1.25e-04 | Epoch time: 15.43 | Train loss: 5.95e-06 | Val loss: 2.33e-06 +Target 006 has maximum loss 6.18e-06; Target 002 has minimum loss 4.30e-07 +Target 000: 2.79e-06 |Target 001: 3.47e-06 |Target 002: 4.30e-07 |Target 003: 9.16e-07 |Target 004: 7.17e-07 +Target 005: 1.42e-06 |Target 006: 6.18e-06 |Target 007: 7.43e-07 |Target 008: 2.24e-06 |Target 009: 2.50e-06 +Target 010: 4.51e-07 |Target 011: 7.34e-07 |Target 012: 8.01e-07 |Target 013: 1.69e-06 |Target 014: 9.44e-07 +Target 015: 9.19e-07 |Target 016: 2.28e-06 |Target 017: 1.65e-06 |Target 018: 5.01e-06 |Target 019: 3.92e-06 +Target 020: 7.79e-07 |Target 021: 2.25e-06 |Target 022: 9.35e-07 |Target 023: 3.84e-06 |Target 024: 3.80e-06 + +==================== +Epoch #1506 | Time: 00d 06h 41m | LR: 1.25e-04 | Epoch time: 15.47 | Train loss: 5.93e-06 | Val loss: 2.20e-06 +Target 018 has maximum loss 4.97e-06; Target 010 has minimum loss 4.08e-07 +Target 000: 2.17e-06 |Target 001: 1.26e-06 |Target 002: 5.26e-07 |Target 003: 9.31e-07 |Target 004: 7.14e-07 +Target 005: 1.42e-06 |Target 006: 4.81e-06 |Target 007: 7.54e-07 |Target 008: 2.32e-06 |Target 009: 2.35e-06 +Target 010: 4.08e-07 |Target 011: 7.34e-07 |Target 012: 6.77e-07 |Target 013: 1.53e-06 |Target 014: 9.53e-07 +Target 015: 9.17e-07 |Target 016: 2.51e-06 |Target 017: 1.49e-06 |Target 018: 4.97e-06 |Target 019: 3.92e-06 +Target 020: 7.85e-07 |Target 021: 2.29e-06 |Target 022: 9.65e-07 |Target 023: 3.79e-06 |Target 024: 3.26e-06 + +==================== +Epoch #1507 | Time: 00d 06h 42m | LR: 1.25e-04 | Epoch time: 15.33 | Train loss: 5.96e-06 | Val loss: 2.28e-06 +Target 006 has maximum loss 5.15e-06; Target 002 has minimum loss 3.94e-07 +Target 000: 3.17e-06 |Target 001: 3.43e-06 |Target 002: 3.94e-07 |Target 003: 6.71e-07 |Target 004: 8.67e-07 +Target 005: 1.27e-06 |Target 006: 5.15e-06 |Target 007: 9.70e-07 |Target 008: 2.24e-06 |Target 009: 2.44e-06 +Target 010: 4.14e-07 |Target 011: 7.32e-07 |Target 012: 1.04e-06 |Target 013: 1.44e-06 |Target 014: 9.45e-07 +Target 015: 9.47e-07 |Target 016: 2.34e-06 |Target 017: 1.54e-06 |Target 018: 4.62e-06 |Target 019: 3.96e-06 +Target 020: 7.53e-07 |Target 021: 2.32e-06 |Target 022: 9.45e-07 |Target 023: 3.92e-06 |Target 024: 3.61e-06 + +==================== +Epoch #1508 | Time: 00d 06h 42m | LR: 1.25e-04 | Epoch time: 15.56 | Train loss: 5.97e-06 | Val loss: 2.24e-06 +Target 006 has maximum loss 5.35e-06; Target 002 has minimum loss 3.95e-07 +Target 000: 2.77e-06 |Target 001: 1.94e-06 |Target 002: 3.95e-07 |Target 003: 8.63e-07 |Target 004: 8.18e-07 +Target 005: 2.97e-06 |Target 006: 5.35e-06 |Target 007: 7.50e-07 |Target 008: 2.20e-06 |Target 009: 2.52e-06 +Target 010: 4.27e-07 |Target 011: 7.45e-07 |Target 012: 7.47e-07 |Target 013: 1.55e-06 |Target 014: 9.60e-07 +Target 015: 1.07e-06 |Target 016: 2.27e-06 |Target 017: 1.78e-06 |Target 018: 4.82e-06 |Target 019: 3.83e-06 +Target 020: 8.06e-07 |Target 021: 2.55e-06 |Target 022: 9.42e-07 |Target 023: 3.78e-06 |Target 024: 3.34e-06 + +==================== +Epoch #1509 | Time: 00d 06h 42m | LR: 1.25e-04 | Epoch time: 15.74 | Train loss: 5.92e-06 | Val loss: 2.20e-06 +Target 018 has maximum loss 5.22e-06; Target 010 has minimum loss 3.87e-07 +Target 000: 2.22e-06 |Target 001: 2.50e-06 |Target 002: 3.92e-07 |Target 003: 8.97e-07 |Target 004: 7.09e-07 +Target 005: 1.58e-06 |Target 006: 4.44e-06 |Target 007: 6.99e-07 |Target 008: 2.45e-06 |Target 009: 2.58e-06 +Target 010: 3.87e-07 |Target 011: 7.40e-07 |Target 012: 6.79e-07 |Target 013: 1.47e-06 |Target 014: 9.32e-07 +Target 015: 8.98e-07 |Target 016: 2.36e-06 |Target 017: 1.52e-06 |Target 018: 5.22e-06 |Target 019: 3.92e-06 +Target 020: 7.85e-07 |Target 021: 2.24e-06 |Target 022: 9.33e-07 |Target 023: 3.83e-06 |Target 024: 3.15e-06 + +==================== +Epoch #1510 | Time: 00d 06h 42m | LR: 1.25e-04 | Epoch time: 15.48 | Train loss: 5.95e-06 | Val loss: 2.29e-06 +Target 006 has maximum loss 7.40e-06; Target 002 has minimum loss 4.27e-07 +Target 000: 1.74e-06 |Target 001: 2.42e-06 |Target 002: 4.27e-07 |Target 003: 7.17e-07 |Target 004: 9.92e-07 +Target 005: 3.66e-06 |Target 006: 7.40e-06 |Target 007: 1.06e-06 |Target 008: 2.13e-06 |Target 009: 2.28e-06 +Target 010: 4.99e-07 |Target 011: 7.71e-07 |Target 012: 8.00e-07 |Target 013: 1.54e-06 |Target 014: 9.66e-07 +Target 015: 1.04e-06 |Target 016: 2.25e-06 |Target 017: 2.06e-06 |Target 018: 4.81e-06 |Target 019: 3.84e-06 +Target 020: 7.41e-07 |Target 021: 2.20e-06 |Target 022: 9.68e-07 |Target 023: 3.84e-06 |Target 024: 3.44e-06 + +==================== +Epoch #1511 | Time: 00d 06h 43m | LR: 1.25e-04 | Epoch time: 15.49 | Train loss: 5.99e-06 | Val loss: 2.28e-06 +Target 018 has maximum loss 5.18e-06; Target 010 has minimum loss 3.99e-07 +Target 000: 2.55e-06 |Target 001: 2.50e-06 |Target 002: 4.11e-07 |Target 003: 7.33e-07 |Target 004: 7.63e-07 +Target 005: 2.29e-06 |Target 006: 4.54e-06 |Target 007: 7.55e-07 |Target 008: 2.48e-06 |Target 009: 2.48e-06 +Target 010: 3.99e-07 |Target 011: 7.41e-07 |Target 012: 7.74e-07 |Target 013: 1.67e-06 |Target 014: 9.87e-07 +Target 015: 9.37e-07 |Target 016: 2.47e-06 |Target 017: 1.55e-06 |Target 018: 5.18e-06 |Target 019: 4.05e-06 +Target 020: 8.39e-07 |Target 021: 2.31e-06 |Target 022: 9.36e-07 |Target 023: 4.06e-06 |Target 024: 3.27e-06 + +==================== +Epoch #1512 | Time: 00d 06h 43m | LR: 1.25e-04 | Epoch time: 15.35 | Train loss: 5.94e-06 | Val loss: 2.18e-06 +Target 006 has maximum loss 5.23e-06; Target 002 has minimum loss 3.79e-07 +Target 000: 2.53e-06 |Target 001: 1.73e-06 |Target 002: 3.79e-07 |Target 003: 6.95e-07 |Target 004: 7.44e-07 +Target 005: 2.08e-06 |Target 006: 5.23e-06 |Target 007: 7.11e-07 |Target 008: 2.14e-06 |Target 009: 2.41e-06 +Target 010: 3.88e-07 |Target 011: 7.25e-07 |Target 012: 6.64e-07 |Target 013: 1.47e-06 |Target 014: 9.24e-07 +Target 015: 9.04e-07 |Target 016: 2.49e-06 |Target 017: 1.55e-06 |Target 018: 4.74e-06 |Target 019: 3.76e-06 +Target 020: 7.69e-07 |Target 021: 2.64e-06 |Target 022: 9.14e-07 |Target 023: 3.69e-06 |Target 024: 3.37e-06 + +==================== +Epoch #1513 | Time: 00d 06h 43m | LR: 1.25e-04 | Epoch time: 15.46 | Train loss: 5.90e-06 | Val loss: 2.12e-06 +Target 018 has maximum loss 4.79e-06; Target 002 has minimum loss 3.82e-07 +Target 000: 2.31e-06 |Target 001: 1.48e-06 |Target 002: 3.82e-07 |Target 003: 7.07e-07 |Target 004: 7.12e-07 +Target 005: 1.74e-06 |Target 006: 4.52e-06 |Target 007: 7.51e-07 |Target 008: 2.18e-06 |Target 009: 2.34e-06 +Target 010: 3.85e-07 |Target 011: 7.27e-07 |Target 012: 6.45e-07 |Target 013: 1.45e-06 |Target 014: 9.54e-07 +Target 015: 9.06e-07 |Target 016: 2.22e-06 |Target 017: 1.46e-06 |Target 018: 4.79e-06 |Target 019: 3.78e-06 +Target 020: 7.60e-07 |Target 021: 2.25e-06 |Target 022: 9.27e-07 |Target 023: 3.73e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1514 | Time: 00d 06h 44m | LR: 1.25e-04 | Epoch time: 15.39 | Train loss: 5.91e-06 | Val loss: 2.23e-06 +Target 006 has maximum loss 6.07e-06; Target 002 has minimum loss 4.07e-07 +Target 000: 2.40e-06 |Target 001: 2.05e-06 |Target 002: 4.07e-07 |Target 003: 6.98e-07 |Target 004: 7.13e-07 +Target 005: 1.62e-06 |Target 006: 6.07e-06 |Target 007: 7.01e-07 |Target 008: 2.26e-06 |Target 009: 2.47e-06 +Target 010: 4.36e-07 |Target 011: 8.11e-07 |Target 012: 6.84e-07 |Target 013: 1.57e-06 |Target 014: 9.69e-07 +Target 015: 9.27e-07 |Target 016: 2.33e-06 |Target 017: 1.57e-06 |Target 018: 5.33e-06 |Target 019: 3.87e-06 +Target 020: 8.32e-07 |Target 021: 2.26e-06 |Target 022: 9.24e-07 |Target 023: 3.88e-06 |Target 024: 3.25e-06 + +==================== +Epoch #1515 | Time: 00d 06h 44m | LR: 1.25e-04 | Epoch time: 15.47 | Train loss: 5.95e-06 | Val loss: 2.16e-06 +Target 006 has maximum loss 5.20e-06; Target 010 has minimum loss 3.86e-07 +Target 000: 1.84e-06 |Target 001: 1.70e-06 |Target 002: 3.93e-07 |Target 003: 7.56e-07 |Target 004: 6.98e-07 +Target 005: 2.12e-06 |Target 006: 5.20e-06 |Target 007: 9.19e-07 |Target 008: 2.17e-06 |Target 009: 2.41e-06 +Target 010: 3.86e-07 |Target 011: 7.10e-07 |Target 012: 6.71e-07 |Target 013: 1.54e-06 |Target 014: 9.39e-07 +Target 015: 9.05e-07 |Target 016: 2.21e-06 |Target 017: 1.52e-06 |Target 018: 4.71e-06 |Target 019: 3.82e-06 +Target 020: 7.68e-07 |Target 021: 2.17e-06 |Target 022: 8.98e-07 |Target 023: 3.72e-06 |Target 024: 3.31e-06 + +==================== +Epoch #1516 | Time: 00d 06h 44m | LR: 1.25e-04 | Epoch time: 15.43 | Train loss: 5.92e-06 | Val loss: 2.12e-06 +Target 018 has maximum loss 4.76e-06; Target 002 has minimum loss 4.05e-07 +Target 000: 2.11e-06 |Target 001: 1.76e-06 |Target 002: 4.05e-07 |Target 003: 7.80e-07 |Target 004: 7.32e-07 +Target 005: 1.75e-06 |Target 006: 4.25e-06 |Target 007: 7.58e-07 |Target 008: 2.11e-06 |Target 009: 2.34e-06 +Target 010: 4.09e-07 |Target 011: 7.42e-07 |Target 012: 6.56e-07 |Target 013: 1.62e-06 |Target 014: 9.23e-07 +Target 015: 9.53e-07 |Target 016: 2.28e-06 |Target 017: 1.50e-06 |Target 018: 4.76e-06 |Target 019: 3.75e-06 +Target 020: 7.68e-07 |Target 021: 2.19e-06 |Target 022: 9.04e-07 |Target 023: 3.71e-06 |Target 024: 3.04e-06 + +==================== +Epoch #1517 | Time: 00d 06h 44m | LR: 1.25e-04 | Epoch time: 15.49 | Train loss: 5.95e-06 | Val loss: 2.28e-06 +Target 006 has maximum loss 7.37e-06; Target 002 has minimum loss 4.06e-07 +Target 000: 3.83e-06 |Target 001: 1.50e-06 |Target 002: 4.06e-07 |Target 003: 8.25e-07 |Target 004: 8.83e-07 +Target 005: 2.87e-06 |Target 006: 7.37e-06 |Target 007: 7.32e-07 |Target 008: 2.19e-06 |Target 009: 2.61e-06 +Target 010: 4.56e-07 |Target 011: 7.28e-07 |Target 012: 6.86e-07 |Target 013: 1.49e-06 |Target 014: 1.03e-06 +Target 015: 9.80e-07 |Target 016: 2.28e-06 |Target 017: 1.71e-06 |Target 018: 4.98e-06 |Target 019: 4.02e-06 +Target 020: 7.71e-07 |Target 021: 2.30e-06 |Target 022: 9.52e-07 |Target 023: 3.89e-06 |Target 024: 3.33e-06 + +==================== +Epoch #1518 | Time: 00d 06h 45m | LR: 1.25e-04 | Epoch time: 15.36 | Train loss: 5.95e-06 | Val loss: 2.25e-06 +Target 006 has maximum loss 9.19e-06; Target 002 has minimum loss 3.77e-07 +Target 000: 2.27e-06 |Target 001: 1.31e-06 |Target 002: 3.77e-07 |Target 003: 7.69e-07 |Target 004: 7.34e-07 +Target 005: 2.07e-06 |Target 006: 9.19e-06 |Target 007: 8.00e-07 |Target 008: 2.51e-06 |Target 009: 2.53e-06 +Target 010: 4.14e-07 |Target 011: 7.44e-07 |Target 012: 6.47e-07 |Target 013: 1.51e-06 |Target 014: 9.43e-07 +Target 015: 8.94e-07 |Target 016: 2.62e-06 |Target 017: 1.53e-06 |Target 018: 4.90e-06 |Target 019: 3.91e-06 +Target 020: 7.50e-07 |Target 021: 2.55e-06 |Target 022: 8.91e-07 |Target 023: 3.89e-06 |Target 024: 3.36e-06 + +==================== +Epoch #1519 | Time: 00d 06h 45m | LR: 1.25e-04 | Epoch time: 15.37 | Train loss: 5.92e-06 | Val loss: 2.25e-06 +Target 018 has maximum loss 4.98e-06; Target 002 has minimum loss 3.95e-07 +Target 000: 2.37e-06 |Target 001: 1.90e-06 |Target 002: 3.95e-07 |Target 003: 7.53e-07 |Target 004: 7.55e-07 +Target 005: 2.10e-06 |Target 006: 4.88e-06 |Target 007: 7.87e-07 |Target 008: 2.27e-06 |Target 009: 2.56e-06 +Target 010: 4.07e-07 |Target 011: 7.75e-07 |Target 012: 7.90e-07 |Target 013: 1.48e-06 |Target 014: 9.36e-07 +Target 015: 9.80e-07 |Target 016: 2.28e-06 |Target 017: 1.47e-06 |Target 018: 4.98e-06 |Target 019: 3.88e-06 +Target 020: 7.58e-07 |Target 021: 2.17e-06 |Target 022: 9.04e-07 |Target 023: 3.86e-06 |Target 024: 3.58e-06 + +==================== +Epoch #1520 | Time: 00d 06h 45m | LR: 1.25e-04 | Epoch time: 15.56 | Train loss: 5.94e-06 | Val loss: 2.23e-06 +Target 006 has maximum loss 4.98e-06; Target 002 has minimum loss 4.34e-07 +Target 000: 3.18e-06 |Target 001: 2.20e-06 |Target 002: 4.34e-07 |Target 003: 8.38e-07 |Target 004: 8.00e-07 +Target 005: 1.75e-06 |Target 006: 4.98e-06 |Target 007: 7.37e-07 |Target 008: 2.38e-06 |Target 009: 2.28e-06 +Target 010: 4.48e-07 |Target 011: 7.77e-07 |Target 012: 6.89e-07 |Target 013: 1.66e-06 |Target 014: 1.03e-06 +Target 015: 9.61e-07 |Target 016: 2.76e-06 |Target 017: 1.47e-06 |Target 018: 4.91e-06 |Target 019: 3.91e-06 +Target 020: 7.77e-07 |Target 021: 2.24e-06 |Target 022: 1.04e-06 |Target 023: 3.80e-06 |Target 024: 3.22e-06 + +==================== +Epoch #1521 | Time: 00d 06h 45m | LR: 1.25e-04 | Epoch time: 15.44 | Train loss: 5.95e-06 | Val loss: 2.11e-06 +Target 006 has maximum loss 4.79e-06; Target 002 has minimum loss 3.75e-07 +Target 000: 1.80e-06 |Target 001: 1.89e-06 |Target 002: 3.75e-07 |Target 003: 6.92e-07 |Target 004: 7.01e-07 +Target 005: 2.20e-06 |Target 006: 4.79e-06 |Target 007: 7.14e-07 |Target 008: 2.15e-06 |Target 009: 2.38e-06 +Target 010: 4.00e-07 |Target 011: 7.18e-07 |Target 012: 6.54e-07 |Target 013: 1.43e-06 |Target 014: 9.35e-07 +Target 015: 8.95e-07 |Target 016: 2.23e-06 |Target 017: 1.53e-06 |Target 018: 4.59e-06 |Target 019: 3.76e-06 +Target 020: 7.52e-07 |Target 021: 2.27e-06 |Target 022: 8.95e-07 |Target 023: 3.67e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1522 | Time: 00d 06h 46m | LR: 1.25e-04 | Epoch time: 15.58 | Train loss: 5.93e-06 | Val loss: 2.24e-06 +Target 018 has maximum loss 5.01e-06; Target 010 has minimum loss 4.31e-07 +Target 000: 3.05e-06 |Target 001: 1.56e-06 |Target 002: 5.18e-07 |Target 003: 6.91e-07 |Target 004: 7.78e-07 +Target 005: 1.95e-06 |Target 006: 4.46e-06 |Target 007: 7.23e-07 |Target 008: 2.36e-06 |Target 009: 2.50e-06 +Target 010: 4.31e-07 |Target 011: 7.52e-07 |Target 012: 7.76e-07 |Target 013: 1.48e-06 |Target 014: 9.69e-07 +Target 015: 9.04e-07 |Target 016: 2.38e-06 |Target 017: 1.50e-06 |Target 018: 5.01e-06 |Target 019: 3.96e-06 +Target 020: 8.04e-07 |Target 021: 2.26e-06 |Target 022: 9.10e-07 |Target 023: 3.87e-06 |Target 024: 3.39e-06 + +==================== +Epoch #1523 | Time: 00d 06h 46m | LR: 1.25e-04 | Epoch time: 15.63 | Train loss: 5.95e-06 | Val loss: 2.25e-06 +Target 018 has maximum loss 5.35e-06; Target 002 has minimum loss 4.50e-07 +Target 000: 2.07e-06 |Target 001: 1.70e-06 |Target 002: 4.50e-07 |Target 003: 7.43e-07 |Target 004: 7.26e-07 +Target 005: 2.63e-06 |Target 006: 4.71e-06 |Target 007: 7.91e-07 |Target 008: 2.36e-06 |Target 009: 2.38e-06 +Target 010: 4.80e-07 |Target 011: 7.88e-07 |Target 012: 6.83e-07 |Target 013: 1.51e-06 |Target 014: 9.71e-07 +Target 015: 9.26e-07 |Target 016: 2.33e-06 |Target 017: 1.50e-06 |Target 018: 5.35e-06 |Target 019: 3.83e-06 +Target 020: 7.67e-07 |Target 021: 2.41e-06 |Target 022: 9.41e-07 |Target 023: 3.79e-06 |Target 024: 3.45e-06 + +==================== +Epoch #1524 | Time: 00d 06h 46m | LR: 1.25e-04 | Epoch time: 15.43 | Train loss: 6.00e-06 | Val loss: 2.30e-06 +Target 006 has maximum loss 1.07e-05; Target 002 has minimum loss 4.32e-07 +Target 000: 2.03e-06 |Target 001: 3.84e-06 |Target 002: 4.32e-07 |Target 003: 9.66e-07 |Target 004: 7.22e-07 +Target 005: 1.26e-06 |Target 006: 1.07e-05 |Target 007: 7.58e-07 |Target 008: 2.35e-06 |Target 009: 2.53e-06 +Target 010: 4.37e-07 |Target 011: 8.79e-07 |Target 012: 8.05e-07 |Target 013: 1.56e-06 |Target 014: 9.41e-07 +Target 015: 9.44e-07 |Target 016: 2.37e-06 |Target 017: 1.57e-06 |Target 018: 4.95e-06 |Target 019: 4.02e-06 +Target 020: 7.76e-07 |Target 021: 2.31e-06 |Target 022: 9.56e-07 |Target 023: 3.90e-06 |Target 024: 3.39e-06 + +==================== +Epoch #1525 | Time: 00d 06h 46m | LR: 1.25e-04 | Epoch time: 15.40 | Train loss: 5.96e-06 | Val loss: 2.17e-06 +Target 018 has maximum loss 4.82e-06; Target 002 has minimum loss 3.81e-07 +Target 000: 2.13e-06 |Target 001: 2.74e-06 |Target 002: 3.81e-07 |Target 003: 7.66e-07 |Target 004: 7.15e-07 +Target 005: 1.34e-06 |Target 006: 4.71e-06 |Target 007: 7.15e-07 |Target 008: 2.18e-06 |Target 009: 2.53e-06 +Target 010: 4.14e-07 |Target 011: 7.39e-07 |Target 012: 6.44e-07 |Target 013: 1.52e-06 |Target 014: 9.44e-07 +Target 015: 9.65e-07 |Target 016: 2.27e-06 |Target 017: 1.49e-06 |Target 018: 4.82e-06 |Target 019: 3.82e-06 +Target 020: 7.64e-07 |Target 021: 2.30e-06 |Target 022: 8.99e-07 |Target 023: 3.85e-06 |Target 024: 3.18e-06 + +==================== +Epoch #1526 | Time: 00d 06h 47m | LR: 1.25e-04 | Epoch time: 15.32 | Train loss: 5.91e-06 | Val loss: 2.21e-06 +Target 006 has maximum loss 5.06e-06; Target 010 has minimum loss 4.55e-07 +Target 000: 2.42e-06 |Target 001: 4.30e-06 |Target 002: 5.03e-07 |Target 003: 7.72e-07 |Target 004: 8.01e-07 +Target 005: 2.29e-06 |Target 006: 5.06e-06 |Target 007: 7.40e-07 |Target 008: 2.26e-06 |Target 009: 2.46e-06 +Target 010: 4.55e-07 |Target 011: 7.49e-07 |Target 012: 6.47e-07 |Target 013: 1.68e-06 |Target 014: 9.32e-07 +Target 015: 9.85e-07 |Target 016: 2.26e-06 |Target 017: 1.47e-06 |Target 018: 5.01e-06 |Target 019: 3.89e-06 +Target 020: 8.62e-07 |Target 021: 2.23e-06 |Target 022: 9.06e-07 |Target 023: 3.78e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1527 | Time: 00d 06h 47m | LR: 1.25e-04 | Epoch time: 15.42 | Train loss: 5.91e-06 | Val loss: 2.15e-06 +Target 006 has maximum loss 5.02e-06; Target 002 has minimum loss 4.02e-07 +Target 000: 1.84e-06 |Target 001: 1.87e-06 |Target 002: 4.02e-07 |Target 003: 7.45e-07 |Target 004: 7.04e-07 +Target 005: 1.92e-06 |Target 006: 5.02e-06 |Target 007: 7.04e-07 |Target 008: 2.21e-06 |Target 009: 2.39e-06 +Target 010: 4.07e-07 |Target 011: 7.23e-07 |Target 012: 6.66e-07 |Target 013: 1.50e-06 |Target 014: 9.33e-07 +Target 015: 9.36e-07 |Target 016: 2.28e-06 |Target 017: 1.55e-06 |Target 018: 4.78e-06 |Target 019: 3.80e-06 +Target 020: 7.67e-07 |Target 021: 2.24e-06 |Target 022: 9.09e-07 |Target 023: 3.79e-06 |Target 024: 3.15e-06 + +==================== +Epoch #1528 | Time: 00d 06h 47m | LR: 1.25e-04 | Epoch time: 15.46 | Train loss: 5.94e-06 | Val loss: 2.37e-06 +Target 006 has maximum loss 7.73e-06; Target 010 has minimum loss 4.17e-07 +Target 000: 2.25e-06 |Target 001: 2.60e-06 |Target 002: 4.19e-07 |Target 003: 6.48e-07 |Target 004: 6.96e-07 +Target 005: 1.15e-06 |Target 006: 7.73e-06 |Target 007: 7.20e-07 |Target 008: 2.09e-06 |Target 009: 2.31e-06 +Target 010: 4.17e-07 |Target 011: 7.08e-07 |Target 012: 8.69e-07 |Target 013: 1.61e-06 |Target 014: 9.16e-07 +Target 015: 8.87e-07 |Target 016: 2.19e-06 |Target 017: 1.74e-06 |Target 018: 5.04e-06 |Target 019: 3.78e-06 +Target 020: 7.68e-07 |Target 021: 2.22e-06 |Target 022: 9.11e-07 |Target 023: 3.76e-06 |Target 024: 4.32e-06 + +==================== +Epoch #1529 | Time: 00d 06h 47m | LR: 1.25e-04 | Epoch time: 15.52 | Train loss: 5.93e-06 | Val loss: 2.15e-06 +Target 018 has maximum loss 4.73e-06; Target 010 has minimum loss 3.87e-07 +Target 000: 1.61e-06 |Target 001: 1.31e-06 |Target 002: 4.13e-07 |Target 003: 7.23e-07 |Target 004: 7.75e-07 +Target 005: 1.39e-06 |Target 006: 4.27e-06 |Target 007: 7.38e-07 |Target 008: 2.13e-06 |Target 009: 2.45e-06 +Target 010: 3.87e-07 |Target 011: 7.22e-07 |Target 012: 6.67e-07 |Target 013: 1.49e-06 |Target 014: 9.33e-07 +Target 015: 9.20e-07 |Target 016: 2.21e-06 |Target 017: 1.54e-06 |Target 018: 4.73e-06 |Target 019: 3.84e-06 +Target 020: 7.60e-07 |Target 021: 2.25e-06 |Target 022: 9.18e-07 |Target 023: 3.83e-06 |Target 024: 3.22e-06 + +==================== +Epoch #1530 | Time: 00d 06h 48m | LR: 1.25e-04 | Epoch time: 15.35 | Train loss: 5.93e-06 | Val loss: 2.18e-06 +Target 006 has maximum loss 5.32e-06; Target 002 has minimum loss 3.96e-07 +Target 000: 2.93e-06 |Target 001: 1.61e-06 |Target 002: 3.96e-07 |Target 003: 7.81e-07 |Target 004: 7.17e-07 +Target 005: 2.83e-06 |Target 006: 5.32e-06 |Target 007: 7.30e-07 |Target 008: 2.18e-06 |Target 009: 2.33e-06 +Target 010: 4.44e-07 |Target 011: 7.31e-07 |Target 012: 7.41e-07 |Target 013: 1.51e-06 |Target 014: 9.51e-07 +Target 015: 9.25e-07 |Target 016: 2.26e-06 |Target 017: 1.47e-06 |Target 018: 4.85e-06 |Target 019: 3.83e-06 +Target 020: 7.54e-07 |Target 021: 2.17e-06 |Target 022: 9.44e-07 |Target 023: 3.78e-06 |Target 024: 3.23e-06 + +==================== +Epoch #1531 | Time: 00d 06h 48m | LR: 1.25e-04 | Epoch time: 15.29 | Train loss: 5.94e-06 | Val loss: 2.14e-06 +Target 006 has maximum loss 6.37e-06; Target 002 has minimum loss 3.80e-07 +Target 000: 1.71e-06 |Target 001: 2.51e-06 |Target 002: 3.80e-07 |Target 003: 6.92e-07 |Target 004: 6.84e-07 +Target 005: 2.22e-06 |Target 006: 6.37e-06 |Target 007: 7.31e-07 |Target 008: 2.17e-06 |Target 009: 2.32e-06 +Target 010: 3.96e-07 |Target 011: 7.03e-07 |Target 012: 6.69e-07 |Target 013: 1.45e-06 |Target 014: 9.19e-07 +Target 015: 9.15e-07 |Target 016: 2.25e-06 |Target 017: 1.57e-06 |Target 018: 4.77e-06 |Target 019: 3.78e-06 +Target 020: 8.12e-07 |Target 021: 2.21e-06 |Target 022: 8.86e-07 |Target 023: 3.66e-06 |Target 024: 3.17e-06 + +==================== +Epoch #1532 | Time: 00d 06h 48m | LR: 1.25e-04 | Epoch time: 15.42 | Train loss: 5.91e-06 | Val loss: 2.26e-06 +Target 006 has maximum loss 5.38e-06; Target 010 has minimum loss 3.99e-07 +Target 000: 2.04e-06 |Target 001: 2.18e-06 |Target 002: 4.10e-07 |Target 003: 7.86e-07 |Target 004: 7.38e-07 +Target 005: 1.24e-06 |Target 006: 5.38e-06 |Target 007: 8.00e-07 |Target 008: 2.19e-06 |Target 009: 2.34e-06 +Target 010: 3.99e-07 |Target 011: 7.06e-07 |Target 012: 9.05e-07 |Target 013: 1.59e-06 |Target 014: 1.07e-06 +Target 015: 9.09e-07 |Target 016: 2.29e-06 |Target 017: 1.90e-06 |Target 018: 4.82e-06 |Target 019: 3.83e-06 +Target 020: 7.83e-07 |Target 021: 2.19e-06 |Target 022: 1.05e-06 |Target 023: 3.79e-06 |Target 024: 3.48e-06 + +==================== +Epoch #1533 | Time: 00d 06h 48m | LR: 1.25e-04 | Epoch time: 15.34 | Train loss: 5.92e-06 | Val loss: 2.11e-06 +Target 018 has maximum loss 4.67e-06; Target 010 has minimum loss 3.77e-07 +Target 000: 1.94e-06 |Target 001: 1.64e-06 |Target 002: 4.05e-07 |Target 003: 6.80e-07 |Target 004: 6.98e-07 +Target 005: 1.49e-06 |Target 006: 4.15e-06 |Target 007: 7.22e-07 |Target 008: 2.11e-06 |Target 009: 2.26e-06 +Target 010: 3.77e-07 |Target 011: 7.21e-07 |Target 012: 6.47e-07 |Target 013: 1.62e-06 |Target 014: 9.35e-07 +Target 015: 9.13e-07 |Target 016: 2.24e-06 |Target 017: 1.44e-06 |Target 018: 4.67e-06 |Target 019: 3.79e-06 +Target 020: 7.66e-07 |Target 021: 2.14e-06 |Target 022: 8.99e-07 |Target 023: 3.79e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1534 | Time: 00d 06h 49m | LR: 1.25e-04 | Epoch time: 15.59 | Train loss: 5.93e-06 | Val loss: 2.18e-06 +Target 018 has maximum loss 4.84e-06; Target 002 has minimum loss 3.77e-07 +Target 000: 2.39e-06 |Target 001: 4.14e-06 |Target 002: 3.77e-07 |Target 003: 6.70e-07 |Target 004: 7.85e-07 +Target 005: 1.44e-06 |Target 006: 4.35e-06 |Target 007: 6.98e-07 |Target 008: 2.16e-06 |Target 009: 2.49e-06 +Target 010: 3.81e-07 |Target 011: 7.12e-07 |Target 012: 9.04e-07 |Target 013: 1.53e-06 |Target 014: 9.65e-07 +Target 015: 8.71e-07 |Target 016: 2.43e-06 |Target 017: 1.52e-06 |Target 018: 4.84e-06 |Target 019: 3.83e-06 +Target 020: 7.98e-07 |Target 021: 2.16e-06 |Target 022: 8.94e-07 |Target 023: 3.71e-06 |Target 024: 3.19e-06 + +==================== +Epoch #1535 | Time: 00d 06h 49m | LR: 1.25e-04 | Epoch time: 15.47 | Train loss: 6.00e-06 | Val loss: 2.18e-06 +Target 006 has maximum loss 5.57e-06; Target 002 has minimum loss 4.00e-07 +Target 000: 2.36e-06 |Target 001: 1.98e-06 |Target 002: 4.00e-07 |Target 003: 9.36e-07 |Target 004: 7.21e-07 +Target 005: 1.60e-06 |Target 006: 5.57e-06 |Target 007: 8.99e-07 |Target 008: 2.25e-06 |Target 009: 2.37e-06 +Target 010: 4.53e-07 |Target 011: 7.33e-07 |Target 012: 6.49e-07 |Target 013: 1.48e-06 |Target 014: 1.03e-06 +Target 015: 9.24e-07 |Target 016: 2.69e-06 |Target 017: 1.52e-06 |Target 018: 4.85e-06 |Target 019: 3.79e-06 +Target 020: 7.43e-07 |Target 021: 2.23e-06 |Target 022: 9.31e-07 |Target 023: 3.77e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1536 | Time: 00d 06h 49m | LR: 1.25e-04 | Epoch time: 15.51 | Train loss: 5.92e-06 | Val loss: 2.30e-06 +Target 006 has maximum loss 5.44e-06; Target 002 has minimum loss 4.42e-07 +Target 000: 4.51e-06 |Target 001: 3.29e-06 |Target 002: 4.42e-07 |Target 003: 7.70e-07 |Target 004: 8.81e-07 +Target 005: 2.09e-06 |Target 006: 5.44e-06 |Target 007: 7.62e-07 |Target 008: 2.34e-06 |Target 009: 2.44e-06 +Target 010: 5.27e-07 |Target 011: 7.42e-07 |Target 012: 8.09e-07 |Target 013: 1.91e-06 |Target 014: 9.63e-07 +Target 015: 1.14e-06 |Target 016: 2.30e-06 |Target 017: 1.70e-06 |Target 018: 5.42e-06 |Target 019: 3.94e-06 +Target 020: 8.14e-07 |Target 021: 2.29e-06 |Target 022: 9.21e-07 |Target 023: 3.86e-06 |Target 024: 3.23e-06 + +==================== +Epoch #1537 | Time: 00d 06h 50m | LR: 1.25e-04 | Epoch time: 15.58 | Train loss: 5.96e-06 | Val loss: 2.44e-06 +Target 006 has maximum loss 9.34e-06; Target 010 has minimum loss 3.90e-07 +Target 000: 1.97e-06 |Target 001: 2.14e-06 |Target 002: 3.98e-07 |Target 003: 7.23e-07 |Target 004: 7.10e-07 +Target 005: 1.10e-06 |Target 006: 9.34e-06 |Target 007: 7.30e-07 |Target 008: 2.30e-06 |Target 009: 2.41e-06 +Target 010: 3.90e-07 |Target 011: 7.51e-07 |Target 012: 1.02e-06 |Target 013: 1.74e-06 |Target 014: 9.47e-07 +Target 015: 9.12e-07 |Target 016: 2.50e-06 |Target 017: 1.67e-06 |Target 018: 4.89e-06 |Target 019: 3.94e-06 +Target 020: 7.60e-07 |Target 021: 2.27e-06 |Target 022: 9.12e-07 |Target 023: 3.76e-06 |Target 024: 4.54e-06 + +==================== +Epoch #1538 | Time: 00d 06h 50m | LR: 1.25e-04 | Epoch time: 15.38 | Train loss: 5.91e-06 | Val loss: 2.41e-06 +Target 006 has maximum loss 5.46e-06; Target 002 has minimum loss 4.19e-07 +Target 000: 2.15e-06 |Target 001: 1.64e-06 |Target 002: 4.19e-07 |Target 003: 8.71e-07 |Target 004: 7.54e-07 +Target 005: 1.41e-06 |Target 006: 5.46e-06 |Target 007: 7.44e-07 |Target 008: 2.24e-06 |Target 009: 2.38e-06 +Target 010: 4.23e-07 |Target 011: 7.49e-07 |Target 012: 1.09e-06 |Target 013: 1.74e-06 |Target 014: 1.02e-06 +Target 015: 9.42e-07 |Target 016: 2.38e-06 |Target 017: 1.71e-06 |Target 018: 5.30e-06 |Target 019: 3.86e-06 +Target 020: 8.17e-07 |Target 021: 2.30e-06 |Target 022: 1.00e-06 |Target 023: 3.92e-06 |Target 024: 4.16e-06 + +==================== +Epoch #1539 | Time: 00d 06h 50m | LR: 1.25e-04 | Epoch time: 15.39 | Train loss: 6.04e-06 | Val loss: 2.28e-06 +Target 006 has maximum loss 7.38e-06; Target 002 has minimum loss 4.12e-07 +Target 000: 1.75e-06 |Target 001: 2.11e-06 |Target 002: 4.12e-07 |Target 003: 7.87e-07 |Target 004: 7.29e-07 +Target 005: 2.44e-06 |Target 006: 7.38e-06 |Target 007: 8.07e-07 |Target 008: 2.43e-06 |Target 009: 2.58e-06 +Target 010: 4.59e-07 |Target 011: 7.90e-07 |Target 012: 7.11e-07 |Target 013: 1.56e-06 |Target 014: 9.75e-07 +Target 015: 8.90e-07 |Target 016: 2.58e-06 |Target 017: 1.50e-06 |Target 018: 4.91e-06 |Target 019: 3.95e-06 +Target 020: 7.85e-07 |Target 021: 2.32e-06 |Target 022: 9.32e-07 |Target 023: 3.75e-06 |Target 024: 3.58e-06 + +==================== +Epoch #1540 | Time: 00d 06h 50m | LR: 1.25e-04 | Epoch time: 15.43 | Train loss: 5.91e-06 | Val loss: 2.27e-06 +Target 006 has maximum loss 7.65e-06; Target 010 has minimum loss 3.97e-07 +Target 000: 2.16e-06 |Target 001: 2.32e-06 |Target 002: 4.03e-07 |Target 003: 7.13e-07 |Target 004: 7.34e-07 +Target 005: 1.51e-06 |Target 006: 7.65e-06 |Target 007: 7.13e-07 |Target 008: 2.11e-06 |Target 009: 2.30e-06 +Target 010: 3.97e-07 |Target 011: 7.06e-07 |Target 012: 7.20e-07 |Target 013: 1.58e-06 |Target 014: 9.35e-07 +Target 015: 9.38e-07 |Target 016: 2.23e-06 |Target 017: 1.60e-06 |Target 018: 4.78e-06 |Target 019: 3.76e-06 +Target 020: 7.43e-07 |Target 021: 2.14e-06 |Target 022: 9.31e-07 |Target 023: 3.71e-06 |Target 024: 3.87e-06 + +==================== +Epoch #1541 | Time: 00d 06h 51m | LR: 1.25e-04 | Epoch time: 15.47 | Train loss: 5.97e-06 | Val loss: 2.32e-06 +Target 006 has maximum loss 1.05e-05; Target 002 has minimum loss 3.98e-07 +Target 000: 3.14e-06 |Target 001: 2.45e-06 |Target 002: 3.98e-07 |Target 003: 6.99e-07 |Target 004: 7.00e-07 +Target 005: 3.61e-06 |Target 006: 1.05e-05 |Target 007: 7.39e-07 |Target 008: 2.23e-06 |Target 009: 2.27e-06 +Target 010: 4.31e-07 |Target 011: 7.39e-07 |Target 012: 6.63e-07 |Target 013: 1.58e-06 |Target 014: 9.24e-07 +Target 015: 9.10e-07 |Target 016: 2.24e-06 |Target 017: 1.68e-06 |Target 018: 4.80e-06 |Target 019: 3.82e-06 +Target 020: 7.92e-07 |Target 021: 2.19e-06 |Target 022: 8.87e-07 |Target 023: 3.74e-06 |Target 024: 3.97e-06 + +==================== +Epoch #1542 | Time: 00d 06h 51m | LR: 1.25e-04 | Epoch time: 15.34 | Train loss: 5.95e-06 | Val loss: 2.30e-06 +Target 006 has maximum loss 1.04e-05; Target 002 has minimum loss 3.87e-07 +Target 000: 4.18e-06 |Target 001: 6.47e-06 |Target 002: 3.87e-07 |Target 003: 7.20e-07 |Target 004: 7.48e-07 +Target 005: 1.92e-06 |Target 006: 1.04e-05 |Target 007: 7.84e-07 |Target 008: 2.16e-06 |Target 009: 2.76e-06 +Target 010: 3.98e-07 |Target 011: 7.55e-07 |Target 012: 6.99e-07 |Target 013: 1.54e-06 |Target 014: 9.52e-07 +Target 015: 9.97e-07 |Target 016: 2.27e-06 |Target 017: 1.67e-06 |Target 018: 4.97e-06 |Target 019: 3.84e-06 +Target 020: 8.81e-07 |Target 021: 2.21e-06 |Target 022: 9.60e-07 |Target 023: 3.86e-06 |Target 024: 3.32e-06 + +==================== +Epoch #1543 | Time: 00d 06h 51m | LR: 1.25e-04 | Epoch time: 15.49 | Train loss: 6.01e-06 | Val loss: 2.28e-06 +Target 006 has maximum loss 6.76e-06; Target 002 has minimum loss 4.01e-07 +Target 000: 1.97e-06 |Target 001: 2.30e-06 |Target 002: 4.01e-07 |Target 003: 9.16e-07 |Target 004: 8.34e-07 +Target 005: 2.95e-06 |Target 006: 6.76e-06 |Target 007: 7.82e-07 |Target 008: 2.40e-06 |Target 009: 2.39e-06 +Target 010: 4.57e-07 |Target 011: 8.52e-07 |Target 012: 8.03e-07 |Target 013: 1.93e-06 |Target 014: 9.44e-07 +Target 015: 9.57e-07 |Target 016: 2.54e-06 |Target 017: 1.64e-06 |Target 018: 4.99e-06 |Target 019: 3.95e-06 +Target 020: 8.02e-07 |Target 021: 2.27e-06 |Target 022: 9.40e-07 |Target 023: 3.72e-06 |Target 024: 3.39e-06 + +==================== +Epoch #1544 | Time: 00d 06h 51m | LR: 1.25e-04 | Epoch time: 15.50 | Train loss: 5.91e-06 | Val loss: 2.17e-06 +Target 006 has maximum loss 5.53e-06; Target 010 has minimum loss 3.93e-07 +Target 000: 1.98e-06 |Target 001: 1.95e-06 |Target 002: 3.98e-07 |Target 003: 8.71e-07 |Target 004: 7.17e-07 +Target 005: 1.35e-06 |Target 006: 5.53e-06 |Target 007: 7.28e-07 |Target 008: 2.27e-06 |Target 009: 2.46e-06 +Target 010: 3.93e-07 |Target 011: 7.04e-07 |Target 012: 6.58e-07 |Target 013: 1.71e-06 |Target 014: 9.17e-07 +Target 015: 8.81e-07 |Target 016: 2.47e-06 |Target 017: 1.59e-06 |Target 018: 5.05e-06 |Target 019: 3.78e-06 +Target 020: 7.41e-07 |Target 021: 2.18e-06 |Target 022: 8.88e-07 |Target 023: 3.76e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1545 | Time: 00d 06h 52m | LR: 1.25e-04 | Epoch time: 15.43 | Train loss: 5.92e-06 | Val loss: 2.17e-06 +Target 018 has maximum loss 4.90e-06; Target 002 has minimum loss 3.96e-07 +Target 000: 2.73e-06 |Target 001: 2.29e-06 |Target 002: 3.96e-07 |Target 003: 6.94e-07 |Target 004: 7.30e-07 +Target 005: 1.62e-06 |Target 006: 4.74e-06 |Target 007: 8.23e-07 |Target 008: 2.18e-06 |Target 009: 2.37e-06 +Target 010: 4.33e-07 |Target 011: 7.25e-07 |Target 012: 8.16e-07 |Target 013: 1.48e-06 |Target 014: 9.21e-07 +Target 015: 9.24e-07 |Target 016: 2.26e-06 |Target 017: 1.54e-06 |Target 018: 4.90e-06 |Target 019: 3.79e-06 +Target 020: 7.36e-07 |Target 021: 2.12e-06 |Target 022: 9.00e-07 |Target 023: 3.73e-06 |Target 024: 3.24e-06 + +==================== +Epoch #1546 | Time: 00d 06h 52m | LR: 1.25e-04 | Epoch time: 15.36 | Train loss: 5.97e-06 | Val loss: 2.19e-06 +Target 006 has maximum loss 4.94e-06; Target 002 has minimum loss 4.00e-07 +Target 000: 3.23e-06 |Target 001: 3.88e-06 |Target 002: 4.00e-07 |Target 003: 6.50e-07 |Target 004: 7.10e-07 +Target 005: 2.69e-06 |Target 006: 4.94e-06 |Target 007: 8.21e-07 |Target 008: 2.14e-06 |Target 009: 2.35e-06 +Target 010: 4.07e-07 |Target 011: 7.88e-07 |Target 012: 7.42e-07 |Target 013: 1.55e-06 |Target 014: 9.70e-07 +Target 015: 9.20e-07 |Target 016: 2.25e-06 |Target 017: 1.55e-06 |Target 018: 4.75e-06 |Target 019: 3.83e-06 +Target 020: 7.55e-07 |Target 021: 2.14e-06 |Target 022: 9.04e-07 |Target 023: 3.77e-06 |Target 024: 3.22e-06 + +==================== +Epoch #1547 | Time: 00d 06h 52m | LR: 1.25e-04 | Epoch time: 15.39 | Train loss: 5.92e-06 | Val loss: 2.25e-06 +Target 018 has maximum loss 4.93e-06; Target 002 has minimum loss 4.29e-07 +Target 000: 2.40e-06 |Target 001: 1.78e-06 |Target 002: 4.29e-07 |Target 003: 8.42e-07 |Target 004: 7.43e-07 +Target 005: 1.95e-06 |Target 006: 4.16e-06 |Target 007: 8.87e-07 |Target 008: 2.25e-06 |Target 009: 2.36e-06 +Target 010: 4.63e-07 |Target 011: 7.11e-07 |Target 012: 7.10e-07 |Target 013: 1.45e-06 |Target 014: 9.67e-07 +Target 015: 9.09e-07 |Target 016: 2.40e-06 |Target 017: 1.50e-06 |Target 018: 4.93e-06 |Target 019: 3.92e-06 +Target 020: 7.69e-07 |Target 021: 2.21e-06 |Target 022: 9.42e-07 |Target 023: 3.92e-06 |Target 024: 3.57e-06 + +==================== +Epoch #1548 | Time: 00d 06h 52m | LR: 1.25e-04 | Epoch time: 15.51 | Train loss: 5.91e-06 | Val loss: 2.19e-06 +Target 018 has maximum loss 4.87e-06; Target 010 has minimum loss 4.03e-07 +Target 000: 1.96e-06 |Target 001: 3.97e-06 |Target 002: 4.30e-07 |Target 003: 8.05e-07 |Target 004: 6.97e-07 +Target 005: 2.66e-06 |Target 006: 4.10e-06 |Target 007: 8.21e-07 |Target 008: 2.21e-06 |Target 009: 2.45e-06 +Target 010: 4.03e-07 |Target 011: 7.40e-07 |Target 012: 6.80e-07 |Target 013: 1.48e-06 |Target 014: 9.21e-07 +Target 015: 9.10e-07 |Target 016: 2.27e-06 |Target 017: 1.47e-06 |Target 018: 4.87e-06 |Target 019: 3.84e-06 +Target 020: 7.60e-07 |Target 021: 2.21e-06 |Target 022: 9.23e-07 |Target 023: 3.71e-06 |Target 024: 3.34e-06 + +==================== +Epoch #1549 | Time: 00d 06h 53m | LR: 1.25e-04 | Epoch time: 15.33 | Train loss: 5.89e-06 | Val loss: 2.21e-06 +Target 006 has maximum loss 5.47e-06; Target 002 has minimum loss 4.04e-07 +Target 000: 2.99e-06 |Target 001: 2.27e-06 |Target 002: 4.04e-07 |Target 003: 6.78e-07 |Target 004: 8.03e-07 +Target 005: 1.46e-06 |Target 006: 5.47e-06 |Target 007: 9.68e-07 |Target 008: 2.21e-06 |Target 009: 2.38e-06 +Target 010: 4.67e-07 |Target 011: 7.19e-07 |Target 012: 6.66e-07 |Target 013: 1.67e-06 |Target 014: 9.21e-07 +Target 015: 9.21e-07 |Target 016: 2.26e-06 |Target 017: 1.52e-06 |Target 018: 4.82e-06 |Target 019: 3.91e-06 +Target 020: 7.72e-07 |Target 021: 2.20e-06 |Target 022: 9.12e-07 |Target 023: 3.96e-06 |Target 024: 3.24e-06 + +==================== +Epoch #1550 | Time: 00d 06h 53m | LR: 1.25e-04 | Epoch time: 15.54 | Train loss: 5.90e-06 | Val loss: 2.27e-06 +Target 006 has maximum loss 5.73e-06; Target 002 has minimum loss 3.81e-07 +Target 000: 1.74e-06 |Target 001: 1.47e-06 |Target 002: 3.81e-07 |Target 003: 6.58e-07 |Target 004: 7.09e-07 +Target 005: 1.57e-06 |Target 006: 5.73e-06 |Target 007: 7.27e-07 |Target 008: 2.14e-06 |Target 009: 2.43e-06 +Target 010: 3.91e-07 |Target 011: 7.17e-07 |Target 012: 1.06e-06 |Target 013: 1.57e-06 |Target 014: 9.29e-07 +Target 015: 8.95e-07 |Target 016: 2.17e-06 |Target 017: 1.79e-06 |Target 018: 4.95e-06 |Target 019: 3.76e-06 +Target 020: 7.72e-07 |Target 021: 2.14e-06 |Target 022: 8.98e-07 |Target 023: 3.69e-06 |Target 024: 3.84e-06 + +==================== +Epoch #1551 | Time: 00d 06h 53m | LR: 1.25e-04 | Epoch time: 15.42 | Train loss: 5.89e-06 | Val loss: 2.15e-06 +Target 006 has maximum loss 6.54e-06; Target 002 has minimum loss 3.89e-07 +Target 000: 1.61e-06 |Target 001: 2.29e-06 |Target 002: 3.89e-07 |Target 003: 7.26e-07 |Target 004: 7.12e-07 +Target 005: 1.21e-06 |Target 006: 6.54e-06 |Target 007: 7.50e-07 |Target 008: 2.09e-06 |Target 009: 2.32e-06 +Target 010: 4.07e-07 |Target 011: 8.64e-07 |Target 012: 7.78e-07 |Target 013: 1.43e-06 |Target 014: 9.47e-07 +Target 015: 8.95e-07 |Target 016: 2.27e-06 |Target 017: 1.47e-06 |Target 018: 4.70e-06 |Target 019: 3.86e-06 +Target 020: 7.99e-07 |Target 021: 2.20e-06 |Target 022: 9.74e-07 |Target 023: 3.76e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1552 | Time: 00d 06h 53m | LR: 1.25e-04 | Epoch time: 15.39 | Train loss: 5.93e-06 | Val loss: 2.17e-06 +Target 018 has maximum loss 4.81e-06; Target 010 has minimum loss 4.15e-07 +Target 000: 1.89e-06 |Target 001: 1.83e-06 |Target 002: 4.68e-07 |Target 003: 8.48e-07 |Target 004: 7.04e-07 +Target 005: 1.59e-06 |Target 006: 4.26e-06 |Target 007: 7.33e-07 |Target 008: 2.17e-06 |Target 009: 2.42e-06 +Target 010: 4.15e-07 |Target 011: 8.00e-07 |Target 012: 6.67e-07 |Target 013: 1.52e-06 |Target 014: 9.50e-07 +Target 015: 9.06e-07 |Target 016: 2.25e-06 |Target 017: 1.52e-06 |Target 018: 4.81e-06 |Target 019: 3.86e-06 +Target 020: 7.59e-07 |Target 021: 2.28e-06 |Target 022: 9.15e-07 |Target 023: 3.78e-06 |Target 024: 3.25e-06 + +==================== +Epoch #1553 | Time: 00d 06h 54m | LR: 1.25e-04 | Epoch time: 15.44 | Train loss: 5.91e-06 | Val loss: 2.22e-06 +Target 006 has maximum loss 6.98e-06; Target 002 has minimum loss 3.86e-07 +Target 000: 3.58e-06 |Target 001: 1.46e-06 |Target 002: 3.86e-07 |Target 003: 6.52e-07 |Target 004: 7.44e-07 +Target 005: 3.09e-06 |Target 006: 6.98e-06 |Target 007: 7.22e-07 |Target 008: 2.12e-06 |Target 009: 2.60e-06 +Target 010: 4.07e-07 |Target 011: 7.45e-07 |Target 012: 7.40e-07 |Target 013: 1.60e-06 |Target 014: 9.32e-07 +Target 015: 9.60e-07 |Target 016: 2.37e-06 |Target 017: 1.52e-06 |Target 018: 4.75e-06 |Target 019: 3.79e-06 +Target 020: 9.58e-07 |Target 021: 2.35e-06 |Target 022: 9.43e-07 |Target 023: 3.68e-06 |Target 024: 3.37e-06 + +==================== +Epoch #1554 | Time: 00d 06h 54m | LR: 1.25e-04 | Epoch time: 15.30 | Train loss: 5.89e-06 | Val loss: 2.21e-06 +Target 006 has maximum loss 5.62e-06; Target 010 has minimum loss 3.77e-07 +Target 000: 1.84e-06 |Target 001: 1.24e-06 |Target 002: 3.81e-07 |Target 003: 6.98e-07 |Target 004: 7.17e-07 +Target 005: 1.69e-06 |Target 006: 5.62e-06 |Target 007: 7.26e-07 |Target 008: 2.14e-06 |Target 009: 2.37e-06 +Target 010: 3.77e-07 |Target 011: 7.20e-07 |Target 012: 6.45e-07 |Target 013: 1.52e-06 |Target 014: 9.31e-07 +Target 015: 9.43e-07 |Target 016: 2.48e-06 |Target 017: 1.47e-06 |Target 018: 5.05e-06 |Target 019: 3.85e-06 +Target 020: 7.54e-07 |Target 021: 2.37e-06 |Target 022: 8.95e-07 |Target 023: 3.68e-06 |Target 024: 3.51e-06 + +==================== +Epoch #1555 | Time: 00d 06h 54m | LR: 1.25e-04 | Epoch time: 15.50 | Train loss: 5.88e-06 | Val loss: 2.15e-06 +Target 018 has maximum loss 5.18e-06; Target 002 has minimum loss 3.84e-07 +Target 000: 3.04e-06 |Target 001: 1.61e-06 |Target 002: 3.84e-07 |Target 003: 8.71e-07 |Target 004: 7.09e-07 +Target 005: 1.66e-06 |Target 006: 4.70e-06 |Target 007: 7.68e-07 |Target 008: 2.20e-06 |Target 009: 2.28e-06 +Target 010: 4.19e-07 |Target 011: 7.13e-07 |Target 012: 6.62e-07 |Target 013: 1.46e-06 |Target 014: 9.49e-07 +Target 015: 8.87e-07 |Target 016: 2.25e-06 |Target 017: 1.46e-06 |Target 018: 5.18e-06 |Target 019: 3.84e-06 +Target 020: 7.43e-07 |Target 021: 2.21e-06 |Target 022: 9.10e-07 |Target 023: 3.74e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1556 | Time: 00d 06h 55m | LR: 1.25e-04 | Epoch time: 15.51 | Train loss: 5.91e-06 | Val loss: 2.15e-06 +Target 018 has maximum loss 4.83e-06; Target 002 has minimum loss 3.74e-07 +Target 000: 1.85e-06 |Target 001: 1.33e-06 |Target 002: 3.74e-07 |Target 003: 7.04e-07 |Target 004: 8.42e-07 +Target 005: 1.30e-06 |Target 006: 4.24e-06 |Target 007: 8.06e-07 |Target 008: 2.11e-06 |Target 009: 2.34e-06 +Target 010: 4.08e-07 |Target 011: 8.30e-07 |Target 012: 6.60e-07 |Target 013: 1.46e-06 |Target 014: 9.42e-07 +Target 015: 9.49e-07 |Target 016: 2.29e-06 |Target 017: 1.47e-06 |Target 018: 4.83e-06 |Target 019: 3.81e-06 +Target 020: 8.99e-07 |Target 021: 2.35e-06 |Target 022: 9.26e-07 |Target 023: 3.73e-06 |Target 024: 3.21e-06 + +==================== +Epoch #1557 | Time: 00d 06h 55m | LR: 1.25e-04 | Epoch time: 15.52 | Train loss: 5.92e-06 | Val loss: 2.18e-06 +Target 006 has maximum loss 4.85e-06; Target 002 has minimum loss 3.86e-07 +Target 000: 1.97e-06 |Target 001: 1.60e-06 |Target 002: 3.86e-07 |Target 003: 6.86e-07 |Target 004: 7.32e-07 +Target 005: 1.28e-06 |Target 006: 4.85e-06 |Target 007: 7.43e-07 |Target 008: 2.20e-06 |Target 009: 2.45e-06 +Target 010: 4.03e-07 |Target 011: 7.66e-07 |Target 012: 6.51e-07 |Target 013: 1.55e-06 |Target 014: 9.43e-07 +Target 015: 9.18e-07 |Target 016: 2.35e-06 |Target 017: 1.91e-06 |Target 018: 4.65e-06 |Target 019: 3.80e-06 +Target 020: 7.76e-07 |Target 021: 2.21e-06 |Target 022: 9.26e-07 |Target 023: 3.72e-06 |Target 024: 3.33e-06 + +==================== +Epoch #1558 | Time: 00d 06h 55m | LR: 1.25e-04 | Epoch time: 15.52 | Train loss: 5.94e-06 | Val loss: 2.28e-06 +Target 006 has maximum loss 4.97e-06; Target 002 has minimum loss 4.69e-07 +Target 000: 1.76e-06 |Target 001: 1.40e-06 |Target 002: 4.69e-07 |Target 003: 9.94e-07 |Target 004: 1.02e-06 +Target 005: 3.08e-06 |Target 006: 4.97e-06 |Target 007: 8.35e-07 |Target 008: 2.29e-06 |Target 009: 2.45e-06 +Target 010: 5.57e-07 |Target 011: 7.31e-07 |Target 012: 7.03e-07 |Target 013: 1.55e-06 |Target 014: 9.61e-07 +Target 015: 1.08e-06 |Target 016: 2.33e-06 |Target 017: 1.56e-06 |Target 018: 4.94e-06 |Target 019: 4.00e-06 +Target 020: 7.81e-07 |Target 021: 2.40e-06 |Target 022: 9.61e-07 |Target 023: 4.05e-06 |Target 024: 3.36e-06 + +==================== +Epoch #1559 | Time: 00d 06h 55m | LR: 1.25e-04 | Epoch time: 15.46 | Train loss: 5.91e-06 | Val loss: 2.18e-06 +Target 018 has maximum loss 4.94e-06; Target 010 has minimum loss 3.88e-07 +Target 000: 2.78e-06 |Target 001: 2.38e-06 |Target 002: 4.06e-07 |Target 003: 6.47e-07 |Target 004: 7.20e-07 +Target 005: 1.74e-06 |Target 006: 4.43e-06 |Target 007: 7.33e-07 |Target 008: 2.21e-06 |Target 009: 2.39e-06 +Target 010: 3.88e-07 |Target 011: 7.32e-07 |Target 012: 7.54e-07 |Target 013: 1.62e-06 |Target 014: 9.44e-07 +Target 015: 8.87e-07 |Target 016: 2.32e-06 |Target 017: 1.47e-06 |Target 018: 4.94e-06 |Target 019: 3.83e-06 +Target 020: 7.45e-07 |Target 021: 2.16e-06 |Target 022: 9.00e-07 |Target 023: 3.72e-06 |Target 024: 3.26e-06 + +==================== +Epoch #1560 | Time: 00d 06h 56m | LR: 1.25e-04 | Epoch time: 15.42 | Train loss: 5.87e-06 | Val loss: 2.23e-06 +Target 006 has maximum loss 5.97e-06; Target 010 has minimum loss 3.69e-07 +Target 000: 4.32e-06 |Target 001: 1.95e-06 |Target 002: 3.98e-07 |Target 003: 7.16e-07 |Target 004: 7.12e-07 +Target 005: 1.71e-06 |Target 006: 5.97e-06 |Target 007: 7.80e-07 |Target 008: 2.16e-06 |Target 009: 2.37e-06 +Target 010: 3.69e-07 |Target 011: 6.92e-07 |Target 012: 6.99e-07 |Target 013: 1.56e-06 |Target 014: 9.66e-07 +Target 015: 8.91e-07 |Target 016: 2.51e-06 |Target 017: 1.54e-06 |Target 018: 5.21e-06 |Target 019: 3.79e-06 +Target 020: 8.97e-07 |Target 021: 2.19e-06 |Target 022: 9.35e-07 |Target 023: 3.78e-06 |Target 024: 3.36e-06 + +==================== +Epoch #1561 | Time: 00d 06h 56m | LR: 1.25e-04 | Epoch time: 15.42 | Train loss: 5.91e-06 | Val loss: 2.33e-06 +Target 006 has maximum loss 8.16e-06; Target 002 has minimum loss 3.74e-07 +Target 000: 2.31e-06 |Target 001: 1.38e-06 |Target 002: 3.74e-07 |Target 003: 7.08e-07 |Target 004: 7.66e-07 +Target 005: 1.33e-06 |Target 006: 8.16e-06 |Target 007: 7.08e-07 |Target 008: 2.22e-06 |Target 009: 2.33e-06 +Target 010: 4.06e-07 |Target 011: 7.56e-07 |Target 012: 1.15e-06 |Target 013: 1.80e-06 |Target 014: 9.38e-07 +Target 015: 9.65e-07 |Target 016: 2.38e-06 |Target 017: 1.69e-06 |Target 018: 4.88e-06 |Target 019: 3.73e-06 +Target 020: 7.69e-07 |Target 021: 2.23e-06 |Target 022: 9.13e-07 |Target 023: 3.65e-06 |Target 024: 4.05e-06 + +==================== +Epoch #1562 | Time: 00d 06h 56m | LR: 1.25e-04 | Epoch time: 15.38 | Train loss: 5.89e-06 | Val loss: 2.25e-06 +Target 006 has maximum loss 5.81e-06; Target 010 has minimum loss 3.89e-07 +Target 000: 2.76e-06 |Target 001: 5.77e-06 |Target 002: 3.95e-07 |Target 003: 7.38e-07 |Target 004: 7.53e-07 +Target 005: 3.16e-06 |Target 006: 5.81e-06 |Target 007: 7.36e-07 |Target 008: 2.20e-06 |Target 009: 2.39e-06 +Target 010: 3.89e-07 |Target 011: 7.58e-07 |Target 012: 7.26e-07 |Target 013: 1.48e-06 |Target 014: 1.01e-06 +Target 015: 9.29e-07 |Target 016: 2.39e-06 |Target 017: 1.55e-06 |Target 018: 4.99e-06 |Target 019: 3.96e-06 +Target 020: 8.80e-07 |Target 021: 2.27e-06 |Target 022: 9.47e-07 |Target 023: 3.88e-06 |Target 024: 3.20e-06 + +==================== +Epoch #1563 | Time: 00d 06h 56m | LR: 1.25e-04 | Epoch time: 15.41 | Train loss: 5.88e-06 | Val loss: 2.15e-06 +Target 006 has maximum loss 4.93e-06; Target 002 has minimum loss 3.87e-07 +Target 000: 1.67e-06 |Target 001: 1.12e-06 |Target 002: 3.87e-07 |Target 003: 6.73e-07 |Target 004: 7.00e-07 +Target 005: 2.95e-06 |Target 006: 4.93e-06 |Target 007: 8.42e-07 |Target 008: 2.16e-06 |Target 009: 2.43e-06 +Target 010: 4.34e-07 |Target 011: 7.20e-07 |Target 012: 6.60e-07 |Target 013: 1.42e-06 |Target 014: 9.58e-07 +Target 015: 8.74e-07 |Target 016: 2.12e-06 |Target 017: 1.43e-06 |Target 018: 4.68e-06 |Target 019: 3.84e-06 +Target 020: 7.32e-07 |Target 021: 2.45e-06 |Target 022: 8.80e-07 |Target 023: 3.79e-06 |Target 024: 3.25e-06 + +==================== +Epoch #1564 | Time: 00d 06h 57m | LR: 1.25e-04 | Epoch time: 15.49 | Train loss: 5.94e-06 | Val loss: 2.31e-06 +Target 006 has maximum loss 1.00e-05; Target 010 has minimum loss 4.30e-07 +Target 000: 4.20e-06 |Target 001: 6.24e-06 |Target 002: 4.31e-07 |Target 003: 7.29e-07 |Target 004: 6.96e-07 +Target 005: 3.79e-06 |Target 006: 1.00e-05 |Target 007: 7.02e-07 |Target 008: 2.22e-06 |Target 009: 2.44e-06 +Target 010: 4.30e-07 |Target 011: 7.05e-07 |Target 012: 7.13e-07 |Target 013: 1.71e-06 |Target 014: 1.03e-06 +Target 015: 9.38e-07 |Target 016: 2.24e-06 |Target 017: 1.58e-06 |Target 018: 5.28e-06 |Target 019: 3.83e-06 +Target 020: 7.96e-07 |Target 021: 2.27e-06 |Target 022: 9.74e-07 |Target 023: 3.88e-06 |Target 024: 3.25e-06 + +==================== +Epoch #1565 | Time: 00d 06h 57m | LR: 1.25e-04 | Epoch time: 15.39 | Train loss: 5.94e-06 | Val loss: 2.37e-06 +Target 006 has maximum loss 7.11e-06; Target 002 has minimum loss 4.23e-07 +Target 000: 2.07e-06 |Target 001: 4.67e-06 |Target 002: 4.23e-07 |Target 003: 8.55e-07 |Target 004: 7.23e-07 +Target 005: 2.75e-06 |Target 006: 7.11e-06 |Target 007: 7.51e-07 |Target 008: 2.41e-06 |Target 009: 2.49e-06 +Target 010: 4.47e-07 |Target 011: 7.56e-07 |Target 012: 1.14e-06 |Target 013: 1.56e-06 |Target 014: 9.61e-07 +Target 015: 9.17e-07 |Target 016: 2.68e-06 |Target 017: 1.63e-06 |Target 018: 5.16e-06 |Target 019: 3.94e-06 +Target 020: 7.45e-07 |Target 021: 2.29e-06 |Target 022: 9.51e-07 |Target 023: 3.78e-06 |Target 024: 3.82e-06 + +==================== +Epoch #1566 | Time: 00d 06h 57m | LR: 1.25e-04 | Epoch time: 15.36 | Train loss: 5.93e-06 | Val loss: 2.25e-06 +Target 006 has maximum loss 5.35e-06; Target 010 has minimum loss 4.41e-07 +Target 000: 1.75e-06 |Target 001: 1.96e-06 |Target 002: 4.55e-07 |Target 003: 6.94e-07 |Target 004: 7.92e-07 +Target 005: 1.51e-06 |Target 006: 5.35e-06 |Target 007: 7.78e-07 |Target 008: 2.38e-06 |Target 009: 2.52e-06 +Target 010: 4.41e-07 |Target 011: 7.74e-07 |Target 012: 7.18e-07 |Target 013: 1.61e-06 |Target 014: 9.47e-07 +Target 015: 9.47e-07 |Target 016: 2.43e-06 |Target 017: 1.71e-06 |Target 018: 5.22e-06 |Target 019: 3.89e-06 +Target 020: 8.31e-07 |Target 021: 2.27e-06 |Target 022: 9.40e-07 |Target 023: 3.84e-06 |Target 024: 3.35e-06 + +==================== +Epoch #1567 | Time: 00d 06h 57m | LR: 1.25e-04 | Epoch time: 15.41 | Train loss: 5.89e-06 | Val loss: 2.37e-06 +Target 006 has maximum loss 1.11e-05; Target 010 has minimum loss 3.87e-07 +Target 000: 4.73e-06 |Target 001: 2.94e-06 |Target 002: 3.89e-07 |Target 003: 7.95e-07 |Target 004: 7.55e-07 +Target 005: 1.65e-06 |Target 006: 1.11e-05 |Target 007: 7.28e-07 |Target 008: 2.47e-06 |Target 009: 2.44e-06 +Target 010: 3.87e-07 |Target 011: 7.19e-07 |Target 012: 7.34e-07 |Target 013: 1.65e-06 |Target 014: 9.18e-07 +Target 015: 9.32e-07 |Target 016: 2.29e-06 |Target 017: 1.56e-06 |Target 018: 5.66e-06 |Target 019: 3.86e-06 +Target 020: 7.88e-07 |Target 021: 2.20e-06 |Target 022: 9.02e-07 |Target 023: 3.73e-06 |Target 024: 3.81e-06 + +==================== +Epoch #1568 | Time: 00d 06h 58m | LR: 1.25e-04 | Epoch time: 15.40 | Train loss: 5.97e-06 | Val loss: 2.35e-06 +Target 006 has maximum loss 7.06e-06; Target 010 has minimum loss 3.97e-07 +Target 000: 6.40e-06 |Target 001: 2.76e-06 |Target 002: 4.01e-07 |Target 003: 7.06e-07 |Target 004: 7.90e-07 +Target 005: 2.46e-06 |Target 006: 7.06e-06 |Target 007: 9.22e-07 |Target 008: 2.14e-06 |Target 009: 2.66e-06 +Target 010: 3.97e-07 |Target 011: 7.14e-07 |Target 012: 9.28e-07 |Target 013: 2.14e-06 |Target 014: 9.82e-07 +Target 015: 9.53e-07 |Target 016: 2.18e-06 |Target 017: 1.99e-06 |Target 018: 5.43e-06 |Target 019: 3.84e-06 +Target 020: 8.31e-07 |Target 021: 2.27e-06 |Target 022: 9.47e-07 |Target 023: 3.81e-06 |Target 024: 3.32e-06 + +==================== +Epoch #1569 | Time: 00d 06h 58m | LR: 1.25e-04 | Epoch time: 15.50 | Train loss: 5.93e-06 | Val loss: 2.15e-06 +Target 018 has maximum loss 4.65e-06; Target 002 has minimum loss 3.89e-07 +Target 000: 1.75e-06 |Target 001: 1.13e-06 |Target 002: 3.89e-07 |Target 003: 8.13e-07 |Target 004: 7.26e-07 +Target 005: 2.45e-06 |Target 006: 4.03e-06 |Target 007: 7.37e-07 |Target 008: 2.20e-06 |Target 009: 2.25e-06 +Target 010: 4.18e-07 |Target 011: 7.26e-07 |Target 012: 6.30e-07 |Target 013: 1.52e-06 |Target 014: 9.07e-07 +Target 015: 1.04e-06 |Target 016: 2.23e-06 |Target 017: 1.50e-06 |Target 018: 4.65e-06 |Target 019: 3.79e-06 +Target 020: 7.44e-07 |Target 021: 2.13e-06 |Target 022: 9.00e-07 |Target 023: 3.73e-06 |Target 024: 3.40e-06 + +==================== +Epoch #1570 | Time: 00d 06h 58m | LR: 1.25e-04 | Epoch time: 15.34 | Train loss: 5.93e-06 | Val loss: 2.41e-06 +Target 006 has maximum loss 8.59e-06; Target 010 has minimum loss 4.01e-07 +Target 000: 2.91e-06 |Target 001: 1.22e-06 |Target 002: 4.37e-07 |Target 003: 8.49e-07 |Target 004: 7.94e-07 +Target 005: 2.83e-06 |Target 006: 8.59e-06 |Target 007: 7.67e-07 |Target 008: 2.30e-06 |Target 009: 2.34e-06 +Target 010: 4.01e-07 |Target 011: 7.36e-07 |Target 012: 6.54e-07 |Target 013: 1.80e-06 |Target 014: 9.85e-07 +Target 015: 8.97e-07 |Target 016: 2.56e-06 |Target 017: 2.66e-06 |Target 018: 4.81e-06 |Target 019: 3.90e-06 +Target 020: 7.56e-07 |Target 021: 2.22e-06 |Target 022: 9.75e-07 |Target 023: 3.87e-06 |Target 024: 3.95e-06 + +==================== +Epoch #1571 | Time: 00d 06h 58m | LR: 1.25e-04 | Epoch time: 15.53 | Train loss: 5.96e-06 | Val loss: 2.24e-06 +Target 006 has maximum loss 7.26e-06; Target 010 has minimum loss 3.87e-07 +Target 000: 2.93e-06 |Target 001: 2.32e-06 |Target 002: 4.28e-07 |Target 003: 7.36e-07 |Target 004: 6.94e-07 +Target 005: 2.08e-06 |Target 006: 7.26e-06 |Target 007: 7.24e-07 |Target 008: 2.23e-06 |Target 009: 2.51e-06 +Target 010: 3.87e-07 |Target 011: 7.44e-07 |Target 012: 7.70e-07 |Target 013: 1.62e-06 |Target 014: 9.95e-07 +Target 015: 1.00e-06 |Target 016: 2.40e-06 |Target 017: 1.53e-06 |Target 018: 5.14e-06 |Target 019: 3.89e-06 +Target 020: 7.73e-07 |Target 021: 2.33e-06 |Target 022: 9.23e-07 |Target 023: 3.93e-06 |Target 024: 3.18e-06 + +==================== +Epoch #1572 | Time: 00d 06h 59m | LR: 1.25e-04 | Epoch time: 15.74 | Train loss: 5.98e-06 | Val loss: 2.30e-06 +Target 018 has maximum loss 4.87e-06; Target 002 has minimum loss 4.04e-07 +Target 000: 4.29e-06 |Target 001: 2.03e-06 |Target 002: 4.04e-07 |Target 003: 8.75e-07 |Target 004: 8.03e-07 +Target 005: 3.03e-06 |Target 006: 4.31e-06 |Target 007: 9.08e-07 |Target 008: 2.17e-06 |Target 009: 2.84e-06 +Target 010: 4.13e-07 |Target 011: 7.76e-07 |Target 012: 7.68e-07 |Target 013: 1.74e-06 |Target 014: 1.02e-06 +Target 015: 8.99e-07 |Target 016: 2.44e-06 |Target 017: 1.73e-06 |Target 018: 4.87e-06 |Target 019: 3.98e-06 +Target 020: 8.15e-07 |Target 021: 2.30e-06 |Target 022: 1.04e-06 |Target 023: 3.84e-06 |Target 024: 3.35e-06 + +==================== +Epoch #1573 | Time: 00d 06h 59m | LR: 1.25e-04 | Epoch time: 15.37 | Train loss: 5.95e-06 | Val loss: 2.20e-06 +Target 006 has maximum loss 6.45e-06; Target 002 has minimum loss 4.19e-07 +Target 000: 2.06e-06 |Target 001: 1.78e-06 |Target 002: 4.19e-07 |Target 003: 9.04e-07 |Target 004: 7.32e-07 +Target 005: 2.09e-06 |Target 006: 6.45e-06 |Target 007: 6.96e-07 |Target 008: 2.29e-06 |Target 009: 2.38e-06 +Target 010: 4.77e-07 |Target 011: 7.15e-07 |Target 012: 6.40e-07 |Target 013: 1.74e-06 |Target 014: 9.23e-07 +Target 015: 1.01e-06 |Target 016: 2.34e-06 |Target 017: 1.45e-06 |Target 018: 4.99e-06 |Target 019: 3.81e-06 +Target 020: 7.72e-07 |Target 021: 2.28e-06 |Target 022: 9.08e-07 |Target 023: 3.72e-06 |Target 024: 3.31e-06 + +==================== +Epoch #1574 | Time: 00d 06h 59m | LR: 1.25e-04 | Epoch time: 15.47 | Train loss: 5.88e-06 | Val loss: 2.16e-06 +Target 018 has maximum loss 4.87e-06; Target 010 has minimum loss 3.75e-07 +Target 000: 1.87e-06 |Target 001: 1.58e-06 |Target 002: 3.76e-07 |Target 003: 7.87e-07 |Target 004: 7.12e-07 +Target 005: 3.00e-06 |Target 006: 4.70e-06 |Target 007: 8.63e-07 |Target 008: 2.16e-06 |Target 009: 2.42e-06 +Target 010: 3.75e-07 |Target 011: 7.50e-07 |Target 012: 6.47e-07 |Target 013: 1.52e-06 |Target 014: 9.23e-07 +Target 015: 8.93e-07 |Target 016: 2.60e-06 |Target 017: 1.54e-06 |Target 018: 4.87e-06 |Target 019: 3.88e-06 +Target 020: 7.45e-07 |Target 021: 2.16e-06 |Target 022: 9.17e-07 |Target 023: 3.76e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1575 | Time: 00d 07h 00m | LR: 1.25e-04 | Epoch time: 15.48 | Train loss: 5.91e-06 | Val loss: 2.27e-06 +Target 006 has maximum loss 8.34e-06; Target 010 has minimum loss 3.94e-07 +Target 000: 2.05e-06 |Target 001: 2.41e-06 |Target 002: 4.25e-07 |Target 003: 6.61e-07 |Target 004: 7.84e-07 +Target 005: 2.15e-06 |Target 006: 8.34e-06 |Target 007: 7.19e-07 |Target 008: 2.11e-06 |Target 009: 2.41e-06 +Target 010: 3.94e-07 |Target 011: 6.93e-07 |Target 012: 8.24e-07 |Target 013: 1.70e-06 |Target 014: 9.17e-07 +Target 015: 9.03e-07 |Target 016: 2.21e-06 |Target 017: 1.77e-06 |Target 018: 4.75e-06 |Target 019: 3.75e-06 +Target 020: 7.50e-07 |Target 021: 2.25e-06 |Target 022: 8.93e-07 |Target 023: 3.68e-06 |Target 024: 3.73e-06 + +==================== +Epoch #1576 | Time: 00d 07h 00m | LR: 1.25e-04 | Epoch time: 15.31 | Train loss: 5.89e-06 | Val loss: 2.23e-06 +Target 006 has maximum loss 1.13e-05; Target 002 has minimum loss 4.08e-07 +Target 000: 2.73e-06 |Target 001: 1.94e-06 |Target 002: 4.08e-07 |Target 003: 6.81e-07 |Target 004: 7.15e-07 +Target 005: 2.42e-06 |Target 006: 1.13e-05 |Target 007: 7.09e-07 |Target 008: 2.19e-06 |Target 009: 2.38e-06 +Target 010: 4.13e-07 |Target 011: 7.12e-07 |Target 012: 6.20e-07 |Target 013: 1.53e-06 |Target 014: 9.43e-07 +Target 015: 9.31e-07 |Target 016: 2.33e-06 |Target 017: 1.47e-06 |Target 018: 5.07e-06 |Target 019: 3.72e-06 +Target 020: 7.51e-07 |Target 021: 2.19e-06 |Target 022: 9.11e-07 |Target 023: 3.72e-06 |Target 024: 3.39e-06 + +==================== +Epoch #1577 | Time: 00d 07h 00m | LR: 1.25e-04 | Epoch time: 15.37 | Train loss: 5.95e-06 | Val loss: 2.14e-06 +Target 006 has maximum loss 5.06e-06; Target 010 has minimum loss 3.78e-07 +Target 000: 1.77e-06 |Target 001: 1.59e-06 |Target 002: 3.88e-07 |Target 003: 6.79e-07 |Target 004: 7.25e-07 +Target 005: 2.09e-06 |Target 006: 5.06e-06 |Target 007: 7.44e-07 |Target 008: 2.19e-06 |Target 009: 2.48e-06 +Target 010: 3.78e-07 |Target 011: 7.01e-07 |Target 012: 6.64e-07 |Target 013: 1.45e-06 |Target 014: 9.97e-07 +Target 015: 9.10e-07 |Target 016: 2.16e-06 |Target 017: 1.47e-06 |Target 018: 4.94e-06 |Target 019: 3.73e-06 +Target 020: 7.51e-07 |Target 021: 2.23e-06 |Target 022: 9.09e-07 |Target 023: 3.68e-06 |Target 024: 3.15e-06 + +==================== +Epoch #1578 | Time: 00d 07h 00m | LR: 1.25e-04 | Epoch time: 15.57 | Train loss: 5.91e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 5.02e-06; Target 002 has minimum loss 3.91e-07 +Target 000: 2.02e-06 |Target 001: 1.77e-06 |Target 002: 3.91e-07 |Target 003: 7.40e-07 |Target 004: 7.11e-07 +Target 005: 1.19e-06 |Target 006: 5.02e-06 |Target 007: 7.18e-07 |Target 008: 2.21e-06 |Target 009: 2.30e-06 +Target 010: 4.14e-07 |Target 011: 7.53e-07 |Target 012: 6.71e-07 |Target 013: 1.48e-06 |Target 014: 9.18e-07 +Target 015: 9.38e-07 |Target 016: 2.15e-06 |Target 017: 1.39e-06 |Target 018: 4.76e-06 |Target 019: 3.75e-06 +Target 020: 7.41e-07 |Target 021: 2.16e-06 |Target 022: 8.87e-07 |Target 023: 3.70e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1579 | Time: 00d 07h 01m | LR: 1.25e-04 | Epoch time: 15.38 | Train loss: 5.85e-06 | Val loss: 2.13e-06 +Target 006 has maximum loss 4.95e-06; Target 002 has minimum loss 3.87e-07 +Target 000: 2.08e-06 |Target 001: 1.24e-06 |Target 002: 3.87e-07 |Target 003: 8.24e-07 |Target 004: 6.98e-07 +Target 005: 2.41e-06 |Target 006: 4.95e-06 |Target 007: 7.19e-07 |Target 008: 2.50e-06 |Target 009: 2.38e-06 +Target 010: 4.15e-07 |Target 011: 7.31e-07 |Target 012: 6.51e-07 |Target 013: 1.53e-06 |Target 014: 9.16e-07 +Target 015: 9.19e-07 |Target 016: 2.33e-06 |Target 017: 1.47e-06 |Target 018: 4.77e-06 |Target 019: 3.80e-06 +Target 020: 7.39e-07 |Target 021: 2.14e-06 |Target 022: 8.83e-07 |Target 023: 3.72e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1580 | Time: 00d 07h 01m | LR: 1.25e-04 | Epoch time: 15.40 | Train loss: 5.89e-06 | Val loss: 2.14e-06 +Target 006 has maximum loss 4.94e-06; Target 010 has minimum loss 3.87e-07 +Target 000: 1.81e-06 |Target 001: 1.50e-06 |Target 002: 4.11e-07 |Target 003: 7.39e-07 |Target 004: 6.80e-07 +Target 005: 2.69e-06 |Target 006: 4.94e-06 |Target 007: 7.49e-07 |Target 008: 2.10e-06 |Target 009: 2.28e-06 +Target 010: 3.87e-07 |Target 011: 8.31e-07 |Target 012: 7.03e-07 |Target 013: 1.53e-06 |Target 014: 9.27e-07 +Target 015: 8.91e-07 |Target 016: 2.28e-06 |Target 017: 1.63e-06 |Target 018: 4.88e-06 |Target 019: 3.84e-06 +Target 020: 7.33e-07 |Target 021: 2.19e-06 |Target 022: 9.14e-07 |Target 023: 3.70e-06 |Target 024: 3.06e-06 + +==================== +Epoch #1581 | Time: 00d 07h 01m | LR: 1.25e-04 | Epoch time: 15.48 | Train loss: 5.98e-06 | Val loss: 2.22e-06 +Target 018 has maximum loss 4.90e-06; Target 010 has minimum loss 3.96e-07 +Target 000: 3.57e-06 |Target 001: 3.14e-06 |Target 002: 4.22e-07 |Target 003: 9.65e-07 |Target 004: 7.65e-07 +Target 005: 3.69e-06 |Target 006: 4.59e-06 |Target 007: 7.37e-07 |Target 008: 2.19e-06 |Target 009: 2.40e-06 +Target 010: 3.96e-07 |Target 011: 7.74e-07 |Target 012: 7.91e-07 |Target 013: 1.50e-06 |Target 014: 9.23e-07 +Target 015: 1.00e-06 |Target 016: 2.32e-06 |Target 017: 1.47e-06 |Target 018: 4.90e-06 |Target 019: 3.90e-06 +Target 020: 7.84e-07 |Target 021: 2.26e-06 |Target 022: 9.54e-07 |Target 023: 3.78e-06 |Target 024: 3.25e-06 + +==================== +Epoch #1582 | Time: 00d 07h 01m | LR: 1.25e-04 | Epoch time: 15.53 | Train loss: 5.85e-06 | Val loss: 2.23e-06 +Target 006 has maximum loss 7.11e-06; Target 002 has minimum loss 3.73e-07 +Target 000: 3.47e-06 |Target 001: 1.61e-06 |Target 002: 3.73e-07 |Target 003: 6.70e-07 |Target 004: 7.19e-07 +Target 005: 1.76e-06 |Target 006: 7.11e-06 |Target 007: 7.33e-07 |Target 008: 2.27e-06 |Target 009: 2.57e-06 +Target 010: 4.71e-07 |Target 011: 7.12e-07 |Target 012: 7.47e-07 |Target 013: 1.47e-06 |Target 014: 9.09e-07 +Target 015: 9.00e-07 |Target 016: 2.32e-06 |Target 017: 1.42e-06 |Target 018: 4.79e-06 |Target 019: 3.76e-06 +Target 020: 8.29e-07 |Target 021: 2.21e-06 |Target 022: 8.95e-07 |Target 023: 3.73e-06 |Target 024: 3.60e-06 + +==================== +Epoch #1583 | Time: 00d 07h 02m | LR: 1.25e-04 | Epoch time: 15.49 | Train loss: 5.88e-06 | Val loss: 2.33e-06 +Target 006 has maximum loss 8.23e-06; Target 010 has minimum loss 3.72e-07 +Target 000: 2.14e-06 |Target 001: 1.79e-06 |Target 002: 3.82e-07 |Target 003: 6.82e-07 |Target 004: 6.85e-07 +Target 005: 1.63e-06 |Target 006: 8.23e-06 |Target 007: 8.36e-07 |Target 008: 2.46e-06 |Target 009: 2.36e-06 +Target 010: 3.72e-07 |Target 011: 7.22e-07 |Target 012: 8.58e-07 |Target 013: 1.72e-06 |Target 014: 9.25e-07 +Target 015: 9.15e-07 |Target 016: 2.48e-06 |Target 017: 1.52e-06 |Target 018: 5.15e-06 |Target 019: 3.85e-06 +Target 020: 8.16e-07 |Target 021: 2.23e-06 |Target 022: 8.96e-07 |Target 023: 3.77e-06 |Target 024: 3.92e-06 + +==================== +Epoch #1584 | Time: 00d 07h 02m | LR: 1.25e-04 | Epoch time: 15.44 | Train loss: 5.92e-06 | Val loss: 2.60e-06 +Target 006 has maximum loss 1.09e-05; Target 002 has minimum loss 4.28e-07 +Target 000: 2.11e-06 |Target 001: 2.15e-06 |Target 002: 4.28e-07 |Target 003: 6.28e-07 |Target 004: 7.08e-07 +Target 005: 1.91e-06 |Target 006: 1.09e-05 |Target 007: 6.99e-07 |Target 008: 2.17e-06 |Target 009: 2.33e-06 +Target 010: 4.50e-07 |Target 011: 6.96e-07 |Target 012: 1.20e-06 |Target 013: 2.00e-06 |Target 014: 9.16e-07 +Target 015: 9.24e-07 |Target 016: 2.19e-06 |Target 017: 1.71e-06 |Target 018: 5.82e-06 |Target 019: 3.73e-06 +Target 020: 8.43e-07 |Target 021: 2.17e-06 |Target 022: 8.95e-07 |Target 023: 3.69e-06 |Target 024: 5.28e-06 + +==================== +Epoch #1585 | Time: 00d 07h 02m | LR: 1.25e-04 | Epoch time: 15.59 | Train loss: 5.91e-06 | Val loss: 2.42e-06 +Target 006 has maximum loss 6.58e-06; Target 002 has minimum loss 4.55e-07 +Target 000: 2.35e-06 |Target 001: 1.94e-06 |Target 002: 4.55e-07 |Target 003: 6.88e-07 |Target 004: 7.52e-07 +Target 005: 1.63e-06 |Target 006: 6.58e-06 |Target 007: 8.37e-07 |Target 008: 2.12e-06 |Target 009: 2.37e-06 +Target 010: 4.82e-07 |Target 011: 7.57e-07 |Target 012: 7.77e-07 |Target 013: 1.72e-06 |Target 014: 9.11e-07 +Target 015: 1.04e-06 |Target 016: 2.38e-06 |Target 017: 1.59e-06 |Target 018: 5.06e-06 |Target 019: 3.76e-06 +Target 020: 8.27e-07 |Target 021: 2.16e-06 |Target 022: 8.91e-07 |Target 023: 3.74e-06 |Target 024: 4.71e-06 + +==================== +Epoch #1586 | Time: 00d 07h 02m | LR: 6.25e-05 | Epoch time: 15.54 | Train loss: 5.80e-06 | Val loss: 2.09e-06 +Target 018 has maximum loss 4.80e-06; Target 002 has minimum loss 3.72e-07 +Target 000: 1.77e-06 |Target 001: 1.51e-06 |Target 002: 3.72e-07 |Target 003: 6.28e-07 |Target 004: 6.96e-07 +Target 005: 1.70e-06 |Target 006: 4.20e-06 |Target 007: 7.33e-07 |Target 008: 2.09e-06 |Target 009: 2.25e-06 +Target 010: 3.75e-07 |Target 011: 7.11e-07 |Target 012: 6.51e-07 |Target 013: 1.42e-06 |Target 014: 9.02e-07 +Target 015: 8.91e-07 |Target 016: 2.13e-06 |Target 017: 1.43e-06 |Target 018: 4.80e-06 |Target 019: 3.73e-06 +Target 020: 7.42e-07 |Target 021: 2.17e-06 |Target 022: 8.88e-07 |Target 023: 3.65e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1587 | Time: 00d 07h 03m | LR: 6.25e-05 | Epoch time: 15.41 | Train loss: 5.78e-06 | Val loss: 2.12e-06 +Target 018 has maximum loss 4.69e-06; Target 002 has minimum loss 3.97e-07 +Target 000: 2.44e-06 |Target 001: 1.61e-06 |Target 002: 3.97e-07 |Target 003: 6.79e-07 |Target 004: 7.81e-07 +Target 005: 1.70e-06 |Target 006: 4.22e-06 |Target 007: 7.12e-07 |Target 008: 2.11e-06 |Target 009: 2.26e-06 +Target 010: 4.08e-07 |Target 011: 7.18e-07 |Target 012: 6.83e-07 |Target 013: 1.43e-06 |Target 014: 9.12e-07 +Target 015: 9.14e-07 |Target 016: 2.20e-06 |Target 017: 1.43e-06 |Target 018: 4.69e-06 |Target 019: 3.80e-06 +Target 020: 7.85e-07 |Target 021: 2.13e-06 |Target 022: 8.93e-07 |Target 023: 3.73e-06 |Target 024: 3.17e-06 + +==================== +Epoch #1588 | Time: 00d 07h 03m | LR: 6.25e-05 | Epoch time: 15.38 | Train loss: 5.79e-06 | Val loss: 2.15e-06 +Target 006 has maximum loss 5.17e-06; Target 002 has minimum loss 3.89e-07 +Target 000: 1.64e-06 |Target 001: 1.29e-06 |Target 002: 3.89e-07 |Target 003: 7.00e-07 |Target 004: 7.31e-07 +Target 005: 1.33e-06 |Target 006: 5.17e-06 |Target 007: 7.31e-07 |Target 008: 2.31e-06 |Target 009: 2.29e-06 +Target 010: 4.24e-07 |Target 011: 7.77e-07 |Target 012: 6.82e-07 |Target 013: 1.52e-06 |Target 014: 9.11e-07 +Target 015: 8.84e-07 |Target 016: 2.24e-06 |Target 017: 1.41e-06 |Target 018: 4.91e-06 |Target 019: 3.79e-06 +Target 020: 7.58e-07 |Target 021: 2.17e-06 |Target 022: 8.92e-07 |Target 023: 3.71e-06 |Target 024: 3.28e-06 + +==================== +Epoch #1589 | Time: 00d 07h 03m | LR: 6.25e-05 | Epoch time: 15.52 | Train loss: 5.78e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 5.03e-06; Target 010 has minimum loss 3.74e-07 +Target 000: 1.60e-06 |Target 001: 1.46e-06 |Target 002: 3.77e-07 |Target 003: 6.69e-07 |Target 004: 7.04e-07 +Target 005: 1.41e-06 |Target 006: 5.03e-06 |Target 007: 6.97e-07 |Target 008: 2.09e-06 |Target 009: 2.26e-06 +Target 010: 3.74e-07 |Target 011: 6.98e-07 |Target 012: 6.43e-07 |Target 013: 1.46e-06 |Target 014: 8.93e-07 +Target 015: 8.69e-07 |Target 016: 2.18e-06 |Target 017: 1.42e-06 |Target 018: 4.64e-06 |Target 019: 3.69e-06 +Target 020: 7.47e-07 |Target 021: 2.14e-06 |Target 022: 8.73e-07 |Target 023: 3.61e-06 |Target 024: 3.15e-06 + +==================== +Epoch #1590 | Time: 00d 07h 03m | LR: 6.25e-05 | Epoch time: 15.40 | Train loss: 5.81e-06 | Val loss: 2.21e-06 +Target 018 has maximum loss 5.08e-06; Target 010 has minimum loss 3.93e-07 +Target 000: 2.48e-06 |Target 001: 2.57e-06 |Target 002: 4.02e-07 |Target 003: 7.43e-07 |Target 004: 7.17e-07 +Target 005: 2.09e-06 |Target 006: 4.46e-06 |Target 007: 8.21e-07 |Target 008: 2.30e-06 |Target 009: 2.46e-06 +Target 010: 3.93e-07 |Target 011: 7.30e-07 |Target 012: 6.41e-07 |Target 013: 1.52e-06 |Target 014: 9.24e-07 +Target 015: 8.95e-07 |Target 016: 2.43e-06 |Target 017: 1.59e-06 |Target 018: 5.08e-06 |Target 019: 3.89e-06 +Target 020: 7.46e-07 |Target 021: 2.28e-06 |Target 022: 9.03e-07 |Target 023: 3.78e-06 |Target 024: 3.31e-06 + +==================== +Epoch #1591 | Time: 00d 07h 04m | LR: 6.25e-05 | Epoch time: 15.41 | Train loss: 5.79e-06 | Val loss: 2.11e-06 +Target 018 has maximum loss 4.71e-06; Target 010 has minimum loss 3.65e-07 +Target 000: 1.54e-06 |Target 001: 1.22e-06 |Target 002: 3.66e-07 |Target 003: 6.23e-07 |Target 004: 6.91e-07 +Target 005: 1.35e-06 |Target 006: 4.59e-06 |Target 007: 6.89e-07 |Target 008: 2.10e-06 |Target 009: 2.26e-06 +Target 010: 3.65e-07 |Target 011: 7.15e-07 |Target 012: 7.41e-07 |Target 013: 1.41e-06 |Target 014: 8.99e-07 +Target 015: 8.79e-07 |Target 016: 2.13e-06 |Target 017: 1.40e-06 |Target 018: 4.71e-06 |Target 019: 3.70e-06 +Target 020: 7.30e-07 |Target 021: 2.11e-06 |Target 022: 8.84e-07 |Target 023: 3.62e-06 |Target 024: 3.38e-06 + +==================== +Epoch #1592 | Time: 00d 07h 04m | LR: 6.25e-05 | Epoch time: 15.52 | Train loss: 5.79e-06 | Val loss: 2.13e-06 +Target 006 has maximum loss 5.94e-06; Target 002 has minimum loss 3.91e-07 +Target 000: 2.02e-06 |Target 001: 1.99e-06 |Target 002: 3.91e-07 |Target 003: 6.37e-07 |Target 004: 6.92e-07 +Target 005: 1.45e-06 |Target 006: 5.94e-06 |Target 007: 6.96e-07 |Target 008: 2.16e-06 |Target 009: 2.32e-06 +Target 010: 3.93e-07 |Target 011: 7.20e-07 |Target 012: 8.98e-07 |Target 013: 1.46e-06 |Target 014: 9.07e-07 +Target 015: 8.60e-07 |Target 016: 2.14e-06 |Target 017: 1.57e-06 |Target 018: 4.77e-06 |Target 019: 3.72e-06 +Target 020: 7.34e-07 |Target 021: 2.11e-06 |Target 022: 8.69e-07 |Target 023: 3.62e-06 |Target 024: 3.22e-06 + +==================== +Epoch #1593 | Time: 00d 07h 04m | LR: 6.25e-05 | Epoch time: 15.43 | Train loss: 5.79e-06 | Val loss: 2.13e-06 +Target 018 has maximum loss 4.80e-06; Target 010 has minimum loss 3.66e-07 +Target 000: 1.62e-06 |Target 001: 1.38e-06 |Target 002: 3.76e-07 |Target 003: 6.73e-07 |Target 004: 7.03e-07 +Target 005: 1.05e-06 |Target 006: 4.67e-06 |Target 007: 6.94e-07 |Target 008: 2.10e-06 |Target 009: 2.30e-06 +Target 010: 3.66e-07 |Target 011: 6.99e-07 |Target 012: 6.17e-07 |Target 013: 1.51e-06 |Target 014: 9.05e-07 +Target 015: 8.75e-07 |Target 016: 2.16e-06 |Target 017: 1.45e-06 |Target 018: 4.80e-06 |Target 019: 3.76e-06 +Target 020: 7.25e-07 |Target 021: 2.14e-06 |Target 022: 8.88e-07 |Target 023: 3.71e-06 |Target 024: 3.33e-06 + +==================== +Epoch #1594 | Time: 00d 07h 05m | LR: 6.25e-05 | Epoch time: 15.35 | Train loss: 5.76e-06 | Val loss: 2.10e-06 +Target 018 has maximum loss 4.67e-06; Target 002 has minimum loss 3.91e-07 +Target 000: 1.44e-06 |Target 001: 1.40e-06 |Target 002: 3.91e-07 |Target 003: 6.89e-07 |Target 004: 6.89e-07 +Target 005: 1.65e-06 |Target 006: 4.36e-06 |Target 007: 7.43e-07 |Target 008: 2.13e-06 |Target 009: 2.25e-06 +Target 010: 4.18e-07 |Target 011: 7.01e-07 |Target 012: 6.24e-07 |Target 013: 1.49e-06 |Target 014: 9.26e-07 +Target 015: 9.23e-07 |Target 016: 2.19e-06 |Target 017: 1.49e-06 |Target 018: 4.67e-06 |Target 019: 3.75e-06 +Target 020: 7.50e-07 |Target 021: 2.18e-06 |Target 022: 8.78e-07 |Target 023: 3.68e-06 |Target 024: 3.17e-06 + +==================== +Epoch #1595 | Time: 00d 07h 05m | LR: 6.25e-05 | Epoch time: 15.43 | Train loss: 5.79e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.73e-06; Target 002 has minimum loss 3.83e-07 +Target 000: 2.02e-06 |Target 001: 1.40e-06 |Target 002: 3.83e-07 |Target 003: 6.70e-07 |Target 004: 7.57e-07 +Target 005: 1.27e-06 |Target 006: 5.73e-06 |Target 007: 7.30e-07 |Target 008: 2.08e-06 |Target 009: 2.28e-06 +Target 010: 4.10e-07 |Target 011: 7.18e-07 |Target 012: 6.55e-07 |Target 013: 1.43e-06 |Target 014: 9.13e-07 +Target 015: 8.88e-07 |Target 016: 2.18e-06 |Target 017: 1.38e-06 |Target 018: 4.75e-06 |Target 019: 3.73e-06 +Target 020: 7.45e-07 |Target 021: 2.11e-06 |Target 022: 9.02e-07 |Target 023: 3.66e-06 |Target 024: 3.03e-06 + +==================== +Epoch #1596 | Time: 00d 07h 05m | LR: 6.25e-05 | Epoch time: 15.34 | Train loss: 5.77e-06 | Val loss: 2.10e-06 +Target 018 has maximum loss 4.69e-06; Target 002 has minimum loss 3.63e-07 +Target 000: 2.67e-06 |Target 001: 1.11e-06 |Target 002: 3.63e-07 |Target 003: 6.50e-07 |Target 004: 6.99e-07 +Target 005: 1.17e-06 |Target 006: 4.58e-06 |Target 007: 7.39e-07 |Target 008: 2.06e-06 |Target 009: 2.28e-06 +Target 010: 3.87e-07 |Target 011: 7.08e-07 |Target 012: 7.32e-07 |Target 013: 1.49e-06 |Target 014: 8.98e-07 +Target 015: 8.79e-07 |Target 016: 2.13e-06 |Target 017: 1.42e-06 |Target 018: 4.69e-06 |Target 019: 3.74e-06 +Target 020: 7.36e-07 |Target 021: 2.11e-06 |Target 022: 8.77e-07 |Target 023: 3.69e-06 |Target 024: 3.19e-06 + +==================== +Epoch #1597 | Time: 00d 07h 05m | LR: 6.25e-05 | Epoch time: 15.54 | Train loss: 5.78e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.62e-06; Target 002 has minimum loss 3.68e-07 +Target 000: 1.99e-06 |Target 001: 1.34e-06 |Target 002: 3.68e-07 |Target 003: 6.21e-07 |Target 004: 6.74e-07 +Target 005: 1.05e-06 |Target 006: 4.18e-06 |Target 007: 7.11e-07 |Target 008: 2.04e-06 |Target 009: 2.27e-06 +Target 010: 3.73e-07 |Target 011: 7.03e-07 |Target 012: 6.51e-07 |Target 013: 1.45e-06 |Target 014: 8.97e-07 +Target 015: 8.65e-07 |Target 016: 2.11e-06 |Target 017: 1.41e-06 |Target 018: 4.62e-06 |Target 019: 3.69e-06 +Target 020: 7.35e-07 |Target 021: 2.12e-06 |Target 022: 8.72e-07 |Target 023: 3.61e-06 |Target 024: 3.05e-06 + +==================== +Epoch #1598 | Time: 00d 07h 06m | LR: 6.25e-05 | Epoch time: 15.42 | Train loss: 5.80e-06 | Val loss: 2.18e-06 +Target 018 has maximum loss 4.68e-06; Target 010 has minimum loss 3.79e-07 +Target 000: 1.63e-06 |Target 001: 2.78e-06 |Target 002: 3.81e-07 |Target 003: 6.22e-07 |Target 004: 6.90e-07 +Target 005: 1.63e-06 |Target 006: 4.23e-06 |Target 007: 7.62e-07 |Target 008: 2.07e-06 |Target 009: 2.25e-06 +Target 010: 3.79e-07 |Target 011: 6.99e-07 |Target 012: 8.45e-07 |Target 013: 1.61e-06 |Target 014: 9.25e-07 +Target 015: 8.99e-07 |Target 016: 2.14e-06 |Target 017: 1.73e-06 |Target 018: 4.68e-06 |Target 019: 3.71e-06 +Target 020: 7.38e-07 |Target 021: 2.09e-06 |Target 022: 9.16e-07 |Target 023: 3.66e-06 |Target 024: 3.52e-06 + +==================== +Epoch #1599 | Time: 00d 07h 06m | LR: 6.25e-05 | Epoch time: 15.52 | Train loss: 5.78e-06 | Val loss: 2.16e-06 +Target 006 has maximum loss 5.09e-06; Target 010 has minimum loss 3.82e-07 +Target 000: 1.43e-06 |Target 001: 1.84e-06 |Target 002: 3.82e-07 |Target 003: 6.24e-07 |Target 004: 6.83e-07 +Target 005: 1.36e-06 |Target 006: 5.09e-06 |Target 007: 6.94e-07 |Target 008: 2.08e-06 |Target 009: 2.30e-06 +Target 010: 3.82e-07 |Target 011: 6.95e-07 |Target 012: 6.67e-07 |Target 013: 1.61e-06 |Target 014: 9.09e-07 +Target 015: 8.72e-07 |Target 016: 2.13e-06 |Target 017: 1.49e-06 |Target 018: 4.77e-06 |Target 019: 3.70e-06 +Target 020: 7.26e-07 |Target 021: 2.13e-06 |Target 022: 8.77e-07 |Target 023: 3.63e-06 |Target 024: 3.55e-06 + +==================== +Epoch #1600 | Time: 00d 07h 06m | LR: 6.25e-05 | Epoch time: 15.54 | Train loss: 5.81e-06 | Val loss: 2.12e-06 +Target 006 has maximum loss 5.97e-06; Target 010 has minimum loss 3.68e-07 +Target 000: 2.38e-06 |Target 001: 1.71e-06 |Target 002: 3.74e-07 |Target 003: 6.55e-07 |Target 004: 6.78e-07 +Target 005: 1.88e-06 |Target 006: 5.97e-06 |Target 007: 7.05e-07 |Target 008: 2.08e-06 |Target 009: 2.28e-06 +Target 010: 3.68e-07 |Target 011: 7.13e-07 |Target 012: 6.88e-07 |Target 013: 1.49e-06 |Target 014: 9.38e-07 +Target 015: 8.70e-07 |Target 016: 2.17e-06 |Target 017: 1.45e-06 |Target 018: 4.72e-06 |Target 019: 3.71e-06 +Target 020: 7.35e-07 |Target 021: 2.16e-06 |Target 022: 9.06e-07 |Target 023: 3.67e-06 |Target 024: 3.18e-06 + +==================== +Epoch #1601 | Time: 00d 07h 06m | LR: 6.25e-05 | Epoch time: 15.42 | Train loss: 5.83e-06 | Val loss: 2.11e-06 +Target 018 has maximum loss 4.63e-06; Target 002 has minimum loss 3.78e-07 +Target 000: 1.52e-06 |Target 001: 1.74e-06 |Target 002: 3.78e-07 |Target 003: 6.59e-07 |Target 004: 6.84e-07 +Target 005: 2.21e-06 |Target 006: 4.47e-06 |Target 007: 7.70e-07 |Target 008: 2.13e-06 |Target 009: 2.37e-06 +Target 010: 3.98e-07 |Target 011: 7.53e-07 |Target 012: 7.25e-07 |Target 013: 1.47e-06 |Target 014: 9.00e-07 +Target 015: 8.79e-07 |Target 016: 2.14e-06 |Target 017: 1.44e-06 |Target 018: 4.63e-06 |Target 019: 3.75e-06 +Target 020: 7.68e-07 |Target 021: 2.13e-06 |Target 022: 8.77e-07 |Target 023: 3.66e-06 |Target 024: 3.22e-06 + +==================== +Epoch #1602 | Time: 00d 07h 07m | LR: 6.25e-05 | Epoch time: 15.42 | Train loss: 5.78e-06 | Val loss: 2.17e-06 +Target 006 has maximum loss 5.16e-06; Target 010 has minimum loss 3.63e-07 +Target 000: 1.50e-06 |Target 001: 1.96e-06 |Target 002: 3.75e-07 |Target 003: 6.45e-07 |Target 004: 6.81e-07 +Target 005: 1.37e-06 |Target 006: 5.16e-06 |Target 007: 7.00e-07 |Target 008: 2.19e-06 |Target 009: 2.26e-06 +Target 010: 3.63e-07 |Target 011: 7.40e-07 |Target 012: 6.77e-07 |Target 013: 1.51e-06 |Target 014: 9.06e-07 +Target 015: 8.77e-07 |Target 016: 2.17e-06 |Target 017: 1.53e-06 |Target 018: 4.98e-06 |Target 019: 3.70e-06 +Target 020: 7.43e-07 |Target 021: 2.10e-06 |Target 022: 8.99e-07 |Target 023: 3.63e-06 |Target 024: 3.57e-06 + +==================== +Epoch #1603 | Time: 00d 07h 07m | LR: 6.25e-05 | Epoch time: 15.36 | Train loss: 5.76e-06 | Val loss: 2.09e-06 +Target 018 has maximum loss 4.82e-06; Target 010 has minimum loss 3.67e-07 +Target 000: 1.84e-06 |Target 001: 1.20e-06 |Target 002: 3.73e-07 |Target 003: 6.57e-07 |Target 004: 7.08e-07 +Target 005: 1.35e-06 |Target 006: 4.61e-06 |Target 007: 7.03e-07 |Target 008: 2.15e-06 |Target 009: 2.26e-06 +Target 010: 3.67e-07 |Target 011: 7.30e-07 |Target 012: 6.82e-07 |Target 013: 1.48e-06 |Target 014: 9.28e-07 +Target 015: 8.73e-07 |Target 016: 2.23e-06 |Target 017: 1.50e-06 |Target 018: 4.82e-06 |Target 019: 3.72e-06 +Target 020: 7.37e-07 |Target 021: 2.19e-06 |Target 022: 9.13e-07 |Target 023: 3.67e-06 |Target 024: 3.01e-06 + +==================== +Epoch #1604 | Time: 00d 07h 07m | LR: 6.25e-05 | Epoch time: 15.55 | Train loss: 5.78e-06 | Val loss: 2.38e-06 +Target 006 has maximum loss 7.69e-06; Target 002 has minimum loss 3.79e-07 +Target 000: 1.82e-06 |Target 001: 2.20e-06 |Target 002: 3.79e-07 |Target 003: 7.22e-07 |Target 004: 7.32e-07 +Target 005: 1.37e-06 |Target 006: 7.69e-06 |Target 007: 7.04e-07 |Target 008: 2.15e-06 |Target 009: 2.33e-06 +Target 010: 4.77e-07 |Target 011: 7.36e-07 |Target 012: 1.09e-06 |Target 013: 1.91e-06 |Target 014: 9.09e-07 +Target 015: 9.19e-07 |Target 016: 2.27e-06 |Target 017: 2.01e-06 |Target 018: 5.06e-06 |Target 019: 3.79e-06 +Target 020: 7.42e-07 |Target 021: 2.20e-06 |Target 022: 8.87e-07 |Target 023: 3.74e-06 |Target 024: 4.17e-06 + +==================== +Epoch #1605 | Time: 00d 07h 07m | LR: 6.25e-05 | Epoch time: 15.44 | Train loss: 5.82e-06 | Val loss: 2.29e-06 +Target 006 has maximum loss 6.81e-06; Target 010 has minimum loss 3.66e-07 +Target 000: 1.94e-06 |Target 001: 2.24e-06 |Target 002: 3.91e-07 |Target 003: 7.56e-07 |Target 004: 6.84e-07 +Target 005: 1.68e-06 |Target 006: 6.81e-06 |Target 007: 7.12e-07 |Target 008: 2.10e-06 |Target 009: 2.30e-06 +Target 010: 3.66e-07 |Target 011: 6.92e-07 |Target 012: 6.98e-07 |Target 013: 1.61e-06 |Target 014: 9.14e-07 +Target 015: 8.66e-07 |Target 016: 2.12e-06 |Target 017: 1.73e-06 |Target 018: 5.01e-06 |Target 019: 3.70e-06 +Target 020: 7.30e-07 |Target 021: 2.10e-06 |Target 022: 8.88e-07 |Target 023: 3.63e-06 |Target 024: 4.12e-06 + +==================== +Epoch #1606 | Time: 00d 07h 08m | LR: 6.25e-05 | Epoch time: 15.52 | Train loss: 5.80e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.69e-06; Target 002 has minimum loss 3.72e-07 +Target 000: 1.59e-06 |Target 001: 1.84e-06 |Target 002: 3.72e-07 |Target 003: 6.15e-07 |Target 004: 6.96e-07 +Target 005: 1.38e-06 |Target 006: 4.47e-06 |Target 007: 7.17e-07 |Target 008: 2.07e-06 |Target 009: 2.31e-06 +Target 010: 3.74e-07 |Target 011: 6.89e-07 |Target 012: 6.16e-07 |Target 013: 1.43e-06 |Target 014: 9.03e-07 +Target 015: 8.73e-07 |Target 016: 2.11e-06 |Target 017: 1.45e-06 |Target 018: 4.69e-06 |Target 019: 3.70e-06 +Target 020: 7.27e-07 |Target 021: 2.10e-06 |Target 022: 8.78e-07 |Target 023: 3.63e-06 |Target 024: 2.99e-06 + +==================== +Epoch #1607 | Time: 00d 07h 08m | LR: 6.25e-05 | Epoch time: 15.41 | Train loss: 5.77e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.76e-06; Target 002 has minimum loss 3.75e-07 +Target 000: 1.46e-06 |Target 001: 1.81e-06 |Target 002: 3.75e-07 |Target 003: 6.69e-07 |Target 004: 7.03e-07 +Target 005: 1.12e-06 |Target 006: 4.56e-06 |Target 007: 7.30e-07 |Target 008: 2.10e-06 |Target 009: 2.26e-06 +Target 010: 4.21e-07 |Target 011: 6.96e-07 |Target 012: 6.26e-07 |Target 013: 1.42e-06 |Target 014: 8.94e-07 +Target 015: 9.09e-07 |Target 016: 2.14e-06 |Target 017: 1.40e-06 |Target 018: 4.76e-06 |Target 019: 3.72e-06 +Target 020: 7.36e-07 |Target 021: 2.11e-06 |Target 022: 8.70e-07 |Target 023: 3.65e-06 |Target 024: 3.12e-06 + +==================== +Epoch #1608 | Time: 00d 07h 08m | LR: 6.25e-05 | Epoch time: 15.43 | Train loss: 5.79e-06 | Val loss: 2.15e-06 +Target 006 has maximum loss 4.89e-06; Target 002 has minimum loss 3.70e-07 +Target 000: 2.45e-06 |Target 001: 2.33e-06 |Target 002: 3.70e-07 |Target 003: 6.47e-07 |Target 004: 7.35e-07 +Target 005: 1.70e-06 |Target 006: 4.89e-06 |Target 007: 7.15e-07 |Target 008: 2.08e-06 |Target 009: 2.33e-06 +Target 010: 3.75e-07 |Target 011: 6.91e-07 |Target 012: 6.63e-07 |Target 013: 1.50e-06 |Target 014: 8.99e-07 +Target 015: 8.87e-07 |Target 016: 2.18e-06 |Target 017: 1.76e-06 |Target 018: 4.80e-06 |Target 019: 3.73e-06 +Target 020: 7.43e-07 |Target 021: 2.10e-06 |Target 022: 8.74e-07 |Target 023: 3.63e-06 |Target 024: 3.35e-06 + +==================== +Epoch #1609 | Time: 00d 07h 08m | LR: 6.25e-05 | Epoch time: 15.34 | Train loss: 5.79e-06 | Val loss: 2.17e-06 +Target 006 has maximum loss 4.75e-06; Target 010 has minimum loss 3.70e-07 +Target 000: 2.14e-06 |Target 001: 1.30e-06 |Target 002: 3.74e-07 |Target 003: 6.39e-07 |Target 004: 7.18e-07 +Target 005: 1.33e-06 |Target 006: 4.75e-06 |Target 007: 8.12e-07 |Target 008: 2.10e-06 |Target 009: 2.27e-06 +Target 010: 3.70e-07 |Target 011: 7.44e-07 |Target 012: 7.41e-07 |Target 013: 1.61e-06 |Target 014: 9.40e-07 +Target 015: 8.71e-07 |Target 016: 2.14e-06 |Target 017: 1.66e-06 |Target 018: 4.74e-06 |Target 019: 3.79e-06 +Target 020: 7.25e-07 |Target 021: 2.13e-06 |Target 022: 9.34e-07 |Target 023: 3.71e-06 |Target 024: 3.36e-06 + +==================== +Epoch #1610 | Time: 00d 07h 09m | LR: 6.25e-05 | Epoch time: 15.34 | Train loss: 5.77e-06 | Val loss: 2.25e-06 +Target 006 has maximum loss 6.70e-06; Target 002 has minimum loss 3.64e-07 +Target 000: 1.42e-06 |Target 001: 1.40e-06 |Target 002: 3.64e-07 |Target 003: 6.55e-07 |Target 004: 7.76e-07 +Target 005: 1.05e-06 |Target 006: 6.70e-06 |Target 007: 7.02e-07 |Target 008: 2.09e-06 |Target 009: 2.24e-06 +Target 010: 3.69e-07 |Target 011: 6.94e-07 |Target 012: 7.87e-07 |Target 013: 1.71e-06 |Target 014: 9.04e-07 +Target 015: 8.98e-07 |Target 016: 2.18e-06 |Target 017: 1.64e-06 |Target 018: 4.92e-06 |Target 019: 3.75e-06 +Target 020: 7.40e-07 |Target 021: 2.11e-06 |Target 022: 8.90e-07 |Target 023: 3.66e-06 |Target 024: 3.89e-06 + +==================== +Epoch #1611 | Time: 00d 07h 09m | LR: 6.25e-05 | Epoch time: 15.52 | Train loss: 5.80e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.84e-06; Target 002 has minimum loss 3.70e-07 +Target 000: 1.90e-06 |Target 001: 1.20e-06 |Target 002: 3.70e-07 |Target 003: 6.28e-07 |Target 004: 7.27e-07 +Target 005: 1.36e-06 |Target 006: 4.41e-06 |Target 007: 7.61e-07 |Target 008: 2.07e-06 |Target 009: 2.26e-06 +Target 010: 3.83e-07 |Target 011: 6.89e-07 |Target 012: 6.69e-07 |Target 013: 1.52e-06 |Target 014: 9.33e-07 +Target 015: 8.96e-07 |Target 016: 2.18e-06 |Target 017: 1.45e-06 |Target 018: 4.84e-06 |Target 019: 3.71e-06 +Target 020: 7.61e-07 |Target 021: 2.10e-06 |Target 022: 8.79e-07 |Target 023: 3.64e-06 |Target 024: 3.02e-06 + +==================== +Epoch #1612 | Time: 00d 07h 09m | LR: 6.25e-05 | Epoch time: 15.45 | Train loss: 5.78e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.10e-06; Target 002 has minimum loss 3.84e-07 +Target 000: 1.56e-06 |Target 001: 1.61e-06 |Target 002: 3.84e-07 |Target 003: 7.25e-07 |Target 004: 6.77e-07 +Target 005: 1.56e-06 |Target 006: 5.10e-06 |Target 007: 6.86e-07 |Target 008: 2.09e-06 |Target 009: 2.31e-06 +Target 010: 3.93e-07 |Target 011: 7.02e-07 |Target 012: 6.47e-07 |Target 013: 1.44e-06 |Target 014: 9.01e-07 +Target 015: 8.89e-07 |Target 016: 2.22e-06 |Target 017: 1.43e-06 |Target 018: 4.60e-06 |Target 019: 3.71e-06 +Target 020: 7.36e-07 |Target 021: 2.20e-06 |Target 022: 8.85e-07 |Target 023: 3.66e-06 |Target 024: 3.08e-06 + +==================== +Epoch #1613 | Time: 00d 07h 10m | LR: 6.25e-05 | Epoch time: 15.51 | Train loss: 5.81e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 4.88e-06; Target 002 has minimum loss 3.97e-07 +Target 000: 2.27e-06 |Target 001: 2.38e-06 |Target 002: 3.97e-07 |Target 003: 6.59e-07 |Target 004: 6.89e-07 +Target 005: 1.53e-06 |Target 006: 4.88e-06 |Target 007: 7.17e-07 |Target 008: 2.16e-06 |Target 009: 2.34e-06 +Target 010: 4.01e-07 |Target 011: 7.16e-07 |Target 012: 7.56e-07 |Target 013: 1.51e-06 |Target 014: 8.99e-07 +Target 015: 8.79e-07 |Target 016: 2.15e-06 |Target 017: 1.50e-06 |Target 018: 4.69e-06 |Target 019: 3.79e-06 +Target 020: 7.71e-07 |Target 021: 2.15e-06 |Target 022: 8.75e-07 |Target 023: 3.64e-06 |Target 024: 3.05e-06 + +==================== +Epoch #1614 | Time: 00d 07h 10m | LR: 6.25e-05 | Epoch time: 15.55 | Train loss: 5.76e-06 | Val loss: 2.15e-06 +Target 018 has maximum loss 4.83e-06; Target 010 has minimum loss 3.97e-07 +Target 000: 1.91e-06 |Target 001: 1.39e-06 |Target 002: 3.99e-07 |Target 003: 7.08e-07 |Target 004: 7.18e-07 +Target 005: 1.23e-06 |Target 006: 4.59e-06 |Target 007: 8.30e-07 |Target 008: 2.30e-06 |Target 009: 2.37e-06 +Target 010: 3.97e-07 |Target 011: 7.50e-07 |Target 012: 7.41e-07 |Target 013: 1.48e-06 |Target 014: 9.28e-07 +Target 015: 8.93e-07 |Target 016: 2.26e-06 |Target 017: 1.46e-06 |Target 018: 4.83e-06 |Target 019: 3.85e-06 +Target 020: 7.57e-07 |Target 021: 2.23e-06 |Target 022: 9.08e-07 |Target 023: 3.78e-06 |Target 024: 3.18e-06 + +==================== +Epoch #1615 | Time: 00d 07h 10m | LR: 6.25e-05 | Epoch time: 15.48 | Train loss: 5.80e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.78e-06; Target 010 has minimum loss 3.73e-07 +Target 000: 1.45e-06 |Target 001: 1.21e-06 |Target 002: 3.82e-07 |Target 003: 6.33e-07 |Target 004: 7.35e-07 +Target 005: 1.09e-06 |Target 006: 4.53e-06 |Target 007: 7.30e-07 |Target 008: 2.16e-06 |Target 009: 2.32e-06 +Target 010: 3.73e-07 |Target 011: 7.10e-07 |Target 012: 6.59e-07 |Target 013: 1.45e-06 |Target 014: 8.99e-07 +Target 015: 9.12e-07 |Target 016: 2.20e-06 |Target 017: 1.43e-06 |Target 018: 4.78e-06 |Target 019: 3.74e-06 +Target 020: 8.24e-07 |Target 021: 2.13e-06 |Target 022: 8.91e-07 |Target 023: 3.67e-06 |Target 024: 3.07e-06 + +==================== +Epoch #1616 | Time: 00d 07h 10m | LR: 6.25e-05 | Epoch time: 15.40 | Train loss: 5.76e-06 | Val loss: 2.38e-06 +Target 006 has maximum loss 1.05e-05; Target 002 has minimum loss 3.68e-07 +Target 000: 1.91e-06 |Target 001: 2.00e-06 |Target 002: 3.68e-07 |Target 003: 6.41e-07 |Target 004: 6.91e-07 +Target 005: 1.59e-06 |Target 006: 1.05e-05 |Target 007: 6.85e-07 |Target 008: 2.15e-06 |Target 009: 2.41e-06 +Target 010: 3.86e-07 |Target 011: 6.98e-07 |Target 012: 8.30e-07 |Target 013: 1.77e-06 |Target 014: 8.98e-07 +Target 015: 8.72e-07 |Target 016: 2.17e-06 |Target 017: 1.57e-06 |Target 018: 5.19e-06 |Target 019: 3.68e-06 +Target 020: 7.42e-07 |Target 021: 2.17e-06 |Target 022: 8.73e-07 |Target 023: 3.65e-06 |Target 024: 4.47e-06 + +==================== +Epoch #1617 | Time: 00d 07h 11m | LR: 6.25e-05 | Epoch time: 15.36 | Train loss: 5.79e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 4.64e-06; Target 002 has minimum loss 3.82e-07 +Target 000: 1.48e-06 |Target 001: 1.03e-06 |Target 002: 3.82e-07 |Target 003: 6.64e-07 |Target 004: 8.41e-07 +Target 005: 1.62e-06 |Target 006: 4.64e-06 |Target 007: 7.65e-07 |Target 008: 2.08e-06 |Target 009: 2.26e-06 +Target 010: 3.88e-07 |Target 011: 6.99e-07 |Target 012: 6.53e-07 |Target 013: 1.45e-06 |Target 014: 9.15e-07 +Target 015: 9.06e-07 |Target 016: 2.16e-06 |Target 017: 1.50e-06 |Target 018: 4.60e-06 |Target 019: 3.77e-06 +Target 020: 7.41e-07 |Target 021: 2.14e-06 |Target 022: 8.84e-07 |Target 023: 3.67e-06 |Target 024: 3.11e-06 + +==================== +Epoch #1618 | Time: 00d 07h 11m | LR: 6.25e-05 | Epoch time: 15.39 | Train loss: 5.80e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 5.68e-06; Target 010 has minimum loss 3.77e-07 +Target 000: 1.64e-06 |Target 001: 1.32e-06 |Target 002: 3.97e-07 |Target 003: 6.44e-07 |Target 004: 6.73e-07 +Target 005: 1.51e-06 |Target 006: 5.68e-06 |Target 007: 7.08e-07 |Target 008: 2.08e-06 |Target 009: 2.27e-06 +Target 010: 3.77e-07 |Target 011: 7.18e-07 |Target 012: 6.36e-07 |Target 013: 1.44e-06 |Target 014: 9.04e-07 +Target 015: 8.75e-07 |Target 016: 2.17e-06 |Target 017: 1.43e-06 |Target 018: 4.96e-06 |Target 019: 3.75e-06 +Target 020: 7.27e-07 |Target 021: 2.13e-06 |Target 022: 8.73e-07 |Target 023: 3.69e-06 |Target 024: 3.04e-06 + +==================== +Epoch #1619 | Time: 00d 07h 11m | LR: 6.25e-05 | Epoch time: 15.37 | Train loss: 5.78e-06 | Val loss: 2.23e-06 +Target 006 has maximum loss 6.86e-06; Target 002 has minimum loss 3.86e-07 +Target 000: 1.56e-06 |Target 001: 1.97e-06 |Target 002: 3.86e-07 |Target 003: 7.19e-07 |Target 004: 7.04e-07 +Target 005: 1.18e-06 |Target 006: 6.86e-06 |Target 007: 7.39e-07 |Target 008: 2.26e-06 |Target 009: 2.42e-06 +Target 010: 4.38e-07 |Target 011: 7.19e-07 |Target 012: 8.07e-07 |Target 013: 1.63e-06 |Target 014: 9.16e-07 +Target 015: 9.02e-07 |Target 016: 2.26e-06 |Target 017: 1.57e-06 |Target 018: 4.71e-06 |Target 019: 3.89e-06 +Target 020: 7.55e-07 |Target 021: 2.31e-06 |Target 022: 9.01e-07 |Target 023: 3.82e-06 |Target 024: 3.51e-06 + +==================== +Epoch #1620 | Time: 00d 07h 11m | LR: 6.25e-05 | Epoch time: 15.60 | Train loss: 5.80e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 6.97e-06; Target 002 has minimum loss 3.79e-07 +Target 000: 2.10e-06 |Target 001: 2.43e-06 |Target 002: 3.79e-07 |Target 003: 6.52e-07 |Target 004: 7.03e-07 +Target 005: 1.62e-06 |Target 006: 6.97e-06 |Target 007: 7.01e-07 |Target 008: 2.07e-06 |Target 009: 2.26e-06 +Target 010: 3.85e-07 |Target 011: 7.00e-07 |Target 012: 6.36e-07 |Target 013: 1.43e-06 |Target 014: 9.08e-07 +Target 015: 8.69e-07 |Target 016: 2.18e-06 |Target 017: 1.44e-06 |Target 018: 4.84e-06 |Target 019: 3.67e-06 +Target 020: 7.29e-07 |Target 021: 2.12e-06 |Target 022: 8.85e-07 |Target 023: 3.60e-06 |Target 024: 3.12e-06 + +==================== +Epoch #1621 | Time: 00d 07h 12m | LR: 6.25e-05 | Epoch time: 15.45 | Train loss: 5.83e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.61e-06; Target 002 has minimum loss 3.78e-07 +Target 000: 1.64e-06 |Target 001: 1.97e-06 |Target 002: 3.78e-07 |Target 003: 6.55e-07 |Target 004: 7.30e-07 +Target 005: 1.41e-06 |Target 006: 4.10e-06 |Target 007: 7.04e-07 |Target 008: 2.08e-06 |Target 009: 2.31e-06 +Target 010: 3.84e-07 |Target 011: 7.03e-07 |Target 012: 6.31e-07 |Target 013: 1.53e-06 |Target 014: 9.10e-07 +Target 015: 8.78e-07 |Target 016: 2.17e-06 |Target 017: 1.52e-06 |Target 018: 4.61e-06 |Target 019: 3.69e-06 +Target 020: 7.40e-07 |Target 021: 2.20e-06 |Target 022: 8.74e-07 |Target 023: 3.62e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1622 | Time: 00d 07h 12m | LR: 6.25e-05 | Epoch time: 15.36 | Train loss: 5.80e-06 | Val loss: 2.09e-06 +Target 018 has maximum loss 4.67e-06; Target 010 has minimum loss 3.73e-07 +Target 000: 1.72e-06 |Target 001: 1.32e-06 |Target 002: 3.74e-07 |Target 003: 6.52e-07 |Target 004: 6.86e-07 +Target 005: 1.23e-06 |Target 006: 4.19e-06 |Target 007: 7.25e-07 |Target 008: 2.12e-06 |Target 009: 2.27e-06 +Target 010: 3.73e-07 |Target 011: 6.97e-07 |Target 012: 7.24e-07 |Target 013: 1.43e-06 |Target 014: 9.13e-07 +Target 015: 8.80e-07 |Target 016: 2.26e-06 |Target 017: 1.43e-06 |Target 018: 4.67e-06 |Target 019: 3.71e-06 +Target 020: 7.37e-07 |Target 021: 2.16e-06 |Target 022: 8.83e-07 |Target 023: 3.63e-06 |Target 024: 3.23e-06 + +==================== +Epoch #1623 | Time: 00d 07h 12m | LR: 6.25e-05 | Epoch time: 15.51 | Train loss: 5.77e-06 | Val loss: 2.07e-06 +Target 018 has maximum loss 4.57e-06; Target 002 has minimum loss 3.62e-07 +Target 000: 2.66e-06 |Target 001: 1.43e-06 |Target 002: 3.62e-07 |Target 003: 6.25e-07 |Target 004: 6.93e-07 +Target 005: 2.45e-06 |Target 006: 4.23e-06 |Target 007: 6.91e-07 |Target 008: 2.07e-06 |Target 009: 2.28e-06 +Target 010: 3.68e-07 |Target 011: 7.12e-07 |Target 012: 6.19e-07 |Target 013: 1.41e-06 |Target 014: 9.07e-07 +Target 015: 8.71e-07 |Target 016: 2.13e-06 |Target 017: 1.44e-06 |Target 018: 4.57e-06 |Target 019: 3.70e-06 +Target 020: 7.34e-07 |Target 021: 2.14e-06 |Target 022: 8.70e-07 |Target 023: 3.64e-06 |Target 024: 3.11e-06 + +==================== +Epoch #1624 | Time: 00d 07h 12m | LR: 6.25e-05 | Epoch time: 15.40 | Train loss: 5.80e-06 | Val loss: 2.11e-06 +Target 018 has maximum loss 4.67e-06; Target 002 has minimum loss 3.67e-07 +Target 000: 4.04e-06 |Target 001: 1.06e-06 |Target 002: 3.67e-07 |Target 003: 6.31e-07 |Target 004: 6.98e-07 +Target 005: 1.35e-06 |Target 006: 4.49e-06 |Target 007: 7.99e-07 |Target 008: 2.11e-06 |Target 009: 2.30e-06 +Target 010: 3.92e-07 |Target 011: 7.31e-07 |Target 012: 6.72e-07 |Target 013: 1.52e-06 |Target 014: 9.17e-07 +Target 015: 8.94e-07 |Target 016: 2.17e-06 |Target 017: 1.42e-06 |Target 018: 4.67e-06 |Target 019: 3.71e-06 +Target 020: 7.50e-07 |Target 021: 2.16e-06 |Target 022: 8.80e-07 |Target 023: 3.62e-06 |Target 024: 3.19e-06 + +==================== +Epoch #1625 | Time: 00d 07h 13m | LR: 6.25e-05 | Epoch time: 15.44 | Train loss: 5.77e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 5.71e-06; Target 002 has minimum loss 3.71e-07 +Target 000: 1.54e-06 |Target 001: 1.88e-06 |Target 002: 3.71e-07 |Target 003: 6.62e-07 |Target 004: 7.07e-07 +Target 005: 1.77e-06 |Target 006: 5.71e-06 |Target 007: 6.93e-07 |Target 008: 2.15e-06 |Target 009: 2.30e-06 +Target 010: 3.82e-07 |Target 011: 7.11e-07 |Target 012: 6.46e-07 |Target 013: 1.45e-06 |Target 014: 9.17e-07 +Target 015: 8.75e-07 |Target 016: 2.26e-06 |Target 017: 1.50e-06 |Target 018: 4.81e-06 |Target 019: 3.78e-06 +Target 020: 7.47e-07 |Target 021: 2.20e-06 |Target 022: 8.86e-07 |Target 023: 3.62e-06 |Target 024: 3.06e-06 + +==================== +Epoch #1626 | Time: 00d 07h 13m | LR: 6.25e-05 | Epoch time: 15.43 | Train loss: 5.80e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.68e-06; Target 010 has minimum loss 3.71e-07 +Target 000: 2.73e-06 |Target 001: 1.72e-06 |Target 002: 3.75e-07 |Target 003: 6.42e-07 |Target 004: 6.90e-07 +Target 005: 1.04e-06 |Target 006: 4.34e-06 |Target 007: 7.06e-07 |Target 008: 2.15e-06 |Target 009: 2.38e-06 +Target 010: 3.71e-07 |Target 011: 7.17e-07 |Target 012: 6.84e-07 |Target 013: 1.45e-06 |Target 014: 9.10e-07 +Target 015: 8.81e-07 |Target 016: 2.23e-06 |Target 017: 1.42e-06 |Target 018: 4.68e-06 |Target 019: 3.76e-06 +Target 020: 7.33e-07 |Target 021: 2.16e-06 |Target 022: 8.87e-07 |Target 023: 3.65e-06 |Target 024: 3.03e-06 + +==================== +Epoch #1627 | Time: 00d 07h 13m | LR: 6.25e-05 | Epoch time: 15.54 | Train loss: 5.81e-06 | Val loss: 2.11e-06 +Target 006 has maximum loss 5.62e-06; Target 002 has minimum loss 3.69e-07 +Target 000: 2.12e-06 |Target 001: 1.60e-06 |Target 002: 3.69e-07 |Target 003: 6.99e-07 |Target 004: 7.00e-07 +Target 005: 1.33e-06 |Target 006: 5.62e-06 |Target 007: 6.94e-07 |Target 008: 2.07e-06 |Target 009: 2.28e-06 +Target 010: 3.76e-07 |Target 011: 6.92e-07 |Target 012: 6.32e-07 |Target 013: 1.44e-06 |Target 014: 9.21e-07 +Target 015: 9.08e-07 |Target 016: 2.10e-06 |Target 017: 1.42e-06 |Target 018: 4.62e-06 |Target 019: 3.73e-06 +Target 020: 7.27e-07 |Target 021: 2.10e-06 |Target 022: 8.86e-07 |Target 023: 3.68e-06 |Target 024: 3.31e-06 + +==================== +Epoch #1628 | Time: 00d 07h 13m | LR: 6.25e-05 | Epoch time: 15.56 | Train loss: 5.78e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 5.04e-06; Target 010 has minimum loss 3.66e-07 +Target 000: 1.85e-06 |Target 001: 1.65e-06 |Target 002: 3.84e-07 |Target 003: 6.40e-07 |Target 004: 7.19e-07 +Target 005: 1.36e-06 |Target 006: 5.04e-06 |Target 007: 7.04e-07 |Target 008: 2.05e-06 |Target 009: 2.25e-06 +Target 010: 3.66e-07 |Target 011: 7.05e-07 |Target 012: 6.31e-07 |Target 013: 1.44e-06 |Target 014: 9.26e-07 +Target 015: 8.71e-07 |Target 016: 2.17e-06 |Target 017: 1.39e-06 |Target 018: 4.56e-06 |Target 019: 3.68e-06 +Target 020: 7.33e-07 |Target 021: 2.12e-06 |Target 022: 8.88e-07 |Target 023: 3.64e-06 |Target 024: 3.02e-06 + +==================== +Epoch #1629 | Time: 00d 07h 14m | LR: 6.25e-05 | Epoch time: 15.46 | Train loss: 5.76e-06 | Val loss: 2.09e-06 +Target 018 has maximum loss 4.80e-06; Target 010 has minimum loss 3.65e-07 +Target 000: 2.24e-06 |Target 001: 1.42e-06 |Target 002: 3.88e-07 |Target 003: 6.72e-07 |Target 004: 7.29e-07 +Target 005: 1.73e-06 |Target 006: 4.29e-06 |Target 007: 6.92e-07 |Target 008: 2.15e-06 |Target 009: 2.26e-06 +Target 010: 3.65e-07 |Target 011: 7.01e-07 |Target 012: 6.47e-07 |Target 013: 1.44e-06 |Target 014: 9.03e-07 +Target 015: 8.73e-07 |Target 016: 2.19e-06 |Target 017: 1.44e-06 |Target 018: 4.80e-06 |Target 019: 3.76e-06 +Target 020: 7.44e-07 |Target 021: 2.10e-06 |Target 022: 8.85e-07 |Target 023: 3.68e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1630 | Time: 00d 07h 14m | LR: 6.25e-05 | Epoch time: 15.40 | Train loss: 5.77e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.23e-06; Target 002 has minimum loss 3.67e-07 +Target 000: 1.67e-06 |Target 001: 1.54e-06 |Target 002: 3.67e-07 |Target 003: 6.25e-07 |Target 004: 6.82e-07 +Target 005: 1.06e-06 |Target 006: 5.23e-06 |Target 007: 7.34e-07 |Target 008: 2.12e-06 |Target 009: 2.22e-06 +Target 010: 4.00e-07 |Target 011: 6.94e-07 |Target 012: 6.75e-07 |Target 013: 1.55e-06 |Target 014: 8.98e-07 +Target 015: 8.62e-07 |Target 016: 2.13e-06 |Target 017: 1.55e-06 |Target 018: 4.67e-06 |Target 019: 3.70e-06 +Target 020: 7.30e-07 |Target 021: 2.15e-06 |Target 022: 8.75e-07 |Target 023: 3.62e-06 |Target 024: 3.06e-06 + +==================== +Epoch #1631 | Time: 00d 07h 14m | LR: 6.25e-05 | Epoch time: 15.41 | Train loss: 5.80e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 5.49e-06; Target 002 has minimum loss 3.92e-07 +Target 000: 1.50e-06 |Target 001: 1.38e-06 |Target 002: 3.92e-07 |Target 003: 6.68e-07 |Target 004: 6.81e-07 +Target 005: 1.87e-06 |Target 006: 5.49e-06 |Target 007: 7.06e-07 |Target 008: 2.16e-06 |Target 009: 2.36e-06 +Target 010: 3.93e-07 |Target 011: 6.92e-07 |Target 012: 6.13e-07 |Target 013: 1.45e-06 |Target 014: 9.74e-07 +Target 015: 9.09e-07 |Target 016: 2.26e-06 |Target 017: 1.45e-06 |Target 018: 4.64e-06 |Target 019: 3.77e-06 +Target 020: 7.49e-07 |Target 021: 2.32e-06 |Target 022: 9.03e-07 |Target 023: 3.67e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1632 | Time: 00d 07h 15m | LR: 6.25e-05 | Epoch time: 15.46 | Train loss: 5.81e-06 | Val loss: 2.13e-06 +Target 006 has maximum loss 4.74e-06; Target 010 has minimum loss 3.69e-07 +Target 000: 1.88e-06 |Target 001: 1.29e-06 |Target 002: 3.80e-07 |Target 003: 6.34e-07 |Target 004: 7.05e-07 +Target 005: 1.29e-06 |Target 006: 4.74e-06 |Target 007: 7.36e-07 |Target 008: 2.19e-06 |Target 009: 2.33e-06 +Target 010: 3.69e-07 |Target 011: 7.14e-07 |Target 012: 8.04e-07 |Target 013: 1.45e-06 |Target 014: 9.14e-07 +Target 015: 8.92e-07 |Target 016: 2.31e-06 |Target 017: 1.46e-06 |Target 018: 4.69e-06 |Target 019: 3.74e-06 +Target 020: 7.63e-07 |Target 021: 2.18e-06 |Target 022: 9.10e-07 |Target 023: 3.66e-06 |Target 024: 3.30e-06 + +==================== +Epoch #1633 | Time: 00d 07h 15m | LR: 6.25e-05 | Epoch time: 15.41 | Train loss: 5.79e-06 | Val loss: 2.13e-06 +Target 006 has maximum loss 5.23e-06; Target 010 has minimum loss 3.77e-07 +Target 000: 1.66e-06 |Target 001: 1.92e-06 |Target 002: 3.90e-07 |Target 003: 6.71e-07 |Target 004: 6.88e-07 +Target 005: 2.69e-06 |Target 006: 5.23e-06 |Target 007: 7.61e-07 |Target 008: 2.12e-06 |Target 009: 2.29e-06 +Target 010: 3.77e-07 |Target 011: 7.34e-07 |Target 012: 6.55e-07 |Target 013: 1.51e-06 |Target 014: 9.17e-07 +Target 015: 8.72e-07 |Target 016: 2.27e-06 |Target 017: 1.51e-06 |Target 018: 4.65e-06 |Target 019: 3.72e-06 +Target 020: 7.36e-07 |Target 021: 2.18e-06 |Target 022: 8.82e-07 |Target 023: 3.70e-06 |Target 024: 3.27e-06 + +==================== +Epoch #1634 | Time: 00d 07h 15m | LR: 6.25e-05 | Epoch time: 15.62 | Train loss: 5.76e-06 | Val loss: 2.18e-06 +Target 018 has maximum loss 5.19e-06; Target 010 has minimum loss 3.78e-07 +Target 000: 2.53e-06 |Target 001: 1.49e-06 |Target 002: 3.87e-07 |Target 003: 6.84e-07 |Target 004: 6.94e-07 +Target 005: 1.58e-06 |Target 006: 5.08e-06 |Target 007: 7.09e-07 |Target 008: 2.17e-06 |Target 009: 2.33e-06 +Target 010: 3.78e-07 |Target 011: 7.02e-07 |Target 012: 7.67e-07 |Target 013: 1.72e-06 |Target 014: 9.25e-07 +Target 015: 9.03e-07 |Target 016: 2.35e-06 |Target 017: 1.55e-06 |Target 018: 5.19e-06 |Target 019: 3.85e-06 +Target 020: 7.72e-07 |Target 021: 2.20e-06 |Target 022: 8.94e-07 |Target 023: 3.74e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1635 | Time: 00d 07h 15m | LR: 6.25e-05 | Epoch time: 15.33 | Train loss: 5.83e-06 | Val loss: 2.10e-06 +Target 018 has maximum loss 4.65e-06; Target 010 has minimum loss 3.66e-07 +Target 000: 2.27e-06 |Target 001: 1.23e-06 |Target 002: 3.79e-07 |Target 003: 6.91e-07 |Target 004: 7.70e-07 +Target 005: 2.68e-06 |Target 006: 4.15e-06 |Target 007: 6.89e-07 |Target 008: 2.08e-06 |Target 009: 2.25e-06 +Target 010: 3.66e-07 |Target 011: 7.38e-07 |Target 012: 7.25e-07 |Target 013: 1.42e-06 |Target 014: 9.02e-07 +Target 015: 8.95e-07 |Target 016: 2.23e-06 |Target 017: 1.61e-06 |Target 018: 4.65e-06 |Target 019: 3.75e-06 +Target 020: 7.39e-07 |Target 021: 2.08e-06 |Target 022: 8.87e-07 |Target 023: 3.69e-06 |Target 024: 3.05e-06 + +==================== +Epoch #1636 | Time: 00d 07h 16m | LR: 6.25e-05 | Epoch time: 15.31 | Train loss: 5.76e-06 | Val loss: 2.15e-06 +Target 006 has maximum loss 5.51e-06; Target 010 has minimum loss 3.67e-07 +Target 000: 2.34e-06 |Target 001: 1.07e-06 |Target 002: 3.71e-07 |Target 003: 7.16e-07 |Target 004: 6.73e-07 +Target 005: 1.48e-06 |Target 006: 5.51e-06 |Target 007: 7.71e-07 |Target 008: 2.08e-06 |Target 009: 2.35e-06 +Target 010: 3.67e-07 |Target 011: 7.24e-07 |Target 012: 8.19e-07 |Target 013: 1.52e-06 |Target 014: 9.23e-07 +Target 015: 8.95e-07 |Target 016: 2.11e-06 |Target 017: 1.50e-06 |Target 018: 4.72e-06 |Target 019: 3.75e-06 +Target 020: 7.53e-07 |Target 021: 2.13e-06 |Target 022: 8.96e-07 |Target 023: 3.69e-06 |Target 024: 3.35e-06 + +==================== +Epoch #1637 | Time: 00d 07h 16m | LR: 6.25e-05 | Epoch time: 15.45 | Train loss: 5.76e-06 | Val loss: 2.10e-06 +Target 018 has maximum loss 5.00e-06; Target 002 has minimum loss 3.69e-07 +Target 000: 2.00e-06 |Target 001: 1.29e-06 |Target 002: 3.69e-07 |Target 003: 6.38e-07 |Target 004: 6.80e-07 +Target 005: 1.76e-06 |Target 006: 4.60e-06 |Target 007: 6.98e-07 |Target 008: 2.09e-06 |Target 009: 2.24e-06 +Target 010: 3.70e-07 |Target 011: 6.98e-07 |Target 012: 6.32e-07 |Target 013: 1.46e-06 |Target 014: 8.93e-07 +Target 015: 8.66e-07 |Target 016: 2.14e-06 |Target 017: 1.42e-06 |Target 018: 5.00e-06 |Target 019: 3.70e-06 +Target 020: 7.38e-07 |Target 021: 2.10e-06 |Target 022: 8.73e-07 |Target 023: 3.63e-06 |Target 024: 3.21e-06 + +==================== +Epoch #1638 | Time: 00d 07h 16m | LR: 6.25e-05 | Epoch time: 15.47 | Train loss: 5.77e-06 | Val loss: 2.11e-06 +Target 018 has maximum loss 4.79e-06; Target 002 has minimum loss 3.83e-07 +Target 000: 1.57e-06 |Target 001: 1.05e-06 |Target 002: 3.83e-07 |Target 003: 6.69e-07 |Target 004: 7.00e-07 +Target 005: 2.10e-06 |Target 006: 4.08e-06 |Target 007: 7.88e-07 |Target 008: 2.18e-06 |Target 009: 2.30e-06 +Target 010: 4.10e-07 |Target 011: 7.19e-07 |Target 012: 6.74e-07 |Target 013: 1.45e-06 |Target 014: 9.33e-07 +Target 015: 8.70e-07 |Target 016: 2.21e-06 |Target 017: 1.40e-06 |Target 018: 4.79e-06 |Target 019: 3.75e-06 +Target 020: 7.43e-07 |Target 021: 2.19e-06 |Target 022: 9.12e-07 |Target 023: 3.73e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1639 | Time: 00d 07h 16m | LR: 6.25e-05 | Epoch time: 15.53 | Train loss: 5.77e-06 | Val loss: 2.17e-06 +Target 006 has maximum loss 5.12e-06; Target 002 has minimum loss 3.79e-07 +Target 000: 3.06e-06 |Target 001: 2.27e-06 |Target 002: 3.79e-07 |Target 003: 6.48e-07 |Target 004: 7.34e-07 +Target 005: 1.78e-06 |Target 006: 5.12e-06 |Target 007: 8.99e-07 |Target 008: 2.11e-06 |Target 009: 2.57e-06 +Target 010: 3.83e-07 |Target 011: 7.09e-07 |Target 012: 6.44e-07 |Target 013: 1.55e-06 |Target 014: 9.07e-07 +Target 015: 8.74e-07 |Target 016: 2.16e-06 |Target 017: 1.56e-06 |Target 018: 4.98e-06 |Target 019: 3.73e-06 +Target 020: 7.94e-07 |Target 021: 2.28e-06 |Target 022: 8.73e-07 |Target 023: 3.68e-06 |Target 024: 3.29e-06 + +==================== +Epoch #1640 | Time: 00d 07h 17m | LR: 6.25e-05 | Epoch time: 15.33 | Train loss: 5.76e-06 | Val loss: 2.13e-06 +Target 018 has maximum loss 4.86e-06; Target 010 has minimum loss 3.80e-07 +Target 000: 1.66e-06 |Target 001: 1.05e-06 |Target 002: 4.14e-07 |Target 003: 6.78e-07 |Target 004: 6.93e-07 +Target 005: 1.45e-06 |Target 006: 4.64e-06 |Target 007: 7.45e-07 |Target 008: 2.32e-06 |Target 009: 2.38e-06 +Target 010: 3.80e-07 |Target 011: 7.29e-07 |Target 012: 6.27e-07 |Target 013: 1.46e-06 |Target 014: 9.32e-07 +Target 015: 8.94e-07 |Target 016: 2.27e-06 |Target 017: 1.42e-06 |Target 018: 4.86e-06 |Target 019: 3.83e-06 +Target 020: 7.57e-07 |Target 021: 2.37e-06 |Target 022: 8.92e-07 |Target 023: 3.74e-06 |Target 024: 3.12e-06 + +==================== +Epoch #1641 | Time: 00d 07h 17m | LR: 6.25e-05 | Epoch time: 15.53 | Train loss: 5.79e-06 | Val loss: 2.12e-06 +Target 018 has maximum loss 4.96e-06; Target 010 has minimum loss 4.06e-07 +Target 000: 1.46e-06 |Target 001: 1.67e-06 |Target 002: 4.12e-07 |Target 003: 7.47e-07 |Target 004: 7.32e-07 +Target 005: 1.10e-06 |Target 006: 4.23e-06 |Target 007: 7.27e-07 |Target 008: 2.14e-06 |Target 009: 2.35e-06 +Target 010: 4.06e-07 |Target 011: 7.02e-07 |Target 012: 7.10e-07 |Target 013: 1.42e-06 |Target 014: 9.22e-07 +Target 015: 9.36e-07 |Target 016: 2.20e-06 |Target 017: 1.42e-06 |Target 018: 4.96e-06 |Target 019: 3.81e-06 +Target 020: 7.49e-07 |Target 021: 2.19e-06 |Target 022: 8.86e-07 |Target 023: 3.71e-06 |Target 024: 3.12e-06 + +==================== +Epoch #1642 | Time: 00d 07h 17m | LR: 6.25e-05 | Epoch time: 15.52 | Train loss: 5.76e-06 | Val loss: 2.07e-06 +Target 018 has maximum loss 4.56e-06; Target 002 has minimum loss 3.69e-07 +Target 000: 1.58e-06 |Target 001: 2.48e-06 |Target 002: 3.69e-07 |Target 003: 6.46e-07 |Target 004: 6.82e-07 +Target 005: 1.40e-06 |Target 006: 4.25e-06 |Target 007: 6.90e-07 |Target 008: 2.04e-06 |Target 009: 2.23e-06 +Target 010: 3.88e-07 |Target 011: 7.06e-07 |Target 012: 6.88e-07 |Target 013: 1.47e-06 |Target 014: 9.12e-07 +Target 015: 9.00e-07 |Target 016: 2.14e-06 |Target 017: 1.50e-06 |Target 018: 4.56e-06 |Target 019: 3.67e-06 +Target 020: 7.21e-07 |Target 021: 2.09e-06 |Target 022: 8.94e-07 |Target 023: 3.63e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1643 | Time: 00d 07h 17m | LR: 6.25e-05 | Epoch time: 15.36 | Train loss: 5.79e-06 | Val loss: 2.15e-06 +Target 006 has maximum loss 5.75e-06; Target 010 has minimum loss 3.81e-07 +Target 000: 2.16e-06 |Target 001: 1.79e-06 |Target 002: 4.24e-07 |Target 003: 6.76e-07 |Target 004: 7.24e-07 +Target 005: 1.32e-06 |Target 006: 5.75e-06 |Target 007: 7.71e-07 |Target 008: 2.22e-06 |Target 009: 2.37e-06 +Target 010: 3.81e-07 |Target 011: 7.74e-07 |Target 012: 6.68e-07 |Target 013: 1.47e-06 |Target 014: 9.34e-07 +Target 015: 8.67e-07 |Target 016: 2.19e-06 |Target 017: 1.51e-06 |Target 018: 4.77e-06 |Target 019: 3.80e-06 +Target 020: 7.44e-07 |Target 021: 2.21e-06 |Target 022: 9.10e-07 |Target 023: 3.80e-06 |Target 024: 3.22e-06 + +==================== +Epoch #1644 | Time: 00d 07h 18m | LR: 6.25e-05 | Epoch time: 15.39 | Train loss: 5.83e-06 | Val loss: 2.12e-06 +Target 006 has maximum loss 5.88e-06; Target 010 has minimum loss 3.65e-07 +Target 000: 4.74e-06 |Target 001: 2.20e-06 |Target 002: 3.73e-07 |Target 003: 6.30e-07 |Target 004: 7.23e-07 +Target 005: 2.00e-06 |Target 006: 5.88e-06 |Target 007: 7.01e-07 |Target 008: 2.06e-06 |Target 009: 2.33e-06 +Target 010: 3.65e-07 |Target 011: 7.13e-07 |Target 012: 6.39e-07 |Target 013: 1.47e-06 |Target 014: 9.19e-07 +Target 015: 8.67e-07 |Target 016: 2.15e-06 |Target 017: 1.43e-06 |Target 018: 4.67e-06 |Target 019: 3.74e-06 +Target 020: 7.44e-07 |Target 021: 2.12e-06 |Target 022: 9.04e-07 |Target 023: 3.68e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1645 | Time: 00d 07h 18m | LR: 6.25e-05 | Epoch time: 15.45 | Train loss: 5.79e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.58e-06; Target 002 has minimum loss 3.65e-07 +Target 000: 1.83e-06 |Target 001: 1.30e-06 |Target 002: 3.65e-07 |Target 003: 6.89e-07 |Target 004: 6.86e-07 +Target 005: 1.52e-06 |Target 006: 4.57e-06 |Target 007: 7.04e-07 |Target 008: 2.06e-06 |Target 009: 2.37e-06 +Target 010: 3.83e-07 |Target 011: 6.93e-07 |Target 012: 6.28e-07 |Target 013: 1.40e-06 |Target 014: 9.14e-07 +Target 015: 8.89e-07 |Target 016: 2.09e-06 |Target 017: 1.43e-06 |Target 018: 4.58e-06 |Target 019: 3.70e-06 +Target 020: 7.59e-07 |Target 021: 2.20e-06 |Target 022: 8.85e-07 |Target 023: 3.66e-06 |Target 024: 3.15e-06 + +==================== +Epoch #1646 | Time: 00d 07h 18m | LR: 6.25e-05 | Epoch time: 15.40 | Train loss: 5.76e-06 | Val loss: 2.07e-06 +Target 018 has maximum loss 4.58e-06; Target 010 has minimum loss 3.69e-07 +Target 000: 1.67e-06 |Target 001: 1.13e-06 |Target 002: 3.74e-07 |Target 003: 6.65e-07 |Target 004: 7.12e-07 +Target 005: 1.67e-06 |Target 006: 4.36e-06 |Target 007: 7.19e-07 |Target 008: 2.13e-06 |Target 009: 2.37e-06 +Target 010: 3.69e-07 |Target 011: 7.08e-07 |Target 012: 6.86e-07 |Target 013: 1.42e-06 |Target 014: 9.24e-07 +Target 015: 8.83e-07 |Target 016: 2.14e-06 |Target 017: 1.43e-06 |Target 018: 4.58e-06 |Target 019: 3.70e-06 +Target 020: 7.40e-07 |Target 021: 2.18e-06 |Target 022: 8.76e-07 |Target 023: 3.61e-06 |Target 024: 3.07e-06 + +==================== +Epoch #1647 | Time: 00d 07h 18m | LR: 6.25e-05 | Epoch time: 15.44 | Train loss: 5.76e-06 | Val loss: 2.06e-06 +Target 018 has maximum loss 4.74e-06; Target 010 has minimum loss 3.64e-07 +Target 000: 1.69e-06 |Target 001: 1.89e-06 |Target 002: 3.84e-07 |Target 003: 6.55e-07 |Target 004: 6.88e-07 +Target 005: 1.23e-06 |Target 006: 4.35e-06 |Target 007: 7.06e-07 |Target 008: 2.06e-06 |Target 009: 2.25e-06 +Target 010: 3.64e-07 |Target 011: 6.96e-07 |Target 012: 6.17e-07 |Target 013: 1.44e-06 |Target 014: 8.92e-07 +Target 015: 8.77e-07 |Target 016: 2.13e-06 |Target 017: 1.42e-06 |Target 018: 4.74e-06 |Target 019: 3.75e-06 +Target 020: 7.73e-07 |Target 021: 2.21e-06 |Target 022: 8.68e-07 |Target 023: 3.63e-06 |Target 024: 2.98e-06 + +==================== +Epoch #1648 | Time: 00d 07h 19m | LR: 6.25e-05 | Epoch time: 15.53 | Train loss: 5.74e-06 | Val loss: 2.22e-06 +Target 006 has maximum loss 6.46e-06; Target 010 has minimum loss 3.62e-07 +Target 000: 2.04e-06 |Target 001: 1.11e-06 |Target 002: 3.76e-07 |Target 003: 6.48e-07 |Target 004: 7.06e-07 +Target 005: 1.23e-06 |Target 006: 6.46e-06 |Target 007: 7.06e-07 |Target 008: 2.19e-06 |Target 009: 2.25e-06 +Target 010: 3.62e-07 |Target 011: 7.50e-07 |Target 012: 7.47e-07 |Target 013: 1.59e-06 |Target 014: 9.03e-07 +Target 015: 8.87e-07 |Target 016: 2.25e-06 |Target 017: 1.47e-06 |Target 018: 4.81e-06 |Target 019: 3.73e-06 +Target 020: 7.39e-07 |Target 021: 2.10e-06 |Target 022: 9.12e-07 |Target 023: 3.74e-06 |Target 024: 3.77e-06 + +==================== +Epoch #1649 | Time: 00d 07h 19m | LR: 6.25e-05 | Epoch time: 15.54 | Train loss: 5.78e-06 | Val loss: 2.12e-06 +Target 018 has maximum loss 4.90e-06; Target 010 has minimum loss 3.93e-07 +Target 000: 1.94e-06 |Target 001: 3.16e-06 |Target 002: 4.01e-07 |Target 003: 6.71e-07 |Target 004: 6.95e-07 +Target 005: 2.04e-06 |Target 006: 4.89e-06 |Target 007: 6.88e-07 |Target 008: 2.11e-06 |Target 009: 2.30e-06 +Target 010: 3.93e-07 |Target 011: 7.16e-07 |Target 012: 6.63e-07 |Target 013: 1.43e-06 |Target 014: 9.00e-07 +Target 015: 8.75e-07 |Target 016: 2.24e-06 |Target 017: 1.61e-06 |Target 018: 4.90e-06 |Target 019: 3.74e-06 +Target 020: 7.38e-07 |Target 021: 2.12e-06 |Target 022: 8.77e-07 |Target 023: 3.67e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1650 | Time: 00d 07h 19m | LR: 6.25e-05 | Epoch time: 15.51 | Train loss: 5.80e-06 | Val loss: 2.12e-06 +Target 018 has maximum loss 4.79e-06; Target 002 has minimum loss 3.89e-07 +Target 000: 1.98e-06 |Target 001: 1.67e-06 |Target 002: 3.89e-07 |Target 003: 7.33e-07 |Target 004: 7.11e-07 +Target 005: 1.23e-06 |Target 006: 4.59e-06 |Target 007: 6.94e-07 |Target 008: 2.19e-06 |Target 009: 2.31e-06 +Target 010: 4.03e-07 |Target 011: 7.23e-07 |Target 012: 6.90e-07 |Target 013: 1.50e-06 |Target 014: 8.98e-07 +Target 015: 8.90e-07 |Target 016: 2.25e-06 |Target 017: 1.50e-06 |Target 018: 4.79e-06 |Target 019: 3.72e-06 +Target 020: 7.73e-07 |Target 021: 2.16e-06 |Target 022: 8.95e-07 |Target 023: 3.67e-06 |Target 024: 3.17e-06 + +==================== +Epoch #1651 | Time: 00d 07h 19m | LR: 6.25e-05 | Epoch time: 15.54 | Train loss: 5.76e-06 | Val loss: 2.17e-06 +Target 006 has maximum loss 5.61e-06; Target 002 has minimum loss 3.61e-07 +Target 000: 1.64e-06 |Target 001: 2.46e-06 |Target 002: 3.61e-07 |Target 003: 6.82e-07 |Target 004: 6.91e-07 +Target 005: 3.52e-06 |Target 006: 5.61e-06 |Target 007: 6.93e-07 |Target 008: 2.18e-06 |Target 009: 2.26e-06 +Target 010: 3.72e-07 |Target 011: 7.72e-07 |Target 012: 6.63e-07 |Target 013: 1.53e-06 |Target 014: 9.16e-07 +Target 015: 8.71e-07 |Target 016: 2.24e-06 |Target 017: 1.64e-06 |Target 018: 4.75e-06 |Target 019: 3.85e-06 +Target 020: 7.67e-07 |Target 021: 2.15e-06 |Target 022: 8.89e-07 |Target 023: 3.70e-06 |Target 024: 3.27e-06 + +==================== +Epoch #1652 | Time: 00d 07h 20m | LR: 6.25e-05 | Epoch time: 15.52 | Train loss: 5.79e-06 | Val loss: 2.11e-06 +Target 006 has maximum loss 5.22e-06; Target 010 has minimum loss 3.74e-07 +Target 000: 2.46e-06 |Target 001: 1.43e-06 |Target 002: 3.84e-07 |Target 003: 7.35e-07 |Target 004: 7.65e-07 +Target 005: 2.00e-06 |Target 006: 5.22e-06 |Target 007: 8.22e-07 |Target 008: 2.15e-06 |Target 009: 2.32e-06 +Target 010: 3.74e-07 |Target 011: 6.95e-07 |Target 012: 6.41e-07 |Target 013: 1.56e-06 |Target 014: 9.07e-07 +Target 015: 8.75e-07 |Target 016: 2.11e-06 |Target 017: 1.60e-06 |Target 018: 4.85e-06 |Target 019: 3.72e-06 +Target 020: 7.25e-07 |Target 021: 2.17e-06 |Target 022: 8.79e-07 |Target 023: 3.67e-06 |Target 024: 3.06e-06 + +==================== +Epoch #1653 | Time: 00d 07h 20m | LR: 6.25e-05 | Epoch time: 15.70 | Train loss: 5.84e-06 | Val loss: 2.17e-06 +Target 006 has maximum loss 5.01e-06; Target 010 has minimum loss 3.83e-07 +Target 000: 2.50e-06 |Target 001: 1.01e-06 |Target 002: 4.35e-07 |Target 003: 8.16e-07 |Target 004: 7.82e-07 +Target 005: 1.73e-06 |Target 006: 5.01e-06 |Target 007: 7.65e-07 |Target 008: 2.25e-06 |Target 009: 2.32e-06 +Target 010: 3.83e-07 |Target 011: 7.00e-07 |Target 012: 6.84e-07 |Target 013: 1.44e-06 |Target 014: 9.22e-07 +Target 015: 9.53e-07 |Target 016: 2.35e-06 |Target 017: 1.58e-06 |Target 018: 4.65e-06 |Target 019: 3.87e-06 +Target 020: 7.64e-07 |Target 021: 2.17e-06 |Target 022: 9.06e-07 |Target 023: 3.75e-06 |Target 024: 3.36e-06 + +==================== +Epoch #1654 | Time: 00d 07h 20m | LR: 6.25e-05 | Epoch time: 15.57 | Train loss: 5.77e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.72e-06; Target 002 has minimum loss 3.69e-07 +Target 000: 1.49e-06 |Target 001: 1.13e-06 |Target 002: 3.69e-07 |Target 003: 6.41e-07 |Target 004: 6.77e-07 +Target 005: 2.68e-06 |Target 006: 4.24e-06 |Target 007: 7.29e-07 |Target 008: 2.15e-06 |Target 009: 2.29e-06 +Target 010: 3.71e-07 |Target 011: 6.89e-07 |Target 012: 6.25e-07 |Target 013: 1.41e-06 |Target 014: 8.97e-07 +Target 015: 8.76e-07 |Target 016: 2.14e-06 |Target 017: 1.41e-06 |Target 018: 4.72e-06 |Target 019: 3.74e-06 +Target 020: 7.22e-07 |Target 021: 2.13e-06 |Target 022: 8.81e-07 |Target 023: 3.63e-06 |Target 024: 3.11e-06 + +==================== +Epoch #1655 | Time: 00d 07h 21m | LR: 6.25e-05 | Epoch time: 15.68 | Train loss: 5.76e-06 | Val loss: 2.26e-06 +Target 006 has maximum loss 6.02e-06; Target 010 has minimum loss 3.81e-07 +Target 000: 2.17e-06 |Target 001: 2.25e-06 |Target 002: 4.12e-07 |Target 003: 6.99e-07 |Target 004: 6.98e-07 +Target 005: 1.27e-06 |Target 006: 6.02e-06 |Target 007: 9.88e-07 |Target 008: 2.18e-06 |Target 009: 2.33e-06 +Target 010: 3.81e-07 |Target 011: 7.54e-07 |Target 012: 7.16e-07 |Target 013: 1.52e-06 |Target 014: 9.54e-07 +Target 015: 8.75e-07 |Target 016: 2.19e-06 |Target 017: 1.56e-06 |Target 018: 5.09e-06 |Target 019: 3.80e-06 +Target 020: 7.44e-07 |Target 021: 2.16e-06 |Target 022: 8.97e-07 |Target 023: 3.70e-06 |Target 024: 3.82e-06 + +==================== +Epoch #1656 | Time: 00d 07h 21m | LR: 6.25e-05 | Epoch time: 15.66 | Train loss: 5.82e-06 | Val loss: 2.11e-06 +Target 018 has maximum loss 4.97e-06; Target 010 has minimum loss 3.73e-07 +Target 000: 1.94e-06 |Target 001: 1.50e-06 |Target 002: 3.76e-07 |Target 003: 6.28e-07 |Target 004: 6.80e-07 +Target 005: 2.24e-06 |Target 006: 4.85e-06 |Target 007: 7.43e-07 |Target 008: 2.08e-06 |Target 009: 2.26e-06 +Target 010: 3.73e-07 |Target 011: 8.18e-07 |Target 012: 6.28e-07 |Target 013: 1.49e-06 |Target 014: 8.96e-07 +Target 015: 9.11e-07 |Target 016: 2.27e-06 |Target 017: 1.45e-06 |Target 018: 4.97e-06 |Target 019: 3.76e-06 +Target 020: 7.33e-07 |Target 021: 2.09e-06 |Target 022: 8.95e-07 |Target 023: 3.62e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1657 | Time: 00d 07h 21m | LR: 6.25e-05 | Epoch time: 15.47 | Train loss: 5.79e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 4.94e-06; Target 010 has minimum loss 3.58e-07 +Target 000: 2.33e-06 |Target 001: 2.38e-06 |Target 002: 3.72e-07 |Target 003: 6.38e-07 |Target 004: 7.07e-07 +Target 005: 1.56e-06 |Target 006: 4.94e-06 |Target 007: 6.92e-07 |Target 008: 2.07e-06 |Target 009: 2.21e-06 +Target 010: 3.58e-07 |Target 011: 6.94e-07 |Target 012: 6.31e-07 |Target 013: 1.48e-06 |Target 014: 9.09e-07 +Target 015: 8.60e-07 |Target 016: 2.12e-06 |Target 017: 1.47e-06 |Target 018: 4.68e-06 |Target 019: 3.66e-06 +Target 020: 7.29e-07 |Target 021: 2.10e-06 |Target 022: 8.87e-07 |Target 023: 3.62e-06 |Target 024: 3.03e-06 + +==================== +Epoch #1658 | Time: 00d 07h 21m | LR: 6.25e-05 | Epoch time: 15.54 | Train loss: 5.76e-06 | Val loss: 2.24e-06 +Target 006 has maximum loss 6.71e-06; Target 002 has minimum loss 3.82e-07 +Target 000: 2.39e-06 |Target 001: 1.20e-06 |Target 002: 3.82e-07 |Target 003: 6.69e-07 |Target 004: 7.24e-07 +Target 005: 2.07e-06 |Target 006: 6.71e-06 |Target 007: 7.27e-07 |Target 008: 2.23e-06 |Target 009: 2.36e-06 +Target 010: 3.84e-07 |Target 011: 7.40e-07 |Target 012: 6.87e-07 |Target 013: 1.45e-06 |Target 014: 9.15e-07 +Target 015: 8.86e-07 |Target 016: 2.22e-06 |Target 017: 1.52e-06 |Target 018: 4.92e-06 |Target 019: 3.83e-06 +Target 020: 7.63e-07 |Target 021: 2.21e-06 |Target 022: 8.84e-07 |Target 023: 3.69e-06 |Target 024: 3.74e-06 + +==================== +Epoch #1659 | Time: 00d 07h 22m | LR: 6.25e-05 | Epoch time: 15.60 | Train loss: 5.79e-06 | Val loss: 2.10e-06 +Target 018 has maximum loss 4.74e-06; Target 002 has minimum loss 3.70e-07 +Target 000: 1.47e-06 |Target 001: 1.14e-06 |Target 002: 3.70e-07 |Target 003: 7.17e-07 |Target 004: 6.81e-07 +Target 005: 1.18e-06 |Target 006: 4.61e-06 |Target 007: 6.94e-07 |Target 008: 2.06e-06 |Target 009: 2.22e-06 +Target 010: 3.86e-07 |Target 011: 6.90e-07 |Target 012: 6.46e-07 |Target 013: 1.53e-06 |Target 014: 9.16e-07 +Target 015: 8.73e-07 |Target 016: 2.20e-06 |Target 017: 1.61e-06 |Target 018: 4.74e-06 |Target 019: 3.68e-06 +Target 020: 7.27e-07 |Target 021: 2.08e-06 |Target 022: 8.71e-07 |Target 023: 3.61e-06 |Target 024: 3.26e-06 + +==================== +Epoch #1660 | Time: 00d 07h 22m | LR: 6.25e-05 | Epoch time: 15.55 | Train loss: 5.76e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 5.42e-06; Target 002 has minimum loss 3.72e-07 +Target 000: 1.77e-06 |Target 001: 2.05e-06 |Target 002: 3.72e-07 |Target 003: 6.37e-07 |Target 004: 6.81e-07 +Target 005: 2.64e-06 |Target 006: 5.42e-06 |Target 007: 6.91e-07 |Target 008: 2.13e-06 |Target 009: 2.33e-06 +Target 010: 4.04e-07 |Target 011: 6.96e-07 |Target 012: 6.21e-07 |Target 013: 1.47e-06 |Target 014: 9.07e-07 +Target 015: 9.03e-07 |Target 016: 2.20e-06 |Target 017: 1.57e-06 |Target 018: 4.85e-06 |Target 019: 3.71e-06 +Target 020: 7.27e-07 |Target 021: 2.08e-06 |Target 022: 9.06e-07 |Target 023: 3.63e-06 |Target 024: 3.07e-06 + +==================== +Epoch #1661 | Time: 00d 07h 22m | LR: 6.25e-05 | Epoch time: 15.61 | Train loss: 5.77e-06 | Val loss: 2.09e-06 +Target 018 has maximum loss 4.71e-06; Target 002 has minimum loss 3.74e-07 +Target 000: 1.56e-06 |Target 001: 1.22e-06 |Target 002: 3.74e-07 |Target 003: 6.28e-07 |Target 004: 7.05e-07 +Target 005: 1.09e-06 |Target 006: 4.46e-06 |Target 007: 7.01e-07 |Target 008: 2.12e-06 |Target 009: 2.30e-06 +Target 010: 3.85e-07 |Target 011: 7.12e-07 |Target 012: 7.97e-07 |Target 013: 1.42e-06 |Target 014: 9.15e-07 +Target 015: 8.78e-07 |Target 016: 2.15e-06 |Target 017: 1.46e-06 |Target 018: 4.71e-06 |Target 019: 3.70e-06 +Target 020: 7.42e-07 |Target 021: 2.14e-06 |Target 022: 9.04e-07 |Target 023: 3.63e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1662 | Time: 00d 07h 22m | LR: 6.25e-05 | Epoch time: 15.72 | Train loss: 5.78e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 4.84e-06; Target 010 has minimum loss 3.62e-07 +Target 000: 1.91e-06 |Target 001: 1.19e-06 |Target 002: 3.82e-07 |Target 003: 6.73e-07 |Target 004: 6.97e-07 +Target 005: 1.38e-06 |Target 006: 4.84e-06 |Target 007: 6.80e-07 |Target 008: 2.06e-06 |Target 009: 2.25e-06 +Target 010: 3.62e-07 |Target 011: 6.91e-07 |Target 012: 6.07e-07 |Target 013: 1.42e-06 |Target 014: 9.07e-07 +Target 015: 8.93e-07 |Target 016: 2.11e-06 |Target 017: 1.38e-06 |Target 018: 4.67e-06 |Target 019: 3.70e-06 +Target 020: 7.36e-07 |Target 021: 2.10e-06 |Target 022: 8.89e-07 |Target 023: 3.65e-06 |Target 024: 3.03e-06 + +==================== +Epoch #1663 | Time: 00d 07h 23m | LR: 6.25e-05 | Epoch time: 15.81 | Train loss: 5.76e-06 | Val loss: 2.15e-06 +Target 006 has maximum loss 6.90e-06; Target 010 has minimum loss 3.68e-07 +Target 000: 4.43e-06 |Target 001: 2.21e-06 |Target 002: 3.74e-07 |Target 003: 7.43e-07 |Target 004: 6.74e-07 +Target 005: 1.94e-06 |Target 006: 6.90e-06 |Target 007: 7.06e-07 |Target 008: 2.14e-06 |Target 009: 2.28e-06 +Target 010: 3.68e-07 |Target 011: 6.96e-07 |Target 012: 6.19e-07 |Target 013: 1.48e-06 |Target 014: 9.05e-07 +Target 015: 8.73e-07 |Target 016: 2.14e-06 |Target 017: 1.45e-06 |Target 018: 4.86e-06 |Target 019: 3.72e-06 +Target 020: 7.23e-07 |Target 021: 2.09e-06 |Target 022: 8.84e-07 |Target 023: 3.68e-06 |Target 024: 3.23e-06 + +==================== +Epoch #1664 | Time: 00d 07h 23m | LR: 6.25e-05 | Epoch time: 15.53 | Train loss: 5.77e-06 | Val loss: 2.22e-06 +Target 018 has maximum loss 4.87e-06; Target 002 has minimum loss 4.10e-07 +Target 000: 1.56e-06 |Target 001: 1.41e-06 |Target 002: 4.10e-07 |Target 003: 6.65e-07 |Target 004: 6.89e-07 +Target 005: 1.87e-06 |Target 006: 3.95e-06 |Target 007: 6.87e-07 |Target 008: 2.29e-06 |Target 009: 2.33e-06 +Target 010: 4.19e-07 |Target 011: 6.99e-07 |Target 012: 8.22e-07 |Target 013: 1.42e-06 |Target 014: 9.40e-07 +Target 015: 8.84e-07 |Target 016: 2.32e-06 |Target 017: 1.62e-06 |Target 018: 4.87e-06 |Target 019: 3.76e-06 +Target 020: 7.36e-07 |Target 021: 2.17e-06 |Target 022: 9.30e-07 |Target 023: 3.77e-06 |Target 024: 3.70e-06 + +==================== +Epoch #1665 | Time: 00d 07h 23m | LR: 6.25e-05 | Epoch time: 15.47 | Train loss: 5.79e-06 | Val loss: 2.17e-06 +Target 018 has maximum loss 4.71e-06; Target 010 has minimum loss 3.83e-07 +Target 000: 1.70e-06 |Target 001: 1.76e-06 |Target 002: 3.88e-07 |Target 003: 6.24e-07 |Target 004: 7.20e-07 +Target 005: 2.19e-06 |Target 006: 4.40e-06 |Target 007: 7.32e-07 |Target 008: 2.11e-06 |Target 009: 2.32e-06 +Target 010: 3.83e-07 |Target 011: 7.08e-07 |Target 012: 8.03e-07 |Target 013: 1.52e-06 |Target 014: 9.01e-07 +Target 015: 8.76e-07 |Target 016: 2.22e-06 |Target 017: 1.60e-06 |Target 018: 4.71e-06 |Target 019: 3.70e-06 +Target 020: 7.30e-07 |Target 021: 2.09e-06 |Target 022: 8.90e-07 |Target 023: 3.68e-06 |Target 024: 3.54e-06 + +==================== +Epoch #1666 | Time: 00d 07h 23m | LR: 6.25e-05 | Epoch time: 15.53 | Train loss: 5.77e-06 | Val loss: 2.11e-06 +Target 018 has maximum loss 4.94e-06; Target 010 has minimum loss 3.68e-07 +Target 000: 1.78e-06 |Target 001: 1.61e-06 |Target 002: 3.73e-07 |Target 003: 6.67e-07 |Target 004: 7.01e-07 +Target 005: 2.27e-06 |Target 006: 4.93e-06 |Target 007: 7.70e-07 |Target 008: 2.09e-06 |Target 009: 2.27e-06 +Target 010: 3.68e-07 |Target 011: 7.18e-07 |Target 012: 6.32e-07 |Target 013: 1.49e-06 |Target 014: 9.35e-07 +Target 015: 8.68e-07 |Target 016: 2.23e-06 |Target 017: 1.52e-06 |Target 018: 4.94e-06 |Target 019: 3.79e-06 +Target 020: 7.47e-07 |Target 021: 2.16e-06 |Target 022: 8.88e-07 |Target 023: 3.71e-06 |Target 024: 3.02e-06 + +==================== +Epoch #1667 | Time: 00d 07h 24m | LR: 6.25e-05 | Epoch time: 15.71 | Train loss: 5.76e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.63e-06; Target 010 has minimum loss 3.60e-07 +Target 000: 1.43e-06 |Target 001: 2.06e-06 |Target 002: 3.88e-07 |Target 003: 6.23e-07 |Target 004: 6.76e-07 +Target 005: 1.27e-06 |Target 006: 4.18e-06 |Target 007: 7.45e-07 |Target 008: 2.08e-06 |Target 009: 2.32e-06 +Target 010: 3.60e-07 |Target 011: 7.10e-07 |Target 012: 6.20e-07 |Target 013: 1.43e-06 |Target 014: 8.90e-07 +Target 015: 8.61e-07 |Target 016: 2.20e-06 |Target 017: 1.47e-06 |Target 018: 4.63e-06 |Target 019: 3.69e-06 +Target 020: 7.80e-07 |Target 021: 2.10e-06 |Target 022: 8.74e-07 |Target 023: 3.63e-06 |Target 024: 3.02e-06 + +==================== +Epoch #1668 | Time: 00d 07h 24m | LR: 6.25e-05 | Epoch time: 15.52 | Train loss: 5.76e-06 | Val loss: 2.21e-06 +Target 006 has maximum loss 7.18e-06; Target 002 has minimum loss 3.72e-07 +Target 000: 2.36e-06 |Target 001: 1.12e-06 |Target 002: 3.72e-07 |Target 003: 6.91e-07 |Target 004: 6.88e-07 +Target 005: 1.40e-06 |Target 006: 7.18e-06 |Target 007: 7.37e-07 |Target 008: 2.18e-06 |Target 009: 2.38e-06 +Target 010: 3.74e-07 |Target 011: 7.12e-07 |Target 012: 6.74e-07 |Target 013: 1.62e-06 |Target 014: 9.14e-07 +Target 015: 8.96e-07 |Target 016: 2.32e-06 |Target 017: 1.50e-06 |Target 018: 4.86e-06 |Target 019: 3.83e-06 +Target 020: 7.58e-07 |Target 021: 2.24e-06 |Target 022: 8.80e-07 |Target 023: 3.71e-06 |Target 024: 3.50e-06 + +==================== +Epoch #1669 | Time: 00d 07h 24m | LR: 6.25e-05 | Epoch time: 15.76 | Train loss: 5.74e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 5.00e-06; Target 010 has minimum loss 3.72e-07 +Target 000: 2.10e-06 |Target 001: 1.17e-06 |Target 002: 3.76e-07 |Target 003: 6.48e-07 |Target 004: 6.90e-07 +Target 005: 1.51e-06 |Target 006: 5.00e-06 |Target 007: 6.89e-07 |Target 008: 2.04e-06 |Target 009: 2.20e-06 +Target 010: 3.72e-07 |Target 011: 7.00e-07 |Target 012: 6.58e-07 |Target 013: 1.45e-06 |Target 014: 8.94e-07 +Target 015: 8.71e-07 |Target 016: 2.11e-06 |Target 017: 1.44e-06 |Target 018: 4.88e-06 |Target 019: 3.66e-06 +Target 020: 7.27e-07 |Target 021: 2.14e-06 |Target 022: 8.69e-07 |Target 023: 3.60e-06 |Target 024: 3.25e-06 + +==================== +Epoch #1670 | Time: 00d 07h 25m | LR: 6.25e-05 | Epoch time: 15.72 | Train loss: 5.74e-06 | Val loss: 2.12e-06 +Target 018 has maximum loss 4.98e-06; Target 010 has minimum loss 3.63e-07 +Target 000: 1.41e-06 |Target 001: 1.52e-06 |Target 002: 3.70e-07 |Target 003: 7.18e-07 |Target 004: 7.01e-07 +Target 005: 1.02e-06 |Target 006: 4.34e-06 |Target 007: 6.84e-07 |Target 008: 2.09e-06 |Target 009: 2.21e-06 +Target 010: 3.63e-07 |Target 011: 7.00e-07 |Target 012: 8.08e-07 |Target 013: 1.47e-06 |Target 014: 8.95e-07 +Target 015: 8.86e-07 |Target 016: 2.14e-06 |Target 017: 1.50e-06 |Target 018: 4.98e-06 |Target 019: 3.70e-06 +Target 020: 7.40e-07 |Target 021: 2.09e-06 |Target 022: 9.02e-07 |Target 023: 3.61e-06 |Target 024: 3.30e-06 + +==================== +Epoch #1671 | Time: 00d 07h 25m | LR: 6.25e-05 | Epoch time: 15.56 | Train loss: 5.76e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 6.10e-06; Target 002 has minimum loss 3.64e-07 +Target 000: 1.64e-06 |Target 001: 1.50e-06 |Target 002: 3.64e-07 |Target 003: 6.62e-07 |Target 004: 6.83e-07 +Target 005: 1.65e-06 |Target 006: 6.10e-06 |Target 007: 7.06e-07 |Target 008: 2.10e-06 |Target 009: 2.28e-06 +Target 010: 3.75e-07 |Target 011: 7.34e-07 |Target 012: 6.64e-07 |Target 013: 1.45e-06 |Target 014: 9.03e-07 +Target 015: 8.65e-07 |Target 016: 2.16e-06 |Target 017: 1.39e-06 |Target 018: 4.77e-06 |Target 019: 3.72e-06 +Target 020: 7.37e-07 |Target 021: 2.12e-06 |Target 022: 8.67e-07 |Target 023: 3.66e-06 |Target 024: 3.02e-06 + +==================== +Epoch #1672 | Time: 00d 07h 25m | LR: 6.25e-05 | Epoch time: 15.52 | Train loss: 5.77e-06 | Val loss: 2.20e-06 +Target 006 has maximum loss 8.70e-06; Target 002 has minimum loss 3.74e-07 +Target 000: 2.47e-06 |Target 001: 1.10e-06 |Target 002: 3.74e-07 |Target 003: 7.06e-07 |Target 004: 6.94e-07 +Target 005: 1.49e-06 |Target 006: 8.70e-06 |Target 007: 6.95e-07 |Target 008: 2.09e-06 |Target 009: 2.28e-06 +Target 010: 3.81e-07 |Target 011: 7.03e-07 |Target 012: 6.39e-07 |Target 013: 1.67e-06 |Target 014: 9.01e-07 +Target 015: 8.83e-07 |Target 016: 2.15e-06 |Target 017: 1.58e-06 |Target 018: 4.84e-06 |Target 019: 3.72e-06 +Target 020: 7.39e-07 |Target 021: 2.13e-06 |Target 022: 8.90e-07 |Target 023: 3.67e-06 |Target 024: 3.52e-06 + +==================== +Epoch #1673 | Time: 00d 07h 25m | LR: 6.25e-05 | Epoch time: 15.57 | Train loss: 5.77e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 4.96e-06; Target 010 has minimum loss 3.73e-07 +Target 000: 1.86e-06 |Target 001: 1.90e-06 |Target 002: 3.74e-07 |Target 003: 6.71e-07 |Target 004: 6.98e-07 +Target 005: 1.62e-06 |Target 006: 4.96e-06 |Target 007: 6.93e-07 |Target 008: 2.18e-06 |Target 009: 2.25e-06 +Target 010: 3.73e-07 |Target 011: 6.99e-07 |Target 012: 6.39e-07 |Target 013: 1.47e-06 |Target 014: 9.12e-07 +Target 015: 8.90e-07 |Target 016: 2.24e-06 |Target 017: 1.44e-06 |Target 018: 4.78e-06 |Target 019: 3.79e-06 +Target 020: 7.55e-07 |Target 021: 2.15e-06 |Target 022: 8.78e-07 |Target 023: 3.69e-06 |Target 024: 3.05e-06 + +==================== +Epoch #1674 | Time: 00d 07h 26m | LR: 6.25e-05 | Epoch time: 15.75 | Train loss: 5.81e-06 | Val loss: 2.14e-06 +Target 018 has maximum loss 4.91e-06; Target 002 has minimum loss 3.77e-07 +Target 000: 2.92e-06 |Target 001: 2.64e-06 |Target 002: 3.77e-07 |Target 003: 6.82e-07 |Target 004: 7.29e-07 +Target 005: 1.94e-06 |Target 006: 4.27e-06 |Target 007: 7.24e-07 |Target 008: 2.08e-06 |Target 009: 2.42e-06 +Target 010: 3.86e-07 |Target 011: 7.24e-07 |Target 012: 6.68e-07 |Target 013: 1.51e-06 |Target 014: 9.05e-07 +Target 015: 8.74e-07 |Target 016: 2.15e-06 |Target 017: 1.43e-06 |Target 018: 4.91e-06 |Target 019: 3.77e-06 +Target 020: 7.46e-07 |Target 021: 2.17e-06 |Target 022: 8.86e-07 |Target 023: 3.73e-06 |Target 024: 3.21e-06 + +==================== +Epoch #1675 | Time: 00d 07h 26m | LR: 6.25e-05 | Epoch time: 15.52 | Train loss: 5.77e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 4.79e-06; Target 010 has minimum loss 3.61e-07 +Target 000: 1.38e-06 |Target 001: 1.12e-06 |Target 002: 3.75e-07 |Target 003: 6.22e-07 |Target 004: 7.05e-07 +Target 005: 1.22e-06 |Target 006: 4.79e-06 |Target 007: 6.92e-07 |Target 008: 2.13e-06 |Target 009: 2.31e-06 +Target 010: 3.61e-07 |Target 011: 6.98e-07 |Target 012: 6.31e-07 |Target 013: 1.45e-06 |Target 014: 9.13e-07 +Target 015: 8.81e-07 |Target 016: 2.17e-06 |Target 017: 1.42e-06 |Target 018: 4.73e-06 |Target 019: 3.75e-06 +Target 020: 7.27e-07 |Target 021: 2.11e-06 |Target 022: 8.75e-07 |Target 023: 3.65e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1676 | Time: 00d 07h 26m | LR: 6.25e-05 | Epoch time: 15.68 | Train loss: 5.77e-06 | Val loss: 2.24e-06 +Target 018 has maximum loss 4.65e-06; Target 002 has minimum loss 3.63e-07 +Target 000: 1.84e-06 |Target 001: 1.94e-06 |Target 002: 3.63e-07 |Target 003: 6.63e-07 |Target 004: 7.32e-07 +Target 005: 1.75e-06 |Target 006: 4.31e-06 |Target 007: 7.09e-07 |Target 008: 2.18e-06 |Target 009: 2.44e-06 +Target 010: 3.67e-07 |Target 011: 7.32e-07 |Target 012: 1.05e-06 |Target 013: 1.52e-06 |Target 014: 9.45e-07 +Target 015: 9.34e-07 |Target 016: 2.27e-06 |Target 017: 1.60e-06 |Target 018: 4.65e-06 |Target 019: 3.77e-06 +Target 020: 7.16e-07 |Target 021: 2.22e-06 |Target 022: 9.84e-07 |Target 023: 3.74e-06 |Target 024: 3.71e-06 + +==================== +Epoch #1677 | Time: 00d 07h 26m | LR: 6.25e-05 | Epoch time: 15.54 | Train loss: 5.77e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 5.37e-06; Target 010 has minimum loss 3.75e-07 +Target 000: 1.66e-06 |Target 001: 1.46e-06 |Target 002: 3.82e-07 |Target 003: 6.45e-07 |Target 004: 6.71e-07 +Target 005: 1.16e-06 |Target 006: 5.37e-06 |Target 007: 6.89e-07 |Target 008: 2.12e-06 |Target 009: 2.25e-06 +Target 010: 3.75e-07 |Target 011: 6.91e-07 |Target 012: 5.96e-07 |Target 013: 1.39e-06 |Target 014: 8.98e-07 +Target 015: 8.78e-07 |Target 016: 2.16e-06 |Target 017: 1.38e-06 |Target 018: 4.59e-06 |Target 019: 3.67e-06 +Target 020: 7.36e-07 |Target 021: 2.12e-06 |Target 022: 8.71e-07 |Target 023: 3.60e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1678 | Time: 00d 07h 27m | LR: 6.25e-05 | Epoch time: 15.59 | Train loss: 5.75e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 5.10e-06; Target 010 has minimum loss 3.66e-07 +Target 000: 2.44e-06 |Target 001: 1.03e-06 |Target 002: 3.71e-07 |Target 003: 6.35e-07 |Target 004: 6.71e-07 +Target 005: 1.36e-06 |Target 006: 5.10e-06 |Target 007: 7.18e-07 |Target 008: 2.07e-06 |Target 009: 2.24e-06 +Target 010: 3.66e-07 |Target 011: 6.89e-07 |Target 012: 6.23e-07 |Target 013: 1.45e-06 |Target 014: 9.05e-07 +Target 015: 8.79e-07 |Target 016: 2.17e-06 |Target 017: 1.42e-06 |Target 018: 4.82e-06 |Target 019: 3.70e-06 +Target 020: 7.24e-07 |Target 021: 2.13e-06 |Target 022: 8.73e-07 |Target 023: 3.62e-06 |Target 024: 3.24e-06 + +==================== +Epoch #1679 | Time: 00d 07h 27m | LR: 6.25e-05 | Epoch time: 15.55 | Train loss: 5.75e-06 | Val loss: 2.20e-06 +Target 006 has maximum loss 8.85e-06; Target 002 has minimum loss 3.81e-07 +Target 000: 1.40e-06 |Target 001: 1.70e-06 |Target 002: 3.81e-07 |Target 003: 6.30e-07 |Target 004: 6.69e-07 +Target 005: 1.07e-06 |Target 006: 8.85e-06 |Target 007: 6.97e-07 |Target 008: 2.09e-06 |Target 009: 2.21e-06 +Target 010: 3.83e-07 |Target 011: 7.42e-07 |Target 012: 8.89e-07 |Target 013: 1.57e-06 |Target 014: 9.05e-07 +Target 015: 8.69e-07 |Target 016: 2.11e-06 |Target 017: 1.60e-06 |Target 018: 4.86e-06 |Target 019: 3.68e-06 +Target 020: 7.36e-07 |Target 021: 2.08e-06 |Target 022: 8.77e-07 |Target 023: 3.60e-06 |Target 024: 3.62e-06 + +==================== +Epoch #1680 | Time: 00d 07h 27m | LR: 6.25e-05 | Epoch time: 15.57 | Train loss: 5.75e-06 | Val loss: 2.09e-06 +Target 018 has maximum loss 4.58e-06; Target 002 has minimum loss 3.81e-07 +Target 000: 1.80e-06 |Target 001: 1.31e-06 |Target 002: 3.81e-07 |Target 003: 6.40e-07 |Target 004: 6.80e-07 +Target 005: 1.73e-06 |Target 006: 4.52e-06 |Target 007: 7.08e-07 |Target 008: 2.09e-06 |Target 009: 2.28e-06 +Target 010: 3.91e-07 |Target 011: 7.02e-07 |Target 012: 6.14e-07 |Target 013: 1.46e-06 |Target 014: 8.89e-07 +Target 015: 8.71e-07 |Target 016: 2.16e-06 |Target 017: 1.54e-06 |Target 018: 4.58e-06 |Target 019: 3.69e-06 +Target 020: 7.23e-07 |Target 021: 2.16e-06 |Target 022: 8.66e-07 |Target 023: 3.62e-06 |Target 024: 3.22e-06 + +==================== +Epoch #1681 | Time: 00d 07h 27m | LR: 6.25e-05 | Epoch time: 15.80 | Train loss: 5.71e-06 | Val loss: 2.61e-06 +Target 006 has maximum loss 6.66e-06; Target 010 has minimum loss 4.04e-07 +Target 000: 1.91e-06 |Target 001: 1.70e-06 |Target 002: 4.07e-07 |Target 003: 8.41e-07 |Target 004: 8.38e-07 +Target 005: 1.08e-06 |Target 006: 6.66e-06 |Target 007: 7.80e-07 |Target 008: 2.29e-06 |Target 009: 2.38e-06 +Target 010: 4.04e-07 |Target 011: 7.62e-07 |Target 012: 1.13e-06 |Target 013: 1.67e-06 |Target 014: 9.36e-07 +Target 015: 9.68e-07 |Target 016: 2.37e-06 |Target 017: 2.01e-06 |Target 018: 5.50e-06 |Target 019: 3.94e-06 +Target 020: 8.08e-07 |Target 021: 2.30e-06 |Target 022: 9.46e-07 |Target 023: 3.79e-06 |Target 024: 5.39e-06 + +==================== +Epoch #1682 | Time: 00d 07h 28m | LR: 6.25e-05 | Epoch time: 15.59 | Train loss: 5.83e-06 | Val loss: 2.16e-06 +Target 006 has maximum loss 5.52e-06; Target 002 has minimum loss 3.63e-07 +Target 000: 1.80e-06 |Target 001: 1.51e-06 |Target 002: 3.63e-07 |Target 003: 6.60e-07 |Target 004: 6.99e-07 +Target 005: 2.12e-06 |Target 006: 5.52e-06 |Target 007: 8.04e-07 |Target 008: 2.10e-06 |Target 009: 2.31e-06 +Target 010: 3.66e-07 |Target 011: 7.84e-07 |Target 012: 6.52e-07 |Target 013: 1.52e-06 |Target 014: 9.28e-07 +Target 015: 8.74e-07 |Target 016: 2.12e-06 |Target 017: 1.53e-06 |Target 018: 4.76e-06 |Target 019: 3.81e-06 +Target 020: 7.62e-07 |Target 021: 2.16e-06 |Target 022: 8.85e-07 |Target 023: 3.71e-06 |Target 024: 3.38e-06 + +==================== +Epoch #1683 | Time: 00d 07h 28m | LR: 6.25e-05 | Epoch time: 15.70 | Train loss: 5.79e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.81e-06; Target 002 has minimum loss 3.72e-07 +Target 000: 1.73e-06 |Target 001: 1.54e-06 |Target 002: 3.72e-07 |Target 003: 7.00e-07 |Target 004: 6.95e-07 +Target 005: 1.09e-06 |Target 006: 4.26e-06 |Target 007: 6.91e-07 |Target 008: 2.14e-06 |Target 009: 2.34e-06 +Target 010: 3.72e-07 |Target 011: 7.38e-07 |Target 012: 6.28e-07 |Target 013: 1.39e-06 |Target 014: 9.02e-07 +Target 015: 8.80e-07 |Target 016: 2.22e-06 |Target 017: 1.39e-06 |Target 018: 4.81e-06 |Target 019: 3.71e-06 +Target 020: 7.53e-07 |Target 021: 2.13e-06 |Target 022: 9.01e-07 |Target 023: 3.67e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1684 | Time: 00d 07h 28m | LR: 6.25e-05 | Epoch time: 15.65 | Train loss: 5.77e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 4.81e-06; Target 010 has minimum loss 3.62e-07 +Target 000: 1.73e-06 |Target 001: 1.21e-06 |Target 002: 3.68e-07 |Target 003: 6.15e-07 |Target 004: 7.02e-07 +Target 005: 1.29e-06 |Target 006: 4.81e-06 |Target 007: 6.99e-07 |Target 008: 2.09e-06 |Target 009: 2.25e-06 +Target 010: 3.62e-07 |Target 011: 7.20e-07 |Target 012: 6.51e-07 |Target 013: 1.42e-06 |Target 014: 8.92e-07 +Target 015: 8.65e-07 |Target 016: 2.21e-06 |Target 017: 1.60e-06 |Target 018: 4.63e-06 |Target 019: 3.69e-06 +Target 020: 7.32e-07 |Target 021: 2.11e-06 |Target 022: 8.78e-07 |Target 023: 3.61e-06 |Target 024: 3.29e-06 + +==================== +Epoch #1685 | Time: 00d 07h 29m | LR: 6.25e-05 | Epoch time: 15.58 | Train loss: 5.74e-06 | Val loss: 2.10e-06 +Target 018 has maximum loss 4.77e-06; Target 010 has minimum loss 3.64e-07 +Target 000: 1.38e-06 |Target 001: 1.31e-06 |Target 002: 3.77e-07 |Target 003: 6.33e-07 |Target 004: 6.92e-07 +Target 005: 1.90e-06 |Target 006: 3.92e-06 |Target 007: 7.19e-07 |Target 008: 2.11e-06 |Target 009: 2.26e-06 +Target 010: 3.64e-07 |Target 011: 7.03e-07 |Target 012: 6.37e-07 |Target 013: 1.45e-06 |Target 014: 9.07e-07 +Target 015: 8.75e-07 |Target 016: 2.17e-06 |Target 017: 1.44e-06 |Target 018: 4.77e-06 |Target 019: 3.73e-06 +Target 020: 7.36e-07 |Target 021: 2.11e-06 |Target 022: 8.86e-07 |Target 023: 3.64e-06 |Target 024: 3.23e-06 + +==================== +Epoch #1686 | Time: 00d 07h 29m | LR: 6.25e-05 | Epoch time: 15.54 | Train loss: 5.76e-06 | Val loss: 2.12e-06 +Target 018 has maximum loss 4.73e-06; Target 002 has minimum loss 3.77e-07 +Target 000: 1.38e-06 |Target 001: 1.32e-06 |Target 002: 3.77e-07 |Target 003: 6.10e-07 |Target 004: 6.88e-07 +Target 005: 1.03e-06 |Target 006: 4.35e-06 |Target 007: 7.05e-07 |Target 008: 2.11e-06 |Target 009: 2.38e-06 +Target 010: 3.81e-07 |Target 011: 7.03e-07 |Target 012: 7.62e-07 |Target 013: 1.41e-06 |Target 014: 9.06e-07 +Target 015: 8.69e-07 |Target 016: 2.19e-06 |Target 017: 1.46e-06 |Target 018: 4.73e-06 |Target 019: 3.71e-06 +Target 020: 7.41e-07 |Target 021: 2.28e-06 |Target 022: 8.80e-07 |Target 023: 3.65e-06 |Target 024: 3.36e-06 + +==================== +Epoch #1687 | Time: 00d 07h 29m | LR: 6.25e-05 | Epoch time: 15.57 | Train loss: 5.78e-06 | Val loss: 2.14e-06 +Target 006 has maximum loss 7.63e-06; Target 002 has minimum loss 3.60e-07 +Target 000: 3.68e-06 |Target 001: 2.31e-06 |Target 002: 3.60e-07 |Target 003: 6.37e-07 |Target 004: 6.76e-07 +Target 005: 1.41e-06 |Target 006: 7.63e-06 |Target 007: 7.38e-07 |Target 008: 2.04e-06 |Target 009: 2.22e-06 +Target 010: 3.71e-07 |Target 011: 7.09e-07 |Target 012: 6.68e-07 |Target 013: 1.46e-06 |Target 014: 8.94e-07 +Target 015: 8.74e-07 |Target 016: 2.08e-06 |Target 017: 1.44e-06 |Target 018: 4.70e-06 |Target 019: 3.69e-06 +Target 020: 7.68e-07 |Target 021: 2.10e-06 |Target 022: 8.60e-07 |Target 023: 3.60e-06 |Target 024: 3.36e-06 + +==================== +Epoch #1688 | Time: 00d 07h 29m | LR: 6.25e-05 | Epoch time: 15.56 | Train loss: 5.75e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.12e-06; Target 002 has minimum loss 3.65e-07 +Target 000: 1.42e-06 |Target 001: 2.56e-06 |Target 002: 3.65e-07 |Target 003: 6.55e-07 |Target 004: 6.77e-07 +Target 005: 1.20e-06 |Target 006: 5.12e-06 |Target 007: 7.07e-07 |Target 008: 2.09e-06 |Target 009: 2.26e-06 +Target 010: 3.71e-07 |Target 011: 7.15e-07 |Target 012: 7.61e-07 |Target 013: 1.52e-06 |Target 014: 8.82e-07 +Target 015: 8.68e-07 |Target 016: 2.13e-06 |Target 017: 1.42e-06 |Target 018: 4.65e-06 |Target 019: 3.70e-06 +Target 020: 7.28e-07 |Target 021: 2.09e-06 |Target 022: 8.72e-07 |Target 023: 3.59e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1689 | Time: 00d 07h 30m | LR: 6.25e-05 | Epoch time: 15.54 | Train loss: 5.76e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.60e-06; Target 010 has minimum loss 3.60e-07 +Target 000: 1.69e-06 |Target 001: 1.17e-06 |Target 002: 3.75e-07 |Target 003: 6.27e-07 |Target 004: 6.89e-07 +Target 005: 1.50e-06 |Target 006: 4.06e-06 |Target 007: 7.52e-07 |Target 008: 2.09e-06 |Target 009: 2.22e-06 +Target 010: 3.60e-07 |Target 011: 7.24e-07 |Target 012: 6.38e-07 |Target 013: 1.39e-06 |Target 014: 9.09e-07 +Target 015: 8.66e-07 |Target 016: 2.18e-06 |Target 017: 1.40e-06 |Target 018: 4.60e-06 |Target 019: 3.69e-06 +Target 020: 7.26e-07 |Target 021: 2.09e-06 |Target 022: 8.81e-07 |Target 023: 3.59e-06 |Target 024: 3.29e-06 + +==================== +Epoch #1690 | Time: 00d 07h 30m | LR: 6.25e-05 | Epoch time: 15.60 | Train loss: 5.75e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.62e-06; Target 010 has minimum loss 3.77e-07 +Target 000: 1.34e-06 |Target 001: 1.12e-06 |Target 002: 3.81e-07 |Target 003: 6.41e-07 |Target 004: 6.86e-07 +Target 005: 1.35e-06 |Target 006: 3.97e-06 |Target 007: 6.86e-07 |Target 008: 2.06e-06 |Target 009: 2.19e-06 +Target 010: 3.77e-07 |Target 011: 7.00e-07 |Target 012: 6.81e-07 |Target 013: 1.39e-06 |Target 014: 9.03e-07 +Target 015: 8.61e-07 |Target 016: 2.13e-06 |Target 017: 1.39e-06 |Target 018: 4.62e-06 |Target 019: 3.69e-06 +Target 020: 7.66e-07 |Target 021: 2.07e-06 |Target 022: 8.83e-07 |Target 023: 3.59e-06 |Target 024: 3.00e-06 + +==================== +Epoch #1691 | Time: 00d 07h 30m | LR: 6.25e-05 | Epoch time: 15.54 | Train loss: 5.74e-06 | Val loss: 2.24e-06 +Target 006 has maximum loss 5.31e-06; Target 002 has minimum loss 4.79e-07 +Target 000: 1.68e-06 |Target 001: 2.07e-06 |Target 002: 4.79e-07 |Target 003: 1.13e-06 |Target 004: 8.44e-07 +Target 005: 1.35e-06 |Target 006: 5.31e-06 |Target 007: 7.92e-07 |Target 008: 2.18e-06 |Target 009: 2.38e-06 +Target 010: 4.96e-07 |Target 011: 7.01e-07 |Target 012: 7.60e-07 |Target 013: 1.53e-06 |Target 014: 9.21e-07 +Target 015: 9.94e-07 |Target 016: 2.26e-06 |Target 017: 1.44e-06 |Target 018: 4.77e-06 |Target 019: 3.81e-06 +Target 020: 7.56e-07 |Target 021: 2.30e-06 |Target 022: 9.18e-07 |Target 023: 3.71e-06 |Target 024: 3.70e-06 + +==================== +Epoch #1692 | Time: 00d 07h 30m | LR: 6.25e-05 | Epoch time: 15.73 | Train loss: 5.76e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 6.14e-06; Target 002 has minimum loss 3.70e-07 +Target 000: 2.13e-06 |Target 001: 2.12e-06 |Target 002: 3.70e-07 |Target 003: 7.07e-07 |Target 004: 6.73e-07 +Target 005: 1.27e-06 |Target 006: 6.14e-06 |Target 007: 7.06e-07 |Target 008: 2.20e-06 |Target 009: 2.26e-06 +Target 010: 3.70e-07 |Target 011: 7.33e-07 |Target 012: 6.34e-07 |Target 013: 1.42e-06 |Target 014: 9.18e-07 +Target 015: 8.72e-07 |Target 016: 2.21e-06 |Target 017: 1.43e-06 |Target 018: 4.67e-06 |Target 019: 3.74e-06 +Target 020: 7.55e-07 |Target 021: 2.13e-06 |Target 022: 8.86e-07 |Target 023: 3.69e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1693 | Time: 00d 07h 31m | LR: 6.25e-05 | Epoch time: 15.54 | Train loss: 5.74e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 4.99e-06; Target 002 has minimum loss 3.79e-07 +Target 000: 1.74e-06 |Target 001: 1.49e-06 |Target 002: 3.79e-07 |Target 003: 6.28e-07 |Target 004: 6.79e-07 +Target 005: 1.50e-06 |Target 006: 4.99e-06 |Target 007: 7.69e-07 |Target 008: 2.24e-06 |Target 009: 2.27e-06 +Target 010: 3.95e-07 |Target 011: 7.42e-07 |Target 012: 7.24e-07 |Target 013: 1.42e-06 |Target 014: 9.15e-07 +Target 015: 8.80e-07 |Target 016: 2.25e-06 |Target 017: 1.45e-06 |Target 018: 4.78e-06 |Target 019: 3.77e-06 +Target 020: 7.31e-07 |Target 021: 2.30e-06 |Target 022: 8.98e-07 |Target 023: 3.64e-06 |Target 024: 3.06e-06 + +==================== +Epoch #1694 | Time: 00d 07h 31m | LR: 6.25e-05 | Epoch time: 15.57 | Train loss: 5.76e-06 | Val loss: 2.23e-06 +Target 006 has maximum loss 4.95e-06; Target 010 has minimum loss 3.65e-07 +Target 000: 1.55e-06 |Target 001: 2.60e-06 |Target 002: 3.72e-07 |Target 003: 6.27e-07 |Target 004: 6.84e-07 +Target 005: 1.29e-06 |Target 006: 4.95e-06 |Target 007: 7.00e-07 |Target 008: 2.15e-06 |Target 009: 2.26e-06 +Target 010: 3.65e-07 |Target 011: 7.03e-07 |Target 012: 6.86e-07 |Target 013: 1.69e-06 |Target 014: 9.00e-07 +Target 015: 8.60e-07 |Target 016: 2.21e-06 |Target 017: 1.68e-06 |Target 018: 4.76e-06 |Target 019: 3.67e-06 +Target 020: 7.30e-07 |Target 021: 2.24e-06 |Target 022: 8.84e-07 |Target 023: 3.63e-06 |Target 024: 3.87e-06 + +==================== +Epoch #1695 | Time: 00d 07h 31m | LR: 6.25e-05 | Epoch time: 15.68 | Train loss: 5.78e-06 | Val loss: 2.14e-06 +Target 006 has maximum loss 4.91e-06; Target 010 has minimum loss 3.66e-07 +Target 000: 2.02e-06 |Target 001: 1.27e-06 |Target 002: 3.77e-07 |Target 003: 6.42e-07 |Target 004: 6.90e-07 +Target 005: 1.38e-06 |Target 006: 4.91e-06 |Target 007: 7.42e-07 |Target 008: 2.13e-06 |Target 009: 2.29e-06 +Target 010: 3.66e-07 |Target 011: 7.25e-07 |Target 012: 6.74e-07 |Target 013: 1.49e-06 |Target 014: 8.96e-07 +Target 015: 8.65e-07 |Target 016: 2.15e-06 |Target 017: 1.40e-06 |Target 018: 4.83e-06 |Target 019: 3.72e-06 +Target 020: 7.24e-07 |Target 021: 2.15e-06 |Target 022: 8.72e-07 |Target 023: 3.63e-06 |Target 024: 3.47e-06 + +==================== +Epoch #1696 | Time: 00d 07h 31m | LR: 6.25e-05 | Epoch time: 15.64 | Train loss: 5.73e-06 | Val loss: 2.23e-06 +Target 006 has maximum loss 6.73e-06; Target 010 has minimum loss 3.69e-07 +Target 000: 2.02e-06 |Target 001: 1.91e-06 |Target 002: 3.77e-07 |Target 003: 6.58e-07 |Target 004: 7.40e-07 +Target 005: 1.60e-06 |Target 006: 6.73e-06 |Target 007: 6.93e-07 |Target 008: 2.17e-06 |Target 009: 2.43e-06 +Target 010: 3.69e-07 |Target 011: 7.56e-07 |Target 012: 7.16e-07 |Target 013: 1.61e-06 |Target 014: 9.23e-07 +Target 015: 8.80e-07 |Target 016: 2.26e-06 |Target 017: 1.45e-06 |Target 018: 5.05e-06 |Target 019: 3.83e-06 +Target 020: 7.45e-07 |Target 021: 2.20e-06 |Target 022: 8.83e-07 |Target 023: 3.73e-06 |Target 024: 3.55e-06 + +==================== +Epoch #1697 | Time: 00d 07h 32m | LR: 6.25e-05 | Epoch time: 15.70 | Train loss: 5.74e-06 | Val loss: 2.14e-06 +Target 006 has maximum loss 5.69e-06; Target 010 has minimum loss 3.77e-07 +Target 000: 1.45e-06 |Target 001: 2.06e-06 |Target 002: 3.80e-07 |Target 003: 6.42e-07 |Target 004: 6.78e-07 +Target 005: 1.23e-06 |Target 006: 5.69e-06 |Target 007: 7.25e-07 |Target 008: 2.11e-06 |Target 009: 2.22e-06 +Target 010: 3.77e-07 |Target 011: 6.93e-07 |Target 012: 6.29e-07 |Target 013: 1.63e-06 |Target 014: 8.96e-07 +Target 015: 8.61e-07 |Target 016: 2.11e-06 |Target 017: 1.56e-06 |Target 018: 4.92e-06 |Target 019: 3.67e-06 +Target 020: 7.32e-07 |Target 021: 2.10e-06 |Target 022: 8.63e-07 |Target 023: 3.62e-06 |Target 024: 3.38e-06 + +==================== +Epoch #1698 | Time: 00d 07h 32m | LR: 6.25e-05 | Epoch time: 15.66 | Train loss: 5.73e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 4.93e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 2.44e-06 |Target 001: 1.26e-06 |Target 002: 3.64e-07 |Target 003: 6.45e-07 |Target 004: 6.71e-07 +Target 005: 1.23e-06 |Target 006: 4.93e-06 |Target 007: 6.86e-07 |Target 008: 2.05e-06 |Target 009: 2.35e-06 +Target 010: 3.56e-07 |Target 011: 7.11e-07 |Target 012: 8.02e-07 |Target 013: 1.40e-06 |Target 014: 8.97e-07 +Target 015: 8.65e-07 |Target 016: 2.18e-06 |Target 017: 1.40e-06 |Target 018: 4.61e-06 |Target 019: 3.76e-06 +Target 020: 7.46e-07 |Target 021: 2.12e-06 |Target 022: 8.86e-07 |Target 023: 3.64e-06 |Target 024: 2.97e-06 + +==================== +Epoch #1699 | Time: 00d 07h 32m | LR: 6.25e-05 | Epoch time: 15.65 | Train loss: 5.75e-06 | Val loss: 2.27e-06 +Target 006 has maximum loss 7.51e-06; Target 002 has minimum loss 3.78e-07 +Target 000: 2.61e-06 |Target 001: 1.02e-06 |Target 002: 3.78e-07 |Target 003: 6.14e-07 |Target 004: 7.28e-07 +Target 005: 1.19e-06 |Target 006: 7.51e-06 |Target 007: 6.89e-07 |Target 008: 2.10e-06 |Target 009: 2.38e-06 +Target 010: 3.86e-07 |Target 011: 6.87e-07 |Target 012: 7.17e-07 |Target 013: 1.64e-06 |Target 014: 8.95e-07 +Target 015: 8.83e-07 |Target 016: 2.20e-06 |Target 017: 1.50e-06 |Target 018: 4.84e-06 |Target 019: 3.71e-06 +Target 020: 7.50e-07 |Target 021: 2.16e-06 |Target 022: 8.72e-07 |Target 023: 3.65e-06 |Target 024: 4.06e-06 + +==================== +Epoch #1700 | Time: 00d 07h 32m | LR: 6.25e-05 | Epoch time: 15.52 | Train loss: 5.79e-06 | Val loss: 2.12e-06 +Target 006 has maximum loss 7.41e-06; Target 010 has minimum loss 3.66e-07 +Target 000: 2.16e-06 |Target 001: 2.48e-06 |Target 002: 3.71e-07 |Target 003: 6.63e-07 |Target 004: 6.77e-07 +Target 005: 1.19e-06 |Target 006: 7.41e-06 |Target 007: 6.90e-07 |Target 008: 2.12e-06 |Target 009: 2.21e-06 +Target 010: 3.66e-07 |Target 011: 7.22e-07 |Target 012: 6.37e-07 |Target 013: 1.53e-06 |Target 014: 9.67e-07 +Target 015: 8.71e-07 |Target 016: 2.53e-06 |Target 017: 1.42e-06 |Target 018: 4.60e-06 |Target 019: 3.74e-06 +Target 020: 7.57e-07 |Target 021: 2.09e-06 |Target 022: 9.63e-07 |Target 023: 3.68e-06 |Target 024: 3.07e-06 + +==================== +Epoch #1701 | Time: 00d 07h 33m | LR: 6.25e-05 | Epoch time: 15.47 | Train loss: 5.76e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.64e-06; Target 010 has minimum loss 3.58e-07 +Target 000: 1.48e-06 |Target 001: 1.93e-06 |Target 002: 3.68e-07 |Target 003: 6.19e-07 |Target 004: 6.90e-07 +Target 005: 1.01e-06 |Target 006: 4.21e-06 |Target 007: 7.70e-07 |Target 008: 2.14e-06 |Target 009: 2.29e-06 +Target 010: 3.58e-07 |Target 011: 7.08e-07 |Target 012: 6.98e-07 |Target 013: 1.43e-06 |Target 014: 8.96e-07 +Target 015: 8.76e-07 |Target 016: 2.21e-06 |Target 017: 1.43e-06 |Target 018: 4.64e-06 |Target 019: 3.75e-06 +Target 020: 7.84e-07 |Target 021: 2.21e-06 |Target 022: 8.74e-07 |Target 023: 3.65e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1702 | Time: 00d 07h 33m | LR: 6.25e-05 | Epoch time: 15.52 | Train loss: 5.76e-06 | Val loss: 2.09e-06 +Target 018 has maximum loss 4.69e-06; Target 002 has minimum loss 3.62e-07 +Target 000: 1.48e-06 |Target 001: 2.73e-06 |Target 002: 3.62e-07 |Target 003: 6.89e-07 |Target 004: 6.81e-07 +Target 005: 1.37e-06 |Target 006: 4.11e-06 |Target 007: 6.87e-07 |Target 008: 2.13e-06 |Target 009: 2.21e-06 +Target 010: 3.72e-07 |Target 011: 6.98e-07 |Target 012: 6.56e-07 |Target 013: 1.47e-06 |Target 014: 9.05e-07 +Target 015: 8.84e-07 |Target 016: 2.21e-06 |Target 017: 1.71e-06 |Target 018: 4.69e-06 |Target 019: 3.68e-06 +Target 020: 7.35e-07 |Target 021: 2.09e-06 |Target 022: 8.98e-07 |Target 023: 3.59e-06 |Target 024: 3.11e-06 + +==================== +Epoch #1703 | Time: 00d 07h 33m | LR: 6.25e-05 | Epoch time: 15.55 | Train loss: 5.76e-06 | Val loss: 2.05e-06 +Target 006 has maximum loss 4.83e-06; Target 010 has minimum loss 3.66e-07 +Target 000: 1.61e-06 |Target 001: 1.07e-06 |Target 002: 3.66e-07 |Target 003: 6.69e-07 |Target 004: 6.86e-07 +Target 005: 1.08e-06 |Target 006: 4.83e-06 |Target 007: 7.00e-07 |Target 008: 2.10e-06 |Target 009: 2.34e-06 +Target 010: 3.66e-07 |Target 011: 7.04e-07 |Target 012: 6.12e-07 |Target 013: 1.41e-06 |Target 014: 9.01e-07 +Target 015: 8.69e-07 |Target 016: 2.13e-06 |Target 017: 1.38e-06 |Target 018: 4.63e-06 |Target 019: 3.69e-06 +Target 020: 7.21e-07 |Target 021: 2.10e-06 |Target 022: 8.65e-07 |Target 023: 3.60e-06 |Target 024: 3.07e-06 + +==================== +Epoch #1704 | Time: 00d 07h 34m | LR: 6.25e-05 | Epoch time: 15.71 | Train loss: 5.74e-06 | Val loss: 2.13e-06 +Target 006 has maximum loss 4.99e-06; Target 010 has minimum loss 4.24e-07 +Target 000: 1.81e-06 |Target 001: 1.15e-06 |Target 002: 4.93e-07 |Target 003: 7.79e-07 |Target 004: 7.29e-07 +Target 005: 1.30e-06 |Target 006: 4.99e-06 |Target 007: 7.56e-07 |Target 008: 2.10e-06 |Target 009: 2.21e-06 +Target 010: 4.24e-07 |Target 011: 7.07e-07 |Target 012: 7.77e-07 |Target 013: 1.42e-06 |Target 014: 8.89e-07 +Target 015: 9.19e-07 |Target 016: 2.14e-06 |Target 017: 1.41e-06 |Target 018: 4.64e-06 |Target 019: 3.78e-06 +Target 020: 7.31e-07 |Target 021: 2.13e-06 |Target 022: 8.83e-07 |Target 023: 3.62e-06 |Target 024: 3.38e-06 + +==================== +Epoch #1705 | Time: 00d 07h 34m | LR: 6.25e-05 | Epoch time: 15.48 | Train loss: 5.77e-06 | Val loss: 2.15e-06 +Target 006 has maximum loss 5.00e-06; Target 010 has minimum loss 3.80e-07 +Target 000: 1.76e-06 |Target 001: 3.09e-06 |Target 002: 4.00e-07 |Target 003: 6.73e-07 |Target 004: 6.78e-07 +Target 005: 1.36e-06 |Target 006: 5.00e-06 |Target 007: 7.22e-07 |Target 008: 2.10e-06 |Target 009: 2.32e-06 +Target 010: 3.80e-07 |Target 011: 7.10e-07 |Target 012: 6.29e-07 |Target 013: 1.51e-06 |Target 014: 9.15e-07 +Target 015: 8.62e-07 |Target 016: 2.19e-06 |Target 017: 1.55e-06 |Target 018: 4.83e-06 |Target 019: 3.74e-06 +Target 020: 7.72e-07 |Target 021: 2.25e-06 |Target 022: 8.87e-07 |Target 023: 3.68e-06 |Target 024: 3.28e-06 + +==================== +Epoch #1706 | Time: 00d 07h 34m | LR: 6.25e-05 | Epoch time: 15.60 | Train loss: 5.75e-06 | Val loss: 2.09e-06 +Target 018 has maximum loss 4.68e-06; Target 002 has minimum loss 3.70e-07 +Target 000: 1.63e-06 |Target 001: 1.77e-06 |Target 002: 3.70e-07 |Target 003: 6.76e-07 |Target 004: 7.02e-07 +Target 005: 1.28e-06 |Target 006: 4.24e-06 |Target 007: 7.19e-07 |Target 008: 2.10e-06 |Target 009: 2.30e-06 +Target 010: 3.74e-07 |Target 011: 7.33e-07 |Target 012: 6.75e-07 |Target 013: 1.42e-06 |Target 014: 9.21e-07 +Target 015: 8.56e-07 |Target 016: 2.14e-06 |Target 017: 1.41e-06 |Target 018: 4.68e-06 |Target 019: 3.74e-06 +Target 020: 7.37e-07 |Target 021: 2.17e-06 |Target 022: 8.97e-07 |Target 023: 3.68e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1707 | Time: 00d 07h 34m | LR: 6.25e-05 | Epoch time: 15.61 | Train loss: 5.73e-06 | Val loss: 2.16e-06 +Target 006 has maximum loss 5.82e-06; Target 010 has minimum loss 3.88e-07 +Target 000: 1.80e-06 |Target 001: 1.57e-06 |Target 002: 4.28e-07 |Target 003: 6.22e-07 |Target 004: 7.30e-07 +Target 005: 1.67e-06 |Target 006: 5.82e-06 |Target 007: 7.20e-07 |Target 008: 2.22e-06 |Target 009: 2.38e-06 +Target 010: 3.88e-07 |Target 011: 7.01e-07 |Target 012: 6.50e-07 |Target 013: 1.48e-06 |Target 014: 9.15e-07 +Target 015: 8.57e-07 |Target 016: 2.27e-06 |Target 017: 1.55e-06 |Target 018: 4.77e-06 |Target 019: 3.84e-06 +Target 020: 7.38e-07 |Target 021: 2.29e-06 |Target 022: 8.79e-07 |Target 023: 3.69e-06 |Target 024: 3.29e-06 + +==================== +Epoch #1708 | Time: 00d 07h 35m | LR: 6.25e-05 | Epoch time: 15.58 | Train loss: 5.76e-06 | Val loss: 2.16e-06 +Target 006 has maximum loss 5.13e-06; Target 002 has minimum loss 3.78e-07 +Target 000: 1.82e-06 |Target 001: 1.16e-06 |Target 002: 3.78e-07 |Target 003: 6.63e-07 |Target 004: 8.08e-07 +Target 005: 1.21e-06 |Target 006: 5.13e-06 |Target 007: 7.08e-07 |Target 008: 2.14e-06 |Target 009: 2.34e-06 +Target 010: 4.00e-07 |Target 011: 6.98e-07 |Target 012: 6.98e-07 |Target 013: 1.51e-06 |Target 014: 9.04e-07 +Target 015: 8.79e-07 |Target 016: 2.18e-06 |Target 017: 1.55e-06 |Target 018: 4.76e-06 |Target 019: 3.79e-06 +Target 020: 7.43e-07 |Target 021: 2.17e-06 |Target 022: 8.81e-07 |Target 023: 3.70e-06 |Target 024: 3.44e-06 + +==================== +Epoch #1709 | Time: 00d 07h 35m | LR: 6.25e-05 | Epoch time: 15.64 | Train loss: 5.77e-06 | Val loss: 2.12e-06 +Target 006 has maximum loss 6.92e-06; Target 002 has minimum loss 3.66e-07 +Target 000: 2.38e-06 |Target 001: 1.40e-06 |Target 002: 3.66e-07 |Target 003: 6.55e-07 |Target 004: 6.92e-07 +Target 005: 1.68e-06 |Target 006: 6.92e-06 |Target 007: 7.63e-07 |Target 008: 2.10e-06 |Target 009: 2.30e-06 +Target 010: 3.76e-07 |Target 011: 6.96e-07 |Target 012: 6.57e-07 |Target 013: 1.46e-06 |Target 014: 9.13e-07 +Target 015: 9.08e-07 |Target 016: 2.22e-06 |Target 017: 1.51e-06 |Target 018: 4.72e-06 |Target 019: 3.71e-06 +Target 020: 7.44e-07 |Target 021: 2.14e-06 |Target 022: 8.84e-07 |Target 023: 3.71e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1710 | Time: 00d 07h 35m | LR: 6.25e-05 | Epoch time: 15.50 | Train loss: 5.73e-06 | Val loss: 2.17e-06 +Target 006 has maximum loss 5.37e-06; Target 010 has minimum loss 3.72e-07 +Target 000: 1.76e-06 |Target 001: 1.01e-06 |Target 002: 3.74e-07 |Target 003: 6.61e-07 |Target 004: 6.75e-07 +Target 005: 1.33e-06 |Target 006: 5.37e-06 |Target 007: 7.24e-07 |Target 008: 2.13e-06 |Target 009: 2.31e-06 +Target 010: 3.72e-07 |Target 011: 7.19e-07 |Target 012: 6.32e-07 |Target 013: 1.50e-06 |Target 014: 8.88e-07 +Target 015: 8.79e-07 |Target 016: 2.18e-06 |Target 017: 1.48e-06 |Target 018: 4.88e-06 |Target 019: 3.74e-06 +Target 020: 7.53e-07 |Target 021: 2.20e-06 |Target 022: 8.68e-07 |Target 023: 3.65e-06 |Target 024: 3.56e-06 + +==================== +Epoch #1711 | Time: 00d 07h 35m | LR: 6.25e-05 | Epoch time: 15.77 | Train loss: 5.76e-06 | Val loss: 2.09e-06 +Target 018 has maximum loss 4.86e-06; Target 010 has minimum loss 3.64e-07 +Target 000: 1.81e-06 |Target 001: 1.77e-06 |Target 002: 3.79e-07 |Target 003: 6.33e-07 |Target 004: 6.75e-07 +Target 005: 2.06e-06 |Target 006: 4.45e-06 |Target 007: 7.06e-07 |Target 008: 2.03e-06 |Target 009: 2.24e-06 +Target 010: 3.64e-07 |Target 011: 7.17e-07 |Target 012: 6.85e-07 |Target 013: 1.48e-06 |Target 014: 8.96e-07 +Target 015: 8.72e-07 |Target 016: 2.13e-06 |Target 017: 1.42e-06 |Target 018: 4.86e-06 |Target 019: 3.69e-06 +Target 020: 7.27e-07 |Target 021: 2.08e-06 |Target 022: 8.78e-07 |Target 023: 3.63e-06 |Target 024: 3.15e-06 + +==================== +Epoch #1712 | Time: 00d 07h 36m | LR: 6.25e-05 | Epoch time: 15.59 | Train loss: 5.75e-06 | Val loss: 2.13e-06 +Target 006 has maximum loss 5.43e-06; Target 002 has minimum loss 3.74e-07 +Target 000: 1.43e-06 |Target 001: 1.61e-06 |Target 002: 3.74e-07 |Target 003: 7.16e-07 |Target 004: 7.11e-07 +Target 005: 1.52e-06 |Target 006: 5.43e-06 |Target 007: 7.24e-07 |Target 008: 2.07e-06 |Target 009: 2.24e-06 +Target 010: 3.82e-07 |Target 011: 7.23e-07 |Target 012: 7.41e-07 |Target 013: 1.42e-06 |Target 014: 8.98e-07 +Target 015: 9.28e-07 |Target 016: 2.16e-06 |Target 017: 1.43e-06 |Target 018: 4.60e-06 |Target 019: 3.70e-06 +Target 020: 7.67e-07 |Target 021: 2.08e-06 |Target 022: 8.88e-07 |Target 023: 3.59e-06 |Target 024: 3.49e-06 + +==================== +Epoch #1713 | Time: 00d 07h 36m | LR: 6.25e-05 | Epoch time: 15.59 | Train loss: 5.74e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 5.50e-06; Target 010 has minimum loss 3.99e-07 +Target 000: 1.66e-06 |Target 001: 1.35e-06 |Target 002: 4.08e-07 |Target 003: 6.76e-07 |Target 004: 7.94e-07 +Target 005: 1.61e-06 |Target 006: 5.50e-06 |Target 007: 7.08e-07 |Target 008: 2.08e-06 |Target 009: 2.28e-06 +Target 010: 3.99e-07 |Target 011: 7.31e-07 |Target 012: 6.16e-07 |Target 013: 1.46e-06 |Target 014: 8.93e-07 +Target 015: 9.61e-07 |Target 016: 2.19e-06 |Target 017: 1.49e-06 |Target 018: 4.78e-06 |Target 019: 3.78e-06 +Target 020: 7.78e-07 |Target 021: 2.10e-06 |Target 022: 8.69e-07 |Target 023: 3.65e-06 |Target 024: 3.12e-06 + +==================== +Epoch #1714 | Time: 00d 07h 36m | LR: 6.25e-05 | Epoch time: 15.53 | Train loss: 5.75e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.68e-06; Target 002 has minimum loss 3.76e-07 +Target 000: 1.57e-06 |Target 001: 2.34e-06 |Target 002: 3.76e-07 |Target 003: 6.52e-07 |Target 004: 7.14e-07 +Target 005: 1.97e-06 |Target 006: 4.21e-06 |Target 007: 7.10e-07 |Target 008: 2.16e-06 |Target 009: 2.31e-06 +Target 010: 3.91e-07 |Target 011: 7.19e-07 |Target 012: 6.27e-07 |Target 013: 1.43e-06 |Target 014: 9.01e-07 +Target 015: 9.09e-07 |Target 016: 2.23e-06 |Target 017: 1.39e-06 |Target 018: 4.68e-06 |Target 019: 3.74e-06 +Target 020: 7.45e-07 |Target 021: 2.15e-06 |Target 022: 8.94e-07 |Target 023: 3.64e-06 |Target 024: 3.06e-06 + +==================== +Epoch #1715 | Time: 00d 07h 36m | LR: 6.25e-05 | Epoch time: 15.57 | Train loss: 5.74e-06 | Val loss: 2.21e-06 +Target 018 has maximum loss 5.00e-06; Target 010 has minimum loss 4.03e-07 +Target 000: 1.77e-06 |Target 001: 2.45e-06 |Target 002: 4.07e-07 |Target 003: 7.85e-07 |Target 004: 7.24e-07 +Target 005: 3.02e-06 |Target 006: 4.68e-06 |Target 007: 7.82e-07 |Target 008: 2.33e-06 |Target 009: 2.44e-06 +Target 010: 4.03e-07 |Target 011: 8.77e-07 |Target 012: 8.35e-07 |Target 013: 1.47e-06 |Target 014: 9.13e-07 +Target 015: 9.36e-07 |Target 016: 2.45e-06 |Target 017: 1.61e-06 |Target 018: 5.00e-06 |Target 019: 3.97e-06 +Target 020: 7.55e-07 |Target 021: 2.27e-06 |Target 022: 9.51e-07 |Target 023: 3.84e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1716 | Time: 00d 07h 37m | LR: 6.25e-05 | Epoch time: 15.48 | Train loss: 5.80e-06 | Val loss: 2.13e-06 +Target 006 has maximum loss 5.26e-06; Target 002 has minimum loss 3.76e-07 +Target 000: 1.82e-06 |Target 001: 1.06e-06 |Target 002: 3.76e-07 |Target 003: 6.40e-07 |Target 004: 7.21e-07 +Target 005: 1.17e-06 |Target 006: 5.26e-06 |Target 007: 7.08e-07 |Target 008: 2.35e-06 |Target 009: 2.25e-06 +Target 010: 4.18e-07 |Target 011: 6.95e-07 |Target 012: 6.27e-07 |Target 013: 1.41e-06 |Target 014: 9.01e-07 +Target 015: 9.75e-07 |Target 016: 2.36e-06 |Target 017: 1.41e-06 |Target 018: 4.89e-06 |Target 019: 3.74e-06 +Target 020: 7.44e-07 |Target 021: 2.13e-06 |Target 022: 8.81e-07 |Target 023: 3.67e-06 |Target 024: 3.33e-06 + +==================== +Epoch #1717 | Time: 00d 07h 37m | LR: 6.25e-05 | Epoch time: 15.62 | Train loss: 5.75e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.63e-06; Target 002 has minimum loss 3.59e-07 +Target 000: 1.68e-06 |Target 001: 1.06e-06 |Target 002: 3.59e-07 |Target 003: 6.60e-07 |Target 004: 6.92e-07 +Target 005: 1.72e-06 |Target 006: 4.32e-06 |Target 007: 6.95e-07 |Target 008: 2.07e-06 |Target 009: 2.24e-06 +Target 010: 3.82e-07 |Target 011: 7.33e-07 |Target 012: 7.23e-07 |Target 013: 1.42e-06 |Target 014: 9.06e-07 +Target 015: 8.83e-07 |Target 016: 2.15e-06 |Target 017: 1.38e-06 |Target 018: 4.63e-06 |Target 019: 3.74e-06 +Target 020: 7.23e-07 |Target 021: 2.13e-06 |Target 022: 8.83e-07 |Target 023: 3.68e-06 |Target 024: 3.15e-06 + +==================== +Epoch #1718 | Time: 00d 07h 37m | LR: 6.25e-05 | Epoch time: 15.66 | Train loss: 5.74e-06 | Val loss: 2.13e-06 +Target 006 has maximum loss 5.01e-06; Target 010 has minimum loss 3.61e-07 +Target 000: 1.66e-06 |Target 001: 1.18e-06 |Target 002: 3.65e-07 |Target 003: 6.56e-07 |Target 004: 7.33e-07 +Target 005: 1.11e-06 |Target 006: 5.01e-06 |Target 007: 7.07e-07 |Target 008: 2.08e-06 |Target 009: 2.32e-06 +Target 010: 3.61e-07 |Target 011: 7.04e-07 |Target 012: 7.19e-07 |Target 013: 1.57e-06 |Target 014: 9.01e-07 +Target 015: 8.67e-07 |Target 016: 2.18e-06 |Target 017: 1.56e-06 |Target 018: 4.68e-06 |Target 019: 3.69e-06 +Target 020: 7.37e-07 |Target 021: 2.16e-06 |Target 022: 8.97e-07 |Target 023: 3.63e-06 |Target 024: 3.34e-06 + +==================== +Epoch #1719 | Time: 00d 07h 38m | LR: 6.25e-05 | Epoch time: 15.53 | Train loss: 5.75e-06 | Val loss: 2.10e-06 +Target 018 has maximum loss 4.70e-06; Target 002 has minimum loss 4.00e-07 +Target 000: 1.52e-06 |Target 001: 1.30e-06 |Target 002: 4.00e-07 |Target 003: 7.40e-07 |Target 004: 7.33e-07 +Target 005: 1.20e-06 |Target 006: 4.32e-06 |Target 007: 7.14e-07 |Target 008: 2.13e-06 |Target 009: 2.28e-06 +Target 010: 4.53e-07 |Target 011: 7.05e-07 |Target 012: 6.84e-07 |Target 013: 1.41e-06 |Target 014: 8.99e-07 +Target 015: 9.12e-07 |Target 016: 2.22e-06 |Target 017: 1.39e-06 |Target 018: 4.70e-06 |Target 019: 3.72e-06 +Target 020: 7.50e-07 |Target 021: 2.14e-06 |Target 022: 8.79e-07 |Target 023: 3.63e-06 |Target 024: 3.27e-06 + +==================== +Epoch #1720 | Time: 00d 07h 38m | LR: 6.25e-05 | Epoch time: 15.53 | Train loss: 5.73e-06 | Val loss: 2.11e-06 +Target 018 has maximum loss 4.74e-06; Target 010 has minimum loss 3.61e-07 +Target 000: 2.03e-06 |Target 001: 1.31e-06 |Target 002: 3.83e-07 |Target 003: 6.28e-07 |Target 004: 7.07e-07 +Target 005: 1.22e-06 |Target 006: 4.30e-06 |Target 007: 7.92e-07 |Target 008: 2.13e-06 |Target 009: 2.29e-06 +Target 010: 3.61e-07 |Target 011: 7.13e-07 |Target 012: 7.06e-07 |Target 013: 1.52e-06 |Target 014: 9.06e-07 +Target 015: 8.84e-07 |Target 016: 2.16e-06 |Target 017: 1.52e-06 |Target 018: 4.74e-06 |Target 019: 3.75e-06 +Target 020: 7.68e-07 |Target 021: 2.12e-06 |Target 022: 8.86e-07 |Target 023: 3.67e-06 |Target 024: 3.21e-06 + +==================== +Epoch #1721 | Time: 00d 07h 38m | LR: 6.25e-05 | Epoch time: 15.49 | Train loss: 5.73e-06 | Val loss: 2.11e-06 +Target 006 has maximum loss 4.91e-06; Target 002 has minimum loss 3.75e-07 +Target 000: 2.76e-06 |Target 001: 1.12e-06 |Target 002: 3.75e-07 |Target 003: 6.92e-07 |Target 004: 6.86e-07 +Target 005: 1.23e-06 |Target 006: 4.91e-06 |Target 007: 7.07e-07 |Target 008: 2.19e-06 |Target 009: 2.31e-06 +Target 010: 4.00e-07 |Target 011: 6.93e-07 |Target 012: 7.20e-07 |Target 013: 1.46e-06 |Target 014: 9.08e-07 +Target 015: 8.77e-07 |Target 016: 2.21e-06 |Target 017: 1.47e-06 |Target 018: 4.78e-06 |Target 019: 3.77e-06 +Target 020: 7.28e-07 |Target 021: 2.18e-06 |Target 022: 8.73e-07 |Target 023: 3.70e-06 |Target 024: 3.15e-06 + +==================== +Epoch #1722 | Time: 00d 07h 38m | LR: 6.25e-05 | Epoch time: 15.54 | Train loss: 5.73e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 5.59e-06; Target 010 has minimum loss 3.59e-07 +Target 000: 1.62e-06 |Target 001: 1.28e-06 |Target 002: 3.76e-07 |Target 003: 6.13e-07 |Target 004: 6.90e-07 +Target 005: 1.25e-06 |Target 006: 5.59e-06 |Target 007: 6.87e-07 |Target 008: 2.03e-06 |Target 009: 2.21e-06 +Target 010: 3.59e-07 |Target 011: 7.11e-07 |Target 012: 6.90e-07 |Target 013: 1.57e-06 |Target 014: 8.93e-07 +Target 015: 8.45e-07 |Target 016: 2.09e-06 |Target 017: 1.66e-06 |Target 018: 4.64e-06 |Target 019: 3.68e-06 +Target 020: 7.22e-07 |Target 021: 2.07e-06 |Target 022: 8.68e-07 |Target 023: 3.59e-06 |Target 024: 3.20e-06 + +==================== +Epoch #1723 | Time: 00d 07h 39m | LR: 6.25e-05 | Epoch time: 15.75 | Train loss: 5.73e-06 | Val loss: 2.06e-06 +Target 018 has maximum loss 4.60e-06; Target 002 has minimum loss 3.66e-07 +Target 000: 1.87e-06 |Target 001: 1.94e-06 |Target 002: 3.66e-07 |Target 003: 6.21e-07 |Target 004: 7.02e-07 +Target 005: 1.05e-06 |Target 006: 4.58e-06 |Target 007: 7.13e-07 |Target 008: 2.10e-06 |Target 009: 2.28e-06 +Target 010: 3.74e-07 |Target 011: 6.95e-07 |Target 012: 6.62e-07 |Target 013: 1.41e-06 |Target 014: 8.90e-07 +Target 015: 8.65e-07 |Target 016: 2.18e-06 |Target 017: 1.45e-06 |Target 018: 4.60e-06 |Target 019: 3.66e-06 +Target 020: 7.39e-07 |Target 021: 2.11e-06 |Target 022: 8.65e-07 |Target 023: 3.59e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1724 | Time: 00d 07h 39m | LR: 6.25e-05 | Epoch time: 15.49 | Train loss: 5.72e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.73e-06; Target 010 has minimum loss 3.72e-07 +Target 000: 1.63e-06 |Target 001: 1.19e-06 |Target 002: 3.81e-07 |Target 003: 6.41e-07 |Target 004: 6.74e-07 +Target 005: 1.33e-06 |Target 006: 4.53e-06 |Target 007: 7.21e-07 |Target 008: 2.14e-06 |Target 009: 2.26e-06 +Target 010: 3.72e-07 |Target 011: 6.98e-07 |Target 012: 6.92e-07 |Target 013: 1.42e-06 |Target 014: 8.93e-07 +Target 015: 8.73e-07 |Target 016: 2.25e-06 |Target 017: 1.41e-06 |Target 018: 4.73e-06 |Target 019: 3.73e-06 +Target 020: 7.47e-07 |Target 021: 2.13e-06 |Target 022: 8.76e-07 |Target 023: 3.69e-06 |Target 024: 3.08e-06 + +==================== +Epoch #1725 | Time: 00d 07h 39m | LR: 6.25e-05 | Epoch time: 15.66 | Train loss: 5.72e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.62e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.77e-06 |Target 001: 1.44e-06 |Target 002: 3.61e-07 |Target 003: 6.77e-07 |Target 004: 6.96e-07 +Target 005: 1.27e-06 |Target 006: 4.02e-06 |Target 007: 6.91e-07 |Target 008: 2.05e-06 |Target 009: 2.27e-06 +Target 010: 3.52e-07 |Target 011: 7.15e-07 |Target 012: 6.85e-07 |Target 013: 1.40e-06 |Target 014: 8.90e-07 +Target 015: 8.56e-07 |Target 016: 2.17e-06 |Target 017: 1.38e-06 |Target 018: 4.62e-06 |Target 019: 3.71e-06 +Target 020: 7.26e-07 |Target 021: 2.12e-06 |Target 022: 8.67e-07 |Target 023: 3.64e-06 |Target 024: 2.94e-06 + +==================== +Epoch #1726 | Time: 00d 07h 39m | LR: 6.25e-05 | Epoch time: 15.90 | Train loss: 5.73e-06 | Val loss: 2.18e-06 +Target 018 has maximum loss 5.24e-06; Target 010 has minimum loss 3.75e-07 +Target 000: 4.78e-06 |Target 001: 1.35e-06 |Target 002: 3.84e-07 |Target 003: 6.75e-07 |Target 004: 6.98e-07 +Target 005: 2.30e-06 |Target 006: 5.17e-06 |Target 007: 7.02e-07 |Target 008: 2.12e-06 |Target 009: 2.33e-06 +Target 010: 3.75e-07 |Target 011: 6.96e-07 |Target 012: 6.20e-07 |Target 013: 1.61e-06 |Target 014: 9.00e-07 +Target 015: 8.92e-07 |Target 016: 2.23e-06 |Target 017: 1.57e-06 |Target 018: 5.24e-06 |Target 019: 3.76e-06 +Target 020: 7.40e-07 |Target 021: 2.13e-06 |Target 022: 8.82e-07 |Target 023: 3.68e-06 |Target 024: 3.23e-06 + +==================== +Epoch #1727 | Time: 00d 07h 40m | LR: 6.25e-05 | Epoch time: 15.53 | Train loss: 5.78e-06 | Val loss: 2.11e-06 +Target 018 has maximum loss 4.67e-06; Target 002 has minimum loss 4.01e-07 +Target 000: 1.85e-06 |Target 001: 1.45e-06 |Target 002: 4.01e-07 |Target 003: 7.24e-07 |Target 004: 7.78e-07 +Target 005: 1.22e-06 |Target 006: 4.49e-06 |Target 007: 7.52e-07 |Target 008: 2.18e-06 |Target 009: 2.31e-06 +Target 010: 4.33e-07 |Target 011: 6.97e-07 |Target 012: 7.69e-07 |Target 013: 1.45e-06 |Target 014: 9.15e-07 +Target 015: 9.59e-07 |Target 016: 2.22e-06 |Target 017: 1.49e-06 |Target 018: 4.67e-06 |Target 019: 3.78e-06 +Target 020: 7.39e-07 |Target 021: 2.21e-06 |Target 022: 8.89e-07 |Target 023: 3.69e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1728 | Time: 00d 07h 40m | LR: 6.25e-05 | Epoch time: 15.51 | Train loss: 5.77e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.61e-06; Target 010 has minimum loss 3.58e-07 +Target 000: 2.12e-06 |Target 001: 1.26e-06 |Target 002: 3.84e-07 |Target 003: 6.39e-07 |Target 004: 6.99e-07 +Target 005: 1.43e-06 |Target 006: 4.10e-06 |Target 007: 6.98e-07 |Target 008: 2.16e-06 |Target 009: 2.28e-06 +Target 010: 3.58e-07 |Target 011: 7.30e-07 |Target 012: 6.52e-07 |Target 013: 1.42e-06 |Target 014: 8.94e-07 +Target 015: 8.54e-07 |Target 016: 2.24e-06 |Target 017: 1.36e-06 |Target 018: 4.61e-06 |Target 019: 3.72e-06 +Target 020: 7.39e-07 |Target 021: 2.16e-06 |Target 022: 8.90e-07 |Target 023: 3.62e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1729 | Time: 00d 07h 40m | LR: 6.25e-05 | Epoch time: 15.56 | Train loss: 5.76e-06 | Val loss: 2.14e-06 +Target 006 has maximum loss 6.58e-06; Target 010 has minimum loss 3.81e-07 +Target 000: 1.67e-06 |Target 001: 1.28e-06 |Target 002: 3.87e-07 |Target 003: 6.18e-07 |Target 004: 6.77e-07 +Target 005: 1.07e-06 |Target 006: 6.58e-06 |Target 007: 7.31e-07 |Target 008: 2.07e-06 |Target 009: 2.28e-06 +Target 010: 3.81e-07 |Target 011: 7.29e-07 |Target 012: 7.28e-07 |Target 013: 1.43e-06 |Target 014: 8.94e-07 +Target 015: 8.56e-07 |Target 016: 2.10e-06 |Target 017: 1.44e-06 |Target 018: 4.71e-06 |Target 019: 3.72e-06 +Target 020: 7.27e-07 |Target 021: 2.15e-06 |Target 022: 8.64e-07 |Target 023: 3.61e-06 |Target 024: 3.50e-06 + +==================== +Epoch #1730 | Time: 00d 07h 40m | LR: 6.25e-05 | Epoch time: 15.59 | Train loss: 5.73e-06 | Val loss: 2.16e-06 +Target 006 has maximum loss 6.24e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 1.37e-06 |Target 001: 1.83e-06 |Target 002: 3.61e-07 |Target 003: 6.80e-07 |Target 004: 7.03e-07 +Target 005: 1.26e-06 |Target 006: 6.24e-06 |Target 007: 7.18e-07 |Target 008: 2.10e-06 |Target 009: 2.22e-06 +Target 010: 3.54e-07 |Target 011: 7.09e-07 |Target 012: 8.12e-07 |Target 013: 1.54e-06 |Target 014: 8.88e-07 +Target 015: 8.74e-07 |Target 016: 2.23e-06 |Target 017: 1.60e-06 |Target 018: 4.76e-06 |Target 019: 3.68e-06 +Target 020: 7.34e-07 |Target 021: 2.10e-06 |Target 022: 8.66e-07 |Target 023: 3.63e-06 |Target 024: 3.50e-06 + +==================== +Epoch #1731 | Time: 00d 07h 41m | LR: 6.25e-05 | Epoch time: 15.52 | Train loss: 5.75e-06 | Val loss: 2.09e-06 +Target 018 has maximum loss 4.73e-06; Target 010 has minimum loss 3.82e-07 +Target 000: 2.27e-06 |Target 001: 1.48e-06 |Target 002: 3.86e-07 |Target 003: 6.20e-07 |Target 004: 7.20e-07 +Target 005: 1.69e-06 |Target 006: 4.56e-06 |Target 007: 6.98e-07 |Target 008: 2.13e-06 |Target 009: 2.36e-06 +Target 010: 3.82e-07 |Target 011: 7.15e-07 |Target 012: 7.16e-07 |Target 013: 1.47e-06 |Target 014: 9.22e-07 +Target 015: 8.84e-07 |Target 016: 2.48e-06 |Target 017: 1.43e-06 |Target 018: 4.73e-06 |Target 019: 3.73e-06 +Target 020: 7.23e-07 |Target 021: 2.08e-06 |Target 022: 8.81e-07 |Target 023: 3.73e-06 |Target 024: 3.02e-06 + +==================== +Epoch #1732 | Time: 00d 07h 41m | LR: 6.25e-05 | Epoch time: 15.67 | Train loss: 5.73e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.79e-06; Target 002 has minimum loss 3.77e-07 +Target 000: 1.40e-06 |Target 001: 1.43e-06 |Target 002: 3.77e-07 |Target 003: 7.32e-07 |Target 004: 6.83e-07 +Target 005: 1.10e-06 |Target 006: 4.16e-06 |Target 007: 7.25e-07 |Target 008: 2.10e-06 |Target 009: 2.22e-06 +Target 010: 3.80e-07 |Target 011: 7.24e-07 |Target 012: 6.15e-07 |Target 013: 1.42e-06 |Target 014: 8.87e-07 +Target 015: 8.67e-07 |Target 016: 2.18e-06 |Target 017: 1.38e-06 |Target 018: 4.79e-06 |Target 019: 3.67e-06 +Target 020: 7.24e-07 |Target 021: 2.10e-06 |Target 022: 8.68e-07 |Target 023: 3.62e-06 |Target 024: 2.99e-06 + +==================== +Epoch #1733 | Time: 00d 07h 41m | LR: 6.25e-05 | Epoch time: 15.57 | Train loss: 5.72e-06 | Val loss: 2.07e-06 +Target 018 has maximum loss 4.81e-06; Target 010 has minimum loss 3.59e-07 +Target 000: 1.79e-06 |Target 001: 1.77e-06 |Target 002: 3.79e-07 |Target 003: 6.61e-07 |Target 004: 7.05e-07 +Target 005: 1.13e-06 |Target 006: 4.15e-06 |Target 007: 7.26e-07 |Target 008: 2.17e-06 |Target 009: 2.27e-06 +Target 010: 3.59e-07 |Target 011: 6.97e-07 |Target 012: 6.66e-07 |Target 013: 1.40e-06 |Target 014: 8.91e-07 +Target 015: 8.98e-07 |Target 016: 2.33e-06 |Target 017: 1.45e-06 |Target 018: 4.81e-06 |Target 019: 3.76e-06 +Target 020: 7.45e-07 |Target 021: 2.14e-06 |Target 022: 8.74e-07 |Target 023: 3.67e-06 |Target 024: 2.98e-06 + +==================== +Epoch #1734 | Time: 00d 07h 42m | LR: 6.25e-05 | Epoch time: 15.57 | Train loss: 5.78e-06 | Val loss: 2.11e-06 +Target 006 has maximum loss 5.38e-06; Target 002 has minimum loss 3.70e-07 +Target 000: 1.49e-06 |Target 001: 1.07e-06 |Target 002: 3.70e-07 |Target 003: 6.85e-07 |Target 004: 6.75e-07 +Target 005: 2.00e-06 |Target 006: 5.38e-06 |Target 007: 6.95e-07 |Target 008: 2.05e-06 |Target 009: 2.23e-06 +Target 010: 3.72e-07 |Target 011: 7.13e-07 |Target 012: 6.10e-07 |Target 013: 1.42e-06 |Target 014: 8.87e-07 +Target 015: 8.98e-07 |Target 016: 2.20e-06 |Target 017: 1.42e-06 |Target 018: 4.65e-06 |Target 019: 3.68e-06 +Target 020: 7.29e-07 |Target 021: 2.08e-06 |Target 022: 8.60e-07 |Target 023: 3.61e-06 |Target 024: 3.41e-06 + +==================== +Epoch #1735 | Time: 00d 07h 42m | LR: 6.25e-05 | Epoch time: 15.55 | Train loss: 5.72e-06 | Val loss: 2.14e-06 +Target 006 has maximum loss 5.55e-06; Target 002 has minimum loss 3.66e-07 +Target 000: 1.40e-06 |Target 001: 1.55e-06 |Target 002: 3.66e-07 |Target 003: 6.39e-07 |Target 004: 6.93e-07 +Target 005: 1.17e-06 |Target 006: 5.55e-06 |Target 007: 7.09e-07 |Target 008: 2.08e-06 |Target 009: 2.30e-06 +Target 010: 3.93e-07 |Target 011: 7.08e-07 |Target 012: 7.48e-07 |Target 013: 1.66e-06 |Target 014: 9.11e-07 +Target 015: 8.59e-07 |Target 016: 2.14e-06 |Target 017: 1.61e-06 |Target 018: 4.73e-06 |Target 019: 3.75e-06 +Target 020: 7.35e-07 |Target 021: 2.16e-06 |Target 022: 8.72e-07 |Target 023: 3.66e-06 |Target 024: 3.30e-06 + +==================== +Epoch #1736 | Time: 00d 07h 42m | LR: 6.25e-05 | Epoch time: 15.47 | Train loss: 5.74e-06 | Val loss: 2.09e-06 +Target 018 has maximum loss 4.92e-06; Target 002 has minimum loss 3.63e-07 +Target 000: 2.09e-06 |Target 001: 1.42e-06 |Target 002: 3.63e-07 |Target 003: 6.13e-07 |Target 004: 7.42e-07 +Target 005: 1.46e-06 |Target 006: 4.65e-06 |Target 007: 6.89e-07 |Target 008: 2.14e-06 |Target 009: 2.26e-06 +Target 010: 3.77e-07 |Target 011: 6.85e-07 |Target 012: 6.37e-07 |Target 013: 1.56e-06 |Target 014: 9.00e-07 +Target 015: 9.31e-07 |Target 016: 2.18e-06 |Target 017: 1.45e-06 |Target 018: 4.92e-06 |Target 019: 3.70e-06 +Target 020: 7.23e-07 |Target 021: 2.08e-06 |Target 022: 8.71e-07 |Target 023: 3.67e-06 |Target 024: 3.06e-06 + +==================== +Epoch #1737 | Time: 00d 07h 42m | LR: 6.25e-05 | Epoch time: 15.67 | Train loss: 5.74e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.64e-06; Target 002 has minimum loss 3.69e-07 +Target 000: 3.21e-06 |Target 001: 1.26e-06 |Target 002: 3.69e-07 |Target 003: 7.00e-07 |Target 004: 6.91e-07 +Target 005: 1.62e-06 |Target 006: 4.25e-06 |Target 007: 6.86e-07 |Target 008: 2.07e-06 |Target 009: 2.27e-06 +Target 010: 3.75e-07 |Target 011: 7.10e-07 |Target 012: 6.26e-07 |Target 013: 1.41e-06 |Target 014: 8.87e-07 +Target 015: 8.73e-07 |Target 016: 2.18e-06 |Target 017: 1.37e-06 |Target 018: 4.64e-06 |Target 019: 3.67e-06 +Target 020: 7.27e-07 |Target 021: 2.09e-06 |Target 022: 8.77e-07 |Target 023: 3.61e-06 |Target 024: 3.03e-06 + +==================== +Epoch #1738 | Time: 00d 07h 43m | LR: 6.25e-05 | Epoch time: 15.55 | Train loss: 5.75e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.59e-06; Target 010 has minimum loss 3.65e-07 +Target 000: 1.63e-06 |Target 001: 1.30e-06 |Target 002: 3.69e-07 |Target 003: 6.50e-07 |Target 004: 7.04e-07 +Target 005: 1.09e-06 |Target 006: 4.51e-06 |Target 007: 7.57e-07 |Target 008: 2.13e-06 |Target 009: 2.32e-06 +Target 010: 3.65e-07 |Target 011: 7.01e-07 |Target 012: 7.13e-07 |Target 013: 1.48e-06 |Target 014: 8.99e-07 +Target 015: 8.75e-07 |Target 016: 2.15e-06 |Target 017: 1.47e-06 |Target 018: 4.59e-06 |Target 019: 3.71e-06 +Target 020: 7.33e-07 |Target 021: 2.25e-06 |Target 022: 8.58e-07 |Target 023: 3.62e-06 |Target 024: 3.11e-06 + +==================== +Epoch #1739 | Time: 00d 07h 43m | LR: 6.25e-05 | Epoch time: 15.63 | Train loss: 5.72e-06 | Val loss: 2.06e-06 +Target 018 has maximum loss 4.63e-06; Target 010 has minimum loss 3.65e-07 +Target 000: 1.65e-06 |Target 001: 1.45e-06 |Target 002: 3.71e-07 |Target 003: 6.47e-07 |Target 004: 6.69e-07 +Target 005: 1.31e-06 |Target 006: 4.11e-06 |Target 007: 7.00e-07 |Target 008: 2.23e-06 |Target 009: 2.26e-06 +Target 010: 3.65e-07 |Target 011: 7.12e-07 |Target 012: 6.74e-07 |Target 013: 1.39e-06 |Target 014: 9.00e-07 +Target 015: 8.58e-07 |Target 016: 2.30e-06 |Target 017: 1.40e-06 |Target 018: 4.63e-06 |Target 019: 3.73e-06 +Target 020: 7.27e-07 |Target 021: 2.21e-06 |Target 022: 8.73e-07 |Target 023: 3.68e-06 |Target 024: 3.01e-06 + +==================== +Epoch #1740 | Time: 00d 07h 43m | LR: 6.25e-05 | Epoch time: 15.67 | Train loss: 5.72e-06 | Val loss: 2.41e-06 +Target 006 has maximum loss 6.78e-06; Target 010 has minimum loss 3.66e-07 +Target 000: 1.91e-06 |Target 001: 2.05e-06 |Target 002: 3.79e-07 |Target 003: 6.50e-07 |Target 004: 7.60e-07 +Target 005: 1.17e-06 |Target 006: 6.78e-06 |Target 007: 6.99e-07 |Target 008: 2.09e-06 |Target 009: 2.22e-06 +Target 010: 3.66e-07 |Target 011: 7.42e-07 |Target 012: 8.06e-07 |Target 013: 1.71e-06 |Target 014: 9.02e-07 +Target 015: 8.56e-07 |Target 016: 2.35e-06 |Target 017: 1.73e-06 |Target 018: 4.95e-06 |Target 019: 3.78e-06 +Target 020: 7.55e-07 |Target 021: 2.09e-06 |Target 022: 9.10e-07 |Target 023: 3.66e-06 |Target 024: 4.79e-06 + +==================== +Epoch #1741 | Time: 00d 07h 43m | LR: 6.25e-05 | Epoch time: 15.58 | Train loss: 5.76e-06 | Val loss: 2.11e-06 +Target 018 has maximum loss 4.97e-06; Target 002 has minimum loss 3.57e-07 +Target 000: 2.06e-06 |Target 001: 1.32e-06 |Target 002: 3.57e-07 |Target 003: 6.54e-07 |Target 004: 6.88e-07 +Target 005: 1.37e-06 |Target 006: 4.94e-06 |Target 007: 6.89e-07 |Target 008: 2.09e-06 |Target 009: 2.26e-06 +Target 010: 3.65e-07 |Target 011: 6.90e-07 |Target 012: 7.12e-07 |Target 013: 1.41e-06 |Target 014: 8.95e-07 +Target 015: 8.83e-07 |Target 016: 2.18e-06 |Target 017: 1.50e-06 |Target 018: 4.97e-06 |Target 019: 3.71e-06 +Target 020: 7.43e-07 |Target 021: 2.09e-06 |Target 022: 8.66e-07 |Target 023: 3.64e-06 |Target 024: 3.23e-06 + +==================== +Epoch #1742 | Time: 00d 07h 44m | LR: 6.25e-05 | Epoch time: 15.49 | Train loss: 5.72e-06 | Val loss: 2.29e-06 +Target 006 has maximum loss 7.17e-06; Target 010 has minimum loss 3.69e-07 +Target 000: 4.20e-06 |Target 001: 2.20e-06 |Target 002: 4.16e-07 |Target 003: 6.94e-07 |Target 004: 6.80e-07 +Target 005: 3.32e-06 |Target 006: 7.17e-06 |Target 007: 7.36e-07 |Target 008: 2.27e-06 |Target 009: 2.38e-06 +Target 010: 3.69e-07 |Target 011: 7.12e-07 |Target 012: 6.20e-07 |Target 013: 1.61e-06 |Target 014: 9.46e-07 +Target 015: 8.98e-07 |Target 016: 2.41e-06 |Target 017: 1.50e-06 |Target 018: 5.54e-06 |Target 019: 3.84e-06 +Target 020: 7.40e-07 |Target 021: 2.28e-06 |Target 022: 9.05e-07 |Target 023: 3.79e-06 |Target 024: 3.53e-06 + +==================== +Epoch #1743 | Time: 00d 07h 44m | LR: 6.25e-05 | Epoch time: 15.46 | Train loss: 5.77e-06 | Val loss: 2.10e-06 +Target 018 has maximum loss 4.79e-06; Target 010 has minimum loss 3.84e-07 +Target 000: 2.12e-06 |Target 001: 1.58e-06 |Target 002: 3.90e-07 |Target 003: 6.58e-07 |Target 004: 6.86e-07 +Target 005: 1.55e-06 |Target 006: 4.52e-06 |Target 007: 7.32e-07 |Target 008: 2.14e-06 |Target 009: 2.27e-06 +Target 010: 3.84e-07 |Target 011: 7.36e-07 |Target 012: 6.15e-07 |Target 013: 1.47e-06 |Target 014: 8.96e-07 +Target 015: 8.88e-07 |Target 016: 2.28e-06 |Target 017: 1.42e-06 |Target 018: 4.79e-06 |Target 019: 3.77e-06 +Target 020: 7.29e-07 |Target 021: 2.13e-06 |Target 022: 8.75e-07 |Target 023: 3.79e-06 |Target 024: 3.04e-06 + +==================== +Epoch #1744 | Time: 00d 07h 44m | LR: 6.25e-05 | Epoch time: 15.73 | Train loss: 5.74e-06 | Val loss: 2.14e-06 +Target 018 has maximum loss 4.77e-06; Target 010 has minimum loss 3.63e-07 +Target 000: 1.47e-06 |Target 001: 1.84e-06 |Target 002: 3.85e-07 |Target 003: 6.82e-07 |Target 004: 6.71e-07 +Target 005: 1.67e-06 |Target 006: 3.97e-06 |Target 007: 8.38e-07 |Target 008: 2.15e-06 |Target 009: 2.40e-06 +Target 010: 3.63e-07 |Target 011: 7.14e-07 |Target 012: 7.22e-07 |Target 013: 1.46e-06 |Target 014: 9.49e-07 +Target 015: 8.95e-07 |Target 016: 2.22e-06 |Target 017: 1.49e-06 |Target 018: 4.77e-06 |Target 019: 3.79e-06 +Target 020: 7.39e-07 |Target 021: 2.17e-06 |Target 022: 9.44e-07 |Target 023: 3.75e-06 |Target 024: 3.21e-06 + +==================== +Epoch #1745 | Time: 00d 07h 44m | LR: 6.25e-05 | Epoch time: 15.58 | Train loss: 5.73e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.68e-06; Target 002 has minimum loss 3.67e-07 +Target 000: 2.29e-06 |Target 001: 1.95e-06 |Target 002: 3.67e-07 |Target 003: 6.41e-07 |Target 004: 6.78e-07 +Target 005: 1.23e-06 |Target 006: 4.48e-06 |Target 007: 7.19e-07 |Target 008: 2.09e-06 |Target 009: 2.28e-06 +Target 010: 4.06e-07 |Target 011: 7.13e-07 |Target 012: 6.10e-07 |Target 013: 1.41e-06 |Target 014: 8.88e-07 +Target 015: 8.63e-07 |Target 016: 2.12e-06 |Target 017: 1.40e-06 |Target 018: 4.68e-06 |Target 019: 3.70e-06 +Target 020: 7.55e-07 |Target 021: 2.15e-06 |Target 022: 8.66e-07 |Target 023: 3.71e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1746 | Time: 00d 07h 45m | LR: 6.25e-05 | Epoch time: 15.74 | Train loss: 5.73e-06 | Val loss: 2.12e-06 +Target 018 has maximum loss 4.78e-06; Target 002 has minimum loss 3.96e-07 +Target 000: 2.92e-06 |Target 001: 2.56e-06 |Target 002: 3.96e-07 |Target 003: 7.50e-07 |Target 004: 6.77e-07 +Target 005: 1.81e-06 |Target 006: 4.76e-06 |Target 007: 7.15e-07 |Target 008: 2.13e-06 |Target 009: 2.31e-06 +Target 010: 4.09e-07 |Target 011: 7.00e-07 |Target 012: 7.12e-07 |Target 013: 1.43e-06 |Target 014: 8.86e-07 +Target 015: 8.93e-07 |Target 016: 2.17e-06 |Target 017: 1.49e-06 |Target 018: 4.78e-06 |Target 019: 3.75e-06 +Target 020: 7.36e-07 |Target 021: 2.20e-06 |Target 022: 8.62e-07 |Target 023: 3.64e-06 |Target 024: 3.15e-06 + +==================== +Epoch #1747 | Time: 00d 07h 45m | LR: 3.13e-05 | Epoch time: 15.64 | Train loss: 5.69e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 5.82e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 1.46e-06 |Target 001: 1.09e-06 |Target 002: 3.57e-07 |Target 003: 6.19e-07 |Target 004: 6.67e-07 +Target 005: 1.19e-06 |Target 006: 5.82e-06 |Target 007: 6.93e-07 |Target 008: 2.07e-06 |Target 009: 2.25e-06 +Target 010: 3.54e-07 |Target 011: 6.86e-07 |Target 012: 6.36e-07 |Target 013: 1.44e-06 |Target 014: 8.74e-07 +Target 015: 8.56e-07 |Target 016: 2.08e-06 |Target 017: 1.37e-06 |Target 018: 4.58e-06 |Target 019: 3.65e-06 +Target 020: 7.16e-07 |Target 021: 2.10e-06 |Target 022: 8.53e-07 |Target 023: 3.57e-06 |Target 024: 3.21e-06 + +==================== +Epoch #1748 | Time: 00d 07h 45m | LR: 3.13e-05 | Epoch time: 15.51 | Train loss: 5.66e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.62e-06; Target 002 has minimum loss 3.76e-07 +Target 000: 1.55e-06 |Target 001: 1.38e-06 |Target 002: 3.76e-07 |Target 003: 7.46e-07 |Target 004: 6.87e-07 +Target 005: 1.09e-06 |Target 006: 4.14e-06 |Target 007: 7.18e-07 |Target 008: 2.10e-06 |Target 009: 2.23e-06 +Target 010: 3.84e-07 |Target 011: 7.19e-07 |Target 012: 6.66e-07 |Target 013: 1.41e-06 |Target 014: 8.87e-07 +Target 015: 8.79e-07 |Target 016: 2.18e-06 |Target 017: 1.38e-06 |Target 018: 4.62e-06 |Target 019: 3.74e-06 +Target 020: 7.18e-07 |Target 021: 2.10e-06 |Target 022: 8.74e-07 |Target 023: 3.64e-06 |Target 024: 2.97e-06 + +==================== +Epoch #1749 | Time: 00d 07h 45m | LR: 3.13e-05 | Epoch time: 15.55 | Train loss: 5.67e-06 | Val loss: 2.07e-06 +Target 018 has maximum loss 4.65e-06; Target 002 has minimum loss 3.68e-07 +Target 000: 1.74e-06 |Target 001: 1.01e-06 |Target 002: 3.68e-07 |Target 003: 6.63e-07 |Target 004: 7.02e-07 +Target 005: 1.12e-06 |Target 006: 4.41e-06 |Target 007: 6.80e-07 |Target 008: 2.04e-06 |Target 009: 2.19e-06 +Target 010: 3.76e-07 |Target 011: 7.06e-07 |Target 012: 6.79e-07 |Target 013: 1.39e-06 |Target 014: 8.82e-07 +Target 015: 8.77e-07 |Target 016: 2.10e-06 |Target 017: 1.42e-06 |Target 018: 4.65e-06 |Target 019: 3.67e-06 +Target 020: 7.49e-07 |Target 021: 2.06e-06 |Target 022: 8.68e-07 |Target 023: 3.59e-06 |Target 024: 3.22e-06 + +==================== +Epoch #1750 | Time: 00d 07h 46m | LR: 3.13e-05 | Epoch time: 15.65 | Train loss: 5.67e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.49e-06; Target 010 has minimum loss 3.58e-07 +Target 000: 1.44e-06 |Target 001: 1.09e-06 |Target 002: 3.83e-07 |Target 003: 6.09e-07 |Target 004: 6.75e-07 +Target 005: 1.01e-06 |Target 006: 5.49e-06 |Target 007: 6.75e-07 |Target 008: 2.05e-06 |Target 009: 2.21e-06 +Target 010: 3.58e-07 |Target 011: 6.93e-07 |Target 012: 6.24e-07 |Target 013: 1.42e-06 |Target 014: 8.80e-07 +Target 015: 8.48e-07 |Target 016: 2.11e-06 |Target 017: 1.39e-06 |Target 018: 4.66e-06 |Target 019: 3.68e-06 +Target 020: 7.34e-07 |Target 021: 2.07e-06 |Target 022: 8.61e-07 |Target 023: 3.59e-06 |Target 024: 3.29e-06 + +==================== +Epoch #1751 | Time: 00d 07h 46m | LR: 3.13e-05 | Epoch time: 15.66 | Train loss: 5.67e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.60e-06; Target 002 has minimum loss 3.69e-07 +Target 000: 1.38e-06 |Target 001: 1.06e-06 |Target 002: 3.69e-07 |Target 003: 6.07e-07 |Target 004: 6.88e-07 +Target 005: 1.34e-06 |Target 006: 4.03e-06 |Target 007: 7.15e-07 |Target 008: 2.05e-06 |Target 009: 2.23e-06 +Target 010: 3.79e-07 |Target 011: 7.15e-07 |Target 012: 6.19e-07 |Target 013: 1.41e-06 |Target 014: 8.88e-07 +Target 015: 8.60e-07 |Target 016: 2.10e-06 |Target 017: 1.40e-06 |Target 018: 4.60e-06 |Target 019: 3.68e-06 +Target 020: 7.28e-07 |Target 021: 2.07e-06 |Target 022: 8.64e-07 |Target 023: 3.62e-06 |Target 024: 3.06e-06 + +==================== +Epoch #1752 | Time: 00d 07h 46m | LR: 3.13e-05 | Epoch time: 15.56 | Train loss: 5.66e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.57e-06; Target 002 has minimum loss 3.58e-07 +Target 000: 1.38e-06 |Target 001: 1.06e-06 |Target 002: 3.58e-07 |Target 003: 6.14e-07 |Target 004: 6.77e-07 +Target 005: 9.87e-07 |Target 006: 4.22e-06 |Target 007: 6.82e-07 |Target 008: 2.02e-06 |Target 009: 2.25e-06 +Target 010: 3.65e-07 |Target 011: 6.82e-07 |Target 012: 6.24e-07 |Target 013: 1.39e-06 |Target 014: 8.84e-07 +Target 015: 8.45e-07 |Target 016: 2.10e-06 |Target 017: 1.37e-06 |Target 018: 4.57e-06 |Target 019: 3.63e-06 +Target 020: 7.15e-07 |Target 021: 2.10e-06 |Target 022: 8.60e-07 |Target 023: 3.57e-06 |Target 024: 2.94e-06 + +==================== +Epoch #1753 | Time: 00d 07h 47m | LR: 3.13e-05 | Epoch time: 15.69 | Train loss: 5.67e-06 | Val loss: 2.09e-06 +Target 018 has maximum loss 4.80e-06; Target 010 has minimum loss 3.53e-07 +Target 000: 2.31e-06 |Target 001: 1.36e-06 |Target 002: 3.57e-07 |Target 003: 6.27e-07 |Target 004: 7.00e-07 +Target 005: 1.17e-06 |Target 006: 4.25e-06 |Target 007: 7.06e-07 |Target 008: 2.04e-06 |Target 009: 2.21e-06 +Target 010: 3.53e-07 |Target 011: 6.97e-07 |Target 012: 6.91e-07 |Target 013: 1.41e-06 |Target 014: 8.82e-07 +Target 015: 8.79e-07 |Target 016: 2.13e-06 |Target 017: 1.49e-06 |Target 018: 4.80e-06 |Target 019: 3.68e-06 +Target 020: 7.20e-07 |Target 021: 2.07e-06 |Target 022: 8.69e-07 |Target 023: 3.58e-06 |Target 024: 3.28e-06 + +==================== +Epoch #1754 | Time: 00d 07h 47m | LR: 3.13e-05 | Epoch time: 15.55 | Train loss: 5.67e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 4.81e-06; Target 010 has minimum loss 3.63e-07 +Target 000: 1.66e-06 |Target 001: 1.17e-06 |Target 002: 3.63e-07 |Target 003: 6.24e-07 |Target 004: 6.74e-07 +Target 005: 1.05e-06 |Target 006: 4.81e-06 |Target 007: 7.22e-07 |Target 008: 2.05e-06 |Target 009: 2.22e-06 +Target 010: 3.63e-07 |Target 011: 6.85e-07 |Target 012: 6.43e-07 |Target 013: 1.47e-06 |Target 014: 8.81e-07 +Target 015: 8.49e-07 |Target 016: 2.11e-06 |Target 017: 1.55e-06 |Target 018: 4.58e-06 |Target 019: 3.66e-06 +Target 020: 7.26e-07 |Target 021: 2.11e-06 |Target 022: 8.69e-07 |Target 023: 3.60e-06 |Target 024: 3.26e-06 + +==================== +Epoch #1755 | Time: 00d 07h 47m | LR: 3.13e-05 | Epoch time: 15.59 | Train loss: 5.68e-06 | Val loss: 2.09e-06 +Target 018 has maximum loss 4.62e-06; Target 010 has minimum loss 3.65e-07 +Target 000: 1.63e-06 |Target 001: 1.48e-06 |Target 002: 3.72e-07 |Target 003: 6.62e-07 |Target 004: 6.82e-07 +Target 005: 1.18e-06 |Target 006: 4.50e-06 |Target 007: 6.85e-07 |Target 008: 2.07e-06 |Target 009: 2.20e-06 +Target 010: 3.65e-07 |Target 011: 6.95e-07 |Target 012: 6.73e-07 |Target 013: 1.47e-06 |Target 014: 8.79e-07 +Target 015: 8.66e-07 |Target 016: 2.12e-06 |Target 017: 1.47e-06 |Target 018: 4.62e-06 |Target 019: 3.68e-06 +Target 020: 7.24e-07 |Target 021: 2.08e-06 |Target 022: 8.60e-07 |Target 023: 3.60e-06 |Target 024: 3.30e-06 + +==================== +Epoch #1756 | Time: 00d 07h 47m | LR: 3.13e-05 | Epoch time: 15.66 | Train loss: 5.67e-06 | Val loss: 2.07e-06 +Target 018 has maximum loss 4.59e-06; Target 010 has minimum loss 3.55e-07 +Target 000: 1.97e-06 |Target 001: 1.05e-06 |Target 002: 3.59e-07 |Target 003: 6.11e-07 |Target 004: 6.68e-07 +Target 005: 1.25e-06 |Target 006: 4.49e-06 |Target 007: 6.88e-07 |Target 008: 2.04e-06 |Target 009: 2.20e-06 +Target 010: 3.55e-07 |Target 011: 6.84e-07 |Target 012: 6.52e-07 |Target 013: 1.46e-06 |Target 014: 8.83e-07 +Target 015: 8.61e-07 |Target 016: 2.10e-06 |Target 017: 1.41e-06 |Target 018: 4.59e-06 |Target 019: 3.67e-06 +Target 020: 7.16e-07 |Target 021: 2.09e-06 |Target 022: 8.58e-07 |Target 023: 3.60e-06 |Target 024: 3.28e-06 + +==================== +Epoch #1757 | Time: 00d 07h 48m | LR: 3.13e-05 | Epoch time: 15.60 | Train loss: 5.66e-06 | Val loss: 2.23e-06 +Target 006 has maximum loss 7.58e-06; Target 010 has minimum loss 3.69e-07 +Target 000: 1.59e-06 |Target 001: 1.28e-06 |Target 002: 3.73e-07 |Target 003: 6.19e-07 |Target 004: 6.82e-07 +Target 005: 1.28e-06 |Target 006: 7.58e-06 |Target 007: 6.76e-07 |Target 008: 2.04e-06 |Target 009: 2.20e-06 +Target 010: 3.69e-07 |Target 011: 6.80e-07 |Target 012: 8.05e-07 |Target 013: 1.62e-06 |Target 014: 8.76e-07 +Target 015: 8.55e-07 |Target 016: 2.09e-06 |Target 017: 1.51e-06 |Target 018: 4.81e-06 |Target 019: 3.65e-06 +Target 020: 7.24e-07 |Target 021: 2.08e-06 |Target 022: 8.55e-07 |Target 023: 3.59e-06 |Target 024: 4.00e-06 + +==================== +Epoch #1758 | Time: 00d 07h 48m | LR: 3.13e-05 | Epoch time: 15.73 | Train loss: 5.69e-06 | Val loss: 2.06e-06 +Target 018 has maximum loss 4.65e-06; Target 010 has minimum loss 3.49e-07 +Target 000: 1.91e-06 |Target 001: 1.18e-06 |Target 002: 3.60e-07 |Target 003: 6.05e-07 |Target 004: 6.70e-07 +Target 005: 1.35e-06 |Target 006: 4.43e-06 |Target 007: 6.80e-07 |Target 008: 2.03e-06 |Target 009: 2.25e-06 +Target 010: 3.49e-07 |Target 011: 6.86e-07 |Target 012: 6.57e-07 |Target 013: 1.42e-06 |Target 014: 8.79e-07 +Target 015: 8.44e-07 |Target 016: 2.10e-06 |Target 017: 1.37e-06 |Target 018: 4.65e-06 |Target 019: 3.66e-06 +Target 020: 7.21e-07 |Target 021: 2.09e-06 |Target 022: 8.57e-07 |Target 023: 3.60e-06 |Target 024: 3.18e-06 + +==================== +Epoch #1759 | Time: 00d 07h 48m | LR: 3.13e-05 | Epoch time: 15.56 | Train loss: 5.68e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 5.20e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.56e-06 |Target 001: 1.46e-06 |Target 002: 3.76e-07 |Target 003: 6.22e-07 |Target 004: 6.66e-07 +Target 005: 1.22e-06 |Target 006: 5.20e-06 |Target 007: 6.76e-07 |Target 008: 2.05e-06 |Target 009: 2.21e-06 +Target 010: 3.52e-07 |Target 011: 7.00e-07 |Target 012: 6.43e-07 |Target 013: 1.43e-06 |Target 014: 8.82e-07 +Target 015: 8.59e-07 |Target 016: 2.13e-06 |Target 017: 1.40e-06 |Target 018: 4.70e-06 |Target 019: 3.71e-06 +Target 020: 7.23e-07 |Target 021: 2.09e-06 |Target 022: 8.58e-07 |Target 023: 3.61e-06 |Target 024: 3.27e-06 + +==================== +Epoch #1760 | Time: 00d 07h 48m | LR: 3.13e-05 | Epoch time: 15.67 | Train loss: 5.68e-06 | Val loss: 2.14e-06 +Target 006 has maximum loss 6.32e-06; Target 010 has minimum loss 3.68e-07 +Target 000: 2.20e-06 |Target 001: 1.03e-06 |Target 002: 3.69e-07 |Target 003: 6.47e-07 |Target 004: 7.26e-07 +Target 005: 1.14e-06 |Target 006: 6.32e-06 |Target 007: 6.89e-07 |Target 008: 2.09e-06 |Target 009: 2.19e-06 +Target 010: 3.68e-07 |Target 011: 6.83e-07 |Target 012: 7.94e-07 |Target 013: 1.50e-06 |Target 014: 8.77e-07 +Target 015: 8.71e-07 |Target 016: 2.16e-06 |Target 017: 1.50e-06 |Target 018: 4.75e-06 |Target 019: 3.69e-06 +Target 020: 7.29e-07 |Target 021: 2.07e-06 |Target 022: 8.72e-07 |Target 023: 3.57e-06 |Target 024: 3.49e-06 + +==================== +Epoch #1761 | Time: 00d 07h 49m | LR: 3.13e-05 | Epoch time: 15.61 | Train loss: 5.69e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.61e-06; Target 010 has minimum loss 3.55e-07 +Target 000: 1.70e-06 |Target 001: 1.02e-06 |Target 002: 3.57e-07 |Target 003: 6.52e-07 |Target 004: 6.87e-07 +Target 005: 1.11e-06 |Target 006: 3.99e-06 |Target 007: 6.98e-07 |Target 008: 2.04e-06 |Target 009: 2.21e-06 +Target 010: 3.55e-07 |Target 011: 7.27e-07 |Target 012: 6.41e-07 |Target 013: 1.42e-06 |Target 014: 8.89e-07 +Target 015: 8.61e-07 |Target 016: 2.13e-06 |Target 017: 1.38e-06 |Target 018: 4.61e-06 |Target 019: 3.68e-06 +Target 020: 7.35e-07 |Target 021: 2.06e-06 |Target 022: 8.70e-07 |Target 023: 3.59e-06 |Target 024: 3.17e-06 + +==================== +Epoch #1762 | Time: 00d 07h 49m | LR: 3.13e-05 | Epoch time: 15.59 | Train loss: 5.67e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 5.95e-06; Target 002 has minimum loss 3.63e-07 +Target 000: 1.50e-06 |Target 001: 1.15e-06 |Target 002: 3.63e-07 |Target 003: 6.20e-07 |Target 004: 6.69e-07 +Target 005: 1.13e-06 |Target 006: 5.95e-06 |Target 007: 6.92e-07 |Target 008: 2.07e-06 |Target 009: 2.21e-06 +Target 010: 3.77e-07 |Target 011: 6.91e-07 |Target 012: 6.74e-07 |Target 013: 1.41e-06 |Target 014: 8.88e-07 +Target 015: 8.66e-07 |Target 016: 2.10e-06 |Target 017: 1.38e-06 |Target 018: 4.64e-06 |Target 019: 3.68e-06 +Target 020: 7.18e-07 |Target 021: 2.06e-06 |Target 022: 8.64e-07 |Target 023: 3.59e-06 |Target 024: 3.32e-06 + +==================== +Epoch #1763 | Time: 00d 07h 49m | LR: 3.13e-05 | Epoch time: 15.54 | Train loss: 5.67e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.71e-06; Target 010 has minimum loss 3.59e-07 +Target 000: 2.20e-06 |Target 001: 1.26e-06 |Target 002: 3.66e-07 |Target 003: 6.23e-07 |Target 004: 6.75e-07 +Target 005: 1.32e-06 |Target 006: 4.34e-06 |Target 007: 7.00e-07 |Target 008: 2.05e-06 |Target 009: 2.26e-06 +Target 010: 3.59e-07 |Target 011: 6.93e-07 |Target 012: 6.14e-07 |Target 013: 1.41e-06 |Target 014: 8.84e-07 +Target 015: 8.50e-07 |Target 016: 2.12e-06 |Target 017: 1.39e-06 |Target 018: 4.71e-06 |Target 019: 3.69e-06 +Target 020: 7.16e-07 |Target 021: 2.07e-06 |Target 022: 8.62e-07 |Target 023: 3.66e-06 |Target 024: 2.96e-06 + +==================== +Epoch #1764 | Time: 00d 07h 49m | LR: 3.13e-05 | Epoch time: 15.58 | Train loss: 5.68e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.63e-06; Target 010 has minimum loss 3.68e-07 +Target 000: 1.74e-06 |Target 001: 1.40e-06 |Target 002: 3.72e-07 |Target 003: 6.25e-07 |Target 004: 6.67e-07 +Target 005: 1.36e-06 |Target 006: 4.40e-06 |Target 007: 6.79e-07 |Target 008: 2.05e-06 |Target 009: 2.23e-06 +Target 010: 3.68e-07 |Target 011: 6.88e-07 |Target 012: 6.55e-07 |Target 013: 1.43e-06 |Target 014: 9.06e-07 +Target 015: 8.61e-07 |Target 016: 2.12e-06 |Target 017: 1.41e-06 |Target 018: 4.63e-06 |Target 019: 3.69e-06 +Target 020: 7.27e-07 |Target 021: 2.13e-06 |Target 022: 8.65e-07 |Target 023: 3.61e-06 |Target 024: 3.00e-06 + +==================== +Epoch #1765 | Time: 00d 07h 50m | LR: 3.13e-05 | Epoch time: 15.55 | Train loss: 5.68e-06 | Val loss: 2.11e-06 +Target 006 has maximum loss 5.75e-06; Target 010 has minimum loss 3.72e-07 +Target 000: 1.74e-06 |Target 001: 1.32e-06 |Target 002: 3.82e-07 |Target 003: 6.29e-07 |Target 004: 7.10e-07 +Target 005: 1.09e-06 |Target 006: 5.75e-06 |Target 007: 7.27e-07 |Target 008: 2.08e-06 |Target 009: 2.22e-06 +Target 010: 3.72e-07 |Target 011: 7.01e-07 |Target 012: 6.42e-07 |Target 013: 1.45e-06 |Target 014: 8.89e-07 +Target 015: 8.83e-07 |Target 016: 2.16e-06 |Target 017: 1.49e-06 |Target 018: 4.65e-06 |Target 019: 3.72e-06 +Target 020: 7.31e-07 |Target 021: 2.09e-06 |Target 022: 8.60e-07 |Target 023: 3.62e-06 |Target 024: 3.32e-06 + +==================== +Epoch #1766 | Time: 00d 07h 50m | LR: 3.13e-05 | Epoch time: 15.53 | Train loss: 5.67e-06 | Val loss: 2.03e-06 +Target 006 has maximum loss 4.64e-06; Target 010 has minimum loss 3.55e-07 +Target 000: 1.33e-06 |Target 001: 1.02e-06 |Target 002: 3.71e-07 |Target 003: 6.35e-07 |Target 004: 6.70e-07 +Target 005: 1.10e-06 |Target 006: 4.64e-06 |Target 007: 6.87e-07 |Target 008: 2.04e-06 |Target 009: 2.23e-06 +Target 010: 3.55e-07 |Target 011: 6.97e-07 |Target 012: 6.46e-07 |Target 013: 1.40e-06 |Target 014: 8.78e-07 +Target 015: 8.53e-07 |Target 016: 2.12e-06 |Target 017: 1.36e-06 |Target 018: 4.58e-06 |Target 019: 3.64e-06 +Target 020: 7.28e-07 |Target 021: 2.08e-06 |Target 022: 8.58e-07 |Target 023: 3.56e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1767 | Time: 00d 07h 50m | LR: 3.13e-05 | Epoch time: 15.72 | Train loss: 5.68e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.70e-06; Target 002 has minimum loss 3.60e-07 +Target 000: 1.62e-06 |Target 001: 2.45e-06 |Target 002: 3.60e-07 |Target 003: 6.48e-07 |Target 004: 6.65e-07 +Target 005: 1.16e-06 |Target 006: 4.35e-06 |Target 007: 6.79e-07 |Target 008: 2.04e-06 |Target 009: 2.27e-06 +Target 010: 3.62e-07 |Target 011: 7.01e-07 |Target 012: 6.17e-07 |Target 013: 1.44e-06 |Target 014: 8.88e-07 +Target 015: 8.55e-07 |Target 016: 2.12e-06 |Target 017: 1.43e-06 |Target 018: 4.70e-06 |Target 019: 3.69e-06 +Target 020: 7.17e-07 |Target 021: 2.12e-06 |Target 022: 8.57e-07 |Target 023: 3.61e-06 |Target 024: 2.98e-06 + +==================== +Epoch #1768 | Time: 00d 07h 51m | LR: 3.13e-05 | Epoch time: 15.53 | Train loss: 5.68e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.61e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 1.35e-06 |Target 001: 1.68e-06 |Target 002: 3.66e-07 |Target 003: 6.51e-07 |Target 004: 7.10e-07 +Target 005: 1.11e-06 |Target 006: 4.26e-06 |Target 007: 6.98e-07 |Target 008: 2.03e-06 |Target 009: 2.20e-06 +Target 010: 3.56e-07 |Target 011: 6.90e-07 |Target 012: 6.19e-07 |Target 013: 1.40e-06 |Target 014: 8.84e-07 +Target 015: 8.54e-07 |Target 016: 2.11e-06 |Target 017: 1.43e-06 |Target 018: 4.61e-06 |Target 019: 3.69e-06 +Target 020: 7.36e-07 |Target 021: 2.08e-06 |Target 022: 8.66e-07 |Target 023: 3.63e-06 |Target 024: 3.02e-06 + +==================== +Epoch #1769 | Time: 00d 07h 51m | LR: 3.13e-05 | Epoch time: 15.60 | Train loss: 5.68e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.58e-06; Target 010 has minimum loss 3.59e-07 +Target 000: 1.59e-06 |Target 001: 1.31e-06 |Target 002: 3.61e-07 |Target 003: 6.13e-07 |Target 004: 6.68e-07 +Target 005: 1.14e-06 |Target 006: 4.56e-06 |Target 007: 6.71e-07 |Target 008: 2.05e-06 |Target 009: 2.22e-06 +Target 010: 3.59e-07 |Target 011: 6.86e-07 |Target 012: 6.16e-07 |Target 013: 1.39e-06 |Target 014: 8.88e-07 +Target 015: 8.46e-07 |Target 016: 2.16e-06 |Target 017: 1.38e-06 |Target 018: 4.58e-06 |Target 019: 3.65e-06 +Target 020: 7.18e-07 |Target 021: 2.06e-06 |Target 022: 8.65e-07 |Target 023: 3.58e-06 |Target 024: 2.98e-06 + +==================== +Epoch #1770 | Time: 00d 07h 51m | LR: 3.13e-05 | Epoch time: 15.53 | Train loss: 5.66e-06 | Val loss: 2.23e-06 +Target 006 has maximum loss 8.15e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 1.48e-06 |Target 001: 1.37e-06 |Target 002: 3.59e-07 |Target 003: 6.52e-07 |Target 004: 6.72e-07 +Target 005: 1.05e-06 |Target 006: 8.15e-06 |Target 007: 6.91e-07 |Target 008: 2.08e-06 |Target 009: 2.19e-06 +Target 010: 3.56e-07 |Target 011: 7.47e-07 |Target 012: 7.27e-07 |Target 013: 1.56e-06 |Target 014: 8.78e-07 +Target 015: 8.47e-07 |Target 016: 2.32e-06 |Target 017: 1.53e-06 |Target 018: 4.91e-06 |Target 019: 3.66e-06 +Target 020: 7.24e-07 |Target 021: 2.10e-06 |Target 022: 8.72e-07 |Target 023: 3.57e-06 |Target 024: 3.94e-06 + +==================== +Epoch #1771 | Time: 00d 07h 51m | LR: 3.13e-05 | Epoch time: 15.57 | Train loss: 5.69e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 4.63e-06; Target 010 has minimum loss 3.51e-07 +Target 000: 1.39e-06 |Target 001: 1.12e-06 |Target 002: 3.55e-07 |Target 003: 6.69e-07 |Target 004: 6.79e-07 +Target 005: 1.13e-06 |Target 006: 4.63e-06 |Target 007: 6.86e-07 |Target 008: 2.06e-06 |Target 009: 2.20e-06 +Target 010: 3.51e-07 |Target 011: 6.91e-07 |Target 012: 6.47e-07 |Target 013: 1.45e-06 |Target 014: 8.83e-07 +Target 015: 8.47e-07 |Target 016: 2.14e-06 |Target 017: 1.40e-06 |Target 018: 4.58e-06 |Target 019: 3.65e-06 +Target 020: 7.25e-07 |Target 021: 2.09e-06 |Target 022: 8.74e-07 |Target 023: 3.57e-06 |Target 024: 3.24e-06 + +==================== +Epoch #1772 | Time: 00d 07h 52m | LR: 3.13e-05 | Epoch time: 15.73 | Train loss: 5.67e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 4.72e-06; Target 010 has minimum loss 3.64e-07 +Target 000: 1.41e-06 |Target 001: 1.65e-06 |Target 002: 3.89e-07 |Target 003: 6.29e-07 |Target 004: 6.75e-07 +Target 005: 1.05e-06 |Target 006: 4.72e-06 |Target 007: 7.03e-07 |Target 008: 2.11e-06 |Target 009: 2.23e-06 +Target 010: 3.64e-07 |Target 011: 7.19e-07 |Target 012: 6.42e-07 |Target 013: 1.49e-06 |Target 014: 8.89e-07 +Target 015: 8.55e-07 |Target 016: 2.17e-06 |Target 017: 1.45e-06 |Target 018: 4.68e-06 |Target 019: 3.69e-06 +Target 020: 7.32e-07 |Target 021: 2.11e-06 |Target 022: 8.66e-07 |Target 023: 3.63e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1773 | Time: 00d 07h 52m | LR: 3.13e-05 | Epoch time: 15.53 | Train loss: 5.69e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 5.95e-06; Target 002 has minimum loss 3.56e-07 +Target 000: 1.63e-06 |Target 001: 1.38e-06 |Target 002: 3.56e-07 |Target 003: 6.19e-07 |Target 004: 6.73e-07 +Target 005: 1.14e-06 |Target 006: 5.95e-06 |Target 007: 6.74e-07 |Target 008: 2.03e-06 |Target 009: 2.21e-06 +Target 010: 3.65e-07 |Target 011: 6.93e-07 |Target 012: 7.58e-07 |Target 013: 1.44e-06 |Target 014: 8.76e-07 +Target 015: 8.48e-07 |Target 016: 2.09e-06 |Target 017: 1.40e-06 |Target 018: 4.69e-06 |Target 019: 3.66e-06 +Target 020: 7.45e-07 |Target 021: 2.07e-06 |Target 022: 8.54e-07 |Target 023: 3.58e-06 |Target 024: 3.15e-06 + +==================== +Epoch #1774 | Time: 00d 07h 52m | LR: 3.13e-05 | Epoch time: 15.63 | Train loss: 5.69e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.56e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 1.57e-06 |Target 001: 1.29e-06 |Target 002: 3.64e-07 |Target 003: 6.07e-07 |Target 004: 6.73e-07 +Target 005: 1.29e-06 |Target 006: 3.99e-06 |Target 007: 6.79e-07 |Target 008: 2.05e-06 |Target 009: 2.18e-06 +Target 010: 3.54e-07 |Target 011: 6.82e-07 |Target 012: 6.08e-07 |Target 013: 1.41e-06 |Target 014: 8.82e-07 +Target 015: 8.59e-07 |Target 016: 2.15e-06 |Target 017: 1.37e-06 |Target 018: 4.56e-06 |Target 019: 3.66e-06 +Target 020: 7.13e-07 |Target 021: 2.07e-06 |Target 022: 8.67e-07 |Target 023: 3.57e-06 |Target 024: 3.14e-06 + +==================== +Epoch #1775 | Time: 00d 07h 52m | LR: 3.13e-05 | Epoch time: 15.67 | Train loss: 5.68e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 5.07e-06; Target 010 has minimum loss 3.69e-07 +Target 000: 2.90e-06 |Target 001: 1.26e-06 |Target 002: 3.85e-07 |Target 003: 6.68e-07 |Target 004: 7.31e-07 +Target 005: 1.18e-06 |Target 006: 5.07e-06 |Target 007: 6.93e-07 |Target 008: 2.05e-06 |Target 009: 2.20e-06 +Target 010: 3.69e-07 |Target 011: 6.81e-07 |Target 012: 6.49e-07 |Target 013: 1.40e-06 |Target 014: 8.83e-07 +Target 015: 9.19e-07 |Target 016: 2.12e-06 |Target 017: 1.49e-06 |Target 018: 4.58e-06 |Target 019: 3.67e-06 +Target 020: 7.38e-07 |Target 021: 2.07e-06 |Target 022: 8.70e-07 |Target 023: 3.59e-06 |Target 024: 3.12e-06 + +==================== +Epoch #1776 | Time: 00d 07h 53m | LR: 3.13e-05 | Epoch time: 15.50 | Train loss: 5.67e-06 | Val loss: 2.06e-06 +Target 018 has maximum loss 4.61e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.32e-06 |Target 001: 1.39e-06 |Target 002: 3.57e-07 |Target 003: 6.42e-07 |Target 004: 6.72e-07 +Target 005: 1.05e-06 |Target 006: 4.57e-06 |Target 007: 6.77e-07 |Target 008: 2.10e-06 |Target 009: 2.22e-06 +Target 010: 3.52e-07 |Target 011: 6.89e-07 |Target 012: 6.18e-07 |Target 013: 1.44e-06 |Target 014: 8.77e-07 +Target 015: 8.57e-07 |Target 016: 2.19e-06 |Target 017: 1.42e-06 |Target 018: 4.61e-06 |Target 019: 3.63e-06 +Target 020: 7.28e-07 |Target 021: 2.10e-06 |Target 022: 8.70e-07 |Target 023: 3.58e-06 |Target 024: 3.23e-06 + +==================== +Epoch #1777 | Time: 00d 07h 53m | LR: 3.13e-05 | Epoch time: 15.64 | Train loss: 5.67e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 5.36e-06; Target 010 has minimum loss 3.58e-07 +Target 000: 1.77e-06 |Target 001: 1.74e-06 |Target 002: 3.68e-07 |Target 003: 6.29e-07 |Target 004: 6.87e-07 +Target 005: 1.35e-06 |Target 006: 5.36e-06 |Target 007: 6.88e-07 |Target 008: 2.03e-06 |Target 009: 2.22e-06 +Target 010: 3.58e-07 |Target 011: 6.85e-07 |Target 012: 6.80e-07 |Target 013: 1.39e-06 |Target 014: 8.87e-07 +Target 015: 8.51e-07 |Target 016: 2.10e-06 |Target 017: 1.37e-06 |Target 018: 4.82e-06 |Target 019: 3.65e-06 +Target 020: 7.15e-07 |Target 021: 2.09e-06 |Target 022: 8.62e-07 |Target 023: 3.58e-06 |Target 024: 3.29e-06 + +==================== +Epoch #1778 | Time: 00d 07h 53m | LR: 3.13e-05 | Epoch time: 15.56 | Train loss: 5.66e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.69e-06; Target 010 has minimum loss 3.69e-07 +Target 000: 1.52e-06 |Target 001: 1.16e-06 |Target 002: 3.78e-07 |Target 003: 6.44e-07 |Target 004: 6.75e-07 +Target 005: 1.11e-06 |Target 006: 4.14e-06 |Target 007: 7.56e-07 |Target 008: 2.12e-06 |Target 009: 2.27e-06 +Target 010: 3.69e-07 |Target 011: 6.97e-07 |Target 012: 6.09e-07 |Target 013: 1.42e-06 |Target 014: 9.14e-07 +Target 015: 8.64e-07 |Target 016: 2.19e-06 |Target 017: 1.42e-06 |Target 018: 4.69e-06 |Target 019: 3.72e-06 +Target 020: 7.42e-07 |Target 021: 2.12e-06 |Target 022: 8.83e-07 |Target 023: 3.66e-06 |Target 024: 2.98e-06 + +==================== +Epoch #1779 | Time: 00d 07h 53m | LR: 3.13e-05 | Epoch time: 15.58 | Train loss: 5.68e-06 | Val loss: 2.16e-06 +Target 006 has maximum loss 7.08e-06; Target 002 has minimum loss 3.55e-07 +Target 000: 1.66e-06 |Target 001: 1.42e-06 |Target 002: 3.55e-07 |Target 003: 6.65e-07 |Target 004: 6.77e-07 +Target 005: 1.10e-06 |Target 006: 7.08e-06 |Target 007: 6.90e-07 |Target 008: 2.06e-06 |Target 009: 2.23e-06 +Target 010: 3.69e-07 |Target 011: 6.89e-07 |Target 012: 6.40e-07 |Target 013: 1.56e-06 |Target 014: 8.84e-07 +Target 015: 8.56e-07 |Target 016: 2.11e-06 |Target 017: 1.59e-06 |Target 018: 4.77e-06 |Target 019: 3.72e-06 +Target 020: 7.25e-07 |Target 021: 2.08e-06 |Target 022: 8.60e-07 |Target 023: 3.62e-06 |Target 024: 3.52e-06 + +==================== +Epoch #1780 | Time: 00d 07h 54m | LR: 3.13e-05 | Epoch time: 15.89 | Train loss: 5.67e-06 | Val loss: 2.11e-06 +Target 006 has maximum loss 4.86e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.53e-06 |Target 001: 1.15e-06 |Target 002: 3.69e-07 |Target 003: 6.29e-07 |Target 004: 7.21e-07 +Target 005: 1.16e-06 |Target 006: 4.86e-06 |Target 007: 6.99e-07 |Target 008: 2.09e-06 |Target 009: 2.26e-06 +Target 010: 3.52e-07 |Target 011: 6.93e-07 |Target 012: 6.95e-07 |Target 013: 1.50e-06 |Target 014: 9.01e-07 +Target 015: 8.60e-07 |Target 016: 2.18e-06 |Target 017: 1.56e-06 |Target 018: 4.72e-06 |Target 019: 3.71e-06 +Target 020: 7.32e-07 |Target 021: 2.13e-06 |Target 022: 8.82e-07 |Target 023: 3.62e-06 |Target 024: 3.28e-06 + +==================== +Epoch #1781 | Time: 00d 07h 54m | LR: 3.13e-05 | Epoch time: 15.77 | Train loss: 5.68e-06 | Val loss: 2.11e-06 +Target 006 has maximum loss 5.71e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 1.80e-06 |Target 001: 1.06e-06 |Target 002: 3.58e-07 |Target 003: 6.23e-07 |Target 004: 7.30e-07 +Target 005: 1.51e-06 |Target 006: 5.71e-06 |Target 007: 6.85e-07 |Target 008: 2.07e-06 |Target 009: 2.23e-06 +Target 010: 3.54e-07 |Target 011: 6.83e-07 |Target 012: 6.76e-07 |Target 013: 1.55e-06 |Target 014: 8.86e-07 +Target 015: 8.53e-07 |Target 016: 2.17e-06 |Target 017: 1.51e-06 |Target 018: 4.75e-06 |Target 019: 3.68e-06 +Target 020: 7.28e-07 |Target 021: 2.06e-06 |Target 022: 8.70e-07 |Target 023: 3.57e-06 |Target 024: 3.34e-06 + +==================== +Epoch #1782 | Time: 00d 07h 54m | LR: 3.13e-05 | Epoch time: 15.50 | Train loss: 5.67e-06 | Val loss: 2.05e-06 +Target 006 has maximum loss 4.77e-06; Target 002 has minimum loss 3.57e-07 +Target 000: 1.90e-06 |Target 001: 1.06e-06 |Target 002: 3.57e-07 |Target 003: 6.09e-07 |Target 004: 6.62e-07 +Target 005: 1.51e-06 |Target 006: 4.77e-06 |Target 007: 6.88e-07 |Target 008: 2.04e-06 |Target 009: 2.20e-06 +Target 010: 3.58e-07 |Target 011: 7.08e-07 |Target 012: 6.45e-07 |Target 013: 1.38e-06 |Target 014: 8.80e-07 +Target 015: 8.48e-07 |Target 016: 2.09e-06 |Target 017: 1.36e-06 |Target 018: 4.67e-06 |Target 019: 3.65e-06 +Target 020: 7.12e-07 |Target 021: 2.07e-06 |Target 022: 8.57e-07 |Target 023: 3.60e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1783 | Time: 00d 07h 55m | LR: 3.13e-05 | Epoch time: 15.53 | Train loss: 5.67e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.85e-06; Target 010 has minimum loss 3.61e-07 +Target 000: 1.55e-06 |Target 001: 1.13e-06 |Target 002: 3.84e-07 |Target 003: 6.56e-07 |Target 004: 6.94e-07 +Target 005: 1.65e-06 |Target 006: 4.47e-06 |Target 007: 7.08e-07 |Target 008: 2.14e-06 |Target 009: 2.27e-06 +Target 010: 3.61e-07 |Target 011: 7.82e-07 |Target 012: 6.32e-07 |Target 013: 1.42e-06 |Target 014: 9.06e-07 +Target 015: 8.67e-07 |Target 016: 2.27e-06 |Target 017: 1.39e-06 |Target 018: 4.85e-06 |Target 019: 3.80e-06 +Target 020: 7.31e-07 |Target 021: 2.16e-06 |Target 022: 8.92e-07 |Target 023: 3.68e-06 |Target 024: 3.04e-06 + +==================== +Epoch #1784 | Time: 00d 07h 55m | LR: 3.13e-05 | Epoch time: 15.50 | Train loss: 5.69e-06 | Val loss: 2.16e-06 +Target 006 has maximum loss 7.52e-06; Target 002 has minimum loss 3.56e-07 +Target 000: 2.21e-06 |Target 001: 1.38e-06 |Target 002: 3.56e-07 |Target 003: 6.15e-07 |Target 004: 6.89e-07 +Target 005: 1.61e-06 |Target 006: 7.52e-06 |Target 007: 7.41e-07 |Target 008: 2.06e-06 |Target 009: 2.22e-06 +Target 010: 3.59e-07 |Target 011: 7.04e-07 |Target 012: 7.17e-07 |Target 013: 1.47e-06 |Target 014: 8.85e-07 +Target 015: 8.69e-07 |Target 016: 2.08e-06 |Target 017: 1.47e-06 |Target 018: 4.81e-06 |Target 019: 3.71e-06 +Target 020: 7.20e-07 |Target 021: 2.07e-06 |Target 022: 8.61e-07 |Target 023: 3.64e-06 |Target 024: 3.53e-06 + +==================== +Epoch #1785 | Time: 00d 07h 55m | LR: 3.13e-05 | Epoch time: 15.60 | Train loss: 5.67e-06 | Val loss: 2.14e-06 +Target 006 has maximum loss 5.27e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.40e-06 |Target 001: 1.27e-06 |Target 002: 3.55e-07 |Target 003: 6.23e-07 |Target 004: 6.77e-07 +Target 005: 9.71e-07 |Target 006: 5.27e-06 |Target 007: 6.89e-07 |Target 008: 2.06e-06 |Target 009: 2.22e-06 +Target 010: 3.52e-07 |Target 011: 6.90e-07 |Target 012: 6.67e-07 |Target 013: 1.54e-06 |Target 014: 8.88e-07 +Target 015: 8.56e-07 |Target 016: 2.12e-06 |Target 017: 1.44e-06 |Target 018: 4.83e-06 |Target 019: 3.68e-06 +Target 020: 7.34e-07 |Target 021: 2.10e-06 |Target 022: 8.70e-07 |Target 023: 3.59e-06 |Target 024: 3.55e-06 + +==================== +Epoch #1786 | Time: 00d 07h 55m | LR: 3.13e-05 | Epoch time: 15.71 | Train loss: 5.69e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 5.60e-06; Target 010 has minimum loss 3.51e-07 +Target 000: 1.58e-06 |Target 001: 1.67e-06 |Target 002: 3.59e-07 |Target 003: 6.16e-07 |Target 004: 6.67e-07 +Target 005: 1.06e-06 |Target 006: 5.60e-06 |Target 007: 7.30e-07 |Target 008: 2.05e-06 |Target 009: 2.21e-06 +Target 010: 3.51e-07 |Target 011: 6.88e-07 |Target 012: 6.91e-07 |Target 013: 1.50e-06 |Target 014: 8.83e-07 +Target 015: 8.52e-07 |Target 016: 2.11e-06 |Target 017: 1.40e-06 |Target 018: 4.71e-06 |Target 019: 3.65e-06 +Target 020: 7.25e-07 |Target 021: 2.06e-06 |Target 022: 8.57e-07 |Target 023: 3.57e-06 |Target 024: 3.37e-06 + +==================== +Epoch #1787 | Time: 00d 07h 56m | LR: 3.13e-05 | Epoch time: 15.48 | Train loss: 5.68e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.72e-06; Target 010 has minimum loss 3.58e-07 +Target 000: 1.53e-06 |Target 001: 1.07e-06 |Target 002: 3.71e-07 |Target 003: 6.20e-07 |Target 004: 6.76e-07 +Target 005: 1.30e-06 |Target 006: 4.40e-06 |Target 007: 6.79e-07 |Target 008: 2.05e-06 |Target 009: 2.22e-06 +Target 010: 3.58e-07 |Target 011: 6.95e-07 |Target 012: 6.13e-07 |Target 013: 1.39e-06 |Target 014: 8.85e-07 +Target 015: 8.63e-07 |Target 016: 2.11e-06 |Target 017: 1.38e-06 |Target 018: 4.72e-06 |Target 019: 3.71e-06 +Target 020: 7.23e-07 |Target 021: 2.09e-06 |Target 022: 8.59e-07 |Target 023: 3.61e-06 |Target 024: 3.04e-06 + +==================== +Epoch #1788 | Time: 00d 07h 56m | LR: 3.13e-05 | Epoch time: 15.65 | Train loss: 5.66e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.70e-06; Target 002 has minimum loss 3.62e-07 +Target 000: 1.59e-06 |Target 001: 1.12e-06 |Target 002: 3.62e-07 |Target 003: 6.04e-07 |Target 004: 6.93e-07 +Target 005: 1.09e-06 |Target 006: 4.53e-06 |Target 007: 7.12e-07 |Target 008: 2.07e-06 |Target 009: 2.20e-06 +Target 010: 3.78e-07 |Target 011: 6.96e-07 |Target 012: 6.73e-07 |Target 013: 1.39e-06 |Target 014: 8.81e-07 +Target 015: 8.60e-07 |Target 016: 2.11e-06 |Target 017: 1.42e-06 |Target 018: 4.70e-06 |Target 019: 3.67e-06 +Target 020: 7.12e-07 |Target 021: 2.06e-06 |Target 022: 8.63e-07 |Target 023: 3.59e-06 |Target 024: 3.30e-06 + +==================== +Epoch #1789 | Time: 00d 07h 56m | LR: 3.13e-05 | Epoch time: 15.81 | Train loss: 5.67e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.60e-06; Target 010 has minimum loss 3.57e-07 +Target 000: 1.52e-06 |Target 001: 1.03e-06 |Target 002: 3.57e-07 |Target 003: 6.11e-07 |Target 004: 6.66e-07 +Target 005: 1.12e-06 |Target 006: 4.31e-06 |Target 007: 7.13e-07 |Target 008: 2.02e-06 |Target 009: 2.22e-06 +Target 010: 3.57e-07 |Target 011: 6.99e-07 |Target 012: 6.73e-07 |Target 013: 1.39e-06 |Target 014: 8.76e-07 +Target 015: 8.50e-07 |Target 016: 2.07e-06 |Target 017: 1.36e-06 |Target 018: 4.60e-06 |Target 019: 3.63e-06 +Target 020: 7.19e-07 |Target 021: 2.08e-06 |Target 022: 8.53e-07 |Target 023: 3.56e-06 |Target 024: 3.08e-06 + +==================== +Epoch #1790 | Time: 00d 07h 56m | LR: 3.13e-05 | Epoch time: 15.65 | Train loss: 5.67e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 4.76e-06; Target 010 has minimum loss 3.62e-07 +Target 000: 2.27e-06 |Target 001: 1.02e-06 |Target 002: 3.68e-07 |Target 003: 6.25e-07 |Target 004: 6.81e-07 +Target 005: 1.19e-06 |Target 006: 4.76e-06 |Target 007: 7.42e-07 |Target 008: 2.05e-06 |Target 009: 2.22e-06 +Target 010: 3.62e-07 |Target 011: 6.98e-07 |Target 012: 6.68e-07 |Target 013: 1.47e-06 |Target 014: 8.81e-07 +Target 015: 8.57e-07 |Target 016: 2.10e-06 |Target 017: 1.45e-06 |Target 018: 4.62e-06 |Target 019: 3.69e-06 +Target 020: 7.21e-07 |Target 021: 2.08e-06 |Target 022: 8.62e-07 |Target 023: 3.60e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1791 | Time: 00d 07h 57m | LR: 3.13e-05 | Epoch time: 15.63 | Train loss: 5.66e-06 | Val loss: 2.07e-06 +Target 018 has maximum loss 4.67e-06; Target 002 has minimum loss 3.63e-07 +Target 000: 1.42e-06 |Target 001: 1.43e-06 |Target 002: 3.63e-07 |Target 003: 6.15e-07 |Target 004: 6.89e-07 +Target 005: 1.14e-06 |Target 006: 4.20e-06 |Target 007: 6.94e-07 |Target 008: 2.07e-06 |Target 009: 2.22e-06 +Target 010: 3.73e-07 |Target 011: 6.94e-07 |Target 012: 6.56e-07 |Target 013: 1.47e-06 |Target 014: 8.89e-07 +Target 015: 8.78e-07 |Target 016: 2.12e-06 |Target 017: 1.48e-06 |Target 018: 4.67e-06 |Target 019: 3.69e-06 +Target 020: 7.23e-07 |Target 021: 2.09e-06 |Target 022: 8.64e-07 |Target 023: 3.60e-06 |Target 024: 3.20e-06 + +==================== +Epoch #1792 | Time: 00d 07h 57m | LR: 3.13e-05 | Epoch time: 15.64 | Train loss: 5.67e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 4.98e-06; Target 010 has minimum loss 3.55e-07 +Target 000: 1.42e-06 |Target 001: 1.47e-06 |Target 002: 3.68e-07 |Target 003: 6.35e-07 |Target 004: 6.71e-07 +Target 005: 1.11e-06 |Target 006: 4.98e-06 |Target 007: 6.82e-07 |Target 008: 2.09e-06 |Target 009: 2.23e-06 +Target 010: 3.55e-07 |Target 011: 7.10e-07 |Target 012: 6.24e-07 |Target 013: 1.39e-06 |Target 014: 8.88e-07 +Target 015: 8.61e-07 |Target 016: 2.15e-06 |Target 017: 1.40e-06 |Target 018: 4.62e-06 |Target 019: 3.71e-06 +Target 020: 7.19e-07 |Target 021: 2.13e-06 |Target 022: 8.68e-07 |Target 023: 3.62e-06 |Target 024: 3.17e-06 + +==================== +Epoch #1793 | Time: 00d 07h 57m | LR: 3.13e-05 | Epoch time: 15.53 | Train loss: 5.66e-06 | Val loss: 2.17e-06 +Target 006 has maximum loss 6.85e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 2.22e-06 |Target 001: 1.38e-06 |Target 002: 3.59e-07 |Target 003: 6.23e-07 |Target 004: 6.91e-07 +Target 005: 1.04e-06 |Target 006: 6.85e-06 |Target 007: 6.88e-07 |Target 008: 2.09e-06 |Target 009: 2.24e-06 +Target 010: 3.54e-07 |Target 011: 7.07e-07 |Target 012: 7.08e-07 |Target 013: 1.50e-06 |Target 014: 8.76e-07 +Target 015: 8.53e-07 |Target 016: 2.25e-06 |Target 017: 1.45e-06 |Target 018: 4.61e-06 |Target 019: 3.66e-06 +Target 020: 7.16e-07 |Target 021: 2.09e-06 |Target 022: 8.63e-07 |Target 023: 3.58e-06 |Target 024: 3.73e-06 + +==================== +Epoch #1794 | Time: 00d 07h 57m | LR: 3.13e-05 | Epoch time: 15.50 | Train loss: 5.68e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.63e-06; Target 010 has minimum loss 3.58e-07 +Target 000: 1.98e-06 |Target 001: 1.08e-06 |Target 002: 3.58e-07 |Target 003: 6.42e-07 |Target 004: 6.63e-07 +Target 005: 1.65e-06 |Target 006: 4.63e-06 |Target 007: 6.82e-07 |Target 008: 2.06e-06 |Target 009: 2.23e-06 +Target 010: 3.58e-07 |Target 011: 6.88e-07 |Target 012: 6.12e-07 |Target 013: 1.42e-06 |Target 014: 8.85e-07 +Target 015: 8.67e-07 |Target 016: 2.10e-06 |Target 017: 1.38e-06 |Target 018: 4.63e-06 |Target 019: 3.66e-06 +Target 020: 7.27e-07 |Target 021: 2.10e-06 |Target 022: 8.60e-07 |Target 023: 3.57e-06 |Target 024: 3.02e-06 + +==================== +Epoch #1795 | Time: 00d 07h 58m | LR: 3.13e-05 | Epoch time: 15.67 | Train loss: 5.66e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.56e-06; Target 010 has minimum loss 3.53e-07 +Target 000: 1.43e-06 |Target 001: 1.07e-06 |Target 002: 3.55e-07 |Target 003: 6.68e-07 |Target 004: 6.91e-07 +Target 005: 9.91e-07 |Target 006: 4.13e-06 |Target 007: 6.81e-07 |Target 008: 2.02e-06 |Target 009: 2.22e-06 +Target 010: 3.53e-07 |Target 011: 6.82e-07 |Target 012: 6.11e-07 |Target 013: 1.38e-06 |Target 014: 8.83e-07 +Target 015: 8.74e-07 |Target 016: 2.11e-06 |Target 017: 1.39e-06 |Target 018: 4.56e-06 |Target 019: 3.66e-06 +Target 020: 7.16e-07 |Target 021: 2.09e-06 |Target 022: 8.67e-07 |Target 023: 3.58e-06 |Target 024: 2.98e-06 + +==================== +Epoch #1796 | Time: 00d 07h 58m | LR: 3.13e-05 | Epoch time: 15.59 | Train loss: 5.66e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 5.67e-06; Target 002 has minimum loss 3.60e-07 +Target 000: 1.53e-06 |Target 001: 1.66e-06 |Target 002: 3.60e-07 |Target 003: 6.24e-07 |Target 004: 6.69e-07 +Target 005: 1.05e-06 |Target 006: 5.67e-06 |Target 007: 6.82e-07 |Target 008: 2.04e-06 |Target 009: 2.20e-06 +Target 010: 3.71e-07 |Target 011: 6.82e-07 |Target 012: 6.45e-07 |Target 013: 1.45e-06 |Target 014: 8.80e-07 +Target 015: 8.58e-07 |Target 016: 2.09e-06 |Target 017: 1.50e-06 |Target 018: 4.69e-06 |Target 019: 3.64e-06 +Target 020: 7.26e-07 |Target 021: 2.06e-06 |Target 022: 8.56e-07 |Target 023: 3.57e-06 |Target 024: 3.33e-06 + +==================== +Epoch #1797 | Time: 00d 07h 58m | LR: 3.13e-05 | Epoch time: 15.60 | Train loss: 5.65e-06 | Val loss: 2.12e-06 +Target 006 has maximum loss 5.19e-06; Target 002 has minimum loss 3.65e-07 +Target 000: 2.21e-06 |Target 001: 1.16e-06 |Target 002: 3.65e-07 |Target 003: 6.31e-07 |Target 004: 6.64e-07 +Target 005: 1.37e-06 |Target 006: 5.19e-06 |Target 007: 7.21e-07 |Target 008: 2.03e-06 |Target 009: 2.21e-06 +Target 010: 3.69e-07 |Target 011: 7.20e-07 |Target 012: 6.86e-07 |Target 013: 1.51e-06 |Target 014: 8.79e-07 +Target 015: 8.54e-07 |Target 016: 2.10e-06 |Target 017: 1.54e-06 |Target 018: 4.65e-06 |Target 019: 3.68e-06 +Target 020: 7.42e-07 |Target 021: 2.06e-06 |Target 022: 8.63e-07 |Target 023: 3.61e-06 |Target 024: 3.43e-06 + +==================== +Epoch #1798 | Time: 00d 07h 58m | LR: 3.13e-05 | Epoch time: 15.54 | Train loss: 5.69e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 5.08e-06; Target 010 has minimum loss 3.58e-07 +Target 000: 1.43e-06 |Target 001: 1.26e-06 |Target 002: 3.61e-07 |Target 003: 6.28e-07 |Target 004: 6.80e-07 +Target 005: 1.11e-06 |Target 006: 5.08e-06 |Target 007: 6.99e-07 |Target 008: 2.05e-06 |Target 009: 2.26e-06 +Target 010: 3.58e-07 |Target 011: 6.87e-07 |Target 012: 6.26e-07 |Target 013: 1.44e-06 |Target 014: 8.79e-07 +Target 015: 8.51e-07 |Target 016: 2.12e-06 |Target 017: 1.37e-06 |Target 018: 4.75e-06 |Target 019: 3.70e-06 +Target 020: 7.35e-07 |Target 021: 2.08e-06 |Target 022: 8.57e-07 |Target 023: 3.62e-06 |Target 024: 3.29e-06 + +==================== +Epoch #1799 | Time: 00d 07h 59m | LR: 3.13e-05 | Epoch time: 15.58 | Train loss: 5.66e-06 | Val loss: 2.07e-06 +Target 018 has maximum loss 4.63e-06; Target 010 has minimum loss 3.63e-07 +Target 000: 2.38e-06 |Target 001: 1.20e-06 |Target 002: 3.74e-07 |Target 003: 6.54e-07 |Target 004: 6.66e-07 +Target 005: 1.42e-06 |Target 006: 4.18e-06 |Target 007: 7.14e-07 |Target 008: 2.02e-06 |Target 009: 2.24e-06 +Target 010: 3.63e-07 |Target 011: 6.87e-07 |Target 012: 6.11e-07 |Target 013: 1.44e-06 |Target 014: 8.90e-07 +Target 015: 8.63e-07 |Target 016: 2.11e-06 |Target 017: 1.47e-06 |Target 018: 4.63e-06 |Target 019: 3.67e-06 +Target 020: 7.22e-07 |Target 021: 2.11e-06 |Target 022: 8.75e-07 |Target 023: 3.62e-06 |Target 024: 3.21e-06 + +==================== +Epoch #1800 | Time: 00d 07h 59m | LR: 3.13e-05 | Epoch time: 15.74 | Train loss: 5.65e-06 | Val loss: 2.03e-06 +Target 006 has maximum loss 4.91e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 1.41e-06 |Target 001: 1.48e-06 |Target 002: 3.60e-07 |Target 003: 6.00e-07 |Target 004: 6.67e-07 +Target 005: 1.06e-06 |Target 006: 4.91e-06 |Target 007: 6.99e-07 |Target 008: 2.03e-06 |Target 009: 2.23e-06 +Target 010: 3.54e-07 |Target 011: 6.79e-07 |Target 012: 6.14e-07 |Target 013: 1.39e-06 |Target 014: 8.77e-07 +Target 015: 8.50e-07 |Target 016: 2.07e-06 |Target 017: 1.36e-06 |Target 018: 4.63e-06 |Target 019: 3.63e-06 +Target 020: 7.16e-07 |Target 021: 2.06e-06 |Target 022: 8.54e-07 |Target 023: 3.56e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1801 | Time: 00d 07h 59m | LR: 3.13e-05 | Epoch time: 15.46 | Train loss: 5.67e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 4.93e-06; Target 002 has minimum loss 3.63e-07 +Target 000: 1.69e-06 |Target 001: 1.38e-06 |Target 002: 3.63e-07 |Target 003: 6.33e-07 |Target 004: 6.78e-07 +Target 005: 1.29e-06 |Target 006: 4.93e-06 |Target 007: 7.12e-07 |Target 008: 2.04e-06 |Target 009: 2.26e-06 +Target 010: 3.77e-07 |Target 011: 6.89e-07 |Target 012: 6.50e-07 |Target 013: 1.40e-06 |Target 014: 8.84e-07 +Target 015: 8.68e-07 |Target 016: 2.10e-06 |Target 017: 1.36e-06 |Target 018: 4.63e-06 |Target 019: 3.67e-06 +Target 020: 7.31e-07 |Target 021: 2.10e-06 |Target 022: 8.53e-07 |Target 023: 3.60e-06 |Target 024: 3.00e-06 + +==================== +Epoch #1802 | Time: 00d 08h 00m | LR: 3.13e-05 | Epoch time: 15.59 | Train loss: 5.67e-06 | Val loss: 2.05e-06 +Target 006 has maximum loss 5.11e-06; Target 010 has minimum loss 3.62e-07 +Target 000: 1.71e-06 |Target 001: 1.31e-06 |Target 002: 3.67e-07 |Target 003: 6.15e-07 |Target 004: 6.83e-07 +Target 005: 1.44e-06 |Target 006: 5.11e-06 |Target 007: 6.88e-07 |Target 008: 2.05e-06 |Target 009: 2.19e-06 +Target 010: 3.62e-07 |Target 011: 6.89e-07 |Target 012: 6.02e-07 |Target 013: 1.39e-06 |Target 014: 8.87e-07 +Target 015: 8.71e-07 |Target 016: 2.11e-06 |Target 017: 1.38e-06 |Target 018: 4.65e-06 |Target 019: 3.67e-06 +Target 020: 7.21e-07 |Target 021: 2.07e-06 |Target 022: 8.68e-07 |Target 023: 3.59e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1803 | Time: 00d 08h 00m | LR: 3.13e-05 | Epoch time: 15.68 | Train loss: 5.65e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.72e-06; Target 010 has minimum loss 3.66e-07 +Target 000: 1.36e-06 |Target 001: 1.28e-06 |Target 002: 3.67e-07 |Target 003: 6.19e-07 |Target 004: 6.82e-07 +Target 005: 1.04e-06 |Target 006: 4.08e-06 |Target 007: 6.81e-07 |Target 008: 2.06e-06 |Target 009: 2.20e-06 +Target 010: 3.66e-07 |Target 011: 6.83e-07 |Target 012: 6.06e-07 |Target 013: 1.39e-06 |Target 014: 8.79e-07 +Target 015: 8.51e-07 |Target 016: 2.10e-06 |Target 017: 1.38e-06 |Target 018: 4.72e-06 |Target 019: 3.66e-06 +Target 020: 7.11e-07 |Target 021: 2.07e-06 |Target 022: 8.56e-07 |Target 023: 3.59e-06 |Target 024: 2.93e-06 + +==================== +Epoch #1804 | Time: 00d 08h 00m | LR: 3.13e-05 | Epoch time: 15.67 | Train loss: 5.67e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 4.73e-06; Target 010 has minimum loss 3.59e-07 +Target 000: 1.81e-06 |Target 001: 1.14e-06 |Target 002: 3.66e-07 |Target 003: 6.43e-07 |Target 004: 6.75e-07 +Target 005: 1.09e-06 |Target 006: 4.73e-06 |Target 007: 6.88e-07 |Target 008: 2.06e-06 |Target 009: 2.24e-06 +Target 010: 3.59e-07 |Target 011: 6.83e-07 |Target 012: 6.09e-07 |Target 013: 1.40e-06 |Target 014: 8.81e-07 +Target 015: 8.57e-07 |Target 016: 2.14e-06 |Target 017: 1.40e-06 |Target 018: 4.72e-06 |Target 019: 3.66e-06 +Target 020: 7.23e-07 |Target 021: 2.08e-06 |Target 022: 8.56e-07 |Target 023: 3.59e-06 |Target 024: 3.02e-06 + +==================== +Epoch #1805 | Time: 00d 08h 00m | LR: 3.13e-05 | Epoch time: 15.50 | Train loss: 5.66e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 5.43e-06; Target 010 has minimum loss 3.61e-07 +Target 000: 1.46e-06 |Target 001: 1.01e-06 |Target 002: 3.64e-07 |Target 003: 6.21e-07 |Target 004: 6.74e-07 +Target 005: 1.12e-06 |Target 006: 5.43e-06 |Target 007: 6.74e-07 |Target 008: 2.04e-06 |Target 009: 2.21e-06 +Target 010: 3.61e-07 |Target 011: 6.92e-07 |Target 012: 6.05e-07 |Target 013: 1.43e-06 |Target 014: 8.93e-07 +Target 015: 8.52e-07 |Target 016: 2.17e-06 |Target 017: 1.43e-06 |Target 018: 4.66e-06 |Target 019: 3.69e-06 +Target 020: 7.19e-07 |Target 021: 2.06e-06 |Target 022: 8.62e-07 |Target 023: 3.60e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1806 | Time: 00d 08h 01m | LR: 3.13e-05 | Epoch time: 15.52 | Train loss: 5.65e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 4.95e-06; Target 010 has minimum loss 3.55e-07 +Target 000: 1.36e-06 |Target 001: 9.95e-07 |Target 002: 4.02e-07 |Target 003: 6.39e-07 |Target 004: 7.17e-07 +Target 005: 9.81e-07 |Target 006: 4.95e-06 |Target 007: 6.88e-07 |Target 008: 2.05e-06 |Target 009: 2.19e-06 +Target 010: 3.55e-07 |Target 011: 6.80e-07 |Target 012: 7.06e-07 |Target 013: 1.41e-06 |Target 014: 8.74e-07 +Target 015: 8.63e-07 |Target 016: 2.09e-06 |Target 017: 1.40e-06 |Target 018: 4.58e-06 |Target 019: 3.69e-06 +Target 020: 7.28e-07 |Target 021: 2.11e-06 |Target 022: 8.59e-07 |Target 023: 3.60e-06 |Target 024: 3.19e-06 + +==================== +Epoch #1807 | Time: 00d 08h 01m | LR: 3.13e-05 | Epoch time: 15.56 | Train loss: 5.69e-06 | Val loss: 2.06e-06 +Target 018 has maximum loss 4.60e-06; Target 010 has minimum loss 3.70e-07 +Target 000: 1.75e-06 |Target 001: 1.44e-06 |Target 002: 3.78e-07 |Target 003: 6.33e-07 |Target 004: 6.74e-07 +Target 005: 1.72e-06 |Target 006: 4.07e-06 |Target 007: 6.99e-07 |Target 008: 2.13e-06 |Target 009: 2.23e-06 +Target 010: 3.70e-07 |Target 011: 7.32e-07 |Target 012: 7.19e-07 |Target 013: 1.44e-06 |Target 014: 9.00e-07 +Target 015: 8.57e-07 |Target 016: 2.26e-06 |Target 017: 1.43e-06 |Target 018: 4.60e-06 |Target 019: 3.69e-06 +Target 020: 7.21e-07 |Target 021: 2.12e-06 |Target 022: 8.81e-07 |Target 023: 3.60e-06 |Target 024: 3.08e-06 + +==================== +Epoch #1808 | Time: 00d 08h 01m | LR: 3.13e-05 | Epoch time: 15.60 | Train loss: 5.66e-06 | Val loss: 2.13e-06 +Target 006 has maximum loss 6.63e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 1.30e-06 |Target 001: 1.19e-06 |Target 002: 3.56e-07 |Target 003: 6.37e-07 |Target 004: 6.67e-07 +Target 005: 1.06e-06 |Target 006: 6.63e-06 |Target 007: 6.78e-07 |Target 008: 2.04e-06 |Target 009: 2.18e-06 +Target 010: 3.56e-07 |Target 011: 6.98e-07 |Target 012: 7.48e-07 |Target 013: 1.59e-06 |Target 014: 8.78e-07 +Target 015: 8.52e-07 |Target 016: 2.11e-06 |Target 017: 1.50e-06 |Target 018: 4.76e-06 |Target 019: 3.66e-06 +Target 020: 7.16e-07 |Target 021: 2.06e-06 |Target 022: 8.56e-07 |Target 023: 3.58e-06 |Target 024: 3.44e-06 + +==================== +Epoch #1809 | Time: 00d 08h 01m | LR: 3.13e-05 | Epoch time: 15.62 | Train loss: 5.69e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.69e-06; Target 002 has minimum loss 3.71e-07 +Target 000: 1.47e-06 |Target 001: 2.10e-06 |Target 002: 3.71e-07 |Target 003: 6.50e-07 |Target 004: 6.88e-07 +Target 005: 1.27e-06 |Target 006: 4.56e-06 |Target 007: 6.88e-07 |Target 008: 2.06e-06 |Target 009: 2.20e-06 +Target 010: 3.82e-07 |Target 011: 7.07e-07 |Target 012: 6.34e-07 |Target 013: 1.45e-06 |Target 014: 8.80e-07 +Target 015: 8.81e-07 |Target 016: 2.17e-06 |Target 017: 1.46e-06 |Target 018: 4.69e-06 |Target 019: 3.69e-06 +Target 020: 7.22e-07 |Target 021: 2.08e-06 |Target 022: 8.59e-07 |Target 023: 3.60e-06 |Target 024: 3.25e-06 + +==================== +Epoch #1810 | Time: 00d 08h 02m | LR: 3.13e-05 | Epoch time: 15.55 | Train loss: 5.66e-06 | Val loss: 2.12e-06 +Target 006 has maximum loss 6.46e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.67e-06 |Target 001: 1.40e-06 |Target 002: 3.59e-07 |Target 003: 6.18e-07 |Target 004: 6.81e-07 +Target 005: 1.70e-06 |Target 006: 6.46e-06 |Target 007: 7.15e-07 |Target 008: 2.04e-06 |Target 009: 2.21e-06 +Target 010: 3.52e-07 |Target 011: 6.87e-07 |Target 012: 7.54e-07 |Target 013: 1.44e-06 |Target 014: 8.78e-07 +Target 015: 8.50e-07 |Target 016: 2.13e-06 |Target 017: 1.44e-06 |Target 018: 4.78e-06 |Target 019: 3.66e-06 +Target 020: 7.14e-07 |Target 021: 2.10e-06 |Target 022: 8.55e-07 |Target 023: 3.58e-06 |Target 024: 3.39e-06 + +==================== +Epoch #1811 | Time: 00d 08h 02m | LR: 3.13e-05 | Epoch time: 15.50 | Train loss: 5.66e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.61e-06; Target 002 has minimum loss 3.61e-07 +Target 000: 1.43e-06 |Target 001: 2.44e-06 |Target 002: 3.61e-07 |Target 003: 6.35e-07 |Target 004: 6.65e-07 +Target 005: 1.15e-06 |Target 006: 4.30e-06 |Target 007: 6.92e-07 |Target 008: 2.08e-06 |Target 009: 2.22e-06 +Target 010: 3.64e-07 |Target 011: 7.08e-07 |Target 012: 6.67e-07 |Target 013: 1.42e-06 |Target 014: 8.78e-07 +Target 015: 8.51e-07 |Target 016: 2.11e-06 |Target 017: 1.36e-06 |Target 018: 4.61e-06 |Target 019: 3.73e-06 +Target 020: 7.14e-07 |Target 021: 2.09e-06 |Target 022: 8.60e-07 |Target 023: 3.62e-06 |Target 024: 2.99e-06 + +==================== +Epoch #1812 | Time: 00d 08h 02m | LR: 3.13e-05 | Epoch time: 15.53 | Train loss: 5.70e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.58e-06; Target 010 has minimum loss 3.53e-07 +Target 000: 3.26e-06 |Target 001: 2.19e-06 |Target 002: 3.54e-07 |Target 003: 6.15e-07 |Target 004: 6.80e-07 +Target 005: 1.28e-06 |Target 006: 4.58e-06 |Target 007: 6.97e-07 |Target 008: 2.03e-06 |Target 009: 2.23e-06 +Target 010: 3.53e-07 |Target 011: 6.94e-07 |Target 012: 6.05e-07 |Target 013: 1.44e-06 |Target 014: 8.88e-07 +Target 015: 8.46e-07 |Target 016: 2.08e-06 |Target 017: 1.41e-06 |Target 018: 4.58e-06 |Target 019: 3.67e-06 +Target 020: 7.28e-07 |Target 021: 2.08e-06 |Target 022: 8.59e-07 |Target 023: 3.57e-06 |Target 024: 2.94e-06 + +==================== +Epoch #1813 | Time: 00d 08h 02m | LR: 3.13e-05 | Epoch time: 15.57 | Train loss: 5.67e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 5.63e-06; Target 002 has minimum loss 3.66e-07 +Target 000: 2.26e-06 |Target 001: 2.27e-06 |Target 002: 3.66e-07 |Target 003: 6.24e-07 |Target 004: 6.99e-07 +Target 005: 1.46e-06 |Target 006: 5.63e-06 |Target 007: 7.10e-07 |Target 008: 2.04e-06 |Target 009: 2.21e-06 +Target 010: 3.92e-07 |Target 011: 6.94e-07 |Target 012: 6.41e-07 |Target 013: 1.48e-06 |Target 014: 8.83e-07 +Target 015: 8.69e-07 |Target 016: 2.10e-06 |Target 017: 1.40e-06 |Target 018: 4.70e-06 |Target 019: 3.68e-06 +Target 020: 7.56e-07 |Target 021: 2.07e-06 |Target 022: 8.62e-07 |Target 023: 3.62e-06 |Target 024: 3.20e-06 + +==================== +Epoch #1814 | Time: 00d 08h 03m | LR: 3.13e-05 | Epoch time: 15.76 | Train loss: 5.68e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.58e-06; Target 002 has minimum loss 3.74e-07 +Target 000: 1.73e-06 |Target 001: 1.50e-06 |Target 002: 3.74e-07 |Target 003: 6.17e-07 |Target 004: 6.69e-07 +Target 005: 1.48e-06 |Target 006: 4.09e-06 |Target 007: 6.97e-07 |Target 008: 2.04e-06 |Target 009: 2.22e-06 +Target 010: 3.79e-07 |Target 011: 6.96e-07 |Target 012: 6.04e-07 |Target 013: 1.40e-06 |Target 014: 8.83e-07 +Target 015: 8.52e-07 |Target 016: 2.08e-06 |Target 017: 1.44e-06 |Target 018: 4.58e-06 |Target 019: 3.65e-06 +Target 020: 7.24e-07 |Target 021: 2.06e-06 |Target 022: 8.62e-07 |Target 023: 3.60e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1815 | Time: 00d 08h 03m | LR: 3.13e-05 | Epoch time: 15.50 | Train loss: 5.67e-06 | Val loss: 2.07e-06 +Target 018 has maximum loss 4.62e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 1.46e-06 |Target 001: 1.23e-06 |Target 002: 3.74e-07 |Target 003: 6.09e-07 |Target 004: 7.22e-07 +Target 005: 1.28e-06 |Target 006: 4.23e-06 |Target 007: 7.43e-07 |Target 008: 2.04e-06 |Target 009: 2.21e-06 +Target 010: 3.56e-07 |Target 011: 7.09e-07 |Target 012: 6.35e-07 |Target 013: 1.45e-06 |Target 014: 8.85e-07 +Target 015: 8.67e-07 |Target 016: 2.08e-06 |Target 017: 1.43e-06 |Target 018: 4.62e-06 |Target 019: 3.68e-06 +Target 020: 7.12e-07 |Target 021: 2.09e-06 |Target 022: 8.68e-07 |Target 023: 3.60e-06 |Target 024: 3.23e-06 + +==================== +Epoch #1816 | Time: 00d 08h 03m | LR: 3.13e-05 | Epoch time: 15.72 | Train loss: 5.68e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.25e-06; Target 010 has minimum loss 3.65e-07 +Target 000: 1.67e-06 |Target 001: 1.05e-06 |Target 002: 3.79e-07 |Target 003: 6.08e-07 |Target 004: 6.94e-07 +Target 005: 1.11e-06 |Target 006: 5.25e-06 |Target 007: 6.90e-07 |Target 008: 2.10e-06 |Target 009: 2.23e-06 +Target 010: 3.65e-07 |Target 011: 6.86e-07 |Target 012: 6.18e-07 |Target 013: 1.47e-06 |Target 014: 8.89e-07 +Target 015: 8.51e-07 |Target 016: 2.19e-06 |Target 017: 1.55e-06 |Target 018: 4.61e-06 |Target 019: 3.68e-06 +Target 020: 7.26e-07 |Target 021: 2.08e-06 |Target 022: 8.67e-07 |Target 023: 3.63e-06 |Target 024: 3.17e-06 + +==================== +Epoch #1817 | Time: 00d 08h 04m | LR: 3.13e-05 | Epoch time: 15.47 | Train loss: 5.66e-06 | Val loss: 2.05e-06 +Target 006 has maximum loss 5.37e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.51e-06 |Target 001: 1.06e-06 |Target 002: 3.57e-07 |Target 003: 6.22e-07 |Target 004: 6.67e-07 +Target 005: 1.13e-06 |Target 006: 5.37e-06 |Target 007: 6.75e-07 |Target 008: 2.03e-06 |Target 009: 2.19e-06 +Target 010: 3.52e-07 |Target 011: 6.89e-07 |Target 012: 6.33e-07 |Target 013: 1.40e-06 |Target 014: 8.80e-07 +Target 015: 8.50e-07 |Target 016: 2.11e-06 |Target 017: 1.41e-06 |Target 018: 4.61e-06 |Target 019: 3.63e-06 +Target 020: 7.13e-07 |Target 021: 2.07e-06 |Target 022: 8.58e-07 |Target 023: 3.55e-06 |Target 024: 3.20e-06 + +==================== +Epoch #1818 | Time: 00d 08h 04m | LR: 3.13e-05 | Epoch time: 15.55 | Train loss: 5.66e-06 | Val loss: 2.16e-06 +Target 006 has maximum loss 7.08e-06; Target 010 has minimum loss 3.60e-07 +Target 000: 1.85e-06 |Target 001: 1.18e-06 |Target 002: 3.61e-07 |Target 003: 6.06e-07 |Target 004: 6.64e-07 +Target 005: 1.10e-06 |Target 006: 7.08e-06 |Target 007: 6.71e-07 |Target 008: 2.03e-06 |Target 009: 2.20e-06 +Target 010: 3.60e-07 |Target 011: 6.79e-07 |Target 012: 7.17e-07 |Target 013: 1.51e-06 |Target 014: 8.75e-07 +Target 015: 8.48e-07 |Target 016: 2.08e-06 |Target 017: 1.42e-06 |Target 018: 4.76e-06 |Target 019: 3.64e-06 +Target 020: 7.17e-07 |Target 021: 2.05e-06 |Target 022: 8.51e-07 |Target 023: 3.55e-06 |Target 024: 3.77e-06 + +==================== +Epoch #1819 | Time: 00d 08h 04m | LR: 3.13e-05 | Epoch time: 15.57 | Train loss: 5.67e-06 | Val loss: 2.10e-06 +Target 018 has maximum loss 4.80e-06; Target 002 has minimum loss 3.56e-07 +Target 000: 1.59e-06 |Target 001: 1.37e-06 |Target 002: 3.56e-07 |Target 003: 6.55e-07 |Target 004: 6.73e-07 +Target 005: 1.09e-06 |Target 006: 4.55e-06 |Target 007: 6.92e-07 |Target 008: 2.05e-06 |Target 009: 2.21e-06 +Target 010: 3.58e-07 |Target 011: 7.02e-07 |Target 012: 6.71e-07 |Target 013: 1.43e-06 |Target 014: 8.98e-07 +Target 015: 8.59e-07 |Target 016: 2.13e-06 |Target 017: 1.41e-06 |Target 018: 4.80e-06 |Target 019: 3.66e-06 +Target 020: 7.27e-07 |Target 021: 2.08e-06 |Target 022: 8.86e-07 |Target 023: 3.59e-06 |Target 024: 3.35e-06 + +==================== +Epoch #1820 | Time: 00d 08h 04m | LR: 3.13e-05 | Epoch time: 15.63 | Train loss: 5.67e-06 | Val loss: 2.09e-06 +Target 018 has maximum loss 4.75e-06; Target 010 has minimum loss 3.51e-07 +Target 000: 1.98e-06 |Target 001: 1.15e-06 |Target 002: 3.88e-07 |Target 003: 6.85e-07 |Target 004: 6.82e-07 +Target 005: 1.28e-06 |Target 006: 4.74e-06 |Target 007: 6.79e-07 |Target 008: 2.09e-06 |Target 009: 2.24e-06 +Target 010: 3.51e-07 |Target 011: 7.17e-07 |Target 012: 6.05e-07 |Target 013: 1.41e-06 |Target 014: 8.89e-07 +Target 015: 8.62e-07 |Target 016: 2.12e-06 |Target 017: 1.42e-06 |Target 018: 4.75e-06 |Target 019: 3.69e-06 +Target 020: 7.30e-07 |Target 021: 2.09e-06 |Target 022: 8.59e-07 |Target 023: 3.65e-06 |Target 024: 3.27e-06 + +==================== +Epoch #1821 | Time: 00d 08h 05m | LR: 3.13e-05 | Epoch time: 15.64 | Train loss: 5.67e-06 | Val loss: 2.11e-06 +Target 006 has maximum loss 5.18e-06; Target 010 has minimum loss 3.67e-07 +Target 000: 1.82e-06 |Target 001: 1.10e-06 |Target 002: 4.03e-07 |Target 003: 7.60e-07 |Target 004: 7.51e-07 +Target 005: 1.20e-06 |Target 006: 5.18e-06 |Target 007: 7.27e-07 |Target 008: 2.07e-06 |Target 009: 2.26e-06 +Target 010: 3.67e-07 |Target 011: 6.84e-07 |Target 012: 7.46e-07 |Target 013: 1.42e-06 |Target 014: 8.93e-07 +Target 015: 9.03e-07 |Target 016: 2.12e-06 |Target 017: 1.57e-06 |Target 018: 4.61e-06 |Target 019: 3.73e-06 +Target 020: 7.27e-07 |Target 021: 2.08e-06 |Target 022: 8.69e-07 |Target 023: 3.64e-06 |Target 024: 3.26e-06 + +==================== +Epoch #1822 | Time: 00d 08h 05m | LR: 3.13e-05 | Epoch time: 15.49 | Train loss: 5.67e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 5.26e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 1.59e-06 |Target 001: 9.72e-07 |Target 002: 3.58e-07 |Target 003: 6.18e-07 |Target 004: 6.89e-07 +Target 005: 1.08e-06 |Target 006: 5.26e-06 |Target 007: 6.95e-07 |Target 008: 2.05e-06 |Target 009: 2.18e-06 +Target 010: 3.56e-07 |Target 011: 6.88e-07 |Target 012: 6.34e-07 |Target 013: 1.46e-06 |Target 014: 8.77e-07 +Target 015: 8.62e-07 |Target 016: 2.16e-06 |Target 017: 1.42e-06 |Target 018: 4.69e-06 |Target 019: 3.67e-06 +Target 020: 7.38e-07 |Target 021: 2.06e-06 |Target 022: 8.59e-07 |Target 023: 3.57e-06 |Target 024: 3.44e-06 + +==================== +Epoch #1823 | Time: 00d 08h 05m | LR: 3.13e-05 | Epoch time: 15.87 | Train loss: 5.66e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.61e-06; Target 010 has minimum loss 3.55e-07 +Target 000: 1.65e-06 |Target 001: 1.04e-06 |Target 002: 3.61e-07 |Target 003: 6.30e-07 |Target 004: 6.72e-07 +Target 005: 1.29e-06 |Target 006: 4.14e-06 |Target 007: 6.90e-07 |Target 008: 2.02e-06 |Target 009: 2.21e-06 +Target 010: 3.55e-07 |Target 011: 6.86e-07 |Target 012: 6.50e-07 |Target 013: 1.49e-06 |Target 014: 8.83e-07 +Target 015: 8.47e-07 |Target 016: 2.15e-06 |Target 017: 1.40e-06 |Target 018: 4.61e-06 |Target 019: 3.67e-06 +Target 020: 7.20e-07 |Target 021: 2.06e-06 |Target 022: 8.64e-07 |Target 023: 3.59e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1824 | Time: 00d 08h 05m | LR: 3.13e-05 | Epoch time: 15.70 | Train loss: 5.68e-06 | Val loss: 2.07e-06 +Target 018 has maximum loss 4.60e-06; Target 002 has minimum loss 3.61e-07 +Target 000: 1.59e-06 |Target 001: 1.13e-06 |Target 002: 3.61e-07 |Target 003: 6.75e-07 |Target 004: 7.05e-07 +Target 005: 1.53e-06 |Target 006: 4.16e-06 |Target 007: 7.15e-07 |Target 008: 2.08e-06 |Target 009: 2.24e-06 +Target 010: 4.30e-07 |Target 011: 7.16e-07 |Target 012: 7.15e-07 |Target 013: 1.49e-06 |Target 014: 8.94e-07 +Target 015: 8.77e-07 |Target 016: 2.16e-06 |Target 017: 1.47e-06 |Target 018: 4.60e-06 |Target 019: 3.72e-06 +Target 020: 7.77e-07 |Target 021: 2.13e-06 |Target 022: 8.84e-07 |Target 023: 3.63e-06 |Target 024: 3.05e-06 + +==================== +Epoch #1825 | Time: 00d 08h 06m | LR: 3.13e-05 | Epoch time: 15.50 | Train loss: 5.68e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 4.81e-06; Target 010 has minimum loss 3.58e-07 +Target 000: 1.50e-06 |Target 001: 1.15e-06 |Target 002: 3.59e-07 |Target 003: 6.25e-07 |Target 004: 6.73e-07 +Target 005: 1.36e-06 |Target 006: 4.81e-06 |Target 007: 6.93e-07 |Target 008: 2.05e-06 |Target 009: 2.23e-06 +Target 010: 3.58e-07 |Target 011: 6.82e-07 |Target 012: 6.73e-07 |Target 013: 1.44e-06 |Target 014: 8.84e-07 +Target 015: 8.62e-07 |Target 016: 2.11e-06 |Target 017: 1.39e-06 |Target 018: 4.59e-06 |Target 019: 3.66e-06 +Target 020: 7.18e-07 |Target 021: 2.08e-06 |Target 022: 8.59e-07 |Target 023: 3.59e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1826 | Time: 00d 08h 06m | LR: 3.13e-05 | Epoch time: 15.64 | Train loss: 5.67e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.63e-06; Target 002 has minimum loss 3.57e-07 +Target 000: 1.51e-06 |Target 001: 1.22e-06 |Target 002: 3.57e-07 |Target 003: 6.09e-07 |Target 004: 6.81e-07 +Target 005: 1.62e-06 |Target 006: 4.40e-06 |Target 007: 6.78e-07 |Target 008: 2.04e-06 |Target 009: 2.26e-06 +Target 010: 3.57e-07 |Target 011: 7.02e-07 |Target 012: 7.15e-07 |Target 013: 1.39e-06 |Target 014: 8.85e-07 +Target 015: 8.51e-07 |Target 016: 2.21e-06 |Target 017: 1.44e-06 |Target 018: 4.63e-06 |Target 019: 3.70e-06 +Target 020: 7.14e-07 |Target 021: 2.10e-06 |Target 022: 8.78e-07 |Target 023: 3.61e-06 |Target 024: 3.25e-06 + +==================== +Epoch #1827 | Time: 00d 08h 06m | LR: 3.13e-05 | Epoch time: 15.58 | Train loss: 5.66e-06 | Val loss: 2.13e-06 +Target 018 has maximum loss 4.83e-06; Target 010 has minimum loss 3.66e-07 +Target 000: 1.72e-06 |Target 001: 1.32e-06 |Target 002: 3.70e-07 |Target 003: 6.04e-07 |Target 004: 6.70e-07 +Target 005: 1.09e-06 |Target 006: 4.21e-06 |Target 007: 6.92e-07 |Target 008: 2.09e-06 |Target 009: 2.20e-06 +Target 010: 3.66e-07 |Target 011: 6.95e-07 |Target 012: 7.87e-07 |Target 013: 1.42e-06 |Target 014: 8.87e-07 +Target 015: 8.47e-07 |Target 016: 2.10e-06 |Target 017: 1.60e-06 |Target 018: 4.83e-06 |Target 019: 3.68e-06 +Target 020: 7.20e-07 |Target 021: 2.07e-06 |Target 022: 8.64e-07 |Target 023: 3.61e-06 |Target 024: 3.47e-06 + +==================== +Epoch #1828 | Time: 00d 08h 06m | LR: 3.13e-05 | Epoch time: 15.55 | Train loss: 5.66e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.56e-06; Target 010 has minimum loss 3.61e-07 +Target 000: 2.23e-06 |Target 001: 1.06e-06 |Target 002: 3.69e-07 |Target 003: 6.25e-07 |Target 004: 6.68e-07 +Target 005: 1.07e-06 |Target 006: 4.51e-06 |Target 007: 6.87e-07 |Target 008: 2.04e-06 |Target 009: 2.20e-06 +Target 010: 3.61e-07 |Target 011: 7.00e-07 |Target 012: 6.59e-07 |Target 013: 1.42e-06 |Target 014: 8.75e-07 +Target 015: 8.48e-07 |Target 016: 2.16e-06 |Target 017: 1.39e-06 |Target 018: 4.56e-06 |Target 019: 3.65e-06 +Target 020: 7.22e-07 |Target 021: 2.08e-06 |Target 022: 8.55e-07 |Target 023: 3.56e-06 |Target 024: 3.03e-06 + +==================== +Epoch #1829 | Time: 00d 08h 07m | LR: 3.13e-05 | Epoch time: 15.51 | Train loss: 5.66e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.51e-06; Target 002 has minimum loss 3.53e-07 +Target 000: 1.34e-06 |Target 001: 1.21e-06 |Target 002: 3.53e-07 |Target 003: 6.09e-07 |Target 004: 6.71e-07 +Target 005: 1.08e-06 |Target 006: 4.21e-06 |Target 007: 6.82e-07 |Target 008: 2.04e-06 |Target 009: 2.21e-06 +Target 010: 3.53e-07 |Target 011: 6.88e-07 |Target 012: 6.40e-07 |Target 013: 1.38e-06 |Target 014: 8.72e-07 +Target 015: 8.52e-07 |Target 016: 2.12e-06 |Target 017: 1.36e-06 |Target 018: 4.51e-06 |Target 019: 3.64e-06 +Target 020: 7.23e-07 |Target 021: 2.06e-06 |Target 022: 8.56e-07 |Target 023: 3.56e-06 |Target 024: 2.98e-06 + +==================== +Epoch #1830 | Time: 00d 08h 07m | LR: 3.13e-05 | Epoch time: 15.71 | Train loss: 5.67e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.68e-06; Target 002 has minimum loss 3.53e-07 +Target 000: 1.42e-06 |Target 001: 1.90e-06 |Target 002: 3.53e-07 |Target 003: 6.57e-07 |Target 004: 6.66e-07 +Target 005: 1.49e-06 |Target 006: 4.64e-06 |Target 007: 6.75e-07 |Target 008: 2.06e-06 |Target 009: 2.28e-06 +Target 010: 3.54e-07 |Target 011: 6.81e-07 |Target 012: 6.56e-07 |Target 013: 1.45e-06 |Target 014: 8.81e-07 +Target 015: 8.57e-07 |Target 016: 2.12e-06 |Target 017: 1.53e-06 |Target 018: 4.68e-06 |Target 019: 3.70e-06 +Target 020: 7.15e-07 |Target 021: 2.11e-06 |Target 022: 8.64e-07 |Target 023: 3.61e-06 |Target 024: 3.18e-06 + +==================== +Epoch #1831 | Time: 00d 08h 07m | LR: 3.13e-05 | Epoch time: 15.67 | Train loss: 5.67e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.63e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 1.44e-06 |Target 001: 1.27e-06 |Target 002: 3.61e-07 |Target 003: 6.55e-07 |Target 004: 6.78e-07 +Target 005: 1.34e-06 |Target 006: 4.23e-06 |Target 007: 6.78e-07 |Target 008: 2.04e-06 |Target 009: 2.20e-06 +Target 010: 3.56e-07 |Target 011: 6.82e-07 |Target 012: 6.32e-07 |Target 013: 1.42e-06 |Target 014: 8.92e-07 +Target 015: 8.50e-07 |Target 016: 2.14e-06 |Target 017: 1.39e-06 |Target 018: 4.63e-06 |Target 019: 3.65e-06 +Target 020: 7.18e-07 |Target 021: 2.07e-06 |Target 022: 8.59e-07 |Target 023: 3.58e-06 |Target 024: 2.91e-06 + +==================== +Epoch #1832 | Time: 00d 08h 08m | LR: 3.13e-05 | Epoch time: 15.56 | Train loss: 5.67e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 4.99e-06; Target 010 has minimum loss 3.81e-07 +Target 000: 1.59e-06 |Target 001: 1.23e-06 |Target 002: 3.86e-07 |Target 003: 6.48e-07 |Target 004: 7.19e-07 +Target 005: 1.08e-06 |Target 006: 4.99e-06 |Target 007: 7.27e-07 |Target 008: 2.06e-06 |Target 009: 2.25e-06 +Target 010: 3.81e-07 |Target 011: 6.98e-07 |Target 012: 6.07e-07 |Target 013: 1.40e-06 |Target 014: 8.85e-07 +Target 015: 8.64e-07 |Target 016: 2.14e-06 |Target 017: 1.45e-06 |Target 018: 4.72e-06 |Target 019: 3.72e-06 +Target 020: 7.20e-07 |Target 021: 2.10e-06 |Target 022: 8.59e-07 |Target 023: 3.63e-06 |Target 024: 3.15e-06 + +==================== +Epoch #1833 | Time: 00d 08h 08m | LR: 3.13e-05 | Epoch time: 15.63 | Train loss: 5.69e-06 | Val loss: 2.03e-06 +Target 006 has maximum loss 5.05e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 2.47e-06 |Target 001: 1.32e-06 |Target 002: 3.69e-07 |Target 003: 6.54e-07 |Target 004: 6.70e-07 +Target 005: 1.39e-06 |Target 006: 5.05e-06 |Target 007: 6.82e-07 |Target 008: 2.05e-06 |Target 009: 2.20e-06 +Target 010: 3.56e-07 |Target 011: 6.80e-07 |Target 012: 5.92e-07 |Target 013: 1.39e-06 |Target 014: 8.91e-07 +Target 015: 8.51e-07 |Target 016: 2.12e-06 |Target 017: 1.38e-06 |Target 018: 4.57e-06 |Target 019: 3.65e-06 +Target 020: 7.21e-07 |Target 021: 2.07e-06 |Target 022: 8.63e-07 |Target 023: 3.59e-06 |Target 024: 2.99e-06 + +==================== +Epoch #1834 | Time: 00d 08h 08m | LR: 3.13e-05 | Epoch time: 15.54 | Train loss: 5.67e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 5.51e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 1.38e-06 |Target 001: 1.54e-06 |Target 002: 3.56e-07 |Target 003: 6.25e-07 |Target 004: 6.70e-07 +Target 005: 1.05e-06 |Target 006: 5.51e-06 |Target 007: 6.78e-07 |Target 008: 2.02e-06 |Target 009: 2.25e-06 +Target 010: 3.54e-07 |Target 011: 6.96e-07 |Target 012: 6.68e-07 |Target 013: 1.54e-06 |Target 014: 8.77e-07 +Target 015: 8.41e-07 |Target 016: 2.10e-06 |Target 017: 1.56e-06 |Target 018: 4.63e-06 |Target 019: 3.69e-06 +Target 020: 7.17e-07 |Target 021: 2.11e-06 |Target 022: 8.56e-07 |Target 023: 3.60e-06 |Target 024: 3.24e-06 + +==================== +Epoch #1835 | Time: 00d 08h 08m | LR: 3.13e-05 | Epoch time: 15.66 | Train loss: 5.66e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.58e-06; Target 010 has minimum loss 3.51e-07 +Target 000: 1.41e-06 |Target 001: 1.25e-06 |Target 002: 3.70e-07 |Target 003: 6.42e-07 |Target 004: 6.78e-07 +Target 005: 1.18e-06 |Target 006: 4.02e-06 |Target 007: 6.95e-07 |Target 008: 2.11e-06 |Target 009: 2.20e-06 +Target 010: 3.51e-07 |Target 011: 6.93e-07 |Target 012: 6.04e-07 |Target 013: 1.38e-06 |Target 014: 8.83e-07 +Target 015: 8.50e-07 |Target 016: 2.11e-06 |Target 017: 1.40e-06 |Target 018: 4.58e-06 |Target 019: 3.70e-06 +Target 020: 7.12e-07 |Target 021: 2.07e-06 |Target 022: 8.62e-07 |Target 023: 3.60e-06 |Target 024: 2.95e-06 + +==================== +Epoch #1836 | Time: 00d 08h 09m | LR: 3.13e-05 | Epoch time: 15.58 | Train loss: 5.65e-06 | Val loss: 2.18e-06 +Target 006 has maximum loss 8.58e-06; Target 002 has minimum loss 3.51e-07 +Target 000: 1.64e-06 |Target 001: 1.16e-06 |Target 002: 3.51e-07 |Target 003: 6.10e-07 |Target 004: 6.69e-07 +Target 005: 9.57e-07 |Target 006: 8.58e-06 |Target 007: 6.89e-07 |Target 008: 2.03e-06 |Target 009: 2.20e-06 +Target 010: 3.51e-07 |Target 011: 6.83e-07 |Target 012: 6.78e-07 |Target 013: 1.54e-06 |Target 014: 8.75e-07 +Target 015: 8.49e-07 |Target 016: 2.10e-06 |Target 017: 1.44e-06 |Target 018: 4.83e-06 |Target 019: 3.65e-06 +Target 020: 7.14e-07 |Target 021: 2.07e-06 |Target 022: 8.55e-07 |Target 023: 3.58e-06 |Target 024: 3.78e-06 + +==================== +Epoch #1837 | Time: 00d 08h 09m | LR: 3.13e-05 | Epoch time: 15.69 | Train loss: 5.67e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 5.13e-06; Target 002 has minimum loss 3.56e-07 +Target 000: 1.65e-06 |Target 001: 1.00e-06 |Target 002: 3.56e-07 |Target 003: 6.09e-07 |Target 004: 6.68e-07 +Target 005: 9.87e-07 |Target 006: 5.13e-06 |Target 007: 6.87e-07 |Target 008: 2.03e-06 |Target 009: 2.19e-06 +Target 010: 3.64e-07 |Target 011: 6.84e-07 |Target 012: 6.99e-07 |Target 013: 1.48e-06 |Target 014: 8.72e-07 +Target 015: 8.53e-07 |Target 016: 2.08e-06 |Target 017: 1.41e-06 |Target 018: 4.72e-06 |Target 019: 3.66e-06 +Target 020: 7.17e-07 |Target 021: 2.06e-06 |Target 022: 8.56e-07 |Target 023: 3.57e-06 |Target 024: 3.45e-06 + +==================== +Epoch #1838 | Time: 00d 08h 09m | LR: 3.13e-05 | Epoch time: 15.84 | Train loss: 5.65e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.68e-06; Target 010 has minimum loss 3.60e-07 +Target 000: 1.38e-06 |Target 001: 1.08e-06 |Target 002: 3.77e-07 |Target 003: 6.23e-07 |Target 004: 6.74e-07 +Target 005: 1.28e-06 |Target 006: 3.95e-06 |Target 007: 6.81e-07 |Target 008: 2.14e-06 |Target 009: 2.21e-06 +Target 010: 3.60e-07 |Target 011: 7.41e-07 |Target 012: 6.17e-07 |Target 013: 1.42e-06 |Target 014: 8.78e-07 +Target 015: 8.67e-07 |Target 016: 2.15e-06 |Target 017: 1.36e-06 |Target 018: 4.68e-06 |Target 019: 3.68e-06 +Target 020: 7.33e-07 |Target 021: 2.08e-06 |Target 022: 8.68e-07 |Target 023: 3.62e-06 |Target 024: 2.98e-06 + +==================== +Epoch #1839 | Time: 00d 08h 09m | LR: 3.13e-05 | Epoch time: 15.58 | Train loss: 5.66e-06 | Val loss: 2.17e-06 +Target 006 has maximum loss 5.66e-06; Target 010 has minimum loss 3.53e-07 +Target 000: 1.68e-06 |Target 001: 1.30e-06 |Target 002: 3.53e-07 |Target 003: 6.13e-07 |Target 004: 6.71e-07 +Target 005: 9.93e-07 |Target 006: 5.66e-06 |Target 007: 6.87e-07 |Target 008: 2.06e-06 |Target 009: 2.19e-06 +Target 010: 3.53e-07 |Target 011: 6.84e-07 |Target 012: 8.28e-07 |Target 013: 1.60e-06 |Target 014: 8.76e-07 +Target 015: 8.55e-07 |Target 016: 2.12e-06 |Target 017: 1.59e-06 |Target 018: 4.87e-06 |Target 019: 3.66e-06 +Target 020: 7.16e-07 |Target 021: 2.06e-06 |Target 022: 8.56e-07 |Target 023: 3.57e-06 |Target 024: 3.65e-06 + +==================== +Epoch #1840 | Time: 00d 08h 10m | LR: 3.13e-05 | Epoch time: 15.55 | Train loss: 5.67e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.65e-06; Target 010 has minimum loss 3.59e-07 +Target 000: 2.95e-06 |Target 001: 1.28e-06 |Target 002: 3.61e-07 |Target 003: 6.24e-07 |Target 004: 6.67e-07 +Target 005: 1.63e-06 |Target 006: 4.50e-06 |Target 007: 7.15e-07 |Target 008: 2.01e-06 |Target 009: 2.23e-06 +Target 010: 3.59e-07 |Target 011: 7.05e-07 |Target 012: 6.32e-07 |Target 013: 1.53e-06 |Target 014: 8.85e-07 +Target 015: 8.70e-07 |Target 016: 2.13e-06 |Target 017: 1.44e-06 |Target 018: 4.65e-06 |Target 019: 3.68e-06 +Target 020: 7.33e-07 |Target 021: 2.07e-06 |Target 022: 8.66e-07 |Target 023: 3.61e-06 |Target 024: 3.17e-06 + +==================== +Epoch #1841 | Time: 00d 08h 10m | LR: 3.13e-05 | Epoch time: 15.57 | Train loss: 5.66e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 6.21e-06; Target 002 has minimum loss 3.59e-07 +Target 000: 2.35e-06 |Target 001: 1.87e-06 |Target 002: 3.59e-07 |Target 003: 6.04e-07 |Target 004: 6.66e-07 +Target 005: 1.42e-06 |Target 006: 6.21e-06 |Target 007: 6.74e-07 |Target 008: 2.02e-06 |Target 009: 2.19e-06 +Target 010: 3.65e-07 |Target 011: 6.90e-07 |Target 012: 6.55e-07 |Target 013: 1.40e-06 |Target 014: 9.02e-07 +Target 015: 8.61e-07 |Target 016: 2.09e-06 |Target 017: 1.36e-06 |Target 018: 4.61e-06 |Target 019: 3.66e-06 +Target 020: 7.18e-07 |Target 021: 2.06e-06 |Target 022: 8.69e-07 |Target 023: 3.57e-06 |Target 024: 3.35e-06 + +==================== +Epoch #1842 | Time: 00d 08h 10m | LR: 3.13e-05 | Epoch time: 15.57 | Train loss: 5.66e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.74e-06; Target 010 has minimum loss 3.49e-07 +Target 000: 2.19e-06 |Target 001: 1.19e-06 |Target 002: 3.52e-07 |Target 003: 6.04e-07 |Target 004: 6.68e-07 +Target 005: 1.12e-06 |Target 006: 5.74e-06 |Target 007: 6.88e-07 |Target 008: 2.05e-06 |Target 009: 2.23e-06 +Target 010: 3.49e-07 |Target 011: 6.85e-07 |Target 012: 6.94e-07 |Target 013: 1.46e-06 |Target 014: 8.83e-07 +Target 015: 8.47e-07 |Target 016: 2.10e-06 |Target 017: 1.41e-06 |Target 018: 4.57e-06 |Target 019: 3.66e-06 +Target 020: 7.21e-07 |Target 021: 2.10e-06 |Target 022: 8.52e-07 |Target 023: 3.59e-06 |Target 024: 3.25e-06 + +==================== +Epoch #1843 | Time: 00d 08h 10m | LR: 3.13e-05 | Epoch time: 15.50 | Train loss: 5.65e-06 | Val loss: 2.16e-06 +Target 006 has maximum loss 7.87e-06; Target 002 has minimum loss 3.54e-07 +Target 000: 1.37e-06 |Target 001: 1.70e-06 |Target 002: 3.54e-07 |Target 003: 6.12e-07 |Target 004: 6.69e-07 +Target 005: 1.20e-06 |Target 006: 7.87e-06 |Target 007: 6.80e-07 |Target 008: 2.02e-06 |Target 009: 2.19e-06 +Target 010: 3.60e-07 |Target 011: 7.01e-07 |Target 012: 6.35e-07 |Target 013: 1.57e-06 |Target 014: 8.85e-07 +Target 015: 8.51e-07 |Target 016: 2.08e-06 |Target 017: 1.40e-06 |Target 018: 4.83e-06 |Target 019: 3.68e-06 +Target 020: 7.16e-07 |Target 021: 2.06e-06 |Target 022: 8.55e-07 |Target 023: 3.58e-06 |Target 024: 3.64e-06 + +==================== +Epoch #1844 | Time: 00d 08h 11m | LR: 3.13e-05 | Epoch time: 15.89 | Train loss: 5.67e-06 | Val loss: 2.06e-06 +Target 018 has maximum loss 4.78e-06; Target 010 has minimum loss 3.58e-07 +Target 000: 2.52e-06 |Target 001: 1.36e-06 |Target 002: 3.72e-07 |Target 003: 6.25e-07 |Target 004: 7.14e-07 +Target 005: 1.31e-06 |Target 006: 4.33e-06 |Target 007: 7.28e-07 |Target 008: 2.09e-06 |Target 009: 2.22e-06 +Target 010: 3.58e-07 |Target 011: 7.08e-07 |Target 012: 6.59e-07 |Target 013: 1.48e-06 |Target 014: 9.05e-07 +Target 015: 8.53e-07 |Target 016: 2.16e-06 |Target 017: 1.40e-06 |Target 018: 4.78e-06 |Target 019: 3.71e-06 +Target 020: 7.22e-07 |Target 021: 2.12e-06 |Target 022: 8.82e-07 |Target 023: 3.63e-06 |Target 024: 2.96e-06 + +==================== +Epoch #1845 | Time: 00d 08h 11m | LR: 3.13e-05 | Epoch time: 15.57 | Train loss: 5.68e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.65e-06; Target 010 has minimum loss 3.48e-07 +Target 000: 1.47e-06 |Target 001: 1.24e-06 |Target 002: 3.54e-07 |Target 003: 6.26e-07 |Target 004: 6.68e-07 +Target 005: 1.10e-06 |Target 006: 4.16e-06 |Target 007: 6.74e-07 |Target 008: 2.05e-06 |Target 009: 2.23e-06 +Target 010: 3.48e-07 |Target 011: 6.84e-07 |Target 012: 6.09e-07 |Target 013: 1.39e-06 |Target 014: 8.78e-07 +Target 015: 8.50e-07 |Target 016: 2.10e-06 |Target 017: 1.36e-06 |Target 018: 4.65e-06 |Target 019: 3.69e-06 +Target 020: 7.16e-07 |Target 021: 2.06e-06 |Target 022: 8.52e-07 |Target 023: 3.59e-06 |Target 024: 2.98e-06 + +==================== +Epoch #1846 | Time: 00d 08h 11m | LR: 3.13e-05 | Epoch time: 15.47 | Train loss: 5.66e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 5.36e-06; Target 002 has minimum loss 3.70e-07 +Target 000: 2.38e-06 |Target 001: 1.20e-06 |Target 002: 3.70e-07 |Target 003: 6.44e-07 |Target 004: 7.15e-07 +Target 005: 1.53e-06 |Target 006: 5.36e-06 |Target 007: 6.86e-07 |Target 008: 2.09e-06 |Target 009: 2.27e-06 +Target 010: 4.11e-07 |Target 011: 6.99e-07 |Target 012: 6.61e-07 |Target 013: 1.44e-06 |Target 014: 8.81e-07 +Target 015: 8.55e-07 |Target 016: 2.12e-06 |Target 017: 1.45e-06 |Target 018: 4.66e-06 |Target 019: 3.72e-06 +Target 020: 7.52e-07 |Target 021: 2.10e-06 |Target 022: 8.52e-07 |Target 023: 3.63e-06 |Target 024: 3.21e-06 + +==================== +Epoch #1847 | Time: 00d 08h 11m | LR: 3.13e-05 | Epoch time: 15.62 | Train loss: 5.65e-06 | Val loss: 2.07e-06 +Target 018 has maximum loss 4.72e-06; Target 010 has minimum loss 3.68e-07 +Target 000: 1.40e-06 |Target 001: 1.25e-06 |Target 002: 3.69e-07 |Target 003: 6.23e-07 |Target 004: 6.70e-07 +Target 005: 1.25e-06 |Target 006: 4.36e-06 |Target 007: 7.12e-07 |Target 008: 2.09e-06 |Target 009: 2.20e-06 +Target 010: 3.68e-07 |Target 011: 7.03e-07 |Target 012: 6.34e-07 |Target 013: 1.39e-06 |Target 014: 8.76e-07 +Target 015: 8.51e-07 |Target 016: 2.10e-06 |Target 017: 1.41e-06 |Target 018: 4.72e-06 |Target 019: 3.68e-06 +Target 020: 7.31e-07 |Target 021: 2.06e-06 |Target 022: 8.55e-07 |Target 023: 3.63e-06 |Target 024: 3.26e-06 + +==================== +Epoch #1848 | Time: 00d 08h 12m | LR: 3.13e-05 | Epoch time: 15.73 | Train loss: 5.65e-06 | Val loss: 2.05e-06 +Target 006 has maximum loss 4.71e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 2.67e-06 |Target 001: 1.15e-06 |Target 002: 3.54e-07 |Target 003: 6.36e-07 |Target 004: 6.67e-07 +Target 005: 1.07e-06 |Target 006: 4.71e-06 |Target 007: 6.82e-07 |Target 008: 2.10e-06 |Target 009: 2.20e-06 +Target 010: 3.54e-07 |Target 011: 6.98e-07 |Target 012: 6.66e-07 |Target 013: 1.43e-06 |Target 014: 8.89e-07 +Target 015: 8.72e-07 |Target 016: 2.11e-06 |Target 017: 1.45e-06 |Target 018: 4.56e-06 |Target 019: 3.66e-06 +Target 020: 7.36e-07 |Target 021: 2.11e-06 |Target 022: 8.66e-07 |Target 023: 3.57e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1849 | Time: 00d 08h 12m | LR: 3.13e-05 | Epoch time: 15.69 | Train loss: 5.69e-06 | Val loss: 2.06e-06 +Target 018 has maximum loss 4.52e-06; Target 010 has minimum loss 3.66e-07 +Target 000: 2.01e-06 |Target 001: 1.75e-06 |Target 002: 3.79e-07 |Target 003: 6.13e-07 |Target 004: 6.73e-07 +Target 005: 1.63e-06 |Target 006: 4.48e-06 |Target 007: 6.86e-07 |Target 008: 2.03e-06 |Target 009: 2.24e-06 +Target 010: 3.66e-07 |Target 011: 6.99e-07 |Target 012: 6.30e-07 |Target 013: 1.47e-06 |Target 014: 8.98e-07 +Target 015: 8.59e-07 |Target 016: 2.11e-06 |Target 017: 1.45e-06 |Target 018: 4.52e-06 |Target 019: 3.66e-06 +Target 020: 7.15e-07 |Target 021: 2.05e-06 |Target 022: 8.78e-07 |Target 023: 3.58e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1850 | Time: 00d 08h 12m | LR: 3.13e-05 | Epoch time: 15.54 | Train loss: 5.67e-06 | Val loss: 2.02e-06 +Target 006 has maximum loss 4.77e-06; Target 002 has minimum loss 3.56e-07 +Target 000: 1.67e-06 |Target 001: 1.14e-06 |Target 002: 3.56e-07 |Target 003: 6.42e-07 |Target 004: 6.75e-07 +Target 005: 1.18e-06 |Target 006: 4.77e-06 |Target 007: 6.89e-07 |Target 008: 2.04e-06 |Target 009: 2.24e-06 +Target 010: 3.63e-07 |Target 011: 6.84e-07 |Target 012: 6.06e-07 |Target 013: 1.40e-06 |Target 014: 8.78e-07 +Target 015: 8.57e-07 |Target 016: 2.12e-06 |Target 017: 1.37e-06 |Target 018: 4.52e-06 |Target 019: 3.67e-06 +Target 020: 7.19e-07 |Target 021: 2.11e-06 |Target 022: 8.53e-07 |Target 023: 3.57e-06 |Target 024: 2.99e-06 + +==================== +Epoch #1851 | Time: 00d 08h 13m | LR: 3.13e-05 | Epoch time: 15.70 | Train loss: 5.66e-06 | Val loss: 2.14e-06 +Target 006 has maximum loss 6.05e-06; Target 002 has minimum loss 3.59e-07 +Target 000: 1.45e-06 |Target 001: 1.65e-06 |Target 002: 3.59e-07 |Target 003: 6.31e-07 |Target 004: 6.75e-07 +Target 005: 1.01e-06 |Target 006: 6.05e-06 |Target 007: 6.79e-07 |Target 008: 2.05e-06 |Target 009: 2.18e-06 +Target 010: 3.63e-07 |Target 011: 6.91e-07 |Target 012: 7.75e-07 |Target 013: 1.67e-06 |Target 014: 8.78e-07 +Target 015: 8.62e-07 |Target 016: 2.09e-06 |Target 017: 1.64e-06 |Target 018: 4.67e-06 |Target 019: 3.64e-06 +Target 020: 7.21e-07 |Target 021: 2.06e-06 |Target 022: 8.57e-07 |Target 023: 3.56e-06 |Target 024: 3.46e-06 + +==================== +Epoch #1852 | Time: 00d 08h 13m | LR: 3.13e-05 | Epoch time: 15.72 | Train loss: 5.67e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 4.89e-06; Target 010 has minimum loss 3.58e-07 +Target 000: 2.21e-06 |Target 001: 1.25e-06 |Target 002: 3.79e-07 |Target 003: 6.29e-07 |Target 004: 7.03e-07 +Target 005: 1.24e-06 |Target 006: 4.89e-06 |Target 007: 7.40e-07 |Target 008: 2.07e-06 |Target 009: 2.33e-06 +Target 010: 3.58e-07 |Target 011: 6.90e-07 |Target 012: 6.04e-07 |Target 013: 1.41e-06 |Target 014: 8.87e-07 +Target 015: 8.55e-07 |Target 016: 2.13e-06 |Target 017: 1.42e-06 |Target 018: 4.88e-06 |Target 019: 3.72e-06 +Target 020: 7.35e-07 |Target 021: 2.13e-06 |Target 022: 8.60e-07 |Target 023: 3.64e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1853 | Time: 00d 08h 13m | LR: 3.13e-05 | Epoch time: 15.57 | Train loss: 5.65e-06 | Val loss: 2.26e-06 +Target 006 has maximum loss 7.35e-06; Target 002 has minimum loss 3.65e-07 +Target 000: 1.33e-06 |Target 001: 1.26e-06 |Target 002: 3.65e-07 |Target 003: 6.29e-07 |Target 004: 7.01e-07 +Target 005: 1.09e-06 |Target 006: 7.35e-06 |Target 007: 6.94e-07 |Target 008: 2.05e-06 |Target 009: 2.20e-06 +Target 010: 3.71e-07 |Target 011: 6.89e-07 |Target 012: 7.20e-07 |Target 013: 1.56e-06 |Target 014: 8.81e-07 +Target 015: 8.60e-07 |Target 016: 2.09e-06 |Target 017: 1.46e-06 |Target 018: 4.84e-06 |Target 019: 3.67e-06 +Target 020: 7.15e-07 |Target 021: 2.07e-06 |Target 022: 8.58e-07 |Target 023: 3.59e-06 |Target 024: 4.27e-06 + +==================== +Epoch #1854 | Time: 00d 08h 13m | LR: 3.13e-05 | Epoch time: 15.59 | Train loss: 5.68e-06 | Val loss: 2.14e-06 +Target 006 has maximum loss 7.00e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 2.98e-06 |Target 001: 1.30e-06 |Target 002: 3.54e-07 |Target 003: 6.24e-07 |Target 004: 6.78e-07 +Target 005: 1.53e-06 |Target 006: 7.00e-06 |Target 007: 6.77e-07 |Target 008: 2.05e-06 |Target 009: 2.23e-06 +Target 010: 3.54e-07 |Target 011: 6.90e-07 |Target 012: 6.68e-07 |Target 013: 1.44e-06 |Target 014: 8.93e-07 +Target 015: 8.52e-07 |Target 016: 2.19e-06 |Target 017: 1.40e-06 |Target 018: 4.95e-06 |Target 019: 3.65e-06 +Target 020: 7.18e-07 |Target 021: 2.06e-06 |Target 022: 8.55e-07 |Target 023: 3.57e-06 |Target 024: 3.49e-06 + +==================== +Epoch #1855 | Time: 00d 08h 14m | LR: 3.13e-05 | Epoch time: 15.58 | Train loss: 5.67e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.54e-06; Target 002 has minimum loss 3.54e-07 +Target 000: 1.42e-06 |Target 001: 1.53e-06 |Target 002: 3.54e-07 |Target 003: 6.15e-07 |Target 004: 6.71e-07 +Target 005: 1.60e-06 |Target 006: 4.19e-06 |Target 007: 6.90e-07 |Target 008: 2.01e-06 |Target 009: 2.21e-06 +Target 010: 3.58e-07 |Target 011: 7.25e-07 |Target 012: 6.06e-07 |Target 013: 1.39e-06 |Target 014: 8.81e-07 +Target 015: 8.42e-07 |Target 016: 2.08e-06 |Target 017: 1.37e-06 |Target 018: 4.54e-06 |Target 019: 3.67e-06 +Target 020: 7.24e-07 |Target 021: 2.07e-06 |Target 022: 8.55e-07 |Target 023: 3.59e-06 |Target 024: 2.96e-06 + +==================== +Epoch #1856 | Time: 00d 08h 14m | LR: 3.13e-05 | Epoch time: 15.65 | Train loss: 5.65e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.56e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.79e-06 |Target 001: 1.56e-06 |Target 002: 3.57e-07 |Target 003: 6.28e-07 |Target 004: 6.71e-07 +Target 005: 1.08e-06 |Target 006: 4.12e-06 |Target 007: 6.88e-07 |Target 008: 2.08e-06 |Target 009: 2.24e-06 +Target 010: 3.47e-07 |Target 011: 6.91e-07 |Target 012: 6.12e-07 |Target 013: 1.38e-06 |Target 014: 8.91e-07 +Target 015: 8.50e-07 |Target 016: 2.10e-06 |Target 017: 1.37e-06 |Target 018: 4.56e-06 |Target 019: 3.66e-06 +Target 020: 7.16e-07 |Target 021: 2.08e-06 |Target 022: 8.63e-07 |Target 023: 3.60e-06 |Target 024: 2.98e-06 + +==================== +Epoch #1857 | Time: 00d 08h 14m | LR: 3.13e-05 | Epoch time: 15.51 | Train loss: 5.66e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 6.09e-06; Target 002 has minimum loss 3.57e-07 +Target 000: 1.84e-06 |Target 001: 1.19e-06 |Target 002: 3.57e-07 |Target 003: 6.50e-07 |Target 004: 6.80e-07 +Target 005: 1.26e-06 |Target 006: 6.09e-06 |Target 007: 6.84e-07 |Target 008: 2.07e-06 |Target 009: 2.18e-06 +Target 010: 3.65e-07 |Target 011: 6.90e-07 |Target 012: 6.56e-07 |Target 013: 1.43e-06 |Target 014: 8.83e-07 +Target 015: 8.53e-07 |Target 016: 2.11e-06 |Target 017: 1.39e-06 |Target 018: 4.63e-06 |Target 019: 3.65e-06 +Target 020: 7.23e-07 |Target 021: 2.07e-06 |Target 022: 8.54e-07 |Target 023: 3.57e-06 |Target 024: 3.27e-06 + +==================== +Epoch #1858 | Time: 00d 08h 14m | LR: 3.13e-05 | Epoch time: 15.63 | Train loss: 5.65e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.40e-06; Target 010 has minimum loss 3.50e-07 +Target 000: 2.23e-06 |Target 001: 2.01e-06 |Target 002: 3.52e-07 |Target 003: 6.40e-07 |Target 004: 6.86e-07 +Target 005: 1.20e-06 |Target 006: 5.40e-06 |Target 007: 7.36e-07 |Target 008: 2.12e-06 |Target 009: 2.23e-06 +Target 010: 3.50e-07 |Target 011: 6.87e-07 |Target 012: 6.54e-07 |Target 013: 1.41e-06 |Target 014: 8.80e-07 +Target 015: 8.81e-07 |Target 016: 2.15e-06 |Target 017: 1.36e-06 |Target 018: 4.56e-06 |Target 019: 3.67e-06 +Target 020: 7.14e-07 |Target 021: 2.10e-06 |Target 022: 8.67e-07 |Target 023: 3.59e-06 |Target 024: 3.28e-06 + +==================== +Epoch #1859 | Time: 00d 08h 15m | LR: 3.13e-05 | Epoch time: 15.56 | Train loss: 5.65e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 4.68e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 1.33e-06 |Target 001: 1.46e-06 |Target 002: 3.60e-07 |Target 003: 6.15e-07 |Target 004: 6.79e-07 +Target 005: 1.05e-06 |Target 006: 4.68e-06 |Target 007: 6.93e-07 |Target 008: 2.07e-06 |Target 009: 2.24e-06 +Target 010: 3.56e-07 |Target 011: 7.02e-07 |Target 012: 6.05e-07 |Target 013: 1.39e-06 |Target 014: 8.77e-07 +Target 015: 8.64e-07 |Target 016: 2.12e-06 |Target 017: 1.36e-06 |Target 018: 4.62e-06 |Target 019: 3.72e-06 +Target 020: 7.17e-07 |Target 021: 2.07e-06 |Target 022: 8.68e-07 |Target 023: 3.62e-06 |Target 024: 3.05e-06 + +==================== +Epoch #1860 | Time: 00d 08h 15m | LR: 3.13e-05 | Epoch time: 15.51 | Train loss: 5.66e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 6.38e-06; Target 010 has minimum loss 3.62e-07 +Target 000: 1.57e-06 |Target 001: 1.29e-06 |Target 002: 3.66e-07 |Target 003: 6.39e-07 |Target 004: 6.88e-07 +Target 005: 1.10e-06 |Target 006: 6.38e-06 |Target 007: 6.81e-07 |Target 008: 2.04e-06 |Target 009: 2.19e-06 +Target 010: 3.62e-07 |Target 011: 7.03e-07 |Target 012: 7.07e-07 |Target 013: 1.39e-06 |Target 014: 8.82e-07 +Target 015: 8.58e-07 |Target 016: 2.10e-06 |Target 017: 1.37e-06 |Target 018: 4.59e-06 |Target 019: 3.67e-06 +Target 020: 7.42e-07 |Target 021: 2.04e-06 |Target 022: 8.66e-07 |Target 023: 3.58e-06 |Target 024: 3.19e-06 + +==================== +Epoch #1861 | Time: 00d 08h 15m | LR: 3.13e-05 | Epoch time: 15.56 | Train loss: 5.66e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 4.75e-06; Target 002 has minimum loss 3.56e-07 +Target 000: 1.31e-06 |Target 001: 1.02e-06 |Target 002: 3.56e-07 |Target 003: 6.02e-07 |Target 004: 6.65e-07 +Target 005: 1.01e-06 |Target 006: 4.75e-06 |Target 007: 7.56e-07 |Target 008: 2.20e-06 |Target 009: 2.20e-06 +Target 010: 3.89e-07 |Target 011: 6.93e-07 |Target 012: 6.51e-07 |Target 013: 1.52e-06 |Target 014: 8.85e-07 +Target 015: 8.41e-07 |Target 016: 2.16e-06 |Target 017: 1.54e-06 |Target 018: 4.55e-06 |Target 019: 3.64e-06 +Target 020: 7.15e-07 |Target 021: 2.11e-06 |Target 022: 8.67e-07 |Target 023: 3.58e-06 |Target 024: 3.17e-06 + +==================== +Epoch #1862 | Time: 00d 08h 15m | LR: 3.13e-05 | Epoch time: 15.51 | Train loss: 5.64e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.65e-06; Target 010 has minimum loss 3.75e-07 +Target 000: 2.24e-06 |Target 001: 1.06e-06 |Target 002: 3.77e-07 |Target 003: 6.29e-07 |Target 004: 6.90e-07 +Target 005: 1.05e-06 |Target 006: 4.36e-06 |Target 007: 7.01e-07 |Target 008: 2.06e-06 |Target 009: 2.21e-06 +Target 010: 3.75e-07 |Target 011: 6.94e-07 |Target 012: 6.39e-07 |Target 013: 1.39e-06 |Target 014: 8.83e-07 +Target 015: 8.79e-07 |Target 016: 2.13e-06 |Target 017: 1.39e-06 |Target 018: 4.65e-06 |Target 019: 3.68e-06 +Target 020: 7.27e-07 |Target 021: 2.05e-06 |Target 022: 8.60e-07 |Target 023: 3.57e-06 |Target 024: 3.08e-06 + +==================== +Epoch #1863 | Time: 00d 08h 16m | LR: 3.13e-05 | Epoch time: 15.72 | Train loss: 5.66e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 4.90e-06; Target 002 has minimum loss 3.58e-07 +Target 000: 1.40e-06 |Target 001: 1.08e-06 |Target 002: 3.58e-07 |Target 003: 6.35e-07 |Target 004: 6.77e-07 +Target 005: 1.08e-06 |Target 006: 4.90e-06 |Target 007: 6.83e-07 |Target 008: 2.05e-06 |Target 009: 2.19e-06 +Target 010: 3.63e-07 |Target 011: 6.82e-07 |Target 012: 6.46e-07 |Target 013: 1.39e-06 |Target 014: 8.73e-07 +Target 015: 8.52e-07 |Target 016: 2.11e-06 |Target 017: 1.38e-06 |Target 018: 4.63e-06 |Target 019: 3.63e-06 +Target 020: 7.19e-07 |Target 021: 2.06e-06 |Target 022: 8.59e-07 |Target 023: 3.57e-06 |Target 024: 3.31e-06 + +==================== +Epoch #1864 | Time: 00d 08h 16m | LR: 3.13e-05 | Epoch time: 15.55 | Train loss: 5.65e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.76e-06; Target 002 has minimum loss 3.58e-07 +Target 000: 2.31e-06 |Target 001: 1.31e-06 |Target 002: 3.58e-07 |Target 003: 6.10e-07 |Target 004: 6.77e-07 +Target 005: 1.43e-06 |Target 006: 5.76e-06 |Target 007: 6.87e-07 |Target 008: 2.01e-06 |Target 009: 2.24e-06 +Target 010: 3.66e-07 |Target 011: 6.81e-07 |Target 012: 7.02e-07 |Target 013: 1.45e-06 |Target 014: 8.75e-07 +Target 015: 8.52e-07 |Target 016: 2.10e-06 |Target 017: 1.42e-06 |Target 018: 4.65e-06 |Target 019: 3.66e-06 +Target 020: 7.38e-07 |Target 021: 2.05e-06 |Target 022: 8.60e-07 |Target 023: 3.59e-06 |Target 024: 3.20e-06 + +==================== +Epoch #1865 | Time: 00d 08h 16m | LR: 3.13e-05 | Epoch time: 15.75 | Train loss: 5.65e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.56e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.66e-06 |Target 001: 1.66e-06 |Target 002: 3.73e-07 |Target 003: 6.11e-07 |Target 004: 6.79e-07 +Target 005: 1.26e-06 |Target 006: 4.21e-06 |Target 007: 6.74e-07 |Target 008: 2.03e-06 |Target 009: 2.25e-06 +Target 010: 3.52e-07 |Target 011: 6.83e-07 |Target 012: 6.11e-07 |Target 013: 1.38e-06 |Target 014: 8.73e-07 +Target 015: 8.46e-07 |Target 016: 2.09e-06 |Target 017: 1.35e-06 |Target 018: 4.56e-06 |Target 019: 3.64e-06 +Target 020: 7.24e-07 |Target 021: 2.08e-06 |Target 022: 8.52e-07 |Target 023: 3.58e-06 |Target 024: 3.04e-06 + +==================== +Epoch #1866 | Time: 00d 08h 17m | LR: 3.13e-05 | Epoch time: 15.81 | Train loss: 5.64e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.63e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 1.67e-06 |Target 001: 1.03e-06 |Target 002: 3.57e-07 |Target 003: 6.31e-07 |Target 004: 6.83e-07 +Target 005: 1.04e-06 |Target 006: 4.43e-06 |Target 007: 6.87e-07 |Target 008: 2.06e-06 |Target 009: 2.22e-06 +Target 010: 3.54e-07 |Target 011: 6.85e-07 |Target 012: 6.10e-07 |Target 013: 1.41e-06 |Target 014: 8.79e-07 +Target 015: 8.44e-07 |Target 016: 2.12e-06 |Target 017: 1.40e-06 |Target 018: 4.63e-06 |Target 019: 3.64e-06 +Target 020: 7.27e-07 |Target 021: 2.09e-06 |Target 022: 8.57e-07 |Target 023: 3.56e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1867 | Time: 00d 08h 17m | LR: 3.13e-05 | Epoch time: 15.56 | Train loss: 5.64e-06 | Val loss: 2.06e-06 +Target 018 has maximum loss 4.70e-06; Target 002 has minimum loss 3.61e-07 +Target 000: 1.94e-06 |Target 001: 1.29e-06 |Target 002: 3.61e-07 |Target 003: 6.41e-07 |Target 004: 6.76e-07 +Target 005: 1.06e-06 |Target 006: 4.44e-06 |Target 007: 7.01e-07 |Target 008: 2.07e-06 |Target 009: 2.23e-06 +Target 010: 3.81e-07 |Target 011: 6.91e-07 |Target 012: 6.68e-07 |Target 013: 1.39e-06 |Target 014: 8.83e-07 +Target 015: 8.56e-07 |Target 016: 2.11e-06 |Target 017: 1.46e-06 |Target 018: 4.70e-06 |Target 019: 3.67e-06 +Target 020: 7.36e-07 |Target 021: 2.08e-06 |Target 022: 8.53e-07 |Target 023: 3.59e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1868 | Time: 00d 08h 17m | LR: 3.13e-05 | Epoch time: 15.53 | Train loss: 5.65e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 5.24e-06; Target 010 has minimum loss 3.51e-07 +Target 000: 2.05e-06 |Target 001: 1.63e-06 |Target 002: 3.51e-07 |Target 003: 6.60e-07 |Target 004: 6.65e-07 +Target 005: 3.25e-06 |Target 006: 5.24e-06 |Target 007: 6.91e-07 |Target 008: 2.01e-06 |Target 009: 2.21e-06 +Target 010: 3.51e-07 |Target 011: 6.96e-07 |Target 012: 6.04e-07 |Target 013: 1.38e-06 |Target 014: 8.91e-07 +Target 015: 8.89e-07 |Target 016: 2.14e-06 |Target 017: 1.44e-06 |Target 018: 4.60e-06 |Target 019: 3.69e-06 +Target 020: 7.17e-07 |Target 021: 2.06e-06 |Target 022: 8.62e-07 |Target 023: 3.62e-06 |Target 024: 3.08e-06 + +==================== +Epoch #1869 | Time: 00d 08h 17m | LR: 3.13e-05 | Epoch time: 15.56 | Train loss: 5.66e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 5.28e-06; Target 010 has minimum loss 3.58e-07 +Target 000: 1.66e-06 |Target 001: 1.03e-06 |Target 002: 3.62e-07 |Target 003: 6.75e-07 |Target 004: 6.74e-07 +Target 005: 1.07e-06 |Target 006: 5.28e-06 |Target 007: 6.75e-07 |Target 008: 2.04e-06 |Target 009: 2.19e-06 +Target 010: 3.58e-07 |Target 011: 6.83e-07 |Target 012: 6.01e-07 |Target 013: 1.40e-06 |Target 014: 8.82e-07 +Target 015: 8.73e-07 |Target 016: 2.09e-06 |Target 017: 1.37e-06 |Target 018: 4.81e-06 |Target 019: 3.65e-06 +Target 020: 7.17e-07 |Target 021: 2.06e-06 |Target 022: 8.56e-07 |Target 023: 3.58e-06 |Target 024: 3.22e-06 + +==================== +Epoch #1870 | Time: 00d 08h 18m | LR: 3.13e-05 | Epoch time: 15.52 | Train loss: 5.66e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 4.72e-06; Target 010 has minimum loss 3.59e-07 +Target 000: 1.54e-06 |Target 001: 1.49e-06 |Target 002: 3.65e-07 |Target 003: 6.17e-07 |Target 004: 6.73e-07 +Target 005: 9.97e-07 |Target 006: 4.72e-06 |Target 007: 7.11e-07 |Target 008: 2.06e-06 |Target 009: 2.21e-06 +Target 010: 3.59e-07 |Target 011: 6.90e-07 |Target 012: 6.26e-07 |Target 013: 1.40e-06 |Target 014: 8.79e-07 +Target 015: 8.50e-07 |Target 016: 2.15e-06 |Target 017: 1.48e-06 |Target 018: 4.69e-06 |Target 019: 3.70e-06 +Target 020: 7.31e-07 |Target 021: 2.10e-06 |Target 022: 8.57e-07 |Target 023: 3.61e-06 |Target 024: 3.22e-06 + +==================== +Epoch #1871 | Time: 00d 08h 18m | LR: 3.13e-05 | Epoch time: 15.61 | Train loss: 5.63e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.60e-06; Target 002 has minimum loss 3.58e-07 +Target 000: 1.37e-06 |Target 001: 1.07e-06 |Target 002: 3.58e-07 |Target 003: 6.11e-07 |Target 004: 6.71e-07 +Target 005: 1.09e-06 |Target 006: 4.19e-06 |Target 007: 6.79e-07 |Target 008: 2.06e-06 |Target 009: 2.23e-06 +Target 010: 3.60e-07 |Target 011: 6.86e-07 |Target 012: 6.14e-07 |Target 013: 1.39e-06 |Target 014: 8.83e-07 +Target 015: 8.51e-07 |Target 016: 2.16e-06 |Target 017: 1.39e-06 |Target 018: 4.60e-06 |Target 019: 3.68e-06 +Target 020: 7.19e-07 |Target 021: 2.08e-06 |Target 022: 8.56e-07 |Target 023: 3.61e-06 |Target 024: 2.98e-06 + +==================== +Epoch #1872 | Time: 00d 08h 18m | LR: 3.13e-05 | Epoch time: 15.62 | Train loss: 5.68e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.93e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 1.78e-06 |Target 001: 1.11e-06 |Target 002: 3.66e-07 |Target 003: 6.37e-07 |Target 004: 6.70e-07 +Target 005: 1.39e-06 |Target 006: 4.51e-06 |Target 007: 6.86e-07 |Target 008: 2.13e-06 |Target 009: 2.32e-06 +Target 010: 3.54e-07 |Target 011: 6.88e-07 |Target 012: 6.02e-07 |Target 013: 1.42e-06 |Target 014: 9.02e-07 +Target 015: 8.55e-07 |Target 016: 2.33e-06 |Target 017: 1.46e-06 |Target 018: 4.93e-06 |Target 019: 3.76e-06 +Target 020: 7.33e-07 |Target 021: 2.16e-06 |Target 022: 8.60e-07 |Target 023: 3.64e-06 |Target 024: 3.07e-06 + +==================== +Epoch #1873 | Time: 00d 08h 18m | LR: 3.13e-05 | Epoch time: 15.68 | Train loss: 5.65e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.57e-06; Target 002 has minimum loss 3.56e-07 +Target 000: 1.50e-06 |Target 001: 1.01e-06 |Target 002: 3.56e-07 |Target 003: 6.34e-07 |Target 004: 6.65e-07 +Target 005: 1.20e-06 |Target 006: 4.11e-06 |Target 007: 6.94e-07 |Target 008: 2.03e-06 |Target 009: 2.25e-06 +Target 010: 3.80e-07 |Target 011: 7.19e-07 |Target 012: 5.96e-07 |Target 013: 1.37e-06 |Target 014: 8.80e-07 +Target 015: 8.62e-07 |Target 016: 2.13e-06 |Target 017: 1.36e-06 |Target 018: 4.57e-06 |Target 019: 3.73e-06 +Target 020: 7.19e-07 |Target 021: 2.09e-06 |Target 022: 8.67e-07 |Target 023: 3.63e-06 |Target 024: 2.93e-06 + +==================== +Epoch #1874 | Time: 00d 08h 19m | LR: 3.13e-05 | Epoch time: 15.60 | Train loss: 5.65e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.73e-06; Target 010 has minimum loss 3.57e-07 +Target 000: 1.66e-06 |Target 001: 1.14e-06 |Target 002: 3.60e-07 |Target 003: 6.22e-07 |Target 004: 6.75e-07 +Target 005: 1.21e-06 |Target 006: 3.99e-06 |Target 007: 7.09e-07 |Target 008: 2.10e-06 |Target 009: 2.23e-06 +Target 010: 3.57e-07 |Target 011: 6.99e-07 |Target 012: 6.27e-07 |Target 013: 1.39e-06 |Target 014: 9.09e-07 +Target 015: 8.46e-07 |Target 016: 2.18e-06 |Target 017: 1.44e-06 |Target 018: 4.73e-06 |Target 019: 3.69e-06 +Target 020: 7.12e-07 |Target 021: 2.11e-06 |Target 022: 8.91e-07 |Target 023: 3.60e-06 |Target 024: 3.04e-06 + +==================== +Epoch #1875 | Time: 00d 08h 19m | LR: 3.13e-05 | Epoch time: 15.53 | Train loss: 5.67e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 4.80e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 3.33e-06 |Target 001: 1.67e-06 |Target 002: 3.55e-07 |Target 003: 6.45e-07 |Target 004: 6.89e-07 +Target 005: 1.85e-06 |Target 006: 4.80e-06 |Target 007: 6.72e-07 |Target 008: 2.03e-06 |Target 009: 2.19e-06 +Target 010: 3.52e-07 |Target 011: 6.89e-07 |Target 012: 6.09e-07 |Target 013: 1.45e-06 |Target 014: 8.75e-07 +Target 015: 8.43e-07 |Target 016: 2.09e-06 |Target 017: 1.39e-06 |Target 018: 4.60e-06 |Target 019: 3.64e-06 +Target 020: 7.13e-07 |Target 021: 2.07e-06 |Target 022: 8.55e-07 |Target 023: 3.57e-06 |Target 024: 3.04e-06 + +==================== +Epoch #1876 | Time: 00d 08h 19m | LR: 3.13e-05 | Epoch time: 15.55 | Train loss: 5.64e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.25e-06; Target 002 has minimum loss 3.63e-07 +Target 000: 1.34e-06 |Target 001: 1.43e-06 |Target 002: 3.63e-07 |Target 003: 6.19e-07 |Target 004: 6.69e-07 +Target 005: 1.19e-06 |Target 006: 5.25e-06 |Target 007: 7.04e-07 |Target 008: 2.05e-06 |Target 009: 2.22e-06 +Target 010: 3.64e-07 |Target 011: 6.85e-07 |Target 012: 6.23e-07 |Target 013: 1.45e-06 |Target 014: 8.74e-07 +Target 015: 8.40e-07 |Target 016: 2.09e-06 |Target 017: 1.42e-06 |Target 018: 4.69e-06 |Target 019: 3.66e-06 +Target 020: 7.14e-07 |Target 021: 2.08e-06 |Target 022: 8.52e-07 |Target 023: 3.58e-06 |Target 024: 3.28e-06 + +==================== +Epoch #1877 | Time: 00d 08h 19m | LR: 3.13e-05 | Epoch time: 15.80 | Train loss: 5.64e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.64e-06; Target 010 has minimum loss 3.86e-07 +Target 000: 1.91e-06 |Target 001: 1.22e-06 |Target 002: 3.93e-07 |Target 003: 6.80e-07 |Target 004: 7.21e-07 +Target 005: 1.29e-06 |Target 006: 4.27e-06 |Target 007: 7.04e-07 |Target 008: 2.05e-06 |Target 009: 2.18e-06 +Target 010: 3.86e-07 |Target 011: 6.85e-07 |Target 012: 6.34e-07 |Target 013: 1.39e-06 |Target 014: 8.82e-07 +Target 015: 8.85e-07 |Target 016: 2.11e-06 |Target 017: 1.40e-06 |Target 018: 4.64e-06 |Target 019: 3.69e-06 +Target 020: 7.40e-07 |Target 021: 2.07e-06 |Target 022: 8.62e-07 |Target 023: 3.59e-06 |Target 024: 3.08e-06 + +==================== +Epoch #1878 | Time: 00d 08h 20m | LR: 3.13e-05 | Epoch time: 15.54 | Train loss: 5.65e-06 | Val loss: 2.07e-06 +Target 018 has maximum loss 4.55e-06; Target 002 has minimum loss 3.53e-07 +Target 000: 2.13e-06 |Target 001: 1.29e-06 |Target 002: 3.53e-07 |Target 003: 6.40e-07 |Target 004: 7.25e-07 +Target 005: 1.27e-06 |Target 006: 4.32e-06 |Target 007: 7.19e-07 |Target 008: 2.07e-06 |Target 009: 2.20e-06 +Target 010: 3.55e-07 |Target 011: 6.89e-07 |Target 012: 7.52e-07 |Target 013: 1.38e-06 |Target 014: 8.80e-07 +Target 015: 8.78e-07 |Target 016: 2.13e-06 |Target 017: 1.45e-06 |Target 018: 4.55e-06 |Target 019: 3.68e-06 +Target 020: 7.10e-07 |Target 021: 2.06e-06 |Target 022: 8.72e-07 |Target 023: 3.58e-06 |Target 024: 3.21e-06 + +==================== +Epoch #1879 | Time: 00d 08h 20m | LR: 3.13e-05 | Epoch time: 15.63 | Train loss: 5.65e-06 | Val loss: 2.14e-06 +Target 006 has maximum loss 5.82e-06; Target 002 has minimum loss 3.66e-07 +Target 000: 3.02e-06 |Target 001: 1.11e-06 |Target 002: 3.66e-07 |Target 003: 7.01e-07 |Target 004: 7.05e-07 +Target 005: 1.70e-06 |Target 006: 5.82e-06 |Target 007: 7.16e-07 |Target 008: 2.06e-06 |Target 009: 2.21e-06 +Target 010: 3.80e-07 |Target 011: 6.97e-07 |Target 012: 7.00e-07 |Target 013: 1.48e-06 |Target 014: 8.79e-07 +Target 015: 8.96e-07 |Target 016: 2.11e-06 |Target 017: 1.46e-06 |Target 018: 4.74e-06 |Target 019: 3.69e-06 +Target 020: 7.41e-07 |Target 021: 2.08e-06 |Target 022: 8.54e-07 |Target 023: 3.59e-06 |Target 024: 3.49e-06 + +==================== +Epoch #1880 | Time: 00d 08h 20m | LR: 3.13e-05 | Epoch time: 15.75 | Train loss: 5.67e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.51e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 1.50e-06 |Target 001: 1.44e-06 |Target 002: 3.57e-07 |Target 003: 6.26e-07 |Target 004: 6.70e-07 +Target 005: 1.06e-06 |Target 006: 4.40e-06 |Target 007: 6.75e-07 |Target 008: 2.05e-06 |Target 009: 2.19e-06 +Target 010: 3.56e-07 |Target 011: 6.87e-07 |Target 012: 6.15e-07 |Target 013: 1.39e-06 |Target 014: 8.79e-07 +Target 015: 8.52e-07 |Target 016: 2.12e-06 |Target 017: 1.43e-06 |Target 018: 4.51e-06 |Target 019: 3.65e-06 +Target 020: 7.28e-07 |Target 021: 2.11e-06 |Target 022: 8.63e-07 |Target 023: 3.56e-06 |Target 024: 2.97e-06 + +==================== +Epoch #1881 | Time: 00d 08h 21m | LR: 3.13e-05 | Epoch time: 15.48 | Train loss: 5.65e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.62e-06; Target 010 has minimum loss 3.67e-07 +Target 000: 1.58e-06 |Target 001: 1.14e-06 |Target 002: 3.77e-07 |Target 003: 6.42e-07 |Target 004: 6.64e-07 +Target 005: 1.07e-06 |Target 006: 4.43e-06 |Target 007: 7.03e-07 |Target 008: 2.07e-06 |Target 009: 2.27e-06 +Target 010: 3.67e-07 |Target 011: 6.87e-07 |Target 012: 6.00e-07 |Target 013: 1.39e-06 |Target 014: 8.93e-07 +Target 015: 8.50e-07 |Target 016: 2.14e-06 |Target 017: 1.41e-06 |Target 018: 4.62e-06 |Target 019: 3.72e-06 +Target 020: 7.39e-07 |Target 021: 2.13e-06 |Target 022: 8.63e-07 |Target 023: 3.63e-06 |Target 024: 2.93e-06 + +==================== +Epoch #1882 | Time: 00d 08h 21m | LR: 3.13e-05 | Epoch time: 15.56 | Train loss: 5.64e-06 | Val loss: 2.12e-06 +Target 006 has maximum loss 5.21e-06; Target 002 has minimum loss 3.58e-07 +Target 000: 2.35e-06 |Target 001: 1.22e-06 |Target 002: 3.58e-07 |Target 003: 6.45e-07 |Target 004: 6.97e-07 +Target 005: 1.35e-06 |Target 006: 5.21e-06 |Target 007: 7.14e-07 |Target 008: 2.10e-06 |Target 009: 2.23e-06 +Target 010: 3.59e-07 |Target 011: 6.90e-07 |Target 012: 6.65e-07 |Target 013: 1.42e-06 |Target 014: 8.79e-07 +Target 015: 8.51e-07 |Target 016: 2.12e-06 |Target 017: 1.44e-06 |Target 018: 4.72e-06 |Target 019: 3.68e-06 +Target 020: 7.20e-07 |Target 021: 2.06e-06 |Target 022: 8.62e-07 |Target 023: 3.58e-06 |Target 024: 3.44e-06 + +==================== +Epoch #1883 | Time: 00d 08h 21m | LR: 3.13e-05 | Epoch time: 15.52 | Train loss: 5.64e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.69e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 1.34e-06 |Target 001: 1.13e-06 |Target 002: 3.77e-07 |Target 003: 6.35e-07 |Target 004: 6.75e-07 +Target 005: 9.97e-07 |Target 006: 4.49e-06 |Target 007: 6.85e-07 |Target 008: 2.09e-06 |Target 009: 2.25e-06 +Target 010: 3.54e-07 |Target 011: 7.01e-07 |Target 012: 6.26e-07 |Target 013: 1.41e-06 |Target 014: 8.78e-07 +Target 015: 8.59e-07 |Target 016: 2.14e-06 |Target 017: 1.37e-06 |Target 018: 4.69e-06 |Target 019: 3.71e-06 +Target 020: 7.23e-07 |Target 021: 2.12e-06 |Target 022: 8.56e-07 |Target 023: 3.63e-06 |Target 024: 3.08e-06 + +==================== +Epoch #1884 | Time: 00d 08h 21m | LR: 3.13e-05 | Epoch time: 15.58 | Train loss: 5.64e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 5.49e-06; Target 002 has minimum loss 3.62e-07 +Target 000: 1.39e-06 |Target 001: 1.15e-06 |Target 002: 3.62e-07 |Target 003: 6.27e-07 |Target 004: 6.72e-07 +Target 005: 1.05e-06 |Target 006: 5.49e-06 |Target 007: 6.85e-07 |Target 008: 2.06e-06 |Target 009: 2.19e-06 +Target 010: 3.84e-07 |Target 011: 7.01e-07 |Target 012: 6.71e-07 |Target 013: 1.54e-06 |Target 014: 8.74e-07 +Target 015: 8.52e-07 |Target 016: 2.16e-06 |Target 017: 1.45e-06 |Target 018: 4.65e-06 |Target 019: 3.65e-06 +Target 020: 7.15e-07 |Target 021: 2.10e-06 |Target 022: 8.50e-07 |Target 023: 3.59e-06 |Target 024: 3.35e-06 + +==================== +Epoch #1885 | Time: 00d 08h 22m | LR: 3.13e-05 | Epoch time: 15.53 | Train loss: 5.65e-06 | Val loss: 2.03e-06 +Target 006 has maximum loss 5.09e-06; Target 010 has minimum loss 3.48e-07 +Target 000: 1.41e-06 |Target 001: 1.26e-06 |Target 002: 3.56e-07 |Target 003: 6.37e-07 |Target 004: 6.69e-07 +Target 005: 1.05e-06 |Target 006: 5.09e-06 |Target 007: 6.77e-07 |Target 008: 2.05e-06 |Target 009: 2.20e-06 +Target 010: 3.48e-07 |Target 011: 6.80e-07 |Target 012: 6.48e-07 |Target 013: 1.43e-06 |Target 014: 8.81e-07 +Target 015: 8.57e-07 |Target 016: 2.11e-06 |Target 017: 1.35e-06 |Target 018: 4.54e-06 |Target 019: 3.66e-06 +Target 020: 7.14e-07 |Target 021: 2.08e-06 |Target 022: 8.69e-07 |Target 023: 3.56e-06 |Target 024: 3.06e-06 + +==================== +Epoch #1886 | Time: 00d 08h 22m | LR: 3.13e-05 | Epoch time: 15.72 | Train loss: 5.64e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.60e-06; Target 010 has minimum loss 3.58e-07 +Target 000: 1.59e-06 |Target 001: 1.13e-06 |Target 002: 3.83e-07 |Target 003: 6.34e-07 |Target 004: 6.73e-07 +Target 005: 1.11e-06 |Target 006: 4.49e-06 |Target 007: 6.87e-07 |Target 008: 2.06e-06 |Target 009: 2.23e-06 +Target 010: 3.58e-07 |Target 011: 7.10e-07 |Target 012: 6.14e-07 |Target 013: 1.42e-06 |Target 014: 8.80e-07 +Target 015: 8.54e-07 |Target 016: 2.12e-06 |Target 017: 1.40e-06 |Target 018: 4.60e-06 |Target 019: 3.73e-06 +Target 020: 7.40e-07 |Target 021: 2.09e-06 |Target 022: 8.71e-07 |Target 023: 3.64e-06 |Target 024: 2.95e-06 + +==================== +Epoch #1887 | Time: 00d 08h 22m | LR: 3.13e-05 | Epoch time: 15.45 | Train loss: 5.65e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.65e-06; Target 010 has minimum loss 3.48e-07 +Target 000: 1.40e-06 |Target 001: 1.21e-06 |Target 002: 3.57e-07 |Target 003: 6.20e-07 |Target 004: 6.77e-07 +Target 005: 1.13e-06 |Target 006: 4.62e-06 |Target 007: 6.73e-07 |Target 008: 2.08e-06 |Target 009: 2.22e-06 +Target 010: 3.48e-07 |Target 011: 6.79e-07 |Target 012: 6.29e-07 |Target 013: 1.47e-06 |Target 014: 8.91e-07 +Target 015: 8.50e-07 |Target 016: 2.11e-06 |Target 017: 1.51e-06 |Target 018: 4.65e-06 |Target 019: 3.68e-06 +Target 020: 7.33e-07 |Target 021: 2.08e-06 |Target 022: 8.51e-07 |Target 023: 3.62e-06 |Target 024: 3.04e-06 + +==================== +Epoch #1888 | Time: 00d 08h 22m | LR: 3.13e-05 | Epoch time: 15.61 | Train loss: 5.64e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 5.70e-06; Target 010 has minimum loss 3.55e-07 +Target 000: 1.99e-06 |Target 001: 1.23e-06 |Target 002: 3.69e-07 |Target 003: 6.12e-07 |Target 004: 6.83e-07 +Target 005: 1.28e-06 |Target 006: 5.70e-06 |Target 007: 6.76e-07 |Target 008: 2.03e-06 |Target 009: 2.29e-06 +Target 010: 3.55e-07 |Target 011: 6.91e-07 |Target 012: 6.30e-07 |Target 013: 1.48e-06 |Target 014: 8.90e-07 +Target 015: 8.48e-07 |Target 016: 2.15e-06 |Target 017: 1.40e-06 |Target 018: 4.72e-06 |Target 019: 3.68e-06 +Target 020: 7.15e-07 |Target 021: 2.09e-06 |Target 022: 8.54e-07 |Target 023: 3.62e-06 |Target 024: 3.31e-06 + +==================== +Epoch #1889 | Time: 00d 08h 23m | LR: 3.13e-05 | Epoch time: 15.54 | Train loss: 5.64e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.70e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 2.41e-06 |Target 001: 1.03e-06 |Target 002: 3.62e-07 |Target 003: 6.07e-07 |Target 004: 6.66e-07 +Target 005: 1.39e-06 |Target 006: 4.46e-06 |Target 007: 6.93e-07 |Target 008: 2.04e-06 |Target 009: 2.20e-06 +Target 010: 3.56e-07 |Target 011: 6.90e-07 |Target 012: 6.13e-07 |Target 013: 1.38e-06 |Target 014: 8.77e-07 +Target 015: 8.45e-07 |Target 016: 2.12e-06 |Target 017: 1.38e-06 |Target 018: 4.70e-06 |Target 019: 3.68e-06 +Target 020: 7.13e-07 |Target 021: 2.08e-06 |Target 022: 8.53e-07 |Target 023: 3.62e-06 |Target 024: 3.14e-06 + +==================== +Epoch #1890 | Time: 00d 08h 23m | LR: 3.13e-05 | Epoch time: 15.52 | Train loss: 5.65e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.07e-06; Target 002 has minimum loss 3.65e-07 +Target 000: 1.89e-06 |Target 001: 1.29e-06 |Target 002: 3.65e-07 |Target 003: 6.82e-07 |Target 004: 6.69e-07 +Target 005: 1.35e-06 |Target 006: 5.07e-06 |Target 007: 7.11e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.73e-07 |Target 011: 7.08e-07 |Target 012: 6.40e-07 |Target 013: 1.46e-06 |Target 014: 8.77e-07 +Target 015: 8.68e-07 |Target 016: 2.21e-06 |Target 017: 1.63e-06 |Target 018: 4.54e-06 |Target 019: 3.66e-06 +Target 020: 7.19e-07 |Target 021: 2.05e-06 |Target 022: 8.58e-07 |Target 023: 3.57e-06 |Target 024: 3.24e-06 + +==================== +Epoch #1891 | Time: 00d 08h 23m | LR: 3.13e-05 | Epoch time: 15.67 | Train loss: 5.65e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.58e-06; Target 010 has minimum loss 3.55e-07 +Target 000: 1.36e-06 |Target 001: 1.02e-06 |Target 002: 3.59e-07 |Target 003: 6.09e-07 |Target 004: 6.70e-07 +Target 005: 9.74e-07 |Target 006: 3.90e-06 |Target 007: 6.75e-07 |Target 008: 2.03e-06 |Target 009: 2.22e-06 +Target 010: 3.55e-07 |Target 011: 6.83e-07 |Target 012: 6.04e-07 |Target 013: 1.38e-06 |Target 014: 8.83e-07 +Target 015: 8.39e-07 |Target 016: 2.07e-06 |Target 017: 1.35e-06 |Target 018: 4.58e-06 |Target 019: 3.63e-06 +Target 020: 7.13e-07 |Target 021: 2.07e-06 |Target 022: 8.57e-07 |Target 023: 3.57e-06 |Target 024: 2.94e-06 + +==================== +Epoch #1892 | Time: 00d 08h 23m | LR: 3.13e-05 | Epoch time: 15.57 | Train loss: 5.64e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.60e-06; Target 010 has minimum loss 3.87e-07 +Target 000: 1.84e-06 |Target 001: 1.41e-06 |Target 002: 3.88e-07 |Target 003: 6.36e-07 |Target 004: 6.72e-07 +Target 005: 1.57e-06 |Target 006: 4.45e-06 |Target 007: 6.77e-07 |Target 008: 2.06e-06 |Target 009: 2.22e-06 +Target 010: 3.87e-07 |Target 011: 7.35e-07 |Target 012: 6.46e-07 |Target 013: 1.46e-06 |Target 014: 8.91e-07 +Target 015: 8.54e-07 |Target 016: 2.14e-06 |Target 017: 1.49e-06 |Target 018: 4.60e-06 |Target 019: 3.71e-06 +Target 020: 7.26e-07 |Target 021: 2.08e-06 |Target 022: 8.64e-07 |Target 023: 3.59e-06 |Target 024: 2.98e-06 + +==================== +Epoch #1893 | Time: 00d 08h 24m | LR: 3.13e-05 | Epoch time: 15.66 | Train loss: 5.64e-06 | Val loss: 2.02e-06 +Target 006 has maximum loss 4.71e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.29e-06 |Target 001: 1.39e-06 |Target 002: 3.53e-07 |Target 003: 6.16e-07 |Target 004: 6.60e-07 +Target 005: 1.18e-06 |Target 006: 4.71e-06 |Target 007: 6.86e-07 |Target 008: 2.08e-06 |Target 009: 2.18e-06 +Target 010: 3.52e-07 |Target 011: 6.83e-07 |Target 012: 6.10e-07 |Target 013: 1.41e-06 |Target 014: 8.82e-07 +Target 015: 8.46e-07 |Target 016: 2.15e-06 |Target 017: 1.38e-06 |Target 018: 4.54e-06 |Target 019: 3.67e-06 +Target 020: 7.13e-07 |Target 021: 2.08e-06 |Target 022: 8.54e-07 |Target 023: 3.56e-06 |Target 024: 3.04e-06 + +==================== +Epoch #1894 | Time: 00d 08h 24m | LR: 3.13e-05 | Epoch time: 15.66 | Train loss: 5.66e-06 | Val loss: 2.03e-06 +Target 006 has maximum loss 5.05e-06; Target 002 has minimum loss 3.58e-07 +Target 000: 1.58e-06 |Target 001: 1.27e-06 |Target 002: 3.58e-07 |Target 003: 6.96e-07 |Target 004: 6.93e-07 +Target 005: 1.19e-06 |Target 006: 5.05e-06 |Target 007: 6.91e-07 |Target 008: 2.08e-06 |Target 009: 2.18e-06 +Target 010: 3.96e-07 |Target 011: 7.37e-07 |Target 012: 6.45e-07 |Target 013: 1.44e-06 |Target 014: 8.68e-07 +Target 015: 8.63e-07 |Target 016: 2.07e-06 |Target 017: 1.34e-06 |Target 018: 4.56e-06 |Target 019: 3.66e-06 +Target 020: 7.16e-07 |Target 021: 2.05e-06 |Target 022: 8.59e-07 |Target 023: 3.55e-06 |Target 024: 3.08e-06 + +==================== +Epoch #1895 | Time: 00d 08h 24m | LR: 3.13e-05 | Epoch time: 15.46 | Train loss: 5.64e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 5.91e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.91e-06 |Target 001: 1.05e-06 |Target 002: 3.64e-07 |Target 003: 6.82e-07 |Target 004: 6.62e-07 +Target 005: 1.03e-06 |Target 006: 5.91e-06 |Target 007: 7.64e-07 |Target 008: 2.01e-06 |Target 009: 2.19e-06 +Target 010: 3.52e-07 |Target 011: 6.80e-07 |Target 012: 6.52e-07 |Target 013: 1.61e-06 |Target 014: 8.96e-07 +Target 015: 8.77e-07 |Target 016: 2.10e-06 |Target 017: 1.55e-06 |Target 018: 4.58e-06 |Target 019: 3.64e-06 +Target 020: 7.18e-07 |Target 021: 2.04e-06 |Target 022: 8.63e-07 |Target 023: 3.59e-06 |Target 024: 3.33e-06 + +==================== +Epoch #1896 | Time: 00d 08h 24m | LR: 3.13e-05 | Epoch time: 15.50 | Train loss: 5.66e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.71e-06; Target 010 has minimum loss 3.51e-07 +Target 000: 2.27e-06 |Target 001: 1.28e-06 |Target 002: 3.65e-07 |Target 003: 6.08e-07 |Target 004: 6.60e-07 +Target 005: 1.25e-06 |Target 006: 4.41e-06 |Target 007: 7.11e-07 |Target 008: 2.02e-06 |Target 009: 2.19e-06 +Target 010: 3.51e-07 |Target 011: 6.84e-07 |Target 012: 6.31e-07 |Target 013: 1.44e-06 |Target 014: 8.80e-07 +Target 015: 8.48e-07 |Target 016: 2.10e-06 |Target 017: 1.40e-06 |Target 018: 4.71e-06 |Target 019: 3.64e-06 +Target 020: 7.13e-07 |Target 021: 2.07e-06 |Target 022: 8.50e-07 |Target 023: 3.58e-06 |Target 024: 2.94e-06 + +==================== +Epoch #1897 | Time: 00d 08h 25m | LR: 3.13e-05 | Epoch time: 15.48 | Train loss: 5.67e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 5.75e-06; Target 010 has minimum loss 3.53e-07 +Target 000: 2.76e-06 |Target 001: 1.60e-06 |Target 002: 3.62e-07 |Target 003: 6.08e-07 |Target 004: 6.77e-07 +Target 005: 1.23e-06 |Target 006: 5.75e-06 |Target 007: 7.12e-07 |Target 008: 2.04e-06 |Target 009: 2.25e-06 +Target 010: 3.53e-07 |Target 011: 6.90e-07 |Target 012: 6.13e-07 |Target 013: 1.45e-06 |Target 014: 8.85e-07 +Target 015: 8.46e-07 |Target 016: 2.07e-06 |Target 017: 1.39e-06 |Target 018: 4.62e-06 |Target 019: 3.63e-06 +Target 020: 7.20e-07 |Target 021: 2.05e-06 |Target 022: 8.54e-07 |Target 023: 3.56e-06 |Target 024: 3.03e-06 + +==================== +Epoch #1898 | Time: 00d 08h 25m | LR: 3.13e-05 | Epoch time: 15.53 | Train loss: 5.65e-06 | Val loss: 2.07e-06 +Target 018 has maximum loss 4.69e-06; Target 010 has minimum loss 3.59e-07 +Target 000: 1.50e-06 |Target 001: 1.41e-06 |Target 002: 3.72e-07 |Target 003: 6.19e-07 |Target 004: 6.75e-07 +Target 005: 1.39e-06 |Target 006: 4.69e-06 |Target 007: 7.30e-07 |Target 008: 2.07e-06 |Target 009: 2.19e-06 +Target 010: 3.59e-07 |Target 011: 6.92e-07 |Target 012: 6.31e-07 |Target 013: 1.46e-06 |Target 014: 8.75e-07 +Target 015: 8.38e-07 |Target 016: 2.13e-06 |Target 017: 1.42e-06 |Target 018: 4.69e-06 |Target 019: 3.67e-06 +Target 020: 7.12e-07 |Target 021: 2.08e-06 |Target 022: 8.53e-07 |Target 023: 3.58e-06 |Target 024: 3.24e-06 + +==================== +Epoch #1899 | Time: 00d 08h 25m | LR: 3.13e-05 | Epoch time: 15.60 | Train loss: 5.64e-06 | Val loss: 2.06e-06 +Target 018 has maximum loss 4.62e-06; Target 010 has minimum loss 3.49e-07 +Target 000: 1.61e-06 |Target 001: 1.41e-06 |Target 002: 3.64e-07 |Target 003: 6.04e-07 |Target 004: 6.61e-07 +Target 005: 1.24e-06 |Target 006: 4.54e-06 |Target 007: 6.84e-07 |Target 008: 2.12e-06 |Target 009: 2.20e-06 +Target 010: 3.49e-07 |Target 011: 6.88e-07 |Target 012: 6.15e-07 |Target 013: 1.40e-06 |Target 014: 8.76e-07 +Target 015: 8.45e-07 |Target 016: 2.12e-06 |Target 017: 1.37e-06 |Target 018: 4.62e-06 |Target 019: 3.66e-06 +Target 020: 7.08e-07 |Target 021: 2.07e-06 |Target 022: 8.53e-07 |Target 023: 3.56e-06 |Target 024: 3.24e-06 + +==================== +Epoch #1900 | Time: 00d 08h 26m | LR: 3.13e-05 | Epoch time: 15.72 | Train loss: 5.64e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 5.24e-06; Target 002 has minimum loss 3.52e-07 +Target 000: 2.00e-06 |Target 001: 1.11e-06 |Target 002: 3.52e-07 |Target 003: 6.33e-07 |Target 004: 6.70e-07 +Target 005: 1.18e-06 |Target 006: 5.24e-06 |Target 007: 6.76e-07 |Target 008: 2.03e-06 |Target 009: 2.21e-06 +Target 010: 3.56e-07 |Target 011: 6.85e-07 |Target 012: 6.29e-07 |Target 013: 1.38e-06 |Target 014: 8.75e-07 +Target 015: 8.44e-07 |Target 016: 2.10e-06 |Target 017: 1.36e-06 |Target 018: 4.64e-06 |Target 019: 3.65e-06 +Target 020: 7.13e-07 |Target 021: 2.07e-06 |Target 022: 8.50e-07 |Target 023: 3.57e-06 |Target 024: 3.08e-06 + +==================== +Epoch #1901 | Time: 00d 08h 26m | LR: 3.13e-05 | Epoch time: 15.58 | Train loss: 5.64e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.53e-06; Target 010 has minimum loss 3.58e-07 +Target 000: 1.57e-06 |Target 001: 1.17e-06 |Target 002: 3.78e-07 |Target 003: 6.29e-07 |Target 004: 6.55e-07 +Target 005: 1.26e-06 |Target 006: 4.18e-06 |Target 007: 6.79e-07 |Target 008: 2.00e-06 |Target 009: 2.18e-06 +Target 010: 3.58e-07 |Target 011: 7.14e-07 |Target 012: 6.23e-07 |Target 013: 1.43e-06 |Target 014: 8.77e-07 +Target 015: 8.51e-07 |Target 016: 2.08e-06 |Target 017: 1.35e-06 |Target 018: 4.53e-06 |Target 019: 3.67e-06 +Target 020: 7.13e-07 |Target 021: 2.05e-06 |Target 022: 8.52e-07 |Target 023: 3.59e-06 |Target 024: 2.94e-06 + +==================== +Epoch #1902 | Time: 00d 08h 26m | LR: 3.13e-05 | Epoch time: 15.56 | Train loss: 5.64e-06 | Val loss: 2.12e-06 +Target 006 has maximum loss 5.69e-06; Target 002 has minimum loss 3.59e-07 +Target 000: 1.32e-06 |Target 001: 1.35e-06 |Target 002: 3.59e-07 |Target 003: 6.44e-07 |Target 004: 7.06e-07 +Target 005: 1.10e-06 |Target 006: 5.69e-06 |Target 007: 6.91e-07 |Target 008: 2.08e-06 |Target 009: 2.19e-06 +Target 010: 3.88e-07 |Target 011: 7.21e-07 |Target 012: 6.94e-07 |Target 013: 1.56e-06 |Target 014: 8.74e-07 +Target 015: 8.52e-07 |Target 016: 2.10e-06 |Target 017: 1.47e-06 |Target 018: 4.70e-06 |Target 019: 3.69e-06 +Target 020: 7.11e-07 |Target 021: 2.09e-06 |Target 022: 8.53e-07 |Target 023: 3.59e-06 |Target 024: 3.42e-06 + +==================== +Epoch #1903 | Time: 00d 08h 26m | LR: 3.13e-05 | Epoch time: 15.62 | Train loss: 5.65e-06 | Val loss: 2.01e-06 +Target 006 has maximum loss 5.01e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.32e-06 |Target 001: 1.51e-06 |Target 002: 3.52e-07 |Target 003: 6.08e-07 |Target 004: 6.66e-07 +Target 005: 1.30e-06 |Target 006: 5.01e-06 |Target 007: 6.73e-07 |Target 008: 2.03e-06 |Target 009: 2.24e-06 +Target 010: 3.47e-07 |Target 011: 6.78e-07 |Target 012: 6.43e-07 |Target 013: 1.38e-06 |Target 014: 8.78e-07 +Target 015: 8.40e-07 |Target 016: 2.08e-06 |Target 017: 1.34e-06 |Target 018: 4.55e-06 |Target 019: 3.68e-06 +Target 020: 7.12e-07 |Target 021: 2.08e-06 |Target 022: 8.56e-07 |Target 023: 3.58e-06 |Target 024: 2.94e-06 + +==================== +Epoch #1904 | Time: 00d 08h 27m | LR: 3.13e-05 | Epoch time: 15.51 | Train loss: 5.63e-06 | Val loss: 2.08e-06 +Target 018 has maximum loss 4.67e-06; Target 010 has minimum loss 3.50e-07 +Target 000: 1.44e-06 |Target 001: 1.32e-06 |Target 002: 3.61e-07 |Target 003: 6.23e-07 |Target 004: 6.63e-07 +Target 005: 1.39e-06 |Target 006: 4.34e-06 |Target 007: 6.79e-07 |Target 008: 2.07e-06 |Target 009: 2.23e-06 +Target 010: 3.50e-07 |Target 011: 6.95e-07 |Target 012: 6.34e-07 |Target 013: 1.42e-06 |Target 014: 8.79e-07 +Target 015: 8.42e-07 |Target 016: 2.09e-06 |Target 017: 1.43e-06 |Target 018: 4.67e-06 |Target 019: 3.66e-06 +Target 020: 7.23e-07 |Target 021: 2.08e-06 |Target 022: 8.51e-07 |Target 023: 3.60e-06 |Target 024: 3.31e-06 + +==================== +Epoch #1905 | Time: 00d 08h 27m | LR: 3.13e-05 | Epoch time: 15.63 | Train loss: 5.65e-06 | Val loss: 2.03e-06 +Target 006 has maximum loss 4.60e-06; Target 010 has minimum loss 3.63e-07 +Target 000: 1.38e-06 |Target 001: 1.20e-06 |Target 002: 3.66e-07 |Target 003: 6.33e-07 |Target 004: 6.69e-07 +Target 005: 1.05e-06 |Target 006: 4.60e-06 |Target 007: 6.92e-07 |Target 008: 2.03e-06 |Target 009: 2.20e-06 +Target 010: 3.63e-07 |Target 011: 6.85e-07 |Target 012: 5.99e-07 |Target 013: 1.39e-06 |Target 014: 8.80e-07 +Target 015: 8.68e-07 |Target 016: 2.11e-06 |Target 017: 1.39e-06 |Target 018: 4.59e-06 |Target 019: 3.70e-06 +Target 020: 7.11e-07 |Target 021: 2.11e-06 |Target 022: 8.63e-07 |Target 023: 3.59e-06 |Target 024: 3.04e-06 + +==================== +Epoch #1906 | Time: 00d 08h 27m | LR: 3.13e-05 | Epoch time: 15.50 | Train loss: 5.64e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.71e-06; Target 010 has minimum loss 3.74e-07 +Target 000: 1.45e-06 |Target 001: 1.38e-06 |Target 002: 3.98e-07 |Target 003: 6.25e-07 |Target 004: 6.69e-07 +Target 005: 1.19e-06 |Target 006: 4.50e-06 |Target 007: 7.09e-07 |Target 008: 2.06e-06 |Target 009: 2.23e-06 +Target 010: 3.74e-07 |Target 011: 7.16e-07 |Target 012: 6.19e-07 |Target 013: 1.41e-06 |Target 014: 8.75e-07 +Target 015: 8.66e-07 |Target 016: 2.13e-06 |Target 017: 1.43e-06 |Target 018: 4.71e-06 |Target 019: 3.70e-06 +Target 020: 7.16e-07 |Target 021: 2.06e-06 |Target 022: 8.55e-07 |Target 023: 3.62e-06 |Target 024: 3.03e-06 + +==================== +Epoch #1907 | Time: 00d 08h 27m | LR: 3.13e-05 | Epoch time: 15.68 | Train loss: 5.63e-06 | Val loss: 2.02e-06 +Target 006 has maximum loss 4.92e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.36e-06 |Target 001: 1.10e-06 |Target 002: 3.62e-07 |Target 003: 6.02e-07 |Target 004: 6.72e-07 +Target 005: 9.68e-07 |Target 006: 4.92e-06 |Target 007: 6.82e-07 |Target 008: 2.07e-06 |Target 009: 2.22e-06 +Target 010: 3.52e-07 |Target 011: 6.82e-07 |Target 012: 6.23e-07 |Target 013: 1.38e-06 |Target 014: 8.92e-07 +Target 015: 8.43e-07 |Target 016: 2.08e-06 |Target 017: 1.37e-06 |Target 018: 4.56e-06 |Target 019: 3.64e-06 +Target 020: 7.09e-07 |Target 021: 2.08e-06 |Target 022: 8.50e-07 |Target 023: 3.57e-06 |Target 024: 3.03e-06 + +==================== +Epoch #1908 | Time: 00d 08h 28m | LR: 1.56e-05 | Epoch time: 15.61 | Train loss: 5.61e-06 | Val loss: 2.03e-06 +Target 006 has maximum loss 4.98e-06; Target 010 has minimum loss 3.46e-07 +Target 000: 1.59e-06 |Target 001: 1.00e-06 |Target 002: 3.51e-07 |Target 003: 6.00e-07 |Target 004: 6.60e-07 +Target 005: 1.02e-06 |Target 006: 4.98e-06 |Target 007: 6.68e-07 |Target 008: 2.01e-06 |Target 009: 2.17e-06 +Target 010: 3.46e-07 |Target 011: 6.77e-07 |Target 012: 6.33e-07 |Target 013: 1.39e-06 |Target 014: 8.66e-07 +Target 015: 8.39e-07 |Target 016: 2.08e-06 |Target 017: 1.35e-06 |Target 018: 4.64e-06 |Target 019: 3.62e-06 +Target 020: 7.12e-07 |Target 021: 2.05e-06 |Target 022: 8.45e-07 |Target 023: 3.54e-06 |Target 024: 3.15e-06 + +==================== +Epoch #1909 | Time: 00d 08h 28m | LR: 1.56e-05 | Epoch time: 15.51 | Train loss: 5.62e-06 | Val loss: 2.02e-06 +Target 006 has maximum loss 5.43e-06; Target 010 has minimum loss 3.46e-07 +Target 000: 1.49e-06 |Target 001: 1.14e-06 |Target 002: 3.50e-07 |Target 003: 6.09e-07 |Target 004: 6.56e-07 +Target 005: 1.06e-06 |Target 006: 5.43e-06 |Target 007: 6.70e-07 |Target 008: 2.00e-06 |Target 009: 2.18e-06 +Target 010: 3.46e-07 |Target 011: 6.80e-07 |Target 012: 6.06e-07 |Target 013: 1.38e-06 |Target 014: 8.69e-07 +Target 015: 8.44e-07 |Target 016: 2.07e-06 |Target 017: 1.34e-06 |Target 018: 4.59e-06 |Target 019: 3.64e-06 +Target 020: 7.07e-07 |Target 021: 2.05e-06 |Target 022: 8.46e-07 |Target 023: 3.56e-06 |Target 024: 3.07e-06 + +==================== +Epoch #1910 | Time: 00d 08h 28m | LR: 1.56e-05 | Epoch time: 15.51 | Train loss: 5.62e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.60e-06; Target 010 has minimum loss 3.46e-07 +Target 000: 1.34e-06 |Target 001: 1.02e-06 |Target 002: 3.53e-07 |Target 003: 6.26e-07 |Target 004: 6.67e-07 +Target 005: 1.14e-06 |Target 006: 4.31e-06 |Target 007: 7.09e-07 |Target 008: 2.06e-06 |Target 009: 2.21e-06 +Target 010: 3.46e-07 |Target 011: 6.81e-07 |Target 012: 6.62e-07 |Target 013: 1.37e-06 |Target 014: 8.80e-07 +Target 015: 8.54e-07 |Target 016: 2.09e-06 |Target 017: 1.35e-06 |Target 018: 4.60e-06 |Target 019: 3.66e-06 +Target 020: 7.12e-07 |Target 021: 2.08e-06 |Target 022: 8.61e-07 |Target 023: 3.58e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1911 | Time: 00d 08h 28m | LR: 1.56e-05 | Epoch time: 15.57 | Train loss: 5.62e-06 | Val loss: 1.99e-06 +Target 018 has maximum loss 4.54e-06; Target 010 has minimum loss 3.48e-07 +Target 000: 1.35e-06 |Target 001: 1.01e-06 |Target 002: 3.50e-07 |Target 003: 6.04e-07 |Target 004: 6.62e-07 +Target 005: 1.02e-06 |Target 006: 4.18e-06 |Target 007: 6.78e-07 |Target 008: 2.03e-06 |Target 009: 2.17e-06 +Target 010: 3.48e-07 |Target 011: 6.85e-07 |Target 012: 6.00e-07 |Target 013: 1.38e-06 |Target 014: 8.72e-07 +Target 015: 8.45e-07 |Target 016: 2.10e-06 |Target 017: 1.34e-06 |Target 018: 4.54e-06 |Target 019: 3.64e-06 +Target 020: 7.08e-07 |Target 021: 2.04e-06 |Target 022: 8.52e-07 |Target 023: 3.57e-06 |Target 024: 2.93e-06 + +==================== +Epoch #1912 | Time: 00d 08h 29m | LR: 1.56e-05 | Epoch time: 15.56 | Train loss: 5.62e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.64e-06; Target 002 has minimum loss 3.61e-07 +Target 000: 1.69e-06 |Target 001: 1.25e-06 |Target 002: 3.61e-07 |Target 003: 6.14e-07 |Target 004: 6.69e-07 +Target 005: 1.58e-06 |Target 006: 4.12e-06 |Target 007: 7.20e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.66e-07 |Target 011: 7.31e-07 |Target 012: 6.06e-07 |Target 013: 1.38e-06 |Target 014: 8.74e-07 +Target 015: 8.48e-07 |Target 016: 2.11e-06 |Target 017: 1.37e-06 |Target 018: 4.64e-06 |Target 019: 3.67e-06 +Target 020: 7.05e-07 |Target 021: 2.07e-06 |Target 022: 8.52e-07 |Target 023: 3.59e-06 |Target 024: 3.11e-06 + +==================== +Epoch #1913 | Time: 00d 08h 29m | LR: 1.56e-05 | Epoch time: 15.53 | Train loss: 5.62e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 4.87e-06; Target 010 has minimum loss 3.57e-07 +Target 000: 1.45e-06 |Target 001: 1.19e-06 |Target 002: 3.58e-07 |Target 003: 6.12e-07 |Target 004: 6.67e-07 +Target 005: 1.35e-06 |Target 006: 4.87e-06 |Target 007: 6.77e-07 |Target 008: 2.03e-06 |Target 009: 2.21e-06 +Target 010: 3.57e-07 |Target 011: 7.01e-07 |Target 012: 6.08e-07 |Target 013: 1.42e-06 |Target 014: 8.73e-07 +Target 015: 8.45e-07 |Target 016: 2.11e-06 |Target 017: 1.36e-06 |Target 018: 4.59e-06 |Target 019: 3.66e-06 +Target 020: 7.13e-07 |Target 021: 2.07e-06 |Target 022: 8.51e-07 |Target 023: 3.57e-06 |Target 024: 3.11e-06 + +==================== +Epoch #1914 | Time: 00d 08h 29m | LR: 1.56e-05 | Epoch time: 15.66 | Train loss: 5.62e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.60e-06; Target 010 has minimum loss 3.55e-07 +Target 000: 1.51e-06 |Target 001: 1.16e-06 |Target 002: 3.57e-07 |Target 003: 6.37e-07 |Target 004: 6.67e-07 +Target 005: 1.16e-06 |Target 006: 4.10e-06 |Target 007: 6.83e-07 |Target 008: 2.02e-06 |Target 009: 2.17e-06 +Target 010: 3.55e-07 |Target 011: 6.82e-07 |Target 012: 5.96e-07 |Target 013: 1.38e-06 |Target 014: 8.70e-07 +Target 015: 8.60e-07 |Target 016: 2.20e-06 |Target 017: 1.35e-06 |Target 018: 4.60e-06 |Target 019: 3.64e-06 +Target 020: 7.10e-07 |Target 021: 2.03e-06 |Target 022: 8.51e-07 |Target 023: 3.57e-06 |Target 024: 2.98e-06 + +==================== +Epoch #1915 | Time: 00d 08h 30m | LR: 1.56e-05 | Epoch time: 15.59 | Train loss: 5.62e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.59e-06; Target 010 has minimum loss 3.58e-07 +Target 000: 1.64e-06 |Target 001: 1.02e-06 |Target 002: 3.65e-07 |Target 003: 6.41e-07 |Target 004: 6.93e-07 +Target 005: 1.11e-06 |Target 006: 4.16e-06 |Target 007: 6.90e-07 |Target 008: 2.04e-06 |Target 009: 2.20e-06 +Target 010: 3.58e-07 |Target 011: 6.84e-07 |Target 012: 6.33e-07 |Target 013: 1.40e-06 |Target 014: 8.74e-07 +Target 015: 8.68e-07 |Target 016: 2.10e-06 |Target 017: 1.42e-06 |Target 018: 4.59e-06 |Target 019: 3.65e-06 +Target 020: 7.19e-07 |Target 021: 2.07e-06 |Target 022: 8.54e-07 |Target 023: 3.58e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1916 | Time: 00d 08h 30m | LR: 1.56e-05 | Epoch time: 15.59 | Train loss: 5.62e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 5.08e-06; Target 002 has minimum loss 3.56e-07 +Target 000: 1.36e-06 |Target 001: 1.23e-06 |Target 002: 3.56e-07 |Target 003: 6.06e-07 |Target 004: 6.62e-07 +Target 005: 9.75e-07 |Target 006: 5.08e-06 |Target 007: 6.96e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.71e-07 |Target 011: 6.79e-07 |Target 012: 7.51e-07 |Target 013: 1.50e-06 |Target 014: 8.71e-07 +Target 015: 8.45e-07 |Target 016: 2.08e-06 |Target 017: 1.58e-06 |Target 018: 4.62e-06 |Target 019: 3.63e-06 +Target 020: 7.19e-07 |Target 021: 2.05e-06 |Target 022: 8.54e-07 |Target 023: 3.55e-06 |Target 024: 3.37e-06 + +==================== +Epoch #1917 | Time: 00d 08h 30m | LR: 1.56e-05 | Epoch time: 15.53 | Train loss: 5.63e-06 | Val loss: 2.02e-06 +Target 006 has maximum loss 4.97e-06; Target 002 has minimum loss 3.53e-07 +Target 000: 1.81e-06 |Target 001: 1.23e-06 |Target 002: 3.53e-07 |Target 003: 6.19e-07 |Target 004: 6.64e-07 +Target 005: 1.28e-06 |Target 006: 4.97e-06 |Target 007: 6.68e-07 |Target 008: 2.03e-06 |Target 009: 2.20e-06 +Target 010: 3.53e-07 |Target 011: 6.80e-07 |Target 012: 6.09e-07 |Target 013: 1.40e-06 |Target 014: 8.87e-07 +Target 015: 8.50e-07 |Target 016: 2.09e-06 |Target 017: 1.37e-06 |Target 018: 4.66e-06 |Target 019: 3.66e-06 +Target 020: 7.08e-07 |Target 021: 2.05e-06 |Target 022: 8.57e-07 |Target 023: 3.59e-06 |Target 024: 2.97e-06 + +==================== +Epoch #1918 | Time: 00d 08h 30m | LR: 1.56e-05 | Epoch time: 15.61 | Train loss: 5.62e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.55e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 1.46e-06 |Target 001: 1.24e-06 |Target 002: 3.57e-07 |Target 003: 6.11e-07 |Target 004: 6.66e-07 +Target 005: 1.16e-06 |Target 006: 4.15e-06 |Target 007: 6.79e-07 |Target 008: 2.01e-06 |Target 009: 2.17e-06 +Target 010: 3.54e-07 |Target 011: 6.89e-07 |Target 012: 6.25e-07 |Target 013: 1.39e-06 |Target 014: 8.67e-07 +Target 015: 8.43e-07 |Target 016: 2.07e-06 |Target 017: 1.36e-06 |Target 018: 4.55e-06 |Target 019: 3.65e-06 +Target 020: 7.08e-07 |Target 021: 2.04e-06 |Target 022: 8.48e-07 |Target 023: 3.56e-06 |Target 024: 2.97e-06 + +==================== +Epoch #1919 | Time: 00d 08h 31m | LR: 1.56e-05 | Epoch time: 15.81 | Train loss: 5.61e-06 | Val loss: 1.99e-06 +Target 018 has maximum loss 4.54e-06; Target 002 has minimum loss 3.54e-07 +Target 000: 1.28e-06 |Target 001: 1.07e-06 |Target 002: 3.54e-07 |Target 003: 6.07e-07 |Target 004: 6.72e-07 +Target 005: 9.69e-07 |Target 006: 4.13e-06 |Target 007: 6.71e-07 |Target 008: 2.01e-06 |Target 009: 2.16e-06 +Target 010: 3.60e-07 |Target 011: 6.79e-07 |Target 012: 6.02e-07 |Target 013: 1.37e-06 |Target 014: 8.68e-07 +Target 015: 8.55e-07 |Target 016: 2.08e-06 |Target 017: 1.34e-06 |Target 018: 4.54e-06 |Target 019: 3.62e-06 +Target 020: 7.12e-07 |Target 021: 2.04e-06 |Target 022: 8.50e-07 |Target 023: 3.54e-06 |Target 024: 2.96e-06 + +==================== +Epoch #1920 | Time: 00d 08h 31m | LR: 1.56e-05 | Epoch time: 15.59 | Train loss: 5.61e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.61e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 1.39e-06 |Target 001: 1.15e-06 |Target 002: 3.59e-07 |Target 003: 6.09e-07 |Target 004: 6.85e-07 +Target 005: 1.22e-06 |Target 006: 4.05e-06 |Target 007: 6.75e-07 |Target 008: 2.01e-06 |Target 009: 2.19e-06 +Target 010: 3.54e-07 |Target 011: 6.80e-07 |Target 012: 6.05e-07 |Target 013: 1.36e-06 |Target 014: 8.70e-07 +Target 015: 8.49e-07 |Target 016: 2.07e-06 |Target 017: 1.37e-06 |Target 018: 4.61e-06 |Target 019: 3.65e-06 +Target 020: 7.09e-07 |Target 021: 2.04e-06 |Target 022: 8.50e-07 |Target 023: 3.56e-06 |Target 024: 3.03e-06 + +==================== +Epoch #1921 | Time: 00d 08h 31m | LR: 1.56e-05 | Epoch time: 15.72 | Train loss: 5.62e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.60e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.32e-06 |Target 001: 1.04e-06 |Target 002: 3.58e-07 |Target 003: 6.05e-07 |Target 004: 6.78e-07 +Target 005: 9.68e-07 |Target 006: 4.49e-06 |Target 007: 6.83e-07 |Target 008: 2.02e-06 |Target 009: 2.17e-06 +Target 010: 3.52e-07 |Target 011: 6.81e-07 |Target 012: 6.79e-07 |Target 013: 1.40e-06 |Target 014: 8.68e-07 +Target 015: 8.47e-07 |Target 016: 2.08e-06 |Target 017: 1.39e-06 |Target 018: 4.60e-06 |Target 019: 3.62e-06 +Target 020: 7.07e-07 |Target 021: 2.04e-06 |Target 022: 8.51e-07 |Target 023: 3.55e-06 |Target 024: 3.26e-06 + +==================== +Epoch #1922 | Time: 00d 08h 31m | LR: 1.56e-05 | Epoch time: 15.67 | Train loss: 5.62e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.60e-06; Target 010 has minimum loss 3.51e-07 +Target 000: 1.64e-06 |Target 001: 1.12e-06 |Target 002: 3.52e-07 |Target 003: 6.21e-07 |Target 004: 6.85e-07 +Target 005: 1.09e-06 |Target 006: 3.99e-06 |Target 007: 6.89e-07 |Target 008: 2.03e-06 |Target 009: 2.21e-06 +Target 010: 3.51e-07 |Target 011: 6.82e-07 |Target 012: 6.21e-07 |Target 013: 1.40e-06 |Target 014: 8.75e-07 +Target 015: 8.54e-07 |Target 016: 2.10e-06 |Target 017: 1.38e-06 |Target 018: 4.60e-06 |Target 019: 3.66e-06 +Target 020: 7.13e-07 |Target 021: 2.06e-06 |Target 022: 8.52e-07 |Target 023: 3.58e-06 |Target 024: 2.96e-06 + +==================== +Epoch #1923 | Time: 00d 08h 32m | LR: 1.56e-05 | Epoch time: 15.48 | Train loss: 5.62e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.58e-06; Target 010 has minimum loss 3.49e-07 +Target 000: 1.39e-06 |Target 001: 1.01e-06 |Target 002: 3.60e-07 |Target 003: 6.10e-07 |Target 004: 6.58e-07 +Target 005: 1.07e-06 |Target 006: 4.14e-06 |Target 007: 6.72e-07 |Target 008: 2.04e-06 |Target 009: 2.17e-06 +Target 010: 3.49e-07 |Target 011: 7.02e-07 |Target 012: 5.96e-07 |Target 013: 1.37e-06 |Target 014: 8.70e-07 +Target 015: 8.42e-07 |Target 016: 2.10e-06 |Target 017: 1.35e-06 |Target 018: 4.58e-06 |Target 019: 3.66e-06 +Target 020: 7.08e-07 |Target 021: 2.04e-06 |Target 022: 8.52e-07 |Target 023: 3.56e-06 |Target 024: 2.99e-06 + +==================== +Epoch #1924 | Time: 00d 08h 32m | LR: 1.56e-05 | Epoch time: 15.55 | Train loss: 5.61e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.61e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.29e-06 |Target 001: 1.03e-06 |Target 002: 3.50e-07 |Target 003: 6.05e-07 |Target 004: 6.61e-07 +Target 005: 1.06e-06 |Target 006: 4.47e-06 |Target 007: 6.70e-07 |Target 008: 2.01e-06 |Target 009: 2.18e-06 +Target 010: 3.47e-07 |Target 011: 6.77e-07 |Target 012: 6.26e-07 |Target 013: 1.39e-06 |Target 014: 8.72e-07 +Target 015: 8.43e-07 |Target 016: 2.06e-06 |Target 017: 1.35e-06 |Target 018: 4.61e-06 |Target 019: 3.63e-06 +Target 020: 7.07e-07 |Target 021: 2.05e-06 |Target 022: 8.48e-07 |Target 023: 3.56e-06 |Target 024: 3.14e-06 + +==================== +Epoch #1925 | Time: 00d 08h 32m | LR: 1.56e-05 | Epoch time: 15.61 | Train loss: 5.62e-06 | Val loss: 2.03e-06 +Target 006 has maximum loss 5.09e-06; Target 010 has minimum loss 3.55e-07 +Target 000: 1.33e-06 |Target 001: 1.06e-06 |Target 002: 3.73e-07 |Target 003: 6.15e-07 |Target 004: 6.91e-07 +Target 005: 1.13e-06 |Target 006: 5.09e-06 |Target 007: 6.97e-07 |Target 008: 2.03e-06 |Target 009: 2.18e-06 +Target 010: 3.55e-07 |Target 011: 6.97e-07 |Target 012: 6.20e-07 |Target 013: 1.40e-06 |Target 014: 8.70e-07 +Target 015: 8.57e-07 |Target 016: 2.07e-06 |Target 017: 1.40e-06 |Target 018: 4.55e-06 |Target 019: 3.65e-06 +Target 020: 7.07e-07 |Target 021: 2.06e-06 |Target 022: 8.46e-07 |Target 023: 3.58e-06 |Target 024: 3.08e-06 + +==================== +Epoch #1926 | Time: 00d 08h 32m | LR: 1.56e-05 | Epoch time: 15.61 | Train loss: 5.61e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.58e-06; Target 010 has minimum loss 3.55e-07 +Target 000: 1.78e-06 |Target 001: 1.28e-06 |Target 002: 3.56e-07 |Target 003: 6.78e-07 |Target 004: 6.74e-07 +Target 005: 1.07e-06 |Target 006: 4.36e-06 |Target 007: 6.85e-07 |Target 008: 2.03e-06 |Target 009: 2.18e-06 +Target 010: 3.55e-07 |Target 011: 6.88e-07 |Target 012: 6.29e-07 |Target 013: 1.39e-06 |Target 014: 8.71e-07 +Target 015: 8.63e-07 |Target 016: 2.12e-06 |Target 017: 1.39e-06 |Target 018: 4.58e-06 |Target 019: 3.65e-06 +Target 020: 7.07e-07 |Target 021: 2.05e-06 |Target 022: 8.48e-07 |Target 023: 3.56e-06 |Target 024: 3.05e-06 + +==================== +Epoch #1927 | Time: 00d 08h 33m | LR: 1.56e-05 | Epoch time: 15.60 | Train loss: 5.61e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.56e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.72e-06 |Target 001: 1.02e-06 |Target 002: 3.59e-07 |Target 003: 6.30e-07 |Target 004: 6.91e-07 +Target 005: 1.23e-06 |Target 006: 4.18e-06 |Target 007: 6.99e-07 |Target 008: 2.04e-06 |Target 009: 2.20e-06 +Target 010: 3.47e-07 |Target 011: 6.83e-07 |Target 012: 6.97e-07 |Target 013: 1.38e-06 |Target 014: 8.77e-07 +Target 015: 8.60e-07 |Target 016: 2.09e-06 |Target 017: 1.44e-06 |Target 018: 4.56e-06 |Target 019: 3.68e-06 +Target 020: 7.09e-07 |Target 021: 2.06e-06 |Target 022: 8.54e-07 |Target 023: 3.60e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1928 | Time: 00d 08h 33m | LR: 1.56e-05 | Epoch time: 15.76 | Train loss: 5.63e-06 | Val loss: 1.99e-06 +Target 018 has maximum loss 4.59e-06; Target 010 has minimum loss 3.46e-07 +Target 000: 1.39e-06 |Target 001: 9.89e-07 |Target 002: 3.56e-07 |Target 003: 6.04e-07 |Target 004: 6.59e-07 +Target 005: 1.02e-06 |Target 006: 4.02e-06 |Target 007: 6.81e-07 |Target 008: 2.03e-06 |Target 009: 2.22e-06 +Target 010: 3.46e-07 |Target 011: 6.80e-07 |Target 012: 6.00e-07 |Target 013: 1.39e-06 |Target 014: 8.79e-07 +Target 015: 8.42e-07 |Target 016: 2.08e-06 |Target 017: 1.36e-06 |Target 018: 4.59e-06 |Target 019: 3.64e-06 +Target 020: 7.09e-07 |Target 021: 2.08e-06 |Target 022: 8.48e-07 |Target 023: 3.57e-06 |Target 024: 2.91e-06 + +==================== +Epoch #1929 | Time: 00d 08h 33m | LR: 1.56e-05 | Epoch time: 15.50 | Train loss: 5.63e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 6.15e-06; Target 010 has minimum loss 3.49e-07 +Target 000: 1.42e-06 |Target 001: 1.02e-06 |Target 002: 3.53e-07 |Target 003: 6.01e-07 |Target 004: 6.60e-07 +Target 005: 1.09e-06 |Target 006: 6.15e-06 |Target 007: 6.85e-07 |Target 008: 2.02e-06 |Target 009: 2.21e-06 +Target 010: 3.49e-07 |Target 011: 6.79e-07 |Target 012: 6.24e-07 |Target 013: 1.43e-06 |Target 014: 8.73e-07 +Target 015: 8.44e-07 |Target 016: 2.09e-06 |Target 017: 1.38e-06 |Target 018: 4.74e-06 |Target 019: 3.64e-06 +Target 020: 7.09e-07 |Target 021: 2.05e-06 |Target 022: 8.50e-07 |Target 023: 3.57e-06 |Target 024: 3.28e-06 + +==================== +Epoch #1930 | Time: 00d 08h 33m | LR: 1.56e-05 | Epoch time: 15.55 | Train loss: 5.60e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.53e-06; Target 010 has minimum loss 3.55e-07 +Target 000: 2.06e-06 |Target 001: 1.04e-06 |Target 002: 3.62e-07 |Target 003: 6.00e-07 |Target 004: 6.83e-07 +Target 005: 1.18e-06 |Target 006: 4.41e-06 |Target 007: 6.96e-07 |Target 008: 2.03e-06 |Target 009: 2.18e-06 +Target 010: 3.55e-07 |Target 011: 6.87e-07 |Target 012: 6.22e-07 |Target 013: 1.39e-06 |Target 014: 8.71e-07 +Target 015: 8.42e-07 |Target 016: 2.07e-06 |Target 017: 1.40e-06 |Target 018: 4.53e-06 |Target 019: 3.64e-06 +Target 020: 7.09e-07 |Target 021: 2.05e-06 |Target 022: 8.50e-07 |Target 023: 3.56e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1931 | Time: 00d 08h 34m | LR: 1.56e-05 | Epoch time: 15.50 | Train loss: 5.62e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.54e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.43e-06 |Target 001: 1.24e-06 |Target 002: 3.53e-07 |Target 003: 6.02e-07 |Target 004: 6.68e-07 +Target 005: 1.14e-06 |Target 006: 4.21e-06 |Target 007: 6.88e-07 |Target 008: 2.05e-06 |Target 009: 2.19e-06 +Target 010: 3.47e-07 |Target 011: 6.89e-07 |Target 012: 6.32e-07 |Target 013: 1.39e-06 |Target 014: 8.70e-07 +Target 015: 8.37e-07 |Target 016: 2.09e-06 |Target 017: 1.37e-06 |Target 018: 4.54e-06 |Target 019: 3.65e-06 +Target 020: 7.10e-07 |Target 021: 2.05e-06 |Target 022: 8.50e-07 |Target 023: 3.57e-06 |Target 024: 3.02e-06 + +==================== +Epoch #1932 | Time: 00d 08h 34m | LR: 1.56e-05 | Epoch time: 15.51 | Train loss: 5.61e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.63e-06; Target 010 has minimum loss 3.59e-07 +Target 000: 1.60e-06 |Target 001: 1.05e-06 |Target 002: 3.61e-07 |Target 003: 6.03e-07 |Target 004: 6.60e-07 +Target 005: 1.06e-06 |Target 006: 4.33e-06 |Target 007: 6.98e-07 |Target 008: 2.02e-06 |Target 009: 2.19e-06 +Target 010: 3.59e-07 |Target 011: 6.96e-07 |Target 012: 5.92e-07 |Target 013: 1.39e-06 |Target 014: 8.69e-07 +Target 015: 8.41e-07 |Target 016: 2.09e-06 |Target 017: 1.38e-06 |Target 018: 4.63e-06 |Target 019: 3.64e-06 +Target 020: 7.13e-07 |Target 021: 2.05e-06 |Target 022: 8.48e-07 |Target 023: 3.58e-06 |Target 024: 3.07e-06 + +==================== +Epoch #1933 | Time: 00d 08h 34m | LR: 1.56e-05 | Epoch time: 15.64 | Train loss: 5.61e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 4.63e-06; Target 002 has minimum loss 3.56e-07 +Target 000: 1.60e-06 |Target 001: 1.15e-06 |Target 002: 3.56e-07 |Target 003: 6.13e-07 |Target 004: 6.68e-07 +Target 005: 1.16e-06 |Target 006: 4.63e-06 |Target 007: 7.14e-07 |Target 008: 2.04e-06 |Target 009: 2.18e-06 +Target 010: 3.61e-07 |Target 011: 7.05e-07 |Target 012: 6.17e-07 |Target 013: 1.39e-06 |Target 014: 8.70e-07 +Target 015: 8.44e-07 |Target 016: 2.08e-06 |Target 017: 1.38e-06 |Target 018: 4.57e-06 |Target 019: 3.66e-06 +Target 020: 7.25e-07 |Target 021: 2.07e-06 |Target 022: 8.52e-07 |Target 023: 3.59e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1934 | Time: 00d 08h 35m | LR: 1.56e-05 | Epoch time: 15.55 | Train loss: 5.62e-06 | Val loss: 2.05e-06 +Target 006 has maximum loss 5.49e-06; Target 010 has minimum loss 3.50e-07 +Target 000: 1.37e-06 |Target 001: 1.03e-06 |Target 002: 3.53e-07 |Target 003: 6.09e-07 |Target 004: 6.68e-07 +Target 005: 9.58e-07 |Target 006: 5.49e-06 |Target 007: 6.79e-07 |Target 008: 2.03e-06 |Target 009: 2.18e-06 +Target 010: 3.50e-07 |Target 011: 6.82e-07 |Target 012: 6.30e-07 |Target 013: 1.41e-06 |Target 014: 8.67e-07 +Target 015: 8.51e-07 |Target 016: 2.10e-06 |Target 017: 1.38e-06 |Target 018: 4.57e-06 |Target 019: 3.63e-06 +Target 020: 7.10e-07 |Target 021: 2.06e-06 |Target 022: 8.47e-07 |Target 023: 3.57e-06 |Target 024: 3.27e-06 + +==================== +Epoch #1935 | Time: 00d 08h 35m | LR: 1.56e-05 | Epoch time: 15.70 | Train loss: 5.61e-06 | Val loss: 2.02e-06 +Target 006 has maximum loss 4.91e-06; Target 010 has minimum loss 3.49e-07 +Target 000: 1.64e-06 |Target 001: 1.33e-06 |Target 002: 3.52e-07 |Target 003: 6.04e-07 |Target 004: 6.63e-07 +Target 005: 1.16e-06 |Target 006: 4.91e-06 |Target 007: 6.83e-07 |Target 008: 2.03e-06 |Target 009: 2.18e-06 +Target 010: 3.49e-07 |Target 011: 6.82e-07 |Target 012: 6.01e-07 |Target 013: 1.39e-06 |Target 014: 8.73e-07 +Target 015: 8.43e-07 |Target 016: 2.09e-06 |Target 017: 1.35e-06 |Target 018: 4.61e-06 |Target 019: 3.63e-06 +Target 020: 7.11e-07 |Target 021: 2.05e-06 |Target 022: 8.48e-07 |Target 023: 3.56e-06 |Target 024: 3.06e-06 + +==================== +Epoch #1936 | Time: 00d 08h 35m | LR: 1.56e-05 | Epoch time: 15.70 | Train loss: 5.63e-06 | Val loss: 2.06e-06 +Target 018 has maximum loss 4.57e-06; Target 010 has minimum loss 3.51e-07 +Target 000: 1.42e-06 |Target 001: 1.02e-06 |Target 002: 3.61e-07 |Target 003: 6.13e-07 |Target 004: 6.71e-07 +Target 005: 1.37e-06 |Target 006: 4.20e-06 |Target 007: 6.98e-07 |Target 008: 2.05e-06 |Target 009: 2.20e-06 +Target 010: 3.51e-07 |Target 011: 6.91e-07 |Target 012: 6.90e-07 |Target 013: 1.40e-06 |Target 014: 8.83e-07 +Target 015: 8.41e-07 |Target 016: 2.10e-06 |Target 017: 1.49e-06 |Target 018: 4.57e-06 |Target 019: 3.66e-06 +Target 020: 7.08e-07 |Target 021: 2.06e-06 |Target 022: 8.62e-07 |Target 023: 3.58e-06 |Target 024: 3.23e-06 + +==================== +Epoch #1937 | Time: 00d 08h 35m | LR: 1.56e-05 | Epoch time: 15.56 | Train loss: 5.61e-06 | Val loss: 1.99e-06 +Target 018 has maximum loss 4.56e-06; Target 010 has minimum loss 3.50e-07 +Target 000: 1.32e-06 |Target 001: 9.88e-07 |Target 002: 3.67e-07 |Target 003: 6.09e-07 |Target 004: 6.62e-07 +Target 005: 1.09e-06 |Target 006: 4.04e-06 |Target 007: 6.71e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.50e-07 |Target 011: 6.86e-07 |Target 012: 5.93e-07 |Target 013: 1.37e-06 |Target 014: 8.72e-07 +Target 015: 8.46e-07 |Target 016: 2.09e-06 |Target 017: 1.36e-06 |Target 018: 4.56e-06 |Target 019: 3.64e-06 +Target 020: 7.10e-07 |Target 021: 2.04e-06 |Target 022: 8.51e-07 |Target 023: 3.56e-06 |Target 024: 2.91e-06 + +==================== +Epoch #1938 | Time: 00d 08h 36m | LR: 1.56e-05 | Epoch time: 15.47 | Train loss: 5.61e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 4.87e-06; Target 010 has minimum loss 3.46e-07 +Target 000: 1.54e-06 |Target 001: 9.75e-07 |Target 002: 3.60e-07 |Target 003: 5.97e-07 |Target 004: 6.64e-07 +Target 005: 1.07e-06 |Target 006: 4.87e-06 |Target 007: 6.73e-07 |Target 008: 2.00e-06 |Target 009: 2.17e-06 +Target 010: 3.46e-07 |Target 011: 6.82e-07 |Target 012: 6.12e-07 |Target 013: 1.41e-06 |Target 014: 8.67e-07 +Target 015: 8.39e-07 |Target 016: 2.07e-06 |Target 017: 1.37e-06 |Target 018: 4.65e-06 |Target 019: 3.63e-06 +Target 020: 7.13e-07 |Target 021: 2.04e-06 |Target 022: 8.44e-07 |Target 023: 3.57e-06 |Target 024: 3.18e-06 + +==================== +Epoch #1939 | Time: 00d 08h 36m | LR: 1.56e-05 | Epoch time: 15.57 | Train loss: 5.62e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.51e-06; Target 010 has minimum loss 3.61e-07 +Target 000: 1.61e-06 |Target 001: 1.29e-06 |Target 002: 3.71e-07 |Target 003: 6.35e-07 |Target 004: 7.15e-07 +Target 005: 1.18e-06 |Target 006: 4.18e-06 |Target 007: 7.00e-07 |Target 008: 2.03e-06 |Target 009: 2.17e-06 +Target 010: 3.61e-07 |Target 011: 6.85e-07 |Target 012: 7.17e-07 |Target 013: 1.40e-06 |Target 014: 8.73e-07 +Target 015: 8.69e-07 |Target 016: 2.10e-06 |Target 017: 1.44e-06 |Target 018: 4.51e-06 |Target 019: 3.65e-06 +Target 020: 7.15e-07 |Target 021: 2.03e-06 |Target 022: 8.64e-07 |Target 023: 3.57e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1940 | Time: 00d 08h 36m | LR: 1.56e-05 | Epoch time: 15.47 | Train loss: 5.62e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 4.83e-06; Target 002 has minimum loss 3.54e-07 +Target 000: 1.34e-06 |Target 001: 1.08e-06 |Target 002: 3.54e-07 |Target 003: 6.09e-07 |Target 004: 6.65e-07 +Target 005: 1.02e-06 |Target 006: 4.83e-06 |Target 007: 6.73e-07 |Target 008: 2.04e-06 |Target 009: 2.18e-06 +Target 010: 3.63e-07 |Target 011: 6.79e-07 |Target 012: 7.12e-07 |Target 013: 1.50e-06 |Target 014: 8.71e-07 +Target 015: 8.44e-07 |Target 016: 2.10e-06 |Target 017: 1.50e-06 |Target 018: 4.60e-06 |Target 019: 3.62e-06 +Target 020: 7.10e-07 |Target 021: 2.05e-06 |Target 022: 8.54e-07 |Target 023: 3.56e-06 |Target 024: 3.24e-06 + +==================== +Epoch #1941 | Time: 00d 08h 36m | LR: 1.56e-05 | Epoch time: 15.50 | Train loss: 5.63e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.59e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.61e-06 |Target 001: 1.27e-06 |Target 002: 3.50e-07 |Target 003: 6.13e-07 |Target 004: 6.74e-07 +Target 005: 1.09e-06 |Target 006: 4.23e-06 |Target 007: 6.92e-07 |Target 008: 2.06e-06 |Target 009: 2.20e-06 +Target 010: 3.47e-07 |Target 011: 6.86e-07 |Target 012: 6.18e-07 |Target 013: 1.41e-06 |Target 014: 8.74e-07 +Target 015: 8.41e-07 |Target 016: 2.07e-06 |Target 017: 1.39e-06 |Target 018: 4.59e-06 |Target 019: 3.65e-06 +Target 020: 7.13e-07 |Target 021: 2.05e-06 |Target 022: 8.51e-07 |Target 023: 3.56e-06 |Target 024: 3.04e-06 + +==================== +Epoch #1942 | Time: 00d 08h 37m | LR: 1.56e-05 | Epoch time: 15.67 | Train loss: 5.61e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 4.68e-06; Target 010 has minimum loss 3.51e-07 +Target 000: 1.56e-06 |Target 001: 1.12e-06 |Target 002: 3.51e-07 |Target 003: 5.99e-07 |Target 004: 6.62e-07 +Target 005: 1.21e-06 |Target 006: 4.68e-06 |Target 007: 6.72e-07 |Target 008: 2.02e-06 |Target 009: 2.16e-06 +Target 010: 3.51e-07 |Target 011: 6.92e-07 |Target 012: 6.48e-07 |Target 013: 1.44e-06 |Target 014: 8.69e-07 +Target 015: 8.45e-07 |Target 016: 2.10e-06 |Target 017: 1.37e-06 |Target 018: 4.59e-06 |Target 019: 3.63e-06 +Target 020: 7.09e-07 |Target 021: 2.04e-06 |Target 022: 8.50e-07 |Target 023: 3.55e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1943 | Time: 00d 08h 37m | LR: 1.56e-05 | Epoch time: 15.55 | Train loss: 5.61e-06 | Val loss: 1.99e-06 +Target 018 has maximum loss 4.56e-06; Target 010 has minimum loss 3.45e-07 +Target 000: 1.47e-06 |Target 001: 1.08e-06 |Target 002: 3.54e-07 |Target 003: 6.05e-07 |Target 004: 6.73e-07 +Target 005: 1.08e-06 |Target 006: 4.03e-06 |Target 007: 6.79e-07 |Target 008: 2.01e-06 |Target 009: 2.18e-06 +Target 010: 3.45e-07 |Target 011: 6.88e-07 |Target 012: 6.12e-07 |Target 013: 1.39e-06 |Target 014: 8.69e-07 +Target 015: 8.43e-07 |Target 016: 2.08e-06 |Target 017: 1.34e-06 |Target 018: 4.56e-06 |Target 019: 3.63e-06 +Target 020: 7.07e-07 |Target 021: 2.06e-06 |Target 022: 8.51e-07 |Target 023: 3.55e-06 |Target 024: 2.91e-06 + +==================== +Epoch #1944 | Time: 00d 08h 37m | LR: 1.56e-05 | Epoch time: 15.53 | Train loss: 5.62e-06 | Val loss: 2.10e-06 +Target 006 has maximum loss 5.79e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.62e-06 |Target 001: 1.22e-06 |Target 002: 3.52e-07 |Target 003: 6.21e-07 |Target 004: 6.63e-07 +Target 005: 1.14e-06 |Target 006: 5.79e-06 |Target 007: 6.68e-07 |Target 008: 2.01e-06 |Target 009: 2.19e-06 +Target 010: 3.47e-07 |Target 011: 6.87e-07 |Target 012: 7.05e-07 |Target 013: 1.49e-06 |Target 014: 8.67e-07 +Target 015: 8.41e-07 |Target 016: 2.08e-06 |Target 017: 1.42e-06 |Target 018: 4.68e-06 |Target 019: 3.63e-06 +Target 020: 7.10e-07 |Target 021: 2.04e-06 |Target 022: 8.50e-07 |Target 023: 3.55e-06 |Target 024: 3.43e-06 + +==================== +Epoch #1945 | Time: 00d 08h 37m | LR: 1.56e-05 | Epoch time: 15.62 | Train loss: 5.63e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.60e-06; Target 002 has minimum loss 3.52e-07 +Target 000: 1.76e-06 |Target 001: 1.11e-06 |Target 002: 3.52e-07 |Target 003: 6.18e-07 |Target 004: 6.75e-07 +Target 005: 1.31e-06 |Target 006: 4.16e-06 |Target 007: 6.82e-07 |Target 008: 2.00e-06 |Target 009: 2.18e-06 +Target 010: 3.52e-07 |Target 011: 6.77e-07 |Target 012: 6.03e-07 |Target 013: 1.42e-06 |Target 014: 8.76e-07 +Target 015: 8.42e-07 |Target 016: 2.12e-06 |Target 017: 1.37e-06 |Target 018: 4.60e-06 |Target 019: 3.63e-06 +Target 020: 7.13e-07 |Target 021: 2.04e-06 |Target 022: 8.48e-07 |Target 023: 3.56e-06 |Target 024: 2.91e-06 + +==================== +Epoch #1946 | Time: 00d 08h 38m | LR: 1.56e-05 | Epoch time: 15.51 | Train loss: 5.60e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.05e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.47e-06 |Target 001: 9.95e-07 |Target 002: 3.65e-07 |Target 003: 6.05e-07 |Target 004: 6.71e-07 +Target 005: 1.08e-06 |Target 006: 5.05e-06 |Target 007: 6.89e-07 |Target 008: 2.04e-06 |Target 009: 2.20e-06 +Target 010: 3.52e-07 |Target 011: 6.81e-07 |Target 012: 6.41e-07 |Target 013: 1.46e-06 |Target 014: 8.75e-07 +Target 015: 8.42e-07 |Target 016: 2.10e-06 |Target 017: 1.41e-06 |Target 018: 4.63e-06 |Target 019: 3.67e-06 +Target 020: 7.21e-07 |Target 021: 2.06e-06 |Target 022: 8.53e-07 |Target 023: 3.59e-06 |Target 024: 3.32e-06 + +==================== +Epoch #1947 | Time: 00d 08h 38m | LR: 1.56e-05 | Epoch time: 15.60 | Train loss: 5.62e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.66e-06; Target 010 has minimum loss 3.48e-07 +Target 000: 1.66e-06 |Target 001: 1.01e-06 |Target 002: 3.54e-07 |Target 003: 6.22e-07 |Target 004: 6.68e-07 +Target 005: 1.20e-06 |Target 006: 4.63e-06 |Target 007: 6.89e-07 |Target 008: 2.03e-06 |Target 009: 2.18e-06 +Target 010: 3.48e-07 |Target 011: 6.88e-07 |Target 012: 6.28e-07 |Target 013: 1.38e-06 |Target 014: 8.70e-07 +Target 015: 8.46e-07 |Target 016: 2.08e-06 |Target 017: 1.36e-06 |Target 018: 4.66e-06 |Target 019: 3.63e-06 +Target 020: 7.10e-07 |Target 021: 2.04e-06 |Target 022: 8.46e-07 |Target 023: 3.55e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1948 | Time: 00d 08h 38m | LR: 1.56e-05 | Epoch time: 15.53 | Train loss: 5.61e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.54e-06; Target 010 has minimum loss 3.49e-07 +Target 000: 1.54e-06 |Target 001: 1.27e-06 |Target 002: 3.52e-07 |Target 003: 6.17e-07 |Target 004: 6.61e-07 +Target 005: 1.03e-06 |Target 006: 4.35e-06 |Target 007: 6.92e-07 |Target 008: 2.06e-06 |Target 009: 2.19e-06 +Target 010: 3.49e-07 |Target 011: 6.90e-07 |Target 012: 6.16e-07 |Target 013: 1.37e-06 |Target 014: 8.75e-07 +Target 015: 8.37e-07 |Target 016: 2.14e-06 |Target 017: 1.38e-06 |Target 018: 4.54e-06 |Target 019: 3.66e-06 +Target 020: 7.08e-07 |Target 021: 2.06e-06 |Target 022: 8.57e-07 |Target 023: 3.56e-06 |Target 024: 3.14e-06 + +==================== +Epoch #1949 | Time: 00d 08h 39m | LR: 1.56e-05 | Epoch time: 15.72 | Train loss: 5.62e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.66e-06; Target 010 has minimum loss 3.43e-07 +Target 000: 1.50e-06 |Target 001: 1.08e-06 |Target 002: 3.50e-07 |Target 003: 6.14e-07 |Target 004: 6.64e-07 +Target 005: 1.02e-06 |Target 006: 5.66e-06 |Target 007: 6.73e-07 |Target 008: 2.04e-06 |Target 009: 2.20e-06 +Target 010: 3.43e-07 |Target 011: 6.77e-07 |Target 012: 6.49e-07 |Target 013: 1.45e-06 |Target 014: 8.80e-07 +Target 015: 8.43e-07 |Target 016: 2.11e-06 |Target 017: 1.42e-06 |Target 018: 4.69e-06 |Target 019: 3.65e-06 +Target 020: 7.11e-07 |Target 021: 2.08e-06 |Target 022: 8.54e-07 |Target 023: 3.58e-06 |Target 024: 3.30e-06 + +==================== +Epoch #1950 | Time: 00d 08h 39m | LR: 1.56e-05 | Epoch time: 15.72 | Train loss: 5.61e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.56e-06; Target 010 has minimum loss 3.44e-07 +Target 000: 1.53e-06 |Target 001: 1.07e-06 |Target 002: 3.50e-07 |Target 003: 6.14e-07 |Target 004: 6.69e-07 +Target 005: 1.01e-06 |Target 006: 4.06e-06 |Target 007: 6.76e-07 |Target 008: 2.06e-06 |Target 009: 2.19e-06 +Target 010: 3.44e-07 |Target 011: 6.88e-07 |Target 012: 6.39e-07 |Target 013: 1.40e-06 |Target 014: 8.74e-07 +Target 015: 8.39e-07 |Target 016: 2.10e-06 |Target 017: 1.38e-06 |Target 018: 4.56e-06 |Target 019: 3.65e-06 +Target 020: 7.08e-07 |Target 021: 2.06e-06 |Target 022: 8.50e-07 |Target 023: 3.56e-06 |Target 024: 2.98e-06 + +==================== +Epoch #1951 | Time: 00d 08h 39m | LR: 1.56e-05 | Epoch time: 15.49 | Train loss: 5.62e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.61e-06; Target 010 has minimum loss 3.45e-07 +Target 000: 1.91e-06 |Target 001: 1.31e-06 |Target 002: 3.56e-07 |Target 003: 6.31e-07 |Target 004: 6.57e-07 +Target 005: 1.07e-06 |Target 006: 4.40e-06 |Target 007: 6.98e-07 |Target 008: 2.04e-06 |Target 009: 2.21e-06 +Target 010: 3.45e-07 |Target 011: 6.81e-07 |Target 012: 6.11e-07 |Target 013: 1.40e-06 |Target 014: 8.75e-07 +Target 015: 8.37e-07 |Target 016: 2.08e-06 |Target 017: 1.38e-06 |Target 018: 4.61e-06 |Target 019: 3.66e-06 +Target 020: 7.17e-07 |Target 021: 2.11e-06 |Target 022: 8.49e-07 |Target 023: 3.58e-06 |Target 024: 3.02e-06 + +==================== +Epoch #1952 | Time: 00d 08h 39m | LR: 1.56e-05 | Epoch time: 15.55 | Train loss: 5.61e-06 | Val loss: 1.99e-06 +Target 018 has maximum loss 4.60e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.38e-06 |Target 001: 1.01e-06 |Target 002: 3.54e-07 |Target 003: 6.00e-07 |Target 004: 6.60e-07 +Target 005: 9.84e-07 |Target 006: 4.29e-06 |Target 007: 6.72e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.47e-07 |Target 011: 6.80e-07 |Target 012: 5.96e-07 |Target 013: 1.37e-06 |Target 014: 8.69e-07 +Target 015: 8.40e-07 |Target 016: 2.09e-06 |Target 017: 1.34e-06 |Target 018: 4.60e-06 |Target 019: 3.63e-06 +Target 020: 7.10e-07 |Target 021: 2.05e-06 |Target 022: 8.45e-07 |Target 023: 3.56e-06 |Target 024: 2.96e-06 + +==================== +Epoch #1953 | Time: 00d 08h 40m | LR: 1.56e-05 | Epoch time: 15.52 | Train loss: 5.61e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.57e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 1.38e-06 |Target 001: 9.99e-07 |Target 002: 3.59e-07 |Target 003: 6.04e-07 |Target 004: 6.62e-07 +Target 005: 1.45e-06 |Target 006: 4.24e-06 |Target 007: 7.16e-07 |Target 008: 2.03e-06 |Target 009: 2.20e-06 +Target 010: 3.56e-07 |Target 011: 6.83e-07 |Target 012: 6.09e-07 |Target 013: 1.38e-06 |Target 014: 8.79e-07 +Target 015: 8.46e-07 |Target 016: 2.11e-06 |Target 017: 1.42e-06 |Target 018: 4.57e-06 |Target 019: 3.66e-06 +Target 020: 7.11e-07 |Target 021: 2.07e-06 |Target 022: 8.64e-07 |Target 023: 3.60e-06 |Target 024: 3.20e-06 + +==================== +Epoch #1954 | Time: 00d 08h 40m | LR: 1.56e-05 | Epoch time: 15.52 | Train loss: 5.62e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.58e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.37e-06 |Target 001: 1.04e-06 |Target 002: 3.50e-07 |Target 003: 6.03e-07 |Target 004: 6.59e-07 +Target 005: 1.06e-06 |Target 006: 4.35e-06 |Target 007: 6.86e-07 |Target 008: 2.01e-06 |Target 009: 2.19e-06 +Target 010: 3.47e-07 |Target 011: 6.94e-07 |Target 012: 6.09e-07 |Target 013: 1.41e-06 |Target 014: 8.66e-07 +Target 015: 8.34e-07 |Target 016: 2.09e-06 |Target 017: 1.37e-06 |Target 018: 4.58e-06 |Target 019: 3.63e-06 +Target 020: 7.10e-07 |Target 021: 2.07e-06 |Target 022: 8.48e-07 |Target 023: 3.55e-06 |Target 024: 3.22e-06 + +==================== +Epoch #1955 | Time: 00d 08h 40m | LR: 1.56e-05 | Epoch time: 15.63 | Train loss: 5.61e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.56e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.27e-06 |Target 001: 1.07e-06 |Target 002: 3.49e-07 |Target 003: 6.14e-07 |Target 004: 6.81e-07 +Target 005: 1.10e-06 |Target 006: 4.28e-06 |Target 007: 6.94e-07 |Target 008: 2.03e-06 |Target 009: 2.20e-06 +Target 010: 3.47e-07 |Target 011: 6.88e-07 |Target 012: 6.29e-07 |Target 013: 1.38e-06 |Target 014: 8.76e-07 +Target 015: 8.40e-07 |Target 016: 2.08e-06 |Target 017: 1.39e-06 |Target 018: 4.56e-06 |Target 019: 3.65e-06 +Target 020: 7.13e-07 |Target 021: 2.08e-06 |Target 022: 8.58e-07 |Target 023: 3.56e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1956 | Time: 00d 08h 40m | LR: 1.56e-05 | Epoch time: 15.62 | Train loss: 5.62e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.61e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.40e-06 |Target 001: 9.94e-07 |Target 002: 3.56e-07 |Target 003: 6.00e-07 |Target 004: 6.59e-07 +Target 005: 9.93e-07 |Target 006: 4.28e-06 |Target 007: 6.88e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.47e-07 |Target 011: 6.78e-07 |Target 012: 6.21e-07 |Target 013: 1.39e-06 |Target 014: 8.70e-07 +Target 015: 8.40e-07 |Target 016: 2.07e-06 |Target 017: 1.37e-06 |Target 018: 4.61e-06 |Target 019: 3.64e-06 +Target 020: 7.11e-07 |Target 021: 2.04e-06 |Target 022: 8.49e-07 |Target 023: 3.58e-06 |Target 024: 3.07e-06 + +==================== +Epoch #1957 | Time: 00d 08h 41m | LR: 1.56e-05 | Epoch time: 15.56 | Train loss: 5.61e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.62e-06; Target 010 has minimum loss 3.45e-07 +Target 000: 1.45e-06 |Target 001: 1.04e-06 |Target 002: 3.55e-07 |Target 003: 6.13e-07 |Target 004: 6.57e-07 +Target 005: 9.71e-07 |Target 006: 4.50e-06 |Target 007: 6.95e-07 |Target 008: 2.01e-06 |Target 009: 2.17e-06 +Target 010: 3.45e-07 |Target 011: 6.81e-07 |Target 012: 6.54e-07 |Target 013: 1.39e-06 |Target 014: 8.68e-07 +Target 015: 8.36e-07 |Target 016: 2.08e-06 |Target 017: 1.41e-06 |Target 018: 4.62e-06 |Target 019: 3.64e-06 +Target 020: 7.18e-07 |Target 021: 2.06e-06 |Target 022: 8.51e-07 |Target 023: 3.56e-06 |Target 024: 3.15e-06 + +==================== +Epoch #1958 | Time: 00d 08h 41m | LR: 1.56e-05 | Epoch time: 15.54 | Train loss: 5.61e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.22e-06; Target 010 has minimum loss 3.51e-07 +Target 000: 1.47e-06 |Target 001: 1.08e-06 |Target 002: 3.56e-07 |Target 003: 6.03e-07 |Target 004: 6.57e-07 +Target 005: 1.01e-06 |Target 006: 5.22e-06 |Target 007: 6.75e-07 |Target 008: 2.06e-06 |Target 009: 2.20e-06 +Target 010: 3.51e-07 |Target 011: 6.76e-07 |Target 012: 6.98e-07 |Target 013: 1.44e-06 |Target 014: 8.68e-07 +Target 015: 8.42e-07 |Target 016: 2.09e-06 |Target 017: 1.41e-06 |Target 018: 4.63e-06 |Target 019: 3.62e-06 +Target 020: 7.07e-07 |Target 021: 2.06e-06 |Target 022: 8.45e-07 |Target 023: 3.55e-06 |Target 024: 3.37e-06 + +==================== +Epoch #1959 | Time: 00d 08h 41m | LR: 1.56e-05 | Epoch time: 15.51 | Train loss: 5.61e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 5.32e-06; Target 010 has minimum loss 3.45e-07 +Target 000: 1.93e-06 |Target 001: 1.03e-06 |Target 002: 3.50e-07 |Target 003: 6.07e-07 |Target 004: 6.71e-07 +Target 005: 1.25e-06 |Target 006: 5.32e-06 |Target 007: 6.84e-07 |Target 008: 2.03e-06 |Target 009: 2.18e-06 +Target 010: 3.45e-07 |Target 011: 6.79e-07 |Target 012: 7.36e-07 |Target 013: 1.49e-06 |Target 014: 8.66e-07 +Target 015: 8.48e-07 |Target 016: 2.08e-06 |Target 017: 1.46e-06 |Target 018: 4.57e-06 |Target 019: 3.64e-06 +Target 020: 7.09e-07 |Target 021: 2.05e-06 |Target 022: 8.47e-07 |Target 023: 3.59e-06 |Target 024: 3.34e-06 + +==================== +Epoch #1960 | Time: 00d 08h 41m | LR: 1.56e-05 | Epoch time: 15.64 | Train loss: 5.61e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.57e-06; Target 010 has minimum loss 3.53e-07 +Target 000: 1.34e-06 |Target 001: 1.02e-06 |Target 002: 3.56e-07 |Target 003: 6.13e-07 |Target 004: 6.63e-07 +Target 005: 1.05e-06 |Target 006: 4.49e-06 |Target 007: 6.73e-07 |Target 008: 2.01e-06 |Target 009: 2.18e-06 +Target 010: 3.53e-07 |Target 011: 6.89e-07 |Target 012: 6.29e-07 |Target 013: 1.40e-06 |Target 014: 8.65e-07 +Target 015: 8.41e-07 |Target 016: 2.07e-06 |Target 017: 1.38e-06 |Target 018: 4.57e-06 |Target 019: 3.63e-06 +Target 020: 7.10e-07 |Target 021: 2.03e-06 |Target 022: 8.45e-07 |Target 023: 3.56e-06 |Target 024: 2.98e-06 + +==================== +Epoch #1961 | Time: 00d 08h 42m | LR: 1.56e-05 | Epoch time: 15.68 | Train loss: 5.61e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.63e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.90e-06 |Target 001: 1.08e-06 |Target 002: 3.53e-07 |Target 003: 6.01e-07 |Target 004: 6.61e-07 +Target 005: 1.07e-06 |Target 006: 4.48e-06 |Target 007: 6.89e-07 |Target 008: 2.01e-06 |Target 009: 2.22e-06 +Target 010: 3.52e-07 |Target 011: 6.76e-07 |Target 012: 6.45e-07 |Target 013: 1.38e-06 |Target 014: 8.69e-07 +Target 015: 8.37e-07 |Target 016: 2.06e-06 |Target 017: 1.36e-06 |Target 018: 4.63e-06 |Target 019: 3.63e-06 +Target 020: 7.12e-07 |Target 021: 2.05e-06 |Target 022: 8.45e-07 |Target 023: 3.55e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1962 | Time: 00d 08h 42m | LR: 1.56e-05 | Epoch time: 15.57 | Train loss: 5.62e-06 | Val loss: 2.01e-06 +Target 006 has maximum loss 4.73e-06; Target 010 has minimum loss 3.48e-07 +Target 000: 1.32e-06 |Target 001: 1.30e-06 |Target 002: 3.49e-07 |Target 003: 6.05e-07 |Target 004: 6.59e-07 +Target 005: 1.21e-06 |Target 006: 4.73e-06 |Target 007: 6.77e-07 |Target 008: 2.02e-06 |Target 009: 2.17e-06 +Target 010: 3.48e-07 |Target 011: 6.79e-07 |Target 012: 6.51e-07 |Target 013: 1.41e-06 |Target 014: 8.69e-07 +Target 015: 8.41e-07 |Target 016: 2.09e-06 |Target 017: 1.39e-06 |Target 018: 4.57e-06 |Target 019: 3.62e-06 +Target 020: 7.10e-07 |Target 021: 2.04e-06 |Target 022: 8.48e-07 |Target 023: 3.54e-06 |Target 024: 3.04e-06 + +==================== +Epoch #1963 | Time: 00d 08h 42m | LR: 1.56e-05 | Epoch time: 15.65 | Train loss: 5.61e-06 | Val loss: 2.05e-06 +Target 006 has maximum loss 5.49e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.57e-06 |Target 001: 1.31e-06 |Target 002: 3.54e-07 |Target 003: 6.06e-07 |Target 004: 6.57e-07 +Target 005: 1.18e-06 |Target 006: 5.49e-06 |Target 007: 6.91e-07 |Target 008: 2.01e-06 |Target 009: 2.19e-06 +Target 010: 3.52e-07 |Target 011: 6.79e-07 |Target 012: 6.12e-07 |Target 013: 1.41e-06 |Target 014: 8.79e-07 +Target 015: 8.39e-07 |Target 016: 2.06e-06 |Target 017: 1.38e-06 |Target 018: 4.62e-06 |Target 019: 3.64e-06 +Target 020: 7.06e-07 |Target 021: 2.04e-06 |Target 022: 8.49e-07 |Target 023: 3.58e-06 |Target 024: 3.19e-06 + +==================== +Epoch #1964 | Time: 00d 08h 42m | LR: 1.56e-05 | Epoch time: 15.69 | Train loss: 5.61e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.60e-06; Target 010 has minimum loss 3.53e-07 +Target 000: 1.54e-06 |Target 001: 1.04e-06 |Target 002: 3.57e-07 |Target 003: 6.03e-07 |Target 004: 6.61e-07 +Target 005: 1.10e-06 |Target 006: 4.28e-06 |Target 007: 6.68e-07 |Target 008: 2.02e-06 |Target 009: 2.20e-06 +Target 010: 3.53e-07 |Target 011: 6.77e-07 |Target 012: 5.95e-07 |Target 013: 1.38e-06 |Target 014: 8.78e-07 +Target 015: 8.43e-07 |Target 016: 2.09e-06 |Target 017: 1.35e-06 |Target 018: 4.60e-06 |Target 019: 3.64e-06 +Target 020: 7.13e-07 |Target 021: 2.05e-06 |Target 022: 8.50e-07 |Target 023: 3.56e-06 |Target 024: 2.95e-06 + +==================== +Epoch #1965 | Time: 00d 08h 43m | LR: 1.56e-05 | Epoch time: 15.55 | Train loss: 5.61e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.61e-06; Target 002 has minimum loss 3.51e-07 +Target 000: 1.74e-06 |Target 001: 1.30e-06 |Target 002: 3.51e-07 |Target 003: 6.13e-07 |Target 004: 6.64e-07 +Target 005: 1.14e-06 |Target 006: 4.33e-06 |Target 007: 6.78e-07 |Target 008: 2.02e-06 |Target 009: 2.19e-06 +Target 010: 3.51e-07 |Target 011: 6.85e-07 |Target 012: 6.46e-07 |Target 013: 1.42e-06 |Target 014: 8.68e-07 +Target 015: 8.43e-07 |Target 016: 2.08e-06 |Target 017: 1.36e-06 |Target 018: 4.61e-06 |Target 019: 3.65e-06 +Target 020: 7.03e-07 |Target 021: 2.05e-06 |Target 022: 8.48e-07 |Target 023: 3.56e-06 |Target 024: 2.99e-06 + +==================== +Epoch #1966 | Time: 00d 08h 43m | LR: 1.56e-05 | Epoch time: 15.54 | Train loss: 5.61e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.61e-06; Target 002 has minimum loss 3.55e-07 +Target 000: 1.66e-06 |Target 001: 1.18e-06 |Target 002: 3.55e-07 |Target 003: 6.29e-07 |Target 004: 6.66e-07 +Target 005: 1.19e-06 |Target 006: 4.33e-06 |Target 007: 6.80e-07 |Target 008: 2.04e-06 |Target 009: 2.19e-06 +Target 010: 3.61e-07 |Target 011: 6.89e-07 |Target 012: 6.44e-07 |Target 013: 1.42e-06 |Target 014: 8.68e-07 +Target 015: 8.44e-07 |Target 016: 2.10e-06 |Target 017: 1.41e-06 |Target 018: 4.61e-06 |Target 019: 3.66e-06 +Target 020: 7.12e-07 |Target 021: 2.07e-06 |Target 022: 8.47e-07 |Target 023: 3.58e-06 |Target 024: 3.14e-06 + +==================== +Epoch #1967 | Time: 00d 08h 43m | LR: 1.56e-05 | Epoch time: 15.61 | Train loss: 5.62e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 5.32e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 1.46e-06 |Target 001: 1.02e-06 |Target 002: 3.58e-07 |Target 003: 6.08e-07 |Target 004: 6.68e-07 +Target 005: 1.03e-06 |Target 006: 5.32e-06 |Target 007: 6.72e-07 |Target 008: 2.02e-06 |Target 009: 2.17e-06 +Target 010: 3.56e-07 |Target 011: 6.82e-07 |Target 012: 6.16e-07 |Target 013: 1.46e-06 |Target 014: 8.68e-07 +Target 015: 8.47e-07 |Target 016: 2.09e-06 |Target 017: 1.44e-06 |Target 018: 4.54e-06 |Target 019: 3.65e-06 +Target 020: 7.17e-07 |Target 021: 2.05e-06 |Target 022: 8.51e-07 |Target 023: 3.57e-06 |Target 024: 3.16e-06 + +==================== +Epoch #1968 | Time: 00d 08h 44m | LR: 1.56e-05 | Epoch time: 15.48 | Train loss: 5.60e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.56e-06; Target 002 has minimum loss 3.56e-07 +Target 000: 2.08e-06 |Target 001: 1.07e-06 |Target 002: 3.56e-07 |Target 003: 6.07e-07 |Target 004: 6.74e-07 +Target 005: 1.20e-06 |Target 006: 4.45e-06 |Target 007: 6.88e-07 |Target 008: 2.02e-06 |Target 009: 2.17e-06 +Target 010: 3.64e-07 |Target 011: 6.78e-07 |Target 012: 6.06e-07 |Target 013: 1.37e-06 |Target 014: 8.68e-07 +Target 015: 8.62e-07 |Target 016: 2.07e-06 |Target 017: 1.36e-06 |Target 018: 4.56e-06 |Target 019: 3.63e-06 +Target 020: 7.17e-07 |Target 021: 2.04e-06 |Target 022: 8.45e-07 |Target 023: 3.56e-06 |Target 024: 3.03e-06 + +==================== +Epoch #1969 | Time: 00d 08h 44m | LR: 1.56e-05 | Epoch time: 15.63 | Train loss: 5.60e-06 | Val loss: 1.99e-06 +Target 018 has maximum loss 4.58e-06; Target 010 has minimum loss 3.45e-07 +Target 000: 1.29e-06 |Target 001: 1.06e-06 |Target 002: 3.50e-07 |Target 003: 5.97e-07 |Target 004: 6.56e-07 +Target 005: 1.10e-06 |Target 006: 4.18e-06 |Target 007: 6.73e-07 |Target 008: 2.02e-06 |Target 009: 2.16e-06 +Target 010: 3.45e-07 |Target 011: 6.82e-07 |Target 012: 6.11e-07 |Target 013: 1.40e-06 |Target 014: 8.71e-07 +Target 015: 8.37e-07 |Target 016: 2.11e-06 |Target 017: 1.36e-06 |Target 018: 4.58e-06 |Target 019: 3.65e-06 +Target 020: 7.07e-07 |Target 021: 2.03e-06 |Target 022: 8.52e-07 |Target 023: 3.57e-06 |Target 024: 2.93e-06 + +==================== +Epoch #1970 | Time: 00d 08h 44m | LR: 1.56e-05 | Epoch time: 15.56 | Train loss: 5.62e-06 | Val loss: 2.12e-06 +Target 006 has maximum loss 5.66e-06; Target 010 has minimum loss 3.45e-07 +Target 000: 1.33e-06 |Target 001: 1.01e-06 |Target 002: 3.48e-07 |Target 003: 6.11e-07 |Target 004: 6.64e-07 +Target 005: 1.00e-06 |Target 006: 5.66e-06 |Target 007: 6.76e-07 |Target 008: 2.06e-06 |Target 009: 2.18e-06 +Target 010: 3.45e-07 |Target 011: 6.96e-07 |Target 012: 7.16e-07 |Target 013: 1.51e-06 |Target 014: 8.75e-07 +Target 015: 8.42e-07 |Target 016: 2.19e-06 |Target 017: 1.49e-06 |Target 018: 4.70e-06 |Target 019: 3.64e-06 +Target 020: 7.13e-07 |Target 021: 2.07e-06 |Target 022: 8.55e-07 |Target 023: 3.57e-06 |Target 024: 3.55e-06 + +==================== +Epoch #1971 | Time: 00d 08h 44m | LR: 1.56e-05 | Epoch time: 15.54 | Train loss: 5.62e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.54e-06; Target 010 has minimum loss 3.43e-07 +Target 000: 1.89e-06 |Target 001: 1.05e-06 |Target 002: 3.50e-07 |Target 003: 6.00e-07 |Target 004: 6.67e-07 +Target 005: 1.06e-06 |Target 006: 4.35e-06 |Target 007: 6.70e-07 |Target 008: 2.03e-06 |Target 009: 2.20e-06 +Target 010: 3.43e-07 |Target 011: 6.80e-07 |Target 012: 6.35e-07 |Target 013: 1.39e-06 |Target 014: 8.76e-07 +Target 015: 8.42e-07 |Target 016: 2.11e-06 |Target 017: 1.39e-06 |Target 018: 4.54e-06 |Target 019: 3.64e-06 +Target 020: 7.06e-07 |Target 021: 2.05e-06 |Target 022: 8.50e-07 |Target 023: 3.59e-06 |Target 024: 3.02e-06 + +==================== +Epoch #1972 | Time: 00d 08h 45m | LR: 1.56e-05 | Epoch time: 15.44 | Train loss: 5.61e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.64e-06; Target 010 has minimum loss 3.51e-07 +Target 000: 1.69e-06 |Target 001: 1.10e-06 |Target 002: 3.52e-07 |Target 003: 6.04e-07 |Target 004: 6.63e-07 +Target 005: 1.09e-06 |Target 006: 4.54e-06 |Target 007: 6.83e-07 |Target 008: 2.00e-06 |Target 009: 2.21e-06 +Target 010: 3.51e-07 |Target 011: 6.75e-07 |Target 012: 6.17e-07 |Target 013: 1.43e-06 |Target 014: 8.70e-07 +Target 015: 8.38e-07 |Target 016: 2.06e-06 |Target 017: 1.39e-06 |Target 018: 4.64e-06 |Target 019: 3.65e-06 +Target 020: 7.07e-07 |Target 021: 2.06e-06 |Target 022: 8.46e-07 |Target 023: 3.56e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1973 | Time: 00d 08h 45m | LR: 1.56e-05 | Epoch time: 15.62 | Train loss: 5.61e-06 | Val loss: 2.11e-06 +Target 006 has maximum loss 6.55e-06; Target 002 has minimum loss 3.58e-07 +Target 000: 1.79e-06 |Target 001: 1.45e-06 |Target 002: 3.58e-07 |Target 003: 6.22e-07 |Target 004: 6.65e-07 +Target 005: 1.05e-06 |Target 006: 6.55e-06 |Target 007: 6.74e-07 |Target 008: 2.05e-06 |Target 009: 2.21e-06 +Target 010: 3.65e-07 |Target 011: 6.81e-07 |Target 012: 6.69e-07 |Target 013: 1.40e-06 |Target 014: 8.69e-07 +Target 015: 8.51e-07 |Target 016: 2.11e-06 |Target 017: 1.37e-06 |Target 018: 4.71e-06 |Target 019: 3.65e-06 +Target 020: 7.26e-07 |Target 021: 2.06e-06 |Target 022: 8.47e-07 |Target 023: 3.57e-06 |Target 024: 3.48e-06 + +==================== +Epoch #1974 | Time: 00d 08h 45m | LR: 1.56e-05 | Epoch time: 15.52 | Train loss: 5.62e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.52e-06; Target 010 has minimum loss 3.46e-07 +Target 000: 1.30e-06 |Target 001: 9.96e-07 |Target 002: 3.53e-07 |Target 003: 6.04e-07 |Target 004: 6.61e-07 +Target 005: 1.24e-06 |Target 006: 4.15e-06 |Target 007: 6.78e-07 |Target 008: 2.02e-06 |Target 009: 2.17e-06 +Target 010: 3.46e-07 |Target 011: 6.96e-07 |Target 012: 6.04e-07 |Target 013: 1.39e-06 |Target 014: 8.69e-07 +Target 015: 8.37e-07 |Target 016: 2.09e-06 |Target 017: 1.36e-06 |Target 018: 4.52e-06 |Target 019: 3.63e-06 +Target 020: 7.07e-07 |Target 021: 2.04e-06 |Target 022: 8.51e-07 |Target 023: 3.55e-06 |Target 024: 3.01e-06 + +==================== +Epoch #1975 | Time: 00d 08h 45m | LR: 1.56e-05 | Epoch time: 15.75 | Train loss: 5.61e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 4.92e-06; Target 010 has minimum loss 3.46e-07 +Target 000: 1.52e-06 |Target 001: 1.23e-06 |Target 002: 3.55e-07 |Target 003: 6.01e-07 |Target 004: 6.59e-07 +Target 005: 1.18e-06 |Target 006: 4.92e-06 |Target 007: 6.74e-07 |Target 008: 2.01e-06 |Target 009: 2.17e-06 +Target 010: 3.46e-07 |Target 011: 6.81e-07 |Target 012: 6.56e-07 |Target 013: 1.46e-06 |Target 014: 8.64e-07 +Target 015: 8.43e-07 |Target 016: 2.07e-06 |Target 017: 1.46e-06 |Target 018: 4.62e-06 |Target 019: 3.62e-06 +Target 020: 7.05e-07 |Target 021: 2.04e-06 |Target 022: 8.44e-07 |Target 023: 3.55e-06 |Target 024: 3.25e-06 + +==================== +Epoch #1976 | Time: 00d 08h 46m | LR: 1.56e-05 | Epoch time: 15.54 | Train loss: 5.61e-06 | Val loss: 2.05e-06 +Target 006 has maximum loss 5.19e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.33e-06 |Target 001: 1.05e-06 |Target 002: 3.54e-07 |Target 003: 6.09e-07 |Target 004: 6.58e-07 +Target 005: 1.25e-06 |Target 006: 5.19e-06 |Target 007: 6.76e-07 |Target 008: 2.02e-06 |Target 009: 2.17e-06 +Target 010: 3.52e-07 |Target 011: 6.93e-07 |Target 012: 6.23e-07 |Target 013: 1.51e-06 |Target 014: 8.71e-07 +Target 015: 8.38e-07 |Target 016: 2.10e-06 |Target 017: 1.43e-06 |Target 018: 4.63e-06 |Target 019: 3.64e-06 +Target 020: 7.09e-07 |Target 021: 2.04e-06 |Target 022: 8.48e-07 |Target 023: 3.56e-06 |Target 024: 3.20e-06 + +==================== +Epoch #1977 | Time: 00d 08h 46m | LR: 1.56e-05 | Epoch time: 15.70 | Train loss: 5.61e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.55e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 1.57e-06 |Target 001: 1.18e-06 |Target 002: 3.66e-07 |Target 003: 6.19e-07 |Target 004: 7.03e-07 +Target 005: 1.06e-06 |Target 006: 4.08e-06 |Target 007: 7.00e-07 |Target 008: 2.06e-06 |Target 009: 2.19e-06 +Target 010: 3.54e-07 |Target 011: 6.80e-07 |Target 012: 6.33e-07 |Target 013: 1.38e-06 |Target 014: 8.78e-07 +Target 015: 8.60e-07 |Target 016: 2.10e-06 |Target 017: 1.42e-06 |Target 018: 4.55e-06 |Target 019: 3.67e-06 +Target 020: 7.17e-07 |Target 021: 2.07e-06 |Target 022: 8.57e-07 |Target 023: 3.60e-06 |Target 024: 3.03e-06 + +==================== +Epoch #1978 | Time: 00d 08h 46m | LR: 1.56e-05 | Epoch time: 15.68 | Train loss: 5.61e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 4.75e-06; Target 002 has minimum loss 3.56e-07 +Target 000: 1.31e-06 |Target 001: 1.33e-06 |Target 002: 3.56e-07 |Target 003: 6.00e-07 |Target 004: 6.65e-07 +Target 005: 1.09e-06 |Target 006: 4.75e-06 |Target 007: 6.79e-07 |Target 008: 2.01e-06 |Target 009: 2.18e-06 +Target 010: 3.62e-07 |Target 011: 6.82e-07 |Target 012: 7.14e-07 |Target 013: 1.49e-06 |Target 014: 8.69e-07 +Target 015: 8.36e-07 |Target 016: 2.10e-06 |Target 017: 1.49e-06 |Target 018: 4.67e-06 |Target 019: 3.62e-06 +Target 020: 7.14e-07 |Target 021: 2.04e-06 |Target 022: 8.46e-07 |Target 023: 3.55e-06 |Target 024: 3.28e-06 + +==================== +Epoch #1979 | Time: 00d 08h 46m | LR: 1.56e-05 | Epoch time: 15.57 | Train loss: 5.61e-06 | Val loss: 2.02e-06 +Target 006 has maximum loss 4.64e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.67e-06 |Target 001: 1.05e-06 |Target 002: 3.57e-07 |Target 003: 6.23e-07 |Target 004: 6.61e-07 +Target 005: 1.03e-06 |Target 006: 4.64e-06 |Target 007: 6.72e-07 |Target 008: 2.02e-06 |Target 009: 2.19e-06 +Target 010: 3.47e-07 |Target 011: 6.79e-07 |Target 012: 6.17e-07 |Target 013: 1.41e-06 |Target 014: 8.68e-07 +Target 015: 8.39e-07 |Target 016: 2.10e-06 |Target 017: 1.40e-06 |Target 018: 4.61e-06 |Target 019: 3.65e-06 +Target 020: 7.12e-07 |Target 021: 2.05e-06 |Target 022: 8.45e-07 |Target 023: 3.56e-06 |Target 024: 3.07e-06 + +==================== +Epoch #1980 | Time: 00d 08h 47m | LR: 1.56e-05 | Epoch time: 15.44 | Train loss: 5.61e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.59e-06; Target 010 has minimum loss 3.48e-07 +Target 000: 1.90e-06 |Target 001: 1.31e-06 |Target 002: 3.53e-07 |Target 003: 6.09e-07 |Target 004: 6.65e-07 +Target 005: 1.22e-06 |Target 006: 4.52e-06 |Target 007: 6.80e-07 |Target 008: 2.04e-06 |Target 009: 2.18e-06 +Target 010: 3.48e-07 |Target 011: 6.80e-07 |Target 012: 5.99e-07 |Target 013: 1.38e-06 |Target 014: 8.72e-07 +Target 015: 8.41e-07 |Target 016: 2.09e-06 |Target 017: 1.36e-06 |Target 018: 4.59e-06 |Target 019: 3.65e-06 +Target 020: 7.10e-07 |Target 021: 2.05e-06 |Target 022: 8.50e-07 |Target 023: 3.58e-06 |Target 024: 3.01e-06 + +==================== +Epoch #1981 | Time: 00d 08h 47m | LR: 1.56e-05 | Epoch time: 15.50 | Train loss: 5.62e-06 | Val loss: 2.03e-06 +Target 006 has maximum loss 4.64e-06; Target 010 has minimum loss 3.45e-07 +Target 000: 1.31e-06 |Target 001: 1.12e-06 |Target 002: 3.56e-07 |Target 003: 6.39e-07 |Target 004: 6.71e-07 +Target 005: 1.02e-06 |Target 006: 4.64e-06 |Target 007: 6.82e-07 |Target 008: 2.03e-06 |Target 009: 2.19e-06 +Target 010: 3.45e-07 |Target 011: 6.75e-07 |Target 012: 6.39e-07 |Target 013: 1.43e-06 |Target 014: 8.76e-07 +Target 015: 8.46e-07 |Target 016: 2.10e-06 |Target 017: 1.45e-06 |Target 018: 4.53e-06 |Target 019: 3.64e-06 +Target 020: 7.09e-07 |Target 021: 2.06e-06 |Target 022: 8.53e-07 |Target 023: 3.57e-06 |Target 024: 3.10e-06 + +==================== +Epoch #1982 | Time: 00d 08h 47m | LR: 1.56e-05 | Epoch time: 15.51 | Train loss: 5.61e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.55e-06; Target 010 has minimum loss 3.45e-07 +Target 000: 1.78e-06 |Target 001: 1.22e-06 |Target 002: 3.52e-07 |Target 003: 6.09e-07 |Target 004: 6.84e-07 +Target 005: 1.07e-06 |Target 006: 4.45e-06 |Target 007: 6.93e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.45e-07 |Target 011: 6.80e-07 |Target 012: 6.08e-07 |Target 013: 1.40e-06 |Target 014: 8.68e-07 +Target 015: 8.57e-07 |Target 016: 2.07e-06 |Target 017: 1.39e-06 |Target 018: 4.55e-06 |Target 019: 3.64e-06 +Target 020: 7.11e-07 |Target 021: 2.05e-06 |Target 022: 8.47e-07 |Target 023: 3.56e-06 |Target 024: 3.05e-06 + +==================== +Epoch #1983 | Time: 00d 08h 48m | LR: 1.56e-05 | Epoch time: 15.53 | Train loss: 5.60e-06 | Val loss: 1.99e-06 +Target 018 has maximum loss 4.57e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.41e-06 |Target 001: 1.08e-06 |Target 002: 3.58e-07 |Target 003: 6.04e-07 |Target 004: 6.57e-07 +Target 005: 1.08e-06 |Target 006: 4.10e-06 |Target 007: 6.79e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.47e-07 |Target 011: 6.99e-07 |Target 012: 5.92e-07 |Target 013: 1.37e-06 |Target 014: 8.67e-07 +Target 015: 8.38e-07 |Target 016: 2.08e-06 |Target 017: 1.35e-06 |Target 018: 4.57e-06 |Target 019: 3.65e-06 +Target 020: 7.07e-07 |Target 021: 2.03e-06 |Target 022: 8.51e-07 |Target 023: 3.58e-06 |Target 024: 2.94e-06 + +==================== +Epoch #1984 | Time: 00d 08h 48m | LR: 1.56e-05 | Epoch time: 15.81 | Train loss: 5.62e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.58e-06; Target 002 has minimum loss 3.54e-07 +Target 000: 1.44e-06 |Target 001: 1.17e-06 |Target 002: 3.54e-07 |Target 003: 6.64e-07 |Target 004: 6.61e-07 +Target 005: 1.12e-06 |Target 006: 4.54e-06 |Target 007: 6.75e-07 |Target 008: 2.03e-06 |Target 009: 2.19e-06 +Target 010: 3.59e-07 |Target 011: 6.93e-07 |Target 012: 6.28e-07 |Target 013: 1.40e-06 |Target 014: 8.73e-07 +Target 015: 8.44e-07 |Target 016: 2.13e-06 |Target 017: 1.43e-06 |Target 018: 4.58e-06 |Target 019: 3.66e-06 +Target 020: 7.12e-07 |Target 021: 2.05e-06 |Target 022: 8.49e-07 |Target 023: 3.56e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1985 | Time: 00d 08h 48m | LR: 1.56e-05 | Epoch time: 15.49 | Train loss: 5.60e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.59e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.48e-06 |Target 001: 9.82e-07 |Target 002: 3.58e-07 |Target 003: 6.03e-07 |Target 004: 6.66e-07 +Target 005: 1.12e-06 |Target 006: 4.26e-06 |Target 007: 6.93e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.47e-07 |Target 011: 6.79e-07 |Target 012: 6.10e-07 |Target 013: 1.39e-06 |Target 014: 8.68e-07 +Target 015: 8.42e-07 |Target 016: 2.08e-06 |Target 017: 1.39e-06 |Target 018: 4.59e-06 |Target 019: 3.65e-06 +Target 020: 7.18e-07 |Target 021: 2.05e-06 |Target 022: 8.45e-07 |Target 023: 3.57e-06 |Target 024: 3.01e-06 + +==================== +Epoch #1986 | Time: 00d 08h 48m | LR: 1.56e-05 | Epoch time: 15.59 | Train loss: 5.61e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 5.05e-06; Target 010 has minimum loss 3.49e-07 +Target 000: 1.35e-06 |Target 001: 1.01e-06 |Target 002: 3.55e-07 |Target 003: 6.16e-07 |Target 004: 6.61e-07 +Target 005: 1.16e-06 |Target 006: 5.05e-06 |Target 007: 6.69e-07 |Target 008: 2.01e-06 |Target 009: 2.18e-06 +Target 010: 3.49e-07 |Target 011: 6.85e-07 |Target 012: 6.82e-07 |Target 013: 1.46e-06 |Target 014: 8.71e-07 +Target 015: 8.39e-07 |Target 016: 2.09e-06 |Target 017: 1.41e-06 |Target 018: 4.64e-06 |Target 019: 3.64e-06 +Target 020: 7.11e-07 |Target 021: 2.06e-06 |Target 022: 8.49e-07 |Target 023: 3.57e-06 |Target 024: 3.47e-06 + +==================== +Epoch #1987 | Time: 00d 08h 49m | LR: 1.56e-05 | Epoch time: 15.61 | Train loss: 5.62e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.54e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 1.42e-06 |Target 001: 1.31e-06 |Target 002: 3.86e-07 |Target 003: 6.04e-07 |Target 004: 7.04e-07 +Target 005: 1.31e-06 |Target 006: 4.36e-06 |Target 007: 6.84e-07 |Target 008: 2.05e-06 |Target 009: 2.20e-06 +Target 010: 3.56e-07 |Target 011: 6.84e-07 |Target 012: 6.37e-07 |Target 013: 1.45e-06 |Target 014: 8.74e-07 +Target 015: 8.49e-07 |Target 016: 2.09e-06 |Target 017: 1.46e-06 |Target 018: 4.54e-06 |Target 019: 3.66e-06 +Target 020: 7.16e-07 |Target 021: 2.05e-06 |Target 022: 8.54e-07 |Target 023: 3.58e-06 |Target 024: 3.13e-06 + +==================== +Epoch #1988 | Time: 00d 08h 49m | LR: 1.56e-05 | Epoch time: 15.54 | Train loss: 5.61e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 5.77e-06; Target 010 has minimum loss 3.52e-07 +Target 000: 1.47e-06 |Target 001: 1.03e-06 |Target 002: 3.52e-07 |Target 003: 6.15e-07 |Target 004: 6.64e-07 +Target 005: 1.02e-06 |Target 006: 5.77e-06 |Target 007: 7.01e-07 |Target 008: 2.04e-06 |Target 009: 2.18e-06 +Target 010: 3.52e-07 |Target 011: 7.02e-07 |Target 012: 6.00e-07 |Target 013: 1.42e-06 |Target 014: 8.75e-07 +Target 015: 8.44e-07 |Target 016: 2.12e-06 |Target 017: 1.41e-06 |Target 018: 4.70e-06 |Target 019: 3.65e-06 +Target 020: 7.22e-07 |Target 021: 2.05e-06 |Target 022: 8.52e-07 |Target 023: 3.59e-06 |Target 024: 3.23e-06 + +==================== +Epoch #1989 | Time: 00d 08h 49m | LR: 1.56e-05 | Epoch time: 15.70 | Train loss: 5.61e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.56e-06; Target 010 has minimum loss 3.48e-07 +Target 000: 1.44e-06 |Target 001: 1.06e-06 |Target 002: 3.54e-07 |Target 003: 6.03e-07 |Target 004: 6.61e-07 +Target 005: 9.91e-07 |Target 006: 4.07e-06 |Target 007: 6.77e-07 |Target 008: 2.02e-06 |Target 009: 2.17e-06 +Target 010: 3.48e-07 |Target 011: 6.79e-07 |Target 012: 6.19e-07 |Target 013: 1.38e-06 |Target 014: 8.67e-07 +Target 015: 8.44e-07 |Target 016: 2.09e-06 |Target 017: 1.37e-06 |Target 018: 4.56e-06 |Target 019: 3.64e-06 +Target 020: 7.04e-07 |Target 021: 2.05e-06 |Target 022: 8.46e-07 |Target 023: 3.55e-06 |Target 024: 3.00e-06 + +==================== +Epoch #1990 | Time: 00d 08h 49m | LR: 1.56e-05 | Epoch time: 15.56 | Train loss: 5.61e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.60e-06; Target 010 has minimum loss 3.50e-07 +Target 000: 1.50e-06 |Target 001: 1.31e-06 |Target 002: 3.66e-07 |Target 003: 6.16e-07 |Target 004: 6.74e-07 +Target 005: 1.18e-06 |Target 006: 4.28e-06 |Target 007: 7.08e-07 |Target 008: 2.03e-06 |Target 009: 2.19e-06 +Target 010: 3.50e-07 |Target 011: 6.78e-07 |Target 012: 6.16e-07 |Target 013: 1.43e-06 |Target 014: 8.73e-07 +Target 015: 8.45e-07 |Target 016: 2.11e-06 |Target 017: 1.45e-06 |Target 018: 4.60e-06 |Target 019: 3.66e-06 +Target 020: 7.11e-07 |Target 021: 2.04e-06 |Target 022: 8.54e-07 |Target 023: 3.57e-06 |Target 024: 3.15e-06 + +==================== +Epoch #1991 | Time: 00d 08h 50m | LR: 1.56e-05 | Epoch time: 15.72 | Train loss: 5.60e-06 | Val loss: 1.99e-06 +Target 018 has maximum loss 4.56e-06; Target 010 has minimum loss 3.48e-07 +Target 000: 1.37e-06 |Target 001: 1.13e-06 |Target 002: 3.54e-07 |Target 003: 6.03e-07 |Target 004: 6.60e-07 +Target 005: 1.02e-06 |Target 006: 4.18e-06 |Target 007: 6.76e-07 |Target 008: 2.03e-06 |Target 009: 2.17e-06 +Target 010: 3.48e-07 |Target 011: 6.87e-07 |Target 012: 6.20e-07 |Target 013: 1.38e-06 |Target 014: 8.70e-07 +Target 015: 8.43e-07 |Target 016: 2.11e-06 |Target 017: 1.34e-06 |Target 018: 4.56e-06 |Target 019: 3.63e-06 +Target 020: 7.07e-07 |Target 021: 2.04e-06 |Target 022: 8.50e-07 |Target 023: 3.55e-06 |Target 024: 2.90e-06 + +==================== +Epoch #1992 | Time: 00d 08h 50m | LR: 1.56e-05 | Epoch time: 15.64 | Train loss: 5.62e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.63e-06; Target 010 has minimum loss 3.53e-07 +Target 000: 1.27e-06 |Target 001: 1.04e-06 |Target 002: 3.54e-07 |Target 003: 6.26e-07 |Target 004: 6.79e-07 +Target 005: 1.19e-06 |Target 006: 4.44e-06 |Target 007: 7.00e-07 |Target 008: 2.02e-06 |Target 009: 2.19e-06 +Target 010: 3.53e-07 |Target 011: 6.88e-07 |Target 012: 6.03e-07 |Target 013: 1.38e-06 |Target 014: 8.70e-07 +Target 015: 8.37e-07 |Target 016: 2.07e-06 |Target 017: 1.35e-06 |Target 018: 4.63e-06 |Target 019: 3.63e-06 +Target 020: 7.05e-07 |Target 021: 2.03e-06 |Target 022: 8.48e-07 |Target 023: 3.55e-06 |Target 024: 3.18e-06 + +==================== +Epoch #1993 | Time: 00d 08h 50m | LR: 1.56e-05 | Epoch time: 15.56 | Train loss: 5.60e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 5.03e-06; Target 002 has minimum loss 3.55e-07 +Target 000: 1.42e-06 |Target 001: 1.06e-06 |Target 002: 3.55e-07 |Target 003: 6.29e-07 |Target 004: 6.79e-07 +Target 005: 1.05e-06 |Target 006: 5.03e-06 |Target 007: 6.73e-07 |Target 008: 2.03e-06 |Target 009: 2.20e-06 +Target 010: 3.58e-07 |Target 011: 6.83e-07 |Target 012: 6.51e-07 |Target 013: 1.56e-06 |Target 014: 8.71e-07 +Target 015: 8.50e-07 |Target 016: 2.10e-06 |Target 017: 1.39e-06 |Target 018: 4.66e-06 |Target 019: 3.65e-06 +Target 020: 7.11e-07 |Target 021: 2.06e-06 |Target 022: 8.46e-07 |Target 023: 3.57e-06 |Target 024: 3.25e-06 + +==================== +Epoch #1994 | Time: 00d 08h 50m | LR: 1.56e-05 | Epoch time: 15.61 | Train loss: 5.61e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.58e-06; Target 010 has minimum loss 3.46e-07 +Target 000: 1.62e-06 |Target 001: 1.14e-06 |Target 002: 3.57e-07 |Target 003: 6.15e-07 |Target 004: 6.60e-07 +Target 005: 1.29e-06 |Target 006: 4.56e-06 |Target 007: 6.82e-07 |Target 008: 2.07e-06 |Target 009: 2.19e-06 +Target 010: 3.46e-07 |Target 011: 6.97e-07 |Target 012: 5.95e-07 |Target 013: 1.38e-06 |Target 014: 8.79e-07 +Target 015: 8.42e-07 |Target 016: 2.11e-06 |Target 017: 1.37e-06 |Target 018: 4.58e-06 |Target 019: 3.66e-06 +Target 020: 7.06e-07 |Target 021: 2.06e-06 |Target 022: 8.56e-07 |Target 023: 3.60e-06 |Target 024: 3.01e-06 + +==================== +Epoch #1995 | Time: 00d 08h 51m | LR: 1.56e-05 | Epoch time: 15.59 | Train loss: 5.61e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 6.13e-06; Target 002 has minimum loss 3.50e-07 +Target 000: 1.40e-06 |Target 001: 1.31e-06 |Target 002: 3.50e-07 |Target 003: 6.02e-07 |Target 004: 6.60e-07 +Target 005: 1.20e-06 |Target 006: 6.13e-06 |Target 007: 6.78e-07 |Target 008: 2.03e-06 |Target 009: 2.17e-06 +Target 010: 3.51e-07 |Target 011: 7.01e-07 |Target 012: 6.26e-07 |Target 013: 1.46e-06 |Target 014: 8.69e-07 +Target 015: 8.42e-07 |Target 016: 2.09e-06 |Target 017: 1.43e-06 |Target 018: 4.62e-06 |Target 019: 3.66e-06 +Target 020: 7.30e-07 |Target 021: 2.06e-06 |Target 022: 8.51e-07 |Target 023: 3.57e-06 |Target 024: 3.38e-06 + +==================== +Epoch #1996 | Time: 00d 08h 51m | LR: 1.56e-05 | Epoch time: 15.52 | Train loss: 5.62e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.56e-06; Target 010 has minimum loss 3.43e-07 +Target 000: 1.39e-06 |Target 001: 9.73e-07 |Target 002: 3.51e-07 |Target 003: 6.00e-07 |Target 004: 6.64e-07 +Target 005: 1.22e-06 |Target 006: 4.35e-06 |Target 007: 6.78e-07 |Target 008: 2.01e-06 |Target 009: 2.18e-06 +Target 010: 3.43e-07 |Target 011: 6.79e-07 |Target 012: 6.41e-07 |Target 013: 1.37e-06 |Target 014: 8.68e-07 +Target 015: 8.42e-07 |Target 016: 2.08e-06 |Target 017: 1.36e-06 |Target 018: 4.56e-06 |Target 019: 3.63e-06 +Target 020: 7.07e-07 |Target 021: 2.05e-06 |Target 022: 8.44e-07 |Target 023: 3.55e-06 |Target 024: 3.06e-06 + +==================== +Epoch #1997 | Time: 00d 08h 51m | LR: 1.56e-05 | Epoch time: 15.49 | Train loss: 5.60e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.57e-06; Target 002 has minimum loss 3.62e-07 +Target 000: 1.43e-06 |Target 001: 9.95e-07 |Target 002: 3.62e-07 |Target 003: 6.27e-07 |Target 004: 6.72e-07 +Target 005: 1.13e-06 |Target 006: 4.17e-06 |Target 007: 6.82e-07 |Target 008: 2.01e-06 |Target 009: 2.18e-06 +Target 010: 3.73e-07 |Target 011: 6.87e-07 |Target 012: 6.02e-07 |Target 013: 1.37e-06 |Target 014: 8.77e-07 +Target 015: 8.54e-07 |Target 016: 2.11e-06 |Target 017: 1.35e-06 |Target 018: 4.57e-06 |Target 019: 3.64e-06 +Target 020: 7.06e-07 |Target 021: 2.06e-06 |Target 022: 8.47e-07 |Target 023: 3.57e-06 |Target 024: 2.93e-06 + +==================== +Epoch #1998 | Time: 00d 08h 52m | LR: 1.56e-05 | Epoch time: 15.71 | Train loss: 5.61e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.51e-06; Target 002 has minimum loss 3.56e-07 +Target 000: 1.32e-06 |Target 001: 1.02e-06 |Target 002: 3.56e-07 |Target 003: 6.03e-07 |Target 004: 6.70e-07 +Target 005: 1.28e-06 |Target 006: 4.02e-06 |Target 007: 6.92e-07 |Target 008: 2.02e-06 |Target 009: 2.21e-06 +Target 010: 3.71e-07 |Target 011: 6.86e-07 |Target 012: 6.03e-07 |Target 013: 1.45e-06 |Target 014: 8.80e-07 +Target 015: 8.43e-07 |Target 016: 2.08e-06 |Target 017: 1.42e-06 |Target 018: 4.51e-06 |Target 019: 3.64e-06 +Target 020: 7.08e-07 |Target 021: 2.05e-06 |Target 022: 8.60e-07 |Target 023: 3.56e-06 |Target 024: 3.09e-06 + +==================== +Epoch #1999 | Time: 00d 08h 52m | LR: 1.56e-05 | Epoch time: 15.54 | Train loss: 5.62e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 4.84e-06; Target 010 has minimum loss 3.48e-07 +Target 000: 1.70e-06 |Target 001: 1.13e-06 |Target 002: 3.50e-07 |Target 003: 6.19e-07 |Target 004: 6.65e-07 +Target 005: 1.35e-06 |Target 006: 4.84e-06 |Target 007: 6.67e-07 |Target 008: 2.01e-06 |Target 009: 2.19e-06 +Target 010: 3.48e-07 |Target 011: 6.77e-07 |Target 012: 6.87e-07 |Target 013: 1.47e-06 |Target 014: 8.70e-07 +Target 015: 8.39e-07 |Target 016: 2.07e-06 |Target 017: 1.55e-06 |Target 018: 4.60e-06 |Target 019: 3.63e-06 +Target 020: 7.10e-07 |Target 021: 2.04e-06 |Target 022: 8.49e-07 |Target 023: 3.56e-06 |Target 024: 3.25e-06 + +==================== +Epoch #2000 | Time: 00d 08h 52m | LR: 1.56e-05 | Epoch time: 15.70 | Train loss: 5.61e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.55e-06; Target 010 has minimum loss 3.44e-07 +Target 000: 1.88e-06 |Target 001: 1.01e-06 |Target 002: 3.47e-07 |Target 003: 6.07e-07 |Target 004: 6.70e-07 +Target 005: 1.05e-06 |Target 006: 4.21e-06 |Target 007: 6.93e-07 |Target 008: 2.08e-06 |Target 009: 2.21e-06 +Target 010: 3.44e-07 |Target 011: 6.84e-07 |Target 012: 6.47e-07 |Target 013: 1.37e-06 |Target 014: 8.81e-07 +Target 015: 8.44e-07 |Target 016: 2.16e-06 |Target 017: 1.43e-06 |Target 018: 4.55e-06 |Target 019: 3.64e-06 +Target 020: 7.05e-07 |Target 021: 2.08e-06 |Target 022: 8.65e-07 |Target 023: 3.56e-06 |Target 024: 3.09e-06 + +==================== +Epoch #2001 | Time: 00d 08h 52m | LR: 1.56e-05 | Epoch time: 15.51 | Train loss: 5.60e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.60e-06; Target 010 has minimum loss 3.48e-07 +Target 000: 1.48e-06 |Target 001: 9.79e-07 |Target 002: 3.55e-07 |Target 003: 6.01e-07 |Target 004: 6.70e-07 +Target 005: 9.88e-07 |Target 006: 4.49e-06 |Target 007: 6.83e-07 |Target 008: 2.02e-06 |Target 009: 2.17e-06 +Target 010: 3.48e-07 |Target 011: 6.83e-07 |Target 012: 6.71e-07 |Target 013: 1.40e-06 |Target 014: 8.65e-07 +Target 015: 8.39e-07 |Target 016: 2.08e-06 |Target 017: 1.42e-06 |Target 018: 4.60e-06 |Target 019: 3.64e-06 +Target 020: 7.07e-07 |Target 021: 2.04e-06 |Target 022: 8.46e-07 |Target 023: 3.56e-06 |Target 024: 3.22e-06 + +==================== +Epoch #2002 | Time: 00d 08h 53m | LR: 1.56e-05 | Epoch time: 15.49 | Train loss: 5.60e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.52e-06; Target 002 has minimum loss 3.56e-07 +Target 000: 1.34e-06 |Target 001: 9.84e-07 |Target 002: 3.56e-07 |Target 003: 6.00e-07 |Target 004: 6.58e-07 +Target 005: 9.98e-07 |Target 006: 4.30e-06 |Target 007: 6.71e-07 |Target 008: 2.02e-06 |Target 009: 2.17e-06 +Target 010: 3.58e-07 |Target 011: 6.75e-07 |Target 012: 6.16e-07 |Target 013: 1.40e-06 |Target 014: 8.67e-07 +Target 015: 8.41e-07 |Target 016: 2.07e-06 |Target 017: 1.39e-06 |Target 018: 4.52e-06 |Target 019: 3.62e-06 +Target 020: 7.11e-07 |Target 021: 2.05e-06 |Target 022: 8.45e-07 |Target 023: 3.55e-06 |Target 024: 3.05e-06 + +==================== +Epoch #2003 | Time: 00d 08h 53m | LR: 1.56e-05 | Epoch time: 15.69 | Train loss: 5.61e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 5.38e-06; Target 010 has minimum loss 3.45e-07 +Target 000: 1.83e-06 |Target 001: 1.04e-06 |Target 002: 3.53e-07 |Target 003: 6.00e-07 |Target 004: 6.59e-07 +Target 005: 1.19e-06 |Target 006: 5.38e-06 |Target 007: 6.66e-07 |Target 008: 2.01e-06 |Target 009: 2.16e-06 +Target 010: 3.45e-07 |Target 011: 6.81e-07 |Target 012: 5.99e-07 |Target 013: 1.38e-06 |Target 014: 8.73e-07 +Target 015: 8.35e-07 |Target 016: 2.07e-06 |Target 017: 1.38e-06 |Target 018: 4.61e-06 |Target 019: 3.63e-06 +Target 020: 7.12e-07 |Target 021: 2.03e-06 |Target 022: 8.46e-07 |Target 023: 3.55e-06 |Target 024: 3.20e-06 + +==================== +Epoch #2004 | Time: 00d 08h 53m | LR: 1.56e-05 | Epoch time: 15.50 | Train loss: 5.61e-06 | Val loss: 2.03e-06 +Target 006 has maximum loss 5.48e-06; Target 010 has minimum loss 3.43e-07 +Target 000: 1.36e-06 |Target 001: 1.16e-06 |Target 002: 3.50e-07 |Target 003: 6.09e-07 |Target 004: 6.60e-07 +Target 005: 1.10e-06 |Target 006: 5.48e-06 |Target 007: 6.74e-07 |Target 008: 2.01e-06 |Target 009: 2.17e-06 +Target 010: 3.43e-07 |Target 011: 6.76e-07 |Target 012: 6.55e-07 |Target 013: 1.39e-06 |Target 014: 8.69e-07 +Target 015: 8.35e-07 |Target 016: 2.06e-06 |Target 017: 1.35e-06 |Target 018: 4.60e-06 |Target 019: 3.62e-06 +Target 020: 7.08e-07 |Target 021: 2.04e-06 |Target 022: 8.45e-07 |Target 023: 3.54e-06 |Target 024: 3.17e-06 + +==================== +Epoch #2005 | Time: 00d 08h 53m | LR: 1.56e-05 | Epoch time: 15.70 | Train loss: 5.61e-06 | Val loss: 2.04e-06 +Target 018 has maximum loss 4.51e-06; Target 010 has minimum loss 3.44e-07 +Target 000: 1.62e-06 |Target 001: 1.16e-06 |Target 002: 3.54e-07 |Target 003: 6.23e-07 |Target 004: 7.13e-07 +Target 005: 1.09e-06 |Target 006: 4.41e-06 |Target 007: 6.94e-07 |Target 008: 2.01e-06 |Target 009: 2.18e-06 +Target 010: 3.44e-07 |Target 011: 6.81e-07 |Target 012: 6.68e-07 |Target 013: 1.41e-06 |Target 014: 8.69e-07 +Target 015: 8.65e-07 |Target 016: 2.08e-06 |Target 017: 1.43e-06 |Target 018: 4.51e-06 |Target 019: 3.66e-06 +Target 020: 7.27e-07 |Target 021: 2.03e-06 |Target 022: 8.58e-07 |Target 023: 3.56e-06 |Target 024: 3.17e-06 + +==================== +Epoch #2006 | Time: 00d 08h 54m | LR: 1.56e-05 | Epoch time: 15.64 | Train loss: 5.60e-06 | Val loss: 2.02e-06 +Target 006 has maximum loss 4.84e-06; Target 010 has minimum loss 3.50e-07 +Target 000: 1.33e-06 |Target 001: 1.27e-06 |Target 002: 3.62e-07 |Target 003: 6.09e-07 |Target 004: 6.58e-07 +Target 005: 1.11e-06 |Target 006: 4.84e-06 |Target 007: 6.73e-07 |Target 008: 2.05e-06 |Target 009: 2.19e-06 +Target 010: 3.50e-07 |Target 011: 6.94e-07 |Target 012: 6.02e-07 |Target 013: 1.41e-06 |Target 014: 8.70e-07 +Target 015: 8.42e-07 |Target 016: 2.11e-06 |Target 017: 1.38e-06 |Target 018: 4.59e-06 |Target 019: 3.67e-06 +Target 020: 7.08e-07 |Target 021: 2.05e-06 |Target 022: 8.46e-07 |Target 023: 3.57e-06 |Target 024: 3.01e-06 + +==================== +Epoch #2007 | Time: 00d 08h 54m | LR: 1.56e-05 | Epoch time: 15.57 | Train loss: 5.60e-06 | Val loss: 2.01e-06 +Target 006 has maximum loss 4.73e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.41e-06 |Target 001: 1.01e-06 |Target 002: 3.53e-07 |Target 003: 6.37e-07 |Target 004: 6.58e-07 +Target 005: 1.13e-06 |Target 006: 4.73e-06 |Target 007: 6.96e-07 |Target 008: 2.02e-06 |Target 009: 2.17e-06 +Target 010: 3.47e-07 |Target 011: 6.79e-07 |Target 012: 6.15e-07 |Target 013: 1.36e-06 |Target 014: 8.70e-07 +Target 015: 8.41e-07 |Target 016: 2.08e-06 |Target 017: 1.34e-06 |Target 018: 4.56e-06 |Target 019: 3.64e-06 +Target 020: 7.12e-07 |Target 021: 2.04e-06 |Target 022: 8.46e-07 |Target 023: 3.56e-06 |Target 024: 3.02e-06 + +==================== +Epoch #2008 | Time: 00d 08h 54m | LR: 1.56e-05 | Epoch time: 15.63 | Train loss: 5.61e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 5.37e-06; Target 002 has minimum loss 3.54e-07 +Target 000: 1.38e-06 |Target 001: 1.14e-06 |Target 002: 3.54e-07 |Target 003: 6.19e-07 |Target 004: 6.64e-07 +Target 005: 1.03e-06 |Target 006: 5.37e-06 |Target 007: 6.82e-07 |Target 008: 2.03e-06 |Target 009: 2.18e-06 +Target 010: 3.57e-07 |Target 011: 6.80e-07 |Target 012: 6.27e-07 |Target 013: 1.49e-06 |Target 014: 8.64e-07 +Target 015: 8.39e-07 |Target 016: 2.08e-06 |Target 017: 1.40e-06 |Target 018: 4.57e-06 |Target 019: 3.65e-06 +Target 020: 7.04e-07 |Target 021: 2.06e-06 |Target 022: 8.44e-07 |Target 023: 3.56e-06 |Target 024: 3.25e-06 + +==================== +Epoch #2009 | Time: 00d 08h 54m | LR: 1.56e-05 | Epoch time: 15.58 | Train loss: 5.60e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.56e-06; Target 010 has minimum loss 3.45e-07 +Target 000: 1.63e-06 |Target 001: 1.13e-06 |Target 002: 3.56e-07 |Target 003: 5.99e-07 |Target 004: 6.58e-07 +Target 005: 1.03e-06 |Target 006: 4.55e-06 |Target 007: 6.70e-07 |Target 008: 2.01e-06 |Target 009: 2.18e-06 +Target 010: 3.45e-07 |Target 011: 6.80e-07 |Target 012: 6.23e-07 |Target 013: 1.40e-06 |Target 014: 8.69e-07 +Target 015: 8.36e-07 |Target 016: 2.07e-06 |Target 017: 1.36e-06 |Target 018: 4.56e-06 |Target 019: 3.62e-06 +Target 020: 7.11e-07 |Target 021: 2.04e-06 |Target 022: 8.45e-07 |Target 023: 3.55e-06 |Target 024: 3.07e-06 + +==================== +Epoch #2010 | Time: 00d 08h 55m | LR: 1.56e-05 | Epoch time: 15.50 | Train loss: 5.60e-06 | Val loss: 2.03e-06 +Target 006 has maximum loss 4.99e-06; Target 010 has minimum loss 3.48e-07 +Target 000: 1.47e-06 |Target 001: 1.08e-06 |Target 002: 3.54e-07 |Target 003: 6.02e-07 |Target 004: 6.57e-07 +Target 005: 9.93e-07 |Target 006: 4.99e-06 |Target 007: 6.90e-07 |Target 008: 2.01e-06 |Target 009: 2.19e-06 +Target 010: 3.48e-07 |Target 011: 6.86e-07 |Target 012: 6.20e-07 |Target 013: 1.39e-06 |Target 014: 8.69e-07 +Target 015: 8.37e-07 |Target 016: 2.08e-06 |Target 017: 1.36e-06 |Target 018: 4.53e-06 |Target 019: 3.64e-06 +Target 020: 7.13e-07 |Target 021: 2.06e-06 |Target 022: 8.44e-07 |Target 023: 3.57e-06 |Target 024: 3.12e-06 + +==================== +Epoch #2011 | Time: 00d 08h 55m | LR: 1.56e-05 | Epoch time: 15.47 | Train loss: 5.60e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.57e-06; Target 010 has minimum loss 3.44e-07 +Target 000: 1.31e-06 |Target 001: 1.08e-06 |Target 002: 3.52e-07 |Target 003: 6.08e-07 |Target 004: 6.59e-07 +Target 005: 9.74e-07 |Target 006: 4.34e-06 |Target 007: 6.75e-07 |Target 008: 2.04e-06 |Target 009: 2.20e-06 +Target 010: 3.44e-07 |Target 011: 6.90e-07 |Target 012: 6.44e-07 |Target 013: 1.40e-06 |Target 014: 8.73e-07 +Target 015: 8.40e-07 |Target 016: 2.08e-06 |Target 017: 1.40e-06 |Target 018: 4.57e-06 |Target 019: 3.64e-06 +Target 020: 7.06e-07 |Target 021: 2.05e-06 |Target 022: 8.56e-07 |Target 023: 3.56e-06 |Target 024: 3.12e-06 + +==================== +Epoch #2012 | Time: 00d 08h 55m | LR: 1.56e-05 | Epoch time: 15.65 | Train loss: 5.60e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.57e-06; Target 002 has minimum loss 3.55e-07 +Target 000: 1.35e-06 |Target 001: 1.35e-06 |Target 002: 3.55e-07 |Target 003: 6.09e-07 |Target 004: 6.60e-07 +Target 005: 1.10e-06 |Target 006: 4.14e-06 |Target 007: 6.89e-07 |Target 008: 2.01e-06 |Target 009: 2.17e-06 +Target 010: 3.67e-07 |Target 011: 6.81e-07 |Target 012: 6.07e-07 |Target 013: 1.40e-06 |Target 014: 8.70e-07 +Target 015: 8.41e-07 |Target 016: 2.09e-06 |Target 017: 1.42e-06 |Target 018: 4.57e-06 |Target 019: 3.63e-06 +Target 020: 7.09e-07 |Target 021: 2.05e-06 |Target 022: 8.47e-07 |Target 023: 3.56e-06 |Target 024: 3.02e-06 + +==================== +Epoch #2013 | Time: 00d 08h 55m | LR: 1.56e-05 | Epoch time: 15.57 | Train loss: 5.61e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.07e-06; Target 002 has minimum loss 3.51e-07 +Target 000: 1.44e-06 |Target 001: 1.46e-06 |Target 002: 3.51e-07 |Target 003: 6.18e-07 |Target 004: 6.61e-07 +Target 005: 1.17e-06 |Target 006: 5.07e-06 |Target 007: 6.69e-07 |Target 008: 2.03e-06 |Target 009: 2.18e-06 +Target 010: 3.53e-07 |Target 011: 6.92e-07 |Target 012: 6.64e-07 |Target 013: 1.45e-06 |Target 014: 8.67e-07 +Target 015: 8.41e-07 |Target 016: 2.11e-06 |Target 017: 1.47e-06 |Target 018: 4.57e-06 |Target 019: 3.64e-06 +Target 020: 7.04e-07 |Target 021: 2.04e-06 |Target 022: 8.52e-07 |Target 023: 3.55e-06 |Target 024: 3.37e-06 + +==================== +Epoch #2014 | Time: 00d 08h 56m | LR: 1.56e-05 | Epoch time: 15.56 | Train loss: 5.61e-06 | Val loss: 1.99e-06 +Target 006 has maximum loss 5.04e-06; Target 010 has minimum loss 3.45e-07 +Target 000: 1.54e-06 |Target 001: 1.04e-06 |Target 002: 3.50e-07 |Target 003: 5.97e-07 |Target 004: 6.56e-07 +Target 005: 1.14e-06 |Target 006: 5.04e-06 |Target 007: 6.69e-07 |Target 008: 2.00e-06 |Target 009: 2.16e-06 +Target 010: 3.45e-07 |Target 011: 6.79e-07 |Target 012: 6.02e-07 |Target 013: 1.37e-06 |Target 014: 8.70e-07 +Target 015: 8.35e-07 |Target 016: 2.06e-06 |Target 017: 1.35e-06 |Target 018: 4.52e-06 |Target 019: 3.61e-06 +Target 020: 7.07e-07 |Target 021: 2.03e-06 |Target 022: 8.45e-07 |Target 023: 3.54e-06 |Target 024: 2.97e-06 + +==================== +Epoch #2015 | Time: 00d 08h 56m | LR: 1.56e-05 | Epoch time: 15.56 | Train loss: 5.60e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.62e-06; Target 010 has minimum loss 3.44e-07 +Target 000: 1.59e-06 |Target 001: 1.07e-06 |Target 002: 3.50e-07 |Target 003: 5.99e-07 |Target 004: 6.59e-07 +Target 005: 1.17e-06 |Target 006: 4.48e-06 |Target 007: 6.70e-07 |Target 008: 2.00e-06 |Target 009: 2.17e-06 +Target 010: 3.44e-07 |Target 011: 6.81e-07 |Target 012: 6.50e-07 |Target 013: 1.44e-06 |Target 014: 8.65e-07 +Target 015: 8.37e-07 |Target 016: 2.07e-06 |Target 017: 1.39e-06 |Target 018: 4.62e-06 |Target 019: 3.63e-06 +Target 020: 7.08e-07 |Target 021: 2.03e-06 |Target 022: 8.43e-07 |Target 023: 3.55e-06 |Target 024: 3.10e-06 + +==================== +Epoch #2016 | Time: 00d 08h 56m | LR: 1.56e-05 | Epoch time: 15.63 | Train loss: 5.61e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.52e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 1.30e-06 |Target 001: 1.14e-06 |Target 002: 3.61e-07 |Target 003: 6.10e-07 |Target 004: 6.61e-07 +Target 005: 1.19e-06 |Target 006: 4.21e-06 |Target 007: 6.74e-07 |Target 008: 2.01e-06 |Target 009: 2.19e-06 +Target 010: 3.56e-07 |Target 011: 6.94e-07 |Target 012: 6.07e-07 |Target 013: 1.39e-06 |Target 014: 8.69e-07 +Target 015: 8.43e-07 |Target 016: 2.07e-06 |Target 017: 1.36e-06 |Target 018: 4.52e-06 |Target 019: 3.63e-06 +Target 020: 7.16e-07 |Target 021: 2.08e-06 |Target 022: 8.51e-07 |Target 023: 3.55e-06 |Target 024: 2.96e-06 + +==================== +Epoch #2017 | Time: 00d 08h 57m | LR: 1.56e-05 | Epoch time: 15.81 | Train loss: 5.60e-06 | Val loss: 1.98e-06 +Target 018 has maximum loss 4.55e-06; Target 010 has minimum loss 3.46e-07 +Target 000: 1.49e-06 |Target 001: 1.04e-06 |Target 002: 3.57e-07 |Target 003: 5.99e-07 |Target 004: 6.66e-07 +Target 005: 1.08e-06 |Target 006: 4.00e-06 |Target 007: 6.97e-07 |Target 008: 2.00e-06 |Target 009: 2.16e-06 +Target 010: 3.46e-07 |Target 011: 6.79e-07 |Target 012: 6.01e-07 |Target 013: 1.37e-06 |Target 014: 8.67e-07 +Target 015: 8.41e-07 |Target 016: 2.07e-06 |Target 017: 1.35e-06 |Target 018: 4.55e-06 |Target 019: 3.63e-06 +Target 020: 7.11e-07 |Target 021: 2.03e-06 |Target 022: 8.45e-07 |Target 023: 3.54e-06 |Target 024: 2.93e-06 + +==================== +Epoch #2018 | Time: 00d 08h 57m | LR: 1.56e-05 | Epoch time: 15.55 | Train loss: 5.60e-06 | Val loss: 2.05e-06 +Target 018 has maximum loss 4.59e-06; Target 002 has minimum loss 3.49e-07 +Target 000: 2.07e-06 |Target 001: 1.07e-06 |Target 002: 3.49e-07 |Target 003: 6.01e-07 |Target 004: 6.75e-07 +Target 005: 1.33e-06 |Target 006: 4.58e-06 |Target 007: 7.09e-07 |Target 008: 2.02e-06 |Target 009: 2.20e-06 +Target 010: 3.49e-07 |Target 011: 6.85e-07 |Target 012: 6.28e-07 |Target 013: 1.41e-06 |Target 014: 8.73e-07 +Target 015: 8.34e-07 |Target 016: 2.07e-06 |Target 017: 1.44e-06 |Target 018: 4.59e-06 |Target 019: 3.64e-06 +Target 020: 7.04e-07 |Target 021: 2.04e-06 |Target 022: 8.45e-07 |Target 023: 3.59e-06 |Target 024: 3.17e-06 + +==================== +Epoch #2019 | Time: 00d 08h 57m | LR: 1.56e-05 | Epoch time: 15.68 | Train loss: 5.60e-06 | Val loss: 2.03e-06 +Target 006 has maximum loss 5.04e-06; Target 010 has minimum loss 3.51e-07 +Target 000: 1.29e-06 |Target 001: 1.03e-06 |Target 002: 3.52e-07 |Target 003: 6.11e-07 |Target 004: 6.59e-07 +Target 005: 1.13e-06 |Target 006: 5.04e-06 |Target 007: 6.70e-07 |Target 008: 2.01e-06 |Target 009: 2.18e-06 +Target 010: 3.51e-07 |Target 011: 6.85e-07 |Target 012: 6.20e-07 |Target 013: 1.41e-06 |Target 014: 8.66e-07 +Target 015: 8.43e-07 |Target 016: 2.08e-06 |Target 017: 1.37e-06 |Target 018: 4.56e-06 |Target 019: 3.63e-06 +Target 020: 7.08e-07 |Target 021: 2.04e-06 |Target 022: 8.50e-07 |Target 023: 3.56e-06 |Target 024: 3.12e-06 + +==================== +Epoch #2020 | Time: 00d 08h 57m | LR: 1.56e-05 | Epoch time: 15.65 | Train loss: 5.60e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 5.52e-06; Target 010 has minimum loss 3.43e-07 +Target 000: 1.72e-06 |Target 001: 1.00e-06 |Target 002: 3.54e-07 |Target 003: 6.25e-07 |Target 004: 6.61e-07 +Target 005: 1.31e-06 |Target 006: 5.52e-06 |Target 007: 6.70e-07 |Target 008: 2.03e-06 |Target 009: 2.20e-06 +Target 010: 3.43e-07 |Target 011: 6.75e-07 |Target 012: 6.57e-07 |Target 013: 1.42e-06 |Target 014: 8.73e-07 +Target 015: 8.44e-07 |Target 016: 2.08e-06 |Target 017: 1.41e-06 |Target 018: 4.59e-06 |Target 019: 3.63e-06 +Target 020: 7.08e-07 |Target 021: 2.08e-06 |Target 022: 8.49e-07 |Target 023: 3.58e-06 |Target 024: 3.22e-06 + +==================== +Epoch #2021 | Time: 00d 08h 58m | LR: 1.56e-05 | Epoch time: 15.62 | Train loss: 5.60e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.55e-06; Target 010 has minimum loss 3.50e-07 +Target 000: 1.34e-06 |Target 001: 1.26e-06 |Target 002: 3.53e-07 |Target 003: 6.02e-07 |Target 004: 6.59e-07 +Target 005: 1.08e-06 |Target 006: 4.35e-06 |Target 007: 6.70e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.50e-07 |Target 011: 6.86e-07 |Target 012: 6.38e-07 |Target 013: 1.39e-06 |Target 014: 8.66e-07 +Target 015: 8.41e-07 |Target 016: 2.09e-06 |Target 017: 1.40e-06 |Target 018: 4.55e-06 |Target 019: 3.63e-06 +Target 020: 7.05e-07 |Target 021: 2.05e-06 |Target 022: 8.47e-07 |Target 023: 3.56e-06 |Target 024: 3.04e-06 + +==================== +Epoch #2022 | Time: 00d 08h 58m | LR: 1.56e-05 | Epoch time: 15.55 | Train loss: 5.60e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.57e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.85e-06 |Target 001: 1.06e-06 |Target 002: 3.53e-07 |Target 003: 6.15e-07 |Target 004: 6.60e-07 +Target 005: 1.14e-06 |Target 006: 4.08e-06 |Target 007: 6.94e-07 |Target 008: 2.01e-06 |Target 009: 2.19e-06 +Target 010: 3.47e-07 |Target 011: 6.80e-07 |Target 012: 6.02e-07 |Target 013: 1.38e-06 |Target 014: 8.73e-07 +Target 015: 8.47e-07 |Target 016: 2.10e-06 |Target 017: 1.39e-06 |Target 018: 4.57e-06 |Target 019: 3.66e-06 +Target 020: 7.07e-07 |Target 021: 2.04e-06 |Target 022: 8.50e-07 |Target 023: 3.58e-06 |Target 024: 2.98e-06 + +==================== +Epoch #2023 | Time: 00d 08h 58m | LR: 1.56e-05 | Epoch time: 15.57 | Train loss: 5.61e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.58e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 1.48e-06 |Target 001: 1.08e-06 |Target 002: 3.64e-07 |Target 003: 6.07e-07 |Target 004: 6.69e-07 +Target 005: 1.02e-06 |Target 006: 4.30e-06 |Target 007: 6.95e-07 |Target 008: 2.03e-06 |Target 009: 2.23e-06 +Target 010: 3.54e-07 |Target 011: 6.93e-07 |Target 012: 6.73e-07 |Target 013: 1.40e-06 |Target 014: 8.70e-07 +Target 015: 8.37e-07 |Target 016: 2.09e-06 |Target 017: 1.39e-06 |Target 018: 4.58e-06 |Target 019: 3.63e-06 +Target 020: 7.27e-07 |Target 021: 2.06e-06 |Target 022: 8.53e-07 |Target 023: 3.54e-06 |Target 024: 3.13e-06 + +==================== +Epoch #2024 | Time: 00d 08h 58m | LR: 1.56e-05 | Epoch time: 15.52 | Train loss: 5.60e-06 | Val loss: 2.02e-06 +Target 006 has maximum loss 4.85e-06; Target 010 has minimum loss 3.44e-07 +Target 000: 1.51e-06 |Target 001: 1.11e-06 |Target 002: 3.53e-07 |Target 003: 5.99e-07 |Target 004: 6.55e-07 +Target 005: 1.10e-06 |Target 006: 4.85e-06 |Target 007: 6.72e-07 |Target 008: 2.02e-06 |Target 009: 2.16e-06 +Target 010: 3.44e-07 |Target 011: 6.82e-07 |Target 012: 6.06e-07 |Target 013: 1.40e-06 |Target 014: 8.65e-07 +Target 015: 8.38e-07 |Target 016: 2.10e-06 |Target 017: 1.35e-06 |Target 018: 4.62e-06 |Target 019: 3.62e-06 +Target 020: 7.06e-07 |Target 021: 2.05e-06 |Target 022: 8.44e-07 |Target 023: 3.54e-06 |Target 024: 3.06e-06 + +==================== +Epoch #2025 | Time: 00d 08h 59m | LR: 1.56e-05 | Epoch time: 15.61 | Train loss: 5.60e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.52e-06; Target 002 has minimum loss 3.55e-07 +Target 000: 1.69e-06 |Target 001: 1.06e-06 |Target 002: 3.55e-07 |Target 003: 6.03e-07 |Target 004: 6.65e-07 +Target 005: 1.11e-06 |Target 006: 4.32e-06 |Target 007: 6.74e-07 |Target 008: 2.03e-06 |Target 009: 2.17e-06 +Target 010: 3.58e-07 |Target 011: 6.78e-07 |Target 012: 6.31e-07 |Target 013: 1.37e-06 |Target 014: 8.67e-07 +Target 015: 8.42e-07 |Target 016: 2.09e-06 |Target 017: 1.37e-06 |Target 018: 4.52e-06 |Target 019: 3.63e-06 +Target 020: 7.07e-07 |Target 021: 2.03e-06 |Target 022: 8.47e-07 |Target 023: 3.55e-06 |Target 024: 3.15e-06 + +==================== +Epoch #2026 | Time: 00d 08h 59m | LR: 1.56e-05 | Epoch time: 15.69 | Train loss: 5.60e-06 | Val loss: 2.01e-06 +Target 006 has maximum loss 5.02e-06; Target 010 has minimum loss 3.48e-07 +Target 000: 1.37e-06 |Target 001: 1.08e-06 |Target 002: 3.56e-07 |Target 003: 5.99e-07 |Target 004: 6.61e-07 +Target 005: 9.75e-07 |Target 006: 5.02e-06 |Target 007: 6.73e-07 |Target 008: 2.03e-06 |Target 009: 2.17e-06 +Target 010: 3.48e-07 |Target 011: 6.75e-07 |Target 012: 5.91e-07 |Target 013: 1.38e-06 |Target 014: 8.65e-07 +Target 015: 8.35e-07 |Target 016: 2.07e-06 |Target 017: 1.35e-06 |Target 018: 4.52e-06 |Target 019: 3.63e-06 +Target 020: 7.04e-07 |Target 021: 2.04e-06 |Target 022: 8.44e-07 |Target 023: 3.55e-06 |Target 024: 3.05e-06 + +==================== +Epoch #2027 | Time: 00d 08h 59m | LR: 1.56e-05 | Epoch time: 15.56 | Train loss: 5.60e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 5.52e-06; Target 002 has minimum loss 3.54e-07 +Target 000: 1.29e-06 |Target 001: 1.15e-06 |Target 002: 3.54e-07 |Target 003: 6.27e-07 |Target 004: 6.58e-07 +Target 005: 1.08e-06 |Target 006: 5.52e-06 |Target 007: 6.74e-07 |Target 008: 2.02e-06 |Target 009: 2.17e-06 +Target 010: 3.55e-07 |Target 011: 6.85e-07 |Target 012: 6.18e-07 |Target 013: 1.45e-06 |Target 014: 8.69e-07 +Target 015: 8.53e-07 |Target 016: 2.09e-06 |Target 017: 1.39e-06 |Target 018: 4.59e-06 |Target 019: 3.63e-06 +Target 020: 7.20e-07 |Target 021: 2.05e-06 |Target 022: 8.49e-07 |Target 023: 3.55e-06 |Target 024: 3.28e-06 + +==================== +Epoch #2028 | Time: 00d 08h 59m | LR: 1.56e-05 | Epoch time: 15.52 | Train loss: 5.60e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.52e-06; Target 010 has minimum loss 3.44e-07 +Target 000: 1.35e-06 |Target 001: 1.04e-06 |Target 002: 3.57e-07 |Target 003: 6.04e-07 |Target 004: 6.59e-07 +Target 005: 1.25e-06 |Target 006: 4.27e-06 |Target 007: 7.02e-07 |Target 008: 2.03e-06 |Target 009: 2.19e-06 +Target 010: 3.44e-07 |Target 011: 6.79e-07 |Target 012: 5.92e-07 |Target 013: 1.38e-06 |Target 014: 8.67e-07 +Target 015: 8.40e-07 |Target 016: 2.07e-06 |Target 017: 1.35e-06 |Target 018: 4.52e-06 |Target 019: 3.63e-06 +Target 020: 7.03e-07 |Target 021: 2.04e-06 |Target 022: 8.45e-07 |Target 023: 3.55e-06 |Target 024: 2.98e-06 + +==================== +Epoch #2029 | Time: 00d 09h 00m | LR: 1.56e-05 | Epoch time: 15.53 | Train loss: 5.60e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 5.12e-06; Target 010 has minimum loss 3.49e-07 +Target 000: 2.00e-06 |Target 001: 1.05e-06 |Target 002: 3.53e-07 |Target 003: 6.07e-07 |Target 004: 6.67e-07 +Target 005: 1.15e-06 |Target 006: 5.12e-06 |Target 007: 6.75e-07 |Target 008: 2.01e-06 |Target 009: 2.17e-06 +Target 010: 3.49e-07 |Target 011: 6.83e-07 |Target 012: 6.10e-07 |Target 013: 1.40e-06 |Target 014: 8.65e-07 +Target 015: 8.41e-07 |Target 016: 2.07e-06 |Target 017: 1.38e-06 |Target 018: 4.65e-06 |Target 019: 3.63e-06 +Target 020: 7.07e-07 |Target 021: 2.04e-06 |Target 022: 8.44e-07 |Target 023: 3.55e-06 |Target 024: 3.28e-06 + +==================== +Epoch #2030 | Time: 00d 09h 00m | LR: 1.56e-05 | Epoch time: 15.57 | Train loss: 5.60e-06 | Val loss: 2.05e-06 +Target 006 has maximum loss 4.91e-06; Target 010 has minimum loss 3.45e-07 +Target 000: 2.38e-06 |Target 001: 1.11e-06 |Target 002: 3.50e-07 |Target 003: 6.16e-07 |Target 004: 6.69e-07 +Target 005: 1.44e-06 |Target 006: 4.91e-06 |Target 007: 6.86e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.45e-07 |Target 011: 6.97e-07 |Target 012: 6.59e-07 |Target 013: 1.41e-06 |Target 014: 8.67e-07 +Target 015: 8.41e-07 |Target 016: 2.08e-06 |Target 017: 1.39e-06 |Target 018: 4.58e-06 |Target 019: 3.64e-06 +Target 020: 7.15e-07 |Target 021: 2.03e-06 |Target 022: 8.49e-07 |Target 023: 3.55e-06 |Target 024: 3.18e-06 + +==================== +Epoch #2031 | Time: 00d 09h 00m | LR: 1.56e-05 | Epoch time: 15.68 | Train loss: 5.60e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 5.15e-06; Target 010 has minimum loss 3.46e-07 +Target 000: 1.79e-06 |Target 001: 1.08e-06 |Target 002: 3.48e-07 |Target 003: 6.21e-07 |Target 004: 6.61e-07 +Target 005: 1.03e-06 |Target 006: 5.15e-06 |Target 007: 7.00e-07 |Target 008: 2.03e-06 |Target 009: 2.18e-06 +Target 010: 3.46e-07 |Target 011: 6.82e-07 |Target 012: 6.82e-07 |Target 013: 1.38e-06 |Target 014: 8.69e-07 +Target 015: 8.40e-07 |Target 016: 2.09e-06 |Target 017: 1.39e-06 |Target 018: 4.63e-06 |Target 019: 3.63e-06 +Target 020: 7.09e-07 |Target 021: 2.05e-06 |Target 022: 8.51e-07 |Target 023: 3.55e-06 |Target 024: 3.16e-06 + +==================== +Epoch #2032 | Time: 00d 09h 01m | LR: 1.56e-05 | Epoch time: 15.59 | Train loss: 5.61e-06 | Val loss: 1.99e-06 +Target 018 has maximum loss 4.59e-06; Target 010 has minimum loss 3.50e-07 +Target 000: 1.73e-06 |Target 001: 1.14e-06 |Target 002: 3.60e-07 |Target 003: 6.15e-07 |Target 004: 6.62e-07 +Target 005: 1.08e-06 |Target 006: 4.27e-06 |Target 007: 6.77e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.50e-07 |Target 011: 6.77e-07 |Target 012: 6.13e-07 |Target 013: 1.37e-06 |Target 014: 8.65e-07 +Target 015: 8.41e-07 |Target 016: 2.07e-06 |Target 017: 1.33e-06 |Target 018: 4.59e-06 |Target 019: 3.61e-06 +Target 020: 7.25e-07 |Target 021: 2.05e-06 |Target 022: 8.41e-07 |Target 023: 3.54e-06 |Target 024: 2.94e-06 + +==================== +Epoch #2033 | Time: 00d 09h 01m | LR: 1.56e-05 | Epoch time: 15.69 | Train loss: 5.61e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.63e-06; Target 010 has minimum loss 3.44e-07 +Target 000: 1.69e-06 |Target 001: 1.31e-06 |Target 002: 3.53e-07 |Target 003: 6.05e-07 |Target 004: 6.67e-07 +Target 005: 1.31e-06 |Target 006: 4.20e-06 |Target 007: 6.73e-07 |Target 008: 2.03e-06 |Target 009: 2.19e-06 +Target 010: 3.44e-07 |Target 011: 6.84e-07 |Target 012: 5.97e-07 |Target 013: 1.38e-06 |Target 014: 8.76e-07 +Target 015: 8.42e-07 |Target 016: 2.09e-06 |Target 017: 1.36e-06 |Target 018: 4.63e-06 |Target 019: 3.65e-06 +Target 020: 7.07e-07 |Target 021: 2.04e-06 |Target 022: 8.49e-07 |Target 023: 3.57e-06 |Target 024: 3.02e-06 + +==================== +Epoch #2034 | Time: 00d 09h 01m | LR: 1.56e-05 | Epoch time: 15.69 | Train loss: 5.61e-06 | Val loss: 2.09e-06 +Target 006 has maximum loss 4.91e-06; Target 010 has minimum loss 3.46e-07 +Target 000: 1.54e-06 |Target 001: 1.42e-06 |Target 002: 3.58e-07 |Target 003: 6.15e-07 |Target 004: 7.16e-07 +Target 005: 1.12e-06 |Target 006: 4.91e-06 |Target 007: 6.79e-07 |Target 008: 2.05e-06 |Target 009: 2.19e-06 +Target 010: 3.46e-07 |Target 011: 6.83e-07 |Target 012: 7.31e-07 |Target 013: 1.50e-06 |Target 014: 8.74e-07 +Target 015: 8.46e-07 |Target 016: 2.11e-06 |Target 017: 1.51e-06 |Target 018: 4.56e-06 |Target 019: 3.66e-06 +Target 020: 7.10e-07 |Target 021: 2.05e-06 |Target 022: 8.69e-07 |Target 023: 3.58e-06 |Target 024: 3.36e-06 + +==================== +Epoch #2035 | Time: 00d 09h 01m | LR: 1.56e-05 | Epoch time: 15.58 | Train loss: 5.62e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 5.34e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.56e-06 |Target 001: 1.05e-06 |Target 002: 3.54e-07 |Target 003: 6.18e-07 |Target 004: 6.71e-07 +Target 005: 1.01e-06 |Target 006: 5.34e-06 |Target 007: 6.78e-07 |Target 008: 2.05e-06 |Target 009: 2.19e-06 +Target 010: 3.47e-07 |Target 011: 6.85e-07 |Target 012: 7.20e-07 |Target 013: 1.41e-06 |Target 014: 8.69e-07 +Target 015: 8.45e-07 |Target 016: 2.09e-06 |Target 017: 1.49e-06 |Target 018: 4.55e-06 |Target 019: 3.64e-06 +Target 020: 7.13e-07 |Target 021: 2.07e-06 |Target 022: 8.51e-07 |Target 023: 3.56e-06 |Target 024: 3.20e-06 + +==================== +Epoch #2036 | Time: 00d 09h 02m | LR: 1.56e-05 | Epoch time: 15.60 | Train loss: 5.61e-06 | Val loss: 1.99e-06 +Target 018 has maximum loss 4.52e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.33e-06 |Target 001: 1.27e-06 |Target 002: 3.58e-07 |Target 003: 5.98e-07 |Target 004: 6.60e-07 +Target 005: 1.14e-06 |Target 006: 4.01e-06 |Target 007: 6.72e-07 |Target 008: 2.03e-06 |Target 009: 2.17e-06 +Target 010: 3.47e-07 |Target 011: 6.80e-07 |Target 012: 6.06e-07 |Target 013: 1.38e-06 |Target 014: 8.64e-07 +Target 015: 8.42e-07 |Target 016: 2.10e-06 |Target 017: 1.44e-06 |Target 018: 4.52e-06 |Target 019: 3.62e-06 +Target 020: 7.11e-07 |Target 021: 2.04e-06 |Target 022: 8.43e-07 |Target 023: 3.53e-06 |Target 024: 2.93e-06 + +==================== +Epoch #2037 | Time: 00d 09h 02m | LR: 1.56e-05 | Epoch time: 15.58 | Train loss: 5.61e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.55e-06; Target 010 has minimum loss 3.44e-07 +Target 000: 1.29e-06 |Target 001: 1.14e-06 |Target 002: 3.50e-07 |Target 003: 6.01e-07 |Target 004: 6.61e-07 +Target 005: 1.01e-06 |Target 006: 4.23e-06 |Target 007: 6.67e-07 |Target 008: 2.00e-06 |Target 009: 2.16e-06 +Target 010: 3.44e-07 |Target 011: 6.75e-07 |Target 012: 6.22e-07 |Target 013: 1.36e-06 |Target 014: 8.67e-07 +Target 015: 8.35e-07 |Target 016: 2.07e-06 |Target 017: 1.38e-06 |Target 018: 4.55e-06 |Target 019: 3.61e-06 +Target 020: 7.07e-07 |Target 021: 2.03e-06 |Target 022: 8.45e-07 |Target 023: 3.54e-06 |Target 024: 3.04e-06 + +==================== +Epoch #2038 | Time: 00d 09h 02m | LR: 1.56e-05 | Epoch time: 15.59 | Train loss: 5.59e-06 | Val loss: 2.08e-06 +Target 006 has maximum loss 5.78e-06; Target 002 has minimum loss 3.51e-07 +Target 000: 1.48e-06 |Target 001: 1.14e-06 |Target 002: 3.51e-07 |Target 003: 5.97e-07 |Target 004: 6.63e-07 +Target 005: 1.08e-06 |Target 006: 5.78e-06 |Target 007: 6.74e-07 |Target 008: 2.00e-06 |Target 009: 2.17e-06 +Target 010: 3.54e-07 |Target 011: 6.95e-07 |Target 012: 6.78e-07 |Target 013: 1.46e-06 |Target 014: 8.64e-07 +Target 015: 8.32e-07 |Target 016: 2.07e-06 |Target 017: 1.44e-06 |Target 018: 4.68e-06 |Target 019: 3.63e-06 +Target 020: 7.16e-07 |Target 021: 2.04e-06 |Target 022: 8.44e-07 |Target 023: 3.55e-06 |Target 024: 3.37e-06 + +==================== +Epoch #2039 | Time: 00d 09h 02m | LR: 1.56e-05 | Epoch time: 15.59 | Train loss: 5.60e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 5.17e-06; Target 002 has minimum loss 3.55e-07 +Target 000: 1.44e-06 |Target 001: 1.16e-06 |Target 002: 3.55e-07 |Target 003: 6.00e-07 |Target 004: 6.56e-07 +Target 005: 1.08e-06 |Target 006: 5.17e-06 |Target 007: 6.85e-07 |Target 008: 2.04e-06 |Target 009: 2.18e-06 +Target 010: 3.57e-07 |Target 011: 6.78e-07 |Target 012: 6.79e-07 |Target 013: 1.45e-06 |Target 014: 8.70e-07 +Target 015: 8.38e-07 |Target 016: 2.09e-06 |Target 017: 1.45e-06 |Target 018: 4.65e-06 |Target 019: 3.64e-06 +Target 020: 7.09e-07 |Target 021: 2.05e-06 |Target 022: 8.46e-07 |Target 023: 3.56e-06 |Target 024: 3.21e-06 + +==================== +Epoch #2040 | Time: 00d 09h 03m | LR: 1.56e-05 | Epoch time: 15.65 | Train loss: 5.60e-06 | Val loss: 2.01e-06 +Target 006 has maximum loss 4.96e-06; Target 002 has minimum loss 3.52e-07 +Target 000: 1.54e-06 |Target 001: 1.29e-06 |Target 002: 3.52e-07 |Target 003: 6.00e-07 |Target 004: 6.56e-07 +Target 005: 1.07e-06 |Target 006: 4.96e-06 |Target 007: 6.70e-07 |Target 008: 2.01e-06 |Target 009: 2.17e-06 +Target 010: 3.52e-07 |Target 011: 6.76e-07 |Target 012: 6.03e-07 |Target 013: 1.38e-06 |Target 014: 8.66e-07 +Target 015: 8.38e-07 |Target 016: 2.07e-06 |Target 017: 1.35e-06 |Target 018: 4.62e-06 |Target 019: 3.63e-06 +Target 020: 7.10e-07 |Target 021: 2.06e-06 |Target 022: 8.43e-07 |Target 023: 3.55e-06 |Target 024: 3.03e-06 + +==================== +Epoch #2041 | Time: 00d 09h 03m | LR: 1.56e-05 | Epoch time: 15.48 | Train loss: 5.60e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 4.99e-06; Target 010 has minimum loss 3.51e-07 +Target 000: 1.62e-06 |Target 001: 1.18e-06 |Target 002: 3.51e-07 |Target 003: 6.13e-07 |Target 004: 6.61e-07 +Target 005: 1.12e-06 |Target 006: 4.99e-06 |Target 007: 6.70e-07 |Target 008: 2.00e-06 |Target 009: 2.18e-06 +Target 010: 3.51e-07 |Target 011: 6.82e-07 |Target 012: 6.49e-07 |Target 013: 1.40e-06 |Target 014: 8.65e-07 +Target 015: 8.38e-07 |Target 016: 2.06e-06 |Target 017: 1.39e-06 |Target 018: 4.60e-06 |Target 019: 3.63e-06 +Target 020: 7.08e-07 |Target 021: 2.03e-06 |Target 022: 8.44e-07 |Target 023: 3.55e-06 |Target 024: 3.19e-06 + +==================== +Epoch #2042 | Time: 00d 09h 03m | LR: 1.56e-05 | Epoch time: 15.49 | Train loss: 5.60e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 5.10e-06; Target 010 has minimum loss 3.48e-07 +Target 000: 1.56e-06 |Target 001: 9.92e-07 |Target 002: 3.50e-07 |Target 003: 6.09e-07 |Target 004: 6.57e-07 +Target 005: 9.95e-07 |Target 006: 5.10e-06 |Target 007: 6.71e-07 |Target 008: 2.01e-06 |Target 009: 2.18e-06 +Target 010: 3.48e-07 |Target 011: 6.78e-07 |Target 012: 6.12e-07 |Target 013: 1.40e-06 |Target 014: 8.67e-07 +Target 015: 8.36e-07 |Target 016: 2.08e-06 |Target 017: 1.40e-06 |Target 018: 4.62e-06 |Target 019: 3.62e-06 +Target 020: 7.07e-07 |Target 021: 2.03e-06 |Target 022: 8.43e-07 |Target 023: 3.54e-06 |Target 024: 3.20e-06 + +==================== +Epoch #2043 | Time: 00d 09h 03m | LR: 1.56e-05 | Epoch time: 15.57 | Train loss: 5.60e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 5.00e-06; Target 010 has minimum loss 3.44e-07 +Target 000: 1.41e-06 |Target 001: 1.09e-06 |Target 002: 3.51e-07 |Target 003: 5.96e-07 |Target 004: 6.57e-07 +Target 005: 1.04e-06 |Target 006: 5.00e-06 |Target 007: 6.67e-07 |Target 008: 2.01e-06 |Target 009: 2.18e-06 +Target 010: 3.44e-07 |Target 011: 6.80e-07 |Target 012: 6.30e-07 |Target 013: 1.39e-06 |Target 014: 8.68e-07 +Target 015: 8.33e-07 |Target 016: 2.09e-06 |Target 017: 1.34e-06 |Target 018: 4.63e-06 |Target 019: 3.62e-06 +Target 020: 7.05e-07 |Target 021: 2.04e-06 |Target 022: 8.43e-07 |Target 023: 3.54e-06 |Target 024: 3.21e-06 + +==================== +Epoch #2044 | Time: 00d 09h 04m | LR: 1.56e-05 | Epoch time: 15.55 | Train loss: 5.59e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 4.97e-06; Target 010 has minimum loss 3.44e-07 +Target 000: 1.85e-06 |Target 001: 1.10e-06 |Target 002: 3.48e-07 |Target 003: 6.09e-07 |Target 004: 6.71e-07 +Target 005: 1.16e-06 |Target 006: 4.97e-06 |Target 007: 6.74e-07 |Target 008: 2.01e-06 |Target 009: 2.17e-06 +Target 010: 3.44e-07 |Target 011: 6.83e-07 |Target 012: 6.86e-07 |Target 013: 1.42e-06 |Target 014: 8.65e-07 +Target 015: 8.41e-07 |Target 016: 2.07e-06 |Target 017: 1.42e-06 |Target 018: 4.55e-06 |Target 019: 3.63e-06 +Target 020: 7.06e-07 |Target 021: 2.04e-06 |Target 022: 8.45e-07 |Target 023: 3.56e-06 |Target 024: 3.33e-06 + +==================== +Epoch #2045 | Time: 00d 09h 04m | LR: 1.56e-05 | Epoch time: 15.70 | Train loss: 5.62e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.55e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 1.37e-06 |Target 001: 1.22e-06 |Target 002: 3.59e-07 |Target 003: 6.10e-07 |Target 004: 6.61e-07 +Target 005: 1.26e-06 |Target 006: 3.92e-06 |Target 007: 7.28e-07 |Target 008: 2.04e-06 |Target 009: 2.20e-06 +Target 010: 3.56e-07 |Target 011: 6.84e-07 |Target 012: 6.46e-07 |Target 013: 1.40e-06 |Target 014: 8.82e-07 +Target 015: 8.45e-07 |Target 016: 2.11e-06 |Target 017: 1.46e-06 |Target 018: 4.55e-06 |Target 019: 3.65e-06 +Target 020: 7.23e-07 |Target 021: 2.05e-06 |Target 022: 8.58e-07 |Target 023: 3.58e-06 |Target 024: 3.08e-06 + +==================== +Epoch #2046 | Time: 00d 09h 04m | LR: 1.56e-05 | Epoch time: 15.46 | Train loss: 5.60e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.56e-06; Target 010 has minimum loss 3.56e-07 +Target 000: 1.37e-06 |Target 001: 1.58e-06 |Target 002: 3.59e-07 |Target 003: 6.17e-07 |Target 004: 6.64e-07 +Target 005: 1.04e-06 |Target 006: 4.10e-06 |Target 007: 6.84e-07 |Target 008: 2.03e-06 |Target 009: 2.20e-06 +Target 010: 3.56e-07 |Target 011: 6.84e-07 |Target 012: 6.04e-07 |Target 013: 1.37e-06 |Target 014: 8.68e-07 +Target 015: 8.36e-07 |Target 016: 2.07e-06 |Target 017: 1.34e-06 |Target 018: 4.56e-06 |Target 019: 3.64e-06 +Target 020: 7.02e-07 |Target 021: 2.05e-06 |Target 022: 8.51e-07 |Target 023: 3.59e-06 |Target 024: 2.95e-06 + +==================== +Epoch #2047 | Time: 00d 09h 04m | LR: 1.56e-05 | Epoch time: 15.63 | Train loss: 5.60e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.58e-06; Target 010 has minimum loss 3.49e-07 +Target 000: 1.40e-06 |Target 001: 1.51e-06 |Target 002: 3.54e-07 |Target 003: 6.27e-07 |Target 004: 6.58e-07 +Target 005: 1.11e-06 |Target 006: 4.49e-06 |Target 007: 6.69e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.49e-07 |Target 011: 6.95e-07 |Target 012: 6.00e-07 |Target 013: 1.37e-06 |Target 014: 8.75e-07 +Target 015: 8.41e-07 |Target 016: 2.09e-06 |Target 017: 1.37e-06 |Target 018: 4.58e-06 |Target 019: 3.65e-06 +Target 020: 7.10e-07 |Target 021: 2.04e-06 |Target 022: 8.48e-07 |Target 023: 3.56e-06 |Target 024: 3.02e-06 + +==================== +Epoch #2048 | Time: 00d 09h 05m | LR: 1.56e-05 | Epoch time: 15.71 | Train loss: 5.61e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.55e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.37e-06 |Target 001: 1.59e-06 |Target 002: 3.50e-07 |Target 003: 6.10e-07 |Target 004: 6.62e-07 +Target 005: 1.04e-06 |Target 006: 4.46e-06 |Target 007: 6.80e-07 |Target 008: 2.02e-06 |Target 009: 2.19e-06 +Target 010: 3.47e-07 |Target 011: 6.85e-07 |Target 012: 6.24e-07 |Target 013: 1.38e-06 |Target 014: 8.69e-07 +Target 015: 8.33e-07 |Target 016: 2.07e-06 |Target 017: 1.34e-06 |Target 018: 4.55e-06 |Target 019: 3.65e-06 +Target 020: 7.01e-07 |Target 021: 2.04e-06 |Target 022: 8.45e-07 |Target 023: 3.55e-06 |Target 024: 3.02e-06 + +==================== +Epoch #2049 | Time: 00d 09h 05m | LR: 1.56e-05 | Epoch time: 15.50 | Train loss: 5.60e-06 | Val loss: 1.99e-06 +Target 018 has maximum loss 4.57e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.54e-06 |Target 001: 1.07e-06 |Target 002: 3.54e-07 |Target 003: 6.04e-07 |Target 004: 6.61e-07 +Target 005: 1.03e-06 |Target 006: 4.23e-06 |Target 007: 6.93e-07 |Target 008: 2.03e-06 |Target 009: 2.18e-06 +Target 010: 3.47e-07 |Target 011: 6.88e-07 |Target 012: 5.96e-07 |Target 013: 1.38e-06 |Target 014: 8.69e-07 +Target 015: 8.46e-07 |Target 016: 2.11e-06 |Target 017: 1.35e-06 |Target 018: 4.57e-06 |Target 019: 3.64e-06 +Target 020: 7.11e-07 |Target 021: 2.05e-06 |Target 022: 8.45e-07 |Target 023: 3.55e-06 |Target 024: 2.93e-06 + +==================== +Epoch #2050 | Time: 00d 09h 05m | LR: 1.56e-05 | Epoch time: 15.59 | Train loss: 5.60e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.54e-06; Target 002 has minimum loss 3.64e-07 +Target 000: 1.56e-06 |Target 001: 1.00e-06 |Target 002: 3.64e-07 |Target 003: 6.25e-07 |Target 004: 6.79e-07 +Target 005: 1.19e-06 |Target 006: 4.24e-06 |Target 007: 6.96e-07 |Target 008: 2.02e-06 |Target 009: 2.17e-06 +Target 010: 3.75e-07 |Target 011: 6.82e-07 |Target 012: 6.23e-07 |Target 013: 1.38e-06 |Target 014: 8.68e-07 +Target 015: 8.57e-07 |Target 016: 2.08e-06 |Target 017: 1.39e-06 |Target 018: 4.54e-06 |Target 019: 3.65e-06 +Target 020: 7.06e-07 |Target 021: 2.05e-06 |Target 022: 8.51e-07 |Target 023: 3.56e-06 |Target 024: 3.10e-06 + +==================== +Epoch #2051 | Time: 00d 09h 06m | LR: 1.56e-05 | Epoch time: 15.49 | Train loss: 5.61e-06 | Val loss: 2.03e-06 +Target 006 has maximum loss 4.84e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.74e-06 |Target 001: 9.80e-07 |Target 002: 3.55e-07 |Target 003: 5.99e-07 |Target 004: 6.56e-07 +Target 005: 1.18e-06 |Target 006: 4.84e-06 |Target 007: 6.71e-07 |Target 008: 2.06e-06 |Target 009: 2.18e-06 +Target 010: 3.47e-07 |Target 011: 6.79e-07 |Target 012: 6.26e-07 |Target 013: 1.39e-06 |Target 014: 8.70e-07 +Target 015: 8.34e-07 |Target 016: 2.09e-06 |Target 017: 1.45e-06 |Target 018: 4.52e-06 |Target 019: 3.63e-06 +Target 020: 7.08e-07 |Target 021: 2.04e-06 |Target 022: 8.46e-07 |Target 023: 3.54e-06 |Target 024: 3.16e-06 + +==================== +Epoch #2052 | Time: 00d 09h 06m | LR: 1.56e-05 | Epoch time: 15.56 | Train loss: 5.60e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.51e-06; Target 002 has minimum loss 3.50e-07 +Target 000: 1.32e-06 |Target 001: 1.07e-06 |Target 002: 3.50e-07 |Target 003: 6.00e-07 |Target 004: 6.59e-07 +Target 005: 1.17e-06 |Target 006: 4.12e-06 |Target 007: 6.92e-07 |Target 008: 2.02e-06 |Target 009: 2.19e-06 +Target 010: 3.65e-07 |Target 011: 6.81e-07 |Target 012: 6.41e-07 |Target 013: 1.45e-06 |Target 014: 8.76e-07 +Target 015: 8.45e-07 |Target 016: 2.08e-06 |Target 017: 1.51e-06 |Target 018: 4.51e-06 |Target 019: 3.62e-06 +Target 020: 7.13e-07 |Target 021: 2.06e-06 |Target 022: 8.57e-07 |Target 023: 3.54e-06 |Target 024: 3.02e-06 + +==================== +Epoch #2053 | Time: 00d 09h 06m | LR: 1.56e-05 | Epoch time: 15.51 | Train loss: 5.60e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.52e-06; Target 010 has minimum loss 3.44e-07 +Target 000: 1.35e-06 |Target 001: 1.06e-06 |Target 002: 3.48e-07 |Target 003: 6.03e-07 |Target 004: 6.67e-07 +Target 005: 9.76e-07 |Target 006: 4.04e-06 |Target 007: 6.77e-07 |Target 008: 2.01e-06 |Target 009: 2.18e-06 +Target 010: 3.44e-07 |Target 011: 6.79e-07 |Target 012: 6.02e-07 |Target 013: 1.36e-06 |Target 014: 8.66e-07 +Target 015: 8.32e-07 |Target 016: 2.07e-06 |Target 017: 1.41e-06 |Target 018: 4.52e-06 |Target 019: 3.64e-06 +Target 020: 7.02e-07 |Target 021: 2.03e-06 |Target 022: 8.46e-07 |Target 023: 3.56e-06 |Target 024: 3.01e-06 + +==================== +Epoch #2054 | Time: 00d 09h 06m | LR: 1.56e-05 | Epoch time: 15.65 | Train loss: 5.60e-06 | Val loss: 2.07e-06 +Target 006 has maximum loss 5.42e-06; Target 010 has minimum loss 3.46e-07 +Target 000: 1.27e-06 |Target 001: 1.14e-06 |Target 002: 3.51e-07 |Target 003: 5.99e-07 |Target 004: 6.64e-07 +Target 005: 1.10e-06 |Target 006: 5.42e-06 |Target 007: 6.73e-07 |Target 008: 2.03e-06 |Target 009: 2.18e-06 +Target 010: 3.46e-07 |Target 011: 6.78e-07 |Target 012: 6.65e-07 |Target 013: 1.55e-06 |Target 014: 8.69e-07 +Target 015: 8.38e-07 |Target 016: 2.09e-06 |Target 017: 1.46e-06 |Target 018: 4.71e-06 |Target 019: 3.63e-06 +Target 020: 7.18e-07 |Target 021: 2.05e-06 |Target 022: 8.44e-07 |Target 023: 3.55e-06 |Target 024: 3.28e-06 + +==================== +Epoch #2055 | Time: 00d 09h 07m | LR: 1.56e-05 | Epoch time: 15.46 | Train loss: 5.60e-06 | Val loss: 2.03e-06 +Target 018 has maximum loss 4.57e-06; Target 002 has minimum loss 3.49e-07 +Target 000: 1.92e-06 |Target 001: 1.05e-06 |Target 002: 3.49e-07 |Target 003: 6.01e-07 |Target 004: 6.57e-07 +Target 005: 1.08e-06 |Target 006: 4.54e-06 |Target 007: 6.73e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.51e-07 |Target 011: 6.82e-07 |Target 012: 6.20e-07 |Target 013: 1.39e-06 |Target 014: 8.64e-07 +Target 015: 8.34e-07 |Target 016: 2.10e-06 |Target 017: 1.42e-06 |Target 018: 4.57e-06 |Target 019: 3.61e-06 +Target 020: 7.11e-07 |Target 021: 2.03e-06 |Target 022: 8.42e-07 |Target 023: 3.55e-06 |Target 024: 3.18e-06 + +==================== +Epoch #2056 | Time: 00d 09h 07m | LR: 1.56e-05 | Epoch time: 15.67 | Train loss: 5.60e-06 | Val loss: 2.01e-06 +Target 006 has maximum loss 4.58e-06; Target 010 has minimum loss 3.45e-07 +Target 000: 1.32e-06 |Target 001: 9.95e-07 |Target 002: 3.50e-07 |Target 003: 6.01e-07 |Target 004: 6.58e-07 +Target 005: 9.75e-07 |Target 006: 4.58e-06 |Target 007: 6.68e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.45e-07 |Target 011: 6.78e-07 |Target 012: 6.10e-07 |Target 013: 1.42e-06 |Target 014: 8.65e-07 +Target 015: 8.38e-07 |Target 016: 2.08e-06 |Target 017: 1.39e-06 |Target 018: 4.53e-06 |Target 019: 3.62e-06 +Target 020: 7.04e-07 |Target 021: 2.05e-06 |Target 022: 8.44e-07 |Target 023: 3.54e-06 |Target 024: 3.03e-06 + +==================== +Epoch #2057 | Time: 00d 09h 07m | LR: 1.56e-05 | Epoch time: 15.53 | Train loss: 5.61e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.57e-06; Target 010 has minimum loss 3.46e-07 +Target 000: 1.79e-06 |Target 001: 1.06e-06 |Target 002: 3.51e-07 |Target 003: 6.04e-07 |Target 004: 6.60e-07 +Target 005: 1.09e-06 |Target 006: 4.29e-06 |Target 007: 6.86e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.46e-07 |Target 011: 6.83e-07 |Target 012: 5.99e-07 |Target 013: 1.36e-06 |Target 014: 8.74e-07 +Target 015: 8.40e-07 |Target 016: 2.10e-06 |Target 017: 1.35e-06 |Target 018: 4.57e-06 |Target 019: 3.63e-06 +Target 020: 7.10e-07 |Target 021: 2.04e-06 |Target 022: 8.49e-07 |Target 023: 3.55e-06 |Target 024: 3.06e-06 + +==================== +Epoch #2058 | Time: 00d 09h 07m | LR: 1.56e-05 | Epoch time: 15.60 | Train loss: 5.59e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 4.71e-06; Target 010 has minimum loss 3.42e-07 +Target 000: 2.51e-06 |Target 001: 1.10e-06 |Target 002: 3.48e-07 |Target 003: 6.07e-07 |Target 004: 6.58e-07 +Target 005: 1.24e-06 |Target 006: 4.71e-06 |Target 007: 6.71e-07 |Target 008: 2.04e-06 |Target 009: 2.17e-06 +Target 010: 3.42e-07 |Target 011: 6.77e-07 |Target 012: 6.52e-07 |Target 013: 1.47e-06 |Target 014: 8.70e-07 +Target 015: 8.40e-07 |Target 016: 2.07e-06 |Target 017: 1.44e-06 |Target 018: 4.60e-06 |Target 019: 3.62e-06 +Target 020: 7.10e-07 |Target 021: 2.04e-06 |Target 022: 8.49e-07 |Target 023: 3.56e-06 |Target 024: 3.22e-06 + +==================== +Epoch #2059 | Time: 00d 09h 08m | LR: 1.56e-05 | Epoch time: 15.66 | Train loss: 5.60e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 4.87e-06; Target 010 has minimum loss 3.54e-07 +Target 000: 1.37e-06 |Target 001: 1.24e-06 |Target 002: 3.59e-07 |Target 003: 6.00e-07 |Target 004: 6.67e-07 +Target 005: 1.05e-06 |Target 006: 4.87e-06 |Target 007: 6.72e-07 |Target 008: 2.03e-06 |Target 009: 2.21e-06 +Target 010: 3.54e-07 |Target 011: 7.12e-07 |Target 012: 6.23e-07 |Target 013: 1.44e-06 |Target 014: 8.70e-07 +Target 015: 8.40e-07 |Target 016: 2.07e-06 |Target 017: 1.41e-06 |Target 018: 4.51e-06 |Target 019: 3.66e-06 +Target 020: 7.11e-07 |Target 021: 2.07e-06 |Target 022: 8.53e-07 |Target 023: 3.58e-06 |Target 024: 3.16e-06 + +==================== +Epoch #2060 | Time: 00d 09h 08m | LR: 1.56e-05 | Epoch time: 15.60 | Train loss: 5.60e-06 | Val loss: 1.99e-06 +Target 018 has maximum loss 4.54e-06; Target 002 has minimum loss 3.49e-07 +Target 000: 1.37e-06 |Target 001: 1.14e-06 |Target 002: 3.49e-07 |Target 003: 6.14e-07 |Target 004: 6.58e-07 +Target 005: 9.73e-07 |Target 006: 4.40e-06 |Target 007: 6.65e-07 |Target 008: 2.02e-06 |Target 009: 2.19e-06 +Target 010: 3.56e-07 |Target 011: 6.76e-07 |Target 012: 5.98e-07 |Target 013: 1.38e-06 |Target 014: 8.67e-07 +Target 015: 8.43e-07 |Target 016: 2.09e-06 |Target 017: 1.34e-06 |Target 018: 4.54e-06 |Target 019: 3.63e-06 +Target 020: 7.04e-07 |Target 021: 2.07e-06 |Target 022: 8.45e-07 |Target 023: 3.55e-06 |Target 024: 2.90e-06 + +==================== +Epoch #2061 | Time: 00d 09h 08m | LR: 1.56e-05 | Epoch time: 15.71 | Train loss: 5.60e-06 | Val loss: 1.99e-06 +Target 018 has maximum loss 4.52e-06; Target 010 has minimum loss 3.48e-07 +Target 000: 1.31e-06 |Target 001: 1.18e-06 |Target 002: 3.59e-07 |Target 003: 6.09e-07 |Target 004: 6.58e-07 +Target 005: 1.34e-06 |Target 006: 4.24e-06 |Target 007: 6.83e-07 |Target 008: 2.00e-06 |Target 009: 2.17e-06 +Target 010: 3.48e-07 |Target 011: 6.75e-07 |Target 012: 5.87e-07 |Target 013: 1.37e-06 |Target 014: 8.65e-07 +Target 015: 8.43e-07 |Target 016: 2.07e-06 |Target 017: 1.35e-06 |Target 018: 4.52e-06 |Target 019: 3.63e-06 +Target 020: 7.08e-07 |Target 021: 2.05e-06 |Target 022: 8.44e-07 |Target 023: 3.54e-06 |Target 024: 2.96e-06 + +==================== +Epoch #2062 | Time: 00d 09h 08m | LR: 1.56e-05 | Epoch time: 15.69 | Train loss: 5.60e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.58e-06; Target 010 has minimum loss 3.51e-07 +Target 000: 1.52e-06 |Target 001: 1.12e-06 |Target 002: 3.54e-07 |Target 003: 6.12e-07 |Target 004: 6.68e-07 +Target 005: 1.13e-06 |Target 006: 4.06e-06 |Target 007: 6.67e-07 |Target 008: 2.01e-06 |Target 009: 2.19e-06 +Target 010: 3.51e-07 |Target 011: 6.78e-07 |Target 012: 6.22e-07 |Target 013: 1.37e-06 |Target 014: 8.70e-07 +Target 015: 8.39e-07 |Target 016: 2.07e-06 |Target 017: 1.36e-06 |Target 018: 4.58e-06 |Target 019: 3.63e-06 +Target 020: 7.03e-07 |Target 021: 2.03e-06 |Target 022: 8.47e-07 |Target 023: 3.56e-06 |Target 024: 2.99e-06 + +==================== +Epoch #2063 | Time: 00d 09h 09m | LR: 1.56e-05 | Epoch time: 15.57 | Train loss: 5.59e-06 | Val loss: 2.00e-06 +Target 018 has maximum loss 4.54e-06; Target 010 has minimum loss 3.49e-07 +Target 000: 1.29e-06 |Target 001: 1.10e-06 |Target 002: 3.50e-07 |Target 003: 5.97e-07 |Target 004: 6.60e-07 +Target 005: 1.09e-06 |Target 006: 4.43e-06 |Target 007: 6.77e-07 |Target 008: 2.00e-06 |Target 009: 2.16e-06 +Target 010: 3.49e-07 |Target 011: 6.81e-07 |Target 012: 5.97e-07 |Target 013: 1.37e-06 |Target 014: 8.63e-07 +Target 015: 8.36e-07 |Target 016: 2.08e-06 |Target 017: 1.34e-06 |Target 018: 4.54e-06 |Target 019: 3.63e-06 +Target 020: 7.24e-07 |Target 021: 2.03e-06 |Target 022: 8.43e-07 |Target 023: 3.55e-06 |Target 024: 3.01e-06 + +==================== +Epoch #2064 | Time: 00d 09h 09m | LR: 1.56e-05 | Epoch time: 15.53 | Train loss: 5.60e-06 | Val loss: 2.02e-06 +Target 018 has maximum loss 4.57e-06; Target 010 has minimum loss 3.47e-07 +Target 000: 1.70e-06 |Target 001: 1.09e-06 |Target 002: 3.59e-07 |Target 003: 6.12e-07 |Target 004: 6.59e-07 +Target 005: 1.10e-06 |Target 006: 4.18e-06 |Target 007: 7.04e-07 |Target 008: 2.02e-06 |Target 009: 2.20e-06 +Target 010: 3.47e-07 |Target 011: 6.83e-07 |Target 012: 6.01e-07 |Target 013: 1.39e-06 |Target 014: 8.76e-07 +Target 015: 8.36e-07 |Target 016: 2.09e-06 |Target 017: 1.37e-06 |Target 018: 4.57e-06 |Target 019: 3.64e-06 +Target 020: 7.13e-07 |Target 021: 2.06e-06 |Target 022: 8.52e-07 |Target 023: 3.55e-06 |Target 024: 3.05e-06 + +==================== +Epoch #2065 | Time: 00d 09h 09m | LR: 1.56e-05 | Epoch time: 15.55 | Train loss: 5.60e-06 | Val loss: 2.02e-06 +Target 006 has maximum loss 4.87e-06; Target 010 has minimum loss 3.44e-07 +Target 000: 1.55e-06 |Target 001: 1.14e-06 |Target 002: 3.49e-07 |Target 003: 6.07e-07 |Target 004: 6.55e-07 +Target 005: 1.04e-06 |Target 006: 4.87e-06 |Target 007: 6.75e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.44e-07 |Target 011: 6.79e-07 |Target 012: 6.00e-07 |Target 013: 1.38e-06 |Target 014: 8.63e-07 +Target 015: 8.37e-07 |Target 016: 2.07e-06 |Target 017: 1.35e-06 |Target 018: 4.59e-06 |Target 019: 3.62e-06 +Target 020: 7.09e-07 |Target 021: 2.04e-06 |Target 022: 8.45e-07 |Target 023: 3.53e-06 |Target 024: 3.12e-06 + +==================== +Epoch #2066 | Time: 00d 09h 10m | LR: 1.56e-05 | Epoch time: 15.55 | Train loss: 5.61e-06 | Val loss: 2.06e-06 +Target 018 has maximum loss 4.58e-06; Target 010 has minimum loss 3.55e-07 +Target 000: 2.03e-06 |Target 001: 1.16e-06 |Target 002: 3.57e-07 |Target 003: 6.13e-07 |Target 004: 6.57e-07 +Target 005: 1.16e-06 |Target 006: 4.44e-06 |Target 007: 6.77e-07 |Target 008: 2.02e-06 |Target 009: 2.17e-06 +Target 010: 3.55e-07 |Target 011: 6.84e-07 |Target 012: 6.55e-07 |Target 013: 1.41e-06 |Target 014: 8.67e-07 +Target 015: 8.40e-07 |Target 016: 2.10e-06 |Target 017: 1.43e-06 |Target 018: 4.58e-06 |Target 019: 3.63e-06 +Target 020: 7.10e-07 |Target 021: 2.04e-06 |Target 022: 8.45e-07 |Target 023: 3.56e-06 |Target 024: 3.29e-06 + +==================== +Epoch #2067 | Time: 00d 09h 10m | LR: 1.56e-05 | Epoch time: 15.58 | Train loss: 5.59e-06 | Val loss: 2.04e-06 +Target 006 has maximum loss 4.64e-06; Target 010 has minimum loss 3.50e-07 +Target 000: 1.41e-06 |Target 001: 1.03e-06 |Target 002: 3.51e-07 |Target 003: 6.03e-07 |Target 004: 6.95e-07 +Target 005: 9.97e-07 |Target 006: 4.64e-06 |Target 007: 6.86e-07 |Target 008: 2.05e-06 |Target 009: 2.19e-06 +Target 010: 3.50e-07 |Target 011: 6.79e-07 |Target 012: 6.52e-07 |Target 013: 1.42e-06 |Target 014: 8.77e-07 +Target 015: 8.40e-07 |Target 016: 2.09e-06 |Target 017: 1.45e-06 |Target 018: 4.55e-06 |Target 019: 3.65e-06 +Target 020: 7.05e-07 |Target 021: 2.04e-06 |Target 022: 8.54e-07 |Target 023: 3.57e-06 |Target 024: 3.15e-06 + +==================== +Epoch #2068 | Time: 00d 09h 10m | LR: 1.56e-05 | Epoch time: 15.69 | Train loss: 5.59e-06 | Val loss: 2.06e-06 +Target 006 has maximum loss 4.87e-06; Target 010 has minimum loss 3.43e-07 +Target 000: 1.52e-06 |Target 001: 9.84e-07 |Target 002: 3.49e-07 |Target 003: 6.31e-07 |Target 004: 6.96e-07 +Target 005: 1.04e-06 |Target 006: 4.87e-06 |Target 007: 7.10e-07 |Target 008: 2.04e-06 |Target 009: 2.18e-06 +Target 010: 3.43e-07 |Target 011: 6.96e-07 |Target 012: 7.12e-07 |Target 013: 1.41e-06 |Target 014: 8.75e-07 +Target 015: 8.54e-07 |Target 016: 2.09e-06 |Target 017: 1.50e-06 |Target 018: 4.54e-06 |Target 019: 3.66e-06 +Target 020: 7.17e-07 |Target 021: 2.04e-06 |Target 022: 8.62e-07 |Target 023: 3.59e-06 |Target 024: 3.18e-06 + +==================== +Epoch #2069 | Time: 00d 09h 10m | LR: 7.81e-06 | Epoch time: 15.58 | Train loss: 5.59e-06 | Val loss: 2.01e-06 +Target 018 has maximum loss 4.54e-06; Target 010 has minimum loss 3.45e-07 +Target 000: 1.64e-06 |Target 001: 1.08e-06 |Target 002: 3.50e-07 |Target 003: 6.04e-07 |Target 004: 6.64e-07 +Target 005: 1.12e-06 |Target 006: 4.12e-06 |Target 007: 6.75e-07 |Target 008: 2.02e-06 |Target 009: 2.18e-06 +Target 010: 3.45e-07 |Target 011: 6.80e-07 |Target 012: 6.22e-07 |Target 013: 1.38e-06 |Target 014: 8.66e-07 +Target 015: 8.38e-07 |Target 016: 2.08e-06 |Target 017: 1.40e-06 |Target 018: 4.54e-06 |Target 019: 3.63e-06 +Target 020: 7.04e-07 |Target 021: 2.04e-06 |Target 022: 8.48e-07 |Target 023: 3.56e-06 |Target 024: 3.04e-06 + + +Training finished. + +------- Testing network on test set ------- +Using best model at epoch 2017 with val_loss 1.984801242616579e-06 +Testing... +Test finished, cost 1.23s. +Test loss: 1.3873e-05 +Test results saved to "test_result.h5". It can be analyzed using "deephe3-analyze.py". +Test report written to: "test_report.txt". diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/__pycache__/build_model.cpython-312.pyc b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/__pycache__/build_model.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..14715a12e7084da4dce25db43a65577231843b32 Binary files /dev/null and b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/__pycache__/build_model.cpython-312.pyc differ diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/build_model.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/build_model.py new file mode 100644 index 0000000000000000000000000000000000000000..c1e8d4231715893c3c512b1a7043563fd571178e --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/build_model.py @@ -0,0 +1,20 @@ +from deephe3_1 import Net +net = Net( + num_species=1, + irreps_embed_node='64x0e', + irreps_edge_init='64x0e', + irreps_sh='1x0e+1x1o+1x2e+1x3o+1x4e', + irreps_mid_node='64x0e+32x1o+16x2e+8x3o+8x4e', + irreps_post_node='64x0e+32x1o+16x2e+8x3o+8x4e', + irreps_out_node='1x0e', + irreps_mid_edge='64x0e+32x1o+16x2e+8x3o+8x4e', + irreps_post_edge='9x0e+12x1o+5x1e+4x2o+9x2e+4x3o+1x3e+1x4e', + irreps_out_edge='1x0e+1x0e+1x1o+1x1o+1x2e+1x0e+1x0e+1x1o+1x1o+1x2e+1x1o+1x1o+1x0e+1x1e+1x2e+1x0e+1x1e+1x2e+1x1o+1x2o+1x3o+1x1o+1x1o+1x0e+1x1e+1x2e+1x0e+1x1e+1x2e+1x1o+1x2o+1x3o+1x2e+1x2e+1x1o+1x2o+1x3o+1x1o+1x2o+1x3o+1x0e+1x1e+1x2e+1x3e+1x4e', + num_block=3, + r_max=7.4, + use_sc=True, + no_parity=False, + use_sbf=False, + only_ij=False, + if_sort_irreps=False +) diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/dataset_info.json b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/dataset_info.json new file mode 100644 index 0000000000000000000000000000000000000000..e77b6ba21d59d104e60e1a33c88a818ef61e9d60 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/dataset_info.json @@ -0,0 +1 @@ +{"spinful": false, "index_to_Z": [6], "orbital_types": [[0, 0, 1, 1, 2]]} \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/.gitignore b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..aa1269ed8d8ef6fdc0c52f84a0693aba514a6388 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/.gitignore @@ -0,0 +1,167 @@ +# Created by .ignore support plugin (hsz.mobi) +### Julia template +# Files generated by invoking Julia with --code-coverage +*.jl.cov +*.jl.*.cov + +# Files generated by invoking Julia with --track-allocation +*.jl.mem + +# System-specific files and directories generated by the BinaryProvider and BinDeps packages +# They contain absolute paths specific to the host computer, and so should not be committed +deps/deps.jl +deps/build.log +deps/downloads/ +deps/usr/ +deps/src/ + +# Build artifacts for creating documentation generated by the Documenter package +docs/build/ +docs/site/ + +# File generated by Pkg, the package manager, based on a corresponding Project.toml +# It records a fixed state of all packages used by the project. As such, it should not be +# committed for packages, but should be committed for applications that require a static +# environment. +Manifest.toml + +### Python template +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/__init__.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..dd413d78edeb6093978e19af2c18038e9d0284ac --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/__init__.py @@ -0,0 +1,8 @@ +from .data import AijData +from .graph import Collater, get_graph, load_orbital_types +from .model import Net +from .utils import LossRecord +from .e3modules import Rotate, e3TensorDecomp + +from .kernel import DeepHE3Kernel +from .analyzer 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b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/analyzer.py @@ -0,0 +1,285 @@ +import json +import re +import os +import time +import h5py +import numpy as np +import csv + +from .kernel import NetOutInfo, DeepHE3Kernel + +class testResultAnalyzer: + + def __init__(self, data_dir, output_dir): + + self.data_dir = data_dir + self.output_dir = output_dir + + self.kernel = DeepHE3Kernel() + self.kernel.load_config(train_config_path=os.path.join(data_dir, 'src/train.ini')) + # self.kernel.load_dataset_info(os.path.join(training_dir, 'src/dataset_info.json')) + # self.kernel.config_set_target() + # self.kernel.register_constructor() + self.kernel.net_out_info = NetOutInfo.from_json(os.path.join(data_dir, 'src')) + self.kernel.dataset_info = self.kernel.net_out_info.dataset_info + + self.dataset_info = self.kernel.dataset_info + + self.h5file = os.path.join(data_dir, 'test_result.h5') + + def view_structures(self, detailed=False): + with h5py.File(self.h5file, 'r') as f: + if detailed: + print(f.visit(lambda x: print(x))) + else: + for name in f: + print(name, end=' ') + print() + return 0 + + def error_plot(self, include=[], exclude=[], mode='mae'): + if mode not in ['mae', 'mse', 'rmse']: + print(f'Unknown mode: {mode}') + return 1 + + spinful = self.dataset_info.spinful + num_element = len(self.dataset_info.index_to_Z) + + error_info = {} + error_info['spinful'] = spinful + error_info['chem_symbols'] = [Z_to_chemsymbol(Z.item()) for Z in self.dataset_info.index_to_Z] + error_info['orbital_types'] = self.dataset_info.orbital_types + + with h5py.File(self.h5file, 'r') as f: + included = select_structures(list(f.keys()), include, exclude) + if len(included) == 0: + print('No structures included') + return 1 + + output_dir = os.path.join(self.output_dir, str(time.strftime(mode.upper() + '_' + '%Y-%m-%d_%H-%M-%S', time.localtime(time.time())))) + os.makedirs(output_dir, exist_ok=True) + print('Outputs will be saved under', output_dir) + + with open(os.path.join(output_dir, 'structures_included.txt'), 'w') as f1: + f1.write(' '.join(included)) + + errors = [[None for _ in range(num_element)] for _ in range(num_element)] + num_orbitals = [None for _ in range(num_element)] + + n = 0 + for s in included: + g = f[s] + + H_pred = np.array(g['H_pred']) + label = np.array(g['label']) + node_attr = np.array(g['node_attr']) + edge_index = np.array(g['edge_index']) + + # mask = np.array(g['mask']) + + error_pre = np.abs(H_pred - label) + if mode in ('mse', 'rmse'): + error_pre = np.power(error_pre, 2) + n += 1 + + for i in range(num_element): + for j in range(num_element): + i_j = np.array([i, j]) + selector = np.all(i_j[:, None] == node_attr[edge_index], axis=0) + error_pre_s = error_pre[selector] + error = np.mean(error_pre_s, axis=0) + # if mode == 'mae': + # error = np.mean(abs_error_s, axis=0) + # elif mode == 'mse': + # error = np.mean(np.power(abs_error_s, 2), axis=0) + # elif mode == 'maxe': + # error = np.max(abs_error_s, axis=0) + # else: + # raise ValueError() + + dummy_ix = np.where(selector)[0][0] + error = self.kernel.update_hopping({}, error[None, ...], node_attr, edge_index[:, dummy_ix, None], np.array([0]), debug=True)['0'] + # error = self.kernel.update_hopping({}, mask[None, dummy_ix, ...], node_attr, edge_index[:, dummy_ix, None], np.array([0]), debug=True)['0'] + if self.dataset_info.spinful: + error = error.real + + if errors[i][j] is None: + errors[i][j] = error + else: + errors[i][j] += error + + for i in range(num_element): + for j in range(num_element): + errors[i][j] /= n + if mode == 'rmse': + errors[i][j] = np.sqrt(errors[i][j]) + errors[i][j] *= 1000 # convert to meV + + summary_info = f'Summary of prediction error\nType: {mode}, unit: meV\n\n' + for i in range(num_element): + for j in range(num_element): + Z1 = Z_to_chemsymbol(self.dataset_info.index_to_Z[i].item()) + Z2 = Z_to_chemsymbol(self.dataset_info.index_to_Z[j].item()) + error = errors[i][j] + + summary_info += '\n'.join(('----------', + 'Atomic types: ' + Z1 + '-' + Z2, + 'Avg: ' + str(np.mean(error)), + 'Max: ' + str(np.amax(error)), + 'Min: ' + str(np.amin(error)), + '\n')) + + savepath = os.path.join(output_dir, f'{mode.upper()}_{Z1}-{Z2}') + save_error(savepath + '.csv', error) + + error_info.update(element_types=[[i], [j]], + errors=error.tolist()) + with open(os.path.join(output_dir, f'error_info_{i}_{j}.json'), 'w') as f: + json.dump(error_info, f) + + num_orbitals[i] = error.shape[0] // (1+spinful) + + # = combined error plot = + for i in range(num_element): + errors[i] = np.concatenate(errors[i], axis=1) + errors = np.concatenate(errors, axis=0) + + error_info.update(element_types=[list(range(num_element)) for _ in range(2)], + errors=errors.tolist()) + with open(os.path.join(output_dir, f'error_info_combined.json'), 'w') as f: + json.dump(error_info, f) + + savepath = os.path.join(output_dir, f'{mode.upper()}_Summary') + save_error(savepath + '.csv', errors) + + with open(os.path.join(output_dir, 'summary.txt'), 'w') as f: + f.write(summary_info) + print('Written summary to summary.txt') + + return 0 + + def error_analysis(self, include=[], exclude=[]): + with h5py.File(self.h5file, 'r') as f: + structures = list(f.keys()) + included = select_structures(structures, include, exclude) + if len(included) == 0: + print('No structures included') + return 1 + + total_mse, total_mae, n = 0, 0, 0 + for s in included: + g = f[s] + H_pred = np.array(g['H_pred']) + label = np.array(g['label']) + mask = np.array(g['mask']) + mse = maskmse(H_pred, label, mask) + mae = maskmae(H_pred, label, mask) + total_mse += mse + total_mae += mae + n += 1 + + print(f'MSE is {total_mse / n}') + print(f'MAE is {total_mae / n}') + + return 0 + + def get_hamiltonian(self, stru_name): + with h5py.File(self.h5file, 'r') as f: + if not stru_name in f: + print(f'Structure "{stru_name}" not found') + return 1 + output_dir = os.path.join(self.output_dir, stru_name) + os.makedirs(output_dir, exist_ok=True) + + g = f[stru_name] + # stru = g['structure'] + + # np.savetxt(os.path.join(output_dir, 'lat.dat'), np.transpose(stru['lat'])) + # np.savetxt(os.path.join(output_dir, 'element.dat'), stru['element'], fmt='%-3i') + # np.savetxt(os.path.join(output_dir, 'site_positions.dat'), np.transpose(stru['sites'])) + # np.savetxt(os.path.join(output_dir, 'rlat.dat'), 2*np.pi*np.linalg.inv(stru['lat'])) + + # with open(os.path.join(output_dir, 'orbital_types.dat'), 'w') as f: + # for i in g['node_attr']: + # f.write(' '.join(map(str, self.kernel.dataset_info.orbital_types[i]))) + # f.write('\n') + + # info = {"isspinful": self.kernel.dataset_info.spinful} + # with open(os.path.join(output_dir, 'info.json'), 'w') as f: + # json.dump(info, f) + + H_pred = np.array(g['H_pred']) + # label = np.array(g['label']) + node_attr = np.array(g['node_attr']) + edge_index = np.array(g['edge_index']) + edge_key = np.array(g['edge_key']) + + H_dict = self.kernel.update_hopping({}, H_pred, node_attr, edge_index, edge_key) + with h5py.File(os.path.join(output_dir, f'hamiltonians_pred.h5'), 'w') as f: + for k, v in H_dict.items(): + f[k] = v + + return 0 + +def select_structures(all_structures, include, exclude): + assert not (len(include) > 0 and len(exclude) > 0) + included = [] + if len(include) > 0: + for s in all_structures: + for inc in include: + if re.match(inc, s): + included.append(s) + else: + included = all_structures + if len(exclude) > 0: + for ix in range(len(included)-1, -1, -1): + for exc in exclude: + if re.match(exc, included[ix]): + included.pop(ix) + + print(f'Selected {len(included)} structures') + # assert len(included) > 0, 'No structures included' + + return included + +def maskmse(input, target, mask): + assert input.shape == target.shape == mask.shape + mse = np.power(np.abs(input - target), 2) + mse = mse[mask].mean() + return mse + +def maskmae(input, target, mask): + assert input.shape == target.shape == mask.shape + mae = np.abs(input - target) + mae = mae[mask].mean() + return mae + +with open(os.path.join(os.path.dirname(os.path.abspath(__file__)), 'process_data_tools/periodic_table.json'), 'r') as f: + elem = json.load(f) +def Z_to_chemsymbol(Z: int): + for k, v in elem.items(): + if v['Atomic no'] == Z: + return k + +def save_error(csv_file, error): + # savepath.csv, savepath.png, savepath.svg + + with open(csv_file, 'w', newline='') as f: + writer = csv.writer(f) + writer.writerow(('', *range(1, error.shape[1] + 1))) + for ix, row in enumerate(error): + writer.writerow((ix + 1, *row)) + print(f'Written error to csv file: {os.path.basename(csv_file)}') + + # https://www.matplotlib.org.cn/gallery/images_contours_and_fields/image_annotated_heatmap.html + +def line_outside_axes(ax, start, end, **kwargs): + # ref: + # https://stackoverflow.com/questions/47597534/how-to-add-horizontal-lines-as-annotations-outside-of-axes-in-matplotlib + # https://matplotlib.org/stable/tutorials/advanced/transforms_tutorial.html + # if ax.transData is passed into transform, then the axes will automatically extend to include the datapoints, so we must use ax.transAxes instead + kwargs.update(clip_on=False) + transfunc = lambda x: ax.transAxes.inverted().transform(ax.transData.transform(x)) + ax.plot(*transfunc((start, end)).T, transform=ax.transAxes, **kwargs) + # clip_on=False, color='black', linewidth=1) + \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/data.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/data.py new file mode 100644 index 0000000000000000000000000000000000000000..caf018e9cb9f71f9436c6ea8a70a52a81e4c9937 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/data.py @@ -0,0 +1,296 @@ +from typing import Union, Dict, Tuple, List +import os +import time +import tqdm + +from pymatgen.core.structure import Structure +import numpy as np +import torch +from torch_geometric.data import InMemoryDataset +from pathos.multiprocessing import ProcessingPool as Pool + +from .graph import get_graph, load_orbital_types +from .utils import process_targets +from .e3modules import e3TensorDecomp + +class AijData(InMemoryDataset): + def __init__(self, raw_data_dir: str, graph_dir: str, target: str, + dataset_name : str, multiprocessing: bool, radius: float, max_num_nbr: int, edge_Aij: bool, + default_dtype_torch, nums: int = None, inference:bool = False, only_ij: bool = False, load_graph=True): + """ + :param raw_data_dir: 原始数据目录, 允许存在嵌套 +when interface == 'h5', +raw_data_dir +├── 00 +│ ├──s.h5 +│ ├──element.dat +│ ├──orbital_types.dat +│ ├──site_positions.dat +│ ├──lat.dat +│ └──info.json +├── 01 +│ ├──s.h5 +│ ├──element.dat +│ ├──orbital_types.dat +│ ├──site_positions.dat +│ ├──lat.dat +│ └──info.json +├── 02 +│ ├──s.h5 +│ ├──element.dat +│ ├──orbital_types.dat +│ ├──site_positions.dat +│ ├──lat.dat +│ └──info.json +├── ... + :param graph_dir: 存储图的目录 + :param multiprocessing: 多进程生成图 + :param radius: 生成图的截止半径 + :param max_num_nbr: 生成图限制最大近邻数, 为 0 时不限制 + :param edge_Aij: 图的边是否一一对应 Aij, 如果是为 False 则存在两套图的连接, 一套用于节点更新, 一套用于记录 Aij + :param default_dtype_torch: 浮点数数据类型 + """ + self.raw_data_dir = raw_data_dir + assert dataset_name.find('-') == -1, '"-" can not be included in the dataset name' + create_from_DFT = radius < 0 + radius_info = 'rFromDFT' if create_from_DFT else f'{radius}r{max_num_nbr}mn' + if target == 'hamiltonian': + graph_file_name = f'HGraph-{dataset_name}-{radius_info}-edge{"" if edge_Aij else "!"}=Aij{"-undrct" if only_ij else ""}.pkl' # undrct = undirected + elif target == 'density_matrix': + graph_file_name = f'DMGraph-{dataset_name}-{radius_info}-{edge_Aij}edge{"-undrct" if only_ij else ""}.pkl' + else: + raise ValueError('Unknown prediction target: {}'.format(target)) + self.data_file = os.path.join(graph_dir, graph_file_name) + os.makedirs(graph_dir, exist_ok=True) + self.data, self.slices = None, None + self.target = target + self.target_file_name = 'overlaps.h5' if inference else f'{self.target}s.h5' + self.dataset_name = dataset_name + self.multiprocessing = multiprocessing + self.radius = radius + self.max_num_nbr = max_num_nbr + self.create_from_DFT = create_from_DFT + self.edge_Aij = edge_Aij + self.default_dtype_torch = default_dtype_torch + + self.nums = nums + self.inference = inference + self.only_ij = only_ij + self.transform = None + self.__indices__ = None + self.__data_list__ = None + self._indices = None + self._data_list = None + + print(f'Graph data file: {graph_file_name}') + if os.path.exists(self.data_file): + print('Use existing graph data file') + else: + assert raw_data_dir, 'Required graph does not exist, or graph filename cannot be correctly identified' + print('Process new data file......') + self.process() + if load_graph: + begin = time.time() + loaded_data = torch.load(self.data_file) + self.data, self.slices, self.info = loaded_data + print(f'Finish loading the processed {len(self)} structures (spinful: {self.info["spinful"]}, ' + f'the number of atomic types: {len(self.info["index_to_Z"])}), cost {time.time() - begin:.2f} seconds') + + @classmethod + def from_existing_graph(cls, existing_graph_dir, default_dtype_torch): + assert os.path.isfile(existing_graph_dir), f'Required graph {existing_graph_dir} does not exist' + save_graph_dir = os.path.dirname(existing_graph_dir) + existing_graph_dir = os.path.basename(existing_graph_dir) + assert existing_graph_dir[-4:] == '.pkl', 'graph filename extension should be .pkl' + options = existing_graph_dir.rstrip('.pkl').split('-') + if options[0][0] == 'H': + target = 'hamiltonian' + elif options[0][0:2] == 'DM': + target = 'density_matrix' + else: + raise ValueError(f'Cannot identify graph file {existing_graph_dir}') + dataset_name = options[1] + if options[2] == 'rFromDFT': + cutoff_radius = -1 + else: + cutoff_radius = float(options[2].split('r')[0]) + only_ij = options[-1] == 'undrct' + return cls( + raw_data_dir=None, + graph_dir=save_graph_dir, + target=target, + dataset_name=dataset_name, + multiprocessing=False, + radius=cutoff_radius, + max_num_nbr=0, #todo + edge_Aij=True, #todo + default_dtype_torch=default_dtype_torch, + only_ij=only_ij, + ) + + def process_worker(self, folder, **kwargs): + stru_id = os.path.split(folder)[-1] + + + site_positions = np.loadtxt(os.path.join(folder, 'site_positions.dat')).T + elements = np.loadtxt(os.path.join(folder, 'element.dat')) + if len(elements.shape) == 0: + elements = elements[None] + site_positions = site_positions[None, :] + structure = Structure(np.loadtxt(os.path.join(folder, 'lat.dat')).T, + elements, + site_positions, + coords_are_cartesian=True, + to_unit_cell=False) + + cart_coords = torch.tensor(structure.cart_coords, dtype=self.default_dtype_torch) + frac_coords = torch.tensor(structure.frac_coords, dtype=self.default_dtype_torch) + numbers = torch.tensor(structure.atomic_numbers) + structure.lattice.matrix.setflags(write=True) + lattice = torch.tensor(structure.lattice.matrix, dtype=self.default_dtype_torch) + return get_graph(cart_coords, frac_coords, numbers, stru_id, r=self.radius, max_num_nbr=self.max_num_nbr, + edge_Aij=self.edge_Aij, lattice=lattice, default_dtype_torch=self.default_dtype_torch, + data_folder=folder, target_file_name=self.target_file_name, inference=self.inference, + only_ij=self.only_ij, create_from_DFT=self.create_from_DFT, **kwargs) + + def process(self): + begin = time.time() + folder_list = [] + print(f'Looking for preprocessed data under: {self.raw_data_dir}') + for root, dirs, files in os.walk(self.raw_data_dir): + if {'element.dat', 'orbital_types.dat', 'lat.dat', 'site_positions.dat'}.issubset(files): + if self.target_file_name in files: + folder_list.append(root) + folder_list = folder_list[: self.nums] + assert len(folder_list) != 0, "Can not find any structure" + print('Found %d structures, have cost %d seconds' % (len(folder_list), time.time() - begin)) + + begin = time.time() + if self.multiprocessing: + print('Use multiprocessing') + with Pool() as pool: + data_list = list(tqdm.tqdm(pool.imap(self.process_worker, folder_list), total=len(folder_list))) + else: + data_list = [self.process_worker(folder) for folder in tqdm.tqdm(folder_list)] + print('Finish processing %d structures, have cost %d seconds' % (len(data_list), time.time() - begin)) + index_to_Z, Z_to_index = self.element_statistics(data_list) + + spinful = data_list[0].spinful + for d in data_list: + assert spinful == d.spinful + + _, orbital_types = load_orbital_types(path=os.path.join(folder_list[0], 'orbital_types.dat'), + return_orbital_types=True) + elements = np.loadtxt(os.path.join(folder_list[0], 'element.dat')) + orbital_types_new = [] + for i in range(len(index_to_Z)): + orbital_types_new.append(orbital_types[np.where(elements == index_to_Z[i].numpy())[0][0]]) + #TODO 数据集包含不同元素 + + begin = time.time() + data, slices = self.collate(data_list) + torch.save((data, slices, dict(spinful=spinful, index_to_Z=index_to_Z, Z_to_index=Z_to_index, orbital_types=orbital_types_new)), self.data_file) + print('Finished saving %d structures to save_graph_dir, have cost %d seconds' % (len(data_list), time.time() - begin)) + + def element_statistics(self, data_list): + # TODO 没有处理数据集包括不同元素组成的情况 + index_to_Z, inverse_indices = torch.unique(data_list[0].x, sorted=True, return_inverse=True) + Z_to_index = torch.full((100,), -1, dtype=torch.int64) + Z_to_index[index_to_Z] = torch.arange(len(index_to_Z)) + + for data in data_list: + data.x = Z_to_index[data.x] + + return index_to_Z, Z_to_index + + def set_mask(self, targets, del_Aij=True, convert_to_net=False): + begin = time.time() + print("\nSetting mask for dataset...") + + spinful = self.info['spinful'] + + dtype = torch.get_default_dtype() + if spinful: + if dtype == torch.float32: + dtype = torch.complex64 + elif dtype == torch.float64: + dtype = torch.complex128 + else: + raise ValueError(f'Unsupported dtype: {dtype}') + + equivariant_blocks, out_js_list, out_slices = process_targets(self.info['orbital_types'], self.info["index_to_Z"], targets) + if convert_to_net: + construct_kernel = e3TensorDecomp(None, out_js_list, torch.get_default_dtype(), spinful=spinful, if_sort=True) # todo: dtype + + atom_num_orbital = [sum(map(lambda x: 2 * x + 1,atom_orbital_types)) for atom_orbital_types in self.info['orbital_types']] + + data_list_mask = [] + for data in self: + assert data.spinful == spinful + if data.Aij is not None: + if not torch.all(data.Aij_mask): + raise NotImplementedError("Not yet have support for graph radius including Aij without calculation") + + # label of each edge is a vector which is each target H block flattened and concatenated + if spinful: + label = torch.zeros(data.num_edges, 4, out_slices[-1], dtype=dtype) + mask = torch.zeros(data.num_edges, 4, out_slices[-1], dtype=torch.int8) + else: + label = torch.zeros(data.num_edges, out_slices[-1], dtype=dtype) + mask = torch.zeros(data.num_edges, out_slices[-1], dtype=torch.int8) + + atomic_number_edge_i = data.x[data.edge_index[0]] + atomic_number_edge_j = data.x[data.edge_index[1]] + + for index_out, equivariant_block in enumerate(equivariant_blocks): + for N_M_str, block_slice in equivariant_block.items(): + condition_atomic_number_i, condition_atomic_number_j = map(lambda x: self.info["Z_to_index"][int(x)], N_M_str.split()) + condition_slice_i = slice(block_slice[0], block_slice[1]) + condition_slice_j = slice(block_slice[2], block_slice[3]) + if spinful: + condition_slice_i_ds = slice(atom_num_orbital[condition_atomic_number_i] + block_slice[0], + atom_num_orbital[condition_atomic_number_i] + block_slice[1]) # ds = down spin + condition_slice_j_ds = slice(atom_num_orbital[condition_atomic_number_j] + block_slice[2], + atom_num_orbital[condition_atomic_number_j] + block_slice[3]) + if data.Aij is not None: + out_slice = slice(out_slices[index_out], out_slices[index_out + 1]) + condition_index = torch.where( + (atomic_number_edge_i == condition_atomic_number_i) + & (atomic_number_edge_j == condition_atomic_number_j) + ) + if spinful: + # noncollinear spin block order: + # 0(uu) 1(ud) + # 2(du) 3(dd) + label[condition_index[0], 0, out_slice] += data.Aij[:, condition_slice_i, condition_slice_j].reshape(data.num_edges, -1)[condition_index] + label[condition_index[0], 1, out_slice] += data.Aij[:, condition_slice_i, condition_slice_j_ds].reshape(data.num_edges, -1)[condition_index] + label[condition_index[0], 2, out_slice] += data.Aij[:, condition_slice_i_ds, condition_slice_j].reshape(data.num_edges, -1)[condition_index] + label[condition_index[0], 3, out_slice] += data.Aij[:, condition_slice_i_ds, condition_slice_j_ds].reshape(data.num_edges, -1)[condition_index] + mask[condition_index[0], :, out_slice] += 1 + else: + label[condition_index[0], out_slice] += data.Aij[:, condition_slice_i, condition_slice_j].reshape(data.num_edges, -1)[condition_index] + mask[condition_index[0], out_slice] += 1 + if del_Aij: + del data.Aij_mask + if data.Aij is not None: + if convert_to_net: + label = construct_kernel.get_net_out(label) + data.label = label + assert torch.all((mask == 1) | (mask == 0)), 'Some blocks are required to predict multiple times' + mask = mask.bool() + if spinful and convert_to_net: + mask = construct_kernel.convert_mask(mask) + data.mask = mask + if del_Aij: + del data.Aij + data_list_mask.append(data) + + self.__indices__ = None + self.__data_list__ = None + self._indices = None + self._data_list = None + data, slices = self.collate(data_list_mask) + self.data, self.slices = data, slices + print(f"Finished setting mask for dataset, cost {time.time() - begin:.2f} seconds") + + return out_js_list, out_slices \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/default_configs/base_default.ini b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/default_configs/base_default.ini new file mode 100644 index 0000000000000000000000000000000000000000..68ea13acbd103768e2e3c2d529cbf6db78584611 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/default_configs/base_default.ini @@ -0,0 +1,38 @@ +; DO NOT MODIFY THIS CONFIG FILE HERE! +; This is the default config file. If you want to create your own config, please first create a copy at somewhere else. + +[basic] +device = cpu +dtype = float + +[data] + +; There are three methods to load DeepH-E3 data. +; 1. Fill in graph_dir and leave all other parameters blank. +; An existing graph will be loaded. +; 2. Fill in processed_data_dir, save_graph_dir, dataset_name. +; A new graph will be created from preprocessed data under processed_data_dir and saved under save_graph_dir. +; This graph will be readily loaded. +; 3. Fill in DFT_data_dir, processed_data_dir, save_graph_dir, dataset_name. +; First DFT data will be preprocessed and saved under processed_data_dir. +; Then a new graph will be created using those preprocessed data, and saved under save_graph_dir. +; Finally this new graph will be loaded. + +; graph_dir string Directory of preprocessed graph data xxxx.pkl +; processed_data_dir string Directory containing preprocessed structure data. Should contain elements.dat, info.json, +; lat.dat, orbital_types.dat, rlat.dat, site_positions.dat and hamiltonians.h5 +; DFT_data_dir string Directory containing DFT calculated structure folders. Each structure folder should contain +; openmx.scfout with openmx.out concatenated to its end. +; save_graph_dir string Directory for saving graph data (method 2, 3). +; target_data string Only support 'hamiltonian' now +; dataset_name string Custom name for your dataset +; get_overlap boolean Whether to get overlap matrix (for band structure calculation) from +; openmx data when processing + +graph_dir = +DFT_data_dir = +processed_data_dir = +save_graph_dir = +target_data = hamiltonian +dataset_name = +get_overlap = False diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/default_configs/eval_default.ini b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/default_configs/eval_default.ini new file mode 100644 index 0000000000000000000000000000000000000000..777099f61e56f59b5b0dff4ffe993b0c3a451ba4 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/default_configs/eval_default.ini @@ -0,0 +1,57 @@ +; DO NOT MODIFY THIS CONFIG FILE HERE! +; This is the default config file. If you want to create your own config, please first create a copy at somewhere else. + +[basic] + +; device string Device on which model will be trained (cpu or cuda) +; dtype string Data type of floating point numbers used during training (float or double) +; trained_model_dir string Directory containing all the trained models that will be used to get predicted hamiltonians_pred.h5 +; output_dir string All the output will be stored to: //hamiltonians_pred.h5 +; A little trick: you can set output_dir to be the same with processed_data_dir so that +; hamiltonians_pred.h5 will be exactly stored into the folder with processed structure information. +; target string Only support "hamiltonian" now +; inference bool If set to True, then overlaps.h5 will be used to generate graph data, instead of using hamiltonians.h5. +; If set to False, test result will be generated under save_dir and can be analyzed using testResultAnalyzer. +; test_only bool If set to True, then hamiltonians_pred.h5 will not be written. Can only be used when inference=False. + +device = cpu +dtype = float +trained_model_dir = +output_dir = +target = hamiltonian +inference = True +test_only = False + +[data] + +; You still have to process the data into a graph first before you can evaluate your models on them. + +; There are three methods to load DeepH-E3 data. +; 1. Fill in graph_dir and leave all other parameters blank. +; An existing graph will be loaded. +; 2. Fill in processed_data_dir, save_graph_dir, dataset_name. +; A new graph will be created from preprocessed data under processed_data_dir and saved under save_graph_dir. +; This graph will be readily loaded. +; 3. Fill in DFT_data_dir, processed_data_dir, save_graph_dir, dataset_name. +; First DFT data will be preprocessed and saved under processed_data_dir. +; Then a new graph will be created using those preprocessed data, and saved under save_graph_dir. +; Finally this new graph will be loaded. + +; graph_dir string Directory of preprocessed graph data xxxx.pkl +; processed_data_dir string Directory containing preprocessed structure data. Should contain elements.dat, info.json, +; lat.dat, orbital_types.dat, rlat.dat, site_positions.dat and hamiltonians.h5 +; DFT_data_dir string Directory containing DFT calculated structure folders. Each structure folder should contain +; openmx.scfout with openmx.out concatenated to its end. +; save_graph_dir string Directory for saving graph data (method 2, 3). +; target_data string Only support 'hamiltonian' now +; dataset_name string Custom name for your dataset +; get_overlap boolean Whether to get overlap matrix (for band structure calculation) from +; openmx data when processing + +graph_dir = +DFT_data_dir = +processed_data_dir = +save_graph_dir = +target_data = hamiltonian +dataset_name = +get_overlap = True diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/default_configs/train_default.ini b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/default_configs/train_default.ini new file mode 100644 index 0000000000000000000000000000000000000000..694bc2039ae69c2a0a08ffbed66b5a297b5cecc0 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/default_configs/train_default.ini @@ -0,0 +1,211 @@ +; DO NOT MODIFY THIS CONFIG FILE HERE! +; This is the default config file. If you want to create your own config, please first create a copy at somewhere else. + +[basic] + +; device string Device on which model will be trained (cpu or cuda) +; dtype string Data type of floating point numbers used during training (float or double) +; save_dir string Directory under which training result will be saved +; additional_folder_name string The folder containing train result will be named +; "yyyy-mm-dd_hh-mm-ss_" +; simplified_output boolean If set to True, detailed loss of each single target will not be printed to stdout, +; but you can still find them in tensorboard +; seed int Random seed to be used during training +; checkpoint_dir string Path pointing to model.pkl or best_model.pkl under the directory where +; result of some previous training is saved. +; All settings in sections [hyperparameters], [target], [network] +; will be overwritten by the config in checkpoint. +; Leave empty to start new training. +; use_new_hypp bool Only effective if starting from checkpoint. If True, then hyperparameters will not +; be overwritten by the config in checkpoint. + +device = cpu +dtype = float +save_dir = +additional_folder_name = +simplified_output = True +seed = 42 +checkpoint_dir = +use_new_hypp = True + + +[data] + +; There are three methods to load DeepH-E3 data. +; 1. Fill in graph_dir and leave all other parameters blank. +; An existing graph will be loaded. +; 2. Fill in processed_data_dir, save_graph_dir, dataset_name. +; A new graph will be created from preprocessed data under processed_data_dir and saved under save_graph_dir. +; This graph will be readily loaded. +; 3. Fill in DFT_data_dir, processed_data_dir, save_graph_dir, dataset_name. +; First DFT data will be preprocessed and saved under processed_data_dir. +; Then a new graph will be created using those preprocessed data, and saved under save_graph_dir. +; Finally this new graph will be loaded. + +; graph_dir string Directory of preprocessed graph data xxxx.pkl +; processed_data_dir string Directory containing preprocessed structure data. Should contain elements.dat, info.json, +; lat.dat, orbital_types.dat, rlat.dat, site_positions.dat and hamiltonians.h5 +; DFT_data_dir string Directory containing DFT calculated structure folders. Each structure folder should contain +; openmx.scfout with openmx.out concatenated to its end. +; save_graph_dir string Directory for saving graph data (method 2, 3). +; target_data string Only support 'hamiltonian' now +; dataset_name string Custom name for your dataset +; get_overlap boolean Whether to get overlap matrix (for band structure calculation) from +; openmx data when processing + +graph_dir = +DFT_data_dir = +processed_data_dir = +save_graph_dir = +target_data = hamiltonian +dataset_name = +get_overlap = False + + +[train] + +; num_epoch int Maximum number of training epochs +; batch_size int Batch size +; extra_validation string Specify the names of structures to select them into the validation set +; and test set. example: ['t-2-1', 't-3-2'] +; extra_val_test_only boolean If True, then the seleted structures will only appear in test set, +; not in validation set. + +; train_ratio float Ratio of structures among all that will be used for training +; val_ratio float Ratio of strucutres among all that will be used for validation +; test_ratio float (test set not implemented yet) + +; train_size int Overrides train_ratio if a positive integer is provided +; val_size int Overrides val_ratio if a positive integer is provided +; test_size int Overrides test_ratio if a non-negative integer is provided + +; min_lr float When learning rate decays lower than min_lr, training will be stopped. +; set to -1 to disable this. + +num_epoch = 3000 +batch_size = 1 +extra_validation = [] +extra_val_test_only = True + +train_ratio = 0.67 +val_ratio = 0.33 +test_ratio = 0 + +train_size = -1 +val_size = -1 +test_size = -1 + +min_lr = 3e-5 + + +[hyperparameters] + +; learning_rate float Initial learning rate +; Adam_betas string Will be pased as a two-element tuple as betas used by Adam optimizer + +; scheduler_type int 0 - no scheduler; +; 1 - ReduceLrOnPlateau https://pytorch.org/docs/stable/generated/torch.optim.lr_scheduler.ReduceLROnPlateau.html +; 2 - Slippery slope scheduler: for example, (start=1400, interval=200, +; decay_rate=0.5) will decay LR at step 1400 by 0.5 and then decay by 0.5 +; every 200 steps. +; scheduler_params string Will be parsed as a python dict object and passed as keyword arguments +; to ReduceLROnPlateau or SlipSlopLR. +; + +; revert_decay_patience int +; revert_decay_rate float +; Sometimes loss will suddenly go up during training and decreases very slowly. +; When validation loss has been more than 2 times of best loss for more than +; epochs, the model will be reverted to the heretofore best model +; and learning rate will decay by a factor of . + +learning_rate = 0.002 +Adam_betas = (0.9, 0.999) + +scheduler_type = 1 +scheduler_params = (factor=0.5, cooldown=40, patience=120, threshold=0.05, verbose=True) + +revert_decay_patience = 20 +revert_decay_rate = 0.8 + + +[target] + +; target string Only hamiltonian is supported now +; target_blocks_type string choices: (all, diag, off-diag, specify) +; all: train all matrix blocks of hopping in one model +; diag: only train diagonal blocks +; off-diag: only train off-diagonal blocks +; specify: specify the matrix blocks to be trained by hand +; target_blocks string This will only take effect when target_blocks_type=specify. +; See explanations at the end of this config +; selected_element_pairs string Train only on hoppings between element pairs specified here. +; Will have no effect if target_blocks_type=specify. +; example: ['42 42', '16 16'] +; Under this example, only hoppings between Mo-Mo and S-S will be trained. +; convert_net_out boolean Please set to False. Option True is still under development. + + +target = hamiltonian +target_blocks_type = all +target_blocks = +selected_element_pairs = +convert_net_out = False + + +[network] + +; cutoff_radius float Cutoff radius of Gaussian basis for edge-length encoding, in Angstrom +; only_ij boolean Please set to False. Option True is still under development. +; spherical_harmonics_lmax int Maximum angular momentum quantum number used in spherical harmonics. Cannot be +; used simultaneously with spherical_basis_irreps. +; spherical_basis_irreps string Irreps used for spherical basis function. Cannot be used simultaneously with +; spherical_harmonics_lmax. +; irreps_embed string Irreps used for node- and edge-embedding, should only contain 0e +; irreps_mid string Irreps of edge and node features in intermediate layers +; num_blocks string Number of message passing blocks + +cutoff_radius = 7.2 +only_ij = False +spherical_harmonics_lmax = 4 +spherical_basis_irreps = +irreps_embed = 64x0e +irreps_mid = 64x0e+32x1o+16x2e+8x3o+8x4e +num_blocks = 3 +ignore_parity = False + +; Below are more advanced settings of the irreps used in the network. +; Usually these can simply be left blank, we will automatically generate the appropriate settings for you. + +irreps_embed_node = +irreps_edge_init = +irreps_mid_node = +irreps_post_node = +irreps_out_node = +irreps_mid_edge = +; The best irreps for below will be automatically generated. +; Adjusting according to your own will might cause errors. +irreps_post_edge = +out_irreps = + + + +; ============================= +; +; Explanation of target_blocks +; +; For example, the compound MoS2 has two types of elements: Mo(42) and S(16). The orbital types of Mo and S are [0, 0, 0, 1, 1, 2, 2] and [0, 0, 1, 1, 2] respectively (this can be found in orbital_types.dat in processed structure folder). This means, The number of atomic orbitals for Molybdenum is 7, containing three S orbitals, two P orbitals and two D orbitals. Similar for the element Sulphur. +; +; Suppse we set target_blocks to +; [{"42 42": [3, 5]}] +; This means, when the net sees a hopping matrix between Mo and Mo, it only takes out the hopping between the orbital of Mo which has index 3 (i.e. the first P orbital) and the orbital of Mo which has index 5 (i.e. the first D orbital). The predicted matrix size is thus (2x1+1)x(2x2+1) = 3x5. Other types of hopping (e.g. Mo-S, S-Mo, S-S) are not trained. +; +; If the target is set to be +; [{"42 42": [3, 5], "42 16": [3, 4], "16 42": [2, 5], "16 16": [2, 4]}] +; Then 4 types of hopping are trained together. Specifically, these are: hopping from 1st P orbital of Mo to 1st D orbital of Mo, 1st P orbital of Mo to 1st D orbital of S, 1st P orbital of S to 1st D orbital of Mo, 1st P orbital of S to 1st orbital of S. These orbitals will be predicted in the same output channel. +; +; If the target is set to be +; [{"42 42": [3, 5], "42 16": [3, 4], "16 42": [2, 5], "16 16": [2, 4]}, {"42 16": [3, 2]}] +; In addition to the orbitals described above, the new dict in the list {"42 16": [3, 2]} introduces a new independent channel in the output. This channel predicts the hopping from the 1st P orbital of Mo to the 1st P orbital of S. +; +; Note that the angular quantum numbers should always be the same for orbitals predicted in the same channel, or error will be thrown out. diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/e3modules.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/e3modules.py new file mode 100644 index 0000000000000000000000000000000000000000..6557f0016c405a3d58d986b2331fe53a09985058 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/e3modules.py @@ -0,0 +1,639 @@ +import torch +from torch import nn +import torch.nn.functional as F +from torch_scatter import scatter +from torch_geometric.utils import degree + +from e3nn.o3 import Irrep, Irreps, wigner_3j, matrix_to_angles, Linear, FullyConnectedTensorProduct, TensorProduct, SphericalHarmonics +from e3nn.nn import Extract +from .utils import flt2cplx, irreps_from_l1l2 + +from .from_nequip.cutoffs import PolynomialCutoff +from .from_dimenet.basis_utils import bessel_basis +import sympy as sym + + +class Rotate: + def __init__(self, default_dtype_torch, device_torch='cpu', spinful=False): + sqrt_2 = 1.4142135623730951 + + self.spinful = spinful + if spinful: + assert default_dtype_torch in [torch.complex64, torch.complex128] + else: + assert default_dtype_torch in [torch.float32, torch.float64] + + # openmx的实球谐函数基组变复球谐函数 + self.Us_openmx = { + 0: torch.tensor([1], dtype=torch.cfloat, device=device_torch), + 1: torch.tensor([[-1 / sqrt_2, 1j / sqrt_2, 0], [0, 0, 1], [1 / sqrt_2, 1j / sqrt_2, 0]], dtype=torch.cfloat, device=device_torch), + 2: torch.tensor([[0, 1 / sqrt_2, -1j / sqrt_2, 0, 0], + [0, 0, 0, -1 / sqrt_2, 1j / sqrt_2], + [1, 0, 0, 0, 0], + [0, 0, 0, 1 / sqrt_2, 1j / sqrt_2], + [0, 1 / sqrt_2, 1j / sqrt_2, 0, 0]], dtype=torch.cfloat, device=device_torch), + 3: torch.tensor([[0, 0, 0, 0, 0, -1 / sqrt_2, 1j / sqrt_2], + [0, 0, 0, 1 / sqrt_2, -1j / sqrt_2, 0, 0], + [0, -1 / sqrt_2, 1j / sqrt_2, 0, 0, 0, 0], + [1, 0, 0, 0, 0, 0, 0], + [0, 1 / sqrt_2, 1j / sqrt_2, 0, 0, 0, 0], + [0, 0, 0, 1 / sqrt_2, 1j / sqrt_2, 0, 0], + [0, 0, 0, 0, 0, 1 / sqrt_2, 1j / sqrt_2]], dtype=torch.cfloat, device=device_torch), + } + # openmx的实球谐函数基组变wiki的实球谐函数 https://en.wikipedia.org/wiki/Table_of_spherical_harmonics#Real_spherical_harmonics + self.Us_openmx2wiki = { + 0: torch.eye(1, dtype=default_dtype_torch).to(device=device_torch), + 1: torch.eye(3, dtype=default_dtype_torch)[[1, 2, 0]].to(device=device_torch), + 2: torch.eye(5, dtype=default_dtype_torch)[[2, 4, 0, 3, 1]].to(device=device_torch), + 3: torch.eye(7, dtype=default_dtype_torch)[[6, 4, 2, 0, 1, 3, 5]].to(device=device_torch) + } + self.Us_wiki2openmx = {k: v.T for k, v in self.Us_openmx2wiki.items()} + if spinful: + self.Us_openmx2wiki_sp = {} + for k, v in self.Us_openmx2wiki.items(): + self.Us_openmx2wiki_sp[k] = torch.block_diag(v, v) + + self.dtype = default_dtype_torch + + def rotate_e3nn_v(self, v, R, l, order_xyz=True): + if order_xyz: + # R是(x, y, z)顺序 + R_e3nn = self.rotate_matrix_convert(R) + # R_e3nn是(y, z, x)顺序 + else: + # R是(y, z, x)顺序 + R_e3nn = R + return v @ Irrep(l, 1).D_from_matrix(R_e3nn) + # 注: 在e3nn的规范中, 旋转矩阵是作用在向量左边的. + # 但是这里旋转矩阵默认是作用在向量右边的, 这是为了方便处理向量开头可能还有的额外维度. + # 解决这个问题很容易, 只要让输入到这里的矩阵R是作用在向量右边的就可以. 因为R转置后, 输出的D也恰好被转置. + + def rotate_openmx_H(self, H, R, l_left, l_right, order_xyz=True): + if order_xyz: + # R是(x, y, z)顺序 + R_e3nn = self.rotate_matrix_convert(R) + # R_e3nn是(y, z, x)顺序 + else: + # R是(y, z, x)顺序 + R_e3nn = R + return self.Us_openmx2wiki[l_left].T @ Irrep(l_left, 1).D_from_matrix(R_e3nn).transpose(-1, -2) @ self.Us_openmx2wiki[l_left] @ H \ + @ self.Us_openmx2wiki[l_right].T @ Irrep(l_right, 1).D_from_matrix(R_e3nn) @ self.Us_openmx2wiki[l_right] + + def rotate_openmx_H_full(self, H, R, orbital_types_left, orbital_types_right, order_xyz=True): + assert len(R.shape) == 2 # TODO: does not support batch operation + if order_xyz: + # R是(x, y, z)顺序 + R_e3nn = self.rotate_matrix_convert(R) + # R_e3nn是(y, z, x)顺序 + else: + # R是(y, z, x)顺序 + R_e3nn = R + irreps_left = Irreps([(1, (l, (- 1) ** l)) for l in orbital_types_left]) + irreps_right = Irreps([(1, (l, (- 1) ** l)) for l in orbital_types_right]) + U_left = irreps_left.D_from_matrix(R_e3nn) + U_right = irreps_right.D_from_matrix(R_e3nn) + openmx2wiki_left, openmx2wiki_right = self.openmx2wiki_left_right(orbital_types_left, orbital_types_right) + if self.spinful: + U_left = torch.kron(self.D_one_half(R_e3nn), U_left) + U_right = torch.kron(self.D_one_half(R_e3nn), U_right) + return openmx2wiki_left.T @ U_left.transpose(-1, -2).conj() @ openmx2wiki_left @ H \ + @ openmx2wiki_right.T @ U_right @ openmx2wiki_right + + def wiki2openmx_H_full(self, H, orbital_types_left, orbital_types_right): + openmx2wiki_left, openmx2wiki_right = self.openmx2wiki_left_right(orbital_types_left, orbital_types_right) + return openmx2wiki_left.T @ H @ openmx2wiki_right + + def openmx2wiki_H_full(self, H, orbital_types_left, orbital_types_right): + openmx2wiki_left, openmx2wiki_right = self.openmx2wiki_left_right(orbital_types_left, orbital_types_right) + return openmx2wiki_left @ H @ openmx2wiki_right.T + + def wiki2openmx_H(self, H, l_left, l_right): + return self.Us_openmx2wiki[l_left].T @ H @ self.Us_openmx2wiki[l_right] + + def openmx2wiki_H(self, H, l_left, l_right): + return self.Us_openmx2wiki[l_left] @ H @ self.Us_openmx2wiki[l_right].T + + def openmx2wiki_left_right(self, orbital_types_left, orbital_types_right): + if isinstance(orbital_types_left, int): + orbital_types_left = [orbital_types_left] + if isinstance(orbital_types_right, int): + orbital_types_right = [orbital_types_right] + openmx2wiki_left = torch.block_diag(*[self.Us_openmx2wiki[l] for l in orbital_types_left]) + openmx2wiki_right = torch.block_diag(*[self.Us_openmx2wiki[l] for l in orbital_types_right]) + if self.spinful: + openmx2wiki_left = torch.block_diag(openmx2wiki_left, openmx2wiki_left) + openmx2wiki_right = torch.block_diag(openmx2wiki_right, openmx2wiki_right) + return openmx2wiki_left, openmx2wiki_right + + def rotate_matrix_convert(self, R): + # (x, y, z)顺序排列的旋转矩阵转换为(y, z, x)顺序(see e3nn.o3.spherical_harmonics() and https://docs.e3nn.org/en/stable/guide/change_of_basis.html) + return torch.eye(3)[[1, 2, 0]] @ R @ torch.eye(3)[[1, 2, 0]].T # todo: cuda + + def D_one_half(self, R): + # 输入到这个函数的R应为y,z,x顺序 + # 这里没有考虑空间反演, 即假设l=1/2的不等价不可约表示带有偶宇称 + assert self.spinful + d = torch.det(R).sign() + R = d[..., None, None] * R + k = (1 - d) / 2 # parity index + alpha, beta, gamma = matrix_to_angles(R) + J = torch.tensor([[1, 1], [1j, -1j]], dtype=self.dtype) / 1.4142135623730951 # <1/2 mz|1/2 my> + Uz1 = self._sp_z_rot(alpha) + Uy = J @ self._sp_z_rot(beta) @ J.T.conj() + Uz2 = self._sp_z_rot(gamma) + return Uz1 @ Uy @ Uz2 + # return torch.eye(2, dtype=self.dtype) + + def _sp_z_rot(self, angle): + # [[e^{-ia/2}, 0], [0, e^{ia/2}]] + assert self.spinful + M = torch.zeros([*angle.shape, 2, 2], dtype=self.dtype) + inds = torch.tensor([0, 1]) + freqs = torch.tensor([0.5, -0.5], dtype=self.dtype) + M[..., inds, inds] = torch.exp(- freqs * (1j) * angle[..., None]) + return M + + +class sort_irreps(torch.nn.Module): + def __init__(self, irreps_in): + super().__init__() + irreps_in = Irreps(irreps_in) + sorted_irreps = irreps_in.sort() + + irreps_out_list = [((mul, ir),) for mul, ir in sorted_irreps.irreps] + instructions = [(i,) for i in sorted_irreps.inv] + self.extr = Extract(irreps_in, irreps_out_list, instructions) + + irreps_in_list = [((mul, ir),) for mul, ir in irreps_in] + instructions_inv = [(i,) for i in sorted_irreps.p] + self.extr_inv = Extract(sorted_irreps.irreps, irreps_in_list, instructions_inv) + + self.irreps_in = irreps_in + self.irreps_out = sorted_irreps.irreps.simplify() + + def forward(self, x): + r'''irreps_in -> irreps_out''' + extracted = self.extr(x) + return torch.cat(extracted, dim=-1) + + def inverse(self, x): + r'''irreps_out -> irreps_in''' + extracted_inv = self.extr_inv(x) + return torch.cat(extracted_inv, dim=-1) + + +class e3TensorDecomp: + def __init__(self, net_irreps_out, out_js_list, default_dtype_torch, spinful=False, no_parity=False, if_sort=False, device_torch='cpu'): + if spinful: + default_dtype_torch = flt2cplx(default_dtype_torch) + self.dtype = default_dtype_torch + self.spinful = spinful + + self.device = device_torch + self.out_js_list = out_js_list + if net_irreps_out is not None: + net_irreps_out = Irreps(net_irreps_out) + + required_irreps_out = Irreps(None) + in_slices = [0] + wms = [] # wm = wigner_multiplier + H_slices = [0] + wms_H = [] + if spinful: + in_slices_sp = [] + H_slices_sp = [] + wms_sp = [] + wms_sp_H = [] + + for H_l1, H_l2 in out_js_list: + + # = construct required_irreps_out = + mul = 1 + # if net_irreps_out is not None: + # if len(net_irreps_out) < len(required_irreps_out) + 1: + # raise ValueError('Net irreps out and target does not match') + # mul = net_irreps_out[len(required_irreps_out)].mul + _, required_irreps_out_single, required_irreps_x1 = irreps_from_l1l2(H_l1, H_l2, mul, spinful, no_parity=no_parity) + required_irreps_out += required_irreps_out_single + + # spinful case, example: (1x0.5)x(2x0.5) = (1+2+3)x(0+1) = (1+2+3)+(0+1+2)+(1+2+3)+(2+3+4) + # everything on r.h.s. as a whole constitutes a slice in in_slices + # each bracket on r.h.s. above corresponds to a slice in in_slice_sp + if spinful: + in_slice_sp = [0, required_irreps_out_single.dim] + H_slice_sp = [0] + wm_sp = [None] + wm_sp_H = [] + for (_a, ir), ir_times_1 in zip(required_irreps_out_single, required_irreps_x1): + required_irreps_out += ir_times_1 + in_slice_sp.append(in_slice_sp[-1] + ir_times_1.dim) + H_slice_sp.append(H_slice_sp[-1] + ir.dim) + wm_irx1 = [] + wm_irx1_H = [] + for _b, ir_1 in ir_times_1: + for _c in range(mul): + wm_irx1.append(wigner_3j(ir.l, 1, ir_1.l, dtype=default_dtype_torch, device=device_torch)) + wm_irx1_H.append(wigner_3j(ir_1.l, ir.l, 1, dtype=default_dtype_torch, device=device_torch) * (2 * ir_1.l + 1)) + # wm_irx1.append(wigner_3j(ir.l, 1, ir_1.l, dtype=default_dtype_torch, device=device_torch) * sqrt(2 * ir_1.l + 1)) + # wm_irx1_H.append(wigner_3j(ir_1.l, ir.l, 1, dtype=default_dtype_torch, device=device_torch) * sqrt(2 * ir_1.l + 1)) + wm_irx1 = torch.cat(wm_irx1, dim=-1) + wm_sp.append(wm_irx1) + wm_irx1_H = torch.cat(wm_irx1_H, dim=0) + wm_sp_H.append(wm_irx1_H) + + # = construct slices = + in_slices.append(required_irreps_out.dim) + H_slices.append(H_slices[-1] + (2 * H_l1 + 1) * (2 * H_l2 + 1)) + if spinful: + in_slices_sp.append(in_slice_sp) + H_slices_sp.append(H_slice_sp) + + # = get CG coefficients multiplier to act on net_out = + wm = [] + wm_H = [] + for _a, ir in required_irreps_out_single: + for _b in range(mul): + # about this 2l+1: + # we want the exact inverse of the w_3j symbol, i.e. torch.einsum("ijk,jkl->il",w_3j(l,l1,l2),w_3j(l1,l2,l))==torch.eye(...). but this is not the case, since the CG coefficients are unitary and w_3j differ from CG coefficients by a constant factor. but we know from https://en.wikipedia.org/wiki/3-j_symbol#Mathematical_relation_to_Clebsch%E2%80%93Gordan_coefficients that 2l+1 is exactly the factor we want. + wm.append(wigner_3j(H_l1, H_l2, ir.l, dtype=default_dtype_torch, device=device_torch)) + wm_H.append(wigner_3j(ir.l, H_l1, H_l2, dtype=default_dtype_torch, device=device_torch) * (2 * ir.l + 1)) + # wm.append(wigner_3j(H_l1, H_l2, ir.l, dtype=default_dtype_torch, device=device_torch) * sqrt(2 * ir.l + 1)) + # wm_H.append(wigner_3j(ir.l, H_l1, H_l2, dtype=default_dtype_torch, device=device_torch) * sqrt(2 * ir.l + 1)) + wm = torch.cat(wm, dim=-1) + wm_H = torch.cat(wm_H, dim=0) + wms.append(wm) + wms_H.append(wm_H) + if spinful: + wms_sp.append(wm_sp) + wms_sp_H.append(wm_sp_H) + + # = check net irreps out = + if spinful: + required_irreps_out = required_irreps_out + required_irreps_out + if net_irreps_out is not None: + if if_sort: + assert net_irreps_out == required_irreps_out.sort().irreps.simplify(), f'requires {required_irreps_out.sort().irreps.simplify()} but got {net_irreps_out}' + else: + assert net_irreps_out == required_irreps_out, f'requires {required_irreps_out} but got {net_irreps_out}' + + self.in_slices = in_slices + self.wms = wms + self.H_slices = H_slices + self.wms_H = wms_H + if spinful: + self.in_slices_sp = in_slices_sp + self.H_slices_sp = H_slices_sp + self.wms_sp = wms_sp + self.wms_sp_H = wms_sp_H + + # = register rotate kernel = + self.rotate_kernel = Rotate(default_dtype_torch, spinful=spinful, device_torch=device_torch) + + if spinful: + sqrt2 = 1.4142135623730951 + # 0, y, z, x + # self.oyzx2spin = torch.tensor([[ 0, -1, 1j, 0, ], # uu + # [ 1, 0, 0, 1, ], # ud + # [ -1, 0, 0, 1, ], # du + # [ 0, 1, 1j, 0, ]], # dd + # dtype=default_dtype_torch) / sqrt2 + self.oyzx2spin = torch.tensor([[ 1, 0, 1, 0], + [ 0, -1j, 0, 1], + [ 0, 1j, 0, 1], + [ 1, 0, -1, 0]], + dtype=default_dtype_torch, device=device_torch) / sqrt2 + + self.sort = None + if if_sort: + self.sort = sort_irreps(required_irreps_out) + + if self.sort is not None: + self.required_irreps_out = self.sort.irreps_out + else: + self.required_irreps_out = required_irreps_out + + def get_H(self, net_out): + r''' get openmx type H from net output ''' + if self.sort is not None: + net_out = self.sort.inverse(net_out) + if self.spinful: + half_len = int(net_out.shape[-1] / 2) + re = net_out[:, :half_len] + im = net_out[:, half_len:] + net_out = re + 1j * im + out = [] + for i in range(len(self.out_js_list)): + in_slice = slice(self.in_slices[i], self.in_slices[i + 1]) + net_out_block = net_out[:, in_slice] + if self.spinful: + # (1+2+3)+(0+1+2)+(1+2+3)+(2+3+4) -> (1+2+3)x(0+1) + H_block = [] + for j in range(len(self.wms_sp[i])): + in_slice_sp = slice(self.in_slices_sp[i][j], self.in_slices_sp[i][j + 1]) + if j == 0: + H_block.append(net_out_block[:, in_slice_sp].unsqueeze(-1)) + else: + H_block.append(torch.einsum('jkl,il->ijk', self.wms_sp[i][j], net_out_block[:, in_slice_sp])) + H_block = torch.cat([H_block[0], torch.cat(H_block[1:], dim=-2)], dim=-1) + # (1+2+3)x(0+1) -> (uu,ud,du,dd)x(1x2) + H_block = torch.einsum('imn,klm,jn->ijkl', H_block, self.wms[i], self.oyzx2spin) + H_block = self.rotate_kernel.wiki2openmx_H(H_block, *self.out_js_list[i]) + out.append(H_block.reshape(net_out.shape[0], 4, -1)) + else: + H_block = torch.sum(self.wms[i][None, :, :, :] * net_out_block[:, None, None, :], dim=-1) + H_block = self.rotate_kernel.wiki2openmx_H(H_block, *self.out_js_list[i]) + out.append(H_block.reshape(net_out.shape[0], -1)) + return torch.cat(out, dim=-1) # output shape: [edge, (4 spin components,) H_flattened_concatenated] + + def get_net_out(self, H): + r'''get net output from openmx type H''' + out = [] + for i in range(len(self.out_js_list)): + H_slice = slice(self.H_slices[i], self.H_slices[i + 1]) + l1, l2 = self.out_js_list[i] + if self.spinful: + H_block = H[..., H_slice].reshape(-1, 4, 2 * l1 + 1, 2 * l2 + 1) + H_block = self.rotate_kernel.openmx2wiki_H(H_block, *self.out_js_list[i]) + # (uu,ud,du,dd)x(1x2) -> (1+2+3)x(0+1) + H_block = torch.einsum('ilmn,jmn,kl->ijk', H_block, self.wms_H[i], self.oyzx2spin.T.conj()) + # (1+2+3)x(0+1) -> (1+2+3)+(0+1+2)+(1+2+3)+(2+3+4) + net_out_block = [H_block[:, :, 0]] + for j in range(len(self.wms_sp_H[i])): + H_slice_sp = slice(self.H_slices_sp[i][j], self.H_slices_sp[i][j + 1]) + net_out_block.append(torch.einsum('jlm,ilm->ij', self.wms_sp_H[i][j], H_block[:, H_slice_sp, 1:])) + net_out_block = torch.cat(net_out_block, dim=-1) + out.append(net_out_block) + else: + H_block = H[:, H_slice].reshape(-1, 2 * l1 + 1, 2 * l2 + 1) + H_block = self.rotate_kernel.openmx2wiki_H(H_block, *self.out_js_list[i]) + net_out_block = torch.sum(self.wms_H[i][None, :, :, :] * H_block[:, None, :, :], dim=(-1, -2)) + out.append(net_out_block) + out = torch.cat(out, dim=-1) + if self.spinful: + out = torch.cat([out.real, out.imag], dim=-1) + if self.sort is not None: + out = self.sort(out) + return out + + def convert_mask(self, mask): + assert self.spinful + num_edges = mask.shape[0] + mask = mask.permute(0, 2, 1).reshape(num_edges, -1).repeat(1, 2) + if self.sort is not None: + mask = self.sort(mask) + return mask + + +class e3LayerNorm(nn.Module): + def __init__(self, irreps_in, eps=1e-5, affine=True, normalization='component', subtract_mean=True, divide_norm=False): + super().__init__() + + self.irreps_in = Irreps(irreps_in) + self.eps = eps + + if affine: + ib, iw = 0, 0 + weight_slices, bias_slices = [], [] + for mul, ir in irreps_in: + if ir.is_scalar(): # bias only to 0e + bias_slices.append(slice(ib, ib + mul)) + ib += mul + else: + bias_slices.append(None) + weight_slices.append(slice(iw, iw + mul)) + iw += mul + self.weight = nn.Parameter(torch.ones([iw])) + self.bias = nn.Parameter(torch.zeros([ib])) + self.bias_slices = bias_slices + self.weight_slices = weight_slices + else: + self.register_parameter('weight', None) + self.register_parameter('bias', None) + + self.subtract_mean = subtract_mean + self.divide_norm = divide_norm + assert normalization in ['component', 'norm'] + self.normalization = normalization + + self.reset_parameters() + + def reset_parameters(self): + if self.weight is not None: + self.weight.data.fill_(1) + # nn.init.uniform_(self.weight) + if self.bias is not None: + self.bias.data.fill_(0) + # nn.init.uniform_(self.bias) + + def forward(self, x: torch.Tensor, batch: torch.Tensor = None): + # input x must have shape [num_node(edge), dim] + # if first dimension of x is node index, then batch should be batch.batch + # if first dimension of x is edge index, then batch should be batch.batch[batch.edge_index[0]] + + if batch is None: + batch = torch.full([x.shape[0]], 0, dtype=torch.int64) + + # from torch_geometric.nn.norm.LayerNorm + + batch_size = int(batch.max()) + 1 + batch_degree = degree(batch, batch_size, dtype=torch.int64).clamp_(min=1).to(dtype=x.dtype) + + out = [] + ix = 0 + for index, (mul, ir) in enumerate(self.irreps_in): + field = x[:, ix: ix + mul * ir.dim].reshape(-1, mul, ir.dim) # [node, mul, repr] + + # compute and subtract mean + if self.subtract_mean or ir.l == 0: # do not subtract mean for l>0 irreps if subtract_mean=False + mean = scatter(field, batch, dim=0, dim_size=batch_size, + reduce='add').mean(dim=1, keepdim=True) / batch_degree[:, None, None] # scatter_mean does not support complex number + field = field - mean[batch] + + # compute and divide norm + if self.divide_norm or ir.l == 0: # do not divide norm for l>0 irreps if subtract_mean=False + norm = scatter(field.abs().pow(2), batch, dim=0, dim_size=batch_size, + reduce='mean').mean(dim=[1,2], keepdim=True) # add abs here to deal with complex numbers + if self.normalization == 'norm': + norm = norm * ir.dim + field = field / (norm.sqrt()[batch] + self.eps) + + # affine + if self.weight is not None: + weight = self.weight[self.weight_slices[index]] + field = field * weight[None, :, None] + if self.bias is not None and ir.is_scalar(): + bias = self.bias[self.bias_slices[index]] + field = field + bias[None, :, None] + + out.append(field.reshape(-1, mul * ir.dim)) + ix += mul * ir.dim + + out = torch.cat(out, dim=-1) + + return out + + +class e3ElementWise: + def __init__(self, irreps_in): + self.irreps_in = Irreps(irreps_in) + + len_weight = 0 + for mul, ir in self.irreps_in: + len_weight += mul + + self.len_weight = len_weight + + def __call__(self, x: torch.Tensor, weight: torch.Tensor): + # x should have shape [edge/node, channels] + # weight should have shape [edge/node, self.len_weight] + + ix = 0 + iw = 0 + out = [] + for mul, ir in self.irreps_in: + field = x[:, ix: ix + mul * ir.dim] + field = field.reshape(-1, mul, ir.dim) + field = field * weight[:, iw: iw + mul][:, :, None] + field = field.reshape(-1, mul * ir.dim) + + ix += mul * ir.dim + iw += mul + out.append(field) + + return torch.cat(out, dim=-1) + + +class SkipConnection(nn.Module): + def __init__(self, irreps_in, irreps_out, is_complex=False): + super().__init__() + irreps_in = Irreps(irreps_in) + irreps_out = Irreps(irreps_out) + self.sc = None + if irreps_in == irreps_out: + self.sc = None + else: + self.sc = Linear(irreps_in=irreps_in, irreps_out=irreps_out) + + def forward(self, old, new): + if self.sc is not None: + old = self.sc(old) + + return old + new + + +class SelfTp(nn.Module): + def __init__(self, irreps_in, irreps_out, **kwargs): + '''z_i = W'_{ij}x_j W''_{ik}x_k (k>=j)''' + super().__init__() + + assert not kwargs.pop('internal_weights', False) # internal weights must be True + assert kwargs.pop('shared_weights', True) # shared weights must be false + + irreps_in = Irreps(irreps_in) + irreps_out = Irreps(irreps_out) + + instr_tp = [] + weights1, weights2 = [], [] + for i1, (mul1, ir1) in enumerate(irreps_in): + for i2 in range(i1, len(irreps_in)): + mul2, ir2 = irreps_in[i2] + for i_out, (mul_out, ir3) in enumerate(irreps_out): + if ir3 in ir1 * ir2: + weights1.append(nn.Parameter(torch.randn(mul1, mul_out))) + weights2.append(nn.Parameter(torch.randn(mul2, mul_out))) + instr_tp.append((i1, i2, i_out, 'uvw', True, 1.0)) + + self.tp = TensorProduct(irreps_in, irreps_in, irreps_out, instr_tp, internal_weights=False, shared_weights=True, **kwargs) + + self.weights1 = nn.ParameterList(weights1) + self.weights2 = nn.ParameterList(weights2) + + def forward(self, x): + weights = [] + for weight1, weight2 in zip(self.weights1, self.weights2): + weight = weight1[:, None, :] * weight2[None, :, :] + weights.append(weight.view(-1)) + weights = torch.cat(weights) + return self.tp(x, x, weights) + + +class SeparateWeightTensorProduct(nn.Module): + def __init__(self, irreps_in1, irreps_in2, irreps_out, **kwargs): + '''z_i = W'_{ij}x_j W''_{ik}y_k''' + super().__init__() + + assert not kwargs.pop('internal_weights', False) # internal weights must be True + assert kwargs.pop('shared_weights', True) # shared weights must be false + + irreps_in1 = Irreps(irreps_in1) + irreps_in2 = Irreps(irreps_in2) + irreps_out = Irreps(irreps_out) + + instr_tp = [] + weights1, weights2 = [], [] + for i1, (mul1, ir1) in enumerate(irreps_in1): + for i2, (mul2, ir2) in enumerate(irreps_in2): + for i_out, (mul_out, ir3) in enumerate(irreps_out): + if ir3 in ir1 * ir2: + weights1.append(nn.Parameter(torch.randn(mul1, mul_out))) + weights2.append(nn.Parameter(torch.randn(mul2, mul_out))) + instr_tp.append((i1, i2, i_out, 'uvw', True, 1.0)) + + self.tp = TensorProduct(irreps_in1, irreps_in2, irreps_out, instr_tp, internal_weights=False, shared_weights=True, **kwargs) + + self.weights1 = nn.ParameterList(weights1) + self.weights2 = nn.ParameterList(weights2) + + def forward(self, x1, x2): + weights = [] + for weight1, weight2 in zip(self.weights1, self.weights2): + weight = weight1[:, None, :] * weight2[None, :, :] + weights.append(weight.view(-1)) + weights = torch.cat(weights) + return self.tp(x1, x2, weights) + + +class SphericalBasis(nn.Module): + def __init__(self, target_irreps, rcutoff, eps=1e-7, dtype=torch.get_default_dtype()): + super().__init__() + + target_irreps = Irreps(target_irreps) + + self.sh = SphericalHarmonics( + irreps_out=target_irreps, + normalize=True, + normalization='component', + ) + + max_order = max(map(lambda x: x[1].l, target_irreps)) # maximum angular momentum l + max_freq = max(map(lambda x: x[0], target_irreps)) # maximum multiplicity + + basis = bessel_basis(max_order + 1, max_freq) + lambdify_torch = { + # '+': torch.add, + # '-': torch.sub, + # '*': torch.mul, + # '/': torch.div, + # '**': torch.pow, + 'sin': torch.sin, + 'cos': torch.cos + } + x = sym.symbols('x') + funcs = [] + for mul, ir in target_irreps: + for freq in range(mul): + funcs.append(sym.lambdify([x], basis[ir.l][freq], [lambdify_torch])) + + self.bessel_funcs = funcs + self.multiplier = e3ElementWise(target_irreps) + self.dtype = dtype + self.cutoff = PolynomialCutoff(rcutoff, p=6) + self.register_buffer('rcutoff', torch.Tensor([rcutoff])) + self.irreps_out = target_irreps + self.register_buffer('eps', torch.Tensor([eps])) + + def forward(self, length, direction): + # direction should be in y, z, x order + sh = self.sh(direction).type(self.dtype) + sbf = torch.stack([f((length + self.eps) / self.rcutoff) for f in self.bessel_funcs], dim=-1) + return self.multiplier(sh, sbf) * self.cutoff(length)[:, None] diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_dimenet/__pycache__/basis_utils.cpython-312.pyc b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_dimenet/__pycache__/basis_utils.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..9258243776ab7f3d973bf4fbf11f194c1220d887 Binary files /dev/null and b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_dimenet/__pycache__/basis_utils.cpython-312.pyc differ diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_dimenet/basis_utils.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_dimenet/basis_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..26d46a0c1598a48896f06eb6b81763beb6d36691 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_dimenet/basis_utils.py @@ -0,0 +1,155 @@ +import numpy as np +from scipy.optimize import brentq +from scipy import special as sp +import sympy as sym + + +def Jn(r, n): + """ + numerical spherical bessel functions of order n + """ + return np.sqrt(np.pi/(2*r)) * sp.jv(n+0.5, r) + + +def Jn_zeros(n, k): + """ + Compute the first k zeros of the spherical bessel functions up to order n (excluded) + """ + zerosj = np.zeros((n, k), dtype="float32") + zerosj[0] = np.arange(1, k + 1) * np.pi + points = np.arange(1, k + n) * np.pi + racines = np.zeros(k + n - 1, dtype="float32") + for i in range(1, n): + for j in range(k + n - 1 - i): + foo = brentq(Jn, points[j], points[j + 1], (i,)) + racines[j] = foo + points = racines + zerosj[i][:k] = racines[:k] + + return zerosj + + +def spherical_bessel_formulas(n): + """ + Computes the sympy formulas for the spherical bessel functions up to order n (excluded) + """ + x = sym.symbols('x') + + f = [sym.sin(x)/x] + a = sym.sin(x)/x + for i in range(1, n): + b = sym.diff(a, x)/x + f += [sym.simplify(b*(-x)**i)] + a = sym.simplify(b) + return f + + +def bessel_basis(n, k): + """ + Compute the sympy formulas for the normalized and rescaled spherical bessel functions up to + order n (excluded) and maximum frequency k (excluded). + """ + + zeros = Jn_zeros(n, k) + normalizer = [] + for order in range(n): + normalizer_tmp = [] + for i in range(k): + normalizer_tmp += [0.5*Jn(zeros[order, i], order+1)**2] + normalizer_tmp = 1/np.array(normalizer_tmp)**0.5 + normalizer += [normalizer_tmp] + + f = spherical_bessel_formulas(n) + x = sym.symbols('x') + bess_basis = [] + for order in range(n): + bess_basis_tmp = [] + for i in range(k): + bess_basis_tmp += [sym.simplify(normalizer[order] + [i]*f[order].subs(x, zeros[order, i]*x))] + bess_basis += [bess_basis_tmp] + return bess_basis + + +def sph_harm_prefactor(l, m): + """ + Computes the constant pre-factor for the spherical harmonic of degree l and order m + input: + l: int, l>=0 + m: int, -l<=m<=l + """ + return ((2*l+1) * np.math.factorial(l-abs(m)) / (4*np.pi*np.math.factorial(l+abs(m))))**0.5 + + +def associated_legendre_polynomials(l, zero_m_only=True): + """ + Computes sympy formulas of the associated legendre polynomials up to order l (excluded). + """ + z = sym.symbols('z') + P_l_m = [[0]*(j+1) for j in range(l)] + + P_l_m[0][0] = 1 + if l > 0: + P_l_m[1][0] = z + + for j in range(2, l): + P_l_m[j][0] = sym.simplify( + ((2*j-1)*z*P_l_m[j-1][0] - (j-1)*P_l_m[j-2][0])/j) + if not zero_m_only: + for i in range(1, l): + P_l_m[i][i] = sym.simplify((1-2*i)*P_l_m[i-1][i-1]) + if i + 1 < l: + P_l_m[i+1][i] = sym.simplify((2*i+1)*z*P_l_m[i][i]) + for j in range(i + 2, l): + P_l_m[j][i] = sym.simplify( + ((2*j-1) * z * P_l_m[j-1][i] - (i+j-1) * P_l_m[j-2][i]) / (j - i)) + + return P_l_m + + +def real_sph_harm(l, zero_m_only=True, spherical_coordinates=True): + """ + Computes formula strings of the the real part of the spherical harmonics up to order l (excluded). + Variables are either cartesian coordinates x,y,z on the unit sphere or spherical coordinates phi and theta. + """ + if not zero_m_only: + S_m = [0] + C_m = [1] + for i in range(1, l): + x = sym.symbols('x') + y = sym.symbols('y') + S_m += [x*S_m[i-1] + y*C_m[i-1]] + C_m += [x*C_m[i-1] - y*S_m[i-1]] + + P_l_m = associated_legendre_polynomials(l, zero_m_only) + if spherical_coordinates: + theta = sym.symbols('theta') + z = sym.symbols('z') + for i in range(len(P_l_m)): + for j in range(len(P_l_m[i])): + if type(P_l_m[i][j]) != int: + P_l_m[i][j] = P_l_m[i][j].subs(z, sym.cos(theta)) + if not zero_m_only: + phi = sym.symbols('phi') + for i in range(len(S_m)): + S_m[i] = S_m[i].subs(x, sym.sin( + theta)*sym.cos(phi)).subs(y, sym.sin(theta)*sym.sin(phi)) + for i in range(len(C_m)): + C_m[i] = C_m[i].subs(x, sym.sin( + theta)*sym.cos(phi)).subs(y, sym.sin(theta)*sym.sin(phi)) + + Y_func_l_m = [['0']*(2*j + 1) for j in range(l)] + for i in range(l): + Y_func_l_m[i][0] = sym.simplify(sph_harm_prefactor(i, 0) * P_l_m[i][0]) + + if not zero_m_only: + for i in range(1, l): + for j in range(1, i + 1): + Y_func_l_m[i][j] = sym.simplify( + 2**0.5 * sph_harm_prefactor(i, j) * C_m[j] * P_l_m[i][j]) + for i in range(1, l): + for j in range(1, i + 1): + Y_func_l_m[i][-j] = sym.simplify( + 2**0.5 * sph_harm_prefactor(i, -j) * S_m[j] * P_l_m[i][j]) + + return Y_func_l_m diff --git 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/dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_nequip/cutoffs.py @@ -0,0 +1,38 @@ +import torch +from torch import nn + + +class PolynomialCutoff(nn.Module): + def __init__(self, r_max, p=6): + r"""Polynomial cutoff, as proposed in DimeNet: https://arxiv.org/abs/2003.03123 + + + Parameters + ---------- + r_max : float + Cutoff radius + + p : int + Power used in envelope function + """ + super(PolynomialCutoff, self).__init__() + + self.register_buffer("p", torch.Tensor([p])) + self.register_buffer("r_max", torch.Tensor([r_max])) + + def forward(self, x): + """ + Evaluate cutoff function. + + x: torch.Tensor, input distance + """ + envelope = ( + 1.0 + - ((self.p + 1.0) * (self.p + 2.0) / 2.0) + * torch.pow(x / self.r_max, self.p) + + self.p * (self.p + 2.0) * torch.pow(x / self.r_max, self.p + 1.0) + - (self.p * (self.p + 1.0) / 2) * torch.pow(x / self.r_max, self.p + 2.0) + ) + + envelope *= (x < self.r_max).float() + return envelope diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_nequip/radial_basis.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_nequip/radial_basis.py new file mode 100644 index 0000000000000000000000000000000000000000..21d04e06c5de23e91323ac906a9f3ab7dc8ae3e7 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_nequip/radial_basis.py @@ -0,0 +1,54 @@ +import math + +import torch + +from torch import nn + + +class BesselBasis(nn.Module): + r_max: float + prefactor: float + + def __init__(self, r_max, num_basis=8, trainable=True): + r"""Radial Bessel Basis, as proposed in DimeNet: https://arxiv.org/abs/2003.03123 + + + Parameters + ---------- + r_max : float + Cutoff radius + + num_basis : int + Number of Bessel Basis functions + + trainable : bool + Train the :math:`n \pi` part or not. + """ + super(BesselBasis, self).__init__() + + self.trainable = trainable + self.num_basis = num_basis + + self.r_max = float(r_max) + self.prefactor = 2.0 / self.r_max + + bessel_weights = ( + torch.linspace(start=1.0, end=num_basis, steps=num_basis) * math.pi + ) + if self.trainable: + self.bessel_weights = nn.Parameter(bessel_weights) + else: + self.register_buffer("bessel_weights", bessel_weights) + + def forward(self, x): + """ + Evaluate Bessel Basis for input x. + + Parameters + ---------- + x : torch.Tensor + Input + """ + numerator = torch.sin(self.bessel_weights * x.unsqueeze(-1) / self.r_max) + + return self.prefactor * (numerator / x.unsqueeze(-1)) diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_nequip/tp_utils.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_nequip/tp_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..98fb620b005388dc7d024319f2748b4e85ad011b --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_nequip/tp_utils.py @@ -0,0 +1,13 @@ +from e3nn import o3 + + +def tp_path_exists(irreps_in1, irreps_in2, ir_out): + irreps_in1 = o3.Irreps(irreps_in1).simplify() + irreps_in2 = o3.Irreps(irreps_in2).simplify() + ir_out = o3.Irrep(ir_out) + + for _, ir1 in irreps_in1: + for _, ir2 in irreps_in2: + if ir_out in ir1 * ir2: + return True + return False diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_pymatgen/__pycache__/lattice.cpython-312.pyc b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_pymatgen/__pycache__/lattice.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..d52b0a3a16bd6192737be05caae35c53637cc21b Binary files /dev/null and b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_pymatgen/__pycache__/lattice.cpython-312.pyc differ diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_pymatgen/lattice.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_pymatgen/lattice.py new file mode 100644 index 0000000000000000000000000000000000000000..7fe692b9e533bcaa15351b77dadf314f4b945ef3 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_pymatgen/lattice.py @@ -0,0 +1,71 @@ +import itertools +import numpy as np + + +# The following internal methods are used in the get_points_in_sphere method. +def _compute_cube_index(coords: np.ndarray, global_min: float, radius: float + ) -> np.ndarray: + """ + Compute the cube index from coordinates + Args: + coords: (nx3 array) atom coordinates + global_min: (float) lower boundary of coordinates + radius: (float) cutoff radius + + Returns: (nx3 array) int indices + + """ + return np.array(np.floor((coords - global_min) / radius), dtype=int) + +def _three_to_one(label3d: np.ndarray, ny: int, nz: int) -> np.ndarray: + """ + The reverse of _one_to_three + """ + return np.array(label3d[:, 0] * ny * nz + + label3d[:, 1] * nz + label3d[:, 2]).reshape((-1, 1)) + +def _one_to_three(label1d: np.ndarray, ny: int, nz: int) -> np.ndarray: + """ + Convert a 1D index array to 3D index array + + Args: + label1d: (array) 1D index array + ny: (int) number of cells in y direction + nz: (int) number of cells in z direction + + Returns: (nx3) int array of index + + """ + last = np.mod(label1d, nz) + second = np.mod((label1d - last) / nz, ny) + first = (label1d - last - second * nz) / (ny * nz) + return np.concatenate([first, second, last], axis=1) + +def find_neighbors(label: np.ndarray, nx: int, ny: int, nz: int): + """ + Given a cube index, find the neighbor cube indices + + Args: + label: (array) (n,) or (n x 3) indice array + nx: (int) number of cells in y direction + ny: (int) number of cells in y direction + nz: (int) number of cells in z direction + + Returns: neighbor cell indices + + """ + + array = [[-1, 0, 1]] * 3 + neighbor_vectors = np.array(list(itertools.product(*array)), + dtype=int) + if np.shape(label)[1] == 1: + label3d = _one_to_three(label, ny, nz) + else: + label3d = label + all_labels = label3d[:, None, :] - neighbor_vectors[None, :, :] + filtered_labels = [] + # filter out out-of-bound labels i.e., label < 0 + for labels in all_labels: + ind = (labels[:, 0] < nx) * (labels[:, 1] < ny) * (labels[:, 2] < nz) * np.all(labels > -1e-5, axis=1) + filtered_labels.append(labels[ind]) + return filtered_labels \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_pymatgen/license.txt b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_pymatgen/license.txt new file mode 100644 index 0000000000000000000000000000000000000000..ae43d142bcc2b5f43c69db4acef48fdd4690fb41 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_pymatgen/license.txt @@ -0,0 +1,22 @@ +The code in this folder was obtained from "https://github.com/materialsproject/pymatgen", which has the following license: + + +The MIT License (MIT) +Copyright (c) 2011-2012 MIT & The Regents of the University of California, through Lawrence Berkeley National Laboratory + +Permission is hereby granted, free of charge, to any person obtaining a copy of +this software and associated documentation files (the "Software"), to deal in +the Software without restriction, including without limitation the rights to +use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +the Software, and to permit persons to whom the Software is furnished to do so, +subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_schnetpack/__pycache__/acsf.cpython-312.pyc b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_schnetpack/__pycache__/acsf.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..80b5f5a37126fe33530ef47348b27b685464db08 Binary files /dev/null and b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_schnetpack/__pycache__/acsf.cpython-312.pyc differ diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_schnetpack/acsf.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_schnetpack/acsf.py new file mode 100644 index 0000000000000000000000000000000000000000..9e533f25738a98ecf04f9a789be5aef2fb4b5f99 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_schnetpack/acsf.py @@ -0,0 +1,50 @@ +import torch +from torch import nn + + +def gaussian_smearing(distances, offset, widths, centered=False): + if not centered: + # compute width of Gaussian functions (using an overlap of 1 STDDEV) + coeff = -0.5 / torch.pow(widths, 2) + # Use advanced indexing to compute the individual components + diff = distances[..., None] - offset + else: + # if Gaussian functions are centered, use offsets to compute widths + coeff = -0.5 / torch.pow(offset, 2) + # if Gaussian functions are centered, no offset is subtracted + diff = distances[..., None] + # compute smear distance values + gauss = torch.exp(coeff * torch.pow(diff, 2)) + return gauss + + +class GaussianBasis(nn.Module): + def __init__( + self, start=0.0, stop=5.0, n_gaussians=50, centered=False, trainable=False + ): + super(GaussianBasis, self).__init__() + # compute offset and width of Gaussian functions + offset = torch.linspace(start, stop, n_gaussians) + widths = torch.Tensor((offset[1] - offset[0]) * torch.ones_like(offset)) # FloatTensor + if trainable: + self.width = nn.Parameter(widths) + self.offsets = nn.Parameter(offset) + else: + self.register_buffer("width", widths) + self.register_buffer("offsets", offset) + self.centered = centered + + def forward(self, distances): + """Compute smeared-gaussian distance values. + + Args: + distances (torch.Tensor): interatomic distance values of + (N_b x N_at x N_nbh) shape. + + Returns: + torch.Tensor: layer output of (N_b x N_at x N_nbh x N_g) shape. + + """ + return gaussian_smearing( + distances, self.offsets, self.width, centered=self.centered + ) \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_schnetpack/license.txt b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_schnetpack/license.txt new file mode 100644 index 0000000000000000000000000000000000000000..d0a792528f90d0b88f073bbd663e795f1b548a5c --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/from_schnetpack/license.txt @@ -0,0 +1,35 @@ +The code in this folder was obtained from "https://github.com/atomistic-machine-learning/schnetpack", which has the following license: + + +COPYRIGHT + +Copyright (c) 2018 Kristof Schütt, Michael Gastegger, Pan Kessel, Kim Nicoli + +All other contributions: +Copyright (c) 2018, the respective contributors. +All rights reserved. + +Each contributor holds copyright over their respective contributions. +The project versioning (Git) records all such contribution source information. + +LICENSE + +The MIT License + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/graph.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/graph.py new file mode 100644 index 0000000000000000000000000000000000000000..84f7da00d3f1dd9ece5f9d58af00ec15eb937412 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/graph.py @@ -0,0 +1,394 @@ +import collections +import itertools +import os +import json +import warnings + +import torch +from torch_geometric.data import Data, Batch +import numpy as np +import h5py + +from .from_pymatgen.lattice import find_neighbors, _one_to_three, _compute_cube_index, _three_to_one +from .utils import flt2cplx + + +class Collater: + def __init__(self, edge_Aij=True): + self.edge_Aij = edge_Aij + + def __call__(self, graph_list): + if self.edge_Aij: + return Batch.from_data_list(graph_list) + else: + return Batch.from_data_list(graph_list) + +def load_orbital_types(path, return_orbital_types=False): + orbital_types = [] + with open(path) as f: + line = f.readline() + while line: + orbital_types.append(list(map(int, line.split()))) + line = f.readline() + atom_num_orbital = [sum(map(lambda x: 2 * x + 1,atom_orbital_types)) for atom_orbital_types in orbital_types] + if return_orbital_types: + return atom_num_orbital, orbital_types + else: + return atom_num_orbital + +def is_ij(edge_key): + r''' determine whether the edge belongs to ij kind ''' + if type(edge_key) == str: + edge_key = eval(edge_key) + out = True + is_same_cell = True + for x in edge_key[0:3]: + if x == 0: + pass + else: + out = x > 0 + is_same_cell = False + break + if is_same_cell: + if edge_key[3] > edge_key[4]: + out = False + if type(out) == torch.Tensor: + out = out.item() + return out + +def convert_ijji(edge_key): + r''' convert edge key between ij and ji ''' + if type(edge_key) == torch.Tensor: + edge_key = edge_key.tolist() + elif type(edge_key) == str: + edge_key = eval(edge_key) + out = [- edge_key[0], -edge_key[1], -edge_key[2], edge_key[4], edge_key[3]] + return out + +def get_edge_fea(cart_coords, lattice, default_dtype_torch, edge_key): + cart_coords_i = cart_coords[edge_key[:, 3] - 1] + cart_coords_j = cart_coords[edge_key[:, 4] - 1] + edge_key[:, :3].type(default_dtype_torch) @ lattice + dist = torch.linalg.vector_norm(cart_coords_j - cart_coords_i, dim=-1) + edge_fea = torch.cat([dist[:, None], (cart_coords_j - cart_coords_i)], dim=-1) + return edge_fea + +""" +The function get_graph below is extended from "https://github.com/materialsproject/pymatgen", which has the MIT License below + +--------------------------------------------------------------------------- +The MIT License (MIT) +Copyright (c) 2011-2012 MIT & The Regents of the University of California, through Lawrence Berkeley National Laboratory + +Permission is hereby granted, free of charge, to any person obtaining a copy of +this software and associated documentation files (the "Software"), to deal in +the Software without restriction, including without limitation the rights to +use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +the Software, and to permit persons to whom the Software is furnished to do so, +subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. +""" +def get_graph(cart_coords, frac_coords, numbers, stru_id, r, max_num_nbr, edge_Aij, lattice, + default_dtype_torch, data_folder, + target_file_name='hamiltonian', inference=False, only_ij=False, create_from_DFT=True, + huge_structure=False, only_get_R_list=False, numerical_tol=1e-8, **kwargs): + if inference: + assert target_file_name in ['overlaps.h5'] + else: + assert target_file_name in ['hamiltonians.h5', 'density_matrixs.h5'] + + # get hopping dict from data_folder + if data_folder is not None: + atom_num_orbital = load_orbital_types(os.path.join(data_folder, 'orbital_types.dat')) + + if os.path.isfile(os.path.join(data_folder, 'info.json')): + with open(os.path.join(data_folder, 'info.json'), 'r') as info_f: + info_dict = json.load(info_f) + spinful = info_dict["isspinful"] + elif not inference: + msg = 'Must provide info.json in processed structure folder if not under inference mode.' + raise AssertionError(msg) + else: + spinful = False + + if inference == False: + Aij_dict = {} + fid = h5py.File(os.path.join(data_folder, target_file_name), 'r') + for k, v in fid.items(): + key = json.loads(k) + if only_ij: + if not is_ij(key): + continue + key = (key[0], key[1], key[2], key[3] - 1, key[4] - 1) + v = np.array(v) # first read to np.ndarray format to enable faster conversion to torch.Tensor + # if spinful: + # num_orbital_row = atom_num_orbital[key[3]] + # num_orbital_column = atom_num_orbital[key[4]] + # # soc block order: + # # 1 3 + # # 4 2 + # Aij_value = torch.stack([ + # torch.tensor(v[:num_orbital_row, :num_orbital_column].real, dtype=default_dtype_torch), + # torch.tensor(v[:num_orbital_row, :num_orbital_column].imag, dtype=default_dtype_torch), + # torch.tensor(v[num_orbital_row:, num_orbital_column:].real, dtype=default_dtype_torch), + # torch.tensor(v[num_orbital_row:, num_orbital_column:].imag, dtype=default_dtype_torch), + # torch.tensor(v[:num_orbital_row, num_orbital_column:].real, dtype=default_dtype_torch), + # torch.tensor(v[:num_orbital_row, num_orbital_column:].imag, dtype=default_dtype_torch), + # torch.tensor(v[num_orbital_row:, :num_orbital_column].real, dtype=default_dtype_torch), + # torch.tensor(v[num_orbital_row:, :num_orbital_column].imag, dtype=default_dtype_torch) + # ], dim=-1) + + # Aij_dict[key] = Aij_value + # else: + # Aij_dict[key] = torch.tensor(v, dtype=default_dtype_torch) + if spinful: + Aij_dict[key] = torch.tensor(v, dtype=flt2cplx(default_dtype_torch)) + else: + Aij_dict[key] = torch.tensor(v, dtype=default_dtype_torch) + fid.close() + max_num_orbital = max(atom_num_orbital) + + if create_from_DFT: + assert max_num_nbr == 0 + # TODO from overlaps + key_atom_list = [[] for _ in range(len(numbers))] + edge_idx, edge_idx_first, key_list = [], [], [] + fid = h5py.File(os.path.join(data_folder, target_file_name), 'r') + for k in fid.keys(): + key = eval(k) + if only_ij: + if not is_ij(key): + continue + key_tensor = torch.tensor(key) # ! (R, i, j) i and j are 1-based indices, notice that this is different from deeph + # key_tensor = torch.tensor([key[0], key[1], key[2], key[3] - 1, key[4] - 1]) + # if separate_onsite: + # if key[0] == 0 and key[1] == 0 and key[2] == 0 and key[3] == key[4]: + # continue + key_atom_list[key[3] - 1].append(key_tensor) + fid.close() + + for index_first, (cart_coord, keys_tensor) in enumerate(zip(cart_coords, key_atom_list)): + keys_tensor = torch.stack(keys_tensor) + len_nn = keys_tensor.shape[0] + edge_idx_first.extend([index_first] * len_nn) + edge_idx.extend((keys_tensor[:, 4] - 1).tolist()) + key_list.append(keys_tensor) + + edge_idx = torch.stack([torch.LongTensor(edge_idx_first), torch.LongTensor(edge_idx)]) + edge_key = torch.cat(key_list) + + edge_fea = get_edge_fea(cart_coords, lattice, default_dtype_torch, edge_key) + + else: + cart_coords_np = cart_coords.detach().numpy() + frac_coords_np = frac_coords.detach().numpy() + lattice_np = lattice.detach().numpy() + num_atom = cart_coords.shape[0] + + center_coords_min = np.min(cart_coords_np, axis=0) + center_coords_max = np.max(cart_coords_np, axis=0) + # The lower bound of all considered atom coords + global_min = center_coords_min - r - numerical_tol + global_max = center_coords_max + r + numerical_tol + global_min_torch = torch.tensor(global_min) + global_max_torch = torch.tensor(global_max) + + reciprocal_lattice = np.linalg.inv(lattice_np).T * 2 * np.pi + recp_len = np.sqrt(np.sum(reciprocal_lattice ** 2, axis=1)) + maxr = np.ceil((r + 0.15) * recp_len / (2 * np.pi)) + nmin = np.floor(np.min(frac_coords_np, axis=0)) - maxr + nmax = np.ceil(np.max(frac_coords_np, axis=0)) + maxr + all_ranges = [np.arange(x, y, dtype='int64') for x, y in zip(nmin, nmax)] + images = torch.tensor(list(itertools.product(*all_ranges))).type_as(lattice) + + if only_get_R_list: + return images + + # Filter out those beyond max range + # coords = (images @ lattice).unsqueeze(1).expand(-1, num_atom, 3) + cart_coords.unsqueeze(0).expand(images.shape[0], num_atom, 3) + coords = (images @ lattice)[:, None, :] + cart_coords[None, :, :] + indices = torch.arange(num_atom).unsqueeze(0).expand(images.shape[0], num_atom) + valid_index_bool = coords.gt(global_min_torch) * coords.lt(global_max_torch) + valid_index_bool = valid_index_bool.all(dim=-1) + valid_coords = coords[valid_index_bool] + valid_indices = indices[valid_index_bool] + + + # Divide the valid 3D space into cubes and compute the cube ids + valid_coords_np = valid_coords.detach().numpy() + all_cube_index = _compute_cube_index(valid_coords_np, global_min, r) + nx, ny, nz = _compute_cube_index(global_max, global_min, r) + 1 + all_cube_index = _three_to_one(all_cube_index, ny, nz) + site_cube_index = _three_to_one(_compute_cube_index(cart_coords_np, global_min, r), ny, nz) + # create cube index to coordinates, images, and indices map + cube_to_coords_index = collections.defaultdict(list) # type: Dict[int, List] + + # for cart_coord, j, k, l in zip(all_cube_index.ravel(), valid_coords_np, valid_images, valid_indices): + for index, cart_coord in enumerate(all_cube_index.ravel()): + cube_to_coords_index[cart_coord].append(index) + + # find all neighboring cubes for each atom in the lattice cell + site_neighbors = find_neighbors(site_cube_index, nx, ny, nz) + + ##### + inv_lattice = torch.inverse(lattice).type(default_dtype_torch) # used for constructing key + edge_idx, edge_fea, edge_idx_first, edge_key = [], [], [], [] + for index_first, (cart_coord, j) in enumerate(zip(cart_coords, site_neighbors)): + l1 = np.array(_three_to_one(j, ny, nz), dtype=int).ravel() + # use the cube index map to find the all the neighboring + # coords, images, and indices + ks = [k for k in l1 if k in cube_to_coords_index] + nn_coords_index = np.concatenate([cube_to_coords_index[k] for k in ks], axis=0) + nn_coords = valid_coords[nn_coords_index] + nn_indices = valid_indices[nn_coords_index] + dist = torch.norm(nn_coords - cart_coord[None, :], dim=1) + + # allow edge with distance = 0 + if True: + nn_coords = nn_coords.squeeze() + nn_indices = nn_indices.squeeze() + dist = dist.squeeze() + else: + nonzero_index = dist.nonzero(as_tuple=False) + nn_coords = nn_coords[nonzero_index] + nn_coords = nn_coords.squeeze(1) + nn_indices = nn_indices[nonzero_index].view(-1) + dist = dist[nonzero_index].view(-1) + + R = torch.round((nn_coords - cart_coords[nn_indices]) @ inv_lattice).int() + edge_key_single = torch.cat([R, + torch.full([R.shape[0], 1], index_first) + 1, + nn_indices.unsqueeze(1) + 1], dim=1) + if only_ij: + edge_is_ij = torch.tensor([is_ij(k) for k in edge_key_single]) + else: + edge_is_ij = torch.full([nn_indices.shape[0]], True) + + if max_num_nbr > 0: + assert not only_ij + if len(dist) >= max_num_nbr: + dist_top, index_top = dist.topk(max_num_nbr, largest=False, sorted=True) + edge_idx.extend(nn_indices[index_top]) + edge_idx_first.extend([index_first] * len(index_top)) + edge_fea_single = torch.cat([dist_top.view(-1, 1), nn_coords[index_top] - cart_coord], dim=-1) + edge_fea.append(edge_fea_single) + else: + warnings.warn("Can not find a number of max_num_nbr atoms within the radius") + edge_idx.extend(nn_indices) + edge_idx_first.extend([index_first] * len(nn_indices)) + edge_fea_single = torch.cat([dist.view(-1, 1), nn_coords - cart_coord], dim=-1) + edge_fea.append(edge_fea_single) + else: + index_top = dist.lt(r + numerical_tol) * edge_is_ij + edge_idx.extend(nn_indices[index_top]) + edge_idx_first.extend([index_first] * len(nn_indices[index_top])) + edge_fea_single = torch.cat([dist[index_top].view(-1, 1), nn_coords[index_top] - cart_coord], dim=-1) + edge_fea.append(edge_fea_single) + edge_key.append(edge_key_single[index_top]) + + edge_fea = torch.cat(edge_fea).type(default_dtype_torch) + edge_idx_first = torch.LongTensor(edge_idx_first) + edge_idx = torch.stack([edge_idx_first, torch.LongTensor(edge_idx)]) + # edge_key: shape [num_edge,5], each row [Rx, Ry, Rz, i, j] where i and j both start from 1 + # to get the hopping key for ith edge, use str(edge_key[i].tolist()) + edge_key = torch.cat(edge_key, dim=0) + + if data_folder is not None: + if inference: + data = Data(x=numbers, edge_index=edge_idx, edge_attr=edge_fea, stru_id=stru_id, + pos=cart_coords.type(default_dtype_torch), + lattice=lattice.unsqueeze(0), + edge_key=edge_key, + Aij=None, + Aij_mask=None, + atom_num_orbital=torch.tensor(atom_num_orbital), + spinful=spinful, + **kwargs) + else: + if edge_Aij: + if edge_fea.shape[0] < 0.9 * len(Aij_dict): + warnings.warn("Too many Aijs are not included within the radius") + Aij_mask = torch.zeros(edge_fea.shape[0], dtype=torch.bool) # Aij_mask[i]代表第 i 个边是否计算了hopping等 + # TODO 没有处理数据集包括不同元素组成的情况 + if spinful: + # Aij = torch.full([edge_fea.shape[0], max_num_orbital, max_num_orbital, 8], np.nan, + # dtype=default_dtype_torch) + Aij = torch.full([edge_fea.shape[0], max_num_orbital * 2, max_num_orbital * 2], np.nan, + dtype=flt2cplx(default_dtype_torch)) + else: + Aij = torch.full([edge_fea.shape[0], max_num_orbital, max_num_orbital], np.nan, + dtype=default_dtype_torch) + + for index in range(edge_fea.shape[0]): + i, j = edge_idx[:, index] + key = edge_key[index].tolist() + key[3] -= 1 # h_{i0, jR} i and j is 0-based index + key[4] -= 1 + key = tuple(key) + if key in Aij_dict: + Aij_mask[index] = True + if spinful: + Aij[index, :atom_num_orbital[i] * 2, :atom_num_orbital[j] * 2] = Aij_dict[key] + else: + Aij[index, :atom_num_orbital[i], :atom_num_orbital[j]] = Aij_dict[key] + else: + raise NotImplementedError( + "Not yet have support for graph radius including hopping without calculation") + + data = Data(x=numbers, edge_index=edge_idx, edge_attr=edge_fea, stru_id=stru_id, + pos=cart_coords.type(default_dtype_torch), lattice=lattice.unsqueeze(0), + edge_key=edge_key, Aij=Aij, Aij_mask=Aij_mask, + atom_num_orbital=torch.tensor(atom_num_orbital), + spinful=spinful, + **kwargs) + else: + if spinful: + Aij = torch.full([len(Aij_dict), max_num_orbital, max_num_orbital, 8], np.nan, + dtype=default_dtype_torch) + else: + Aij = torch.full([len(Aij_dict), max_num_orbital, max_num_orbital], np.nan, + dtype=default_dtype_torch) + Aij_edge_index = torch.full([2, len(Aij_dict)], -1, dtype=torch.int64) + # Aij_edge_fea = torch.full([len(Aij_dict), 10], np.nan, dtype=default_dtype_torch) + Aij_edge_fea = torch.full([len(Aij_dict), 4], np.nan, dtype=default_dtype_torch) + + for index_Aij, (key, Aij_value) in enumerate(Aij_dict.items()): + i, j = key[3], key[4] + Aij_edge_index[0, index_Aij], Aij_edge_index[1, index_Aij] = i, j + R = torch.tensor([key[0], key[1], key[2]], dtype=default_dtype_torch) + cart_coords_i = cart_coords[i] + # cart_coords_j_unit_cell = cart_coords[key[4]] + cart_coords_j = cart_coords[j] + R @ lattice.type(default_dtype_torch) + edge_fea_single = torch.cat([ + torch.norm(cart_coords_j - cart_coords_i, dim=-1, keepdim=True), + # cart_coords_i, + # cart_coords_j, + # cart_coords_j_unit_cell + cart_coords_j - cart_coords_i, + ]).type(default_dtype_torch) + Aij_edge_fea[index_Aij] = edge_fea_single + + if spinful: + Aij[index_Aij, :atom_num_orbital[i], :atom_num_orbital[j], :] = Aij_value + else: + Aij[index_Aij, :atom_num_orbital[i], :atom_num_orbital[j]] = Aij_value + + data = Data(x=numbers, edge_index=edge_idx, edge_attr=edge_fea, stru_id=stru_id, + pos=cart_coords.type(default_dtype_torch), lattice=lattice.unsqueeze(0), + edge_key=edge_key, + Aij=Aij, Aij_edge_index=Aij_edge_index, Aij_edge_attr=Aij_edge_fea, + atom_num_orbital=torch.tensor(atom_num_orbital), + spinful=spinful, + **kwargs) + else: + data = Data(x=numbers, edge_index=edge_idx, edge_attr=edge_fea, stru_id=stru_id, + pos=cart_coords.type(default_dtype_torch), lattice=lattice.unsqueeze(0), **kwargs) + return data \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/kernel.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/kernel.py new file mode 100644 index 0000000000000000000000000000000000000000..dd63fe8f2ca8a728d0f857e187bedef69f917dbb --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/kernel.py @@ -0,0 +1,958 @@ +import time +import os +from os.path import dirname, abspath +import sys +import shutil +import warnings +import numpy as np +from collections import namedtuple +import json +import h5py +from tqdm import tqdm + +import torch +from torch import optim +from torch.utils.data import SubsetRandomSampler, DataLoader +from torch.utils.tensorboard import SummaryWriter + +from .data import AijData +from .graph import Collater, convert_ijji +from .model import Net +from .parse_configs import BaseConfig, TrainConfig, EvalConfig +from .utils import Logger, RevertDecayLR, MaskMSELoss, LossRecord, process_targets, set_random_seed, flt2cplx +from .e3modules import e3TensorDecomp + +# dataset_info_recorder = namedtuple('dataset_info', ['spinful', 'index_to_Z', 'orbital_types']) +# net_out_info_recorder = namedtuple("net_out_info", ['blocks', 'js', 'slices']) +train_info_recorder = namedtuple('train_info', ['epoch', 'global_step', 'lr', 'total_time', 'epoch_time', 'best_loss', 'train_losses', 'val_losses', 'val_loss_list', 'extra_val', 'extra_val_list', ]) +train_utils_recorder = namedtuple('train_utils', ['optimizer', 'tb_writer', 'loss_criterion']) + + +class DatasetInfo: + + def __init__(self, spinful, index_to_Z, orbital_types): + + self.spinful = spinful + if isinstance(index_to_Z, list): + self.index_to_Z = torch.tensor(index_to_Z) + elif isinstance(index_to_Z, torch.Tensor): + self.index_to_Z = index_to_Z + else: + raise NotImplementedError + self.orbital_types = orbital_types + + self.Z_to_index = torch.full((100,), -1, dtype=torch.int64) + self.Z_to_index[self.index_to_Z] = torch.arange(len(index_to_Z)) + + @classmethod + def from_dataset(cls, dataset: AijData): + return cls(dataset.info['spinful'], dataset.info['index_to_Z'], dataset.info['orbital_types']) + + @classmethod + def from_json(cls, src_dir): + with open(os.path.join(src_dir, 'dataset_info.json'), 'r') as f: + info = json.load(f) + return cls(info['spinful'], info['index_to_Z'], info['orbital_types']) + + def save_json(self, src_dir): + with open(os.path.join(src_dir, 'dataset_info.json'), 'w') as f: + json.dump(dict(spinful=self.spinful, index_to_Z=self.index_to_Z.tolist(), orbital_types=self.orbital_types), f) + + def __eq__(self, __o) -> bool: + if __o.__class__ != __class__: + raise ValueError + a = __o.spinful == self.spinful + b = torch.all(__o.index_to_Z == self.index_to_Z) + c = __o.orbital_types == self.orbital_types + return a * b * c + + +class NetOutInfo: + + def __init__(self, target_blocks, dataset_info: DatasetInfo): + self.target_blocks = target_blocks + self.dataset_info = dataset_info + self.blocks, self.js, self.slices = process_targets(dataset_info.orbital_types, + dataset_info.index_to_Z, + target_blocks) + + def save_json(self, src_dir): + if os.path.isfile(os.path.join(src_dir, 'dataset_info.json')): + dataset_info_o = DatasetInfo.from_json(src_dir) + assert self.dataset_info == dataset_info_o + else: + self.dataset_info.save_json(src_dir) + with open(os.path.join(src_dir, 'target_blocks.json'), 'w') as f: + json.dump(self.target_blocks, f) + + @classmethod + def from_json(cls, src_dir): + dataset_info = DatasetInfo.from_json(src_dir) + with open(os.path.join(src_dir, 'target_blocks.json'), 'r') as f: + target_blocks = json.load(f) + return cls(target_blocks, dataset_info) + + def merge(self, other): + assert other.__class__ == __class__ + assert self.dataset_info == other.dataset_info + self.target_blocks.extend(other.target_blocks) + self.blocks.extend(other.blocks) + self.js.extend(other.js) + length = self.slices.pop() + for i in other.slices: + self.slices.append(i + length) + + def __eq__(self, __o) -> bool: + if __o.__class__ != __class__: + raise ValueError + flag = True + for k in self.__dict__.keys(): + flag *= getattr(self, k) == getattr(__o, k) + return flag + + +class DeepHE3Kernel: + + def __init__(self): + + # how to determine kernel mode: + # train mode: self.train_config is not None and self.eval_config is None + # eval mode: self.eval_config is not None + self.train_config = None + self.eval_config = None + + self.dataset = None + self.dataset_info = None + self.net = None + self.net_out_info = None + self.construct_kernel = None + + self.train_utils = None + self.train_info = None + + def load_config(self, train_config_path=None, eval_config_path=None): + if train_config_path is not None: + self.train_config = TrainConfig(train_config_path) + if eval_config_path is not None: + self.eval_config = EvalConfig(eval_config_path) + + if self.train_config is not None and self.eval_config is not None: + assert self.train_config.torch_dtype == self.eval_config.torch_dtype, f'model uses dtype {self.train_config.torch_dtype} but evaluation requires dtype {self.eval_config.torch_dtype}' + assert self.train_config.target == self.eval_config.target, f'model predicts {self.train_config.target} but evaluation requires prediction of {self.eval_config.target}' + # if train_config.cutoff_radius != eval_config.cutoff_radius: + # warnings.warn(f'Model has cutoff radius r={train_config.cutoff_radius} but evaluation requires r={eval_config.cutoff_radius}') + # assert self.train_config.only_ij == self.eval_config.only_ij, f'evaluation uses {"un" if eval_config.only_ij else ""}directed graph but model does not' + + def preprocess(self, preprocess_config): + print('\n------- Preprocessing data -------') + config = BaseConfig(preprocess_config) + self.get_graph(config) + + def train(self, train_config): + self.load_config(train_config_path=train_config) + + config = self.train_config + + # = record output = + os.makedirs(config.save_dir) + sys.stdout = Logger(os.path.join(config.save_dir, "result.txt")) + sys.stderr = Logger(os.path.join(config.save_dir, "stderr.txt")) + + print('\n------- DeepH-E3 model training begins -------') + print(f'Output will be stored under: {config.save_dir}') + + # = random seed = + print(f'Using random seed: {config.seed}') + set_random_seed(config.seed) + + # = default dtype = + print(f'Data type during training: {config.torch_dtype}') + torch.set_default_dtype(config.torch_dtype) + + # = save DeepH-E3 script = + self.save_script() + print('Saved DeepH-E3 source code to output dir') + + # = prepare dataset = + print('\n------- Preparation of training data -------') + dataset = self.get_graph(config) + + self.config_set_target(verbose=os.path.join(config.save_dir, 'targets.txt')) + + # set dataset mask + dataset.set_mask(config.target_blocks, convert_to_net=config.convert_net_out) + + # = data loader = + print('\n------- Data loader for training -------') + train_loader, val_loader, extra_val_loader, test_loader = self.get_loader() + + # = Build net = + print('\n------- Build model -------') + if config.checkpoint_dir: + print('Building model from checkpoint') + net : Net = self.load_model(os.path.join(dirname(config.checkpoint_dir), 'src'), device=config.device) + else: + self.save_model(os.path.join(config.save_dir, 'src')) + net : Net = self.load_model(os.path.join(config.save_dir, 'src'), device=config.device) + model_parameters = filter(lambda p: p.requires_grad, net.parameters()) + params = sum([np.prod(p.size()) for p in model_parameters]) + print("The model you built has %d parameters." % params) + + # = register constructer (e3TensorDecomp) = + self.register_constructor(device=config.device) + print('Output constructer associated to net.') + + print() + print(net) + # net.analyze_tp(os.path.join(config.save_dir, 'analyze_tp')) + + print('\n------- Preparation for training -------') + # = select optimizer = + model_parameters = filter(lambda p: p.requires_grad, net.parameters()) + optimizer = optim.Adam(model_parameters, lr=config.lr, betas=config.adam_betas) + # model_parameters = filter(lambda p: p.requires_grad, net.parameters()) + # optimizer_sgd = optim.SGD(model_parameters, lr=config.lr) + print(f'Using optimizer Adam with initial lr={config.lr}, betas={config.adam_betas}') + criterion = MaskMSELoss() + print('Loss type: MSE over all matrix elements') + # = tensorboard = + tb_writer = SummaryWriter(os.path.join(config.save_dir, 'tensorboard')) + print('Tensorboard recorder initialized') + # = LR scheduler = + scheduler = RevertDecayLR(net, optimizer, config.save_dir, config.revert_decay_patience, config.revert_decay_rate, config.scheduler_type, config.scheduler_params) + if config.scheduler_type == 1: + print('Using pytorch scheduler ReduceLROnPlateau') + elif config.scheduler_type == 2: + print('Using "slippery slope" scheduler') + + # load from checkpoint + if config.checkpoint_dir: + print(f'Loading from checkpoint at {config.checkpoint_dir}') + checkpoint = torch.load(config.checkpoint_dir, map_location='cpu') + net.load_state_dict(checkpoint['state_dict']) + if config.use_new_hypp: + epoch = checkpoint['epoch'] + scheduler.next_epoch = epoch + 1 + if config.scheduler_type == 1: + scheduler.scheduler.last_epoch = epoch + elif config.scheduler_type == 2: + scheduler.scheduler.next_epoch = epoch + 1 + else: + optimizer.load_state_dict(checkpoint['optimizer_state_dict']) + scheduler.load_state_dict(checkpoint['scheduler_state_dict']) + with open(os.path.join(config.save_dir, 'tensorboard/info.json'), 'r') as f: + global_step = json.load(f)['global_step'] + 1 + best_loss = checkpoint['val_loss'] + # for param_group in optimizer.param_groups: + # param_group['lr'] = config.lr + # scheduler.decay_epoch = config.revert_decay_epoch + # scheduler.decay_gamma = config.revert_decay_gamma + print(f'Starting from epoch {checkpoint["epoch"]} with validation loss {checkpoint["val_loss"]}') + else: + global_step = 0 + print('Starting new training process') + best_loss = 1e10 + + self.train_utils = train_utils_recorder(optimizer, tb_writer, criterion) + + print('\n------- Begin training -------') + # = train and validation = + begin_time = time.time() + epoch_begin_time = time.time() + + epoch = scheduler.next_epoch + learning_rate = optimizer.param_groups[0]['lr'] + try: + while epoch < config.num_epoch and learning_rate > config.min_lr: + + # = train = + train_losses, _ = self.get_loss(train_loader, is_train=True) + + with torch.no_grad(): + # = val = + val_losses, val_loss_list = self.get_loss(val_loader) + + # = extra_val = + extra_val_losses, extra_loss_record_list = None, None + if config.extra_val: + extra_val_losses, extra_loss_record_list = self.get_loss(extra_val_loader) + + # = RECORD LOSS = + learning_rate = optimizer.param_groups[0]['lr'] + self.train_info = train_info_recorder(epoch=epoch, + global_step=global_step, + lr=learning_rate, + total_time=time.time()-begin_time, + epoch_time=time.time()-epoch_begin_time, + best_loss=best_loss, + train_losses=train_losses, + val_losses=val_losses, + val_loss_list=val_loss_list, + extra_val=extra_val_losses, + extra_val_list=extra_loss_record_list) + self.record_train() + + if val_losses.avg < best_loss: + best_loss = val_losses.avg + + # = save model, revert, etc. = + scheduler.step(val_losses.avg) + + epoch_begin_time = time.time() + epoch = scheduler.next_epoch + global_step += 1 + + except KeyboardInterrupt: + print('\nKeyboardInterrupt') + + print('\nTraining finished.') + + print('\n------- Testing network on test set -------') + checkpoint = torch.load(os.path.join(config.save_dir, 'best_model.pkl'), map_location=config.device) + self.net.load_state_dict(checkpoint['state_dict']) + print(f'Using best model at epoch {checkpoint["epoch"]} with val_loss {checkpoint["val_loss"]}') + print(f'Testing...') + test_begin = time.time() + test_h5 = os.path.join(self.train_config.save_dir, 'test_result.h5') + if os.path.isfile(test_h5): + print(f'Warning: file already exists and will be replaced: {test_h5}') + os.remove(test_h5) + with torch.no_grad(): + test_losses, test_loss_list = self.get_loss(test_loader, save_h5=True) + print(f'Test finished, cost {time.time() - test_begin:.2f}s.') + print(f'Test loss: {test_losses.avg:.4e}') + print('Test results saved to "test_result.h5". It can be analyzed using "deephe3-analyze.py".') + with open(os.path.join(config.save_dir, 'test_report.txt'), 'w') as f: + print(f'Test loss: {test_losses.avg:.4e}\n', file=f) + if len(self.net_out_info.js) > 1: + self.write_report(test_loss_list, file=f) + print('Test report written to: "test_report.txt".') + + def eval(self, config, debug=False): + self.load_config(eval_config_path=config) + eval_config = self.eval_config + + torch.set_default_dtype(eval_config.torch_dtype) + + print('\n------- Preparation of graph data for evaluation -------') + dataset = self.get_graph(eval_config, inference=eval_config.inference) + collate = Collater() # todo: multiple data + + H_pred_list = [] + if not eval_config.inference: + net_out_combined = None + + print('\n------- Finding trained models -------') + # get models + model_path_list = self.find_model(eval_config.model_dir) + + if not eval_config.inference: + h5file = os.path.join(eval_config.out_dir, 'test_result.h5') + if os.path.isfile(h5file): + print(f'Warning: file already exists and will be replaced: {h5file}') + os.remove(h5file) + h5_fp = h5py.File(h5file, 'w') + + print('\n------- Evaluating model -------') + for index_model, model_path in enumerate(model_path_list): + print(f'\nLoading model {index_model}:') + self.load_config(train_config_path=os.path.join(model_path, 'src/train.ini')) + if eval_config.inference: + # If inference=True, then info.json might not be present in processed_data. + # Then spinful should come from network, not from dataset. + net_out_info = NetOutInfo.from_json(os.path.join(model_path, 'src')) + if self.dataset_info.spinful != net_out_info.dataset_info.spinful: + print(f'WARNING: Dataset spinful={self.dataset_info.spinful} but network spinful={net_out_info.dataset_info.spinful}. Overwritting dataset spinful with network value.') + print(f' This might be caused by not providing info.json in processed data folder.') + print(f' If you see this message, please replace info.json in processed data folder with the one written in output_dir.') + self.dataset_info.spinful = net_out_info.dataset_info.spinful + self.config_set_target() + if not eval_config.inference: + dataset.set_mask(self.train_config.target_blocks, del_Aij=False, convert_to_net=self.train_config.convert_net_out) + construct_kernel = self.register_constructor(device=eval_config.device) + net: Net = self.load_model(os.path.join(model_path, 'src'), device=eval_config.device) + checkpoint = torch.load(os.path.join(model_path, 'best_model.pkl'), map_location='cpu') + net.load_state_dict(checkpoint['state_dict']) + net.eval() + + if not eval_config.inference: + net_out_info = NetOutInfo.from_json(os.path.join(model_path, 'src')) + if net_out_combined is None: + net_out_combined = net_out_info + else: + net_out_combined.merge(net_out_info) + + with torch.no_grad(): + iterable = tqdm(enumerate(dataset)) if eval_config.test_only else enumerate(dataset) + for index_stru, data in iterable: + if len(H_pred_list) <= index_stru: + H_pred_list.append({}) + if not eval_config.test_only: print(f'Getting model {index_model} output on structure "{data.stru_id}"...') + batch = collate([data]) + start = time.time() + output, output_edge = net(batch.to(device=eval_config.device)) + H_pred = construct_kernel.get_H(output_edge).cpu() + self.update_hopping(H_pred_list[index_stru], H_pred, batch.x, batch.edge_index, batch.edge_key, debug=debug) + if not eval_config.test_only: print(f'Finished, cost {time.time() - start:.2f} seconds.') + + if not eval_config.inference: + if not eval_config.test_only: print(f'Saving model {index_model} output on structure "{data.stru_id}" to test_result.h5') + self.save_test_result(batch, H_pred, h5_fp) + + print(f'Finished evaluating model {index_model} on all structures') + + print('\nFinished evaluating all models') + + if not debug: + for hamiltonians in H_pred_list: + for key_term, hopping in hamiltonians.items(): + msg = f'Some orbitals are not predicted. You can include option --debug to fill unpredicted matrix elements with 0.' + assert torch.all(torch.isnan(hopping)==False), msg + + # convert ijji + if eval_config.only_ij: + self.convert_ijji_hamiltonians(H_pred_list) + + if not eval_config.inference: + h5_fp.close() + src = os.path.join(eval_config.out_dir, 'src') + os.makedirs(src, exist_ok=True) + net_out_combined.save_json(os.path.join(eval_config.out_dir, 'src')) + shutil.copyfile(self.train_config.config_file, os.path.join(src, 'train.ini')) + + if not eval_config.test_only: + print('\n------- Output -------') + for H_dict, data in zip(H_pred_list, dataset): + outdir = os.path.join(eval_config.out_dir, data.stru_id) + os.makedirs(outdir, exist_ok=True) + print(f'Writing output to "{data.stru_id}/hamiltonians_pred.h5"') + with h5py.File(os.path.join(eval_config.out_dir, f'{data.stru_id}/hamiltonians_pred.h5'), 'w') as f: + for k, v in H_dict.items(): + f[k] = v + + # write info.json to output dir + infofile = os.path.join(outdir, 'info.json') + if os.path.isfile(infofile): + with open(infofile, 'r') as f: + infodict = json.load(f) + else: + infodict = {} + infodict["isspinful"] = self.dataset_info.spinful + with open(infofile, 'w') as f: + json.dump(infodict, f) + + def get_graph(self, config: BaseConfig, inference=False): # todo: dataset info stored separately + process_only = config.__class__ == BaseConfig # isinstance(config, BaseConfig) + # prepare graph data + if config.graph_dir: + dataset = AijData.from_existing_graph(config.graph_dir, torch.get_default_dtype()) + else: + if config.dft_data_dir: + print('\nPreprocessing data from DFT calculated result...') + process_data_py = os.path.join(dirname(abspath(__file__)), 'process_data_tools/process_data.py') + cmd = f'python {process_data_py} --input_dir {config.dft_data_dir} --output_dir {config.processed_data_dir} --simpout' + (' --olp' if config.get_olp else '') + return_code = os.system(cmd) + assert return_code == 0, f'Error occured in executing command: "{cmd}"' + print('\nProcessing graph data...') + dataset = AijData(raw_data_dir=config.processed_data_dir, + graph_dir=config.save_graph_dir, + target=config.target_data, + dataset_name=config.dataset_name, + multiprocessing=False, + radius=-1, + max_num_nbr=0, + edge_Aij=True, + inference=inference, + only_ij=False, + default_dtype_torch=torch.get_default_dtype(), + load_graph=not process_only) + + self.dataset = dataset + if not process_only: + # self.process_dataset_info() + # check target + if self.train_config is not None: + assert self.train_config.target == self.dataset.target, 'Train target and dataset target does not match' + if self.eval_config is not None: + assert self.eval_config.target == self.dataset.target, 'Eval target and dataset target does not match' + self.dataset_info = DatasetInfo.from_dataset(dataset) + + return dataset + + def build_model(self): + # it is recommended to use save_model first and load model from there, instead of using build_model + assert self.train_config is not None + assert self.dataset_info is not None + config = self.train_config + + num_species = len(self.dataset_info.index_to_Z) + print('Building model...') + begin = time.time() + net = Net( + num_species=num_species, + irreps_embed_node=config.irreps_embed_node, + irreps_edge_init=config.irreps_edge_init, + irreps_sh=config.irreps_sh, + irreps_mid_node=config.irreps_mid_node, + irreps_post_node=config.irreps_post_node, + irreps_out_node=config.irreps_out_node, + irreps_mid_edge=config.irreps_mid_edge, + irreps_post_edge=config.irreps_post_edge, + irreps_out_edge=config.net_out_irreps, + num_block=config.num_blocks, + r_max=config.cutoff_radius, + use_sc=True, + no_parity=config.no_parity, + use_sbf=config.use_sbf, + only_ij=config.only_ij, + spinful=False, + if_sort_irreps=False + ) + print(f'Finished building model, cost {time.time() - begin:.2f} seconds.') + self.net = net + + return net + + def save_model(self, src_path): + assert self.train_config is not None + assert self.dataset_info is not None + assert self.net_out_info is not None + assert os.path.isdir(src_path) + config = self.train_config + + num_species = len(self.dataset_info.index_to_Z) + with open(os.path.join(src_path, 'build_model.py'), 'w') as f: + pf = lambda x: print(x, file=f) + pf(f"from deephe3_1 import Net") + pf(f"net = Net(") + pf(f" num_species={num_species},") + pf(f" irreps_embed_node='{config.irreps_embed_node}',") + pf(f" irreps_edge_init='{config.irreps_edge_init}',") + pf(f" irreps_sh='{config.irreps_sh}',") + pf(f" irreps_mid_node='{config.irreps_mid_node}',") + pf(f" irreps_post_node='{config.irreps_post_node}',") + pf(f" irreps_out_node='{config.irreps_out_node}',") + pf(f" irreps_mid_edge='{config.irreps_mid_edge}',") + pf(f" irreps_post_edge='{config.irreps_post_edge}',") + pf(f" irreps_out_edge='{config.net_out_irreps}',") + pf(f" num_block={config.num_blocks},") + pf(f" r_max={config.cutoff_radius},") + pf(f" use_sc={True},") + pf(f" no_parity={config.no_parity},") + pf(f" use_sbf={config.use_sbf},") + pf(f" only_ij={config.only_ij},") + pf(f" if_sort_irreps={False}") + pf(f")") + + self.net_out_info.save_json(src_path) + + def load_model(self, src_path, device='cpu'): + assert os.path.isdir(src_path) + sys.path.append(src_path) + + # load dataset_info and net_out_info + net_out_info_o = NetOutInfo.from_json(src_path) + if self.dataset_info is None: + self.dataset_info = net_out_info_o.dataset_info + else: + assert self.dataset_info == net_out_info_o.dataset_info + if self.net_out_info is None: + self.net_out_info = net_out_info_o + else: + assert self.net_out_info == net_out_info_o + + print('Building model...') + begin = time.time() + from build_model import net + print(f'Finished building model, cost {time.time() - begin:.2f} seconds.') + + sys.path.pop() + sys.modules.pop('build_model') + + net.to(device) + + self.net = net + + return net + + def register_constructor(self, device='cpu'): + # requires: dataset_info, train_config which target is already set + # returns: construct_kernel, net_out_info + assert self.train_config is not None + assert self.dataset_info is not None + + config = self.train_config + + construct_kernel = e3TensorDecomp(config.net_out_irreps, + self.net_out_info.js, + default_dtype_torch=torch.get_default_dtype(), + spinful=self.dataset_info.spinful, + no_parity=config.no_parity, + if_sort=config.convert_net_out, + device_torch=device) + + self.construct_kernel = construct_kernel + + return construct_kernel + + def config_set_target(self, verbose=None): + o, i, s = self.dataset_info.orbital_types, self.dataset_info.index_to_Z, self.dataset_info.spinful# dataset.info['orbital_types'], dataset.info['index_to_Z'], dataset.info['spinful'] + self.train_config.set_target(o, i, s, verbose) + self.net_out_info = NetOutInfo(self.train_config.target_blocks, self.dataset_info) + + @staticmethod + def find_model(dir): + model_path_list = [] + for root, dirs, files in os.walk(dir): + if 'best_model.pkl' in files and 'src' in dirs: + model_path_list.append(os.path.abspath(root)) + assert len(model_path_list) > 0, 'Cannot find any model' + print(f'Successfully found {len(model_path_list)} model(s):') + for index_model, model_path in enumerate(model_path_list): + print(f'model {index_model}:', model_path) + return model_path_list + + def get_loss(self, loader, is_train=False, save_h5=False): + # with torch.no_grad(): + # net.eval() + assert self.net is not None + net = self.net + assert self.train_config is not None + config = self.train_config + assert self.net_out_info is not None + assert self.construct_kernel is not None + construct_kernel = self.construct_kernel + criterion = self.train_utils.loss_criterion + + if is_train: + net.train() + else: + net.eval() + + losses = LossRecord() + loss_list = None + if len(self.net_out_info.js) > 1 and not is_train: + loss_list = [LossRecord() for _ in range(len(self.net_out_info.js))] + + if save_h5: + h5_fp = h5py.File(os.path.join(self.train_config.save_dir, 'test_result.h5'), 'w') + + for batch in loader: + # get predicted H + output, output_edge = net(batch.to(device=config.device)) + if config.convert_net_out: + H_pred = output_edge + else: + H_pred = construct_kernel.get_H(output_edge) + # get loss + loss = criterion(H_pred, batch.label.to(device=config.device), batch.mask) + + # backward propagation + if is_train: + self.train_utils.optimizer.zero_grad() + loss.backward() + # TODO clip_grad_norm_(net.parameters(), 4.2, error_if_nonfinite=True) + self.train_utils.optimizer.step() + + # detailed loss on each target + with torch.no_grad(): + losses.update(loss.item(), batch.num_edges) + + if len(self.net_out_info.js) > 1 and not is_train: + for i in range(len(self.net_out_info.js)): + target_loss = criterion(H_pred[..., slice(self.net_out_info.slices[i], self.net_out_info.slices[i + 1])], + batch.label[..., slice(self.net_out_info.slices[i], self.net_out_info.slices[i + 1])].to(device=config.device), + batch.mask[..., slice(self.net_out_info.slices[i], self.net_out_info.slices[i + 1])]) + if self.dataset_info.spinful: + if config.convert_net_out: + num_hoppings = batch.mask[:, self.net_out_info.slices[i] * 4].sum().item() # ! this is not correct + else: + num_hoppings = batch.mask[:, 0, self.net_out_info.slices[i]].sum().item() + else: + num_hoppings = batch.mask[:, self.net_out_info.slices[i]].sum().item() + loss_list[i].update(target_loss.item(), num_hoppings) + + # record output in h5 (for testing) + if save_h5: + self.save_test_result(batch, H_pred, h5_fp) # + + if save_h5: + h5_fp.close() + + return losses, loss_list + + def save_test_result(self, batch, H_pred, h5_fp): + assert batch.num_graphs == 1 + stru_id = batch.stru_id[0] + + batch = batch.to('cpu') + if isinstance(H_pred, torch.Tensor): + H_pred = H_pred.cpu().numpy() + + if stru_id in h5_fp: + g = h5_fp[stru_id] + for name in ['H_pred', 'label', 'mask']: + prev = np.array(g[name]) + del g[name] + if name == 'H_pred': + g[name] = np.concatenate((prev, H_pred), axis=-1) + else: + g[name] = np.concatenate((prev, getattr(batch, name)), axis=-1) + else: + g = h5_fp.create_group(stru_id) + g['node_attr'] = batch.x + g['edge_index'] = batch.edge_index + g['edge_key'] = batch.edge_key + g['edge_attr'] = batch.edge_attr + g['label'] = batch.label + g['mask'] = batch.mask + g['H_pred'] = H_pred + + stru = g.create_group('structure') + stru['element'] = self.dataset_info.index_to_Z[batch.x] + stru['lat'] = batch.lattice[0] + stru['sites'] = batch.pos + + '''test_result.h5 file structure + +--"/" + | +-- group "stru1_id" + | | +-- dataset node_attr + | | +-- dataset edge_index + | | +-- dataset edge_key + | | +-- dataset edge_attr + | | +-- dataset label + | | +-- dataset mask + | | +-- dataset H_pred + | | +-- group "structure" + | | | +-- dataset element + | | | +-- dataset lat + | | | +-- dataset sites + | | | | + | +-- group "stru2_id" + | | +-- ... (similar with above) + | | | + | +-- ... + ''' + + def update_hopping(self, H_prev, H_pred, node_attr, edge_index, edge_key, debug=False): + # requires dataset_info, train_config, net_out_info + # node_attr (element type -- batch.x), edge_index, edge_key come from batch + + if isinstance(H_pred, torch.Tensor): + module = torch + dtype = self.train_config.torch_dtype + elif isinstance(H_pred, np.ndarray): + module = np + dtype = self.train_config.np_dtype + else: + raise ValueError + + atom_num_orbitals = [sum(map(lambda x: 2 * x + 1, atom_orbital_types)) for atom_orbital_types in self.dataset_info.orbital_types] + for index_edge in range(edge_index.shape[1]): + key_term = str(edge_key[index_edge].tolist()) + i, j = node_attr[edge_index[:, index_edge]] + if key_term not in H_prev.keys(): + fill = 0 if debug else np.nan + fill_sp = 0 + 0j if debug else np.nan + np.nan * 1j + if self.dataset_info.spinful: + init = module.full((atom_num_orbitals[i] * 2, atom_num_orbitals[j] * 2), fill_sp, dtype=flt2cplx(dtype)) + else: + init = module.full((atom_num_orbitals[i], atom_num_orbitals[j]), fill, dtype=dtype) + H_prev[key_term] = init + N_M_str_edge = f'{self.dataset_info.index_to_Z[i].item()} {self.dataset_info.index_to_Z[j].item()}' + for index_target, equivariant_block in enumerate(self.net_out_info.blocks): + for N_M_str, block_slice in equivariant_block.items(): + if N_M_str == N_M_str_edge: + slice_row = slice(block_slice[0], block_slice[1]) + slice_col = slice(block_slice[2], block_slice[3]) + len_row = block_slice[1] - block_slice[0] + len_col = block_slice[3] - block_slice[2] + slice_out = slice(self.net_out_info.slices[index_target], self.net_out_info.slices[index_target + 1]) + if self.dataset_info.spinful: + slice_row_ds = slice(atom_num_orbitals[i] + block_slice[0], atom_num_orbitals[i] + block_slice[1]) + slice_col_ds = slice(atom_num_orbitals[j] + block_slice[2], atom_num_orbitals[j] + block_slice[3]) + H_prev[key_term][slice_row, slice_col] = H_pred[index_edge, 0, slice_out].reshape(len_row, len_col) + H_prev[key_term][slice_row, slice_col_ds] = H_pred[index_edge, 1, slice_out].reshape(len_row, len_col) + H_prev[key_term][slice_row_ds, slice_col] = H_pred[index_edge, 2, slice_out].reshape(len_row, len_col) + H_prev[key_term][slice_row_ds, slice_col_ds] = H_pred[index_edge, 3, slice_out].reshape(len_row, len_col) + else: + H_prev[key_term][slice_row, slice_col] = H_pred[index_edge, slice_out].reshape(len_row, len_col) + return H_prev + + def save_script(self): + # current source code will be stored under src + # if checkpoint is specified, then current source code will be stored under src_restart, + # and source code in checkpoint will be copied to src + assert self.train_config is not None + config = self.train_config + src = dirname(dirname(abspath(__file__))) + dst = os.path.join(config.save_dir, 'src') + if config.checkpoint_dir: + old_dir = os.path.dirname(config.checkpoint_dir) + shutil.copytree(os.path.join(old_dir, 'src'), os.path.join(config.save_dir, 'src')) + shutil.copytree(os.path.join(old_dir, 'tensorboard'), os.path.join(config.save_dir, 'tensorboard')) + shutil.copyfile(os.path.join(old_dir, 'best_model.pkl'), os.path.join(config.save_dir, 'best_model.pkl')) + shutil.copyfile(os.path.join(old_dir, 'model.pkl'), os.path.join(config.save_dir, 'model.pkl')) + dst = os.path.join(config.save_dir, 'src_restart') + os.makedirs(dst) + shutil.copyfile(os.path.join(src, 'deephe3-train.py'), os.path.join(dst, 'train.py')) + shutil.copyfile(config.config_file, os.path.join(dst, 'train.ini')) + shutil.copytree(os.path.join(src, 'deephe3'), os.path.join(dst, 'deephe3_1')) + + def get_loader(self): + assert self.train_config is not None + config = self.train_config + dataset = self.dataset + + indices = list(range(len(dataset))) + + if config.extra_val: + extra_val_indices = [] + for extra_val_id in config.extra_val: + ind = dataset.data.stru_id.index(extra_val_id) + extra_val_indices.append(ind) + indices.remove(ind) + + dataset_size = len(indices) + train_size = int(config.train_ratio * dataset_size) + val_size = int(config.val_ratio * dataset_size) + test_size = int(config.test_ratio * dataset_size) + if config.train_size > 0: + train_size = config.train_size + if config.val_size > 0: + val_size = config.val_size + if config.test_size >= 0: + test_size = config.test_size + assert train_size + val_size + test_size <= dataset_size + + np.random.shuffle(indices) + + + print(f'size of train set: {len(indices[:train_size])}') + train_loader = DataLoader(dataset, + batch_size=config.batch_size, + shuffle=False, + sampler=SubsetRandomSampler(indices[:train_size]), + collate_fn=Collater()) + + val_indices = indices[train_size:train_size + val_size] + print(f'size of val set: {len(val_indices)}') + if config.extra_val and not config.extra_val_test_only: + val_indices.extend(extra_val_indices) + val_loader = DataLoader(dataset, + batch_size=config.batch_size, + shuffle=False, + sampler=SubsetRandomSampler(val_indices), + collate_fn=Collater()) + + extra_val_loader = None + if config.extra_val: + print(f'Additionally validating on {len(extra_val_indices)} structure(s)') + extra_val_loader = DataLoader(dataset, + batch_size=config.batch_size, + shuffle=False, + sampler=SubsetRandomSampler(extra_val_indices), + collate_fn=Collater()) + + test_indices = indices[train_size + val_size:train_size + val_size + test_size] + if config.extra_val: + test_indices.extend(extra_val_indices) + print(f'size of test set: {len(test_indices)}') + test_loader = DataLoader(dataset, + batch_size=1, + shuffle=False, + sampler=SubsetRandomSampler(test_indices), + collate_fn=Collater()) + + print(f'Batch size: {config.batch_size}') + + return train_loader, val_loader, extra_val_loader, test_loader + + def record_train(self): + info = self.train_info + config = self.train_config + + # = PRINT LOSS = + time_r = round(info.total_time) + d, h, m, s = time_r//86400, time_r%86400//3600, time_r%3600//60, time_r%60 + out_info = (f'Epoch #{info.epoch:<5d} | ' + f'Time: {d:02d}d {h:02d}h {m:02d}m | ' + f'LR: {info.lr:.2e} | ' + f'Epoch time: {info.epoch_time:6.2f} | ' + f'Train loss: {info.train_losses.avg:.2e} | ' # :11.8f + f'Val loss: {info.val_losses.avg:.2e}' + ) + if config.extra_val: + out_info += f' | Extra val: {info.extra_val.avg:0.2e}' + if len(self.net_out_info.js) > 1: + out_info = '====================\n' + out_info + '\n' + loss_list = [info.val_loss_list[i].avg for i in range(len(self.net_out_info.js))] + max_loss = max(loss_list) + min_loss = min(loss_list) + out_info += f'Target {loss_list.index(max_loss):03} has maximum loss {max_loss:.2e}; ' + out_info += f'Target {loss_list.index(min_loss):03} has minimum loss {min_loss:.2e}' + if not config.simp_out: + out_info += '\n' + i = 0 + while i < len(self.net_out_info.js): + out_info += f'Target {i:03}: {info.val_loss_list[i].avg:.2e}' + if i % 5 == 4: + out_info += '\n' + else: + out_info += ' \t|' + i += 1 + print(out_info) + + # = TENSORBOARD = + tb_writer = self.train_utils.tb_writer + tb_writer.add_scalar('Learning rate', info.lr, global_step=info.global_step) + tb_writer.add_scalars('Loss', {'Train loss': info.train_losses.avg}, global_step=info.global_step) + tb_writer.add_scalars('Loss', {'Validation loss': info.val_losses.avg}, global_step=info.global_step) + if config.extra_val: + tb_writer.add_scalars('Loss', {'Extra Validation': info.extra_val.avg}, global_step=info.global_step) + if len(self.net_out_info.js) > 1: + tb_writer.add_scalars('Loss', {'Max loss': max_loss}, global_step=info.global_step) + tb_writer.add_scalars('Loss', {'Min loss': min_loss}, global_step=info.global_step) + tb_writer.add_scalars('Target losses', {'Validation loss': info.val_losses.avg}, global_step=info.global_step) + for i in range(len(self.net_out_info.js)): + tb_writer.add_scalars('Target losses', {f'Target {i} loss': info.val_loss_list[i].avg}, global_step=info.global_step) + with open(os.path.join(config.save_dir, 'tensorboard/info.json'), 'w') as f: + json.dump({'global_step': info.global_step}, f) + + # = write report = + if info.val_losses.avg < info.best_loss: + if len(self.net_out_info.js) > 1: + file = open(os.path.join(config.save_dir, 'train_report.txt'), 'w') + print(f'Best model:', file=file) + print(out_info, end='\n\n', file=file) + self.write_report(info.val_loss_list, file=file) + file.close() + + def write_report(self, loss_list, file=sys.stdout): + target_loss_list = [(loss_list[i].avg, i) for i in range(len(loss_list))] + target_loss_list.sort(key=lambda x: x[0], reverse=True) + + print('------- Detailed losses of each target -------', file=file) + print('Losses are sorted in descending order', file=file) + for i in range(len(self.net_out_info.js)): + index_target = target_loss_list[i][1] + print(f'\n======= No.{i:03}: Target {index_target:03} =======', file=file) + print('Validation loss: ', target_loss_list[i][0], file=file) + print('Angular quantum numbers: ', self.net_out_info.js[index_target], file=file) + print('Target blocks: ', self.train_config.target_blocks[index_target], file=file) + print('Position in H matrix: ', self.net_out_info.blocks[index_target], file=file) + + @staticmethod + def convert_ijji_hamiltonians(H_pred_list): + for index_stru in range(len(H_pred_list)): + H_dict_inv = {} + for key_term, hopping in H_pred_list[index_stru].items(): + # if not args.debug: + # assert np.all(np.isnan(hopping)==False), f'Some orbitals are not predicted' + key_inv = str(convert_ijji(key_term)) + if key_inv == key_term: + H_pred_list[index_stru][key_term] = (hopping + hopping.T) / 2.0 + else: + assert key_inv not in H_pred_list[index_stru].keys() + H_dict_inv[key_inv] = hopping.T + H_pred_list[index_stru].update(H_dict_inv) \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/model.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/model.py new file mode 100644 index 0000000000000000000000000000000000000000..57425af6fe8db64b6735bbc97d9119d46915f754 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/model.py @@ -0,0 +1,450 @@ +import warnings +import os +import torch +from torch import nn +import torch.nn.functional as F +from torch_scatter import scatter +from e3nn.nn import Gate +from e3nn.o3 import Irreps, Linear, SphericalHarmonics, FullyConnectedTensorProduct +from .from_nequip.cutoffs import PolynomialCutoff +from .from_nequip.radial_basis import BesselBasis +from .from_nequip.tp_utils import tp_path_exists +from .from_schnetpack.acsf import GaussianBasis +from torch_geometric.nn.models.dimenet import BesselBasisLayer +from .e3modules import SphericalBasis, sort_irreps, e3LayerNorm, e3ElementWise, SkipConnection, SeparateWeightTensorProduct, SelfTp + +epsilon = 1e-8 + + +def get_gate_nonlin(irreps_in1, irreps_in2, irreps_out, + act={1: torch.nn.functional.silu, -1: torch.tanh}, + act_gates={1: torch.sigmoid, -1: torch.tanh} + ): + # get gate nonlinearity after tensor product + # irreps_in1 and irreps_in2 are irreps to be multiplied in tensor product + # irreps_out is desired irreps after gate nonlin + # notice that nonlin.irreps_out might not be exactly equal to irreps_out + + irreps_scalars = Irreps([ + (mul, ir) + for mul, ir in irreps_out + if ir.l == 0 and tp_path_exists(irreps_in1, irreps_in2, ir) + ]).simplify() + irreps_gated = Irreps([ + (mul, ir) + for mul, ir in irreps_out + if ir.l > 0 and tp_path_exists(irreps_in1, irreps_in2, ir) + ]).simplify() + if irreps_gated.dim > 0: + if tp_path_exists(irreps_in1, irreps_in2, "0e"): + ir = "0e" + elif tp_path_exists(irreps_in1, irreps_in2, "0o"): + ir = "0o" + warnings.warn('Using odd representations as gates') + else: + raise ValueError( + f"irreps_in1={irreps_in1} times irreps_in2={irreps_in2} is unable to produce gates needed for irreps_gated={irreps_gated}") + else: + ir = None + irreps_gates = Irreps([(mul, ir) for mul, _ in irreps_gated]).simplify() + + gate_nonlin = Gate( + irreps_scalars, [act[ir.p] for _, ir in irreps_scalars], # scalar + irreps_gates, [act_gates[ir.p] for _, ir in irreps_gates], # gates (scalars) + irreps_gated # gated tensors + ) + + return gate_nonlin + + +class EquiConv(nn.Module): + def __init__(self, fc_len_in, irreps_in1, irreps_in2, irreps_out, norm='', nonlin=True, + act = {1: torch.nn.functional.silu, -1: torch.tanh}, + act_gates = {1: torch.sigmoid, -1: torch.tanh} + ): + super(EquiConv, self).__init__() + + irreps_in1 = Irreps(irreps_in1) + irreps_in2 = Irreps(irreps_in2) + irreps_out = Irreps(irreps_out) + + self.nonlin = None + if nonlin: + self.nonlin = get_gate_nonlin(irreps_in1, irreps_in2, irreps_out, act, act_gates) + irreps_tp_out = self.nonlin.irreps_in + else: + irreps_tp_out = Irreps([(mul, ir) for mul, ir in irreps_out if tp_path_exists(irreps_in1, irreps_in2, ir)]) + + self.tp = SeparateWeightTensorProduct(irreps_in1, irreps_in2, irreps_tp_out) + + if nonlin: + self.cfconv = e3ElementWise(self.nonlin.irreps_out) + self.irreps_out = self.nonlin.irreps_out + else: + self.cfconv = e3ElementWise(irreps_tp_out) + self.irreps_out = irreps_tp_out + + # fully connected net to create tensor product weights + linear_act = nn.SiLU() + self.fc = nn.Sequential(nn.Linear(fc_len_in, 64), + linear_act, + nn.Linear(64, 64), + linear_act, + nn.Linear(64, self.cfconv.len_weight) + ) + + self.norm = None + if norm: + if norm == 'e3LayerNorm': + self.norm = e3LayerNorm(self.cfconv.irreps_in) + else: + raise ValueError(f'unknown norm: {norm}') + + def forward(self, fea_in1, fea_in2, fea_weight, batch_edge): + z = self.tp(fea_in1, fea_in2) + + if self.nonlin is not None: + z = self.nonlin(z) + + weight = self.fc(fea_weight) + z = self.cfconv(z, weight) + + if self.norm is not None: + z = self.norm(z, batch_edge) + + # TODO self-connection here + return z + + +class NodeUpdateBlock(nn.Module): + def __init__(self, num_species, fc_len_in, irreps_sh, irreps_in_node, irreps_out_node, irreps_in_edge, + act, act_gates, use_selftp=False, use_sc=True, concat=True, only_ij=False, nonlin=False, norm='e3LayerNorm', if_sort_irreps=False): + super(NodeUpdateBlock, self).__init__() + irreps_in_node = Irreps(irreps_in_node) + irreps_sh = Irreps(irreps_sh) + irreps_out_node = Irreps(irreps_out_node) + irreps_in_edge = Irreps(irreps_in_edge) + + if concat: + irreps_in1 = irreps_in_node + irreps_in_node + irreps_in_edge + if if_sort_irreps: + self.sort = sort_irreps(irreps_in1) + irreps_in1 = self.sort.irreps_out + else: + irreps_in1 = irreps_in_node + irreps_in2 = irreps_sh + + self.lin_pre = Linear(irreps_in=irreps_in_node, irreps_out=irreps_in_node, biases=True) + + self.nonlin = None + if nonlin: + self.nonlin = get_gate_nonlin(irreps_in1, irreps_in2, irreps_out_node, act, act_gates) + irreps_conv_out = self.nonlin.irreps_in + conv_nonlin = False + else: + irreps_conv_out = irreps_out_node + conv_nonlin = True + + self.conv = EquiConv(fc_len_in, irreps_in1, irreps_in2, irreps_conv_out, nonlin=conv_nonlin, act=act, act_gates=act_gates) + self.lin_post = Linear(irreps_in=self.conv.irreps_out, irreps_out=self.conv.irreps_out, biases=True) + + if nonlin: + self.irreps_out = self.nonlin.irreps_out + else: + self.irreps_out = self.conv.irreps_out + + self.sc = None + if use_sc: + self.sc = FullyConnectedTensorProduct(irreps_in_node, f'{num_species}x0e', self.conv.irreps_out) + + self.norm = None + if norm: + if norm == 'e3LayerNorm': + self.norm = e3LayerNorm(self.irreps_out) + else: + raise ValueError(f'unknown norm: {norm}') + + self.skip_connect = SkipConnection(irreps_in_node, self.irreps_out) + + self.self_tp = None + if use_selftp: + self.self_tp = SelfTp(self.irreps_out, self.irreps_out) + + self.irreps_in_node = irreps_in_node + self.use_sc = use_sc + self.concat = concat + self.only_ij = only_ij + self.if_sort_irreps = if_sort_irreps + + def forward(self, node_fea, node_one_hot, edge_sh, edge_fea, edge_length_embedded, edge_index, batch, selfloop_edge, edge_length): + + node_fea_old = node_fea + + if self.use_sc: + node_self_connection = self.sc(node_fea, node_one_hot) + + node_fea = self.lin_pre(node_fea) + + index_i = edge_index[0] + index_j = edge_index[1] + if self.concat: + fea_in = torch.cat([node_fea[index_i], node_fea[index_j], edge_fea], dim=-1) + if self.if_sort_irreps: + fea_in = self.sort(fea_in) + edge_update = self.conv(fea_in, edge_sh, edge_length_embedded, batch[edge_index[0]]) + else: + edge_update = self.conv(node_fea[index_j], edge_sh, edge_length_embedded, batch[edge_index[0]]) + + # sigma = 3 + # n = 2 + # edge_update = edge_update * torch.exp(- edge_length ** n / sigma ** n / 2).view(-1, 1) + + node_fea = scatter(edge_update, index_i, dim=0, dim_size=node_fea.shape[0], reduce='add') + if self.only_ij: + node_fea = node_fea + scatter(edge_update[~selfloop_edge], index_j[~selfloop_edge], dim=0, dim_size=node_fea.shape[0], reduce='add') + + node_fea = self.lin_post(node_fea) + + if self.use_sc: + node_fea = node_fea + node_self_connection + + if self.nonlin is not None: + node_fea = self.nonlin(node_fea) + + if self.norm is not None: + node_fea = self.norm(node_fea, batch) + + node_fea = self.skip_connect(node_fea_old, node_fea) + + if self.self_tp is not None: + node_fea = self.self_tp(node_fea) + + return node_fea + + +class EdgeUpdateBlock(nn.Module): + def __init__(self, num_species, fc_len_in, irreps_sh, irreps_in_node, irreps_in_edge, irreps_out_edge, + act, act_gates, use_selftp=False, use_sc=True, init_edge=False, nonlin=False, norm='e3LayerNorm', if_sort_irreps=False): + super(EdgeUpdateBlock, self).__init__() + irreps_in_node = Irreps(irreps_in_node) + irreps_in_edge = Irreps(irreps_in_edge) + irreps_out_edge = Irreps(irreps_out_edge) + + irreps_in1 = irreps_in_node + irreps_in_node + irreps_in_edge + if if_sort_irreps: + self.sort = sort_irreps(irreps_in1) + irreps_in1 = self.sort.irreps_out + irreps_in2 = irreps_sh + + self.lin_pre = Linear(irreps_in=irreps_in_edge, irreps_out=irreps_in_edge, biases=True) + + self.nonlin = None + self.lin_post = None + if nonlin: + self.nonlin = get_gate_nonlin(irreps_in1, irreps_in2, irreps_out_edge, act, act_gates) + irreps_conv_out = self.nonlin.irreps_in + conv_nonlin = False + else: + irreps_conv_out = irreps_out_edge + conv_nonlin = True + + self.conv = EquiConv(fc_len_in, irreps_in1, irreps_in2, irreps_conv_out, nonlin=conv_nonlin, act=act, act_gates=act_gates) + self.lin_post = Linear(irreps_in=self.conv.irreps_out, irreps_out=self.conv.irreps_out, biases=True) + + if use_sc: + self.sc = FullyConnectedTensorProduct(irreps_in_edge, f'{num_species**2}x0e', self.conv.irreps_out) + + if nonlin: + self.irreps_out = self.nonlin.irreps_out + else: + self.irreps_out = self.conv.irreps_out + + self.norm = None + if norm: + if norm == 'e3LayerNorm': + self.norm = e3LayerNorm(self.irreps_out) + else: + raise ValueError(f'unknown norm: {norm}') + + self.skip_connect = SkipConnection(irreps_in_edge, self.irreps_out) # ! consider init_edge + + self.self_tp = None + if use_selftp: + self.self_tp = SelfTp(self.irreps_out, self.irreps_out) + + self.use_sc = use_sc + self.init_edge = init_edge + self.if_sort_irreps = if_sort_irreps + self.irreps_in_edge = irreps_in_edge + + def forward(self, node_fea, edge_one_hot, edge_sh, edge_fea, edge_length_embedded, edge_index, batch): + + if not self.init_edge: + edge_fea_old = edge_fea + if self.use_sc: + edge_self_connection = self.sc(edge_fea, edge_one_hot) + edge_fea = self.lin_pre(edge_fea) + + index_i = edge_index[0] + index_j = edge_index[1] + fea_in = torch.cat([node_fea[index_i], node_fea[index_j], edge_fea], dim=-1) + if self.if_sort_irreps: + fea_in = self.sort(fea_in) + edge_fea = self.conv(fea_in, edge_sh, edge_length_embedded, batch[edge_index[0]]) + + edge_fea = self.lin_post(edge_fea) + + if self.use_sc: + edge_fea = edge_fea + edge_self_connection + + if self.nonlin is not None: + edge_fea = self.nonlin(edge_fea) + + if self.norm is not None: + edge_fea = self.norm(edge_fea, batch[edge_index[0]]) + + if not self.init_edge: + edge_fea = self.skip_connect(edge_fea_old, edge_fea) + + if self.self_tp is not None: + edge_fea = self.self_tp(edge_fea) + + return edge_fea + + +class Net(nn.Module): + def __init__(self, num_species, irreps_embed_node, irreps_edge_init, irreps_sh, irreps_mid_node, + irreps_post_node, irreps_out_node,irreps_mid_edge, irreps_post_edge, irreps_out_edge, + num_block, r_max, use_sc=True, no_parity=False, use_sbf=True, selftp=False, edge_upd=True, + only_ij=False, num_basis=128, + act={1: torch.nn.functional.silu, -1: torch.tanh}, + act_gates={1: torch.sigmoid, -1: torch.tanh}, + if_sort_irreps=False): + + if no_parity: + for irreps in (irreps_embed_node, irreps_edge_init, irreps_sh, irreps_mid_node, + irreps_post_node, irreps_out_node,irreps_mid_edge, irreps_post_edge, irreps_out_edge,): + for _, ir in Irreps(irreps): + assert ir.p == 1, 'Ignoring parity but requiring representations with odd parity in net' + + super(Net, self).__init__() + self.num_species = num_species + self.only_ij = only_ij + + irreps_embed_node = Irreps(irreps_embed_node) + assert irreps_embed_node == Irreps(f'{irreps_embed_node.dim}x0e') + self.embedding = Linear(irreps_in=f"{num_species}x0e", irreps_out=irreps_embed_node) + + # edge embedding for tensor product weight + # self.basis = BesselBasis(r_max, num_basis=num_basis, trainable=False) + # self.cutoff = PolynomialCutoff(r_max, p=6) + self.basis = GaussianBasis(start=0.0, stop=r_max, n_gaussians=num_basis, trainable=False) + + # distance expansion to initialize edge feature + irreps_edge_init = Irreps(irreps_edge_init) + assert irreps_edge_init == Irreps(f'{irreps_edge_init.dim}x0e') + self.distance_expansion = GaussianBasis( + start=0.0, stop=6.0, n_gaussians=irreps_edge_init.dim, trainable=False + ) + + if use_sbf: + self.sh = SphericalBasis(irreps_sh, r_max) + else: + self.sh = SphericalHarmonics( + irreps_out=irreps_sh, + normalize=True, + normalization='component', + ) + self.use_sbf = use_sbf + if no_parity: + irreps_sh = Irreps([(mul, (ir.l, 1)) for mul, ir in Irreps(irreps_sh)]) + self.irreps_sh = irreps_sh + + # self.edge_update_block_init = EdgeUpdateBlock(num_basis, irreps_sh, self.embedding.irreps_out, None, irreps_mid_edge, act, act_gates, False, init_edge=True) + irreps_node_prev = self.embedding.irreps_out + irreps_edge_prev = irreps_edge_init + + self.node_update_blocks = nn.ModuleList([]) + self.edge_update_blocks = nn.ModuleList([]) + for index_block in range(num_block): + if index_block == num_block - 1: + node_update_block = NodeUpdateBlock(num_species, num_basis, irreps_sh, irreps_node_prev, irreps_post_node, irreps_edge_prev, act, act_gates, use_selftp=selftp, use_sc=use_sc, only_ij=only_ij, if_sort_irreps=if_sort_irreps) + edge_update_block = EdgeUpdateBlock(num_species, num_basis, irreps_sh, node_update_block.irreps_out, irreps_edge_prev, irreps_post_edge, act, act_gates, use_selftp=selftp, use_sc=use_sc, if_sort_irreps=if_sort_irreps) + else: + node_update_block = NodeUpdateBlock(num_species, num_basis, irreps_sh, irreps_node_prev, irreps_mid_node, irreps_edge_prev, act, act_gates, use_selftp=False, use_sc=use_sc, only_ij=only_ij, if_sort_irreps=if_sort_irreps) + edge_update_block = None + if edge_upd: + edge_update_block = EdgeUpdateBlock(num_species, num_basis, irreps_sh, node_update_block.irreps_out, irreps_edge_prev, irreps_mid_edge, act, act_gates, use_selftp=False, use_sc=use_sc, if_sort_irreps=if_sort_irreps) + irreps_node_prev = node_update_block.irreps_out + if edge_update_block is not None: + irreps_edge_prev = edge_update_block.irreps_out + self.node_update_blocks.append(node_update_block) + self.edge_update_blocks.append(edge_update_block) + + irreps_out_edge = Irreps(irreps_out_edge) + for _, ir in irreps_out_edge: + assert ir in irreps_edge_prev, f'required ir {ir} in irreps_out_edge cannot be produced by convolution in the last edge update block ({edge_update_block.irreps_in_edge} -> {edge_update_block.irreps_out})' + + self.irreps_out_node = irreps_out_node + self.irreps_out_edge = irreps_out_edge + self.lin_node = Linear(irreps_in=irreps_node_prev, irreps_out=irreps_out_node, biases=True) + self.lin_edge = Linear(irreps_in=irreps_edge_prev, irreps_out=irreps_out_edge, biases=True) + + def forward(self, data): + node_one_hot = F.one_hot(data.x, num_classes=self.num_species).type(torch.get_default_dtype()) + edge_one_hot = F.one_hot(self.num_species * data.x[data.edge_index[0]] + data.x[data.edge_index[1]], + num_classes=self.num_species**2).type(torch.get_default_dtype()) # ! might not be good if dataset has many elements + + node_fea = self.embedding(node_one_hot) + + edge_length = data['edge_attr'][:, 0] + edge_vec = data["edge_attr"][:, [2, 3, 1]] # (y, z, x) order + + if self.use_sbf: + edge_sh = self.sh(edge_length, edge_vec) + else: + edge_sh = self.sh(edge_vec).type(torch.get_default_dtype()) + # edge_length_embedded = (self.basis(data["edge_attr"][:, 0] + epsilon) * self.cutoff(data["edge_attr"][:, 0])[:, None]).type(torch.get_default_dtype()) + edge_length_embedded = self.basis(edge_length) + + selfloop_edge = None + if self.only_ij: + selfloop_edge = torch.abs(data["edge_attr"][:, 0]) < 1e-7 + + # edge_fea = self.edge_update_block_init(node_fea, edge_sh, None, edge_length_embedded, data["edge_index"]) + edge_fea = self.distance_expansion(edge_length).type(torch.get_default_dtype()) + for node_update_block, edge_update_block in zip(self.node_update_blocks, self.edge_update_blocks): + node_fea = node_update_block(node_fea, node_one_hot, edge_sh, edge_fea, edge_length_embedded, data["edge_index"], data.batch, selfloop_edge, edge_length) + if edge_update_block is not None: + edge_fea = edge_update_block(node_fea, edge_one_hot, edge_sh, edge_fea, edge_length_embedded, data["edge_index"], data.batch) + + node_fea = self.lin_node(node_fea) + edge_fea = self.lin_edge(edge_fea) + return node_fea, edge_fea + + def __repr__(self): + info = '===== DeepH-E3 model structure: =====' + if self.use_sbf: + info += f'\nusing spherical bessel basis: {self.irreps_sh}' + else: + info += f'\nusing spherical harmonics: {self.irreps_sh}' + for index, (nupd, eupd) in enumerate(zip(self.node_update_blocks, self.edge_update_blocks)): + info += f'\n=== layer {index} ===' + info += f'\nnode update: ({nupd.irreps_in_node} -> {nupd.irreps_out})' + if eupd is not None: + info += f'\nedge update: ({eupd.irreps_in_edge} -> {eupd.irreps_out})' + info += '\n=== output ===' + info += f'\noutput node: ({self.irreps_out_node})' + info += f'\noutput edge: ({self.irreps_out_edge})' + + return info + + def analyze_tp(self, path): + os.makedirs(path, exist_ok=True) + for index, (nupd, eupd) in enumerate(zip(self.node_update_blocks, self.edge_update_blocks)): + fig, ax = nupd.conv.tp.visualize() + fig.savefig(os.path.join(path, f'node_update_{index}.png')) + fig.clf() + fig, ax = eupd.conv.tp.visualize() + fig.savefig(os.path.join(path, f'edge_update_{index}.png')) + fig.clf() \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/parse_configs.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/parse_configs.py new file mode 100644 index 0000000000000000000000000000000000000000..cc64a9f6f477b89de808d4adb1561119bbc30e07 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/parse_configs.py @@ -0,0 +1,274 @@ +import os +import time +from configparser import ConfigParser +import numpy as np + +import torch + +from e3nn.o3 import Irreps + +from .utils import orbital_analysis, refine_post_node + +class BaseConfig: + def __init__(self, config_file=None): + + self._config = ConfigParser(inline_comment_prefixes=(';',)) + + if self.__class__ is __class__: + base_default = os.path.join(os.path.dirname(os.path.abspath(__file__)), 'default_configs/base_default.ini') + print(f'Getting config file from: {config_file}') + self.get_config(config_file, config_file_default=base_default) + + self.get_basic_section() + self.get_data_section() + + def get_config(self, config_file, config_file_default=''): + if config_file_default: + assert os.path.isfile(config_file_default) + self._config.read(config_file_default) + assert os.path.isfile(config_file) + self.config_file = config_file + self._config.read(config_file) + + def get_data_section(self): + self.graph_dir = self._config.get('data', 'graph_dir') + + self.dft_data_dir = self._config.get('data', 'DFT_data_dir') + self.processed_data_dir = self._config.get('data', 'processed_data_dir') + + self.save_graph_dir = self._config.get('data', 'save_graph_dir') + self.target_data = self._config.get('data', 'target_data') + self.dataset_name = self._config.get('data', 'dataset_name') + + self.get_olp = self._config.getboolean('data', 'get_overlap') + + self.only_ij = False # todo + + def set_dtype(self, dtype): + if dtype == 'float': + self.torch_dtype = torch.float32 + self.np_dtype = np.float32 + elif dtype == 'double': + self.torch_dtype = torch.float64 + self.np_dtype = np.float64 + else: + raise NotImplementedError + + def get_basic_section(self): + self.device = torch.device(self._config.get('basic', 'device')) + dtype = self._config.get('basic', 'dtype') + self.set_dtype(dtype) + +class TrainConfig(BaseConfig): + def __init__(self, config_file): + super().__init__() + train_default = os.path.join(os.path.dirname(os.path.abspath(__file__)), 'default_configs/train_default.ini') + + print(f'Loading train config from: {config_file}') + self.get_config(config_file, config_file_default=train_default) + + self.get_basic_section() + self.get_data_section() + self.get_train_section() + + if self.use_new_hypp: + self.get_hypp_section() + + if self.checkpoint_dir: + assert self.checkpoint_dir.endswith('.pkl'), 'checkpoint should point to model.pkl or best_model.pkl' + config1_path = os.path.join(os.path.dirname(self.checkpoint_dir), 'src/train.ini') + assert os.path.isfile(config1_path), 'cannot find train.ini under checkpoint dir' + print(f'Overwriting sections [hyperparameters], [target] and [network] using train config in checkpoint: {config1_path}') + self.get_config(config1_path, config_file_default=train_default) + + # overwrite settings using those in config + if not self.use_new_hypp: + self.get_hypp_section() + + self.get_target_section() + self.get_network_section() + + self._target_set_flag = False + # set_target should be called once dataset has been prepared + + def get_basic_section(self): + super().get_basic_section() + self.seed = self._config.getint('basic', 'seed') + self.checkpoint_dir = self._config.get('basic', 'checkpoint_dir') + self.simp_out = self._config.getboolean('basic', 'simplified_output') + self.use_new_hypp = self._config.getboolean('basic', 'use_new_hypp') + + # = save to time folder = + save_dir = self._config.get('basic', 'save_dir') + additional_folder_name = self._config.get('basic', 'additional_folder_name') + self.save_dir = os.path.join(save_dir, str(time.strftime('%Y-%m-%d_%H-%M-%S', time.localtime(time.time())))) + if additional_folder_name: + self.save_dir = self.save_dir + '_' + additional_folder_name + assert not os.path.exists(self.save_dir) + + def get_train_section(self): + self.batch_size = self._config.getint('train', 'batch_size') + self.num_epoch = self._config.getint('train', 'num_epoch') + + self.min_lr = self._config.getfloat('train', 'min_lr') + + ev = self._config.get('train', 'extra_validation') + self.extra_val = eval(ev) if ev else [] + self.extra_val_test_only = self._config.getboolean('train', 'extra_val_test_only') + + self.train_ratio = self._config.getfloat('train', 'train_ratio') + self.val_ratio = self._config.getfloat('train', 'val_ratio') + self.test_ratio = self._config.getfloat('train', 'test_ratio') + + self.train_size = self._config.getint('train', 'train_size') + self.val_size = self._config.getint('train', 'val_size') + self.test_size = self._config.getint('train', 'test_size') + + def get_hypp_section(self): + self.lr = self._config.getfloat('hyperparameters', 'learning_rate') + self.adam_betas = eval(self._config.get('hyperparameters', 'Adam_betas')) + + self.scheduler_type = self._config.getint('hyperparameters', 'scheduler_type') + ts = self._config.get('hyperparameters', 'scheduler_params') + if ts: + ts = 'dict' + ts + self.scheduler_params = eval(ts) + else: + self.scheduler_params = dict() + + self.revert_decay_patience = self._config.getint('hyperparameters', 'revert_decay_patience') + self.revert_decay_rate = self._config.getfloat('hyperparameters', 'revert_decay_rate') + + def get_target_section(self): + # target + self.target = self._config.get('target', 'target') + tbt = self._config.get('target', 'target_blocks_type') + assert len(tbt) > 0, 'Invalid target_blocks_type' + self.tbt0 = tbt[0].lower() + self._target_blocks = None + if self.tbt0 == 's': + self._target_blocks = eval(self._config.get('target', 'target_blocks')) + sep = self._config.get('target', 'selected_element_pairs') + self.element_pairs = eval(sep) if sep else None + self.convert_net_out = self._config.getboolean('target', 'convert_net_out') + assert not self.convert_net_out + + def get_network_section(self): + # network + self.cutoff_radius = self._config.getfloat('network', 'cutoff_radius') + self.only_ij = self._config.getboolean('network', 'only_ij') + assert not self.only_ij + self.no_parity = self._config.getboolean('network', 'ignore_parity') + + sh_lmax = self._config.get('network', 'spherical_harmonics_lmax') + sbf_irreps = self._config.get('network', 'spherical_basis_irreps') + if sh_lmax: + assert not sbf_irreps, 'spherical_harmonics_lmax and spherical_basis_irreps cannot be provided simultaneously' + sh_lmax = int(sh_lmax) + self.irreps_sh = Irreps([(1, (i, 1 if self.no_parity else (-1) ** i)) for i in range(sh_lmax + 1)]) + self.use_sbf = False + else: + assert sbf_irreps, 'at least one of spherical_harmonics_lmax and spherical_basis_irreps should be provided' + self.irreps_sh = Irreps(sbf_irreps) + self.use_sbf = True + + irreps_mid = self._config.get('network', 'irreps_mid') + if irreps_mid: + self.irreps_mid_node = irreps_mid + self._irreps_post_node = irreps_mid + self.irreps_mid_edge = irreps_mid + irreps_embed = self._config.get('network', 'irreps_embed') + if irreps_embed: + self.irreps_embed_node = irreps_embed + self.irreps_edge_init = irreps_embed + if self.target in ['hamiltonian']: + self.irreps_out_node = '1x0e' + self.num_blocks = self._config.getint('network', 'num_blocks') + + # ! post edge + for name in ['irreps_embed_node', 'irreps_edge_init', 'irreps_mid_node', 'irreps_out_node', 'irreps_mid_edge']: + irreps = self._config.get('network', name) + if irreps: + delattr(self, name) + setattr(self, name, irreps) + + self._net_out_irreps = self._config.get('network', 'out_irreps') + self._irreps_post_edge = self._config.get('network', 'irreps_post_edge') + + def set_target(self, orbital_types, index_to_Z, spinful, output_file): + atom_orbitals = {} + for Z, orbital_type in zip(index_to_Z, orbital_types): + atom_orbitals[str(Z.item())] = orbital_type + + target_blocks, net_out_irreps, irreps_post_edge = orbital_analysis(atom_orbitals, self.tbt0, spinful, targets=self._target_blocks, + element_pairs=self.element_pairs, no_parity=self.no_parity, verbose=output_file) + + self._target_blocks = target_blocks + if not self._net_out_irreps: + self._net_out_irreps = net_out_irreps + if not self._irreps_post_edge: + self._irreps_post_edge = irreps_post_edge + + if self.convert_net_out: + self._net_out_irreps = Irreps(self._net_out_irreps).sort().irreps.simplify() + + if spinful: + if_verbose = False + if output_file: + if_verbose = True + self._irreps_post_node = refine_post_node(irreps_post_node=self._irreps_post_node, + irreps_mid_node=self.irreps_mid_node, + irreps_mid_edge=self.irreps_mid_edge, + irreps_sh=self.irreps_sh, + irreps_post_edge=self._irreps_post_edge, + if_verbose=if_verbose) + + self._target_set_flag = True + + @property + def target_blocks(self): + assert self._target_set_flag + return self._target_blocks + + @property + def net_out_irreps(self): + assert self._target_set_flag + return self._net_out_irreps + + @property + def irreps_post_edge(self): + assert self._target_set_flag + return self._irreps_post_edge + + @property + def irreps_post_node(self): + assert self._target_set_flag + ipn = self._config.get('network', 'irreps_post_node') + if ipn: + return ipn + else: + return self._irreps_post_node + + +class EvalConfig(BaseConfig): + def __init__(self, config_file): + super().__init__() + eval_default = (os.path.join(os.path.dirname(os.path.abspath(__file__)), 'default_configs/eval_default.ini')) + + print(f'Loading evaluation config from: {config_file}') + self.get_config(config_file, config_file_default=eval_default) + + self.get_basic_section() + self.get_data_section() + + def get_basic_section(self): + # basic + self.model_dir = self._config.get('basic', 'trained_model_dir') + super().get_basic_section() + self.out_dir = self._config.get('basic', 'output_dir') + os.makedirs(self.out_dir, exist_ok=True) + self.target = self._config.get('basic', 'target') + self.inference = self._config.getboolean('basic', 'inference') + self.test_only = self._config.getboolean('basic', 'test_only') + if self.test_only: assert not self.inference + \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/process_data_tools/openmx_get_data.jl b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/process_data_tools/openmx_get_data.jl new file mode 100644 index 0000000000000000000000000000000000000000..89a592a01cdec2a251b9813d3f1d8e24bb4b79c5 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/process_data_tools/openmx_get_data.jl @@ -0,0 +1,472 @@ +using StaticArrays +using LinearAlgebra +using HDF5 +using JSON +using DelimitedFiles +using Statistics +using ArgParse + +function parse_commandline() + s = ArgParseSettings() + @add_arg_table! s begin + "--input_dir", "-i" + help = "" + arg_type = String + default = "raw/openmx_test_inversion" + "--output_dir", "-o" + help = "" + arg_type = String + default = "processed/openmx_test_inversion" + "--if_DM", "-d" + help = "" + arg_type = Bool + default = false + "--if_OLP", "-l" + help = "" + arg_type = Bool + default = false + end + return parse_args(s) +end +parsed_args = parse_commandline() + +@info string("get data from: ", parsed_args["input_dir"]) +periodic_table = JSON.parsefile(joinpath(@__DIR__, "periodic_table.json")) + +#= +struct Site_list + R::Array{StaticArrays.SArray{Tuple{3},Int16,1,3},1} + site::Array{Int64,1} + pos::Array{Float64,2} +end + +function _cal_neighbour_site(e_ij::Array{Float64,2},Rcut::Float64) + r_ij = sum(dims=1,e_ij.^2)[1,:] + p = sortperm(r_ij) + j_cut = searchsorted(r_ij[p],Rcut^2).stop + return p[1:j_cut] +end + +function cal_neighbour_site(site_positions::Matrix{<:Real}, lat::Matrix{<:Real}, R_list::Union{Vector{SVector{3, Int64}}, Vector{Vector{Int64}}}, nsites::Int64, Rcut::Float64) + # writed by lihe + neighbour_site = Array{Site_list,1}([]) + # R_list = collect(keys(tm.hoppings)) + pos_R_list = map(R -> collect(lat * R), R_list) + pos_j_list = cat(dims=2, map(pos_R -> pos_R .+ site_positions, pos_R_list)...) + for site_i in 1:nsites + pos_i = site_positions[:, site_i] + e_ij = pos_j_list .- pos_i + p = _cal_neighbour_site(e_ij, Rcut) + R_ordered = R_list[map(x -> div(x + (nsites - 1), nsites),p)] + site_ordered = map(x -> mod(x - 1, nsites) + 1,p) + pos_ordered = e_ij[:,p] + @assert pos_ordered[:,1] ≈ [0,0,0] + push!(neighbour_site, Site_list(R_ordered, site_ordered, pos_ordered)) + end + return neighbour_site +end + +function _get_local_coordinate(e_ij::Array{Float64,1},site_list_i::Site_list) + if e_ij != [0,0,0] + r1 = e_ij + else + r1 = site_list_i.pos[:,2] + end + nsites_i = length(site_list_i.R) + r2 = [0,0,0] + for j in 1:nsites_i + r2 = site_list_i.pos[:,j] + if norm(cross(r1,r2)) != 0 + break + end + if j == nsites_i + for k in 1:3 + r2 = [[1,0,0],[0,1,0],[0,0,1]][k] + if norm(cross(r1,r2)) != 0 + break + end + end + end + end + if r2 == [0,0,0] + error("there is no linear independent chemical bond in the Rcut range, this may be caused by a too small Rcut or the structure is1D") + end + local_coordinate = zeros(Float64,(3,3)) + local_coordinate[:,1] = r1/norm(r1) + + local_coordinate[:,2] = cross(r1,r2)/norm(cross(r1,r2)) + local_coordinate[:,3] = cross(local_coordinate[:,1],local_coordinate[:,2]) + return local_coordinate +end + +function get_local_coordinates(site_positions::Matrix{<:Real}, lat::Matrix{<:Real}, R_list::Vector{SVector{3, Int64}}, Rcut::Float64)::Dict{Array{Int64,1},Array{Float64,2}} + nsites = size(site_positions, 2) + neighbour_site = cal_neighbour_site(site_positions, lat, R_list, nsites, Rcut) + local_coordinates = Dict{Array{Int64,1},Array{Float64,2}}() + for site_i = 1:nsites + site_list_i = neighbour_site[site_i] + nsites_i = length(site_list_i.R) + for j = 1:nsites_i + R = site_list_i.R[j]; site_j = site_list_i.site[j]; e_ij = site_list_i.pos[:,j] + local_coordinate = _get_local_coordinate(e_ij, site_list_i) + local_coordinates[cat(dims=1, R, site_i, site_j)] = local_coordinate + end + end + return local_coordinates +end +=# + +# come from Hop.jl +function parse_openmx(filepath::String; return_DM::Bool = false) + # define some helper functions for mixed structure of OpenMX binary data file. + function multiread(::Type{T}, f, size)::Vector{T} where T + ret = Vector{T}(undef, size) + read!(f, ret);ret + end + multiread(f, size) = multiread(Int32, f, size) + + function read_mixed_matrix(::Type{T}, f, dims::Vector{<:Integer}) where T + ret::Vector{Vector{T}} = [] + for i = dims; t = Vector{T}(undef, i);read!(f, t);push!(ret, t); end; ret + end + + function read_matrix_in_mixed_matrix(::Type{T}, f, spins, atomnum, FNAN, natn, Total_NumOrbs) where T + ret = Vector{Vector{Vector{Matrix{T}}}}(undef, spins) + for spin = 1:spins;t_spin = Vector{Vector{Matrix{T}}}(undef, atomnum) + for ai = 1:atomnum;t_ai = Vector{Matrix{T}}(undef, FNAN[ai]) + for aj_inner = 1:FNAN[ai] + t = Matrix{T}(undef, Total_NumOrbs[natn[ai][aj_inner]], Total_NumOrbs[ai]) + read!(f, t);t_ai[aj_inner] = t + end;t_spin[ai] = t_ai + end;ret[spin] = t_spin + end;return ret + end + read_matrix_in_mixed_matrix(f, spins, atomnum, FNAN, natn, Total_NumOrbs) = read_matrix_in_mixed_matrix(Float64, f, spins, atomnum, FNAN, natn, Total_NumOrbs) + + read_3d_vecs(::Type{T}, f, num) where T = reshape(multiread(T, f, 4 * num), 4, Int(num))[2:4,:] + read_3d_vecs(f, num) = read_3d_vecs(Float64, f, num) + # End of helper functions + + bound_multiread(T, size) = multiread(T, f, size) + bound_multiread(size) = multiread(f, size) + bound_read_mixed_matrix() = read_mixed_matrix(Int32, f, FNAN) + bound_read_matrix_in_mixed_matrix(spins) = read_matrix_in_mixed_matrix(f, spins, atomnum, FNAN, natn, Total_NumOrbs) + bound_read_3d_vecs(num) = read_3d_vecs(f, num) + bound_read_3d_vecs(::Type{T}, num) where T = read_3d_vecs(T, f, num) + # End of bound helper functions + + f = open(filepath) + atomnum, SpinP_switch, Catomnum, Latomnum, Ratomnum, TCpyCell, order_max = bound_multiread(7) + @assert (SpinP_switch >> 2) == 3 + SpinP_switch &= 0x03 + + atv, atv_ijk = bound_read_3d_vecs.([Float64,Int32], TCpyCell + 1) + + Total_NumOrbs, FNAN = bound_multiread.([atomnum,atomnum]) + FNAN .+= 1 + natn = bound_read_mixed_matrix() + ncn = ((x)->x .+ 1).(bound_read_mixed_matrix()) # These is to fix that atv and atv_ijk starts from 0 in original C code. + + tv, rtv, Gxyz = bound_read_3d_vecs.([3,3,atomnum]) + + Hk = bound_read_matrix_in_mixed_matrix(SpinP_switch + 1) + iHk = SpinP_switch == 3 ? bound_read_matrix_in_mixed_matrix(3) : nothing + OLP = bound_read_matrix_in_mixed_matrix(1)[1] + OLP_r = [] + for dir in 1:3, order in 1:order_max + t = bound_read_matrix_in_mixed_matrix(1)[1] + if order == 1 push!(OLP_r, t) end + end + OLP_p = bound_read_matrix_in_mixed_matrix(3) + DM = bound_read_matrix_in_mixed_matrix(SpinP_switch + 1) + iDM = bound_read_matrix_in_mixed_matrix(2) + solver = bound_multiread(1)[1] + chem_p, E_temp = bound_multiread(Float64, 2) + dipole_moment_core, dipole_moment_background = bound_multiread.(Float64, [3,3]) + Valence_Electrons, Total_SpinS = bound_multiread(Float64, 2) + dummy_blocks = bound_multiread(1)[1] + for i in 1:dummy_blocks + bound_multiread(UInt8, 256) + end + + # we suppose that the original output file(.out) was appended to the end of the scfout file. + function strip1(s::Vector{UInt8}) + startpos = 0 + for i = 1:length(s) + 1 + if i > length(s) || s[i] & 0x80 != 0 || !isspace(Char(s[i] & 0x7f)) + startpos = i + break + end + end + return s[startpos:end] + end + function startswith1(s::Vector{UInt8}, prefix::Vector{UInt8}) + return length(s) >= length(prefix) && s[1:length(prefix)] == prefix + end + function isnum(s::Char) + if s >= '1' && s <= '9' + return true + else + return false + end + end + + function isorb(s::Char) + if s in ['s','p','d','f'] + return true + else + return false + end + end + + function orbital_types_str2num(str::AbstractString) + orbs = split(str, isnum, keepempty = false) + nums = map(x->parse(Int, x), split(str, isorb, keepempty = false)) + orb2l = Dict("s" => 0, "p" => 1, "d" => 2, "f" => 3) + @assert length(orbs) == length(nums) + orbital_types = Array{Int64,1}(undef, 0) + for (orb, num) in zip(orbs, nums) + for i = 1:num + push!(orbital_types, orb2l[orb]) + end + end + return orbital_types + end + + function find_target_line(target_line::String) + target_line_UInt8 = Vector{UInt8}(target_line) + while !startswith1(strip1(Vector{UInt8}(readline(f))), target_line_UInt8) + if eof(f) + error(string(target_line, "not found. Please check if the .out file was appended to the end of .scfout file!")) + end + end + end + +# @info """get orbital setting of element:orbital_types_element::Dict{String,Array{Int64,1}} "element" => orbital_types""" + find_target_line("" + break + end + element = split(str)[1] + orbital_types_str = split(split(str)[2], "-")[2] + orbital_types_element[element] = orbital_types_str2num(orbital_types_str) + end + + +# @info "get Chemical potential (Hartree)" + find_target_line("(see also PRB 72, 045121(2005) for the energy contributions)") + readline(f) + readline(f) + readline(f) + str = split(readline(f)) + @assert "Chemical" == str[1] + @assert "potential" == str[2] + @assert "(Hartree)" == str[3] + ev2Hartree = 0.036749308136649 + fermi_level = parse(Float64, str[length(str)])#/ev2Hartree + + # @info "get Chemical potential (Hartree)" + # find_target_line("Eigenvalues (Hartree)") + # for i = 1:2;@assert readline(f) == "***********************************************************";end + # readline(f) + # str = split(readline(f)) + # ev2Hartree = 0.036749308136649 + # fermi_level = parse(Float64, str[length(str)])/ev2Hartree + + +# @info "get Fractional coordinates & orbital types:" + find_target_line("Fractional coordinates of the final structure") + target_line = Vector{UInt8}("Fractional coordinates of the final structure") + for i = 1:2;@assert readline(f) == "***********************************************************";end + @assert readline(f) == "" + orbital_types = Array{Array{Int64,1},1}(undef, 0) #orbital_types + element = Array{Int64,1}(undef, 0) #orbital_types + atom_frac_pos = zeros(3, atomnum) #Fractional coordinates + for i = 1:atomnum + str = readline(f) + element_str = split(str)[2] + push!(orbital_types, orbital_types_element[element_str]) + m = match(r"^\s*\d+\s+\w+\s+([0-9+-.Ee]+)\s+([0-9+-.Ee]+)\s+([0-9+-.Ee]+)", str) + push!(element, periodic_table[element_str]["Atomic no"]) + atom_frac_pos[:,i] = ((x)->parse(Float64, x)).(m.captures) + end + atom_pos = tv * atom_frac_pos + close(f) + + # use the atom_pos to fix + # TODO: Persuade wangc to accept the following code, which seems hopeless and meaningless. + """ + for axis = 1:3 + ((x2, y2, z)->((x, y)->x .+= z * y).(x2, y2)).(OLP_r[axis], OLP, atom_pos[axis,:]) + end + """ + for axis in 1:3,i in 1:atomnum, j in 1:FNAN[i] + OLP_r[axis][i][j] .+= atom_pos[axis,i] * OLP[i][j] + end + + # fix type mismatch + atv_ijk = Matrix{Int64}(atv_ijk) + + if return_DM + return element, atomnum, SpinP_switch, atv, atv_ijk, Total_NumOrbs, FNAN, natn, ncn, tv, Hk, iHk, OLP, OLP_r, orbital_types, fermi_level, atom_pos, DM + else + return element, atomnum, SpinP_switch, atv, atv_ijk, Total_NumOrbs, FNAN, natn, ncn, tv, Hk, iHk, OLP, OLP_r, orbital_types, fermi_level, atom_pos, nothing + end +end + +function get_data(filepath_scfout::String, Rcut::Float64; if_DM::Bool = false) + element, nsites, SpinP_switch, atv, atv_ijk, Total_NumOrbs, FNAN, natn, ncn, lat, Hk, iHk, OLP, OLP_r, orbital_types, fermi_level, site_positions, DM = parse_openmx(filepath_scfout; return_DM=if_DM) + + for t in [Hk, iHk] + if t != nothing + ((x)->((y)->((z)->z .*= 27.2113845).(y)).(x)).(t) # Hartree to eV + end + end + fermi_level *= 27.2113845 # Hartree to eV + site_positions .*= 0.529177249 # Bohr to Ang + lat .*= 0.529177249 # Bohr to Ang + + # get R_list + R_list = Set{Vector{Int64}}() + for atom_i in 1:nsites, index_nn_i in 1:FNAN[atom_i] + atom_j = natn[atom_i][index_nn_i] + R = atv_ijk[:, ncn[atom_i][index_nn_i]] + push!(R_list, SVector{3, Int64}(R)) + end + R_list = collect(R_list) + + # get neighbour_site + nsites = size(site_positions, 2) + # neighbour_site = cal_neighbour_site(site_positions, lat, R_list, nsites, Rcut) + # local_coordinates = Dict{Array{Int64, 1}, Array{Float64, 2}}() + + # process hamiltonian + norbits = sum(Total_NumOrbs) + overlaps = Dict{Array{Int64, 1}, Array{Float64, 2}}() + if SpinP_switch == 0 + spinful = false + hamiltonians = Dict{Array{Int64, 1}, Array{Float64, 2}}() + if if_DM + density_matrixs = Dict{Array{Int64, 1}, Array{Float64, 2}}() + else + density_matrixs = nothing + end + elseif SpinP_switch == 1 + error("Collinear spin is not supported currently") + elseif SpinP_switch == 3 + @assert if_DM == false + density_matrixs = nothing + spinful = true + for i in 1:length(Hk[4]),j in 1:length(Hk[4][i]) + Hk[4][i][j] += iHk[3][i][j] + iHk[3][i][j] = -Hk[4][i][j] + end + hamiltonians = Dict{Array{Int64, 1}, Array{Complex{Float64}, 2}}() + else + error("SpinP_switch is $SpinP_switch, rather than valid values 0, 1 or 3") + end + + for site_i in 1:nsites, index_nn_i in 1:FNAN[site_i] + site_j = natn[site_i][index_nn_i] + R = atv_ijk[:, ncn[site_i][index_nn_i]] + e_ij = lat * R + site_positions[:, site_j] - site_positions[:, site_i] + # if norm(e_ij) > Rcut + # continue + # end + key = cat(dims=1, R, site_i, site_j) + # site_list_i = neighbour_site[site_i] + # local_coordinate = _get_local_coordinate(e_ij, site_list_i) + # local_coordinates[key] = local_coordinate + + overlap = permutedims(OLP[site_i][index_nn_i]) + overlaps[key] = overlap + if SpinP_switch == 0 + hamiltonian = permutedims(Hk[1][site_i][index_nn_i]) + hamiltonians[key] = hamiltonian + if if_DM + density_matrix = permutedims(DM[1][site_i][index_nn_i]) + density_matrixs[key] = density_matrix + end + elseif SpinP_switch == 1 + error("Collinear spin is not supported currently") + elseif SpinP_switch == 3 + key_inv = cat(dims=1, -R, site_j, site_i) + + len_i_wo_spin = Total_NumOrbs[site_i] + len_j_wo_spin = Total_NumOrbs[site_j] + + if !(key in keys(hamiltonians)) + @assert !(key_inv in keys(hamiltonians)) + hamiltonians[key] = zeros(Complex{Float64}, len_i_wo_spin * 2, len_j_wo_spin * 2) + hamiltonians[key_inv] = zeros(Complex{Float64}, len_j_wo_spin * 2, len_i_wo_spin * 2) + end + for spini in 0:1,spinj in spini:1 + Hk_real, Hk_imag = spini == 0 ? spinj == 0 ? (Hk[1][site_i][index_nn_i], iHk[1][site_i][index_nn_i]) : (Hk[3][site_i][index_nn_i], Hk[4][site_i][index_nn_i]) : spinj == 0 ? (Hk[3][site_i][index_nn_i], iHk[3][site_i][index_nn_i]) : (Hk[2][site_i][index_nn_i], iHk[2][site_i][index_nn_i]) + hamiltonians[key][spini * len_i_wo_spin + 1 : (spini + 1) * len_i_wo_spin, spinj * len_j_wo_spin + 1 : (spinj + 1) * len_j_wo_spin] = permutedims(Hk_real) + im * permutedims(Hk_imag) + if spini == 0 && spinj == 1 + hamiltonians[key_inv][1 * len_j_wo_spin + 1 : (1 + 1) * len_j_wo_spin, 0 * len_i_wo_spin + 1 : (0 + 1) * len_i_wo_spin] = (permutedims(Hk_real) + im * permutedims(Hk_imag))' + end + end + else + error("SpinP_switch is $SpinP_switch, rather than valid values 0, 1 or 3") + end + end + + return element, overlaps, density_matrixs, hamiltonians, fermi_level, orbital_types, lat, site_positions, spinful, R_list +end + +parsed_args["input_dir"] = abspath(parsed_args["input_dir"]) +mkpath(parsed_args["output_dir"]) +cd(parsed_args["output_dir"]) + +element, overlaps, density_matrixs, hamiltonians, fermi_level, orbital_types, lat, site_positions, spinful, R_list = get_data(joinpath(parsed_args["input_dir"], "openmx.scfout"), -1.0; if_DM=parsed_args["if_DM"]) + +if parsed_args["if_DM"] + h5open("density_matrixs.h5", "w") do fid + for (key, density_matrix) in density_matrixs + write(fid, string(key), permutedims(density_matrix)) # npz似乎为julia专门做了个转置而h5没有做 + end + end +end +if parsed_args["if_OLP"] + h5open("overlaps.h5", "w") do fid + for (key, overlap) in overlaps + write(fid, string(key), permutedims(overlap)) # npz似乎为julia专门做了个转置而h5没有做 + end + end +end +h5open("hamiltonians.h5", "w") do fid + for (key, hamiltonian) in hamiltonians + write(fid, string(key), permutedims(hamiltonian)) # npz似乎为julia专门做了个转置而h5没有做 + end +end + +info_dict = Dict( + "fermi_level" => fermi_level, + "isspinful" => spinful + ) +open("info.json", "w") do f + write(f, json(info_dict, 4)) +end +open("site_positions.dat", "w") do f + writedlm(f, site_positions) +end +open("R_list.dat", "w") do f + writedlm(f, R_list) +end +open("lat.dat", "w") do f + writedlm(f, lat) +end +rlat = 2pi * inv(lat)' +open("rlat.dat", "w") do f + writedlm(f, rlat) +end +open("orbital_types.dat", "w") do f + writedlm(f, orbital_types) +end +open("element.dat", "w") do f + writedlm(f, element) +end diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/process_data_tools/periodic_table.json b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/process_data_tools/periodic_table.json new file mode 100644 index 0000000000000000000000000000000000000000..e08cc9a117bab6e4d0ae32e3fbcd6763f9a3a4ca --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/process_data_tools/periodic_table.json @@ -0,0 +1 @@ +{"Ac": {"Atomic mass": 227.0, "Atomic no": 89, "Atomic orbitals": {"1s": -3443.110367, "2p": -572.7627, "2s": -592.622878, "3d": -119.541743, "3p": -137.654394, "3s": -147.320716, "4d": -23.57061, "4f": -12.278225, "4p": -31.761846, "4s": -36.15826, "5d": -3.222752, "5p": -6.06511, "5s": -7.713078, "6d": -0.137786, "6p": -0.744524, "6s": -1.19698, "7s": -0.126551}, "Atomic radius": 1.95, "Atomic radius calculated": "no data", "Boiling point": "3573 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "10070 kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Rn].6d1.7s2", "Ionic radii": {"3": 1.26}, "Liquid range": "2250 K", "Melting point": "1323 K", "Mendeleev no": 48, "Mineral hardness": "no data", "Molar volume": "22.55 cm3", "Name": "Actinium", "Oxidation states": [3], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.26, "ionic_radius": 1.12}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "12 W m-1 K-1", "Van der waals radius": 2.47, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 1.1, "Youngs modulus": "no data GPa", "Metallic radius": 1.878, "iupac_ordering": 32, "IUPAC ordering": 32, "Ground level": "2D3/2", "Ionization energies": [5.380226, 11.75, 17.431, 44.8, 55.0, 67.0, 79.0, 98.9, 113.9, 143.9, 161.1, 233.0, 255.0, 279.0, 305.0, 330.0, 355.0, 390.0, 416.0, 444.0, 470.0, 610.0, 640.0, 670.0, 710.0, 780.0, 820.0, 920.0, 950.0, 1030.0, 1100.0, 1170.0, 1240.0, 1310.0, 1380.0, 1460.0, 1530.0, 1610.0, 1680.0, 1750.0, 1820.0, 1900.0, 1970.0, 2298.0, 2362.0, 2430.0, 2503.0, 2572.0, 2639.0, 2762.0, 2833.0, 2908.0, 2980.0, 3264.0, 3334.0, 3409.0, 3479.0, 3811.0, 3893.0, 4093.0, 4175.0, 6767.0, 6923.0, 7088.0, 7265.0, 7430.0, 7600.0, 7950.0, 8120.0, 8310.0, 8480.0, 8970.0, 9120.0, 9290.0, 9440.0, 10480.0, 10660.0, 11030.0, 11200.0, 23480.0, 23890.0, 24340.0, 24760.0, 28610.0, 29160.0, 29850.0, 30293.1, 119938.6, 122062.9], "Electron affinity": 0.35}, "Ag": {"Atomic mass": 107.8682, "Atomic no": 47, "Atomic orbitals": {"1s": -900.324578, "2p": -120.913351, "2s": -129.859807, "3d": -13.367803, "3p": -20.06763, "3s": -23.678437, "4d": -0.298706, "4p": -2.086602, "4s": -3.22309, "5s": -0.157407}, "Atomic radius": 1.6, "Atomic radius calculated": 1.65, "Boiling point": "2435 K", "Brinell hardness": "24.5 MN m-2", "Bulk modulus": "100 GPa", "Coefficient of linear thermal expansion": "18.9 x10-6K-1", "Common oxidation states": [1], "Critical temperature": "no data K", "Density of solid": "10490 kg m-3", "Electrical resistivity": "1.63 10-8 Ω m", "Electronic structure": "[Kr].4d10.5s1", "ICSD oxidation states": [1, 2, 3], "Ionic radii": {"1": 1.29, "2": 1.08, "3": 0.89}, "Liquid range": "1200.07 K", "Melting point": "1234.93 K", "Mendeleev no": 71, "Mineral hardness": "2.5", "Molar volume": "10.27 cm3", "Name": "Silver", "Oxidation states": [1, 2, 3], "Poissons ratio": "0.37", "Reflectivity": "97 %", "Refractive index": "no data", "Rigidity modulus": "30 GPa", "Shannon radii": {"1": {"II": {"": {"crystal_radius": 0.81, "ionic_radius": 0.67}}, "IV": {"": {"crystal_radius": 1.14, "ionic_radius": 1.0}}, "IVSQ": {"": {"crystal_radius": 1.16, "ionic_radius": 1.02}}, "V": {"": {"crystal_radius": 1.23, "ionic_radius": 1.09}}, "VI": {"": {"crystal_radius": 1.29, "ionic_radius": 1.15}}, "VII": {"": {"crystal_radius": 1.36, "ionic_radius": 1.22}}, "VIII": {"": {"crystal_radius": 1.42, "ionic_radius": 1.28}}}, "2": {"IVSQ": {"": {"crystal_radius": 0.93, "ionic_radius": 0.79}}, "VI": {"": {"crystal_radius": 1.08, "ionic_radius": 0.94}}}, "3": {"IVSQ": {"": {"crystal_radius": 0.81, "ionic_radius": 0.67}}, "VI": {"": {"crystal_radius": 0.89, "ionic_radius": 0.75}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "430 W m-1 K-1", "Van der waals radius": 2.11, "Velocity of sound": "2600 m s-1", "Vickers hardness": "251 MN m-2", "X": 1.93, "Youngs modulus": "83 GPa", "Metallic radius": 1.445, "iupac_ordering": 72, "IUPAC ordering": 72, "Ground level": "2S1/2", "Ionization energies": [7.576234, 21.4844, 34.8, 49.0, 65.0, 82.0, 106.0, 125.0, 145.1, 167.0, 188.0, 271.46, 294.0, 321.0, 347.0, 381.0, 408.43, 469.0, 500.87, 885.0, 946.0, 1013.0, 1082.0, 1149.0, 1231.0, 1308.0, 1382.0, 1460.0, 1535.0, 1747.0, 1810.5, 1888.0, 1979.0, 2077.0, 2131.0, 2302.0, 2371.99, 5558.0, 5753.0, 5966.0, 6170.0, 6551.0, 6785.0, 7082.0, 7271.298, 30097.318, 30965.698], "Electron affinity": 1.304473}, "Al": {"Atomic mass": 26.9815386, "Atomic no": 13, "Atomic orbitals": {"1s": -55.156044, "2p": -2.564018, "2s": -3.934827, "3p": -0.102545, "3s": -0.286883}, "Atomic radius": 1.25, "Atomic radius calculated": 1.18, "Boiling point": "2792 K", "Brinell hardness": "245 MN m-2", "Bulk modulus": "76 GPa", "Coefficient of linear thermal expansion": "23.1 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "2700 kg m-3", "Electrical resistivity": "2.7 10-8 Ω m", "Electronic structure": "[Ne].3s2.3p1", "ICSD oxidation states": [3], "Ionic radii": {"3": 0.675}, "Liquid range": "1858.53 K", "Melting point": "933.47 K", "Mendeleev no": 80, "Mineral hardness": "2.75", "Molar volume": "10.00 cm3", "Name": "Aluminum", "Oxidation states": [1, 3], "Poissons ratio": "0.35", "Reflectivity": "71 %", "Refractive index": "no data", "Rigidity modulus": "26 GPa", "Shannon radii": {"3": {"IV": {"": {"crystal_radius": 0.53, "ionic_radius": 0.39}}, "V": {"": {"crystal_radius": 0.62, "ionic_radius": 0.48}}, "VI": {"": {"crystal_radius": 0.675, "ionic_radius": 0.535}}}}, "Superconduction temperature": "1.175 K", "Thermal conductivity": "235 W m-1 K-1", "Van der waals radius": 1.84, "Velocity of sound": "5100 m s-1", "Vickers hardness": "167 MN m-2", "X": 1.61, "Youngs modulus": "70 GPa", "NMR Quadrupole Moment": {"Al-27": 146.6}, "Metallic radius": 1.43, "iupac_ordering": 80, "IUPAC ordering": 80, "Ground level": "2P\u00b01/2", "Ionization energies": [5.985769, 18.82855, 28.447642, 119.9924, 153.8252, 190.49, 241.76, 284.64, 330.21, 398.65, 442.005, 2085.97702, 2304.14007], "Electron affinity": 0.432835}, "Am": {"Atomic mass": 243.0, "Atomic no": 95, "Atomic orbitals": "no data", "Atomic radius": 1.75, "Atomic radius calculated": "no data", "Boiling point": "2880 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Rn].5f7.7s2", "Ionic radii": {"2": 1.4, "3": 1.115, "4": 0.99}, "Liquid range": "1431 K", "Melting point": "1449 K", "Mendeleev no": 42, "Mineral hardness": "no data", "Molar volume": "17.63 cm3", "Name": "Americium", "Oxidation states": [2, 3, 4, 5, 6], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"2": {"VII": {"": {"crystal_radius": 1.35, "ionic_radius": 1.21}}, "VIII": {"": {"crystal_radius": 1.4, "ionic_radius": 1.26}}, "IX": {"": {"crystal_radius": 1.45, "ionic_radius": 1.31}}}, "3": {"VI": {"": {"crystal_radius": 1.115, "ionic_radius": 0.975}}, "VIII": {"": {"crystal_radius": 1.23, "ionic_radius": 1.09}}}, "4": {"VI": {"": {"crystal_radius": 0.99, "ionic_radius": 0.85}}, "VIII": {"": {"crystal_radius": 1.09, "ionic_radius": 0.95}}}}, "Superconduction temperature": "0.6 K", "Thermal conductivity": "10 W m-1 K-1", "Van der waals radius": 2.44, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 1.3, "Youngs modulus": "no data GPa", "Metallic radius": 1.73, "iupac_ordering": 26, "IUPAC ordering": 26, "Ground level": "8S\u00b07/2", "Ionization energies": [5.97381, 11.7, 21.7, 36.8, 50.0, 67.9, 95.0, 110.0, 125.0, 141.0, 163.0, 184.0, 206.0, 225.0, 242.0, 284.0, 305.0, 424.0, 451.0, 481.0, 511.0, 541.0, 571.0, 616.0, 646.0, 680.0, 711.0, 870.0, 900.0, 940.0, 980.0, 1090.0, 1130.0, 1240.0, 1280.0, 1410.0, 1490.0, 1570.0, 1650.0, 1730.0, 1820.0, 1900.0, 1980.0, 2070.0, 2160.0, 2240.0, 2320.0, 2410.0, 2480.0, 2874.0, 2946.0, 3021.0, 3101.0, 3178.0, 3251.0, 3402.0, 3479.0, 3563.0, 3641.0, 3956.0, 4033.0, 4115.0, 4191.0, 4642.0, 4733.0, 4960.0, 5050.0, 8040.0, 8210.0, 8390.0, 8590.0, 8770.0, 8950.0, 9380.0, 9560.0, 9770.0, 9960.0, 10490.0, 10650.0, 10830.0, 11000.0, 12400.0, 12600.0, 13000.0, 13190.0, 27110.0, 27550.0, 28040.0, 28500.0, 33700.0, 34300.0, 35100.0, 35549.4, 139769.5, 142161.0], "Electron affinity": 0.1}, "Ar": {"Atomic mass": 39.948, "Atomic no": 18, "Atomic orbitals": {"1s": -113.800134, "2p": -8.443439, "2s": -10.794172, "3p": -0.38233, "3s": -0.883384}, "Atomic radius": 0.71, "Atomic radius calculated": 0.71, "Boiling point": "87.3 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Critical temperature": "150.8 K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Ne].3s2.3p6", "Liquid range": "3.5 K", "Max oxidation state": 0.0, "Melting point": "83.8 K", "Mendeleev no": 3, "Min oxidation state": 0.0, "Mineral hardness": "no data", "Molar volume": "22.56 cm3", "Name": "Argon", "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "1.000281", "Rigidity modulus": "no data GPa", "Superconduction temperature": "no data K", "Thermal conductivity": "0.01772 W m-1 K-1", "Van der waals radius": 1.88, "Velocity of sound": "319 m s-1", "Vickers hardness": "no data MN m-2", "Youngs modulus": "no data GPa", "Metallic radius": "no data", "iupac_ordering": 3, "IUPAC ordering": 3, "Ground level": "1S0", "Ionization energies": [15.7596119, 27.62967, 40.735, 59.58, 74.84, 91.29, 124.41, 143.4567, 422.6, 479.76, 540.4, 619.0, 685.5, 755.13, 855.5, 918.375, 4120.6657, 4426.2229], "Electron affinity": -1.02}, "As": {"Atomic mass": 74.9216, "Atomic no": 33, "Atomic orbitals": {"1s": -423.336658, "2p": -47.527869, "2s": -53.093086, "3d": -1.542767, "3p": -4.851725, "3s": -6.730755, "4p": -0.197497, "4s": -0.52367}, "Atomic radius": 1.15, "Atomic radius calculated": 1.14, "Boiling point": "887 K", "Brinell hardness": "1440 MN m-2", "Bulk modulus": "22 GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [-3, 3, 5], "Critical temperature": "1700 K", "Density of solid": "5727 kg m-3", "Electrical resistivity": "33 10-8 Ω m", "Electronic structure": "[Ar].3d10.4s2.4p3", "ICSD oxidation states": [2, 3, 5, -2, -3, -1], "Ionic radii": {"3": 0.72, "5": 0.6}, "Liquid range": "203 K", "Melting point": "1090 K", "Mendeleev no": 89, "Mineral hardness": "3.5", "Molar volume": "12.95 cm3", "Name": "Arsenic", "Oxidation states": [-3, 2, 3, 5], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "1.001552", "Rigidity modulus": "no data GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 0.72, "ionic_radius": 0.58}}}, "5": {"IV": {"": {"crystal_radius": 0.475, "ionic_radius": 0.335}}, "VI": {"": {"crystal_radius": 0.6, "ionic_radius": 0.46}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "50 W m-1 K-1", "Van der waals radius": 1.85, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 2.18, "Youngs modulus": "8 GPa", "Metallic radius": "no data", "iupac_ordering": 89, "IUPAC ordering": 89, "Ground level": "4S\u00b03/2", "Ionization energies": [9.78855, 18.5892, 28.349, 50.15, 62.77, 121.19, 147.0, 180.0, 213.0, 247.0, 296.0, 333.0, 375.0, 418.0, 460.0, 587.6, 628.8, 672.9, 728.9, 774.0, 814.0, 911.7, 956.79, 2356.9, 2486.0, 2626.0, 2766.0, 2938.0, 3088.1, 3287.0, 3411.643, 14447.678, 15028.907], "Electron affinity": 0.80482}, "At": {"Atomic mass": 210.0, "Atomic no": 85, "Atomic orbitals": {"1s": -3127.390276, "2p": -513.044243, "2s": -531.81835, "3d": -103.060375, "3p": -119.995013, "3s": -129.035542, "4d": -18.295162, "4f": -8.063483, "4p": -25.778264, "4s": -29.809515, "5d": -1.643758, "5p": -4.027061, "5s": -5.453383, "6p": -0.255453, "6s": -0.560189}, "Atomic radius": "no data", "Atomic radius calculated": "no data", "Boiling point": "no data K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [-1, 1], "Critical temperature": "no data K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d10.6s2.6p5", "Ionic radii": {"7": 0.76}, "Liquid range": "no data K", "Melting point": "575 K", "Mendeleev no": 96, "Mineral hardness": "no data", "Molar volume": "no data cm3", "Name": "Astatine", "Oxidation states": [-1, 1, 3, 5], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"7": {"VI": {"": {"crystal_radius": 0.76, "ionic_radius": 0.62}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "2 (estimate)W m-1 K-1", "Van der waals radius": 2.02, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 2.2, "Youngs modulus": "no data GPa", "Metallic radius": "no data", "iupac_ordering": 98, "IUPAC ordering": 98, "Ground level": "2P\u00b03/2", "Ionization energies": [9.31751, 17.88, 26.58, 39.65, 50.39, 72.0, 85.1, 130.1, 149.0, 169.0, 192.1, 212.0, 236.0, 263.0, 287.0, 311.0, 335.0, 452.0, 481.0, 510.0, 540.0, 600.0, 630.0, 720.0, 750.0, 790.0, 860.0, 920.0, 990.0, 1050.0, 1120.0, 1180.0, 1250.0, 1320.0, 1380.0, 1450.0, 1510.0, 1590.0, 1650.0, 1948.0, 2007.0, 2071.0, 2139.0, 2203.0, 2266.0, 2373.0, 2439.0, 2510.0, 2576.0, 2841.0, 2905.0, 2977.0, 3042.0, 3312.0, 3388.0, 3573.0, 3649.0, 5976.0, 6122.0, 6279.0, 6445.0, 6604.0, 6759.0, 7068.0, 7230.0, 7410.0, 7570.0, 8030.0, 8180.0, 8330.0, 8480.0, 9330.0, 9500.0, 9830.0, 9990.0, 21210.0, 21600.0, 22030.0, 22420.0, 25580.0, 26090.0, 26730.0, 27139.0, 107923.4, 109886.0], "Electron affinity": 2.415787}, "Au": {"Atomic mass": 196.966569, "Atomic no": 79, "Atomic orbitals": {"1s": -2683.508245, "2p": -430.725701, "2s": -447.888973, "3d": -81.511751, "3p": -96.707, "3s": -104.824516, "4d": -12.131815, "4f": -3.486824, "4p": -18.578652, "4s": -22.078357, "5d": -0.304738, "5p": -2.002495, "5s": -3.113936, "6s": -0.162334}, "Atomic radius": 1.35, "Atomic radius calculated": 1.74, "Boiling point": "3129 K", "Brinell hardness": "2450 MN m-2", "Bulk modulus": "220 GPa", "Coefficient of linear thermal expansion": "14.2 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "19300 kg m-3", "Electrical resistivity": "2.2 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d10.6s1", "Ionic radii": {"1": 1.51, "3": 0.99, "5": 0.71}, "Liquid range": "1791.67 K", "Melting point": "1337.33 K", "Mendeleev no": 70, "Mineral hardness": "2.5", "Molar volume": "10.21 cm3", "Name": "Gold", "Oxidation states": [-1, 1, 2, 3, 5], "Poissons ratio": "0.44", "Reflectivity": "95 %", "Refractive index": "no data", "Rigidity modulus": "27 GPa", "Shannon radii": {"1": {"VI": {"": {"crystal_radius": 1.51, "ionic_radius": 1.37}}}, "3": {"IVSQ": {"": {"crystal_radius": 0.82, "ionic_radius": 0.68}}, "VI": {"": {"crystal_radius": 0.99, "ionic_radius": 0.85}}}, "5": {"VI": {"": {"crystal_radius": 0.71, "ionic_radius": 0.57}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "320 W m-1 K-1", "Van der waals radius": 2.14, "Velocity of sound": "1740 m s-1", "Vickers hardness": "216 MN m-2", "X": 2.54, "Youngs modulus": "78 GPa", "Metallic radius": 1.442, "iupac_ordering": 71, "IUPAC ordering": 71, "Ground level": "2S1/2", "Ionization energies": [9.225554, 20.203, 30.0, 45.0, 60.0, 74.0, 94.0, 112.0, 130.1, 149.0, 168.2, 248.0, 275.0, 299.0, 324.0, 365.0, 392.0, 433.0, 487.0, 520.0, 550.0, 600.0, 650.0, 710.0, 760.0, 820.0, 870.0, 930.0, 990.0, 1040.0, 1100.0, 1150.0, 1210.0, 1475.0, 1527.0, 1584.0, 1644.0, 1702.0, 1758.0, 1845.0, 1904.0, 1967.0, 2026.0, 2261.0, 2320.0, 2383.0, 2443.0, 2640.0, 2708.0, 2870.0, 2941.0, 4888.0, 5013.0, 5156.0, 5307.0, 5452.0, 5594.0, 5846.0, 5994.0, 6156.0, 6305.0, 6724.0, 6854.0, 6997.0, 7130.0, 7760.0, 7910.0, 8210.0, 8360.0, 18040.0, 18400.0, 18790.0, 19150.0, 21470.0, 21920.0, 22500.0, 22868.1, 91515.82, 93254.3], "Electron affinity": 2.30861025}, "B": {"Atomic mass": 10.811, "Atomic no": 5, "Atomic orbitals": {"1s": -6.564347, "2p": -0.136603, "2s": -0.344701}, "Atomic radius": 0.85, "Atomic radius calculated": 0.87, "Boiling point": "4200 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "320 GPa", "Coefficient of linear thermal expansion": "6 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "2460 kg m-3", "Electrical resistivity": "> 101210-8 Ω m", "Electronic structure": "[He].2s2.2p1", "ICSD oxidation states": [3, -3], "Ionic radii": {"3": 0.41}, "Liquid range": "1851 K", "Melting point": "2349 K", "Mendeleev no": 86, "Mineral hardness": "9.3", "Molar volume": "4.39 cm3", "Name": "Boron", "Oxidation states": [1, 2, 3], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"3": {"III": {"": {"crystal_radius": 0.15, "ionic_radius": 0.01}}, "IV": {"": {"crystal_radius": 0.25, "ionic_radius": 0.11}}, "VI": {"": {"crystal_radius": 0.41, "ionic_radius": 0.27}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "27 W m-1 K-1", "Van der waals radius": 1.92, "Velocity of sound": "16200 m s-1", "Vickers hardness": "49000 MN m-2", "X": 2.04, "Youngs modulus": "no data GPa", "NMR Quadrupole Moment": {"B-10": 84.59, "B-11": 40.59}, "Metallic radius": "no data", "iupac_ordering": 81, "IUPAC ordering": 81, "Ground level": "2P\u00b01/2", "Ionization energies": [8.298019, 25.15483, 37.93059, 259.3715, 340.2260229], "Electron affinity": 0.27972325}, "Ba": {"Atomic mass": 137.327, "Atomic no": 56, "Atomic orbitals": {"1s": -1305.743258, "2p": -189.598483, "2s": -200.844444, "3d": -28.528933, "3p": -37.536931, "3s": -42.359434, "4d": -3.432441, "4p": -6.497622, "4s": -8.257061, "5p": -0.698605, "5s": -1.157159, "6s": -0.118967}, "Atomic radius": 2.15, "Atomic radius calculated": 2.53, "Boiling point": "2143 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "9.6 GPa", "Coefficient of linear thermal expansion": "20.6 x10-6K-1", "Common oxidation states": [2], "Critical temperature": "no data K", "Density of solid": "3510 kg m-3", "Electrical resistivity": "34 10-8 Ω m", "Electronic structure": "[Xe].6s2", "ICSD oxidation states": [2], "Ionic radii": {"2": 1.49}, "Liquid range": "1143 K", "Melting point": "1000 K", "Mendeleev no": 14, "Mineral hardness": "1.25", "Molar volume": "38.16 cm3", "Name": "Barium", "Oxidation states": [2], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "4.9 GPa", "Shannon radii": {"2": {"VI": {"": {"crystal_radius": 1.49, "ionic_radius": 1.35}}, "VII": {"": {"crystal_radius": 1.52, "ionic_radius": 1.38}}, "VIII": {"": {"crystal_radius": 1.56, "ionic_radius": 1.42}}, "IX": {"": {"crystal_radius": 1.61, "ionic_radius": 1.47}}, "X": {"": {"crystal_radius": 1.66, "ionic_radius": 1.52}}, "XI": {"": {"crystal_radius": 1.71, "ionic_radius": 1.57}}, "XII": {"": {"crystal_radius": 1.75, "ionic_radius": 1.61}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "18 W m-1 K-1", "Van der waals radius": 2.68, "Velocity of sound": "1620 m s-1", "Vickers hardness": "no data MN m-2", "X": 0.89, "Youngs modulus": "13 GPa", "Metallic radius": 2.236, "iupac_ordering": 13, "IUPAC ordering": 13, "Ground level": "1S0", "Ionization energies": [5.2116646, 10.003826, 35.8438, 47.0, 58.0, 71.0, 86.0, 101.0, 130.5, 146.52, 241.0, 267.1, 296.0, 325.0, 354.0, 390.0, 422.0, 455.0, 488.0, 520.0, 646.0, 679.0, 717.0, 752.0, 809.0, 846.0, 935.0, 976.62, 1695.0, 1776.0, 1864.0, 1958.0, 2047.0, 2142.0, 2256.0, 2349.0, 2452.0, 2547.0, 2814.0, 2901.0, 2994.0, 3081.0, 3266.0, 3363.0, 3546.0, 3640.0, 8326.0, 8565.0, 8831.0, 9077.0, 9739.0, 10023.0, 10376.0, 10616.42, 43485.366, 44561.47], "Electron affinity": 0.144626}, "Be": {"Atomic mass": 9.012182, "Atomic no": 4, "Atomic orbitals": {"1s": -3.856411, "2s": -0.205744}, "Atomic radius": 1.05, "Atomic radius calculated": 1.12, "Boiling point": "2742 K", "Brinell hardness": "600 MN m-2", "Bulk modulus": "130 GPa", "Coefficient of linear thermal expansion": "11.3 x10-6K-1", "Common oxidation states": [2], "Critical temperature": "no data K", "Density of solid": "1848 kg m-3", "Electrical resistivity": "3.8 10-8 Ω m", "Electronic structure": "[He].2s2", "ICSD oxidation states": [2], "Ionic radii": {"2": 0.59}, "Liquid range": "1182 K", "Melting point": "1560 K", "Mendeleev no": 77, "Mineral hardness": "5.5", "Molar volume": "4.85 cm3", "Name": "Beryllium", "Oxidation states": [2], "Poissons ratio": "0.032", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "132 GPa", "Shannon radii": {"2": {"III": {"": {"crystal_radius": 0.3, "ionic_radius": 0.16}}, "IV": {"": {"crystal_radius": 0.41, "ionic_radius": 0.27}}, "VI": {"": {"crystal_radius": 0.59, "ionic_radius": 0.45}}}}, "Superconduction temperature": "0.026 K", "Thermal conductivity": "190 W m-1 K-1", "Van der waals radius": 1.53, "Velocity of sound": "13000 m s-1", "Vickers hardness": "1670 MN m-2", "X": 1.57, "Youngs modulus": "287 GPa", "NMR Quadrupole Moment": {"Be-9": 52.88}, "Metallic radius": 1.12, "iupac_ordering": 17, "IUPAC ordering": 17, "Ground level": "1S0", "Ionization energies": [9.322699, 18.21115, 153.896205, 217.7185861], "Electron affinity": -0.52}, "Bi": {"Atomic mass": 208.9804, "Atomic no": 83, "Atomic orbitals": {"1s": -2975.550959, "2p": -484.716359, "2s": -502.950758, "3d": -95.532476, "3p": -111.883393, "3s": -120.613998, "4d": -16.084817, "4f": -6.382744, "4p": -23.218641, "4s": -27.07034, "5d": -1.139408, "5p": -3.293637, "5s": -4.611934, "6p": -0.180198, "6s": -0.426129}, "Atomic radius": 1.6, "Atomic radius calculated": 1.43, "Boiling point": "1837 K", "Brinell hardness": "94.2 MN m-2", "Bulk modulus": "31 GPa", "Coefficient of linear thermal expansion": "13.4 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "9780 kg m-3", "Electrical resistivity": "130 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d10.6s2.6p3", "ICSD oxidation states": [1, 2, 3, 5], "Ionic radii": {"3": 1.17, "5": 0.9}, "Liquid range": "1292.6 K", "Melting point": "544.4 K", "Mendeleev no": 87, "Mineral hardness": "2.25", "Molar volume": "21.31 cm3", "Name": "Bismuth", "Oxidation states": [-3, 3, 5], "Poissons ratio": "0.33", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "12 GPa", "Shannon radii": {"3": {"V": {"": {"crystal_radius": 1.1, "ionic_radius": 0.96}}, "VI": {"": {"crystal_radius": 1.17, "ionic_radius": 1.03}}, "VIII": {"": {"crystal_radius": 1.31, "ionic_radius": 1.17}}}, "5": {"VI": {"": {"crystal_radius": 0.9, "ionic_radius": 0.76}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "8 W m-1 K-1", "Van der waals radius": 2.07, "Velocity of sound": "1790 m s-1", "Vickers hardness": "no data MN m-2", "X": 2.02, "Youngs modulus": "32 GPa", "Metallic radius": 1.82, "iupac_ordering": 87, "IUPAC ordering": 87, "Ground level": "4S\u00b03/2", "Ionization energies": [7.285516, 16.703, 25.57075, 45.37, 54.856, 88.4, 103.0, 122.0, 143.0, 161.1, 183.0, 208.0, 229.0, 252.0, 272.6, 370.2, 409.0, 436.0, 464.0, 520.0, 550.0, 620.0, 660.0, 690.0, 750.0, 810.0, 870.0, 930.0, 990.0, 1060.0, 1120.0, 1180.0, 1250.0, 1310.0, 1380.0, 1440.0, 1500.0, 1784.0, 1840.0, 1902.0, 1967.0, 2029.0, 2090.0, 2190.0, 2253.0, 2321.0, 2385.0, 2641.0, 2703.0, 2771.0, 2835.0, 3078.0, 3151.0, 3329.0, 3401.8, 5599.0, 5740.0, 5892.0, 6054.0, 6208.0, 6358.0, 6648.0, 6804.0, 6977.0, 7137.0, 7580.0, 7720.0, 7870.0, 8010.0, 8780.0, 8950.0, 9270.0, 9430.0, 20130.0, 20500.0, 20920.0, 21300.0, 24150.0, 24640.0, 25260.0, 25656.9, 102251.76, 104132.8], "Electron affinity": 0.94236213}, "Bk": {"Atomic mass": 247.0, "Atomic no": 97, "Atomic orbitals": "no data", "Atomic radius": "no data", "Atomic radius calculated": "no data", "Boiling point": "no data K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "14780 kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Rn].5f9.7s2", "Ionic radii": {"3": 1.1, "4": 0.97}, "Liquid range": "no data K", "Melting point": "1259 K", "Mendeleev no": 40, "Mineral hardness": "no data", "Molar volume": "16.84 cm3", "Name": "Berkelium", "Oxidation states": [3, 4], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.1, "ionic_radius": 0.96}}}, "4": {"VI": {"": {"crystal_radius": 0.97, "ionic_radius": 0.83}}, "VIII": {"": {"crystal_radius": 1.07, "ionic_radius": 0.93}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "10 W m-1 K-1", "Van der waals radius": 2.44, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 1.3, "Youngs modulus": "no data GPa", "Metallic radius": 1.703, "iupac_ordering": 24, "IUPAC ordering": 24, "Ground level": "6H\u00b015/2", "Ionization energies": [6.19785, 11.9, 21.6, 36.0, 56.0, 70.1, 90.0, 114.0, 130.0, 147.0, 171.0, 195.0, 218.0, 240.0, 259.0, 279.0, 303.0, 339.0, 361.0, 497.0, 526.0, 557.0, 590.0, 621.0, 652.0, 700.0, 733.0, 768.0, 800.0, 960.0, 1000.0, 1040.0, 1080.0, 1200.0, 1240.0, 1360.0, 1410.0, 1550.0, 1630.0, 1720.0, 1800.0, 1890.0, 1970.0, 2050.0, 2140.0, 2240.0, 2320.0, 2410.0, 2490.0, 2580.0, 2670.0, 3080.0, 3154.0, 3232.0, 3315.0, 3393.0, 3469.0, 3630.0, 3709.0, 3797.0, 3877.0, 4202.0, 4281.0, 4365.0, 4445.0, 4940.0, 5040.0, 5270.0, 5360.0, 8500.0, 8670.0, 8850.0, 9050.0, 9240.0, 9420.0, 9880.0, 10070.0, 10280.0, 10480.0, 11020.0, 11190.0, 11380.0, 11550.0, 13090.0, 13300.0, 13720.0, 13910.0, 28380.0, 28800.0, 29300.0, 29800.0, 35500.0, 36200.0, 37000.0, 37457.6, 146904.7, 149398.0], "Electron affinity": -1.72}, "Br": {"Atomic mass": 79.904, "Atomic no": 35, "Atomic orbitals": {"1s": -480.182643, "2p": -55.67796, "2s": -61.710022, "3d": -2.52211, "3p": -6.298805, "3s": -8.409057, "4p": -0.295334, "4s": -0.720066}, "Atomic radius": 1.15, "Atomic radius calculated": 0.94, "Boiling point": "332 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "1.9 GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [-1, 1, 3, 5, 7], "Critical temperature": "586 K", "Density of solid": "no data kg m-3", "Electrical resistivity": "> 101810-8 Ω m", "Electronic structure": "[Ar].3d10.4s2.4p5", "ICSD oxidation states": [5, -1], "Ionic radii": {"-1": 1.82, "3": 0.73, "5": 0.45, "7": 0.53}, "Liquid range": "66.2 K", "Melting point": "265.8 K", "Mendeleev no": 98, "Mineral hardness": "no data", "Molar volume": "19.78 cm3", "Name": "Bromine", "Oxidation states": [-1, 1, 3, 4, 5, 7], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "1.001132", "Rigidity modulus": "no data GPa", "Shannon radii": {"-1": {"VI": {"": {"crystal_radius": 1.82, "ionic_radius": 1.96}}}, "3": {"IVSQ": {"": {"crystal_radius": 0.73, "ionic_radius": 0.59}}}, "5": {"IIIPY": {"": {"crystal_radius": 0.45, "ionic_radius": 0.31}}}, "7": {"IV": {"": {"crystal_radius": 0.39, "ionic_radius": 0.25}}, "VI": {"": {"crystal_radius": 0.53, "ionic_radius": 0.39}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "0.12 W m-1 K-1", "Van der waals radius": 1.85, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 2.96, "Youngs modulus": "no data GPa", "Metallic radius": 1.14, "iupac_ordering": 100, "IUPAC ordering": 100, "Ground level": "2P\u00b03/2", "Ionization energies": [11.81381, 21.591, 34.871, 47.782, 59.595, 87.39, 103.03, 192.61, 224.0, 261.0, 301.0, 338.0, 393.0, 436.0, 481.0, 530.0, 577.0, 716.3, 761.0, 809.8, 870.0, 920.8, 963.0, 1070.6, 1119.17, 2731.4, 2869.0, 3021.0, 3169.0, 3361.0, 3523.1, 3735.0, 3868.986, 16317.011, 16937.127], "Electron affinity": 3.3635883}, "C": {"Atomic mass": 12.0107, "Atomic no": 6, "Atomic orbitals": {"1s": -9.947718, "2p": -0.199186, "2s": -0.500866}, "Atomic radius": 0.7, "Atomic radius calculated": 0.67, "Boiling point": "4300 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "33 GPa", "Coefficient of linear thermal expansion": "7.1 x10-6K-1", "Common oxidation states": [-4, 4], "Critical temperature": "no data K", "Density of solid": "2267 kg m-3", "Electrical resistivity": "about 1000 - direction dependent10-8 Ω m", "Electronic structure": "[He].2s2.2p2", "ICSD oxidation states": [2, 3, 4, -4, -3, -2], "Ionic radii": {"4": 0.3}, "Liquid range": "500 K", "Melting point": "3800 K", "Mendeleev no": 95, "Mineral hardness": "0.5 (graphite; diamond is 10.0)(no units)", "Molar volume": "5.29 cm3", "Name": "Carbon", "Oxidation states": [-4, -3, -2, -1, 1, 2, 3, 4], "Poissons ratio": "no data", "Reflectivity": "27 %", "Refractive index": "2.417 (diamond)(no units)", "Rigidity modulus": "no data GPa", "Shannon radii": {"4": {"III": {"": {"crystal_radius": 0.06, "ionic_radius": -0.08}}, "IV": {"": {"crystal_radius": 0.29, "ionic_radius": 0.15}}, "VI": {"": {"crystal_radius": 0.3, "ionic_radius": 0.16}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "140 W m-1 K-1", "Van der waals radius": 1.7, "Velocity of sound": "18350 m s-1", "Vickers hardness": "no data MN m-2", "X": 2.55, "Youngs modulus": "no data GPa", "NMR Quadrupole Moment": {"C-11": 33.27}, "Metallic radius": "no data", "iupac_ordering": 86, "IUPAC ordering": 86, "Ground level": "3P0", "Ionization energies": [11.260288, 24.383154, 47.88778, 64.49352, 392.090518, 489.993198], "Electron affinity": 1.262113612}, "Ca": {"Atomic mass": 40.078, "Atomic no": 20, "Atomic orbitals": {"1s": -143.935181, "2p": -12.285376, "2s": -15.046905, "3p": -1.030572, "3s": -1.706331, "4s": -0.141411}, "Atomic radius": 1.8, "Atomic radius calculated": 1.94, "Boiling point": "1757 K", "Brinell hardness": "167 MN m-2", "Bulk modulus": "17 GPa", "Coefficient of linear thermal expansion": "22.3 x10-6K-1", "Common oxidation states": [2], "Critical temperature": "no data K", "Density of solid": "1550 kg m-3", "Electrical resistivity": "3.4 10-8 Ω m", "Electronic structure": "[Ar].4s2", "ICSD oxidation states": [2], "Ionic radii": {"2": 1.14}, "Liquid range": "642 K", "Melting point": "1115 K", "Mendeleev no": 16, "Mineral hardness": "1.75", "Molar volume": "26.20 cm3", "Name": "Calcium", "Oxidation states": [2], "Poissons ratio": "0.31", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "7.4 GPa", "Shannon radii": {"2": {"VI": {"": {"crystal_radius": 1.14, "ionic_radius": 1.0}}, "VII": {"": {"crystal_radius": 1.2, "ionic_radius": 1.06}}, "VIII": {"": {"crystal_radius": 1.26, "ionic_radius": 1.12}}, "IX": {"": {"crystal_radius": 1.32, "ionic_radius": 1.18}}, "X": {"": {"crystal_radius": 1.37, "ionic_radius": 1.23}}, "XII": {"": {"crystal_radius": 1.48, "ionic_radius": 1.34}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "200 W m-1 K-1", "Van der waals radius": 2.31, "Velocity of sound": "3810 m s-1", "Vickers hardness": "no data MN m-2", "X": 1.0, "Youngs modulus": "20 GPa", "NMR Quadrupole Moment": {"Ca-41": -66.5, "Ca-43": -40.8}, "Metallic radius": 1.976, "iupac_ordering": 15, "IUPAC ordering": 15, "Ground level": "1S0", "Ionization energies": [6.11315547, 11.871719, 50.91316, 67.2732, 84.34, 108.78, 127.21, 147.24, 188.54, 211.275, 591.6, 658.2, 728.6, 817.2, 894.0, 973.7, 1086.8, 1157.726, 5128.8578, 5469.8616], "Electron affinity": 0.024551}, "Cd": {"Atomic mass": 112.411, "Atomic no": 48, "Atomic orbitals": {"1s": -941.476646, "2p": -127.63512, "2s": -136.83249, "3d": -14.685252, "3p": -21.637522, "3s": -25.379908, "4d": -0.47053, "4p": -2.39526, "4s": -3.596069, "5s": -0.204228}, "Atomic radius": 1.55, "Atomic radius calculated": 1.61, "Boiling point": "1040 K", "Brinell hardness": "203 MN m-2", "Bulk modulus": "42 GPa", "Coefficient of linear thermal expansion": "30.8 x10-6K-1", "Common oxidation states": [2], "Critical temperature": "no data K", "Density of solid": "8650 kg m-3", "Electrical resistivity": "7 10-8 Ω m", "Electronic structure": "[Kr].4d10.5s2", "ICSD oxidation states": [2], "Ionic radii": {"2": 1.09}, "Liquid range": "445.78 K", "Melting point": "594.22 K", "Mendeleev no": 75, "Mineral hardness": "2.0", "Molar volume": "13.00 cm3", "Name": "Cadmium", "Oxidation states": [1, 2], "Poissons ratio": "0.30", "Reflectivity": "67 %", "Refractive index": "no data", "Rigidity modulus": "19 GPa", "Shannon radii": {"2": {"IV": {"": {"crystal_radius": 0.92, "ionic_radius": 0.78}}, "V": {"": {"crystal_radius": 1.01, "ionic_radius": 0.87}}, "VI": {"": {"crystal_radius": 1.09, "ionic_radius": 0.95}}, "VII": {"": {"crystal_radius": 1.17, "ionic_radius": 1.03}}, "VIII": {"": {"crystal_radius": 1.24, "ionic_radius": 1.1}}, "XII": {"": {"crystal_radius": 1.45, "ionic_radius": 1.31}}}}, "Superconduction temperature": "0.517 K", "Thermal conductivity": "97 W m-1 K-1", "Van der waals radius": 2.18, "Velocity of sound": "2310 m s-1", "Vickers hardness": "no data MN m-2", "X": 1.69, "Youngs modulus": "50 GPa", "Metallic radius": 1.51, "iupac_ordering": 75, "IUPAC ordering": 75, "Ground level": "1S0", "Ionization energies": [8.99382, 16.908313, 37.468, 51.0, 67.9, 87.0, 105.0, 130.1, 150.0, 173.0, 195.0, 218.0, 305.0, 329.0, 358.0, 385.0, 421.0, 452.6, 513.0, 546.19, 963.0, 1026.0, 1095.0, 1167.0, 1237.0, 1320.0, 1401.0, 1477.0, 1558.0, 1635.0, 1852.0, 1917.9, 1998.0, 2091.0, 2195.0, 2250.0, 2427.0, 2498.62, 5839.0, 6039.0, 6257.0, 6460.0, 6869.0, 7109.0, 7414.0, 7607.95, 31451.062, 32341.49], "Electron affinity": -0.72}, "Ce": {"Atomic mass": 140.116, "Atomic no": 58, "Atomic orbitals": {"1s": -1406.148284, "2p": -206.925148, "2s": -218.684842, "3d": -32.412569, "3p": -41.938282, "3s": -47.035283, "4d": -4.192548, "4f": -0.337442, "4p": -7.532106, "4s": -9.432744, "5d": -0.14055, "5p": -0.85011, "5s": -1.369728, "6s": -0.133974}, "Atomic radius": 1.85, "Atomic radius calculated": "no data", "Boiling point": "3633 K", "Brinell hardness": "412 MN m-2", "Bulk modulus": "22 GPa", "Coefficient of linear thermal expansion": "6.3 x10-6K-1", "Common oxidation states": [3, 4], "Critical temperature": "no data K", "Density of solid": "6689 kg m-3", "Electrical resistivity": "74 10-8 Ω m", "Electronic structure": "[Xe].4f1.5d1.6s2", "ICSD oxidation states": [3, 4], "Ionic radii": {"3": 1.15, "4": 1.01}, "Liquid range": "2565 K", "Melting point": "1068 K", "Mendeleev no": 32, "Mineral hardness": "2.5", "Molar volume": "20.69 cm3", "Name": "Cerium", "Oxidation states": [2, 3, 4], "Poissons ratio": "0.24", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "14 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.15, "ionic_radius": 1.01}}, "VII": {"": {"crystal_radius": 1.21, "ionic_radius": 1.07}}, "VIII": {"": {"crystal_radius": 1.283, "ionic_radius": 1.143}}, "IX": {"": {"crystal_radius": 1.336, "ionic_radius": 1.196}}, "X": {"": {"crystal_radius": 1.39, "ionic_radius": 1.25}}, "XII": {"": {"crystal_radius": 1.48, "ionic_radius": 1.34}}}, "4": {"VI": {"": {"crystal_radius": 1.01, "ionic_radius": 0.87}}, "VIII": {"": {"crystal_radius": 1.11, "ionic_radius": 0.97}}, "X": {"": {"crystal_radius": 1.21, "ionic_radius": 1.07}}, "XII": {"": {"crystal_radius": 1.28, "ionic_radius": 1.14}}}}, "Superconduction temperature": "0.022 (under pressure)K", "Thermal conductivity": "11 W m-1 K-1", "Van der waals radius": 2.42, "Velocity of sound": "2100 m s-1", "Vickers hardness": "270 MN m-2", "X": 1.12, "Youngs modulus": "34 GPa", "Metallic radius": 1.707, "iupac_ordering": 46, "IUPAC ordering": 46, "Ground level": "1G\u00b04", "Ionization energies": [5.5386, 10.956, 20.1974, 36.906, 65.55, 77.6, 91.0, 106.0, 125.0, 140.0, 172.0, 192.24, 312.0, 340.0, 371.0, 403.0, 435.0, 472.0, 509.0, 543.0, 579.0, 613.0, 749.0, 785.0, 824.0, 862.0, 924.0, 965.0, 1060.0, 1103.5, 1908.0, 1994.0, 2087.0, 2185.0, 2280.0, 2378.0, 2500.0, 2600.0, 2706.0, 2806.0, 3087.0, 3176.0, 3274.0, 3366.0, 3570.0, 3672.0, 3865.0, 3963.0, 9020.0, 9269.0, 9545.0, 9803.0, 10542.0, 10840.0, 11210.0, 11459.85, 46840.306, 47965.72], "Electron affinity": 0.572}, "Cf": {"Atomic mass": 251.0, "Atomic no": 98, "Atomic orbitals": "no data", "Atomic radius": "no data", "Atomic radius calculated": "no data", "Boiling point": "no data K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "15100 kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Rn].5f10.7s2", "Ionic radii": {"3": 1.09, "4": 0.961}, "Liquid range": "no data K", "Melting point": "1173 K", "Mendeleev no": 39, "Mineral hardness": "no data", "Molar volume": "16.50 cm3", "Name": "Californium", "Oxidation states": [2, 3, 4], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.09, "ionic_radius": 0.95}}}, "4": {"VI": {"": {"crystal_radius": 0.961, "ionic_radius": 0.821}}, "VIII": {"": {"crystal_radius": 1.06, "ionic_radius": 0.92}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "no data W m-1 K-1", "Van der waals radius": 2.45, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 1.3, "Youngs modulus": "no data GPa", "Metallic radius": 1.86, "iupac_ordering": 23, "IUPAC ordering": 23, "Ground level": "5I8", "Ionization energies": [6.28166, 12.0, 22.4, 37.7, 51.9, 75.0, 91.0, 112.9, 133.0, 152.0, 178.0, 201.0, 225.0, 247.0, 265.0, 286.0, 310.0, 334.0, 368.0, 390.0, 536.0, 566.0, 597.0, 630.0, 662.0, 695.0, 744.0, 778.0, 814.0, 847.0, 1010.0, 1050.0, 1090.0, 1120.0, 1250.0, 1300.0, 1420.0, 1470.0, 1620.0, 1700.0, 1790.0, 1880.0, 1960.0, 2050.0, 2130.0, 2220.0, 2320.0, 2410.0, 2490.0, 2580.0, 2670.0, 2750.0, 3186.0, 3261.0, 3340.0, 3424.0, 3503.0, 3581.0, 3747.0, 3828.0, 3915.0, 3998.0, 4329.0, 4407.0, 4494.0, 4570.0, 5100.0, 5190.0, 5430.0, 5520.0, 8730.0, 8900.0, 9090.0, 9290.0, 9480.0, 9660.0, 10140.0, 10330.0, 10550.0, 10740.0, 11300.0, 11470.0, 11650.0, 11820.0, 13450.0, 13660.0, 14080.0, 14280.0, 29000.0, 29500.0, 30000.0, 30500.0, 36500.0, 37100.0, 37900.0, 38443.5, 150579.3, 153124.0], "Electron affinity": -1.01}, "Cl": {"Atomic mass": 35.453, "Atomic no": 17, "Atomic orbitals": {"1s": -100.369229, "2p": -7.039982, "2s": -9.187993, "3p": -0.32038, "3s": -0.754458}, "Atomic radius": 1.0, "Atomic radius calculated": 0.79, "Boiling point": "239.11 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "1.1 (liquid)GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [-1, 1, 3, 5, 7], "Critical temperature": "417 K", "Density of solid": "no data kg m-3", "Electrical resistivity": "> 101010-8 Ω m", "Electronic structure": "[Ne].3s2.3p5", "ICSD oxidation states": [-1], "Ionic radii": {"-1": 1.67, "5": 0.26, "7": 0.41}, "Liquid range": "67.51 K", "Melting point": "171.6 K", "Mendeleev no": 99, "Mineral hardness": "no data", "Molar volume": "17.39 cm3", "Name": "Chlorine", "Oxidation states": [-1, 1, 2, 3, 4, 5, 6, 7], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "1.000773", "Rigidity modulus": "no data GPa", "Shannon radii": {"-1": {"VI": {"": {"crystal_radius": 1.67, "ionic_radius": 1.81}}}, "5": {"IIIPY": {"": {"crystal_radius": 0.26, "ionic_radius": 0.12}}}, "7": {"IV": {"": {"crystal_radius": 0.22, "ionic_radius": 0.08}}, "VI": {"": {"crystal_radius": 0.41, "ionic_radius": 0.27}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "0.0089 W m-1 K-1", "Van der waals radius": 1.75, "Velocity of sound": "206 m s-1", "Vickers hardness": "no data MN m-2", "X": 3.16, "Youngs modulus": "no data GPa", "NMR Quadrupole Moment": {"Cl-35": -81.65, "Cl-37": -64.35}, "Metallic radius": "no data", "iupac_ordering": 101, "IUPAC ordering": 101, "Ground level": "2P\u00b03/2", "Ionization energies": [12.967633, 23.81364, 39.8, 53.24, 67.68, 96.94, 114.2013, 348.306, 400.851, 456.7, 530.0, 591.58, 656.3, 750.23, 809.198, 3658.3438, 3946.2909], "Electron affinity": 3.61272528}, "Cm": {"Atomic mass": 247.0, "Atomic no": 96, "Atomic orbitals": "no data", "Atomic radius": "no data", "Atomic radius calculated": "no data", "Boiling point": "3383 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "13510 kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Rn].5f7.6d1.7s2", "Ionic radii": {"3": 1.11, "4": 0.99}, "Liquid range": "1770 K", "Melting point": "1613 K", "Mendeleev no": 41, "Mineral hardness": "no data", "Molar volume": "18.05 cm3", "Name": "Curium", "Oxidation states": [3, 4], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.11, "ionic_radius": 0.97}}}, "4": {"VI": {"": {"crystal_radius": 0.99, "ionic_radius": 0.85}}, "VIII": {"": {"crystal_radius": 1.09, "ionic_radius": 0.95}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "8.8 W m-1 K-1", "Van der waals radius": 2.45, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 1.3, "Youngs modulus": "no data GPa", "Metallic radius": 1.743, "iupac_ordering": 25, "IUPAC ordering": 25, "Ground level": "9D\u00b02", "Ionization energies": [5.99141, 12.4, 20.1, 37.7, 51.0, 69.1, 97.0, 112.0, 128.0, 144.0, 167.0, 190.0, 213.0, 235.0, 253.0, 272.0, 311.0, 332.0, 460.0, 489.0, 518.0, 550.0, 580.0, 611.0, 657.0, 689.0, 723.0, 755.0, 910.0, 950.0, 990.0, 1030.0, 1140.0, 1180.0, 1300.0, 1340.0, 1480.0, 1560.0, 1650.0, 1730.0, 1810.0, 1890.0, 1980.0, 2060.0, 2160.0, 2240.0, 2320.0, 2410.0, 2490.0, 2580.0, 2976.0, 3050.0, 3125.0, 3207.0, 3284.0, 3360.0, 3515.0, 3593.0, 3679.0, 3758.0, 4078.0, 4156.0, 4239.0, 4317.0, 4791.0, 4880.0, 5110.0, 5200.0, 8270.0, 8440.0, 8620.0, 8820.0, 9000.0, 9180.0, 9630.0, 9820.0, 10020.0, 10220.0, 10760.0, 10920.0, 11100.0, 11270.0, 12740.0, 12950.0, 13350.0, 13550.0, 27740.0, 28180.0, 28700.0, 29100.0, 34600.0, 35200.0, 36000.0, 36493.0, 143299.6, 145743.0], "Electron affinity": 0.28}, "Co": {"Atomic mass": 58.933195, "Atomic no": 27, "Atomic orbitals": {"1s": -275.616639, "2p": -28.152095, "2s": -32.379758, "3d": -0.322368, "3p": -2.388285, "3s": -3.651812, "4s": -0.204497}, "Atomic radius": 1.35, "Atomic radius calculated": 1.52, "Boiling point": "3200 K", "Brinell hardness": "700 MN m-2", "Bulk modulus": "180 GPa", "Coefficient of linear thermal expansion": "13.0 x10-6K-1", "Common oxidation states": [2, 3], "Critical temperature": "no data K", "Density of solid": "8900 kg m-3", "Electrical resistivity": "6 10-8 Ω m", "Electronic structure": "[Ar].3d7.4s2", "ICSD oxidation states": [1, 2, 3, 4], "Ionic radii": {"2": 0.885, "3": 0.75, "4": 0.67}, "Ionic radii hs": {"2": 0.885, "3": 0.75, "4": 0.67}, "Ionic radii ls": {"2": 0.79, "3": 0.685}, "Liquid range": "1432 K", "Melting point": "1768 K", "Mendeleev no": 64, "Mineral hardness": "5.0", "Molar volume": "6.67 cm3", "Name": "Cobalt", "Oxidation states": [-1, 1, 2, 3, 4, 5], "Poissons ratio": "0.31", "Reflectivity": "67 %", "Refractive index": "no data", "Rigidity modulus": "75 GPa", "Shannon radii": {"2": {"IV": {"High Spin": {"crystal_radius": 0.72, "ionic_radius": 0.58}}, "V": {"": {"crystal_radius": 0.81, "ionic_radius": 0.67}}, "VI": {"Low Spin": {"crystal_radius": 0.79, "ionic_radius": 0.65}, "High Spin": {"crystal_radius": 0.885, "ionic_radius": 0.745}}, "VIII": {"": {"crystal_radius": 1.04, "ionic_radius": 0.9}}}, "3": {"VI": {"High Spin": {"crystal_radius": 0.75, "ionic_radius": 0.61}, "Low Spin": {"crystal_radius": 0.685, "ionic_radius": 0.545}}}, "4": {"IV": {"": {"crystal_radius": 0.54, "ionic_radius": 0.4}}, "VI": {"High Spin": {"crystal_radius": 0.67, "ionic_radius": 0.53}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "100 W m-1 K-1", "Van der waals radius": 2.0, "Velocity of sound": "4720 m s-1", "Vickers hardness": "1043 MN m-2", "X": 1.88, "Youngs modulus": "209 GPa", "NMR Quadrupole Moment": {"Co-59": 420.3}, "Metallic radius": 1.25, "iupac_ordering": 67, "IUPAC ordering": 67, "Ground level": "4F9/2", "Ionization energies": [7.88101, 17.0844, 33.5, 51.27, 79.5, 102.0, 128.9, 157.8, 186.14, 275.4, 305.32, 336.1, 378.5, 410.0, 441.1, 511.96, 546.588, 1397.2, 1504.5, 1606.0, 1724.0, 1844.0, 1960.8, 2119.4, 2218.876, 9544.1833, 10012.122], "Electron affinity": 0.662265}, "Cr": {"Atomic mass": 51.9961, "Atomic no": 24, "Atomic orbitals": {"1s": -213.881191, "2p": -20.526273, "2s": -24.113457, "3d": -0.118123, "3p": -1.65423, "3s": -2.649085, "4s": -0.150445}, "Atomic radius": 1.4, "Atomic radius calculated": 1.66, "Boiling point": "2944 K", "Brinell hardness": "1120 MN m-2", "Bulk modulus": "160 GPa", "Coefficient of linear thermal expansion": "4.9 x10-6K-1", "Common oxidation states": [3, 6], "Critical temperature": "no data K", "Density of solid": "7140 kg m-3", "Electrical resistivity": "12.7 10-8 Ω m", "Electronic structure": "[Ar].3d5.4s1", "ICSD oxidation states": [2, 3, 4, 5, 6], "Ionic radii": {"2": 0.94}, "Ionic radii hs": {"2": 0.94}, "Ionic radii ls": {"2": 0.87, "3": 0.755, "4": 0.69, "5": 0.63, "6": 0.58}, "Liquid range": "764 K", "Melting point": "2180 K", "Mendeleev no": 57, "Mineral hardness": "8.5", "Molar volume": "7.23 cm3", "Name": "Chromium", "Oxidation states": [-2, -1, 1, 2, 3, 4, 5, 6], "Poissons ratio": "0.21", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "115 GPa", "Shannon radii": {"2": {"VI": {"Low Spin": {"crystal_radius": 0.87, "ionic_radius": 0.73}, "High Spin": {"crystal_radius": 0.94, "ionic_radius": 0.8}}}, "3": {"VI": {"": {"crystal_radius": 0.755, "ionic_radius": 0.615}}}, "4": {"IV": {"": {"crystal_radius": 0.55, "ionic_radius": 0.41}}, "VI": {"": {"crystal_radius": 0.69, "ionic_radius": 0.55}}}, "5": {"IV": {"": {"crystal_radius": 0.485, "ionic_radius": 0.345}}, "VI": {"": {"crystal_radius": 0.63, "ionic_radius": 0.49}}, "VIII": {"": {"crystal_radius": 0.71, "ionic_radius": 0.57}}}, "6": {"IV": {"": {"crystal_radius": 0.4, "ionic_radius": 0.26}}, "VI": {"": {"crystal_radius": 0.58, "ionic_radius": 0.44}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "94 W m-1 K-1", "Van der waals radius": 2.06, "Velocity of sound": "5940 m s-1", "Vickers hardness": "1060 MN m-2", "X": 1.66, "Youngs modulus": "279 GPa", "NMR Quadrupole Moment": {"Cr-53": -150.5}, "Metallic radius": 1.285, "iupac_ordering": 58, "IUPAC ordering": 58, "Ground level": "7S3", "Ionization energies": [6.76651, 16.486305, 30.959, 49.16, 69.46, 90.6349, 160.29, 184.76, 209.5, 244.5, 270.8, 296.7, 354.7, 384.163, 1011.6, 1097.2, 1188.0, 1294.8, 1394.5, 1495.1, 1634.1, 1721.183, 7481.8628, 7894.7992], "Electron affinity": 0.6758412}, "Cs": {"Atomic mass": 132.9054519, "Atomic no": 55, "Atomic orbitals": {"1s": -1256.738791, "2p": -180.995344, "2s": -191.981873, "3d": -26.418398, "3p": -35.166423, "3s": -39.851584, "4d": -2.848386, "4p": -5.769326, "4s": -7.455966, "5p": -0.504903, "5s": -0.915819, "6s": -0.078699}, "Atomic radius": 2.6, "Atomic radius calculated": 2.98, "Boiling point": "944 K", "Brinell hardness": "0.14 MN m-2", "Bulk modulus": "1.6 GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [1], "Critical temperature": "1938 K", "Density of solid": "1879 kg m-3", "Electrical resistivity": "21 10-8 Ω m", "Electronic structure": "[Xe].6s1", "ICSD oxidation states": [1], "Ionic radii": {"1": 1.81}, "Liquid range": "642.41 K", "Melting point": "301.59 K", "Mendeleev no": 8, "Mineral hardness": "0.2", "Molar volume": "70.94 cm3", "Name": "Cesium", "Oxidation states": [1], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"1": {"VI": {"": {"crystal_radius": 1.81, "ionic_radius": 1.67}}, "VIII": {"": {"crystal_radius": 1.88, "ionic_radius": 1.74}}, "IX": {"": {"crystal_radius": 1.92, "ionic_radius": 1.78}}, "X": {"": {"crystal_radius": 1.95, "ionic_radius": 1.81}}, "XI": {"": {"crystal_radius": 1.99, "ionic_radius": 1.85}}, "XII": {"": {"crystal_radius": 2.02, "ionic_radius": 1.88}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "36 W m-1 K-1", "Van der waals radius": 3.43, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 0.79, "Youngs modulus": "1.7 GPa", "Metallic radius": 2.719, "iupac_ordering": 7, "IUPAC ordering": 7, "Ground level": "2S1/2", "Ionization energies": [3.89390572743, 23.15745, 33.195, 43.0, 56.0, 69.1, 82.9, 110.1, 125.61, 213.3, 233.0, 261.0, 289.0, 316.0, 352.0, 382.0, 413.0, 445.0, 476.0, 597.0, 629.0, 666.0, 700.0, 753.0, 791.0, 875.0, 916.1, 1592.0, 1672.0, 1757.0, 1848.0, 1936.0, 2029.0, 2137.0, 2230.0, 2329.0, 2422.0, 2683.0, 2767.0, 2859.0, 2945.0, 3118.0, 3214.0, 3392.0, 3485.0, 7989.0, 8224.0, 8484.0, 8726.0, 9350.0, 9629.0, 9974.0, 10208.78, 41861.075, 42912.99], "Electron affinity": 0.47163025}, "Cu": {"Atomic mass": 63.546, "Atomic no": 29, "Atomic orbitals": {"1s": -320.78852, "2p": -33.481247, "2s": -38.14131, "3d": -0.202272, "3p": -2.609244, "3s": -4.057453, "4s": -0.172056}, "Atomic radius": 1.35, "Atomic radius calculated": 1.45, "Boiling point": "3200 K", "Brinell hardness": "874 MN m-2", "Bulk modulus": "140 GPa", "Coefficient of linear thermal expansion": "16.5 x10-6K-1", "Common oxidation states": [2], "Critical temperature": "no data K", "Density of solid": "8920 kg m-3", "Electrical resistivity": "1.72 10-8 Ω m", "Electronic structure": "[Ar].3d10.4s1", "ICSD oxidation states": [1, 2, 3], "Ionic radii": {"1": 0.91, "2": 0.87, "3": 0.68}, "Liquid range": "1842.23 K", "Melting point": "1357.77 K", "Mendeleev no": 72, "Mineral hardness": "3.0", "Molar volume": "7.11 cm3", "Name": "Copper", "Oxidation states": [1, 2, 3, 4], "Poissons ratio": "0.34", "Reflectivity": "90 %", "Refractive index": "no data", "Rigidity modulus": "48 GPa", "Shannon radii": {"1": {"II": {"": {"crystal_radius": 0.6, "ionic_radius": 0.46}}, "IV": {"": {"crystal_radius": 0.74, "ionic_radius": 0.6}}, "VI": {"": {"crystal_radius": 0.91, "ionic_radius": 0.77}}}, "2": {"IV": {"": {"crystal_radius": 0.71, "ionic_radius": 0.57}}, "IVSQ": {"": {"crystal_radius": 0.71, "ionic_radius": 0.57}}, "V": {"": {"crystal_radius": 0.79, "ionic_radius": 0.65}}, "VI": {"": {"crystal_radius": 0.87, "ionic_radius": 0.73}}}, "3": {"VI": {"Low Spin": {"crystal_radius": 0.68, "ionic_radius": 0.54}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "400 W m-1 K-1", "Van der waals radius": 1.96, "Velocity of sound": "3570 m s-1", "Vickers hardness": "369 MN m-2", "X": 1.9, "Youngs modulus": "130 GPa", "NMR Quadrupole Moment": {"Cu-63": -220.15, "Cu-65": -204.14}, "Metallic radius": 1.278, "iupac_ordering": 73, "IUPAC ordering": 73, "Ground level": "2S1/2", "Ionization energies": [7.72638, 20.29239, 36.841, 57.38, 79.8, 103.0, 139.0, 166.0, 198.0, 232.2, 265.33, 367.0, 401.0, 436.0, 483.1, 518.7, 552.8, 632.5, 670.608, 1690.5, 1800.0, 1918.0, 2044.0, 2179.4, 2307.3, 2479.1, 2586.954, 11062.4313, 11567.613], "Electron affinity": 1.235784}, "Dy": {"Atomic mass": 162.5, "Atomic no": 66, "Atomic orbitals": {"1s": -1843.229585, "2p": -281.558531, "2s": -295.342856, "3d": -47.4867, "3p": -59.091931, "3s": -65.299442, "4d": -5.686352, "4f": -0.265302, "4p": -10.094091, "4s": -12.551251, "5p": -0.90349, "5s": -1.547977, "6s": -0.132769}, "Atomic radius": 1.75, "Atomic radius calculated": 2.28, "Boiling point": "2840 K", "Brinell hardness": "500 MN m-2", "Bulk modulus": "41 GPa", "Coefficient of linear thermal expansion": "9.9 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "8551 kg m-3", "Electrical resistivity": "92.6 10-8 Ω m", "Electronic structure": "[Xe].4f10.6s2", "ICSD oxidation states": [3], "Ionic radii": {"2": 1.21, "3": 1.052}, "Liquid range": "1160 K", "Melting point": "1680 K", "Mendeleev no": 24, "Mineral hardness": "no data", "Molar volume": "19.01 cm3", "Name": "Dysprosium", "Oxidation states": [2, 3], "Poissons ratio": "0.25", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "25 GPa", "Shannon radii": {"2": {"VI": {"": {"crystal_radius": 1.21, "ionic_radius": 1.07}}, "VII": {"": {"crystal_radius": 1.27, "ionic_radius": 1.13}}, "VIII": {"": {"crystal_radius": 1.33, "ionic_radius": 1.19}}}, "3": {"VI": {"": {"crystal_radius": 1.052, "ionic_radius": 0.912}}, "VII": {"": {"crystal_radius": 1.11, "ionic_radius": 0.97}}, "VIII": {"": {"crystal_radius": 1.167, "ionic_radius": 1.027}}, "IX": {"": {"crystal_radius": 1.223, "ionic_radius": 1.083}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "11 W m-1 K-1", "Van der waals radius": 2.31, "Velocity of sound": "2710 m s-1", "Vickers hardness": "540 MN m-2", "X": 1.22, "Youngs modulus": "61 GPa", "Metallic radius": 1.773, "iupac_ordering": 38, "IUPAC ordering": 38, "Ground level": "5I8", "Ionization energies": [5.93905, 11.647, 22.89, 41.23, 62.1, 93.0, 110.0, 127.0, 152.0, 170.0, 192.0, 224.0, 259.0, 279.0, 300.0, 332.0, 366.0, 399.0, 431.0, 464.9, 664.0, 702.0, 743.0, 786.0, 827.0, 872.0, 924.0, 969.0, 1014.0, 1059.0, 1232.0, 1275.0, 1325.0, 1371.0, 1468.0, 1520.0, 1638.0, 1691.7, 2882.0, 2987.0, 3098.0, 3217.0, 3331.0, 3445.0, 3607.0, 3725.0, 3852.0, 3970.0, 4303.0, 4407.0, 4523.0, 4629.0, 4945.0, 5066.0, 5296.0, 5412.0, 12081.0, 12370.0, 12690.0, 12986.0, 14144.0, 14495.0, 14936.0, 15228.06, 61736.56, 63073.5], "Electron affinity": 0.352}, "Er": {"Atomic mass": 167.259, "Atomic no": 68, "Atomic orbitals": {"1s": -1961.799176, "2p": -302.01827, "2s": -316.310631, "3d": -51.682149, "3p": -63.818655, "3s": -70.310142, "4d": -6.127443, "4f": -0.278577, "4p": -10.819574, "4s": -13.423547, "5p": -0.935202, "5s": -1.616073, "6s": -0.134905}, "Atomic radius": 1.75, "Atomic radius calculated": 2.26, "Boiling point": "3141 K", "Brinell hardness": "814 MN m-2", "Bulk modulus": "44 GPa", "Coefficient of linear thermal expansion": "12.2 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "9066 kg m-3", "Electrical resistivity": "86.0 10-8 Ω m", "Electronic structure": "[Xe].4f12.6s2", "ICSD oxidation states": [3], "Ionic radii": {"3": 1.03}, "Liquid range": "1371 K", "Melting point": "1802 K", "Mendeleev no": 22, "Mineral hardness": "no data", "Molar volume": "18.46 cm3", "Name": "Erbium", "Oxidation states": [3], "Poissons ratio": "0.24", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "28 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.03, "ionic_radius": 0.89}}, "VII": {"": {"crystal_radius": 1.085, "ionic_radius": 0.945}}, "VIII": {"": {"crystal_radius": 1.144, "ionic_radius": 1.004}}, "IX": {"": {"crystal_radius": 1.202, "ionic_radius": 1.062}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "15 W m-1 K-1", "Van der waals radius": 2.29, "Velocity of sound": "2830 m s-1", "Vickers hardness": "589 MN m-2", "X": 1.24, "Youngs modulus": "70 GPa", "Metallic radius": 1.756, "iupac_ordering": 36, "IUPAC ordering": 36, "Ground level": "3H6", "Ionization energies": [6.1077, 11.916, 22.7, 42.42, 65.1, 96.0, 114.0, 131.0, 158.0, 177.0, 201.0, 235.0, 268.0, 290.0, 311.0, 345.0, 381.0, 415.0, 450.0, 486.0, 520.0, 555.0, 770.0, 810.0, 853.0, 899.0, 943.0, 989.0, 1046.0, 1092.0, 1142.0, 1188.0, 1370.0, 1416.0, 1468.0, 1516.0, 1625.0, 1678.0, 1803.0, 1858.5, 3157.0, 3265.0, 3381.0, 3505.0, 3624.0, 3742.0, 3916.0, 4038.0, 4170.0, 4294.0, 4639.0, 4748.0, 4866.0, 4978.0, 5329.0, 5455.0, 5695.0, 5815.0, 12918.0, 13217.0, 13548.0, 13855.0, 15146.0, 15511.0, 15971.0, 16274.56, 65848.24, 67241.9], "Electron affinity": 0.312}, "Es": {"Atomic mass": 252.0, "Atomic no": 99, "Atomic orbitals": "no data", "Atomic radius": "no data", "Atomic radius calculated": "no data", "Boiling point": "no data K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Rn].5f11.7s2", "Liquid range": "no data K", "Melting point": "1133 K", "Mendeleev no": 38, "Mineral hardness": "no data", "Molar volume": "28.52 cm3", "Name": "Einsteinium", "Oxidation states": [2, 3], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Superconduction temperature": "no data K", "Thermal conductivity": "no data W m-1 K-1", "Van der waals radius": 2.45, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 1.3, "Youngs modulus": "no data GPa", "Metallic radius": 1.86, "iupac_ordering": 22, "IUPAC ordering": 22, "Ground level": "4I\u00b015/2", "Ionization energies": [6.36758, 12.2, 22.7, 38.8, 54.1, 71.0, 97.0, 112.9, 137.0, 157.0, 180.0, 206.0, 231.0, 252.0, 270.0, 294.0, 317.0, 342.0, 367.0, 398.0, 421.0, 576.0, 606.0, 638.0, 672.0, 705.0, 738.0, 790.0, 824.0, 861.0, 895.0, 1060.0, 1100.0, 1140.0, 1180.0, 1310.0, 1360.0, 1480.0, 1530.0, 1690.0, 1780.0, 1870.0, 1950.0, 2040.0, 2130.0, 2220.0, 2300.0, 2410.0, 2490.0, 2580.0, 2680.0, 2760.0, 2850.0, 3294.0, 3370.0, 3449.0, 3535.0, 3616.0, 3694.0, 3866.0, 3947.0, 4038.0, 4120.0, 4456.0, 4537.0, 4620.0, 4700.0, 5260.0, 5350.0, 5600.0, 5690.0, 8960.0, 9140.0, 9330.0, 9530.0, 9720.0, 9910.0, 10400.0, 10590.0, 10810.0, 11010.0, 11570.0, 11740.0, 11930.0, 12110.0, 13810.0, 14030.0, 14460.0, 14700.0, 29700.0, 30100.0, 30700.0, 31100.0, 37400.0, 38100.0, 38900.0, 39451.4, 154328.1, 156926.0], "Electron affinity": -0.3}, "Eu": {"Atomic mass": 151.964, "Atomic no": 63, "Atomic orbitals": {"1s": -1672.309322, "2p": -252.176697, "2s": -265.199534, "3d": -41.465518, "3p": -52.281987, "3s": -58.068128, "4d": -5.03242, "4f": -0.232773, "4p": -9.025455, "4s": -11.267747, "5p": -0.853575, "5s": -1.444087, "6s": -0.129426}, "Atomic radius": 1.85, "Atomic radius calculated": 2.31, "Boiling point": "1800 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "8.3 GPa", "Coefficient of linear thermal expansion": "35 x10-6K-1", "Common oxidation states": [2, 3], "Critical temperature": "no data K", "Density of solid": "5244 kg m-3", "Electrical resistivity": "90 10-8 Ω m", "Electronic structure": "[Xe].4f7.6s2", "ICSD oxidation states": [2, 3], "Ionic radii": {"2": 1.31, "3": 1.087}, "Liquid range": "701 K", "Melting point": "1099 K", "Mendeleev no": 18, "Mineral hardness": "no data", "Molar volume": "28.97 cm3", "Name": "Europium", "Oxidation states": [2, 3], "Poissons ratio": "0.15", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "7.9 GPa", "Shannon radii": {"2": {"VI": {"": {"crystal_radius": 1.31, "ionic_radius": 1.17}}, "VII": {"": {"crystal_radius": 1.34, "ionic_radius": 1.2}}, "VIII": {"": {"crystal_radius": 1.39, "ionic_radius": 1.25}}, "IX": {"": {"crystal_radius": 1.44, "ionic_radius": 1.3}}, "X": {"": {"crystal_radius": 1.49, "ionic_radius": 1.35}}}, "3": {"VI": {"": {"crystal_radius": 1.087, "ionic_radius": 0.947}}, "VII": {"": {"crystal_radius": 1.15, "ionic_radius": 1.01}}, "VIII": {"": {"crystal_radius": 1.206, "ionic_radius": 1.066}}, "IX": {"": {"crystal_radius": 1.26, "ionic_radius": 1.12}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "14 W m-1 K-1", "Van der waals radius": 2.35, "Velocity of sound": "no data m s-1", "Vickers hardness": "167 MN m-2", "X": 1.2, "Youngs modulus": "18 GPa", "Metallic radius": 2.041, "iupac_ordering": 41, "IUPAC ordering": 41, "Ground level": "8S\u00b07/2", "Ionization energies": [5.670385, 11.24, 24.84, 42.94, 63.2, 89.0, 105.0, 120.0, 144.0, 161.0, 183.0, 213.0, 243.0, 263.0, 281.0, 311.0, 344.4, 518.0, 553.0, 590.0, 630.0, 667.0, 709.0, 755.0, 795.0, 838.0, 879.0, 1037.0, 1078.0, 1124.0, 1167.0, 1249.0, 1296.0, 1406.0, 1456.06, 2495.0, 2591.0, 2697.0, 2807.0, 2914.0, 3022.0, 3168.0, 3279.0, 3398.0, 3510.0, 3823.0, 3921.0, 4031.0, 4131.0, 4400.0, 4513.0, 4729.0, 4838.0, 10880.0, 11153.0, 11457.0, 11739.0, 12718.0, 13050.0, 13462.0, 13738.58, 55865.92, 57120.64], "Electron affinity": 0.11613}, "F": {"Atomic mass": 18.9984032, "Atomic no": 9, "Atomic orbitals": {"1s": -24.189391, "2p": -0.415606, "2s": -1.086859}, "Atomic radius": 0.5, "Atomic radius calculated": 0.42, "Boiling point": "85.03 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [-1], "Critical temperature": "144 K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[He].2s2.2p5", "ICSD oxidation states": [-1], "Ionic radii": {"-1": 1.19, "7": 0.22}, "Liquid range": "31.5 K", "Melting point": "53.53 K", "Mendeleev no": 102, "Mineral hardness": "no data", "Molar volume": "11.20 cm3", "Name": "Fluorine", "Oxidation states": [-1], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "1.000195", "Rigidity modulus": "no data GPa", "Shannon radii": {"-1": {"II": {"": {"crystal_radius": 1.145, "ionic_radius": 1.285}}, "III": {"": {"crystal_radius": 1.16, "ionic_radius": 1.3}}, "IV": {"": {"crystal_radius": 1.17, "ionic_radius": 1.31}}, "VI": {"": {"crystal_radius": 1.19, "ionic_radius": 1.33}}}, "7": {"VI": {"": {"crystal_radius": 0.22, "ionic_radius": 0.08}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "0.0277 W m-1 K-1", "Van der waals radius": 1.47, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 3.98, "Youngs modulus": "no data GPa", "NMR Quadrupole Moment": {"F-19": -94.2}, "Metallic radius": "no data", "iupac_ordering": 102, "IUPAC ordering": 102, "Ground level": "2P\u00b03/2", "Ionization energies": [17.42282, 34.97081, 62.70798, 87.175, 114.249, 157.16311, 185.1868, 953.89805, 1103.11748], "Electron affinity": 3.401189824}, "Fe": {"Atomic mass": 55.845, "Atomic no": 26, "Atomic orbitals": {"1s": -254.225505, "2p": -25.551766, "2s": -29.56486, "3d": -0.295049, "3p": -2.187523, "3s": -3.360621, "4s": -0.197978}, "Atomic radius": 1.4, "Atomic radius calculated": 1.56, "Boiling point": "3134 K", "Brinell hardness": "490 MN m-2", "Bulk modulus": "170 GPa", "Coefficient of linear thermal expansion": "11.8 x10-6K-1", "Common oxidation states": [2, 3], "Critical temperature": "no data K", "Density of solid": "7874 kg m-3", "Electrical resistivity": "10 10-8 Ω m", "Electronic structure": "[Ar].3d6.4s2", "ICSD oxidation states": [2, 3], "Ionic radii": {"2": 0.92, "3": 0.785}, "Ionic radii hs": {"2": 0.92, "3": 0.785}, "Ionic radii ls": {"2": 0.75, "3": 0.69, "4": 0.725, "6": 0.39}, "Liquid range": "1323 K", "Melting point": "1811 K", "Mendeleev no": 61, "Mineral hardness": "4.0", "Molar volume": "7.09 cm3", "Name": "Iron", "Oxidation states": [-2, -1, 1, 2, 3, 4, 5, 6], "Poissons ratio": "0.29", "Reflectivity": "65 %", "Refractive index": "no data", "Rigidity modulus": "82 GPa", "Shannon radii": {"2": {"IV": {"High Spin": {"crystal_radius": 0.77, "ionic_radius": 0.63}}, "IVSQ": {"High Spin": {"crystal_radius": 0.78, "ionic_radius": 0.64}}, "VI": {"Low Spin": {"crystal_radius": 0.75, "ionic_radius": 0.61}, "High Spin": {"crystal_radius": 0.92, "ionic_radius": 0.78}}, "VIII": {"High Spin": {"crystal_radius": 1.06, "ionic_radius": 0.92}}}, "3": {"IV": {"High Spin": {"crystal_radius": 0.63, "ionic_radius": 0.49}}, "V": {"": {"crystal_radius": 0.72, "ionic_radius": 0.58}}, "VI": {"Low Spin": {"crystal_radius": 0.69, "ionic_radius": 0.55}, "High Spin": {"crystal_radius": 0.785, "ionic_radius": 0.645}}, "VIII": {"High Spin": {"crystal_radius": 0.92, "ionic_radius": 0.78}}}, "4": {"VI": {"": {"crystal_radius": 0.725, "ionic_radius": 0.585}}}, "6": {"IV": {"": {"crystal_radius": 0.39, "ionic_radius": 0.25}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "80 W m-1 K-1", "Van der waals radius": 2.04, "Velocity of sound": "4910 m s-1", "Vickers hardness": "608 MN m-2", "X": 1.83, "Youngs modulus": "211 GPa", "NMR Quadrupole Moment": {"Fe-57": 160.0}, "Metallic radius": 1.277, "iupac_ordering": 64, "IUPAC ordering": 64, "Ground level": "5D4", "Ionization energies": [7.9024681, 16.19921, 30.651, 54.91, 75.0, 98.985, 124.976, 151.06, 233.6, 262.1, 290.9, 330.8, 361.0, 392.2, 456.2, 489.312, 1262.7, 1357.8, 1460.0, 1575.6, 1687.0, 1798.4, 1950.4, 2045.759, 8828.1879, 9277.6818], "Electron affinity": 0.15323634}, "Fm": {"Atomic mass": 257.0, "Atomic no": 100, "Atomic orbitals": "no data", "Atomic radius": "no data", "Atomic radius calculated": "no data", "Boiling point": "no data K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Rn].5f12.7s2", "Liquid range": "no data K", "Melting point": "about 1800 K", "Mendeleev no": 37, "Mineral hardness": "no data", "Molar volume": "no data cm3", "Name": "Fermium", "Oxidation states": [2, 3], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Superconduction temperature": "no data K", "Thermal conductivity": "no data W m-1 K-1", "Van der waals radius": 2.45, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 1.3, "Youngs modulus": "no data GPa", "Metallic radius": "no data", "iupac_ordering": 21, "IUPAC ordering": 21, "Ground level": "3H6", "Ionization energies": [6.5, 12.4, 23.2, 39.3, 55.0, 74.0, 93.0, 120.0, 136.0, 162.0, 185.0, 209.0, 237.0, 257.0, 276.0, 300.0, 326.0, 351.0, 377.0, 402.0, 430.0, 453.0, 616.0, 647.0, 680.0, 716.0, 749.0, 782.0, 837.0, 871.0, 909.0, 944.0, 1110.0, 1150.0, 1190.0, 1230.0, 1370.0, 1420.0, 1550.0, 1600.0, 1770.0, 1850.0, 1940.0, 2030.0, 2120.0, 2210.0, 2300.0, 2390.0, 2490.0, 2590.0, 2680.0, 2760.0, 2850.0, 2950.0, 3403.0, 3480.0, 3561.0, 3647.0, 3730.0, 3810.0, 3986.0, 4070.0, 4160.0, 4245.0, 4586.0, 4670.0, 4760.0, 4840.0, 5420.0, 5510.0, 5760.0, 5860.0, 9200.0, 9370.0, 9570.0, 9770.0, 9970.0, 10160.0, 10660.0, 10860.0, 11080.0, 11280.0, 11850.0, 12020.0, 12220.0, 12390.0, 14180.0, 14400.0, 14800.0, 15000.0, 30300.0, 30800.0, 31300.0, 31800.0, 38400.0, 39100.0, 40000.0, 40482.2, 158152.5, 160804.0], "Electron affinity": 0.35}, "Fr": {"Atomic mass": 223.0, "Atomic no": 87, "Atomic orbitals": {"1s": -3283.263399, "2p": -542.41424, "2s": -561.73045, "3d": -111.085223, "3p": -128.607136, "3s": -137.959632, "4d": -20.812462, "4f": -10.050648, "4p": -28.648131, "4s": -32.861013, "5d": -2.360991, "5p": -4.97328, "5s": -6.509516, "6p": -0.466197, "6s": -0.841848, "7s": -0.076176}, "Atomic radius": "no data", "Atomic radius calculated": "no data", "Boiling point": "no data K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [1], "Critical temperature": "no data K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Rn].7s1", "Ionic radii": {"1": 1.94}, "Liquid range": "no data K", "Melting point": "maybe about 300 K", "Mendeleev no": 7, "Mineral hardness": "no data", "Molar volume": "no data cm3", "Name": "Francium", "Oxidation states": [1], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"1": {"VI": {"": {"crystal_radius": 1.94, "ionic_radius": 1.8}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "no data W m-1 K-1", "Van der waals radius": 3.48, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 0.7, "Youngs modulus": "no data GPa", "Metallic radius": "no data", "iupac_ordering": 6, "IUPAC ordering": 6, "Ground level": "2S1/2", "Ionization energies": [4.0727411, 22.4, 33.5, 39.1, 50.0, 67.0, 80.0, 106.0, 120.0, 179.0, 200.0, 222.1, 245.0, 269.0, 293.0, 324.0, 349.0, 375.0, 400.0, 530.0, 560.0, 590.0, 620.0, 690.0, 720.0, 810.0, 850.0, 910.0, 980.0, 1040.0, 1110.0, 1180.0, 1250.0, 1320.0, 1380.0, 1460.0, 1530.0, 1600.0, 1670.0, 1740.0, 1810.0, 2119.0, 2182.0, 2247.0, 2317.0, 2384.0, 2450.0, 2564.0, 2631.0, 2706.0, 2774.0, 3049.0, 3115.0, 3190.0, 3257.0, 3556.0, 3635.0, 3828.0, 3907.0, 6365.0, 6516.0, 6678.0, 6849.0, 7013.0, 7172.0, 7500.0, 7670.0, 7850.0, 8020.0, 8500.0, 8640.0, 8800.0, 8950.0, 9890.0, 10070.0, 10420.0, 10590.0, 22330.0, 22730.0, 23170.0, 23570.0, 27060.0, 27590.0, 28260.0, 28683.4, 113817.2, 115859.0], "Electron affinity": 0.486}, "Ga": {"Atomic mass": 69.723, "Atomic no": 31, "Atomic orbitals": {"1s": -370.170639, "2p": -40.093339, "2s": -45.200869, "3d": -0.736204, "3p": -3.584666, "3s": -5.241645, "4p": -0.101634, "4s": -0.328019}, "Atomic radius": 1.3, "Atomic radius calculated": 1.36, "Boiling point": "2477 K", "Brinell hardness": "60 MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "120 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "5904 kg m-3", "Electrical resistivity": "about 14 10-8 Ω m", "Electronic structure": "[Ar].3d10.4s2.4p1", "ICSD oxidation states": [2, 3], "Ionic radii": {"3": 0.76}, "Liquid range": "2174.09 K", "Melting point": "302.91 K", "Mendeleev no": 81, "Mineral hardness": "1.5", "Molar volume": "11.80 cm3", "Name": "Gallium", "Oxidation states": [1, 2, 3], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"3": {"IV": {"": {"crystal_radius": 0.61, "ionic_radius": 0.47}}, "V": {"": {"crystal_radius": 0.69, "ionic_radius": 0.55}}, "VI": {"": {"crystal_radius": 0.76, "ionic_radius": 0.62}}}}, "Superconduction temperature": "1.083 K", "Thermal conductivity": "29 W m-1 K-1", "Van der waals radius": 1.87, "Velocity of sound": "2740 m s-1", "Vickers hardness": "no data MN m-2", "X": 1.81, "Youngs modulus": "no data GPa", "Metallic radius": 1.35, "iupac_ordering": 79, "IUPAC ordering": 79, "Ground level": "2P\u00b01/2", "Ionization energies": [5.999302, 20.51514, 30.72576, 63.241, 86.01, 112.7, 140.8, 169.9, 211.0, 244.0, 280.0, 319.0, 356.0, 471.2, 508.8, 548.3, 599.8, 640.0, 677.0, 765.7, 807.308, 2010.0, 2129.0, 2258.0, 2391.0, 2543.9, 2683.0, 2868.0, 2984.426, 12696.5575, 13239.489], "Electron affinity": 0.3012011}, "Gd": {"Atomic mass": 157.25, "Atomic no": 64, "Atomic orbitals": {"1s": -1728.625195, "2p": -262.081616, "2s": -275.36313, "3d": -43.754556, "3p": -54.836922, "3s": -60.764408, "4d": -5.531835, "4f": -0.489012, "4p": -9.669866, "4s": -11.986486, "5d": -0.12722, "5p": -0.978749, "5s": -1.608477, "6s": -0.143627}, "Atomic radius": 1.8, "Atomic radius calculated": 2.33, "Boiling point": "3523 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "38 GPa", "Coefficient of linear thermal expansion": "9.4 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "7901 kg m-3", "Electrical resistivity": "131 10-8 Ω m", "Electronic structure": "[Xe].4f7.5d1.6s2", "ICSD oxidation states": [3], "Ionic radii": {"3": 1.075}, "Liquid range": "1938 K", "Melting point": "1585 K", "Mendeleev no": 27, "Mineral hardness": "no data", "Molar volume": "19.90 cm3", "Name": "Gadolinium", "Oxidation states": [1, 2, 3], "Poissons ratio": "0.26", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "22 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.078, "ionic_radius": 0.938}}, "VII": {"": {"crystal_radius": 1.14, "ionic_radius": 1.0}}, "VIII": {"": {"crystal_radius": 1.193, "ionic_radius": 1.053}}, "IX": {"": {"crystal_radius": 1.247, "ionic_radius": 1.107}}}}, "Superconduction temperature": "1.083 K", "Thermal conductivity": "11 W m-1 K-1", "Van der waals radius": 2.34, "Velocity of sound": "2680 m s-1", "Vickers hardness": "570 MN m-2", "X": 1.2, "Youngs modulus": "55 GPa", "Metallic radius": 1.802, "iupac_ordering": 40, "IUPAC ordering": 40, "Ground level": "9D\u00b02", "Ionization energies": [6.1498, 12.076, 20.54, 44.44, 64.8, 89.0, 106.0, 123.0, 144.0, 165.0, 183.0, 213.0, 246.0, 268.0, 288.0, 319.0, 352.0, 384.4, 565.0, 601.0, 639.0, 680.0, 719.0, 761.0, 810.0, 851.0, 895.0, 937.0, 1100.0, 1142.0, 1189.0, 1233.0, 1321.0, 1368.0, 1481.0, 1532.3, 2621.0, 2720.0, 2827.0, 2941.0, 3050.0, 3160.0, 3312.0, 3424.0, 3546.0, 3660.0, 3980.0, 4080.0, 4191.0, 4294.0, 4578.0, 4693.0, 4914.0, 5025.0, 11273.0, 11552.0, 11861.0, 12147.0, 13183.0, 13521.0, 13943.0, 14224.57, 57783.9, 59065.53], "Electron affinity": 0.137}, "Ge": {"Atomic mass": 72.64, "Atomic no": 32, "Atomic orbitals": {"1s": -396.292991, "2p": -43.720129, "2s": -49.055282, "3d": -1.117316, "3p": -4.194822, "3s": -5.961472, "4p": -0.149882, "4s": -0.426523}, "Atomic radius": 1.25, "Atomic radius calculated": 1.25, "Boiling point": "3093 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "6 x10-6K-1", "Common oxidation states": [-4, 2, 4], "Critical temperature": "no data K", "Density of solid": "5323 kg m-3", "Electrical resistivity": "about 50000 10-8 Ω m", "Electronic structure": "[Ar].3d10.4s2.4p2", "ICSD oxidation states": [2, 3, 4], "Ionic radii": {"2": 0.87, "4": 0.67}, "Liquid range": "1881.6 K", "Melting point": "1211.4 K", "Mendeleev no": 84, "Mineral hardness": "6.0", "Molar volume": "13.63 cm3", "Name": "Germanium", "Oxidation states": [-4, 1, 2, 3, 4], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"2": {"VI": {"": {"crystal_radius": 0.87, "ionic_radius": 0.73}}}, "4": {"IV": {"": {"crystal_radius": 0.53, "ionic_radius": 0.39}}, "VI": {"": {"crystal_radius": 0.67, "ionic_radius": 0.53}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "60 W m-1 K-1", "Van der waals radius": 2.11, "Velocity of sound": "5400 m s-1", "Vickers hardness": "no data MN m-2", "X": 2.01, "Youngs modulus": "no data GPa", "Metallic radius": 1.39, "iupac_ordering": 84, "IUPAC ordering": 84, "Ground level": "3P0", "Ionization energies": [7.899435, 15.93461, 34.0576, 45.7155, 90.5, 115.9, 144.9, 176.4, 212.5, 252.1, 286.0, 326.0, 367.0, 407.0, 527.9, 567.3, 609.1, 662.8, 706.7, 744.0, 837.1, 880.44, 2180.1, 2304.0, 2439.0, 2575.0, 2737.1, 2881.9, 3074.0, 3194.293, 13557.4208, 14119.43], "Electron affinity": 1.232676413}, "H": {"Atomic mass": 1.00794, "Atomic no": 1, "Atomic orbitals": {"1s": -0.233471}, "Atomic radius": 0.25, "Atomic radius calculated": 0.53, "Boiling point": "20.28 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [-1, 1], "Critical temperature": "33 K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "1s1", "ICSD oxidation states": [1, -1], "Liquid range": "6.27 K", "Melting point": "14.01 K", "Mendeleev no": 103, "Mineral hardness": "no data", "Molar volume": "11.42 cm3", "Name": "Hydrogen", "Oxidation states": [-1, 1], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "1.000132 (gas; liquid 1.12)(no units)", "Rigidity modulus": "no data GPa", "Shannon radii": {"1": {"I": {"": {"crystal_radius": -0.24, "ionic_radius": -0.38}}, "II": {"": {"crystal_radius": -0.04, "ionic_radius": -0.18}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "0.1805 W m-1 K-1", "Van der waals radius": 1.1, "Velocity of sound": "1270 m s-1", "Vickers hardness": "no data MN m-2", "X": 2.2, "Youngs modulus": "no data GPa", "NMR Quadrupole Moment": {"H-2": 2.86}, "Metallic radius": "no data", "iupac_ordering": 92, "IUPAC ordering": 92, "Ground level": "2S1/2", "Ionization energies": [13.598434599702], "Electron affinity": 0.754598}, "He": {"Atomic mass": 4.002602, "Atomic no": 2, "Atomic orbitals": {"1s": -0.570425}, "Atomic radius": "no data", "Atomic radius calculated": 0.31, "Boiling point": "4.22 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Critical temperature": "5.19 K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "1s2", "Liquid range": "3.27 K", "Max oxidation state": 0.0, "Melting point": "0.95 K", "Mendeleev no": 1, "Min oxidation state": 0.0, "Mineral hardness": "no data", "Molar volume": "21.0 cm3", "Name": "Helium", "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "1.000035 (gas; liquid 1.028)(no units)", "Rigidity modulus": "no data GPa", "Superconduction temperature": "no data K", "Thermal conductivity": "0.1513 W m-1 K-1", "Van der waals radius": 1.4, "Velocity of sound": "970 m s-1", "Vickers hardness": "no data MN m-2", "Youngs modulus": "no data GPa", "Metallic radius": "no data", "iupac_ordering": 5, "IUPAC ordering": 5, "Ground level": "1S0", "Ionization energies": [24.587389011, 54.417765486], "Electron affinity": -0.52}, "Hf": {"Atomic mass": 178.49, "Atomic no": 72, "Atomic orbitals": {"1s": -2210.65199, "2p": -345.687023, "2s": -361.006527, "3d": -61.231443, "3p": -74.452656, "3s": -81.522812, "4d": -7.676638, "4f": -0.871574, "4p": -12.971211, "4s": -15.883625, "5d": -0.143805, "5p": -1.246441, "5s": -2.049828, "6s": -0.166465}, "Atomic radius": 1.55, "Atomic radius calculated": 2.08, "Boiling point": "4876 K", "Brinell hardness": "1700 MN m-2", "Bulk modulus": "110 GPa", "Coefficient of linear thermal expansion": "5.9 x10-6K-1", "Common oxidation states": [4], "Critical temperature": "no data K", "Density of solid": "13310 kg m-3", "Electrical resistivity": "34 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d2.6s2", "ICSD oxidation states": [4], "Ionic radii": {"4": 0.85}, "Liquid range": "2370 K", "Melting point": "2506 K", "Mendeleev no": 50, "Mineral hardness": "5.5", "Molar volume": "13.44 cm3", "Name": "Hafnium", "Oxidation states": [2, 3, 4], "Poissons ratio": "0.37", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "30 GPa", "Shannon radii": {"4": {"IV": {"": {"crystal_radius": 0.72, "ionic_radius": 0.58}}, "VI": {"": {"crystal_radius": 0.85, "ionic_radius": 0.71}}, "VII": {"": {"crystal_radius": 0.9, "ionic_radius": 0.76}}, "VIII": {"": {"crystal_radius": 0.97, "ionic_radius": 0.83}}}}, "Superconduction temperature": "0.128 K", "Thermal conductivity": "23 W m-1 K-1", "Van der waals radius": 2.23, "Velocity of sound": "3010 m s-1", "Vickers hardness": "1760 MN m-2", "X": 1.3, "Youngs modulus": "78 GPa", "Metallic radius": 1.58, "iupac_ordering": 50, "IUPAC ordering": 50, "Ground level": "3F2", "Ionization energies": [6.82507, 14.61, 22.55, 33.37, 68.37, 98.0, 118.0, 137.0, 157.0, 187.0, 209.0, 230.0, 270.0, 310.0, 334.0, 359.0, 399.0, 440.0, 481.0, 520.0, 570.0, 610.0, 650.0, 690.0, 730.0, 772.0, 1002.0, 1047.0, 1094.0, 1146.0, 1195.0, 1245.0, 1311.0, 1362.0, 1417.0, 1467.0, 1669.0, 1719.0, 1776.0, 1827.0, 1963.0, 2022.0, 2159.0, 2218.9, 3741.0, 3858.0, 3984.0, 4118.0, 4246.0, 4372.0, 4573.0, 4703.0, 4846.0, 4980.0, 5350.0, 5468.0, 5595.0, 5713.0, 6149.0, 6284.0, 6545.0, 6674.0, 14678.0, 14999.0, 15351.0, 15680.0, 17280.0, 17680.0, 18180.0, 18502.32, 74565.93, 76077.8], "Electron affinity": 0.17807}, "Hg": {"Atomic mass": 200.59, "Atomic no": 80, "Atomic orbitals": {"1s": -2755.022637, "2p": -443.848676, "2s": -461.27864, "3d": -84.845492, "3p": -100.328031, "3s": -108.597921, "4d": -13.019221, "4f": -4.110291, "4p": -19.636187, "4s": -23.222921, "5d": -0.452552, "5p": -2.261975, "5s": -3.423486, "6s": -0.205137}, "Atomic radius": 1.5, "Atomic radius calculated": 1.71, "Boiling point": "629.88 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "25 GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [1, 2], "Critical temperature": "1750 K", "Density of solid": "no data kg m-3", "Electrical resistivity": "96 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d10.6s2", "ICSD oxidation states": [1, 2], "Ionic radii": {"1": 1.33, "2": 1.16}, "Liquid range": "395.56 K", "Melting point": "234.32 K", "Mendeleev no": 74, "Mineral hardness": "1.5", "Molar volume": "14.09 cm3", "Name": "Mercury", "Oxidation states": [1, 2, 4], "Poissons ratio": "no data", "Reflectivity": "73 %", "Refractive index": "1.000933", "Rigidity modulus": "no data GPa", "Shannon radii": {"1": {"III": {"": {"crystal_radius": 1.11, "ionic_radius": 0.97}}, "VI": {"": {"crystal_radius": 1.33, "ionic_radius": 1.19}}}, "2": {"II": {"": {"crystal_radius": 0.83, "ionic_radius": 0.69}}, "IV": {"": {"crystal_radius": 1.1, "ionic_radius": 0.96}}, "VI": {"": {"crystal_radius": 1.16, "ionic_radius": 1.02}}, "VIII": {"": {"crystal_radius": 1.28, "ionic_radius": 1.14}}}}, "Superconduction temperature": "3.95 K", "Thermal conductivity": "8.3 W m-1 K-1", "Van der waals radius": 2.23, "Velocity of sound": "1407 m s-1", "Vickers hardness": "no data MN m-2", "X": 2.0, "Youngs modulus": "no data GPa", "NMR Quadrupole Moment": {"Hg-201": 387.6}, "Metallic radius": 1.51, "iupac_ordering": 74, "IUPAC ordering": 74, "Ground level": "1S0", "Ionization energies": [10.437504, 18.75688, 34.49, 48.55, 61.2, 76.6, 93.0, 113.9, 134.0, 153.0, 173.0, 192.7, 276.9, 307.0, 332.0, 357.0, 402.0, 429.0, 477.0, 530.0, 560.0, 590.0, 650.0, 710.0, 760.0, 820.0, 880.0, 930.0, 990.0, 1050.0, 1110.0, 1160.0, 1220.0, 1280.0, 1549.0, 1603.0, 1661.0, 1723.0, 1780.0, 1839.0, 1928.0, 1989.0, 2052.0, 2113.0, 2354.0, 2412.0, 2478.0, 2539.0, 2745.0, 2815.0, 2981.0, 3049.9, 5055.0, 5191.0, 5335.0, 5490.0, 5636.0, 5780.0, 6041.0, 6192.0, 6356.0, 6508.0, 6933.0, 7066.0, 7211.0, 7350.0, 8010.0, 8160.0, 8470.0, 8620.0, 18550.0, 18910.0, 19310.0, 19680.0, 22120.0, 22580.0, 23170.0, 23544.1, 94124.7, 95897.7], "Electron affinity": -0.52}, "Ho": {"Atomic mass": 164.93032, "Atomic no": 67, "Atomic orbitals": {"1s": -1902.051908, "2p": -291.700994, "2s": -305.739294, "3d": -49.565996, "3p": -61.436304, "3s": -67.785492, "4d": -5.906195, "4f": -0.272677, "4p": -10.455303, "4s": -12.985498, "5p": -0.919463, "5s": -1.582088, "6s": -0.133845}, "Atomic radius": 1.75, "Atomic radius calculated": "no data", "Boiling point": "2993 K", "Brinell hardness": "746 MN m-2", "Bulk modulus": "40 GPa", "Coefficient of linear thermal expansion": "11.2 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "8795 kg m-3", "Electrical resistivity": "81.4 10-8 Ω m", "Electronic structure": "[Xe].4f11.6s2", "ICSD oxidation states": [3], "Ionic radii": {"3": 1.041}, "Liquid range": "1259 K", "Melting point": "1734 K", "Mendeleev no": 23, "Mineral hardness": "no data", "Molar volume": "18.74 cm3", "Name": "Holmium", "Oxidation states": [3], "Poissons ratio": "0.23", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "26 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.041, "ionic_radius": 0.901}}, "VIII": {"": {"crystal_radius": 1.155, "ionic_radius": 1.015}}, "IX": {"": {"crystal_radius": 1.212, "ionic_radius": 1.072}}, "X": {"": {"crystal_radius": 1.26, "ionic_radius": 1.12}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "16 W m-1 K-1", "Van der waals radius": 2.3, "Velocity of sound": "2760 m s-1", "Vickers hardness": "481 MN m-2", "X": 1.23, "Youngs modulus": "65 GPa", "Metallic radius": 1.765, "iupac_ordering": 37, "IUPAC ordering": 37, "Ground level": "4I\u00b015/2", "Ionization energies": [6.0215, 11.781, 22.79, 42.52, 63.9, 95.0, 112.0, 129.0, 155.0, 173.0, 197.0, 229.0, 263.0, 284.0, 305.0, 340.0, 373.0, 408.0, 441.0, 475.0, 510.0, 715.0, 755.0, 797.0, 842.0, 885.0, 929.0, 985.0, 1029.0, 1077.0, 1122.0, 1300.0, 1346.0, 1395.0, 1443.0, 1545.0, 1598.0, 1719.0, 1773.6, 3018.0, 3125.0, 3238.0, 3359.0, 3476.0, 3592.0, 3760.0, 3880.0, 4009.0, 4131.0, 4469.0, 4576.0, 4693.0, 4802.0, 5135.0, 5258.0, 5494.0, 5611.0, 12495.0, 12790.0, 13116.0, 13417.0, 14639.0, 14998.0, 15448.0, 15745.77, 63772.43, 65136.8], "Electron affinity": 0.338}, "I": {"Atomic mass": 126.90447, "Atomic no": 53, "Atomic orbitals": {"1s": -1161.787047, "2p": -164.603788, "2s": -175.073804, "3d": -22.600693, "3p": -30.831092, "3s": -35.243351, "4d": -1.938179, "4p": -4.572522, "4s": -6.115811, "5p": -0.267904, "5s": -0.596339}, "Atomic radius": 1.4, "Atomic radius calculated": 1.15, "Boiling point": "457.4 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "7.7 GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [-1, 1, 3, 5, 7], "Critical temperature": "819 K", "Density of solid": "4940 kg m-3", "Electrical resistivity": "> 101510-8 Ω m", "Electronic structure": "[Kr].4d10.5s2.5p5", "ICSD oxidation states": [5, -1], "Ionic radii": {"-1": 2.06, "5": 1.09, "7": 0.67}, "Liquid range": "70.55 K", "Melting point": "386.85 K", "Mendeleev no": 97, "Mineral hardness": "no data", "Molar volume": "25.72 cm3", "Name": "Iodine", "Oxidation states": [-1, 1, 3, 5, 7], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"-1": {"VI": {"": {"crystal_radius": 2.06, "ionic_radius": 2.2}}}, "5": {"IIIPY": {"": {"crystal_radius": 0.58, "ionic_radius": 0.44}}, "VI": {"": {"crystal_radius": 1.09, "ionic_radius": 0.95}}}, "7": {"IV": {"": {"crystal_radius": 0.56, "ionic_radius": 0.42}}, "VI": {"": {"crystal_radius": 0.67, "ionic_radius": 0.53}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "0.449 W m-1 K-1", "Van der waals radius": 1.98, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 2.66, "Youngs modulus": "no data GPa", "NMR Quadrupole Moment": {"I-127": -696.12, "I-129": -604.1}, "Metallic radius": "no data", "iupac_ordering": 99, "IUPAC ordering": 99, "Ground level": "2P\u00b03/2", "Ionization energies": [10.45126, 19.13126, 29.57, 40.357, 51.52, 74.4, 87.61, 150.81, 171.0, 197.0, 220.9, 247.0, 279.0, 307.0, 335.0, 365.0, 393.0, 505.0, 535.0, 569.0, 601.0, 649.0, 683.0, 762.0, 800.8, 1397.0, 1472.0, 1553.0, 1639.0, 1720.0, 1812.0, 1911.0, 1999.0, 2093.0, 2181.0, 2431.0, 2510.0, 2598.0, 2680.0, 2836.0, 2926.0, 3096.0, 3185.5, 7337.0, 7563.0, 7811.0, 8044.0, 8601.0, 8867.0, 9196.0, 9421.1, 38716.996, 39721.41], "Electron affinity": 3.05905238}, "In": {"Atomic mass": 114.818, "Atomic no": 49, "Atomic orbitals": {"1s": -983.647445, "2p": -134.628845, "2s": -144.078357, "3d": -16.139823, "3p": -23.345778, "3s": -27.2206, "4d": -0.730481, "4p": -2.795832, "4s": -4.062639, "5p": -0.101782, "5s": -0.290497}, "Atomic radius": 1.55, "Atomic radius calculated": 1.56, "Boiling point": "2345 K", "Brinell hardness": "8.83 MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "32.1 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "7310 kg m-3", "Electrical resistivity": "8 10-8 Ω m", "Electronic structure": "[Kr].4d10.5s2.5p1", "ICSD oxidation states": [1, 2, 3], "Ionic radii": {"3": 0.94}, "Liquid range": "1915.25 K", "Melting point": "429.75 K", "Mendeleev no": 79, "Mineral hardness": "1.2", "Molar volume": "15.76 cm3", "Name": "Indium", "Oxidation states": [1, 2, 3], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"3": {"IV": {"": {"crystal_radius": 0.76, "ionic_radius": 0.62}}, "VI": {"": {"crystal_radius": 0.94, "ionic_radius": 0.8}}, "VIII": {"": {"crystal_radius": 1.06, "ionic_radius": 0.92}}}}, "Superconduction temperature": "3.41 K", "Thermal conductivity": "82 W m-1 K-1", "Van der waals radius": 1.93, "Velocity of sound": "1215 m s-1", "Vickers hardness": "no data MN m-2", "X": 1.78, "Youngs modulus": "11 GPa", "NMR Quadrupole Moment": {"In-113": 759.8, "In-115": 770.8}, "Metallic radius": 1.67, "iupac_ordering": 78, "IUPAC ordering": 78, "Ground level": "2P\u00b01/2", "Ionization energies": [5.7863557, 18.87041, 28.04415, 55.45, 69.3, 90.0, 109.0, 130.1, 156.0, 178.0, 201.0, 226.0, 249.0, 341.0, 368.0, 396.0, 425.0, 462.0, 497.1, 560.0, 593.38, 1043.0, 1109.0, 1181.0, 1255.0, 1328.0, 1413.0, 1496.0, 1575.0, 1659.0, 1738.0, 1961.0, 2028.5, 2111.0, 2207.0, 2317.0, 2373.0, 2555.0, 2628.77, 6126.0, 6331.0, 6554.0, 6770.0, 7196.0, 7442.0, 7754.0, 7953.14, 32837.592, 33750.31], "Electron affinity": 0.383926}, "Ir": {"Atomic mass": 192.217, "Atomic no": 77, "Atomic orbitals": {"1s": -2543.761342, "2p": -405.526834, "2s": -422.159424, "3d": -75.485027, "3p": -90.108427, "3s": -97.923081, "4d": -10.856593, "4f": -2.738339, "4p": -16.966578, "4s": -20.29429, "5d": -0.335189, "5p": -1.883349, "5s": -2.909174, "6s": -0.195511}, "Atomic radius": 1.35, "Atomic radius calculated": 1.8, "Boiling point": "4701 K", "Brinell hardness": "1670 MN m-2", "Bulk modulus": "320 GPa", "Coefficient of linear thermal expansion": "6.4 x10-6K-1", "Common oxidation states": [3, 4], "Critical temperature": "no data K", "Density of solid": "22650 kg m-3", "Electrical resistivity": "4.7 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d7.6s2", "ICSD oxidation states": [3, 4, 5], "Ionic radii": {"3": 0.82, "4": 0.765, "5": 0.71}, "Liquid range": "1962 K", "Melting point": "2739 K", "Mendeleev no": 66, "Mineral hardness": "6.5", "Molar volume": "8.52 cm3", "Name": "Iridium", "Oxidation states": [-3, -1, 1, 2, 3, 4, 5, 6], "Poissons ratio": "0.26", "Reflectivity": "78 %", "Refractive index": "no data", "Rigidity modulus": "210 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 0.82, "ionic_radius": 0.68}}}, "4": {"VI": {"": {"crystal_radius": 0.765, "ionic_radius": 0.625}}}, "5": {"VI": {"": {"crystal_radius": 0.71, "ionic_radius": 0.57}}}}, "Superconduction temperature": "0.11 K", "Thermal conductivity": "150 W m-1 K-1", "Van der waals radius": 2.13, "Velocity of sound": "4825 m s-1", "Vickers hardness": "1760 MN m-2", "X": 2.2, "Youngs modulus": "528 GPa", "Metallic radius": 1.357, "iupac_ordering": 65, "IUPAC ordering": 65, "Ground level": "4F9/2", "Ionization energies": [8.96702, 17.0, 28.0, 40.0, 57.0, 72.0, 89.0, 105.0, 122.7, 194.8, 217.0, 240.0, 264.0, 303.0, 329.0, 356.0, 407.0, 445.0, 472.0, 510.0, 560.0, 610.0, 670.0, 720.0, 770.0, 820.0, 870.0, 920.0, 980.0, 1030.0, 1080.0, 1331.0, 1381.0, 1436.0, 1493.0, 1548.0, 1603.0, 1684.0, 1739.0, 1801.0, 1857.0, 2083.0, 2139.0, 2201.0, 2258.0, 2435.0, 2500.0, 2656.0, 2720.4, 4540.0, 4668.0, 4806.0, 4952.0, 5092.0, 5229.0, 5466.0, 5609.0, 5765.0, 5910.0, 6315.0, 6441.0, 6580.0, 6708.0, 7274.0, 7421.0, 7710.0, 7850.0, 17040.0, 17390.0, 17770.0, 18120.0, 20210.0, 20650.0, 21200.0, 21556.6, 86438.9, 88113.3], "Electron affinity": 1.5643615}, "K": {"Atomic mass": 39.0983, "Atomic no": 19, "Atomic orbitals": {"1s": -128.414957, "2p": -10.283851, "2s": -12.839001, "3p": -0.693776, "3s": -1.281897, "4s": -0.088815}, "Atomic radius": 2.2, "Atomic radius calculated": 2.43, "Boiling point": "1032 K", "Brinell hardness": "0.363 MN m-2", "Bulk modulus": "3.1 GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [1], "Critical temperature": "2223 K", "Density of solid": "856 kg m-3", "Electrical resistivity": "7.5 10-8 Ω m", "Electronic structure": "[Ar].4s1", "ICSD oxidation states": [1], "Ionic radii": {"1": 1.52}, "Liquid range": "695.47 K", "Melting point": "336.53 K", "Mendeleev no": 10, "Mineral hardness": "0.4", "Molar volume": "45.94 cm3", "Name": "Potassium", "Oxidation states": [-1, 1], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "1.3 GPa", "Shannon radii": {"1": {"IV": {"": {"crystal_radius": 1.51, "ionic_radius": 1.37}}, "VI": {"": {"crystal_radius": 1.52, "ionic_radius": 1.38}}, "VII": {"": {"crystal_radius": 1.6, "ionic_radius": 1.46}}, "VIII": {"": {"crystal_radius": 1.65, "ionic_radius": 1.51}}, "IX": {"": {"crystal_radius": 1.69, "ionic_radius": 1.55}}, "X": {"": {"crystal_radius": 1.73, "ionic_radius": 1.59}}, "XII": {"": {"crystal_radius": 1.78, "ionic_radius": 1.64}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "100 W m-1 K-1", "Van der waals radius": 2.75, "Velocity of sound": "2000 m s-1", "Vickers hardness": "no data MN m-2", "X": 0.82, "Youngs modulus": "no data GPa", "NMR Quadrupole Moment": {"K-39": 58.5, "K-40": -73.0, "K-41": 71.1}, "Metallic radius": 2.381, "iupac_ordering": 9, "IUPAC ordering": 9, "Ground level": "2S1/2", "Ionization energies": [4.34066373, 31.625, 45.8031, 60.917, 82.66, 99.44, 117.56, 154.87, 175.8174, 503.67, 565.6, 631.1, 714.7, 786.3, 860.92, 967.7, 1034.542, 4610.87018, 4934.0484], "Electron affinity": 0.50145913}, "Kr": {"Atomic mass": 83.798, "Atomic no": 36, "Atomic orbitals": {"1s": -509.982989, "2p": -60.017328, "2s": -66.285953, "3d": -3.074109, "3p": -7.086634, "3s": -9.315192, "4p": -0.34634, "4s": -0.820574}, "Atomic radius": "no data", "Atomic radius calculated": 0.88, "Boiling point": "119.93 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Critical temperature": "209.4 K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Ar].3d10.4s2.4p6", "Liquid range": "4.14 K", "Max oxidation state": 0.0, "Melting point": "115.79 K", "Mendeleev no": 4, "Min oxidation state": 0.0, "Mineral hardness": "no data", "Molar volume": "27.99 cm3", "Name": "Krypton", "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "1.000427", "Rigidity modulus": "no data GPa", "Superconduction temperature": "no data K", "Thermal conductivity": "0.00943 W m-1 K-1", "Van der waals radius": 2.02, "Velocity of sound": "1120 m s-1", "Vickers hardness": "no data MN m-2", "X": 3.0, "Youngs modulus": "no data GPa", "Metallic radius": "no data", "iupac_ordering": 2, "IUPAC ordering": 2, "Ground level": "1S0", "Ionization energies": [13.9996055, 24.35984, 35.838, 50.85, 64.69, 78.49, 109.13, 125.802, 233.0, 268.0, 308.0, 350.0, 391.0, 446.0, 492.0, 540.0, 591.0, 640.0, 785.0, 831.6, 882.8, 945.0, 999.0, 1042.0, 1155.0, 1205.23, 2928.9, 3072.0, 3228.0, 3380.0, 3584.0, 3752.0, 3971.0, 4109.083, 17296.421, 17936.209], "Electron affinity": -1.02}, "La": {"Atomic mass": 138.90547, "Atomic no": 57, "Atomic orbitals": {"1s": -1355.622446, "2p": -198.325243, "2s": -209.831151, "3d": -30.626696, "3p": -39.895838, "3s": -44.856283, "4d": -3.95801, "4p": -7.167724, "4s": -9.000543, "5d": -0.141085, "5p": -0.824498, "5s": -1.324936, "6s": -0.132233}, "Atomic radius": 1.95, "Atomic radius calculated": "no data", "Boiling point": "3743 K", "Brinell hardness": "363 MN m-2", "Bulk modulus": "28 GPa", "Coefficient of linear thermal expansion": "12.1 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "6146 kg m-3", "Electrical resistivity": "61.5 10-8 Ω m", "Electronic structure": "[Xe].5d1.6s2", "ICSD oxidation states": [2, 3], "Ionic radii": {"3": 1.172}, "Liquid range": "2550 K", "Melting point": "1193 K", "Mendeleev no": 33, "Mineral hardness": "2.5", "Molar volume": "22.39 cm3", "Name": "Lanthanum", "Oxidation states": [2, 3], "Poissons ratio": "0.28", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "14 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.172, "ionic_radius": 1.032}}, "VII": {"": {"crystal_radius": 1.24, "ionic_radius": 1.1}}, "VIII": {"": {"crystal_radius": 1.3, "ionic_radius": 1.16}}, "IX": {"": {"crystal_radius": 1.356, "ionic_radius": 1.216}}, "X": {"": {"crystal_radius": 1.41, "ionic_radius": 1.27}}, "XII": {"": {"crystal_radius": 1.5, "ionic_radius": 1.36}}}}, "Superconduction temperature": "6.00 K", "Thermal conductivity": "13 W m-1 K-1", "Van der waals radius": 2.43, "Velocity of sound": "2475 m s-1", "Vickers hardness": "491 MN m-2", "X": 1.1, "Youngs modulus": "37 GPa", "NMR Quadrupole Moment": {"La-139": 200.6}, "Metallic radius": 1.877, "iupac_ordering": 47, "IUPAC ordering": 47, "Ground level": "2D3/2", "Ionization energies": [5.5769, 11.18496, 19.1773, 49.95, 61.6, 74.0, 88.0, 105.0, 119.0, 151.4, 168.77, 275.0, 303.0, 332.0, 364.0, 393.0, 431.0, 464.0, 498.0, 533.0, 566.0, 696.0, 731.0, 770.0, 806.0, 865.0, 906.0, 995.0, 1039.09, 1800.0, 1884.0, 1974.0, 2069.0, 2162.0, 2259.0, 2377.0, 2473.0, 2577.0, 2674.0, 2950.0, 3036.0, 3133.0, 3222.0, 3416.0, 3515.0, 3704.0, 3800.0, 8669.0, 8914.0, 9184.0, 9437.0, 10136.0, 10426.0, 10789.0, 11033.4, 45144.996, 46245.6], "Electron affinity": 0.5575462}, "Li": {"Atomic mass": 6.941, "Atomic no": 3, "Atomic orbitals": {"1s": -1.878564, "2s": -0.10554}, "Atomic radius": 1.45, "Atomic radius calculated": 1.67, "Boiling point": "1615 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "11 GPa", "Coefficient of linear thermal expansion": "46 x10-6K-1", "Common oxidation states": [1], "Critical temperature": "3223 K", "Density of solid": "535 kg m-3", "Electrical resistivity": "9.5 10-8 Ω m", "Electronic structure": "[He].2s1", "ICSD oxidation states": [1], "Ionic radii": {"1": 0.9}, "Liquid range": "1161.31 K", "Melting point": "453.69 K", "Mendeleev no": 12, "Mineral hardness": "0.6", "Molar volume": "13.02 cm3", "Name": "Lithium", "Oxidation states": [1], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "4.2 GPa", "Shannon radii": {"1": {"IV": {"": {"crystal_radius": 0.73, "ionic_radius": 0.59}}, "VI": {"": {"crystal_radius": 0.9, "ionic_radius": 0.76}}, "VIII": {"": {"crystal_radius": 1.06, "ionic_radius": 0.92}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "85 W m-1 K-1", "Van der waals radius": 1.82, "Velocity of sound": "6000 m s-1", "Vickers hardness": "no data MN m-2", "X": 0.98, "Youngs modulus": "4.9 GPa", "NMR Quadrupole Moment": {"Li-6": -0.808, "Li-7": -40.1}, "Metallic radius": 1.52, "iupac_ordering": 11, "IUPAC ordering": 11, "Ground level": "2S1/2", "Ionization energies": [5.391714996, 75.640097, 122.45435914], "Electron affinity": 0.61804922}, "Lr": {"Atomic mass": 262.0, "Atomic no": 103, "Atomic orbitals": "no data", "Atomic radius": "no data", "Atomic radius calculated": "no data", "Boiling point": "no data K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Rn].5f14.7s2.7p1 (tentative)", "Liquid range": "no data K", "Melting point": "about 1900 K", "Mendeleev no": 34, "Mineral hardness": "no data", "Molar volume": "no data cm3", "Name": "Lawrencium", "Oxidation states": [3], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Superconduction temperature": "no data K", "Thermal conductivity": "no data W m-1 K-1", "Van der waals radius": "no data", "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 1.3, "Youngs modulus": "no data GPa", "Metallic radius": "no data", "iupac_ordering": 18, "IUPAC ordering": 18, "Ground level": "2P\u00b01/2", "Ionization energies": [4.96, 14.54, 21.8, 43.6, 56.0, 80.0, 96.0, 121.0, 143.0, 165.0, 197.0, 216.0, 244.0, 269.0, 290.0, 322.0, 344.0, 374.0, 403.0, 431.0, 459.0, 487.0, 510.0, 540.0, 560.0, 745.0, 779.0, 814.0, 852.0, 888.0, 922.0, 985.0, 1020.0, 1061.0, 1098.0, 1280.0, 1320.0, 1360.0, 1410.0, 1570.0, 1620.0, 1760.0, 1810.0, 2010.0, 2100.0, 2190.0, 2290.0, 2380.0, 2470.0, 2570.0, 2670.0, 2780.0, 2860.0, 2960.0, 3060.0, 3150.0, 3250.0, 3741.0, 3821.0, 3906.0, 3996.0, 4082.0, 4165.0, 4360.0, 4448.0, 4540.0, 4630.0, 4990.0, 5070.0, 5160.0, 5250.0, 5920.0, 6030.0, 6290.0, 6390.0, 9920.0, 10110.0, 10310.0, 10520.0, 10720.0, 10920.0, 11470.0, 11680.0, 11910.0, 12120.0, 12710.0, 12890.0, 13090.0, 13300.0, 15300.0, 15600.0, 16000.0, 16200.0, 32400.0, 32900.0, 33400.0, 33900.0, 41600.0, 42300.0, 43200.0, 43759.0, null, 172930.0], "Electron affinity": -0.31}, "Lu": {"Atomic mass": 174.967, "Atomic no": 71, "Atomic orbitals": {"1s": -2146.885351, "2p": -334.330902, "2s": -349.390492, "3d": -58.592982, "3p": -71.538779, "3s": -78.462398, "4d": -7.113364, "4f": -0.568096, "4p": -12.250904, "4s": -15.08337, "5d": -0.103686, "5p": -1.111991, "5s": -1.872086, "6s": -0.155112}, "Atomic radius": 1.75, "Atomic radius calculated": 2.17, "Boiling point": "3675 K", "Brinell hardness": "893 MN m-2", "Bulk modulus": "48 GPa", "Coefficient of linear thermal expansion": "9.9 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "9841 kg m-3", "Electrical resistivity": "58 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d1.6s2", "ICSD oxidation states": [3], "Ionic radii": {"3": 1.001}, "Liquid range": "1750 K", "Melting point": "1925 K", "Mendeleev no": 20, "Mineral hardness": "no data", "Molar volume": "17.78 cm3", "Name": "Lutetium", "Oxidation states": [3], "Poissons ratio": "0.26", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "27 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.001, "ionic_radius": 0.861}}, "VIII": {"": {"crystal_radius": 1.117, "ionic_radius": 0.977}}, "IX": {"": {"crystal_radius": 1.172, "ionic_radius": 1.032}}}}, "Superconduction temperature": "0.022 K", "Thermal conductivity": "16 W m-1 K-1", "Van der waals radius": 2.24, "Velocity of sound": "no data m s-1", "Vickers hardness": "1160 MN m-2", "X": 1.27, "Youngs modulus": "69 GPa", "Metallic radius": 1.735, "iupac_ordering": 33, "IUPAC ordering": 33, "Ground level": "2D3/2", "Ionization energies": [5.425871, 14.13, 20.9594, 45.249, 66.8, 98.0, 117.0, 136.0, 159.0, 185.0, 205.0, 238.0, 276.0, 305.0, 328.0, 361.0, 399.0, 438.0, 476.0, 520.0, 560.0, 600.0, 630.0, 670.0, 713.0, 941.0, 985.0, 1032.0, 1081.0, 1130.0, 1178.0, 1242.0, 1292.0, 1345.0, 1395.0, 1591.0, 1641.0, 1696.0, 1747.0, 1875.0, 1933.0, 2067.0, 2125.5, 3590.0, 3706.0, 3828.0, 3960.0, 4086.0, 4211.0, 4403.0, 4532.0, 4673.0, 4803.0, 5168.0, 5282.0, 5408.0, 5525.0, 5937.0, 6070.0, 6326.0, 6452.0, 14228.0, 14542.0, 14890.0, 15211.0, 16730.0, 17120.0, 17610.0, 17928.05, 72322.91, 73804.8], "Electron affinity": 0.23887}, "Md": {"Atomic mass": 258.0, "Atomic no": 101, "Atomic orbitals": "no data", "Atomic radius": "no data", "Atomic radius calculated": "no data", "Boiling point": "no data K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Rn].5f13.7s2", "Liquid range": "no data K", "Melting point": "about 1100 K", "Mendeleev no": 36, "Mineral hardness": "no data", "Molar volume": "no data cm3", "Name": "Mendelevium", "Oxidation states": [2, 3], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Superconduction temperature": "no data K", "Thermal conductivity": "no data W m-1 K-1", "Van der waals radius": 2.46, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 1.3, "Youngs modulus": "no data GPa", "Metallic radius": "no data", "iupac_ordering": 20, "IUPAC ordering": 20, "Ground level": "2F\u00b07/2", "Ionization energies": [6.58, 12.4, 24.3, 40.0, 54.1, 76.0, 96.0, 115.1, 143.9, 162.0, 187.0, 215.0, 240.0, 260.0, 282.0, 307.0, 334.0, 360.0, 386.0, 412.0, 438.0, 462.0, 486.0, 659.0, 690.0, 723.0, 760.0, 794.0, 828.0, 885.0, 920.0, 958.0, 994.0, 1160.0, 1210.0, 1250.0, 1290.0, 1430.0, 1480.0, 1620.0, 1660.0, 1840.0, 1930.0, 2020.0, 2110.0, 2200.0, 2290.0, 2390.0, 2480.0, 2580.0, 2680.0, 2760.0, 2860.0, 2950.0, 3050.0, 3513.0, 3592.0, 3675.0, 3762.0, 3845.0, 3926.0, 4109.0, 4194.0, 4286.0, 4371.0, 4720.0, 4800.0, 4890.0, 4970.0, 5580.0, 5680.0, 5930.0, 6030.0, 9430.0, 9620.0, 9810.0, 10020.0, 10220.0, 10410.0, 10930.0, 11130.0, 11350.0, 11560.0, 12130.0, 12310.0, 12500.0, 12680.0, 14560.0, 14800.0, 15200.0, 15400.0, 31000.0, 31500.0, 32000.0, 32500.0, 39500.0, 40100.0, 41000.0, 41548.0, null, 164764.0], "Electron affinity": 0.98}, "Mg": {"Atomic mass": 24.305, "Atomic no": 12, "Atomic orbitals": {"1s": -45.973167, "2p": -1.71897, "2s": -2.903746, "3s": -0.175427}, "Atomic radius": 1.5, "Atomic radius calculated": 1.45, "Boiling point": "1363 K", "Brinell hardness": "260 MN m-2", "Bulk modulus": "45 GPa", "Coefficient of linear thermal expansion": "8.2 x10-6K-1", "Common oxidation states": [2], "Critical temperature": "no data K", "Density of solid": "1738 kg m-3", "Electrical resistivity": "4.4 10-8 Ω m", "Electronic structure": "[Ne].3s2", "ICSD oxidation states": [2], "Ionic radii": {"2": 0.86}, "Liquid range": "440 K", "Melting point": "923 K", "Mendeleev no": 73, "Mineral hardness": "2.5", "Molar volume": "14.00 cm3", "Name": "Magnesium", "Oxidation states": [1, 2], "Poissons ratio": "0.29", "Reflectivity": "74 %", "Refractive index": "no data", "Rigidity modulus": "17 GPa", "Shannon radii": {"2": {"IV": {"": {"crystal_radius": 0.71, "ionic_radius": 0.57}}, "V": {"": {"crystal_radius": 0.8, "ionic_radius": 0.66}}, "VI": {"": {"crystal_radius": 0.86, "ionic_radius": 0.72}}, "VIII": {"": {"crystal_radius": 1.03, "ionic_radius": 0.89}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "160 W m-1 K-1", "Van der waals radius": 1.73, "Velocity of sound": "4602 m s-1", "Vickers hardness": "no data MN m-2", "X": 1.31, "Youngs modulus": "45 GPa", "NMR Quadrupole Moment": {"Mg-25": 199.4}, "Metallic radius": 1.6, "iupac_ordering": 16, "IUPAC ordering": 16, "Ground level": "1S0", "Ionization energies": [7.646236, 15.035271, 80.1436, 109.2654, 141.33, 186.76, 225.02, 265.924, 327.99, 367.489, 1761.80488, 1962.66366], "Electron affinity": -0.42}, "Mn": {"Atomic mass": 54.938045, "Atomic no": 25, "Atomic orbitals": {"1s": -233.696912, "2p": -23.066297, "2s": -26.866646, "3d": -0.26654, "3p": -1.99145, "3s": -3.076637, "4s": -0.191136}, "Atomic radius": 1.4, "Atomic radius calculated": 1.61, "Boiling point": "2334 K", "Brinell hardness": "196 MN m-2", "Bulk modulus": "120 GPa", "Coefficient of linear thermal expansion": "21.7 x10-6K-1", "Common oxidation states": [2, 4, 7], "Critical temperature": "no data K", "Density of solid": "7470 kg m-3", "Electrical resistivity": "144 10-8 Ω m", "Electronic structure": "[Ar].3d5.4s2", "ICSD oxidation states": [2, 3, 4, 7], "Ionic radii": {"2": 0.97, "3": 0.785, "4": 0.67, "5": 0.47, "6": 0.395, "7": 0.6}, "Ionic radii hs": {"2": 0.97, "3": 0.785}, "Ionic radii ls": {"2": 0.81, "3": 0.72, "4": 0.67, "5": 0.47, "6": 0.395, "7": 0.6}, "Liquid range": "815 K", "Melting point": "1519 K", "Mendeleev no": 60, "Mineral hardness": "6.0", "Molar volume": "7.35 cm3", "Name": "Manganese", "Oxidation states": [-3, -2, -1, 1, 2, 3, 4, 5, 6, 7], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"2": {"IV": {"High Spin": {"crystal_radius": 0.8, "ionic_radius": 0.66}}, "V": {"High Spin": {"crystal_radius": 0.89, "ionic_radius": 0.75}}, "VI": {"Low Spin": {"crystal_radius": 0.81, "ionic_radius": 0.67}, "High Spin": {"crystal_radius": 0.97, "ionic_radius": 0.83}}, "VII": {"High Spin": {"crystal_radius": 1.04, "ionic_radius": 0.9}}, "VIII": {"": {"crystal_radius": 1.1, "ionic_radius": 0.96}}}, "3": {"V": {"": {"crystal_radius": 0.72, "ionic_radius": 0.58}}, "VI": {"Low Spin": {"crystal_radius": 0.72, "ionic_radius": 0.58}, "High Spin": {"crystal_radius": 0.785, "ionic_radius": 0.645}}}, "4": {"IV": {"": {"crystal_radius": 0.53, "ionic_radius": 0.39}}, "VI": {"": {"crystal_radius": 0.67, "ionic_radius": 0.53}}}, "5": {"IV": {"": {"crystal_radius": 0.47, "ionic_radius": 0.33}}}, "6": {"IV": {"": {"crystal_radius": 0.395, "ionic_radius": 0.255}}}, "7": {"IV": {"": {"crystal_radius": 0.39, "ionic_radius": 0.25}}, "VI": {"": {"crystal_radius": 0.6, "ionic_radius": 0.46}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "7.8 W m-1 K-1", "Van der waals radius": 2.05, "Velocity of sound": "5150 m s-1", "Vickers hardness": "no data MN m-2", "X": 1.55, "Youngs modulus": "198 GPa", "NMR Quadrupole Moment": {"Mn-55": 330.1}, "Metallic radius": 1.292, "iupac_ordering": 61, "IUPAC ordering": 61, "Ground level": "6S5/2", "Ionization energies": [7.434038, 15.63999, 33.668, 51.21, 72.41, 95.604, 119.203, 195.5, 221.89, 248.6, 286.1, 314.4, 343.6, 402.95, 435.172, 1133.7, 1224.1, 1320.3, 1430.9, 1537.2, 1643.2, 1788.7, 1879.873, 8140.7872, 8571.9488], "Electron affinity": -0.52}, "Mo": {"Atomic mass": 95.94, "Atomic no": 42, "Atomic orbitals": {"1s": -709.232119, "2p": -90.791541, "2s": -98.503638, "3d": -8.257721, "3p": -13.71481, "3s": -16.681545, "4d": -0.153347, "4p": -1.39005, "4s": -2.234824, "5s": -0.14788}, "Atomic radius": 1.45, "Atomic radius calculated": 1.9, "Boiling point": "4912 K", "Brinell hardness": "1500 MN m-2", "Bulk modulus": "230 GPa", "Coefficient of linear thermal expansion": "4.8 x10-6K-1", "Common oxidation states": [4, 6], "Critical temperature": "no data K", "Density of solid": "10280 kg m-3", "Electrical resistivity": "5.5 10-8 Ω m", "Electronic structure": "[Kr].4d5.5s1", "ICSD oxidation states": [2, 3, 4, 5, 6], "Ionic radii": {"3": 0.83, "4": 0.79, "5": 0.75, "6": 0.73}, "Liquid range": "2016 K", "Melting point": "2896 K", "Mendeleev no": 56, "Mineral hardness": "5.5", "Molar volume": "9.38 cm3", "Name": "Molybdenum", "Oxidation states": [-2, -1, 1, 2, 3, 4, 5, 6], "Poissons ratio": "0.31", "Reflectivity": "58 %", "Refractive index": "no data", "Rigidity modulus": "20 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 0.83, "ionic_radius": 0.69}}}, "4": {"VI": {"": {"crystal_radius": 0.79, "ionic_radius": 0.65}}}, "5": {"IV": {"": {"crystal_radius": 0.6, "ionic_radius": 0.46}}, "VI": {"": {"crystal_radius": 0.75, "ionic_radius": 0.61}}}, "6": {"IV": {"": {"crystal_radius": 0.55, "ionic_radius": 0.41}}, "V": {"": {"crystal_radius": 0.64, "ionic_radius": 0.5}}, "VI": {"": {"crystal_radius": 0.73, "ionic_radius": 0.59}}, "VII": {"": {"crystal_radius": 0.87, "ionic_radius": 0.73}}}}, "Superconduction temperature": "0.915 K", "Thermal conductivity": "139 W m-1 K-1", "Van der waals radius": 2.17, "Velocity of sound": "6190 m s-1", "Vickers hardness": "1530 MN m-2", "X": 2.16, "Youngs modulus": "329 GPa", "Metallic radius": 1.402, "iupac_ordering": 57, "IUPAC ordering": 57, "Ground level": "7S3", "Ionization energies": [7.09243, 16.16, 27.13, 40.33, 54.417, 68.82704, 125.638, 143.6, 164.12, 186.3, 209.3, 230.28, 279.1, 302.6, 544.0, 591.0, 646.0, 702.0, 758.0, 829.0, 890.0, 953.0, 1019.0, 1082.0, 1263.0, 1319.6, 1385.1, 1462.0, 1537.0, 1587.0, 1730.1, 1790.93, 4259.0, 4430.0, 4618.0, 4800.0, 5084.0, 5287.0, 5548.0, 5713.194, 23810.654, 24572.156], "Electron affinity": 0.74733}, "N": {"Atomic mass": 14.0067, "Atomic no": 7, "Atomic orbitals": {"1s": -14.011501, "2p": -0.266297, "2s": -0.676151}, "Atomic radius": 0.65, "Atomic radius calculated": 0.56, "Boiling point": "77.36 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [-3, 3, 5], "Critical temperature": "126.2 K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[He].2s2.2p3", "ICSD oxidation states": [1, 3, 5, -1, -3, -2], "Ionic radii": {"-3": 1.32, "3": 0.3, "5": 0.27}, "Liquid range": "14.31 K", "Melting point": "63.05 K", "Mendeleev no": 100, "Mineral hardness": "no data", "Molar volume": "13.54 cm3", "Name": "Nitrogen", "Oxidation states": [-3, -2, -1, 1, 2, 3, 4, 5], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "1.000298 (gas; liquid 1.197)(no units)", "Rigidity modulus": "no data GPa", "Shannon radii": {"-3": {"IV": {"": {"crystal_radius": 1.32, "ionic_radius": 1.46}}}, "3": {"VI": {"": {"crystal_radius": 0.3, "ionic_radius": 0.16}}}, "5": {"III": {"": {"crystal_radius": 0.044, "ionic_radius": -0.104}}, "VI": {"": {"crystal_radius": 0.27, "ionic_radius": 0.13}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "0.02583 W m-1 K-1", "Van der waals radius": 1.55, "Velocity of sound": "333.6 m s-1", "Vickers hardness": "no data MN m-2", "X": 3.04, "Youngs modulus": "no data GPa", "NMR Quadrupole Moment": {"N-14": 20.44}, "Metallic radius": "no data", "iupac_ordering": 91, "IUPAC ordering": 91, "Ground level": "4S\u00b03/2", "Ionization energies": [14.53413, 29.60125, 47.4453, 77.4735, 97.8901, 552.06733, 667.046121], "Electron affinity": -0.07}, "Na": {"Atomic mass": 22.98976928, "Atomic no": 11, "Atomic orbitals": {"1s": -37.719975, "2p": -1.060636, "2s": -2.063401, "3s": -0.103415}, "Atomic radius": 1.8, "Atomic radius calculated": 1.9, "Boiling point": "1156 K", "Brinell hardness": "0.69 MN m-2", "Bulk modulus": "6.3 GPa", "Coefficient of linear thermal expansion": "71 x10-6K-1", "Common oxidation states": [1], "Critical temperature": "2573 K", "Density of solid": "968 kg m-3", "Electrical resistivity": "4.9 10-8 Ω m", "Electronic structure": "[Ne].3s1", "ICSD oxidation states": [1], "Ionic radii": {"1": 1.16}, "Liquid range": "785.13 K", "Melting point": "370.87 K", "Mendeleev no": 11, "Mineral hardness": "0.5", "Molar volume": "23.78 cm3", "Name": "Sodium", "Oxidation states": [-1, 1], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "3.3 GPa", "Shannon radii": {"1": {"IV": {"": {"crystal_radius": 1.13, "ionic_radius": 0.99}}, "V": {"": {"crystal_radius": 1.14, "ionic_radius": 1.0}}, "VI": {"": {"crystal_radius": 1.16, "ionic_radius": 1.02}}, "VII": {"": {"crystal_radius": 1.26, "ionic_radius": 1.12}}, "VIII": {"": {"crystal_radius": 1.32, "ionic_radius": 1.18}}, "IX": {"": {"crystal_radius": 1.38, "ionic_radius": 1.24}}, "XII": {"": {"crystal_radius": 1.53, "ionic_radius": 1.39}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "140 W m-1 K-1", "Van der waals radius": 2.27, "Velocity of sound": "3200 m s-1", "Vickers hardness": "no data MN m-2", "X": 0.93, "Youngs modulus": "10 GPa", "NMR Quadrupole Moment": {"Na-23": 104.1}, "Metallic radius": 1.86, "iupac_ordering": 10, "IUPAC ordering": 10, "Ground level": "2S1/2", "Ionization energies": [5.13907696, 47.28636, 71.62, 98.936, 138.404, 172.23, 208.504, 264.192, 299.856, 1465.134502, 1648.7022], "Electron affinity": 0.54792625}, "Nb": {"Atomic mass": 92.90638, "Atomic no": 41, "Atomic orbitals": {"1s": -673.76253, "2p": -85.272175, "2s": -92.74086, "3d": -7.339839, "3p": -12.552855, "3s": -15.393727, "4d": -0.125252, "4p": -1.250049, "4s": -2.036693, "5s": -0.144272}, "Atomic radius": 1.45, "Atomic radius calculated": 1.98, "Boiling point": "5017 K", "Brinell hardness": "736 MN m-2", "Bulk modulus": "170 GPa", "Coefficient of linear thermal expansion": "7.3 x10-6K-1", "Common oxidation states": [5], "Critical temperature": "no data K", "Density of solid": "8570 kg m-3", "Electrical resistivity": "15.2 10-8 Ω m", "Electronic structure": "[Kr].4d4.5s1", "ICSD oxidation states": [2, 3, 4, 5], "Ionic radii": {"3": 0.86, "4": 0.82, "5": 0.78}, "Liquid range": "2267 K", "Melting point": "2750 K", "Mendeleev no": 53, "Mineral hardness": "6.0", "Molar volume": "10.83 cm3", "Name": "Niobium", "Oxidation states": [-1, 2, 3, 4, 5], "Poissons ratio": "0.40", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "38 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 0.86, "ionic_radius": 0.72}}}, "4": {"VI": {"": {"crystal_radius": 0.82, "ionic_radius": 0.68}}, "VIII": {"": {"crystal_radius": 0.93, "ionic_radius": 0.79}}}, "5": {"IV": {"": {"crystal_radius": 0.62, "ionic_radius": 0.48}}, "VI": {"": {"crystal_radius": 0.78, "ionic_radius": 0.64}}, "VII": {"": {"crystal_radius": 0.83, "ionic_radius": 0.69}}, "VIII": {"": {"crystal_radius": 0.88, "ionic_radius": 0.74}}}}, "Superconduction temperature": "9.25 K", "Thermal conductivity": "54 W m-1 K-1", "Van der waals radius": 2.18, "Velocity of sound": "3480 m s-1", "Vickers hardness": "1320 MN m-2", "X": 1.6, "Youngs modulus": "105 GPa", "Metallic radius": 1.473, "iupac_ordering": 54, "IUPAC ordering": 54, "Ground level": "6D1/2", "Ionization energies": [6.75885, 14.32, 25.04, 37.611, 50.5728, 102.069, 119.1, 136.0, 159.2, 180.0, 200.28, 246.1, 268.59, 482.5, 530.0, 581.0, 636.0, 688.0, 758.0, 816.0, 877.0, 940.0, 1000.0, 1176.0, 1230.6, 1293.7, 1368.0, 1439.0, 1488.0, 1625.9, 1684.97, 4020.1, 4187.0, 4369.0, 4540.0, 4815.0, 5011.0, 5265.0, 5426.066, 22648.046, 23388.801], "Electron affinity": 0.917407}, "Nd": {"Atomic mass": 144.242, "Atomic no": 60, "Atomic orbitals": {"1s": -1509.698955, "2p": -224.351816, "2s": -236.613572, "3d": -35.754515, "3p": -45.791219, "3s": -51.161263, "4d": -4.377027, "4f": -0.179508, "4p": -7.96782, "4s": -10.000891, "5p": -0.798503, "5s": -1.334934, "6s": -0.125796}, "Atomic radius": 1.85, "Atomic radius calculated": 2.06, "Boiling point": "3373 K", "Brinell hardness": "265 MN m-2", "Bulk modulus": "32 GPa", "Coefficient of linear thermal expansion": "9.6 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "6800 kg m-3", "Electrical resistivity": "64.3 10-8 Ω m", "Electronic structure": "[Xe].4f4.6s2", "ICSD oxidation states": [2, 3], "Ionic radii": {"2": 1.43, "3": 1.123}, "Liquid range": "2076 K", "Melting point": "1297 K", "Mendeleev no": 30, "Mineral hardness": "no data", "Molar volume": "20.59 cm3", "Name": "Neodymium", "Oxidation states": [2, 3], "Poissons ratio": "0.28", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "16 GPa", "Shannon radii": {"2": {"VIII": {"": {"crystal_radius": 1.43, "ionic_radius": 1.29}}, "IX": {"": {"crystal_radius": 1.49, "ionic_radius": 1.35}}}, "3": {"VI": {"": {"crystal_radius": 1.123, "ionic_radius": 0.983}}, "VIII": {"": {"crystal_radius": 1.249, "ionic_radius": 1.109}}, "IX": {"": {"crystal_radius": 1.303, "ionic_radius": 1.163}}, "XII": {"": {"crystal_radius": 1.41, "ionic_radius": 1.27}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "17 W m-1 K-1", "Van der waals radius": 2.39, "Velocity of sound": "2330 m s-1", "Vickers hardness": "343 MN m-2", "X": 1.14, "Youngs modulus": "41 GPa", "Metallic radius": 1.821, "iupac_ordering": 44, "IUPAC ordering": 44, "Ground level": "5I4", "Ionization energies": [5.525, 10.783, 22.09, 40.6, 60.0, 84.0, 99.0, 114.0, 136.0, 152.0, 168.0, 195.0, 221.0, 243.0, 389.0, 420.0, 453.0, 489.0, 522.0, 562.0, 602.0, 638.0, 678.0, 714.0, 859.0, 896.0, 939.0, 978.0, 1049.0, 1092.0, 1191.0, 1238.42, 2134.0, 2224.0, 2321.0, 2425.0, 2525.0, 2627.0, 2758.0, 2861.0, 2974.0, 3078.0, 3371.0, 3465.0, 3567.0, 3662.0, 3891.0, 3997.0, 4198.0, 4302.0, 9742.0, 10002.0, 10288.0, 10555.0, 11384.0, 11694.0, 12082.0, 12341.66, 50339.59, 51515.58], "Electron affinity": 0.0974933}, "Ne": {"Atomic mass": 20.1797, "Atomic no": 10, "Atomic orbitals": {"1s": -30.305855, "2p": -0.498034, "2s": -1.322809}, "Atomic radius": "no data", "Atomic radius calculated": 0.38, "Boiling point": "27.07 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Critical temperature": "44.4 K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[He].2s2.2p6", "Liquid range": "2.51 K", "Max oxidation state": 0.0, "Melting point": "24.56 K", "Mendeleev no": 2, "Min oxidation state": 0.0, "Mineral hardness": "no data", "Molar volume": "13.23 cm3", "Name": "Neon", "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "1.000067", "Rigidity modulus": "no data GPa", "Superconduction temperature": "no data K", "Thermal conductivity": "0.0491 W m-1 K-1", "Van der waals radius": 1.54, "Velocity of sound": "936 m s-1", "Vickers hardness": "no data MN m-2", "Youngs modulus": "no data GPa", "NMR Quadrupole Moment": {"Ne-21": 101.55}, "Metallic radius": "no data", "iupac_ordering": 4, "IUPAC ordering": 4, "Ground level": "1S0", "Ionization energies": [21.564541, 40.96297, 63.4233, 97.19, 126.247, 157.934, 207.271, 239.097, 1195.80784, 1362.19916], "Electron affinity": -1.22}, "Ni": {"Atomic mass": 58.6934, "Atomic no": 28, "Atomic orbitals": {"1s": -297.870824, "2p": -30.868027, "2s": -35.312112, "3d": -0.348699, "3p": -2.594158, "3s": -3.950717, "4s": -0.210764}, "Atomic radius": 1.35, "Atomic radius calculated": 1.49, "Boiling point": "3186 K", "Brinell hardness": "700 MN m-2", "Bulk modulus": "180 GPa", "Coefficient of linear thermal expansion": "13.4 x10-6K-1", "Common oxidation states": [2], "Critical temperature": "no data K", "Density of solid": "8908 kg m-3", "Electrical resistivity": "7.2 10-8 Ω m", "Electronic structure": "[Ar].3d8.4s2", "ICSD oxidation states": [1, 2, 3, 4], "Ionic radii": {"3": 0.74}, "Ionic radii hs": {"3": 0.74}, "Ionic radii ls": {"2": 0.83, "3": 0.7, "4": 0.62}, "Liquid range": "1458 K", "Melting point": "1728 K", "Mendeleev no": 67, "Mineral hardness": "4.0", "Molar volume": "6.59 cm3", "Name": "Nickel", "Oxidation states": [-1, 1, 2, 3, 4], "Poissons ratio": "0.31", "Reflectivity": "72 %", "Refractive index": "no data", "Rigidity modulus": "76 GPa", "Shannon radii": {"2": {"IV": {"": {"crystal_radius": 0.69, "ionic_radius": 0.55}}, "IVSQ": {"": {"crystal_radius": 0.63, "ionic_radius": 0.49}}, "V": {"": {"crystal_radius": 0.77, "ionic_radius": 0.63}}, "VI": {"": {"crystal_radius": 0.83, "ionic_radius": 0.69}}}, "3": {"VI": {"Low Spin": {"crystal_radius": 0.7, "ionic_radius": 0.56}, "High Spin": {"crystal_radius": 0.74, "ionic_radius": 0.6}}}, "4": {"VI": {"Low Spin": {"crystal_radius": 0.62, "ionic_radius": 0.48}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "91 W m-1 K-1", "Van der waals radius": 1.97, "Velocity of sound": "4970 m s-1", "Vickers hardness": "638 MN m-2", "X": 1.91, "Youngs modulus": "200 GPa", "NMR Quadrupole Moment": {"Ni-61": 162.15}, "Metallic radius": 1.246, "iupac_ordering": 70, "IUPAC ordering": 70, "Ground level": "3F4", "Ionization energies": [7.639878, 18.168838, 35.187, 54.92, 76.06, 108.0, 132.0, 162.0, 193.2, 224.7, 319.5, 351.6, 384.5, 429.3, 462.8, 495.4, 571.07, 607.02, 1541.0, 1646.0, 1758.0, 1880.0, 2008.1, 2130.5, 2295.6, 2399.259, 10288.8862, 10775.386], "Electron affinity": 1.1571612}, "No": {"Atomic mass": 259.0, "Atomic no": 102, "Atomic orbitals": "no data", "Atomic radius": "no data", "Atomic radius calculated": "no data", "Boiling point": "no data K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Rn].5f14.7s2", "Liquid range": "no data K", "Melting point": "about 1100 K", "Mendeleev no": 35, "Mineral hardness": "no data", "Molar volume": "no data cm3", "Name": "Nobelium", "Oxidation states": [2, 3], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"2": {"VI": {"": {"crystal_radius": 1.24, "ionic_radius": 1.1}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "no data W m-1 K-1", "Van der waals radius": 2.46, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 1.3, "Youngs modulus": "no data GPa", "Metallic radius": "no data", "iupac_ordering": 19, "IUPAC ordering": 19, "Ground level": "1S0", "Ionization energies": [6.62621, 12.93, 25.8, 41.5, 60.0, 74.0, 97.0, 119.0, 140.0, 170.0, 187.0, 216.0, 246.0, 267.0, 285.0, 312.0, 341.0, 367.0, 394.0, 422.0, 448.0, 475.0, 496.0, 520.0, 701.0, 734.0, 768.0, 805.0, 840.0, 875.0, 934.0, 969.0, 1010.0, 1045.0, 1220.0, 1260.0, 1300.0, 1350.0, 1500.0, 1550.0, 1680.0, 1730.0, 1920.0, 2010.0, 2110.0, 2200.0, 2290.0, 2380.0, 2470.0, 2570.0, 2680.0, 2760.0, 2860.0, 2950.0, 3050.0, 3140.0, 3627.0, 3705.0, 3790.0, 3878.0, 3962.0, 4045.0, 4234.0, 4320.0, 4413.0, 4500.0, 4850.0, 4930.0, 5030.0, 5110.0, 5750.0, 5850.0, 6110.0, 6210.0, 9680.0, 9860.0, 10060.0, 10270.0, 10470.0, 10660.0, 11200.0, 11410.0, 11630.0, 11840.0, 12420.0, 12600.0, 12800.0, 12980.0, 15000.0, 15200.0, 15600.0, 15800.0, 31700.0, 32200.0, 32700.0, 33200.0, 40500.0, 41200.0, 42100.0, 42632.0, null, 168806.0], "Electron affinity": -2.33}, "Np": {"Atomic mass": 237.0, "Atomic no": 93, "Atomic orbitals": "no data", "Atomic radius": 1.75, "Atomic radius calculated": "no data", "Boiling point": "4273 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [5], "Critical temperature": "no data K", "Density of solid": "20450 kg m-3", "Electrical resistivity": "120 10-8 Ω m", "Electronic structure": "[Rn].5f4.6d1.7s2", "Ionic radii": {"2": 1.24, "3": 1.15, "4": 1.01, "5": 0.89, "6": 0.86, "7": 0.85}, "Liquid range": "3363 K", "Melting point": "910 K", "Mendeleev no": 44, "Mineral hardness": "no data", "Molar volume": "11.59 cm3", "Name": "Neptunium", "Oxidation states": [3, 4, 5, 6, 7], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"2": {"VI": {"": {"crystal_radius": 1.24, "ionic_radius": 1.1}}}, "3": {"VI": {"": {"crystal_radius": 1.15, "ionic_radius": 1.01}}}, "4": {"VI": {"": {"crystal_radius": 1.01, "ionic_radius": 0.87}}, "VIII": {"": {"crystal_radius": 1.12, "ionic_radius": 0.98}}}, "5": {"VI": {"": {"crystal_radius": 0.89, "ionic_radius": 0.75}}}, "6": {"VI": {"": {"crystal_radius": 0.86, "ionic_radius": 0.72}}}, "7": {"VI": {"": {"crystal_radius": 0.85, "ionic_radius": 0.71}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "6 W m-1 K-1", "Van der waals radius": 2.39, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 1.36, "Youngs modulus": "no data GPa", "Metallic radius": 1.503, "iupac_ordering": 28, "IUPAC ordering": 28, "Ground level": "6L11/2", "Ionization energies": [6.26554, 11.5, 19.7, 33.8, 48.0, 65.0, 92.0, 107.0, 121.0, 136.0, 151.0, 179.0, 196.0, 233.0, 252.0, 355.0, 382.0, 408.0, 438.0, 466.0, 495.0, 535.0, 565.0, 596.0, 626.0, 770.0, 810.0, 850.0, 880.0, 980.0, 1020.0, 1130.0, 1170.0, 1280.0, 1360.0, 1430.0, 1510.0, 1590.0, 1670.0, 1740.0, 1820.0, 1910.0, 1990.0, 2070.0, 2140.0, 2230.0, 2310.0, 2675.0, 2745.0, 2817.0, 2894.0, 2969.0, 3041.0, 3181.0, 3255.0, 3338.0, 3413.0, 3718.0, 3792.0, 3872.0, 3947.0, 4353.0, 4441.0, 4658.0, 4744.0, 7610.0, 7770.0, 7950.0, 8130.0, 8310.0, 8480.0, 8890.0, 9070.0, 9270.0, 9450.0, 9970.0, 10130.0, 10300.0, 10470.0, 11730.0, 11930.0, 12320.0, 12500.0, 25870.0, 26300.0, 26770.0, 27210.0, 31910.0, 32500.0, 33300.0, 33722.2, 132901.8, 135202.0], "Electron affinity": 0.48}, "O": {"Atomic mass": 15.9994, "Atomic no": 8, "Atomic orbitals": {"1s": -18.758245, "2p": -0.338381, "2s": -0.871362}, "Atomic radius": 0.6, "Atomic radius calculated": 0.48, "Boiling point": "90.2 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [-2], "Critical temperature": "154.6 K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[He].2s2.2p4", "ICSD oxidation states": [-2], "Ionic radii": {"-2": 1.26}, "Liquid range": "35.4 K", "Melting point": "54.8 K", "Mendeleev no": 101, "Mineral hardness": "no data", "Molar volume": "17.36 cm3", "Name": "Oxygen", "Oxidation states": [-2, -1, 1, 2], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "1.000271 (gas; liquid 1.221)(no units)", "Rigidity modulus": "no data GPa", "Shannon radii": {"-2": {"II": {"": {"crystal_radius": 1.21, "ionic_radius": 1.35}}, "III": {"": {"crystal_radius": 1.22, "ionic_radius": 1.36}}, "IV": {"": {"crystal_radius": 1.24, "ionic_radius": 1.38}}, "VI": {"": {"crystal_radius": 1.26, "ionic_radius": 1.4}}, "VIII": {"": {"crystal_radius": 1.28, "ionic_radius": 1.42}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "0.02658 W m-1 K-1", "Van der waals radius": 1.52, "Velocity of sound": "317.5 m s-1", "Vickers hardness": "no data MN m-2", "X": 3.44, "Youngs modulus": "no data GPa", "NMR Quadrupole Moment": {"O-17": -25.58}, "Metallic radius": "no data", "iupac_ordering": 97, "IUPAC ordering": 97, "Ground level": "3P2", "Ionization energies": [13.618055, 35.12112, 54.93554, 77.4135, 113.899, 138.1189, 739.32683, 871.409883], "Electron affinity": 1.4611053}, "Os": {"Atomic mass": 190.23, "Atomic no": 76, "Atomic orbitals": {"1s": -2475.238617, "2p": -393.15408, "2s": -409.522396, "3d": -72.497183, "3p": -86.837047, "3s": -94.501324, "4d": -10.176082, "4f": -2.321175, "4p": -16.119671, "4s": -19.362527, "5d": -0.296791, "5p": -1.757404, "5s": -2.738293, "6s": -0.191489}, "Atomic radius": 1.3, "Atomic radius calculated": 1.85, "Boiling point": "5285 K", "Brinell hardness": "3920 MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "5.1 x10-6K-1", "Common oxidation states": [4], "Critical temperature": "no data K", "Density of solid": "22610 kg m-3", "Electrical resistivity": "8.1 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d6.6s2", "Ionic radii": {"4": 0.77, "5": 0.715, "6": 0.685, "7": 0.665, "8": 0.53}, "Liquid range": "1979 K", "Melting point": "3306 K", "Mendeleev no": 63, "Mineral hardness": "7.0", "Molar volume": "8.42 cm3", "Name": "Osmium", "Oxidation states": [-2, -1, 1, 2, 3, 4, 5, 6, 7, 8], "Poissons ratio": "0.25", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "222 GPa", "Shannon radii": {"4": {"VI": {"": {"crystal_radius": 0.77, "ionic_radius": 0.63}}}, "5": {"VI": {"": {"crystal_radius": 0.715, "ionic_radius": 0.575}}}, "6": {"V": {"": {"crystal_radius": 0.63, "ionic_radius": 0.49}}, "VI": {"": {"crystal_radius": 0.685, "ionic_radius": 0.545}}}, "7": {"VI": {"": {"crystal_radius": 0.665, "ionic_radius": 0.525}}}, "8": {"IV": {"": {"crystal_radius": 0.53, "ionic_radius": 0.39}}}}, "Superconduction temperature": "0.66 K", "Thermal conductivity": "88 W m-1 K-1", "Van der waals radius": 2.16, "Velocity of sound": "4940 m s-1", "Vickers hardness": "no data MN m-2", "X": 2.2, "Youngs modulus": "no data GPa", "Metallic radius": 1.352, "iupac_ordering": 62, "IUPAC ordering": 62, "Ground level": "5D4", "Ionization energies": [8.43823, 17.0, 25.0, 41.0, 55.0, 70.1, 85.1, 102.02, 168.7, 190.0, 213.0, 235.0, 269.0, 298.0, 322.0, 367.0, 410.0, 436.0, 470.0, 520.0, 570.0, 620.0, 670.0, 720.0, 770.0, 820.0, 870.0, 920.0, 970.0, 1015.0, 1262.0, 1311.0, 1364.0, 1420.0, 1474.0, 1528.0, 1606.0, 1660.0, 1720.0, 1776.0, 1996.0, 2052.0, 2112.0, 2168.0, 2336.0, 2400.0, 2552.0, 2615.5, 4374.0, 4501.0, 4635.0, 4779.0, 4917.0, 5052.0, 5280.0, 5421.0, 5575.0, 5717.0, 6115.0, 6240.0, 6376.0, 6503.0, 7039.0, 7185.0, 7468.0, 7610.0, 16560.0, 16900.0, 17270.0, 17620.0, 19600.0, 20030.0, 20570.0, 20920.6, 83976.21, 85614.4], "Electron affinity": 1.0778013}, "P": {"Atomic mass": 30.973762, "Atomic no": 15, "Atomic orbitals": {"1s": -76.061897, "2p": -4.576617, "2s": -6.329346, "3p": -0.20608, "3s": -0.512364}, "Atomic radius": 1.0, "Atomic radius calculated": 0.98, "Boiling point": "550 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "11 GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [-3, 3, 5], "Critical temperature": "994 K", "Density of solid": "1823 kg m-3", "Electrical resistivity": "about 10 10-8 Ω m", "Electronic structure": "[Ne].3s2.3p3", "ICSD oxidation states": [3, 4, 5, -2, -3, -1], "Ionic radii": {"3": 0.58, "5": 0.52}, "Liquid range": "232.7 K", "Melting point": "(white P) 317.3 K", "Mendeleev no": 90, "Mineral hardness": "no data", "Molar volume": "17.02 cm3", "Name": "Phosphorus", "Oxidation states": [-3, -2, -1, 1, 2, 3, 4, 5], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "1.001212", "Rigidity modulus": "no data GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 0.58, "ionic_radius": 0.44}}}, "5": {"IV": {"": {"crystal_radius": 0.31, "ionic_radius": 0.17}}, "V": {"": {"crystal_radius": 0.43, "ionic_radius": 0.29}}, "VI": {"": {"crystal_radius": 0.52, "ionic_radius": 0.38}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "0.236 W m-1 K-1", "Van der waals radius": 1.8, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 2.19, "Youngs modulus": "no data GPa", "Metallic radius": "no data", "iupac_ordering": 90, "IUPAC ordering": 90, "Ground level": "4S\u00b03/2", "Ionization energies": [10.486686, 19.76949, 30.20264, 51.44387, 65.02511, 220.43, 263.57, 309.6, 372.31, 424.4, 479.44, 560.62, 611.741, 2816.90879, 3069.8416], "Electron affinity": 0.7466071}, "Pa": {"Atomic mass": 231.03588, "Atomic no": 91, "Atomic orbitals": {"1s": -3606.333629, "2p": -603.470278, "2s": -623.870431, "3d": -127.781168, "3p": -146.485678, "3s": -156.466742, "4d": -25.933121, "4f": -14.105747, "4p": -34.48293, "4s": -39.064507, "5d": -3.659928, "5f": -0.316813, "5p": -6.709821, "5s": -8.463463, "6d": -0.142481, "6p": -0.799756, "6s": -1.287232, "7s": -0.129653}, "Atomic radius": 1.8, "Atomic radius calculated": "no data", "Boiling point": "no data K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [5], "Critical temperature": "no data K", "Density of solid": "15370 kg m-3", "Electrical resistivity": "18 10-8 Ω m", "Electronic structure": "[Rn].5f2.6d1.7s2", "Ionic radii": {"3": 1.16, "4": 1.04, "5": 0.92}, "Liquid range": "no data K", "Melting point": "1841 K", "Mendeleev no": 46, "Mineral hardness": "no data", "Molar volume": "15.18 cm3", "Name": "Protactinium", "Oxidation states": [3, 4, 5], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.18, "ionic_radius": 1.04}}}, "4": {"VI": {"": {"crystal_radius": 1.04, "ionic_radius": 0.9}}, "VIII": {"": {"crystal_radius": 1.15, "ionic_radius": 1.01}}}, "5": {"VI": {"": {"crystal_radius": 0.92, "ionic_radius": 0.78}}, "VIII": {"": {"crystal_radius": 1.05, "ionic_radius": 0.91}}, "IX": {"": {"crystal_radius": 1.09, "ionic_radius": 0.95}}}}, "Superconduction temperature": "1.4 K", "Thermal conductivity": "47 W m-1 K-1", "Van der waals radius": 2.1, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 1.5, "Youngs modulus": "no data GPa", "Metallic radius": 1.642, "iupac_ordering": 30, "IUPAC ordering": 30, "Ground level": "4K11/2", "Ionization energies": [5.89, 11.9, 18.6, 30.9, 44.3, 72.0, 85.1, 98.9, 111.0, 137.0, 153.0, 187.0, 203.0, 292.0, 316.0, 342.0, 369.0, 395.0, 423.0, 460.0, 488.0, 518.0, 546.0, 690.0, 720.0, 760.0, 790.0, 880.0, 920.0, 1020.0, 1060.0, 1150.0, 1220.0, 1300.0, 1370.0, 1450.0, 1520.0, 1600.0, 1670.0, 1760.0, 1830.0, 1910.0, 1980.0, 2060.0, 2130.0, 2483.0, 2550.0, 2620.0, 2696.0, 2766.0, 2837.0, 2968.0, 3040.0, 3119.0, 3193.0, 3488.0, 3558.0, 3637.0, 3709.0, 4077.0, 4161.0, 4370.0, 4454.0, 7181.0, 7341.0, 7510.0, 7690.0, 7870.0, 8040.0, 8410.0, 8590.0, 8780.0, 8960.0, 9460.0, 9620.0, 9790.0, 9950.0, 11100.0, 11290.0, 11660.0, 11840.0, 24660.0, 25080.0, 25540.0, 25970.0, 30230.0, 30800.0, 31520.0, 31971.6, 126296.6, 128507.1], "Electron affinity": 0.55}, "Pb": {"Atomic mass": 207.2, "Atomic no": 82, "Atomic orbitals": {"1s": -2901.078061, "2p": -470.877785, "2s": -488.843335, "3d": -91.889924, "3p": -107.950391, "3s": -116.526852, "4d": -15.030026, "4f": -5.592532, "4p": -21.990564, "4s": -25.75333, "5d": -0.902393, "5p": -2.941657, "5s": -4.206797, "6p": -0.141831, "6s": -0.357187}, "Atomic radius": 1.8, "Atomic radius calculated": 1.54, "Boiling point": "2022 K", "Brinell hardness": "38.3 MN m-2", "Bulk modulus": "46 GPa", "Coefficient of linear thermal expansion": "28.9 x10-6K-1", "Common oxidation states": [2, 4], "Critical temperature": "no data K", "Density of solid": "11340 kg m-3", "Electrical resistivity": "21 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d10.6s2.6p2", "ICSD oxidation states": [2, 4], "Ionic radii": {"2": 1.33, "4": 0.915}, "Liquid range": "1421.39 K", "Melting point": "600.61 K", "Mendeleev no": 82, "Mineral hardness": "1.5", "Molar volume": "18.26 cm3", "Name": "Lead", "Oxidation states": [-4, 2, 4], "Poissons ratio": "0.44", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "5.6 GPa", "Shannon radii": {"2": {"IVPY": {"": {"crystal_radius": 1.12, "ionic_radius": 0.98}}, "VI": {"": {"crystal_radius": 1.33, "ionic_radius": 1.19}}, "VII": {"": {"crystal_radius": 1.37, "ionic_radius": 1.23}}, "VIII": {"": {"crystal_radius": 1.43, "ionic_radius": 1.29}}, "IX": {"": {"crystal_radius": 1.49, "ionic_radius": 1.35}}, "X": {"": {"crystal_radius": 1.54, "ionic_radius": 1.4}}, "XI": {"": {"crystal_radius": 1.59, "ionic_radius": 1.45}}, "XII": {"": {"crystal_radius": 1.63, "ionic_radius": 1.49}}}, "4": {"IV": {"": {"crystal_radius": 0.79, "ionic_radius": 0.65}}, "V": {"": {"crystal_radius": 0.87, "ionic_radius": 0.73}}, "VI": {"": {"crystal_radius": 0.915, "ionic_radius": 0.775}}, "VIII": {"": {"crystal_radius": 1.08, "ionic_radius": 0.94}}}}, "Superconduction temperature": "7.2 K", "Thermal conductivity": "35 W m-1 K-1", "Van der waals radius": 2.02, "Velocity of sound": "1260 m s-1", "Vickers hardness": "no data MN m-2", "X": 2.33, "Youngs modulus": "16 GPa", "Metallic radius": 1.75, "iupac_ordering": 82, "IUPAC ordering": 82, "Ground level": "1/2,1/2)0", "Ionization energies": [7.4166799, 15.032499, 31.9373, 42.33256, 68.8, 82.9, 100.1, 120.0, 138.0, 158.0, 182.0, 203.0, 224.0, 245.1, 338.1, 374.0, 401.0, 427.0, 478.0, 507.0, 570.0, 610.0, 650.0, 690.0, 750.0, 810.0, 870.0, 930.0, 990.0, 1050.0, 1120.0, 1180.0, 1240.0, 1300.0, 1360.0, 1430.0, 1704.0, 1760.0, 1819.0, 1884.0, 1945.0, 2004.0, 2101.0, 2163.0, 2230.0, 2292.0, 2543.0, 2605.0, 2671.0, 2735.0, 2965.0, 3036.0, 3211.0, 3282.1, 5414.0, 5555.0, 5703.0, 5862.0, 6015.0, 6162.0, 6442.0, 6597.0, 6767.0, 6924.0, 7362.0, 7500.0, 7650.0, 7790.0, 8520.0, 8680.0, 9000.0, 9150.0, 19590.0, 19970.0, 20380.0, 20750.0, 23460.0, 23940.0, 24550.0, 24938.2, 99491.85, 101336.4], "Electron affinity": 0.3567212}, "Pd": {"Atomic mass": 106.42, "Atomic no": 46, "Atomic orbitals": {"1s": -860.134909, "2p": -114.408286, "2s": -123.105078, "3d": -12.132197, "3p": -18.580798, "3s": -22.060898, "4d": -0.160771, "4p": -1.815215, "4s": -2.889173}, "Atomic radius": 1.4, "Atomic radius calculated": 1.69, "Boiling point": "3236 K", "Brinell hardness": "37.3 MN m-2", "Bulk modulus": "180 GPa", "Coefficient of linear thermal expansion": "11.8 x10-6K-1", "Common oxidation states": [2, 4], "Critical temperature": "no data K", "Density of solid": "12023 kg m-3", "Electrical resistivity": "10.8 10-8 Ω m", "Electronic structure": "[Kr].4d10", "ICSD oxidation states": [2, 4], "Ionic radii": {"1": 0.73, "2": 1.0, "3": 0.9, "4": 0.755}, "Liquid range": "1407.95 K", "Melting point": "1828.05 K", "Mendeleev no": 69, "Mineral hardness": "4.75", "Molar volume": "8.56 cm3", "Name": "Palladium", "Oxidation states": [2, 4], "Poissons ratio": "0.39", "Reflectivity": "72 %", "Refractive index": "no data", "Rigidity modulus": "44 GPa", "Shannon radii": {"1": {"II": {"": {"crystal_radius": 0.73, "ionic_radius": 0.59}}}, "2": {"IVSQ": {"": {"crystal_radius": 0.78, "ionic_radius": 0.64}}, "VI": {"": {"crystal_radius": 1.0, "ionic_radius": 0.86}}}, "3": {"VI": {"": {"crystal_radius": 0.9, "ionic_radius": 0.76}}}, "4": {"VI": {"": {"crystal_radius": 0.755, "ionic_radius": 0.615}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "72 W m-1 K-1", "Van der waals radius": 2.1, "Velocity of sound": "3070 m s-1", "Vickers hardness": "461 MN m-2", "X": 2.2, "Youngs modulus": "121 GPa", "Metallic radius": 1.376, "iupac_ordering": 69, "IUPAC ordering": 69, "Ground level": "1S0", "Ionization energies": [8.336839, 19.43, 32.93, 46.0, 61.0, 84.1, 101.0, 120.0, 141.0, 159.9, 238.57, 260.0, 286.0, 311.0, 342.0, 369.1, 427.0, 457.5, 810.0, 869.0, 933.0, 1000.0, 1065.0, 1145.0, 1218.0, 1290.0, 1366.0, 1438.0, 1644.0, 1706.2, 1781.3, 1869.0, 1962.0, 2016.0, 2181.0, 2248.87, 5284.0, 5475.0, 5683.0, 5880.0, 6242.0, 6469.0, 6759.0, 6943.097, 28776.034, 29622.6], "Electron affinity": 0.5621412}, "Pm": {"Atomic mass": 145.0, "Atomic no": 61, "Atomic orbitals": {"1s": -1562.980284, "2p": -233.455114, "2s": -245.970548, "3d": -37.625433, "3p": -47.921132, "3s": -53.429311, "4d": -4.596822, "4f": -0.200159, "4p": -8.320495, "4s": -10.422756, "5p": -0.817702, "5s": -1.372265, "6s": -0.127053}, "Atomic radius": 1.85, "Atomic radius calculated": 2.05, "Boiling point": "3273 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "33 GPa", "Coefficient of linear thermal expansion": "11 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "7264 kg m-3", "Electrical resistivity": "about 75 10-8 Ω m", "Electronic structure": "[Xe].4f5.6s2", "Ionic radii": {"3": 1.11}, "Liquid range": "1900 K", "Melting point": "1373 K", "Mendeleev no": 29, "Mineral hardness": "no data", "Molar volume": "20.23 cm3", "Name": "Promethium", "Oxidation states": [3], "Poissons ratio": "0.28", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "18 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.11, "ionic_radius": 0.97}}, "VIII": {"": {"crystal_radius": 1.233, "ionic_radius": 1.093}}, "IX": {"": {"crystal_radius": 1.284, "ionic_radius": 1.144}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "15 W m-1 K-1", "Van der waals radius": 2.38, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 1.13, "Youngs modulus": "46 GPa", "Metallic radius": 1.811, "iupac_ordering": 43, "IUPAC ordering": 43, "Ground level": "6H\u00b05/2", "Ionization energies": [5.58187, 10.938, 22.44, 41.17, 61.7, 85.0, 101.0, 116.0, 138.0, 155.0, 174.0, 202.0, 229.0, 248.0, 269.0, 430.0, 462.0, 497.0, 534.0, 569.0, 609.0, 651.0, 689.0, 730.0, 767.0, 916.0, 956.0, 998.0, 1040.0, 1113.0, 1158.0, 1261.0, 1308.7, 2251.0, 2344.0, 2443.0, 2549.0, 2652.0, 2755.0, 2892.0, 2997.0, 3112.0, 3219.0, 3519.0, 3613.0, 3718.0, 3816.0, 4056.0, 4166.0, 4371.0, 4476.0, 10115.0, 10378.0, 10671.0, 10942.0, 11819.0, 12136.0, 12532.0, 12797.26, 52144.29, 53346.1], "Electron affinity": 0.129}, "Po": {"Atomic mass": 210.0, "Atomic no": 84, "Atomic orbitals": {"1s": -3050.988417, "2p": -498.77192, "2s": -517.275843, "3d": -99.256068, "3p": -115.898384, "3s": -124.783683, "4d": -17.173307, "4f": -7.206499, "4p": -24.481337, "4s": -28.42254, "5d": -1.386458, "5p": -3.655382, "5s": -5.027447, "6p": -0.217889, "6s": -0.493528}, "Atomic radius": 1.9, "Atomic radius calculated": 1.35, "Boiling point": "1235 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [-2, 2, 4], "Critical temperature": "no data K", "Density of solid": "9196 kg m-3", "Electrical resistivity": "40 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d10.6s2.6p4", "Ionic radii": {"4": 1.08, "6": 0.81}, "Liquid range": "708 K", "Melting point": "527 K", "Mendeleev no": 91, "Mineral hardness": "no data", "Molar volume": "22.97 cm3", "Name": "Polonium", "Oxidation states": [-2, 2, 4, 6], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"4": {"VI": {"": {"crystal_radius": 1.08, "ionic_radius": 0.94}}, "VIII": {"": {"crystal_radius": 1.22, "ionic_radius": 1.08}}}, "6": {"VI": {"": {"crystal_radius": 0.81, "ionic_radius": 0.67}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "20 W m-1 K-1", "Van der waals radius": 1.97, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 2.0, "Youngs modulus": "no data GPa", "Metallic radius": 1.53, "iupac_ordering": 93, "IUPAC ordering": 93, "Ground level": "3P2", "Ionization energies": [8.41807, 19.3, 27.3, 36.0, 57.0, 69.1, 108.0, 125.0, 146.1, 166.0, 186.0, 209.0, 235.0, 257.0, 281.0, 304.0, 416.0, 444.0, 473.0, 502.0, 560.0, 590.0, 670.0, 700.0, 740.0, 800.0, 870.0, 930.0, 990.0, 1060.0, 1120.0, 1180.0, 1250.0, 1320.0, 1380.0, 1440.0, 1510.0, 1570.0, 1865.0, 1923.0, 1986.0, 2052.0, 2115.0, 2177.0, 2281.0, 2345.0, 2414.0, 2480.0, 2740.0, 2803.0, 2873.0, 2938.0, 3194.0, 3268.0, 3450.0, 3524.2, 5785.0, 5930.0, 6084.0, 6248.0, 6405.0, 6557.0, 6856.0, 7015.0, 7191.0, 7350.0, 7810.0, 7950.0, 8100.0, 8240.0, 9050.0, 9220.0, 9550.0, 9710.0, 20670.0, 21050.0, 21470.0, 21860.0, 24860.0, 25360.0, 25990.0, 26390.4, 105064.3, 106982.7], "Electron affinity": 1.407}, "Pr": {"Atomic mass": 140.90765, "Atomic no": 59, "Atomic orbitals": {"1s": -1457.338067, "2p": -215.418313, "2s": -227.426363, "3d": -33.913996, "3p": -43.692548, "3s": -48.924994, "4d": -4.154228, "4f": -0.155138, "4p": -7.613108, "4s": -9.577447, "5p": -0.778046, "5s": -1.296106, "6s": -0.124465}, "Atomic radius": 1.85, "Atomic radius calculated": 2.47, "Boiling point": "3563 K", "Brinell hardness": "481 MN m-2", "Bulk modulus": "29 GPa", "Coefficient of linear thermal expansion": "6.7 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "6640 kg m-3", "Electrical resistivity": "70 10-8 Ω m", "Electronic structure": "[Xe].4f3.6s2", "ICSD oxidation states": [3, 4], "Ionic radii": {"3": 1.13, "4": 0.99}, "Liquid range": "2355 K", "Melting point": "1208 K", "Mendeleev no": 31, "Mineral hardness": "no data", "Molar volume": "20.80 cm3", "Name": "Praseodymium", "Oxidation states": [2, 3, 4], "Poissons ratio": "0.28", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "15 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.13, "ionic_radius": 0.99}}, "VIII": {"": {"crystal_radius": 1.266, "ionic_radius": 1.126}}, "IX": {"": {"crystal_radius": 1.319, "ionic_radius": 1.179}}}, "4": {"VI": {"": {"crystal_radius": 0.99, "ionic_radius": 0.85}}, "VIII": {"": {"crystal_radius": 1.1, "ionic_radius": 0.96}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "13 W m-1 K-1", "Van der waals radius": 2.4, "Velocity of sound": "2280 m s-1", "Vickers hardness": "400 MN m-2", "X": 1.13, "Youngs modulus": "37 GPa", "Metallic radius": 1.828, "iupac_ordering": 45, "IUPAC ordering": 45, "Ground level": "4I\u00b09/2", "Ionization energies": [5.4702, 10.631, 21.6237, 38.981, 57.53, 82.0, 97.0, 112.0, 131.0, 148.0, 162.0, 196.0, 217.02, 350.0, 378.0, 412.0, 445.0, 478.0, 516.0, 554.0, 590.0, 627.0, 663.0, 803.0, 840.0, 880.0, 920.0, 985.0, 1028.0, 1124.0, 1169.9, 2019.0, 2108.0, 2202.0, 2304.0, 2400.0, 2501.0, 2628.0, 2729.0, 2838.0, 2941.0, 3227.0, 3319.0, 3419.0, 3512.0, 3729.0, 3832.0, 4030.0, 4130.0, 9378.0, 9632.0, 9913.0, 10175.0, 10959.0, 11262.0, 11641.0, 11895.89, 48571.71, 49722.25], "Electron affinity": 0.1092346}, "Pt": {"Atomic mass": 195.084, "Atomic no": 78, "Atomic orbitals": {"1s": -2613.096532, "2p": -417.96053, "2s": -434.858003, "3d": -78.400271, "3p": -93.309108, "3s": -101.274869, "4d": -11.419476, "4f": -3.038049, "4p": -17.697297, "4s": -21.110651, "5d": -0.273634, "5p": -1.884256, "5s": -2.950526, "6s": -0.161308}, "Atomic radius": 1.35, "Atomic radius calculated": 1.77, "Boiling point": "4098 K", "Brinell hardness": "392 MN m-2", "Bulk modulus": "230 GPa", "Coefficient of linear thermal expansion": "8.8 x10-6K-1", "Common oxidation states": [2, 4], "Critical temperature": "no data K", "Density of solid": "21090 kg m-3", "Electrical resistivity": "10.6 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d9.6s1", "Ionic radii": {"2": 0.94, "4": 0.765, "5": 0.71}, "Liquid range": "2056.6 K", "Melting point": "2041.4 K", "Mendeleev no": 68, "Mineral hardness": "3.5", "Molar volume": "9.09 cm3", "Name": "Platinum", "Oxidation states": [-2, 2, 4, 5, 6], "Poissons ratio": "0.38", "Reflectivity": "73 %", "Refractive index": "no data", "Rigidity modulus": "61 GPa", "Shannon radii": {"2": {"IVSQ": {"": {"crystal_radius": 0.74, "ionic_radius": 0.6}}, "VI": {"": {"crystal_radius": 0.94, "ionic_radius": 0.8}}}, "4": {"VI": {"": {"crystal_radius": 0.765, "ionic_radius": 0.625}}}, "5": {"VI": {"": {"crystal_radius": 0.71, "ionic_radius": 0.57}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "72 W m-1 K-1", "Van der waals radius": 2.13, "Velocity of sound": "2680 m s-1", "Vickers hardness": "549 MN m-2", "X": 2.28, "Youngs modulus": "168 GPa", "Metallic radius": 1.387, "iupac_ordering": 68, "IUPAC ordering": 68, "Ground level": "3D3", "Ionization energies": [8.95883, 18.56, 29.0, 43.0, 56.0, 75.0, 91.0, 109.0, 126.0, 144.9, 220.4, 245.0, 269.0, 293.0, 332.0, 358.0, 392.0, 445.0, 479.0, 507.0, 550.0, 610.0, 660.0, 710.0, 760.0, 820.0, 870.0, 930.0, 980.0, 1040.0, 1090.0, 1140.0, 1402.0, 1454.0, 1509.0, 1567.0, 1624.0, 1680.0, 1763.0, 1821.0, 1883.0, 1941.0, 2171.0, 2228.0, 2291.0, 2350.0, 2536.0, 2603.0, 2762.0, 2827.8, 4715.0, 4839.0, 4980.0, 5128.0, 5270.0, 5410.0, 5654.0, 5800.0, 5959.0, 6106.0, 6517.0, 6646.0, 6787.0, 6918.0, 7512.0, 7660.0, 7960.0, 8100.0, 17540.0, 17890.0, 18280.0, 18630.0, 20840.0, 21280.0, 21840.0, 22205.7, 88955.18, 90659.7], "Electron affinity": 2.125105}, "Pu": {"Atomic mass": 244.0, "Atomic no": 94, "Atomic orbitals": "no data", "Atomic radius": 1.75, "Atomic radius calculated": "no data", "Boiling point": "3503 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [4], "Critical temperature": "no data K", "Density of solid": "19816 kg m-3", "Electrical resistivity": "150 10-8 Ω m", "Electronic structure": "[Rn].5f6.7s2", "Ionic radii": {"3": 1.14, "4": 1.0, "5": 0.88, "6": 0.85}, "Liquid range": "2590.5 K", "Melting point": "912.5 K", "Mendeleev no": 43, "Mineral hardness": "no data", "Molar volume": "12.29 cm3", "Name": "Plutonium", "Oxidation states": [3, 4, 5, 6, 7], "Poissons ratio": "0.21", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "43 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.14, "ionic_radius": 1.0}}}, "4": {"VI": {"": {"crystal_radius": 1.0, "ionic_radius": 0.86}}, "VIII": {"": {"crystal_radius": 1.1, "ionic_radius": 0.96}}}, "5": {"VI": {"": {"crystal_radius": 0.88, "ionic_radius": 0.74}}}, "6": {"VI": {"": {"crystal_radius": 0.85, "ionic_radius": 0.71}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "6 W m-1 K-1", "Van der waals radius": 2.43, "Velocity of sound": "2260 m s-1", "Vickers hardness": "no data MN m-2", "X": 1.28, "Youngs modulus": "96 GPa", "Metallic radius": 1.523, "iupac_ordering": 27, "IUPAC ordering": 27, "Ground level": "7F0", "Ionization energies": [6.02576, 11.5, 21.1, 35.0, 49.0, 80.0, 95.0, 109.0, 124.0, 139.0, 159.0, 179.0, 200.0, 219.0, 258.0, 278.0, 389.0, 416.0, 444.0, 474.0, 503.0, 532.0, 575.0, 605.0, 637.0, 668.0, 820.0, 850.0, 890.0, 930.0, 1030.0, 1070.0, 1180.0, 1220.0, 1340.0, 1420.0, 1500.0, 1580.0, 1660.0, 1740.0, 1820.0, 1890.0, 1990.0, 2070.0, 2150.0, 2230.0, 2310.0, 2390.0, 2774.0, 2844.0, 2918.0, 2997.0, 3072.0, 3146.0, 3290.0, 3366.0, 3449.0, 3527.0, 3836.0, 3911.0, 3993.0, 4068.0, 4496.0, 4585.0, 4807.0, 4890.0, 7830.0, 7990.0, 8170.0, 8360.0, 8540.0, 8710.0, 9130.0, 9310.0, 9520.0, 9700.0, 10230.0, 10390.0, 10570.0, 10730.0, 12060.0, 12260.0, 12660.0, 12840.0, 26480.0, 26920.0, 27400.0, 27840.0, 32800.0, 33400.0, 34100.0, 34625.8, 136299.2, 138646.0], "Electron affinity": -0.5}, "Ra": {"Atomic mass": 226.0, "Atomic no": 88, "Atomic orbitals": {"1s": -3362.736563, "2p": -557.513214, "2s": -577.101208, "3d": -115.306476, "3p": -133.12325, "3s": -142.632426, "4d": -22.208125, "4f": -11.181066, "4p": -30.221208, "4s": -34.525628, "5d": -2.819853, "5p": -5.547203, "5s": -7.139137, "6p": -0.634674, "6s": -1.05135, "7s": -0.113732}, "Atomic radius": 2.15, "Atomic radius calculated": "no data", "Boiling point": "2010 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [2], "Critical temperature": "no data K", "Density of solid": "5000 kg m-3", "Electrical resistivity": "100 10-8 Ω m", "Electronic structure": "[Rn].7s2", "Ionic radii": {"2": 1.62}, "Liquid range": "1037 K", "Melting point": "973 K", "Mendeleev no": 13, "Mineral hardness": "no data", "Molar volume": "41.09 cm3", "Name": "Radium", "Oxidation states": [2], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"2": {"VIII": {"": {"crystal_radius": 1.62, "ionic_radius": 1.48}}, "XII": {"": {"crystal_radius": 1.84, "ionic_radius": 1.7}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "19 W m-1 K-1", "Van der waals radius": 2.83, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 0.9, "Youngs modulus": "no data GPa", "NMR Quadrupole Moment": {"Ra-223": 1210.3}, "Metallic radius": 2.293, "iupac_ordering": 12, "IUPAC ordering": 12, "Ground level": "1S0", "Ionization energies": [5.2784239, 10.14718, 31.0, 41.0, 52.9, 64.0, 82.0, 97.0, 124.0, 140.0, 204.9, 227.0, 250.0, 274.0, 299.0, 324.0, 356.0, 382.0, 409.0, 435.0, 570.0, 600.0, 630.0, 660.0, 740.0, 770.0, 860.0, 900.0, 970.0, 1040.0, 1110.0, 1180.0, 1250.0, 1320.0, 1390.0, 1460.0, 1530.0, 1610.0, 1680.0, 1750.0, 1820.0, 1880.0, 2208.0, 2271.0, 2338.0, 2409.0, 2477.0, 2544.0, 2662.0, 2731.0, 2806.0, 2876.0, 3155.0, 3224.0, 3298.0, 3368.0, 3682.0, 3762.0, 3959.0, 4040.0, 6565.0, 6718.0, 6881.0, 7056.0, 7222.0, 7380.0, 7720.0, 7890.0, 8080.0, 8250.0, 8730.0, 8880.0, 9040.0, 9200.0, 10190.0, 10360.0, 10720.0, 10890.0, 22900.0, 23300.0, 23750.0, 24160.0, 27830.0, 28370.0, 29050.0, 29479.8, 116848.7, 118931.3], "Electron affinity": 0.1}, "Rb": {"Atomic mass": 85.4678, "Atomic no": 37, "Atomic orbitals": {"1s": -540.957115, "2p": -64.784678, "2s": -71.291202, "3d": -3.915508, "3p": -8.165416, "3s": -10.513861, "4p": -0.59217, "4s": -1.135051, "5s": -0.085375}, "Atomic radius": 2.35, "Atomic radius calculated": 2.65, "Boiling point": "961 K", "Brinell hardness": "0.216 MN m-2", "Bulk modulus": "2.5 GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [1], "Critical temperature": "2093 K", "Density of solid": "1532 kg m-3", "Electrical resistivity": "13.3 10-8 Ω m", "Electronic structure": "[Kr].5s1", "ICSD oxidation states": [1], "Ionic radii": {"1": 1.66}, "Liquid range": "648.54 K", "Melting point": "312.46 K", "Mendeleev no": 9, "Mineral hardness": "0.3", "Molar volume": "55.76 cm3", "Name": "Rubidium", "Oxidation states": [1], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"1": {"VI": {"": {"crystal_radius": 1.66, "ionic_radius": 1.52}}, "VII": {"": {"crystal_radius": 1.7, "ionic_radius": 1.56}}, "VIII": {"": {"crystal_radius": 1.75, "ionic_radius": 1.61}}, "IX": {"": {"crystal_radius": 1.77, "ionic_radius": 1.63}}, "X": {"": {"crystal_radius": 1.8, "ionic_radius": 1.66}}, "XI": {"": {"crystal_radius": 1.83, "ionic_radius": 1.69}}, "XII": {"": {"crystal_radius": 1.86, "ionic_radius": 1.72}}, "XIV": {"": {"crystal_radius": 1.97, "ionic_radius": 1.83}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "58 W m-1 K-1", "Van der waals radius": 3.03, "Velocity of sound": "1300 m s-1", "Vickers hardness": "no data MN m-2", "X": 0.82, "Youngs modulus": "2.4 GPa", "Metallic radius": 2.537, "iupac_ordering": 8, "IUPAC ordering": 8, "Ground level": "2S1/2", "Ionization energies": [4.1771281, 27.28954, 39.247, 52.2, 68.44, 82.9, 98.67, 132.79, 150.628, 277.12, 313.1, 356.0, 400.0, 443.0, 502.0, 550.0, 601.0, 654.0, 706.0, 857.0, 905.3, 958.9, 1024.0, 1080.0, 1125.0, 1242.5, 1294.57, 3133.3, 3281.0, 3443.0, 3600.0, 3815.0, 3988.0, 4214.0, 4356.865, 18305.884, 18965.516], "Electron affinity": 0.48591621}, "Re": {"Atomic mass": 186.207, "Atomic no": 75, "Atomic orbitals": {"1s": -2407.665572, "2p": -380.982869, "2s": -397.087707, "3d": -69.57676, "3p": -83.634578, "3s": -91.149193, "4d": -9.516816, "4f": -1.92508, "4p": -15.295495, "4s": -18.454325, "5d": -0.258639, "5p": -1.631227, "5s": -2.567348, "6s": -0.186859}, "Atomic radius": 1.35, "Atomic radius calculated": 1.88, "Boiling point": "5869 K", "Brinell hardness": "1320 MN m-2", "Bulk modulus": "370 GPa", "Coefficient of linear thermal expansion": "6.2 x10-6K-1", "Common oxidation states": [4], "Critical temperature": "no data K", "Density of solid": "21020 kg m-3", "Electrical resistivity": "18 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d5.6s2", "ICSD oxidation states": [3, 4, 5, 6, 7], "Ionic radii": {"4": 0.77, "5": 0.72, "6": 0.69, "7": 0.67}, "Liquid range": "2410 K", "Melting point": "3459 K", "Mendeleev no": 58, "Mineral hardness": "7.0", "Molar volume": "8.86 cm3", "Name": "Rhenium", "Oxidation states": [-3, -1, 1, 2, 3, 4, 5, 6, 7], "Poissons ratio": "0.30", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "178 GPa", "Shannon radii": {"4": {"VI": {"": {"crystal_radius": 0.77, "ionic_radius": 0.63}}}, "5": {"VI": {"": {"crystal_radius": 0.72, "ionic_radius": 0.58}}}, "6": {"VI": {"": {"crystal_radius": 0.69, "ionic_radius": 0.55}}}, "7": {"IV": {"": {"crystal_radius": 0.52, "ionic_radius": 0.38}}, "VI": {"": {"crystal_radius": 0.67, "ionic_radius": 0.53}}}}, "Superconduction temperature": "1.70 K", "Thermal conductivity": "48 W m-1 K-1", "Van der waals radius": 2.16, "Velocity of sound": "4700 m s-1", "Vickers hardness": "2450 MN m-2", "X": 1.9, "Youngs modulus": "463 GPa", "Metallic radius": 1.375, "iupac_ordering": 59, "IUPAC ordering": 59, "Ground level": "6S5/2", "Ionization energies": [7.83352, 16.6, 27.0, 39.1, 51.9, 67.0, 82.71, 144.4, 165.0, 187.0, 208.0, 236.0, 268.0, 291.0, 330.0, 377.0, 403.0, 429.0, 476.0, 520.0, 570.0, 620.0, 670.0, 720.0, 760.0, 810.0, 860.0, 910.0, 953.0, 1194.0, 1242.0, 1294.0, 1349.0, 1402.0, 1454.0, 1530.0, 1583.0, 1641.0, 1696.0, 1912.0, 1966.0, 2025.0, 2080.0, 2240.0, 2302.0, 2450.0, 2514.5, 4214.0, 4335.0, 4468.0, 4609.0, 4745.0, 4877.0, 5099.0, 5236.0, 5388.0, 5528.0, 5919.0, 6042.0, 6176.0, 6300.0, 6810.0, 6952.0, 7230.0, 7366.0, 16080.0, 16410.0, 16780.0, 17120.0, 19000.0, 19420.0, 19950.0, 20297.4, 81556.9, 83162.3], "Electron affinity": 0.06039663}, "Rh": {"Atomic mass": 102.9055, "Atomic no": 45, "Atomic orbitals": {"1s": -821.136773, "2p": -108.357665, "2s": -116.80695, "3d": -11.21725, "3p": -17.415299, "3s": -20.765603, "4d": -0.239422, "4p": -1.806456, "4s": -2.825505, "5s": -0.154624}, "Atomic radius": 1.35, "Atomic radius calculated": 1.73, "Boiling point": "3968 K", "Brinell hardness": "1100 MN m-2", "Bulk modulus": "380 GPa", "Coefficient of linear thermal expansion": "8.2 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "12450 kg m-3", "Electrical resistivity": "4.3 10-8 Ω m", "Electronic structure": "[Kr].4d8.5s1", "ICSD oxidation states": [3, 4], "Ionic radii": {"3": 0.805, "4": 0.74, "5": 0.69}, "Liquid range": "1731 K", "Melting point": "2237 K", "Mendeleev no": 65, "Mineral hardness": "6.0", "Molar volume": "8.28 cm3", "Name": "Rhodium", "Oxidation states": [-1, 1, 2, 3, 4, 5, 6], "Poissons ratio": "0.26", "Reflectivity": "84 %", "Refractive index": "no data", "Rigidity modulus": "150 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 0.805, "ionic_radius": 0.665}}}, "4": {"VI": {"": {"crystal_radius": 0.74, "ionic_radius": 0.6}}}, "5": {"VI": {"": {"crystal_radius": 0.69, "ionic_radius": 0.55}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "150 W m-1 K-1", "Van der waals radius": 2.1, "Velocity of sound": "4700 m s-1", "Vickers hardness": "1246 MN m-2", "X": 2.28, "Youngs modulus": "275 GPa", "Metallic radius": 1.345, "iupac_ordering": 66, "IUPAC ordering": 66, "Ground level": "4F9/2", "Ionization energies": [7.4589, 18.08, 31.06, 42.0, 63.0, 80.0, 97.0, 115.1, 135.0, 207.51, 228.0, 252.1, 277.0, 306.0, 331.58, 389.3, 415.97, 739.0, 794.0, 857.0, 921.0, 984.0, 1061.0, 1131.0, 1202.0, 1274.0, 1344.0, 1544.0, 1604.9, 1677.6, 1763.0, 1851.0, 1903.0, 2063.0, 2129.22, 5018.0, 5203.0, 5406.0, 5600.0, 5940.0, 6161.0, 6444.0, 6623.262, 27486.983, 28311.965], "Electron affinity": 1.142892}, "Rn": {"Atomic mass": 220.0, "Atomic no": 86, "Atomic orbitals": {"1s": -3204.756288, "2p": -527.533025, "2s": -546.57796, "3d": -106.945006, "3p": -124.172862, "3s": -133.369144, "4d": -19.449994, "4f": -8.953318, "4p": -27.108985, "4s": -31.230804, "5d": -1.911329, "5p": -4.408702, "5s": -5.889683, "6p": -0.29318, "6s": -0.62657}, "Atomic radius": "no data", "Atomic radius calculated": 1.2, "Boiling point": "211.3 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Critical temperature": "377 K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d10.6s2.6p6", "Liquid range": "9.3 K", "Max oxidation state": 0.0, "Melting point": "202 K", "Mendeleev no": 6, "Min oxidation state": 0.0, "Mineral hardness": "no data", "Molar volume": "50.50 cm3", "Name": "Radon", "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Superconduction temperature": "no data K", "Thermal conductivity": "0.00361 W m-1 K-1", "Van der waals radius": 2.2, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 2.2, "Youngs modulus": "no data GPa", "Metallic radius": "no data", "iupac_ordering": 0, "IUPAC ordering": 0, "Ground level": "1S0", "Ionization energies": [10.7485, 21.4, 29.4, 36.9, 52.9, 64.0, 88.0, 102.0, 154.0, 173.9, 195.0, 218.0, 240.0, 264.0, 293.0, 317.0, 342.0, 367.0, 488.0, 520.0, 550.0, 580.0, 640.0, 680.0, 760.0, 800.0, 850.0, 920.0, 980.0, 1050.0, 1110.0, 1180.0, 1250.0, 1310.0, 1390.0, 1460.0, 1520.0, 1590.0, 1660.0, 1720.0, 2033.0, 2094.0, 2158.0, 2227.0, 2293.0, 2357.0, 2467.0, 2535.0, 2606.0, 2674.0, 2944.0, 3010.0, 3082.0, 3149.0, 3433.0, 3510.0, 3699.0, 3777.0, 6169.0, 6318.0, 6476.0, 6646.0, 6807.0, 6964.0, 7283.0, 7450.0, 7630.0, 7800.0, 8260.0, 8410.0, 8570.0, 8710.0, 9610.0, 9780.0, 10120.0, 10290.0, 21770.0, 22160.0, 22600.0, 22990.0, 26310.0, 26830.0, 27490.0, 27903.1, 110842.0, 112843.7], "Electron affinity": -0.72}, "Ru": {"Atomic mass": 101.07, "Atomic no": 44, "Atomic orbitals": {"1s": -782.918621, "2p": -102.333649, "2s": -110.536054, "3d": -10.195668, "3p": -16.145217, "3s": -19.366692, "4d": -0.210375, "4p": -1.667549, "4s": -2.628363, "5s": -0.152834}, "Atomic radius": 1.3, "Atomic radius calculated": 1.78, "Boiling point": "4423 K", "Brinell hardness": "2160 MN m-2", "Bulk modulus": "220 GPa", "Coefficient of linear thermal expansion": "6.4 x10-6K-1", "Common oxidation states": [3, 4], "Critical temperature": "no data K", "Density of solid": "12370 kg m-3", "Electrical resistivity": "7.1 10-8 Ω m", "Electronic structure": "[Kr].4d7.5s1", "ICSD oxidation states": [2, 3, 4, 5, 6], "Ionic radii": {"3": 0.82, "4": 0.76, "5": 0.705, "7": 0.52, "8": 0.5}, "Liquid range": "1816 K", "Melting point": "2607 K", "Mendeleev no": 62, "Mineral hardness": "6.5", "Molar volume": "8.17 cm3", "Name": "Ruthenium", "Oxidation states": [-2, 1, 2, 3, 4, 5, 6, 7, 8], "Poissons ratio": "0.30", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "173 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 0.82, "ionic_radius": 0.68}}}, "4": {"VI": {"": {"crystal_radius": 0.76, "ionic_radius": 0.62}}}, "5": {"VI": {"": {"crystal_radius": 0.705, "ionic_radius": 0.565}}}, "7": {"IV": {"": {"crystal_radius": 0.52, "ionic_radius": 0.38}}}, "8": {"IV": {"": {"crystal_radius": 0.5, "ionic_radius": 0.36}}}}, "Superconduction temperature": "0.49 K", "Thermal conductivity": "120 W m-1 K-1", "Van der waals radius": 2.13, "Velocity of sound": "5970 m s-1", "Vickers hardness": "no data MN m-2", "X": 2.2, "Youngs modulus": "447 GPa", "Metallic radius": 1.339, "iupac_ordering": 63, "IUPAC ordering": 63, "Ground level": "5F5", "Ionization energies": [7.3605, 16.76, 28.47, 45.0, 59.0, 76.0, 93.0, 110.0, 178.41, 198.0, 219.9, 245.0, 271.0, 295.9, 348.0, 376.25, 670.0, 723.0, 784.0, 845.0, 905.0, 981.0, 1048.0, 1115.0, 1187.0, 1253.0, 1447.0, 1506.7, 1577.0, 1659.0, 1743.0, 1794.0, 1949.0, 2013.04, 4758.0, 4939.0, 5136.0, 5330.0, 5647.0, 5861.0, 6137.0, 6311.721, 26229.895, 27033.502], "Electron affinity": 1.0463825}, "S": {"Atomic mass": 32.065, "Atomic no": 16, "Atomic orbitals": {"1s": -87.789937, "2p": -5.751257, "2s": -7.69994, "3p": -0.261676, "3s": -0.630912}, "Atomic radius": 1.0, "Atomic radius calculated": 0.88, "Boiling point": "717.87 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "7.7 GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [-2, 2, 4, 6], "Critical temperature": "1314 K", "Density of solid": "1960 kg m-3", "Electrical resistivity": "> 102310-8 Ω m", "Electronic structure": "[Ne].3s2.3p4", "ICSD oxidation states": [-1, 2, 4, -2, 6], "Ionic radii": {"-2": 1.7, "4": 0.51, "6": 0.43}, "Liquid range": "329.51 K", "Melting point": "388.36 K", "Mendeleev no": 94, "Mineral hardness": "2.0", "Molar volume": "15.53 cm3", "Name": "Sulfur", "Oxidation states": [-2, -1, 1, 2, 3, 4, 5, 6], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "1.001111", "Rigidity modulus": "no data GPa", "Shannon radii": {"-2": {"VI": {"": {"crystal_radius": 1.7, "ionic_radius": 1.84}}}, "4": {"VI": {"": {"crystal_radius": 0.51, "ionic_radius": 0.37}}}, "6": {"IV": {"": {"crystal_radius": 0.26, "ionic_radius": 0.12}}, "VI": {"": {"crystal_radius": 0.43, "ionic_radius": 0.29}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "0.205 W m-1 K-1", "Van der waals radius": 1.8, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 2.58, "Youngs modulus": "no data GPa", "NMR Quadrupole Moment": {"S-33": -67.8, "S-35": 47.1}, "Metallic radius": "no data", "iupac_ordering": 96, "IUPAC ordering": 96, "Ground level": "3P2", "Ionization energies": [10.36001, 23.33788, 34.86, 47.222, 72.5945, 88.0529, 280.954, 328.794, 379.84, 447.7, 504.55, 564.41, 651.96, 706.994, 3223.7807, 3494.1879], "Electron affinity": 2.077104512}, "Sb": {"Atomic mass": 121.76, "Atomic no": 51, "Atomic orbitals": {"1s": -1070.823495, "2p": -149.214271, "2s": -159.171745, "3d": -19.239895, "3p": -26.956184, "3s": -31.098242, "4d": -1.297338, "4p": -3.646579, "4s": -5.04964, "5p": -0.185623, "5s": -0.445605}, "Atomic radius": 1.45, "Atomic radius calculated": 1.33, "Boiling point": "1860 K", "Brinell hardness": "294 MN m-2", "Bulk modulus": "42 GPa", "Coefficient of linear thermal expansion": "11 x10-6K-1", "Common oxidation states": [-3, 3, 5], "Critical temperature": "no data K", "Density of solid": "6697 kg m-3", "Electrical resistivity": "40 10-8 Ω m", "Electronic structure": "[Kr].4d10.5s2.5p3", "ICSD oxidation states": [-2, 3, 5, -1, -3], "Ionic radii": {"3": 0.9, "5": 0.76}, "Liquid range": "956.22 K", "Melting point": "903.78 K", "Mendeleev no": 88, "Mineral hardness": "3.0", "Molar volume": "18.19 cm3", "Name": "Antimony", "Oxidation states": [-3, 3, 5], "Poissons ratio": "no data", "Reflectivity": "55 %", "Refractive index": "no data", "Rigidity modulus": "20 GPa", "Shannon radii": {"3": {"IVPY": {"": {"crystal_radius": 0.9, "ionic_radius": 0.76}}, "V": {"": {"crystal_radius": 0.94, "ionic_radius": 0.8}}, "VI": {"": {"crystal_radius": 0.9, "ionic_radius": 0.76}}}, "5": {"VI": {"": {"crystal_radius": 0.74, "ionic_radius": 0.6}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "24 W m-1 K-1", "Van der waals radius": 2.06, "Velocity of sound": "3420 m s-1", "Vickers hardness": "no data MN m-2", "X": 2.05, "Youngs modulus": "55 GPa", "NMR Quadrupole Moment": {"Sb-121": -543.11, "Sb-123": -692.14}, "Metallic radius": 1.61, "iupac_ordering": 88, "IUPAC ordering": 88, "Ground level": "4S\u00b03/2", "Ionization energies": [8.608389, 16.626, 25.3235, 43.804, 55.0, 99.51, 117.0, 139.0, 162.0, 185.0, 214.0, 238.0, 265.0, 292.0, 317.0, 420.0, 447.0, 479.0, 510.0, 552.0, 584.0, 657.0, 693.26, 1214.0, 1285.0, 1360.0, 1441.0, 1518.0, 1606.0, 1698.0, 1781.0, 1869.0, 1954.0, 2190.0, 2266.0, 2349.0, 2428.0, 2567.0, 2654.0, 2815.0, 2900.0, 6714.0, 6929.0, 7167.0, 7390.0, 7887.0, 8140.0, 8455.0, 8669.48, 35710.028, 36668.05], "Electron affinity": 1.04740119}, "Sc": {"Atomic mass": 44.955912, "Atomic no": 21, "Atomic orbitals": {"1s": -160.184109, "2p": -14.240006, "2s": -17.206464, "3d": -0.13108, "3p": -1.233165, "3s": -1.988378, "4s": -0.156478}, "Atomic radius": 1.6, "Atomic radius calculated": 1.84, "Boiling point": "3103 K", "Brinell hardness": "750 MN m-2", "Bulk modulus": "57 GPa", "Coefficient of linear thermal expansion": "10.2 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "2985 kg m-3", "Electrical resistivity": "about 55 10-8 Ω m", "Electronic structure": "[Ar].3d1.4s2", "ICSD oxidation states": [2, 3], "Ionic radii": {"3": 0.885}, "Liquid range": "1289 K", "Melting point": "1814 K", "Mendeleev no": 19, "Mineral hardness": "no data", "Molar volume": "15.00 cm3", "Name": "Scandium", "Oxidation states": [1, 2, 3], "Poissons ratio": "0.28", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "29 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 0.885, "ionic_radius": 0.745}}, "VIII": {"": {"crystal_radius": 1.01, "ionic_radius": 0.87}}}}, "Superconduction temperature": "0.05 (under pressure)K", "Thermal conductivity": "16 W m-1 K-1", "Van der waals radius": 2.15, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 1.36, "Youngs modulus": "74 GPa", "NMR Quadrupole Moment": {"Sc-45": -220.2}, "Metallic radius": 1.641, "iupac_ordering": 49, "IUPAC ordering": 49, "Ground level": "2D3/2", "Ionization energies": [6.56149, 12.79977, 24.756839, 73.4894, 91.95, 110.68, 137.99, 158.08, 180.03, 225.18, 249.798, 687.36, 757.7, 833.2, 926.5, 1008.6, 1093.5, 1213.1, 1287.957, 5674.9037, 6033.7542], "Electron affinity": 0.1882}, "Se": {"Atomic mass": 78.96, "Atomic no": 34, "Atomic orbitals": {"1s": -451.300258, "2p": -51.514388, "2s": -57.311948, "3d": -2.011392, "3p": -5.553517, "3s": -7.547186, "4p": -0.245806, "4s": -0.621248}, "Atomic radius": 1.15, "Atomic radius calculated": 1.03, "Boiling point": "958 K", "Brinell hardness": "736 MN m-2", "Bulk modulus": "8.3 GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [-2, 2, 4, 6], "Critical temperature": "1766 K", "Density of solid": "4819 kg m-3", "Electrical resistivity": "high 10-8 Ω m", "Electronic structure": "[Ar].3d10.4s2.4p4", "ICSD oxidation states": [-1, 4, -2, 6], "Ionic radii": {"-2": 1.84, "4": 0.64, "6": 0.56}, "Liquid range": "464 K", "Melting point": "494 K", "Mendeleev no": 93, "Mineral hardness": "2.0", "Molar volume": "16.42 cm3", "Name": "Selenium", "Oxidation states": [-2, 2, 4, 6], "Poissons ratio": "0.33", "Reflectivity": "no data %", "Refractive index": "1.000895", "Rigidity modulus": "3.7 GPa", "Shannon radii": {"-2": {"VI": {"": {"crystal_radius": 1.84, "ionic_radius": 1.98}}}, "4": {"VI": {"": {"crystal_radius": 0.64, "ionic_radius": 0.5}}}, "6": {"IV": {"": {"crystal_radius": 0.42, "ionic_radius": 0.28}}, "VI": {"": {"crystal_radius": 0.56, "ionic_radius": 0.42}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "0.52 W m-1 K-1", "Van der waals radius": 1.9, "Velocity of sound": "3350 m s-1", "Vickers hardness": "no data MN m-2", "X": 2.55, "Youngs modulus": "10 GPa", "Metallic radius": "no data", "iupac_ordering": 95, "IUPAC ordering": 95, "Ground level": "3P2", "Ionization energies": [9.752392, 21.196, 31.697, 42.947, 68.3, 81.83, 155.327, 184.0, 219.0, 255.0, 291.0, 342.9, 383.0, 426.0, 473.0, 517.0, 650.5, 693.4, 739.8, 798.0, 845.8, 887.0, 989.6, 1036.36, 2540.7, 2674.0, 2820.0, 2964.0, 3146.0, 3301.8, 3507.0, 3636.526, 15367.491, 15968.084], "Electron affinity": 2.020604712}, "Si": {"Atomic mass": 28.0855, "Atomic no": 14, "Atomic orbitals": {"1s": -65.184426, "2p": -3.514938, "2s": -5.075056, "3p": -0.153293, "3s": -0.398139}, "Atomic radius": 1.1, "Atomic radius calculated": 1.11, "Boiling point": "3173 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "100 GPa", "Coefficient of linear thermal expansion": "2.6 x10-6K-1", "Common oxidation states": [-4, 4], "Critical temperature": "no data K", "Density of solid": "2330 kg m-3", "Electrical resistivity": "about 100000 10-8 Ω m", "Electronic structure": "[Ne].3s2.3p2", "ICSD oxidation states": [-4, 4], "Ionic radii": {"4": 0.54}, "Liquid range": "1486 K", "Melting point": "1687 K", "Mendeleev no": 85, "Mineral hardness": "6.5", "Molar volume": "12.06 cm3", "Name": "Silicon", "Oxidation states": [-4, -3, -2, -1, 1, 2, 3, 4], "Poissons ratio": "no data", "Reflectivity": "28 %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"4": {"IV": {"": {"crystal_radius": 0.4, "ionic_radius": 0.26}}, "VI": {"": {"crystal_radius": 0.54, "ionic_radius": 0.4}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "150 W m-1 K-1", "Van der waals radius": 2.1, "Velocity of sound": "2200 m s-1", "Vickers hardness": "no data MN m-2", "X": 1.9, "Youngs modulus": "47 GPa", "Metallic radius": "no data", "iupac_ordering": 85, "IUPAC ordering": 85, "Ground level": "3P0", "Ionization energies": [8.15168, 16.34585, 33.493, 45.14179, 166.767, 205.279, 246.57, 303.59, 351.28, 401.38, 476.273, 523.415, 2437.65815, 2673.17755], "Electron affinity": 1.38952128}, "Sm": {"Atomic mass": 150.36, "Atomic no": 62, "Atomic orbitals": {"1s": -1617.183426, "2p": -242.729726, "2s": -255.498846, "3d": -39.528656, "3p": -50.08426, "3s": -55.731133, "4d": -4.814978, "4f": -0.21776, "4p": -8.672685, "4s": -10.844667, "5p": -0.835987, "5s": -1.408552, "6s": -0.128259}, "Atomic radius": 1.85, "Atomic radius calculated": 2.38, "Boiling point": "2076 K", "Brinell hardness": "441 MN m-2", "Bulk modulus": "38 GPa", "Coefficient of linear thermal expansion": "12.7 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "7353 kg m-3", "Electrical resistivity": "94 10-8 Ω m", "Electronic structure": "[Xe].4f6.6s2", "ICSD oxidation states": [2, 3], "Ionic radii": {"2": 1.36, "3": 1.0979999999999999}, "Liquid range": "731 K", "Melting point": "1345 K", "Mendeleev no": 28, "Mineral hardness": "no data", "Molar volume": "19.98 cm3", "Name": "Samarium", "Oxidation states": [2, 3], "Poissons ratio": "0.27", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "20 GPa", "Shannon radii": {"2": {"VII": {"": {"crystal_radius": 1.36, "ionic_radius": 1.22}}, "VIII": {"": {"crystal_radius": 1.41, "ionic_radius": 1.27}}, "IX": {"": {"crystal_radius": 1.46, "ionic_radius": 1.32}}}, "3": {"VI": {"": {"crystal_radius": 1.098, "ionic_radius": 0.958}}, "VII": {"": {"crystal_radius": 1.16, "ionic_radius": 1.02}}, "VIII": {"": {"crystal_radius": 1.219, "ionic_radius": 1.079}}, "IX": {"": {"crystal_radius": 1.272, "ionic_radius": 1.132}}, "XII": {"": {"crystal_radius": 1.38, "ionic_radius": 1.24}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "13 W m-1 K-1", "Van der waals radius": 2.36, "Velocity of sound": "2130 m s-1", "Vickers hardness": "412 MN m-2", "X": 1.17, "Youngs modulus": "50 GPa", "Metallic radius": 1.804, "iupac_ordering": 42, "IUPAC ordering": 42, "Ground level": "7F0", "Ionization energies": [5.64371, 11.078, 23.55, 41.64, 62.7, 87.0, 103.0, 118.0, 141.0, 158.0, 179.0, 208.0, 237.0, 257.0, 276.0, 306.5, 474.0, 506.0, 543.0, 581.0, 617.0, 658.0, 702.0, 742.0, 782.0, 822.0, 976.0, 1016.0, 1060.0, 1103.0, 1180.0, 1226.0, 1332.0, 1381.56, 2371.0, 2466.0, 2569.0, 2676.0, 2782.0, 2887.0, 3028.0, 3137.0, 3253.0, 3363.0, 3669.0, 3766.0, 3873.0, 3971.0, 4227.0, 4337.0, 4548.0, 4655.0, 10494.0, 10762.0, 11060.0, 11337.0, 12264.0, 12588.0, 12992.0, 13262.85, 53986.12, 55214.23], "Electron affinity": 0.162}, "Sn": {"Atomic mass": 118.71, "Atomic no": 50, "Atomic orbitals": {"1s": -1026.762169, "2p": -141.821093, "2s": -151.523991, "3d": -17.657276, "3p": -25.117913, "3s": -29.125969, "4d": -1.004952, "4p": -3.211998, "4s": -4.546335, "5p": -0.14445, "5s": -0.369349}, "Atomic radius": 1.45, "Atomic radius calculated": 1.45, "Boiling point": "2875 K", "Brinell hardness": "51 MN m-2", "Bulk modulus": "58 GPa", "Coefficient of linear thermal expansion": "22 x10-6K-1", "Common oxidation states": [-4, 2, 4], "Critical temperature": "no data K", "Density of solid": "7310 kg m-3", "Electrical resistivity": "11.5 10-8 Ω m", "Electronic structure": "[Kr].4d10.5s2.5p2", "ICSD oxidation states": [2, 3, 4], "Ionic radii": {"4": 0.83}, "Liquid range": "2369.92 K", "Melting point": "505.08 K", "Mendeleev no": 83, "Mineral hardness": "1.5", "Molar volume": "16.29 cm3", "Name": "Tin", "Oxidation states": [-4, 2, 4], "Poissons ratio": "0.36", "Reflectivity": "54 %", "Refractive index": "no data", "Rigidity modulus": "18 GPa", "Shannon radii": {"4": {"IV": {"": {"crystal_radius": 0.69, "ionic_radius": 0.55}}, "V": {"": {"crystal_radius": 0.76, "ionic_radius": 0.62}}, "VI": {"": {"crystal_radius": 0.83, "ionic_radius": 0.69}}, "VII": {"": {"crystal_radius": 0.89, "ionic_radius": 0.75}}, "VIII": {"": {"crystal_radius": 0.95, "ionic_radius": 0.81}}}}, "Superconduction temperature": "3.72 K", "Thermal conductivity": "67 W m-1 K-1", "Van der waals radius": 2.17, "Velocity of sound": "2500 m s-1", "Vickers hardness": "no data MN m-2", "X": 1.96, "Youngs modulus": "50 GPa", "NMR Quadrupole Moment": {"Sn-119": -132.1}, "Metallic radius": 1.58, "iupac_ordering": 83, "IUPAC ordering": 83, "Ground level": "3P0", "Ionization energies": [7.343918, 14.63307, 30.506, 40.74, 77.03, 94.0, 112.9, 135.0, 156.0, 184.0, 208.0, 232.0, 258.0, 282.0, 379.0, 407.0, 437.0, 466.0, 506.0, 537.0, 608.0, 642.35, 1127.0, 1195.0, 1269.0, 1347.0, 1421.0, 1508.0, 1596.0, 1676.0, 1763.0, 1844.0, 2074.0, 2142.1, 2227.0, 2326.0, 2443.0, 2499.0, 2687.0, 2762.49, 6421.0, 6631.0, 6859.0, 7080.0, 7531.0, 7790.0, 8103.0, 8306.95, 34257.143, 35192.39], "Electron affinity": 1.1120702}, "Sr": {"Atomic mass": 87.62, "Atomic no": 38, "Atomic orbitals": {"1s": -572.870169, "2p": -69.745941, "2s": -76.491823, "3d": -4.813498, "3p": -9.301863, "3s": -11.771585, "4p": -0.844489, "4s": -1.455317, "5s": -0.131793}, "Atomic radius": 2.0, "Atomic radius calculated": 2.19, "Boiling point": "1655 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "22.5 x10-6K-1", "Common oxidation states": [2], "Critical temperature": "no data K", "Density of solid": "2630 kg m-3", "Electrical resistivity": "13.5 10-8 Ω m", "Electronic structure": "[Kr].5s2", "ICSD oxidation states": [2], "Ionic radii": {"2": 1.32}, "Liquid range": "605 K", "Melting point": "1050 K", "Mendeleev no": 15, "Mineral hardness": "1.5", "Molar volume": "33.94 cm3", "Name": "Strontium", "Oxidation states": [2], "Poissons ratio": "0.28", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "6.1 GPa", "Shannon radii": {"2": {"VI": {"": {"crystal_radius": 1.32, "ionic_radius": 1.18}}, "VII": {"": {"crystal_radius": 1.35, "ionic_radius": 1.21}}, "VIII": {"": {"crystal_radius": 1.4, "ionic_radius": 1.26}}, "IX": {"": {"crystal_radius": 1.45, "ionic_radius": 1.31}}, "X": {"": {"crystal_radius": 1.5, "ionic_radius": 1.36}}, "XII": {"": {"crystal_radius": 1.58, "ionic_radius": 1.44}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "35 W m-1 K-1", "Van der waals radius": 2.49, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 0.95, "Youngs modulus": "no data GPa", "NMR Quadrupole Moment": {"Sr-87": 305.2}, "Metallic radius": 2.151, "iupac_ordering": 14, "IUPAC ordering": 14, "Ground level": "1S0", "Ionization energies": [5.69486745, 11.0302765, 42.88353, 56.28, 70.7, 88.0, 104.0, 121.21, 158.33, 177.3, 324.07, 362.0, 408.0, 454.0, 499.0, 562.0, 612.0, 665.0, 722.0, 774.0, 932.0, 982.1, 1038.0, 1105.0, 1165.0, 1211.0, 1333.4, 1387.19, 3344.7, 3497.0, 3664.0, 3830.0, 4053.0, 4232.0, 4465.0, 4612.397, 19345.588, 20025.233], "Electron affinity": 0.052066}, "Ta": {"Atomic mass": 180.94788, "Atomic no": 73, "Atomic orbitals": {"1s": -2275.371387, "2p": -357.248334, "2s": -372.828724, "3d": -63.942521, "3p": -77.440942, "3s": -84.658467, "4d": -8.265848, "4f": -1.199347, "4p": -13.71981, "4s": -16.713337, "5d": -0.182464, "5p": -1.37653, "5s": -2.223807, "6s": -0.174814}, "Atomic radius": 1.45, "Atomic radius calculated": 2.0, "Boiling point": "5731 K", "Brinell hardness": "800 MN m-2", "Bulk modulus": "200 GPa", "Coefficient of linear thermal expansion": "6.3 x10-6K-1", "Common oxidation states": [5], "Critical temperature": "no data K", "Density of solid": "16650 kg m-3", "Electrical resistivity": "13.5 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d3.6s2", "ICSD oxidation states": [3, 4, 5], "Ionic radii": {"3": 0.86, "4": 0.82, "5": 0.78}, "Liquid range": "2441 K", "Melting point": "3290 K", "Mendeleev no": 52, "Mineral hardness": "6.5", "Molar volume": "10.85 cm3", "Name": "Tantalum", "Oxidation states": [-1, 2, 3, 4, 5], "Poissons ratio": "0.34", "Reflectivity": "78 %", "Refractive index": "no data", "Rigidity modulus": "69 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 0.86, "ionic_radius": 0.72}}}, "4": {"VI": {"": {"crystal_radius": 0.82, "ionic_radius": 0.68}}}, "5": {"VI": {"": {"crystal_radius": 0.78, "ionic_radius": 0.64}}, "VII": {"": {"crystal_radius": 0.83, "ionic_radius": 0.69}}, "VIII": {"": {"crystal_radius": 0.88, "ionic_radius": 0.74}}}}, "Superconduction temperature": "4.47 K", "Thermal conductivity": "57 W m-1 K-1", "Van der waals radius": 2.22, "Velocity of sound": "3400 m s-1", "Vickers hardness": "873 MN m-2", "X": 1.5, "Youngs modulus": "186 GPa", "Metallic radius": 1.47, "iupac_ordering": 53, "IUPAC ordering": 53, "Ground level": "4F3/2", "Ionization energies": [7.549571, 16.2, 23.1, 35.0, 48.272, 94.01, 119.0, 139.0, 159.0, 180.0, 213.0, 235.0, 262.0, 304.0, 338.0, 363.0, 396.0, 439.0, 482.0, 530.0, 570.0, 610.0, 660.0, 700.0, 750.0, 790.0, 832.0, 1064.0, 1110.0, 1160.0, 1211.0, 1262.0, 1313.0, 1382.0, 1434.0, 1490.0, 1542.0, 1748.0, 1799.0, 1857.0, 1910.0, 2053.0, 2113.0, 2254.0, 2314.7, 3898.7, 4014.0, 4143.0, 4278.0, 4410.0, 4537.0, 4745.0, 4877.0, 5024.0, 5159.0, 5537.0, 5655.0, 5785.0, 5907.0, 6364.0, 6502.0, 6769.0, 6900.0, 15137.0, 15461.0, 15820.0, 16150.0, 17840.0, 18250.0, 18760.0, 19088.51, 76852.03, 78394.7], "Electron affinity": 0.32312}, "Tb": {"Atomic mass": 158.92535, "Atomic no": 65, "Atomic orbitals": {"1s": -1785.331942, "2p": -271.590585, "2s": -285.121013, "3d": -45.443863, "3p": -56.785113, "3s": -62.851563, "4d": -5.467662, "4f": -0.256311, "4p": -9.735637, "4s": -12.120486, "5p": -0.88723, "5s": -1.513669, "6s": -0.131677}, "Atomic radius": 1.75, "Atomic radius calculated": 2.25, "Boiling point": "3503 K", "Brinell hardness": "677 MN m-2", "Bulk modulus": "38.7 GPa", "Coefficient of linear thermal expansion": "10.3 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "8219 kg m-3", "Electrical resistivity": "115 10-8 Ω m", "Electronic structure": "[Xe].4f9.6s2", "ICSD oxidation states": [3, 4], "Ionic radii": {"3": 1.063, "4": 0.9}, "Liquid range": "1874 K", "Melting point": "1629 K", "Mendeleev no": 26, "Mineral hardness": "no data", "Molar volume": "19.30 cm3", "Name": "Terbium", "Oxidation states": [1, 3, 4], "Poissons ratio": "0.26", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "22 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.063, "ionic_radius": 0.923}}, "VII": {"": {"crystal_radius": 1.12, "ionic_radius": 0.98}}, "VIII": {"": {"crystal_radius": 1.18, "ionic_radius": 1.04}}, "IX": {"": {"crystal_radius": 1.235, "ionic_radius": 1.095}}}, "4": {"VI": {"": {"crystal_radius": 0.9, "ionic_radius": 0.76}}, "VIII": {"": {"crystal_radius": 1.02, "ionic_radius": 0.88}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "11 W m-1 K-1", "Van der waals radius": 2.33, "Velocity of sound": "2620 m s-1", "Vickers hardness": "863 MN m-2", "X": 1.1, "Youngs modulus": "56 GPa", "Metallic radius": 1.781, "iupac_ordering": 39, "IUPAC ordering": 39, "Ground level": "6H\u00b015/2", "Ionization energies": [5.8638, 11.513, 21.82, 39.33, 66.5, 90.0, 108.0, 125.0, 143.0, 168.0, 186.0, 216.0, 250.0, 273.0, 294.0, 325.0, 358.0, 393.0, 426.6, 613.0, 651.0, 690.0, 732.0, 772.0, 816.0, 866.0, 909.0, 954.0, 997.0, 1165.0, 1208.0, 1256.0, 1301.0, 1393.0, 1443.0, 1559.0, 1610.4, 2750.0, 2852.0, 2961.0, 3078.0, 3189.0, 3300.0, 3458.0, 3573.0, 3698.0, 3814.0, 4139.0, 4242.0, 4355.0, 4460.0, 4760.0, 4877.0, 5103.0, 5217.0, 11673.0, 11957.0, 12272.0, 12563.0, 13658.0, 14003.0, 14434.0, 14721.02, 59739.3, 61049.65], "Electron affinity": 0.131318}, "Tc": {"Atomic mass": 98.0, "Atomic no": 43, "Atomic orbitals": {"1s": -745.742024, "2p": -96.61021, "2s": -104.567508, "3d": -9.33986, "3p": -15.041738, "3s": -18.135303, "4d": -0.270262, "4p": -1.64323, "4s": -2.550712, "5s": -0.183636}, "Atomic radius": 1.35, "Atomic radius calculated": 1.83, "Boiling point": "4538 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [4, 7], "Critical temperature": "no data K", "Density of solid": "11500 kg m-3", "Electrical resistivity": "about 22 10-8 Ω m", "Electronic structure": "[Kr].4d5.5s2", "Ionic radii": {"4": 0.785, "5": 0.74, "7": 0.7}, "Liquid range": "2108 K", "Melting point": "2430 K", "Mendeleev no": 59, "Mineral hardness": "no data", "Molar volume": "8.63 cm3", "Name": "Technetium", "Oxidation states": [-3, -1, 1, 2, 3, 4, 5, 6, 7], "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "no data GPa", "Shannon radii": {"4": {"VI": {"": {"crystal_radius": 0.785, "ionic_radius": 0.645}}}, "5": {"VI": {"": {"crystal_radius": 0.74, "ionic_radius": 0.6}}}, "7": {"IV": {"": {"crystal_radius": 0.51, "ionic_radius": 0.37}}, "VI": {"": {"crystal_radius": 0.7, "ionic_radius": 0.56}}}}, "Superconduction temperature": "7.8 K", "Thermal conductivity": "51 W m-1 K-1", "Van der waals radius": 2.16, "Velocity of sound": "no data m s-1", "Vickers hardness": "no data MN m-2", "X": 1.9, "Youngs modulus": "no data GPa", "Metallic radius": 1.363, "iupac_ordering": 60, "IUPAC ordering": 60, "Ground level": "6S5/2", "Ionization energies": [7.11938, 15.26, 29.55, 41.0, 57.0, 72.0, 88.0, 150.0, 169.0, 189.9, 214.0, 239.0, 262.08, 311.0, 338.55, 604.0, 655.0, 713.0, 773.0, 829.0, 904.0, 968.0, 1032.0, 1102.0, 1166.0, 1354.0, 1411.6, 1479.5, 1559.0, 1638.0, 1689.0, 1838.0, 1900.28, 4505.0, 4681.0, 4874.0, 5060.0, 5361.0, 5570.0, 5838.0, 6008.391, 25004.533, 25786.99], "Electron affinity": 0.552}, "Te": {"Atomic mass": 127.6, "Atomic no": 52, "Atomic orbitals": {"1s": -1115.831819, "2p": -156.808583, "2s": -167.021776, "3d": -20.887801, "3p": -28.860685, "3s": -33.137485, "4d": -1.608381, "4p": -4.100084, "4s": -5.572846, "5p": -0.226594, "5s": -0.520997}, "Atomic radius": 1.4, "Atomic radius calculated": 1.23, "Boiling point": "1261 K", "Brinell hardness": "180 MN m-2", "Bulk modulus": "65 GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Common oxidation states": [-2, 2, 4, 6], "Critical temperature": "no data K", "Density of solid": "6240 kg m-3", "Electrical resistivity": "about 10000 10-8 Ω m", "Electronic structure": "[Kr].4d10.5s2.5p4", "ICSD oxidation states": [-2, 4, -1, 6], "Ionic radii": {"-2": 2.07, "4": 1.11, "6": 0.7}, "Liquid range": "538.34 K", "Melting point": "722.66 K", "Mendeleev no": 92, "Mineral hardness": "2.25", "Molar volume": "20.46 cm3", "Name": "Tellurium", "Oxidation states": [-2, 2, 4, 5, 6], "Poissons ratio": "no data", "Reflectivity": "50 %", "Refractive index": "1.000991", "Rigidity modulus": "16 GPa", "Shannon radii": {"-2": {"VI": {"": {"crystal_radius": 2.07, "ionic_radius": 2.21}}}, "4": {"III": {"": {"crystal_radius": 0.66, "ionic_radius": 0.52}}, "IV": {"": {"crystal_radius": 0.8, "ionic_radius": 0.66}}, "VI": {"": {"crystal_radius": 1.11, "ionic_radius": 0.97}}}, "6": {"IV": {"": {"crystal_radius": 0.57, "ionic_radius": 0.43}}, "VI": {"": {"crystal_radius": 0.7, "ionic_radius": 0.56}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "3 W m-1 K-1", "Van der waals radius": 2.06, "Velocity of sound": "2610 m s-1", "Vickers hardness": "no data MN m-2", "X": 2.1, "Youngs modulus": "43 GPa", "Metallic radius": "no data", "iupac_ordering": 94, "IUPAC ordering": 94, "Ground level": "3P2", "Ionization energies": [9.009808, 18.6, 27.84, 37.4155, 59.3, 69.1, 124.2, 143.0, 167.0, 191.1, 215.0, 245.0, 272.0, 299.0, 328.0, 354.0, 461.0, 491.0, 522.0, 555.0, 599.0, 633.0, 709.0, 746.12, 1304.0, 1377.0, 1455.0, 1538.0, 1618.0, 1707.0, 1803.0, 1889.0, 1979.0, 2066.0, 2309.0, 2386.0, 2472.0, 2552.0, 2700.0, 2788.0, 2954.0, 3041.0, 7022.0, 7243.0, 7485.0, 7714.0, 8240.0, 8499.0, 8821.0, 9040.83, 37196.522, 38177.56], "Electron affinity": 1.9708757}, "Th": {"Atomic mass": 232.03806, "Atomic no": 90, "Atomic orbitals": {"1s": -3524.439052, "2p": -588.218112, "2s": -608.350958, "3d": -123.846396, "3p": -142.25581, "3s": -152.079741, "4d": -24.955184, "4f": -13.397389, "4p": -33.325252, "4s": -37.814094, "5d": -3.625729, "5p": -6.58281, "5s": -8.287057, "6d": -0.172896, "6p": -0.846921, "6s": -1.333769, "7s": -0.135872}, "Atomic radius": 1.8, "Atomic radius calculated": "no data", "Boiling point": "5093 K", "Brinell hardness": "400 MN m-2", "Bulk modulus": "54 GPa", "Coefficient of linear thermal expansion": "11.0 x10-6K-1", "Common oxidation states": [4], "Critical temperature": "no data K", "Density of solid": "11724 kg m-3", "Electrical resistivity": "15 10-8 Ω m", "Electronic structure": "[Rn].6d2.7s2", "ICSD oxidation states": [4], "Ionic radii": {"4": 1.08}, "Liquid range": "2978 K", "Melting point": "2115 K", "Mendeleev no": 47, "Mineral hardness": "3.0", "Molar volume": "19.80 cm3", "Name": "Thorium", "Oxidation states": [2, 3, 4], "Poissons ratio": "0.27", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "31 GPa", "Shannon radii": {"4": {"VI": {"": {"crystal_radius": 1.08, "ionic_radius": 0.94}}, "VIII": {"": {"crystal_radius": 1.19, "ionic_radius": 1.05}}, "IX": {"": {"crystal_radius": 1.23, "ionic_radius": 1.09}}, "X": {"": {"crystal_radius": 1.27, "ionic_radius": 1.13}}, "XI": {"": {"crystal_radius": 1.32, "ionic_radius": 1.18}}, "XII": {"": {"crystal_radius": 1.35, "ionic_radius": 1.21}}}}, "Superconduction temperature": "1.38 K", "Thermal conductivity": "54 W m-1 K-1", "Van der waals radius": 2.45, "Velocity of sound": "2490 m s-1", "Vickers hardness": "350 MN m-2", "X": 1.3, "Youngs modulus": "79 GPa", "Metallic radius": 1.798, "iupac_ordering": 31, "IUPAC ordering": 31, "Ground level": "3F2", "Ionization energies": [6.3067, 12.1, 18.32, 28.648, 58.0, 69.1, 82.0, 95.0, 118.0, 133.0, 165.0, 181.0, 262.0, 285.0, 310.0, 336.0, 362.0, 389.0, 424.0, 451.0, 480.0, 508.0, 650.0, 680.0, 720.0, 750.0, 830.0, 870.0, 970.0, 1010.0, 1090.0, 1160.0, 1240.0, 1310.0, 1380.0, 1460.0, 1530.0, 1600.0, 1680.0, 1760.0, 1830.0, 1910.0, 1980.0, 2060.0, 2390.0, 2455.0, 2524.0, 2598.0, 2669.0, 2737.0, 2864.0, 2935.0, 3013.0, 3086.0, 3375.0, 3445.0, 3522.0, 3593.0, 3943.0, 4025.0, 4230.0, 4313.0, 6972.0, 7130.0, 7299.0, 7480.0, 7650.0, 7810.0, 8180.0, 8350.0, 8550.0, 8720.0, 9220.0, 9370.0, 9540.0, 9690.0, 10790.0, 10970.0, 11340.0, 11510.0, 24060.0, 24480.0, 24940.0, 25360.0, 29410.0, 29970.0, 30680.0, 31122.8, 123086.4, 125253.4], "Electron affinity": 1.17}, "Ti": {"Atomic mass": 47.867, "Atomic no": 22, "Atomic orbitals": {"1s": -177.276643, "2p": -16.285339, "2s": -19.457901, "3d": -0.17001, "3p": -1.422947, "3s": -2.258007, "4s": -0.167106}, "Atomic radius": 1.4, "Atomic radius calculated": 1.76, "Boiling point": "3560 K", "Brinell hardness": "716 MN m-2", "Bulk modulus": "110 GPa", "Coefficient of linear thermal expansion": "8.6 x10-6K-1", "Common oxidation states": [4], "Critical temperature": "no data K", "Density of solid": "4507 kg m-3", "Electrical resistivity": "about 40 10-8 Ω m", "Electronic structure": "[Ar].3d2.4s2", "ICSD oxidation states": [2, 3, 4], "Ionic radii": {"2": 1.0, "3": 0.81, "4": 0.745}, "Liquid range": "1619 K", "Melting point": "1941 K", "Mendeleev no": 51, "Mineral hardness": "6.0", "Molar volume": "10.64 cm3", "Name": "Titanium", "Oxidation states": [-1, 2, 3, 4], "Poissons ratio": "0.32", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "44 GPa", "Shannon radii": {"2": {"VI": {"": {"crystal_radius": 1.0, "ionic_radius": 0.86}}}, "3": {"VI": {"": {"crystal_radius": 0.81, "ionic_radius": 0.67}}}, "4": {"IV": {"": {"crystal_radius": 0.56, "ionic_radius": 0.42}}, "V": {"": {"crystal_radius": 0.65, "ionic_radius": 0.51}}, "VI": {"": {"crystal_radius": 0.745, "ionic_radius": 0.605}}, "VIII": {"": {"crystal_radius": 0.88, "ionic_radius": 0.74}}}}, "Superconduction temperature": "0.40 K", "Thermal conductivity": "22 W m-1 K-1", "Van der waals radius": 2.11, "Velocity of sound": "4140 m s-1", "Vickers hardness": "970 MN m-2", "X": 1.54, "Youngs modulus": "116 GPa", "NMR Quadrupole Moment": {"Ti-47": 302.1, "Ti-49": 247.11}, "Metallic radius": 1.462, "iupac_ordering": 52, "IUPAC ordering": 52, "Ground level": "3F2", "Ionization energies": [6.82812, 13.5755, 27.49171, 43.26717, 99.299, 119.533, 140.68, 170.5, 192.1, 215.92, 265.07, 291.5, 787.67, 864.0, 944.5, 1042.5, 1130.2, 1220.3, 1346.3, 1425.257, 6249.0226, 6625.8073], "Electron affinity": 0.075545}, "Tl": {"Atomic mass": 204.3833, "Atomic no": 81, "Atomic orbitals": {"1s": -2827.569408, "2p": -457.255971, "2s": -474.953368, "3d": -88.328299, "3p": -104.099296, "3s": -112.52218, "4d": -14.008848, "4f": -4.835747, "4p": -20.797078, "4s": -24.471512, "5d": -0.674544, "5p": -2.59873, "5s": -3.811512, "6p": -0.101507, "6s": -0.28502}, "Atomic radius": 1.9, "Atomic radius calculated": 1.56, "Boiling point": "1746 K", "Brinell hardness": "26.4 MN m-2", "Bulk modulus": "43 GPa", "Coefficient of linear thermal expansion": "29.9 x10-6K-1", "Common oxidation states": [1, 3], "Critical temperature": "no data K", "Density of solid": "11850 kg m-3", "Electrical resistivity": "15 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d10.6s2.6p1", "ICSD oxidation states": [1, 3], "Ionic radii": {"1": 1.64, "3": 1.025}, "Liquid range": "1169 K", "Melting point": "577 K", "Mendeleev no": 78, "Mineral hardness": "1.2", "Molar volume": "17.22 cm3", "Name": "Thallium", "Oxidation states": [1, 3], "Poissons ratio": "0.45", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "2.8 GPa", "Shannon radii": {"1": {"VI": {"": {"crystal_radius": 1.64, "ionic_radius": 1.5}}, "VIII": {"": {"crystal_radius": 1.73, "ionic_radius": 1.59}}, "XII": {"": {"crystal_radius": 1.84, "ionic_radius": 1.7}}}, "3": {"IV": {"": {"crystal_radius": 0.89, "ionic_radius": 0.75}}, "VI": {"": {"crystal_radius": 1.025, "ionic_radius": 0.885}}, "VIII": {"": {"crystal_radius": 1.12, "ionic_radius": 0.98}}}}, "Superconduction temperature": "2.38 K", "Thermal conductivity": "46 W m-1 K-1", "Van der waals radius": 1.96, "Velocity of sound": "818 m s-1", "Vickers hardness": "no data MN m-2", "X": 1.62, "Youngs modulus": "8 GPa", "Metallic radius": 1.7, "iupac_ordering": 77, "IUPAC ordering": 77, "Ground level": "2P\u00b01/2", "Ionization energies": [6.1082873, 20.4283, 29.852, 51.14, 62.6, 80.0, 97.9, 116.0, 135.0, 158.0, 177.0, 198.0, 218.3, 306.9, 340.0, 366.0, 392.0, 439.0, 467.0, 520.0, 570.0, 600.0, 640.0, 700.0, 760.0, 820.0, 880.0, 930.0, 990.0, 1060.0, 1110.0, 1170.0, 1230.0, 1290.0, 1350.0, 1625.0, 1681.0, 1740.0, 1802.0, 1862.0, 1920.0, 2014.0, 2075.0, 2140.0, 2202.0, 2447.0, 2508.0, 2574.0, 2635.0, 2854.0, 2925.0, 3094.0, 3164.7, 5234.0, 5371.0, 5518.0, 5674.0, 5824.0, 5969.0, 6241.0, 6392.0, 6560.0, 6714.0, 7146.0, 7281.0, 7430.0, 7570.0, 8260.0, 8420.0, 8730.0, 8880.0, 19070.0, 19440.0, 19840.0, 20210.0, 22780.0, 23250.0, 23850.0, 24234.1, 96783.21, 98591.6], "Electron affinity": 0.32005319}, "Tm": {"Atomic mass": 168.93421, "Atomic no": 69, "Atomic orbitals": {"1s": -2022.471608, "2p": -312.510608, "2s": -327.05712, "3d": -53.835494, "3p": -66.239338, "3s": -72.873753, "4d": -6.350307, "4f": -0.28312, "4p": -11.187151, "4s": -13.865665, "5p": -0.950748, "5s": -1.64999, "6s": -0.135953}, "Atomic radius": 1.75, "Atomic radius calculated": 2.22, "Boiling point": "2223 K", "Brinell hardness": "471 MN m-2", "Bulk modulus": "45 GPa", "Coefficient of linear thermal expansion": "13.3 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "9321 kg m-3", "Electrical resistivity": "67.6 10-8 Ω m", "Electronic structure": "[Xe].4f13.6s2", "ICSD oxidation states": [3], "Ionic radii": {"2": 1.17, "3": 1.02}, "Liquid range": "405 K", "Melting point": "1818 K", "Mendeleev no": 21, "Mineral hardness": "no data", "Molar volume": "19.1 cm3", "Name": "Thulium", "Oxidation states": [2, 3], "Poissons ratio": "0.21", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "31 GPa", "Shannon radii": {"2": {"VI": {"": {"crystal_radius": 1.17, "ionic_radius": 1.03}}, "VII": {"": {"crystal_radius": 1.23, "ionic_radius": 1.09}}}, "3": {"VI": {"": {"crystal_radius": 1.02, "ionic_radius": 0.88}}, "VIII": {"": {"crystal_radius": 1.134, "ionic_radius": 0.994}}, "IX": {"": {"crystal_radius": 1.192, "ionic_radius": 1.052}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "17 W m-1 K-1", "Van der waals radius": 2.27, "Velocity of sound": "no data m s-1", "Vickers hardness": "520 MN m-2", "X": 1.25, "Youngs modulus": "74 GPa", "Metallic radius": 1.747, "iupac_ordering": 35, "IUPAC ordering": 35, "Ground level": "2F\u00b07/2", "Ionization energies": [6.18431, 12.065, 23.66, 42.41, 65.4, 98.0, 116.0, 133.0, 160.0, 180.0, 205.0, 239.0, 274.0, 295.0, 317.0, 352.0, 387.0, 424.0, 460.0, 496.0, 530.0, 570.0, 603.0, 825.0, 866.0, 911.0, 958.0, 1004.0, 1050.0, 1110.0, 1157.0, 1207.0, 1255.0, 1442.0, 1490.0, 1542.0, 1591.0, 1706.0, 1761.0, 1889.0, 1945.2, 3298.0, 3409.0, 3528.0, 3653.0, 3775.0, 3895.0, 4075.0, 4199.0, 4335.0, 4461.0, 4812.0, 4922.0, 5044.0, 5157.0, 5527.0, 5656.0, 5901.0, 6023.0, 13347.0, 13651.0, 13988.0, 14300.0, 15663.0, 16036.0, 16510.0, 16814.34, 67965.26, 69387.3], "Electron affinity": 1.02922}, "U": {"Atomic mass": 238.02891, "Atomic no": 92, "Atomic orbitals": {"1s": -3689.355141, "2p": -619.10855, "2s": -639.778728, "3d": -131.977358, "3p": -150.97898, "3s": -161.118073, "4d": -27.123212, "4f": -15.02746, "4p": -35.853321, "4s": -40.528084, "5d": -3.866175, "5f": -0.366543, "5p": -7.018092, "5s": -8.824089, "6d": -0.14319, "6p": -0.822538, "6s": -1.325976, "7s": -0.130948}, "Atomic radius": 1.75, "Atomic radius calculated": "no data", "Boiling point": "4200 K", "Brinell hardness": "2400 MN m-2", "Bulk modulus": "100 GPa", "Coefficient of linear thermal expansion": "13.9 x10-6K-1", "Common oxidation states": [6], "Critical temperature": "no data K", "Density of solid": "19050 kg m-3", "Electrical resistivity": "28 10-8 Ω m", "Electronic structure": "[Rn].5f3.6d1.7s2", "ICSD oxidation states": [3, 4, 5, 6], "Ionic radii": {"3": 1.165, "4": 1.03, "5": 0.9, "6": 0.87}, "Liquid range": "2794.7 K", "Melting point": "1405.3 K", "Mendeleev no": 45, "Mineral hardness": "6.0", "Molar volume": "12.49 cm3", "Name": "Uranium", "Oxidation states": [3, 4, 5, 6], "Poissons ratio": "0.23", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "111 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.165, "ionic_radius": 1.025}}}, "4": {"VI": {"": {"crystal_radius": 1.03, "ionic_radius": 0.89}}, "VII": {"": {"crystal_radius": 1.09, "ionic_radius": 0.95}}, "VIII": {"": {"crystal_radius": 1.14, "ionic_radius": 1.0}}, "IX": {"": {"crystal_radius": 1.19, "ionic_radius": 1.05}}, "XII": {"": {"crystal_radius": 1.31, "ionic_radius": 1.17}}}, "5": {"VI": {"": {"crystal_radius": 0.9, "ionic_radius": 0.76}}, "VII": {"": {"crystal_radius": 0.98, "ionic_radius": 0.84}}}, "6": {"II": {"": {"crystal_radius": 0.59, "ionic_radius": 0.45}}, "IV": {"": {"crystal_radius": 0.66, "ionic_radius": 0.52}}, "VI": {"": {"crystal_radius": 0.87, "ionic_radius": 0.73}}, "VII": {"": {"crystal_radius": 0.95, "ionic_radius": 0.81}}, "VIII": {"": {"crystal_radius": 1.0, "ionic_radius": 0.86}}}}, "Superconduction temperature": "0.2 K", "Thermal conductivity": "27 W m-1 K-1", "Van der waals radius": 2.41, "Velocity of sound": "3155 m s-1", "Vickers hardness": "1960 MN m-2", "X": 1.38, "Youngs modulus": "208 GPa", "Metallic radius": 1.542, "iupac_ordering": 29, "IUPAC ordering": 29, "Ground level": "5L\u00b06", "Ionization energies": [6.19405, 11.6, 19.8, 36.7, 46.0, 62.0, 89.0, 101.0, 116.0, 128.9, 158.0, 173.0, 210.0, 227.0, 323.0, 348.0, 375.0, 402.0, 431.0, 458.0, 497.0, 525.0, 557.0, 585.0, 730.0, 770.0, 800.0, 840.0, 930.0, 970.0, 1070.0, 1110.0, 1210.0, 1290.0, 1370.0, 1440.0, 1520.0, 1590.0, 1670.0, 1750.0, 1830.0, 1910.0, 1990.0, 2070.0, 2140.0, 2220.0, 2578.0, 2646.0, 2718.0, 2794.0, 2867.0, 2938.0, 3073.0, 3147.0, 3228.0, 3301.0, 3602.0, 3675.0, 3753.0, 3827.0, 4214.0, 4299.0, 4513.0, 4598.0, 7393.0, 7550.0, 7730.0, 7910.0, 8090.0, 8260.0, 8650.0, 8830.0, 9030.0, 9210.0, 9720.0, 9870.0, 10040.0, 10200.0, 11410.0, 11600.0, 11990.0, 12160.0, 25260.0, 25680.0, 26150.0, 26590.0, 31060.0, 31640.0, 32400.0, 32836.5, 129570.3, 131821.0], "Electron affinity": 0.53}, "V": {"Atomic mass": 50.9415, "Atomic no": 23, "Atomic orbitals": {"1s": -195.224014, "2p": -18.435189, "2s": -21.815346, "3d": -0.204634, "3p": -1.610516, "3s": -2.526904, "4s": -0.175968}, "Atomic radius": 1.35, "Atomic radius calculated": 1.71, "Boiling point": "3680 K", "Brinell hardness": "628 MN m-2", "Bulk modulus": "160 GPa", "Coefficient of linear thermal expansion": "8.4 x10-6K-1", "Common oxidation states": [5], "Critical temperature": "no data K", "Density of solid": "6110 kg m-3", "Electrical resistivity": "20 10-8 Ω m", "Electronic structure": "[Ar].3d3.4s2", "ICSD oxidation states": [2, 3, 4, 5], "Ionic radii": {"2": 0.93, "3": 0.78, "4": 0.72, "5": 0.68}, "Liquid range": "1497 K", "Melting point": "2183 K", "Mendeleev no": 54, "Mineral hardness": "7.0", "Molar volume": "8.32 cm3", "Name": "Vanadium", "Oxidation states": [-1, 1, 2, 3, 4, 5], "Poissons ratio": "0.37", "Reflectivity": "61 %", "Refractive index": "no data", "Rigidity modulus": "47 GPa", "Shannon radii": {"2": {"VI": {"": {"crystal_radius": 0.93, "ionic_radius": 0.79}}}, "3": {"VI": {"": {"crystal_radius": 0.78, "ionic_radius": 0.64}}}, "4": {"V": {"": {"crystal_radius": 0.67, "ionic_radius": 0.53}}, "VI": {"": {"crystal_radius": 0.72, "ionic_radius": 0.58}}, "VIII": {"": {"crystal_radius": 0.86, "ionic_radius": 0.72}}}, "5": {"IV": {"": {"crystal_radius": 0.495, "ionic_radius": 0.355}}, "V": {"": {"crystal_radius": 0.6, "ionic_radius": 0.46}}, "VI": {"": {"crystal_radius": 0.68, "ionic_radius": 0.54}}}}, "Superconduction temperature": "5.40 K", "Thermal conductivity": "31 W m-1 K-1", "Van der waals radius": 2.07, "Velocity of sound": "4560 m s-1", "Vickers hardness": "628 MN m-2", "X": 1.63, "Youngs modulus": "128 GPa", "NMR Quadrupole Moment": {"V-50": 210.4, "V-51": -52.1}, "Metallic radius": 1.347, "iupac_ordering": 55, "IUPAC ordering": 55, "Ground level": "4F3/2", "Ionization energies": [6.746187, 14.634, 29.3111, 46.709, 65.28165, 128.125, 150.72, 173.55, 206.0, 230.5, 254.8, 308.5, 336.274, 896.0, 977.2, 1062.9, 1165.2, 1258.9, 1354.2, 1486.7, 1569.656, 6851.3109, 7246.1226], "Electron affinity": 0.527662}, "W": {"Atomic mass": 183.84, "Atomic no": 74, "Atomic orbitals": {"1s": -2341.042887, "2p": -369.013973, "2s": -384.856157, "3d": -66.724787, "3p": -80.502102, "3s": -87.867792, "4d": -8.879693, "4f": -1.550835, "4p": -14.495102, "4s": -17.570797, "5d": -0.220603, "5p": -1.504457, "5s": -2.396018, "6s": -0.181413}, "Atomic radius": 1.35, "Atomic radius calculated": 1.93, "Boiling point": "5828 K", "Brinell hardness": "2570 MN m-2", "Bulk modulus": "310 GPa", "Coefficient of linear thermal expansion": "4.5 x10-6K-1", "Common oxidation states": [4, 6], "Critical temperature": "no data K", "Density of solid": "19250 kg m-3", "Electrical resistivity": "5.4 10-8 Ω m", "Electronic structure": "[Xe].4f14.5d4.6s2", "ICSD oxidation states": [2, 3, 4, 5, 6], "Ionic radii": {"4": 0.8, "5": 0.76, "6": 0.74}, "Liquid range": "2133 K", "Melting point": "3695 K", "Mendeleev no": 55, "Mineral hardness": "7.5", "Molar volume": "9.47 cm3", "Name": "Tungsten", "Oxidation states": [-2, -1, 1, 2, 3, 4, 5, 6], "Poissons ratio": "0.28", "Reflectivity": "62 %", "Refractive index": "no data", "Rigidity modulus": "161 GPa", "Shannon radii": {"4": {"VI": {"": {"crystal_radius": 0.8, "ionic_radius": 0.66}}}, "5": {"VI": {"": {"crystal_radius": 0.76, "ionic_radius": 0.62}}}, "6": {"IV": {"": {"crystal_radius": 0.56, "ionic_radius": 0.42}}, "V": {"": {"crystal_radius": 0.65, "ionic_radius": 0.51}}, "VI": {"": {"crystal_radius": 0.74, "ionic_radius": 0.6}}}}, "Superconduction temperature": "0.015 K", "Thermal conductivity": "170 W m-1 K-1", "Van der waals radius": 2.18, "Velocity of sound": "5174 m s-1", "Vickers hardness": "3430 MN m-2", "X": 2.36, "Youngs modulus": "411 GPa", "Metallic radius": 1.41, "iupac_ordering": 56, "IUPAC ordering": 56, "Ground level": "5D0", "Ionization energies": [7.86403, 16.37, 26.0, 38.2, 51.6, 64.77, 122.01, 141.2, 160.2, 179.0, 208.9, 231.6, 258.3, 290.7, 325.3, 361.9, 387.9, 420.7, 462.1, 502.6, 543.4, 594.5, 640.6, 685.6, 734.1, 784.4, 833.4, 881.4, 1132.2, 1180.0, 1230.4, 1283.4, 1335.1, 1386.8, 1459.9, 1512.4, 1569.1, 1621.7, 1829.8, 1882.9, 1940.6, 1994.8, 2149.1, 2210.0, 2354.5, 2414.1, 4057.0, 4180.0, 4309.0, 4446.0, 4578.0, 4709.0, 4927.0, 5063.0, 5209.0, 5348.0, 5719.0, 5840.0, 5970.0, 6093.0, 6596.0, 6735.0, 7000.0, 7130.0, 15566.0, 15896.0, 16252.0, 16588.0, 18476.0, 18872.0, 19362.0, 19686.74, 79181.94, 80755.6], "Electron affinity": 0.816268}, "Xe": {"Atomic mass": 131.293, "Atomic no": 54, "Atomic orbitals": {"1s": -1208.688993, "2p": -172.599583, "2s": -183.327495, "3d": -24.37823, "3p": -32.867042, "3s": -37.415454, "4d": -2.286666, "4p": -5.063802, "4s": -6.67834, "5p": -0.309835, "5s": -0.672086}, "Atomic radius": "no data", "Atomic radius calculated": 1.08, "Boiling point": "165.1 K", "Brinell hardness": "no data MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "no data x10-6K-1", "Critical temperature": "289.7 K", "Density of solid": "no data kg m-3", "Electrical resistivity": "no data 10-8 Ω m", "Electronic structure": "[Kr].4d10.5s2.5p6", "Ionic radii": {"8": 0.62}, "Liquid range": "3.7 K", "Max oxidation state": 8.0, "Melting point": "161.4 K", "Mendeleev no": 5, "Min oxidation state": 2.0, "Mineral hardness": "no data", "Molar volume": "35.92 cm3", "Name": "Xenon", "Poissons ratio": "no data", "Reflectivity": "no data %", "Refractive index": "1.000702", "Rigidity modulus": "no data GPa", "Shannon radii": {"8": {"IV": {"": {"crystal_radius": 0.54, "ionic_radius": 0.4}}, "VI": {"": {"crystal_radius": 0.62, "ionic_radius": 0.48}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "0.00565 W m-1 K-1", "Van der waals radius": 2.16, "Velocity of sound": "1090 m s-1", "Vickers hardness": "no data MN m-2", "X": 2.6, "Youngs modulus": "no data GPa", "Metallic radius": "no data", "iupac_ordering": 1, "IUPAC ordering": 1, "Ground level": "1S0", "Ionization energies": [12.1298437, 20.975, 31.05, 42.2, 54.1, 66.703, 91.6, 105.9778, 179.84, 202.0, 229.02, 255.0, 281.0, 314.0, 343.0, 374.0, 404.0, 434.0, 549.0, 582.0, 616.0, 650.0, 700.0, 736.0, 818.0, 857.0, 1493.0, 1571.0, 1653.0, 1742.0, 1826.0, 1919.0, 2023.0, 2113.0, 2209.0, 2300.0, 2556.0, 2637.0, 2726.0, 2811.0, 2975.0, 3068.0, 3243.0, 3333.8, 7660.0, 7889.0, 8144.0, 8382.0, 8971.0, 9243.0, 9581.0, 9810.37, 40271.724, 41299.71], "Electron affinity": -0.82}, "Y": {"Atomic mass": 88.90585, "Atomic no": 39, "Atomic orbitals": {"1s": -605.631981, "2p": -74.803201, "2s": -81.789102, "3d": -5.671499, "3p": -10.399926, "3s": -12.992217, "4d": -0.108691, "4p": -1.02449, "4s": -1.697124, "5s": -0.150727}, "Atomic radius": 1.8, "Atomic radius calculated": 2.12, "Boiling point": "3609 K", "Brinell hardness": "589 MN m-2", "Bulk modulus": "41 GPa", "Coefficient of linear thermal expansion": "10.6 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "4472 kg m-3", "Electrical resistivity": "about 60 10-8 Ω m", "Electronic structure": "[Kr].4d1.5s2", "ICSD oxidation states": [3], "Ionic radii": {"3": 1.04}, "Liquid range": "1810 K", "Melting point": "1799 K", "Mendeleev no": 25, "Mineral hardness": "no data", "Molar volume": "19.88 cm3", "Name": "Yttrium", "Oxidation states": [1, 2, 3], "Poissons ratio": "0.24", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "26 GPa", "Shannon radii": {"3": {"VI": {"": {"crystal_radius": 1.04, "ionic_radius": 0.9}}, "VII": {"": {"crystal_radius": 1.1, "ionic_radius": 0.96}}, "VIII": {"": {"crystal_radius": 1.159, "ionic_radius": 1.019}}, "IX": {"": {"crystal_radius": 1.215, "ionic_radius": 1.075}}}}, "Superconduction temperature": "1.3 (under pressure)K", "Thermal conductivity": "17 W m-1 K-1", "Van der waals radius": 2.32, "Velocity of sound": "3300 m s-1", "Vickers hardness": "no data MN m-2", "X": 1.22, "Youngs modulus": "64 GPa", "Metallic radius": 1.8, "iupac_ordering": 48, "IUPAC ordering": 48, "Ground level": "2D3/2", "Ionization energies": [6.21726, 12.2236, 20.52441, 60.6072, 75.35, 91.39, 110.02, 128.12, 145.64, 185.7, 205.814, 374.04, 414.0, 463.0, 512.0, 559.0, 624.0, 677.0, 733.0, 790.0, 847.0, 1010.0, 1061.9, 1120.2, 1190.0, 1253.0, 1300.0, 1427.6, 1483.12, 3562.9, 3720.0, 3892.0, 4060.0, 4299.0, 4484.0, 4724.0, 4875.731, 20415.717, 21115.55], "Electron affinity": 0.30712}, "Yb": {"Atomic mass": 173.04, "Atomic no": 70, "Atomic orbitals": {"1s": -2084.069389, "2p": -323.178219, "2s": -337.978976, "3d": -56.026315, "3p": -68.698655, "3s": -75.47663, "4d": -6.574963, "4f": -0.286408, "4p": -11.558246, "4s": -14.312076, "5p": -0.966137, "5s": -1.683886, "6s": -0.136989}, "Atomic radius": 1.75, "Atomic radius calculated": 2.22, "Boiling point": "1469 K", "Brinell hardness": "343 MN m-2", "Bulk modulus": "31 GPa", "Coefficient of linear thermal expansion": "26.3 x10-6K-1", "Common oxidation states": [3], "Critical temperature": "no data K", "Density of solid": "6570 kg m-3", "Electrical resistivity": "25.0 10-8 Ω m", "Electronic structure": "[Xe].4f14.6s2", "ICSD oxidation states": [2, 3], "Ionic radii": {"2": 1.16, "3": 1.008}, "Liquid range": "372 K", "Melting point": "1097 K", "Mendeleev no": 17, "Mineral hardness": "no data", "Molar volume": "24.84 cm3", "Name": "Ytterbium", "Oxidation states": [2, 3], "Poissons ratio": "0.21", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "9.9 GPa", "Shannon radii": {"2": {"VI": {"": {"crystal_radius": 1.16, "ionic_radius": 1.02}}, "VII": {"": {"crystal_radius": 1.22, "ionic_radius": 1.08}}, "VIII": {"": {"crystal_radius": 1.28, "ionic_radius": 1.14}}}, "3": {"VI": {"": {"crystal_radius": 1.008, "ionic_radius": 0.868}}, "VII": {"": {"crystal_radius": 1.065, "ionic_radius": 0.925}}, "VIII": {"": {"crystal_radius": 1.125, "ionic_radius": 0.985}}, "IX": {"": {"crystal_radius": 1.182, "ionic_radius": 1.042}}}}, "Superconduction temperature": "no data K", "Thermal conductivity": "39 W m-1 K-1", "Van der waals radius": 2.26, "Velocity of sound": "1590 m s-1", "Vickers hardness": "206 MN m-2", "X": 1.1, "Youngs modulus": "24 GPa", "Metallic radius": 1.94, "iupac_ordering": 34, "IUPAC ordering": 34, "Ground level": "1S0", "Ionization energies": [6.25416, 12.179185, 25.053, 43.61, 65.6, 99.0, 117.0, 135.0, 163.0, 182.0, 209.0, 244.0, 279.0, 301.0, 324.0, 360.0, 396.0, 431.0, 469.0, 505.0, 540.0, 580.0, 610.0, 651.0, 882.0, 924.0, 971.0, 1019.0, 1065.0, 1114.0, 1175.0, 1224.0, 1275.0, 1324.0, 1516.0, 1564.0, 1618.0, 1668.0, 1789.0, 1845.0, 1978.0, 2036.4, 3443.0, 3555.0, 3677.0, 3805.0, 3929.0, 4051.0, 4238.0, 4364.0, 4502.0, 4630.0, 4988.0, 5101.0, 5224.0, 5339.0, 5731.0, 5860.0, 6111.0, 6236.0, 13784.0, 14093.0, 14435.0, 14752.0, 16191.0, 16570.0, 17050.0, 17365.44, 70123.04, 71574.8], "Electron affinity": -0.02}, "Zn": {"Atomic mass": 65.409, "Atomic no": 30, "Atomic orbitals": {"1s": -344.969756, "2p": -36.648765, "2s": -41.531323, "3d": -0.398944, "3p": -3.022363, "3s": -4.573041, "4s": -0.222725}, "Atomic radius": 1.35, "Atomic radius calculated": 1.42, "Boiling point": "1180 K", "Brinell hardness": "412 MN m-2", "Bulk modulus": "70 GPa", "Coefficient of linear thermal expansion": "30.2 x10-6K-1", "Common oxidation states": [2], "Critical temperature": "no data K", "Density of solid": "7140 kg m-3", "Electrical resistivity": "6.0 10-8 Ω m", "Electronic structure": "[Ar].3d10.4s2", "ICSD oxidation states": [2], "Ionic radii": {"2": 0.88}, "Liquid range": "487.32 K", "Melting point": "692.68 K", "Mendeleev no": 76, "Mineral hardness": "2.5", "Molar volume": "9.16 cm3", "Name": "Zinc", "Oxidation states": [1, 2], "Poissons ratio": "0.25", "Reflectivity": "80 %", "Refractive index": "1.002050", "Rigidity modulus": "43 GPa", "Shannon radii": {"2": {"IV": {"": {"crystal_radius": 0.74, "ionic_radius": 0.6}}, "V": {"": {"crystal_radius": 0.82, "ionic_radius": 0.68}}, "VI": {"": {"crystal_radius": 0.88, "ionic_radius": 0.74}}, "VIII": {"": {"crystal_radius": 1.04, "ionic_radius": 0.9}}}}, "Superconduction temperature": "0.85 K", "Thermal conductivity": "120 W m-1 K-1", "Van der waals radius": 2.01, "Velocity of sound": "3700 m s-1", "Vickers hardness": "no data MN m-2", "X": 1.65, "Youngs modulus": "108 GPa", "NMR Quadrupole Moment": {"Zn-67": 150.15}, "Metallic radius": 1.34, "iupac_ordering": 76, "IUPAC ordering": 76, "Ground level": "1S0", "Ionization energies": [9.394197, 17.96439, 39.7233, 59.573, 82.6, 108.0, 133.9, 173.9, 203.0, 238.0, 274.4, 310.8, 417.6, 453.4, 490.6, 540.0, 577.8, 613.3, 697.5, 737.366, 1846.8, 1961.0, 2085.0, 2214.0, 2358.0, 2491.5, 2669.9, 2781.996, 11864.9399, 12388.929], "Electron affinity": -0.62}, "Zr": {"Atomic mass": 91.224, "Atomic no": 40, "Atomic orbitals": {"1s": -639.292236, "2p": -80.010043, "2s": -87.237062, "3d": -6.544643, "3p": -11.514415, "3s": -14.230432, "4d": -0.150673, "4p": -1.186597, "4s": -1.918971, "5s": -0.162391}, "Atomic radius": 1.55, "Atomic radius calculated": 2.06, "Boiling point": "4682 K", "Brinell hardness": "650 MN m-2", "Bulk modulus": "no data GPa", "Coefficient of linear thermal expansion": "5.7 x10-6K-1", "Common oxidation states": [4], "Critical temperature": "no data K", "Density of solid": "6511 kg m-3", "Electrical resistivity": "43.3 10-8 Ω m", "Electronic structure": "[Kr].4d2.5s2", "ICSD oxidation states": [2, 3, 4], "Ionic radii": {"4": 0.86}, "Liquid range": "2554 K", "Melting point": "2128 K", "Mendeleev no": 49, "Mineral hardness": "5.0", "Molar volume": "14.02 cm3", "Name": "Zirconium", "Oxidation states": [1, 2, 3, 4], "Poissons ratio": "0.34", "Reflectivity": "no data %", "Refractive index": "no data", "Rigidity modulus": "33 GPa", "Shannon radii": {"4": {"IV": {"": {"crystal_radius": 0.73, "ionic_radius": 0.59}}, "V": {"": {"crystal_radius": 0.8, "ionic_radius": 0.66}}, "VI": {"": {"crystal_radius": 0.86, "ionic_radius": 0.72}}, "VII": {"": {"crystal_radius": 0.92, "ionic_radius": 0.78}}, "VIII": {"": {"crystal_radius": 0.98, "ionic_radius": 0.84}}, "IX": {"": {"crystal_radius": 1.03, "ionic_radius": 0.89}}}}, "Superconduction temperature": "0.61 K", "Thermal conductivity": "23 W m-1 K-1", "Van der waals radius": 2.23, "Velocity of sound": "3800 m s-1", "Vickers hardness": "903 MN m-2", "X": 1.33, "Youngs modulus": "68 GPa", "Metallic radius": 1.602, "iupac_ordering": 51, "IUPAC ordering": 51, "Ground level": "3F2", "Ionization energies": [6.634126, 13.13, 23.17, 34.41836, 80.348, 96.38, 112.0, 133.7, 153.0, 172.02, 214.9, 236.252, 426.0, 470.0, 520.0, 573.0, 622.0, 690.0, 745.0, 803.0, 863.0, 922.0, 1092.0, 1144.7, 1205.4, 1277.0, 1344.0, 1392.0, 1525.1, 1582.37, 3788.0, 3950.0, 4127.0, 4300.0, 4553.0, 4744.0, 4991.0, 5146.935, 21516.469, 22236.678], "Electron affinity": 0.433289}, "Rf": {"Atomic mass": 267, "Atomic no": 104, "Name": "Rutherfordium", "Ground level": "3F2", "Ionization energies": [6.02, 14.35, 23.84, 31.87, 64.0, 77.0, 102.0, 119.0, 146.1, 169.0, 193.0, 225.0, 244.0, 275.0, null, 791.0, 825.0, 860.0, 899.0, 936.0, 972.0, 1036.0, 1073.0, 1114.0, 1151.0, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 3857.0, 3938.0, 4025.0, 4116.0, 4203.0, 4287.0, 4489.0, 4580.0, 4670.0, 4760.0, 5130.0, 5210.0, 5300.0, 5390.0, 6100.0, 6200.0, 6470.0, 6570.0, 10170.0, 10360.0, 10560.0, 10780.0, 10980.0, 11180.0, 11750.0, 11960.0, 12200.0, 12410.0, 13010.0, 13190.0, 13400.0, 13600.0, 15800.0, 16000.0, 16400.0, 16700.0, 33100.0, 33600.0, 34100.0, 34600.0, 42700.0, 43400.0, 44300.0, null, null, 177148.0], "Electron affinity": null, "Van der waals radius": "no data"}, "Db": {"Atomic mass": 268, "Atomic no": 105, "Name": "Dubnium", "Ground level": "4F3/2", "Ionization energies": [6.8, 14.0, 23.1, 33.0, 43.0, 86.0, 98.9, 126.0, 145.1, 172.0, 196.0, 220.9, 254.0, 274.0, 307.0, null, 838.0, 872.0, 908.0, 948.0, 985.0, 1022.0, 1089.0, 1126.0, 1168.0, 1207.0, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 3975.0, 4057.0, 4145.0, 4237.0, 4326.0, 4411.0, 4620.0, 4710.0, 4810.0, 4900.0, 5260.0, 5350.0, 5450.0, 5530.0, 6280.0, 6380.0, 6650.0, 6760.0, 10420.0, 10610.0, 10820.0, 11040.0, 11240.0, 11440.0, 12040.0, 12250.0, 12480.0, 12700.0, 13300.0, 13500.0, 13700.0, 13900.0, 16200.0, 16400.0, 16900.0, 17100.0, 33800.0, 34300.0, 34800.0, 35300.0, 43800.0, 44500.0, 45400.0, null, null, 181444.0], "Electron affinity": null, "Van der waals radius": "no data"}, "Sg": {"Atomic mass": 269, "Atomic no": 106, "Name": "Seaborgium", "Ground level": "0", "Ionization energies": [7.8, 17.1, 25.8, 35.5, 47.2, 59.3, 109.0, 122.0, 152.0, 170.0, 200.0, 224.0, 251.0, 285.0, 306.0, 339.0, null, 885.0, 921.0, 958.0, 998.0, 1036.0, 1073.0, 1143.0, 1181.0, 1223.0, 1263.0, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 4095.0, 4178.0, 4267.0, 4360.0, 4450.0, 4540.0, 4750.0, 4840.0, 4940.0, 5030.0, 5410.0, 5490.0, 5590.0, 5680.0, 6460.0, 6570.0, 6840.0, 6950.0, 10680.0, 10870.0, 11080.0, 11300.0, 11510.0, 11710.0, 12320.0, 12540.0, 12780.0, 12990.0, 13600.0, 13800.0, 14000.0, 14200.0, 16600.0, 16800.0, 17300.0, 17500.0, 34500.0, 35000.0, 35600.0, 36100.0, 44900.0, 45700.0, 46600.0, null, null, 185839.0], "Electron affinity": null, "Van der waals radius": "no data"}, "Bh": {"Atomic mass": 270, "Atomic no": 107, "Name": "Bohrium", "Ground level": "5/2", "Ionization energies": [7.7, 17.5, 26.7, 37.3, 49.0, 62.1, 74.9, 134.0, 148.0, 178.0, 198.0, 228.0, 255.0, 281.0, 318.0, 337.0, 374.0, null, 934.0, 969.0, 1008.0, 1049.0, 1088.0, 1126.0, 1197.0, 1237.0, 1280.0, 1320.0, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 4216.0, 4301.0, 4390.0, 4486.0, 4580.0, 4660.0, 4890.0, 4980.0, 5080.0, 5170.0, 5550.0, 5640.0, 5740.0, 5830.0, 6650.0, 6760.0, 7040.0, 7140.0, 10930.0, 11130.0, 11340.0, 11560.0, 11780.0, 11980.0, 12610.0, 12830.0, 13070.0, 13300.0, 13900.0, 14100.0, 14300.0, 14500.0, 17000.0, 17300.0, 17700.0, 18000.0, 35200.0, 35700.0, 36300.0, 36800.0, 46100.0, 46900.0, 47800.0, null, null, 190331.0], "Electron affinity": null, "Van der waals radius": "no data"}, "Hs": {"Atomic mass": 270, "Atomic no": 108, "Name": "Hassium", "Ground level": "4", "Ionization energies": [7.6, 18.2, 29.3, 37.7, 51.2, 64.0, 78.1, 91.7, 159.9, 173.9, 206.1, 227.0, 258.0, 285.0, 314.0, 351.0, 371.0, 409.0, null, 984.0, 1020.0, 1060.0, 1101.0, 1140.0, 1180.0, 1253.0, 1294.0, 1338.0, 1379.0, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 4339.0, 4425.0, 4516.0, 4610.0, 4700.0, 4790.0, 5020.0, 5110.0, 5220.0, 5310.0, 5700.0, 5780.0, 5880.0, 5980.0, 6840.0, 6950.0, 7230.0, 7340.0, 11200.0, 11390.0, 11610.0, 11830.0, 12040.0, 12250.0, 12910.0, 13130.0, 13400.0, 13600.0, 14200.0, 14400.0, 14600.0, 14800.0, 17500.0, 17700.0, 18200.0, 18400.0, 35900.0, 36400.0, 37000.0, 37500.0, 47300.0, 48100.0, 49000.0, null, null, 194917.0], "Electron affinity": null, "Van der waals radius": "no data"}, "Mt": {"Atomic mass": 278, "Atomic no": 109, "Name": "Meitnerium", "Ground level": null, "Ionization energies": [50.0, null, null, 94.0, 109.0, 187.0, 202.0, 235.9, 257.0, 289.0, 318.0, 346.0, 386.0, 406.0, 445.0, null, 1035.0, 1072.0, 1112.0, 1154.0, 1195.0, 1234.0, 1311.0, 1352.0, 1397.0, 1439.0, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 4464.0, 4551.0, 4640.0, 4740.0, 4830.0, 4920.0, 5160.0, 5250.0, 5360.0, 5450.0, 5840.0, 5930.0, 6030.0, 6130.0, 7030.0, 7150.0, 7430.0, 7550.0, 11460.0, 11660.0, 11870.0, 12100.0, 12320.0, 12530.0, 13200.0, 13400.0, 13700.0, 13900.0, 14500.0, 14700.0, 14900.0, 15100.0, 17900.0, 18200.0, 18700.0, 18900.0, 36700.0, 37200.0, 37800.0, 38300.0, 48500.0, 49400.0, 50300.0, null, null, 199606.0], "Electron affinity": null, "Van der waals radius": "no data"}, "Ds": {"Atomic mass": 281, "Atomic no": 110, "Name": "Darmstadtium", "Ground level": null, "Ionization energies": [65.0, null, null, 112.9, 128.0, 216.0, 231.0, 266.0, 288.0, 322.0, 352.0, 380.0, 422.0, 442.0, 483.0, null, 1087.0, 1125.0, 1165.0, 1208.0, 1250.0, 1290.0, 1369.0, 1412.0, 1457.0, 1500.0, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 4590.0, 4680.0, 4770.0, 4870.0, 4960.0, 5060.0, 5300.0, 5400.0, 5500.0, 5600.0, 5990.0, 6080.0, 6190.0, 6280.0, 7230.0, 7350.0, 7640.0, 7750.0, 11730.0, 11930.0, 12140.0, 12380.0, 12600.0, 12810.0, 13500.0, 13700.0, 14000.0, 14200.0, 14800.0, 15000.0, 15300.0, 15500.0, 18400.0, 18600.0, 19100.0, 19400.0, 37400.0, 37900.0, 38500.0, 39100.0, 49800.0, 50700.0, 51600.0, null, null, 204400.0], "Electron affinity": null, "Van der waals radius": "no data"}, "Rg": {"Atomic mass": 282, "Atomic no": 111, "Name": "Roentgenium", "Ground level": null, "Ionization energies": [], "Electron affinity": 1.565, "Van der waals radius": "no data"}, "Cn": {"Atomic mass": 285, "Atomic no": 112, "Name": "Copernicium", "Ground level": null, "Ionization energies": [], "Electron affinity": null, "Van der waals radius": "no data"}, "Nh": {"Atomic mass": 286, "Atomic no": 113, "Name": "Nihonium", "Ground level": null, "Ionization energies": [], "Electron affinity": 0.69, "Van der waals radius": "no data"}, "Fl": {"Atomic mass": 289, "Atomic no": 114, "Name": "Flerovium", "Ground level": null, "Ionization energies": [], "Electron affinity": null, "Van der waals radius": "no data"}, "Mc": {"Atomic mass": 290, "Atomic no": 115, "Name": "Moscovium", "Ground level": null, "Ionization energies": [], "Electron affinity": 0.366, "Van der waals radius": "no data"}, "Lv": {"Atomic mass": 293, "Atomic no": 116, "Name": "Livermorium", "Ground level": null, "Ionization energies": [], "Electron affinity": 0.776, "Van der waals radius": "no data"}, "Ts": {"Atomic mass": 294, "Atomic no": 117, "Name": "Tennessine", "Ground level": null, "Ionization energies": [], "Electron affinity": 1.719, "Van der waals radius": "no data"}, "Og": {"Atomic mass": 2949, "Atomic no": 118, "Name": "Oganesson", "Ground level": null, "Ionization energies": [], "Electron affinity": 0.0561, "Van der waals radius": "no data"}} \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/process_data_tools/process_data.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/process_data_tools/process_data.py new file mode 100644 index 0000000000000000000000000000000000000000..81ac795b2617c6be96e667b7a67be5a3fdb87cc8 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/process_data_tools/process_data.py @@ -0,0 +1,48 @@ +#!/usr/bin/env python + +import os +import argparse +import warnings +from tqdm import tqdm + +parser = argparse.ArgumentParser(description='Process data from openmx output.') +parser.add_argument('--input_dir', type=str, default='/home/lihe/hdd/materials_data/MoS2/md_openmx/configuration/', help='Every folder under input_dir containing openmx.scfout will be recognized as a structure folder.') +parser.add_argument('--output_dir', type=str, default='/home/gongxx/projects/DeepH/e3nn_DeepH/structrues/1004_MoS2/processed/', help='Processed structure information will be stored here.') +parser.add_argument('--simpout', action='store_true', help='Supress the output of each data processor.') +parser.add_argument('--olp', action='store_true', help='Output overlaps.h5.') +args = parser.parse_args() + +supress_output = args.simpout + +datajl_dir = os.path.dirname(os.path.abspath(__file__)) +if os.path.split(datajl_dir)[-1] == 'DeepH-E3': + datajl_dir = os.path.join(datajl_dir, 'deephe3/process_data_tools') +datajl_dir = os.path.join(datajl_dir, 'openmx_get_data.jl') + +# = find structures +stru_path_list = [] +print(f'Looking for DFT calculated data under: {args.input_dir}') +for root, dirs, files in os.walk(args.input_dir): + if 'openmx.scfout' in files: + stru_path_list.append(os.path.abspath(root)) + +assert len(stru_path_list) > 0, 'cannot find any structure' +print(f'Found {len(stru_path_list)} structure(s).') + +# = process structures +os.makedirs(args.output_dir, exist_ok=True) +print('Processing...') +stru_path_list_iter = tqdm(stru_path_list) if supress_output else stru_path_list +for stru_input_path in stru_path_list_iter: + relpath = os.path.split(stru_input_path)[-1] + stru_output_path = os.path.join(args.output_dir, relpath) + if os.path.isdir(stru_output_path): + warnings.warn('Processed structures might already be existing under output_dir') + os.makedirs(stru_output_path, exist_ok=True) + # TODO might need modification + cmd = f'julia {datajl_dir} --input_dir {stru_input_path} --output_dir {stru_output_path}' + \ + (' --if_OLP true' if args.olp else '') + \ + (' > /dev/null 2>&1' if supress_output else '') + return_code = os.system(cmd) + assert return_code == 0, f'Error occured in executing command "{cmd}". Try not to include --simpout to see error messages.' +print(f'All processed data successfully saved to {args.output_dir}') \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/utils.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..2ba3fbc7674336b17068e6c3d9e1dc7abd414682 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/deephe3_1/utils.py @@ -0,0 +1,519 @@ +import os +import shutil +import sys +import random + +import numpy as np +import torch +from torch import nn +from torch.optim.lr_scheduler import ReduceLROnPlateau + +from e3nn.o3 import Irreps, Irrep + +from .from_nequip.tp_utils import tp_path_exists + + +def set_random_seed(seed): + np.random.seed(seed) + torch.manual_seed(seed) + torch.cuda.manual_seed_all(seed) + random.seed(seed) + + +class Logger(object): + def __init__(self, filename): + self.terminal = sys.stdout + self.log = open(filename, "a", buffering=-1) + + def write(self, message): + self.terminal.write(message) + self.log.write(message) + + def flush(self): + self.terminal.flush() + self.log.flush() + + +class MaskMSELoss(nn.Module): + def __init__(self) -> None: + super(MaskMSELoss, self).__init__() + def forward(self, input: torch.Tensor, target: torch.Tensor, mask: torch.Tensor) -> torch.Tensor: + assert input.shape == target.shape == mask.shape + mse = torch.pow(torch.abs(input - target), 2) + mse = torch.masked_select(mse, mask).mean() + + return mse + + +class MaskMAELoss(nn.Module): + def __init__(self) -> None: + super(MaskMAELoss, self).__init__() + def forward(self, input: torch.Tensor, target: torch.Tensor, mask: torch.Tensor) -> torch.Tensor: + assert input.shape == target.shape == mask.shape + mae = torch.abs(input - target) + mae = torch.masked_select(mae, mask).mean() + + return mae + + +class LossRecord: + def __init__(self): + self.reset() + + def reset(self): + self.last_val = 0 + self.avg = 0 + self.sum = 0 + self.count = 0 + + def update(self, val, num=1): + self.last_val = val + self.sum += val * num + self.count += num + self.avg = self.sum / self.count + + +def flt2cplx(flt_dtype): + if flt_dtype == torch.float32: + cplx_dtype = torch.complex64 + elif flt_dtype == torch.float64: + cplx_dtype = torch.complex128 + elif flt_dtype == np.float32: + cplx_dtype = np.complex64 + elif flt_dtype == np.float64: + cplx_dtype = np.complex128 + else: + raise NotImplementedError(f'Unsupported float dtype: {flt_dtype}') + return cplx_dtype + + +class SlipSlopLR: + def __init__(self, optimizer, start=1400, interval=200, decay_rate=0.5) -> None: + self.optimizer = optimizer + + self.start = start + self.interval = interval + self.decay_rate = decay_rate + + self.next_epoch = 0 + self.last_decayed = None + + def step(self, val_loss=None): + epoch = self.next_epoch + self.next_epoch += 1 + + next_decay = -1 + if self.last_decayed is not None: + next_decay = self.last_decayed + self.interval + + if epoch == self.start or (epoch == next_decay): + self.decay() + self.last_decayed = epoch + + def decay(self): + num_lr = 0 + for param_group in self.optimizer.param_groups: + last_lr = param_group['lr'] + param_group['lr'] *= self.decay_rate + new_lr = param_group['lr'] + print(f'Learning rate {num_lr} is decayed from {last_lr} to {new_lr}.') + + def state_dict(self): + return {key: value for key, value in self.__dict__.items() if key != 'optimizer'} + + def load_state_dict(self, state_dict): + self.__dict__.update(state_dict) + + +class RevertDecayLR: + def __init__(self, model, optimizer, save_model_dir, decay_patience=20, decay_rate=0.8, scheduler_type=0, scheduler_params=None): + self.model = model + self.optimizer = optimizer + + os.makedirs(save_model_dir, exist_ok=True) + self.save_model_dir = save_model_dir + + self.next_epoch = 0 + self.best_epoch = 0 + self.best_loss = 1e10 + + # assert len(decay_epoch) == len(decay_gamma) + # self.decay_epoch = decay_epoch + # self.decay_gamma = decay_gamma + # self.decay_step = 0 + self.decay_patience = decay_patience + self.decay_rate = decay_rate + + self.bad_epochs = 0 + + self.scheduler = None + self.alpha = None + self.loss_smoothed = None + + self.scheduler_type = scheduler_type + if scheduler_type == 1: + self.alpha = scheduler_params.pop('alpha', 0.1) + self.scheduler = ReduceLROnPlateau(optimizer=optimizer, **scheduler_params) + elif scheduler_type == 2: + self.scheduler = SlipSlopLR(optimizer=optimizer, **scheduler_params) + elif scheduler_type == 0: + pass + else: + raise ValueError(f'Unknown scheduler type: {scheduler_type}') + + def load_state_dict(self, state_dict): + tssd = state_dict.pop('torch_scheduler_state_dict', None) + if tssd is not None: + self.scheduler = ReduceLROnPlateau(optimizer=self.optimizer) + self.scheduler.load_state_dict(tssd) + sssd = state_dict.pop('slipslop_state_dict', None) + if sssd is not None: + self.scheduler = SlipSlopLR(optimizer=self.optimizer) + self.scheduler.load_state_dict(sssd) + + self.__dict__.update(state_dict) + + def state_dict(self): + state_dict = {key: value for key, value in self.__dict__.items() + if key not in ['model', 'optimizer', 'save_model_dir', 'scheduler']} + if self.scheduler_type == 1: + state_dict.update({'torch_scheduler_state_dict': self.scheduler.state_dict()}) + elif self.scheduler_type == 2: + state_dict.update({'slipslop_state_dict': self.scheduler.state_dict()}) + return state_dict + + def step(self, val_loss): + epoch = self.next_epoch + self.next_epoch += 1 + # = revert to best model = + # if val_loss > 50 * self.best_loss: + # print(f'Validation Loss {val_loss} at epoch {epoch} is larger than 50 times of best validation loss {self.best_loss} at epoch {self.best_epoch}. Reverting to the state there.') + # self.revert() + # self.decay() + if val_loss > 2 * self.best_loss: + self.bad_epochs += 1 + else: + self.bad_epochs = 0 + if self.bad_epochs >= self.decay_patience: + print(f'Validation loss has been more than 2 times of best loss for more than {self.decay_patience} epochs.') + self.revert() + self.decay() + + # = decay learning rate when epoch reaches decay_epoch = + # if self.decay_step < len(self.decay_epoch): + # if epoch >= self.decay_epoch[self.decay_step]: + # self.revert() + # self.decay() + + # = step torch scheduler = + if self.scheduler_type == 1: + # exponential smoothing of val_loss + # loss_smoothed(t) = alpha*loss(t)+(1-alpha)*loss_smoothed(t-1) + # alpha=0.1 by default + if self.loss_smoothed is None: + self.loss_smoothed = val_loss + else: + self.loss_smoothed = self.alpha * val_loss + (1.0 - self.alpha) * self.loss_smoothed + self.scheduler.step(self.loss_smoothed) + elif self.scheduler_type == 2: + self.scheduler.step() + + # = check is best = + is_best = val_loss < self.best_loss + if is_best: + self.best_loss = val_loss + self.best_epoch = epoch + + # = save model = + save_complete = False + while not save_complete: + try: + self.save_model(epoch, val_loss, is_best=is_best) + save_complete = True + except KeyboardInterrupt: + print('Interrupting while saving model might cause the saved model to be deprecated') + + def revert(self): + best_checkpoint = torch.load(os.path.join(self.save_model_dir, 'best_model.pkl')) + print(f'Reverting to epoch {best_checkpoint["epoch"]} with loss {best_checkpoint["val_loss"]}') + self.model.load_state_dict(best_checkpoint['state_dict']) + self.optimizer.load_state_dict(best_checkpoint['optimizer_state_dict']) + self.load_state_dict(best_checkpoint['scheduler_state_dict']) + + def decay(self): + # if self.decay_step > len(self.decay_gamma) - 1: + # print(f'Learning rate decay step reaches {self.decay_step} which exceeds maximum {len(self.decay_gamma) - 1}. Learning rate is decayed 0.8 times by default.') + # gamma = 0.8 + # else: + # gamma = self.decay_gamma[self.decay_step] + num_lr = 0 + for param_group in self.optimizer.param_groups: + last_lr = param_group['lr'] + param_group['lr'] *= self.decay_rate + new_lr = param_group['lr'] + print(f'Learning rate {num_lr} is decayed from {last_lr} to {new_lr}.') + # self.decay_step += 1 + + if self.scheduler_type == 1: + self.scheduler.cooldown_counter = self.scheduler.cooldown # start torch_scheduler cooldown + + def save_model(self, epoch, val_loss, is_best=False, **kwargs): + state = { + 'epoch': epoch, + 'val_loss': val_loss, + 'state_dict': self.model.state_dict(), + 'optimizer_state_dict': self.optimizer.state_dict(), + 'scheduler_state_dict': self.state_dict(), + } + state.update(kwargs) + torch.save(state, os.path.join(self.save_model_dir, 'model.pkl')) + if is_best: + shutil.copyfile(os.path.join(self.save_model_dir, 'model.pkl'), + os.path.join(self.save_model_dir, 'best_model.pkl')) + + +def process_targets(orbital_types, index_to_Z, targets): + Z_to_index = torch.full((100,), -1, dtype=torch.int64) + Z_to_index[index_to_Z] = torch.arange(len(index_to_Z)) + + orbital_types = list(map(lambda x: np.array(x, dtype=np.int32), orbital_types)) + orbital_types_cumsum = list(map(lambda x: np.concatenate([np.zeros(1, dtype=np.int32), + np.cumsum(2 * x + 1)]), orbital_types)) + + # = process the orbital indices into block slices = + equivariant_blocks, out_js_list = [], [] + out_slices = [0] + for target in targets: + out_js = None + equivariant_block = dict() + for N_M_str, block_indices in target.items(): + i, j = map(lambda x: Z_to_index[int(x)], N_M_str.split()) + block_slice = [ + orbital_types_cumsum[i][block_indices[0]], + orbital_types_cumsum[i][block_indices[0] + 1], + orbital_types_cumsum[j][block_indices[1]], + orbital_types_cumsum[j][block_indices[1] + 1] + ] + equivariant_block.update({N_M_str: block_slice}) + if out_js is None: + out_js = (orbital_types[i][block_indices[0]], orbital_types[j][block_indices[1]]) + else: + assert out_js == (orbital_types[i][block_indices[0]], orbital_types[j][block_indices[1]]) + equivariant_blocks.append(equivariant_block) + out_js_list.append(tuple(map(int, out_js))) + out_slices.append(out_slices[-1] + (2 * out_js[0] + 1) * (2 * out_js[1] + 1)) + + return equivariant_blocks, out_js_list, out_slices + + +def irreps_from_l1l2(l1, l2, mul, spinful, no_parity=False): + r''' + non-spinful example: l1=1, l2=2 (1x2) -> + required_irreps_full=1+2+3, required_irreps=1+2+3, required_irreps_x1=None + + spinful example: l1=1, l2=2 (1x0.5)x(2x0.5) -> + required_irreps_full = 1+2+3 + 0+1+2 + 1+2+3 + 2+3+4 + required_irreps = (1+2+3)x0 = 1+2+3 + required_irreps_x1 = (1+2+3)x1 = [0+1+2, 1+2+3, 2+3+4] + + notice that required_irreps_x1 is a list of Irreps + ''' + p = 1 + if not no_parity: + p = (-1) ** (l1 + l2) + required_ls = range(abs(l1 - l2), l1 + l2 + 1) + required_irreps = Irreps([(mul, (l, p)) for l in required_ls]) + required_irreps_full = required_irreps + required_irreps_x1 = None + if spinful: + required_irreps_x1 = [] + for _, ir in required_irreps: + required_ls_irx1 = range(abs(ir.l - 1), ir.l + 1 + 1) + irx1 = Irreps([(mul, (l, p)) for l in required_ls_irx1]) + required_irreps_x1.append(irx1) + required_irreps_full += irx1 + return required_irreps_full, required_irreps, required_irreps_x1 + + +def orbital_analysis(atom_orbitals, required_block_type, spinful, targets=None, element_pairs=None, no_parity=False, verbose=''): + r''' + example of atom_orbitals: {'42': [0, 0, 0, 1, 1, 2, 2], '16': [0, 0, 1, 1, 2]} + + required_block_type: 's' - specify; 'a' - all; 'o' - off-diagonal; 'd' - diagonal; + ''' + + assert required_block_type in ['s', 'a', 'o', 'd'] + if required_block_type == 's': + net_out_irreps = Irreps(None) + for target in targets: + l1, l2 = None, None + for N_M_str, block_indices in target.items(): + atom1, atom2 = N_M_str.split() + if l1 is None and l2 is None: + l1 = atom_orbitals[atom1][block_indices[0]] + l2 = atom_orbitals[atom2][block_indices[1]] + net_out_irreps += irreps_from_l1l2(l1, l2, 1, spinful, no_parity=no_parity)[0] + else: + assert l1 == atom_orbitals[atom1][block_indices[0]] and l2 == atom_orbitals[atom2][block_indices[1]], f'Hamiltonian block angular quantum numbers not all the same in target {target}' + + else: + hoppings_list = [] # [{'42 16': [4, 3]}, ...] + for atom1, orbitals1 in atom_orbitals.items(): + for atom2, orbitals2 in atom_orbitals.items(): + hopping_key = atom1 + ' ' + atom2 + if element_pairs: + if hopping_key not in element_pairs: + continue + for orbital1 in range(len(orbitals1)): + for orbital2 in range(len(orbitals2)): + hopping_orbital = [orbital1, orbital2] + hoppings_list.append({hopping_key: hopping_orbital}) + + il_list = [] # [[1, 1, 2, 0], ...] this means the hopping is from 1st l=1 orbital to 0th l=2 orbital. + for hopping in hoppings_list: + for N_M_str, block in hopping.items(): + atom1, atom2 = N_M_str.split() + l1 = atom_orbitals[atom1][block[0]] + l2 = atom_orbitals[atom2][block[1]] + il1 = block[0] - atom_orbitals[atom1].index(l1) + il2 = block[1] - atom_orbitals[atom2].index(l2) + il_list.append([l1, il1, l2, il2]) + + hoppings_list_mask = [False for _ in range(len(hoppings_list))] # if that hopping is already included, then it is True + targets = [] + net_out_irreps_list = [] + net_out_irreps = Irreps(None) + for hopping1_index in range(len(hoppings_list)): + target = {} + if not hoppings_list_mask[hopping1_index]: + is_diagonal = il_list[hopping1_index][0: 2] == il_list[hopping1_index][2: 4] + hoppings_list_mask[hopping1_index] = True + if is_diagonal and required_block_type == 'o': + continue + if not is_diagonal and required_block_type == 'd': + continue + target.update(hoppings_list[hopping1_index]) + for hopping2_index in range(len(hoppings_list)): + if not hoppings_list_mask[hopping2_index]: + if il_list[hopping1_index] == il_list[hopping2_index]: # il1 = il2 means the two hoppings are similar + target.update(hoppings_list[hopping2_index]) + hoppings_list_mask[hopping2_index] = True + targets.append(target) + + l1, l2 = il_list[hopping1_index][0], il_list[hopping1_index][2] + irreps_new = irreps_from_l1l2(l1, l2, 1, spinful, no_parity=no_parity)[0] + net_out_irreps_list.append(irreps_new) + net_out_irreps = net_out_irreps + irreps_new + + for i in hoppings_list_mask: + assert i + + if spinful: + net_out_irreps = net_out_irreps + net_out_irreps + + if verbose and required_block_type != 's': + with open(verbose, 'w') as v: + print('------- All hoppings -------', file=v) + for index, (hopping, il) in enumerate(zip(hoppings_list, il_list)): + print(index, hopping, il, file=v) + print('\n------- All targets -------', file=v) + for index, (target, irreps) in enumerate(zip(targets, net_out_irreps_list)): + print(index, target, irreps, file=v) + print('\n------- Target for net ------', file=v) + print(targets, file=v) + print('\n------- Required net out irreps -------', file=v) + print(net_out_irreps, file=v) + print('\n------- Simplified net out irreps -------', file=v) + print(net_out_irreps.sort()[0].simplify(), file=v) + print(f'\nAutomatically generated target and net_out_irreps. \nDetails saved to: {verbose}') + + return targets, net_out_irreps, net_out_irreps.sort()[0].simplify() + +def find_required_irs(irreps_in1, irreps_in2, irreps_out, if_verbose=False): + # find the irs needed in irreps_in1 in order for in1 x in2 -> irreps_out + # Returns a list of list. At least one irrep in each sublist is needed. + # All the sublists returned are sorted in reversed order. + + irreps_in1 = Irreps(irreps_in1) + irreps_in2 = Irreps(irreps_in2).sort().irreps.simplify() + irreps_out = Irreps(irreps_out).sort().irreps.simplify() + + required_irs = [] + missing_ir_out = [] + for _, ir_out in irreps_out: + if not tp_path_exists(irreps_in1, irreps_in2, ir_out): + missing_ir_out.append(ir_out) + req_irs_path = [] # having only one of the irrep in req_irs_path is ok + for _, ir_in2 in irreps_in2: + p = ir_out.p * ir_in2.p + for l in range(abs(ir_out.l - ir_in2.l), ir_out.l + ir_in2.l + 1): + req_ir_path = Irrep(l, p) + if req_ir_path not in req_irs_path: + req_irs_path.append(req_ir_path) + assert req_irs_path, 'all possible irrep eliminated' + req_irs_path = sorted(req_irs_path, reverse=True) + required_irs.append(req_irs_path) + + if if_verbose and len(missing_ir_out) > 0: + print(f'Required ir {missing_ir_out} in irreps_out cannot be generated by the last edge update.') + + return required_irs + +def refine_post_node(irreps_post_node, irreps_mid_node, irreps_mid_edge, irreps_sh, irreps_post_edge, if_verbose=False): + '''In spinful case, parity of irreps in irreps_post_edge will no longer be exactly (-1)^l. However, we usually prefer to set the parity of irreps in irreps_mid_node and irreps_mid_edge to (-1)^l, so the output irreps might not always be able to be fully produced by the convolution in the last edge update. To tackle this problem, the most efficient method is to add some irreps of different parity to irreps_post_node. + + This function generates the minimal possible irreps_post_node according to other irreps used in the net.''' + + # (irreps_mid_node + irreps_mid_edge) x irreps_sh -> irreps_post_node + # (irreps_post_node + irreps_mid_edge) x irreps_sh -> irreps_post_edge + # irreps_post_node is irreps_mid_node by default + + irreps_post_node = Irreps(irreps_post_node) + irreps_mid_node = Irreps(irreps_mid_node) + irreps_mid_edge = Irreps(irreps_mid_edge) + irreps_sh = Irreps(irreps_sh) + irreps_post_edge = Irreps(irreps_post_edge) + + required_irs = find_required_irs(irreps_post_node + irreps_mid_edge, irreps_sh, irreps_post_edge, if_verbose=if_verbose) + + irs_add = [] + irs_excluded = [] + + complete = False + while not complete: + ix = len(irs_add) - 1 + while ix >= 0: + if irs_add[ix] in irs_excluded: + irs_add.pop() + ix -= 1 + for req_irs_path in required_irs: + ir = req_irs_path[-1] + if ir in irs_excluded: + req_irs_path.pop() # popping the last element is efficient, but maybe this does not make much difference... + ir = req_irs_path[-1] + if ir not in irs_add: + irs_add.append(ir) + complete = True + for ir_add in irs_add: + if not tp_path_exists(irreps_mid_node + irreps_mid_edge, irreps_sh, ir_add): + irs_excluded.append(ir_add) + complete = False + + irreps_add = Irreps(None) + for ir_add in irs_add: + found = False + for ix in range(len(irreps_post_node)): + if ir_add.l == irreps_post_node[ix].ir.l: + # example: need 4o, has 4x4e, then add 4x4o + found = True + mul = irreps_post_node[ix].mul # max(irreps_post_node[ix].mul // 2, 1) # prevent it to be 0 + irreps_add += Irreps([(mul, ir_add)]) + if not found: + # take multiplicity to be half that of the mul with highest ir.l + mul = irreps_post_node[-1].mul + irreps_add += Irreps([(mul, ir_add)]) + + if if_verbose and len(irreps_add) > 0: + print(f'Automatically adding irreps {irreps_add} to irreps_post_node to avoid this problem.') + + return irreps_post_node + irreps_add \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/target_blocks.json b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/target_blocks.json new file mode 100644 index 0000000000000000000000000000000000000000..33d559ba2948056a0594f273cdbff9219c94afbe --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/target_blocks.json @@ -0,0 +1 @@ +[{"6 6": [0, 0]}, {"6 6": [0, 1]}, {"6 6": [0, 2]}, {"6 6": [0, 3]}, {"6 6": [0, 4]}, {"6 6": [1, 0]}, {"6 6": [1, 1]}, {"6 6": [1, 2]}, {"6 6": [1, 3]}, {"6 6": [1, 4]}, {"6 6": [2, 0]}, {"6 6": [2, 1]}, {"6 6": [2, 2]}, {"6 6": [2, 3]}, {"6 6": [2, 4]}, {"6 6": [3, 0]}, {"6 6": [3, 1]}, {"6 6": [3, 2]}, {"6 6": [3, 3]}, {"6 6": [3, 4]}, {"6 6": [4, 0]}, {"6 6": [4, 1]}, {"6 6": [4, 2]}, {"6 6": [4, 3]}, {"6 6": [4, 4]}] \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/train.ini b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/train.ini new file mode 100644 index 0000000000000000000000000000000000000000..8dbf76959bf86e34fd79a65a831efc050df6aaad --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/train.ini @@ -0,0 +1,66 @@ +; DeepH-E3 training config for diamond (QE+HPRO data) + +[basic] +device = cuda +dtype = float +save_dir = /home/apolyukhin/scripts/ml/diamond-qe/deeph-e3/results +additional_folder_name = diamond_e3 +simplified_output = False +seed = 42 +checkpoint_dir = +use_new_hypp = True + +[data] +graph_dir = /home/apolyukhin/scripts/ml/diamond-qe/deeph-e3/graph/HGraph-diamond_qe_e3-rFromDFT-edge=Aij.pkl +DFT_data_dir = +processed_data_dir = +save_graph_dir = +target_data = hamiltonian +dataset_name = diamond_qe_e3 +get_overlap = False + +[train] +num_epoch = 3000 +batch_size = 1 +extra_validation = [] +extra_val_test_only = True + +train_size = 30 +val_size = 10 +test_size = 10 + +min_lr = 1e-5 + +[hyperparameters] +learning_rate = 0.002 +Adam_betas = (0.9, 0.999) +scheduler_type = 1 +scheduler_params = (factor=0.5, cooldown=40, patience=120, threshold=0.05) +revert_decay_patience = 20 +revert_decay_rate = 0.8 + +[target] +target = hamiltonian +target_blocks_type = all +target_blocks = +selected_element_pairs = +convert_net_out = False + +[network] +cutoff_radius = 7.4 +only_ij = False +spherical_harmonics_lmax = 4 +spherical_basis_irreps = +irreps_embed = 64x0e +irreps_mid = 64x0e+32x1o+16x2e+8x3o+8x4e +num_blocks = 3 +ignore_parity = False + +irreps_embed_node = +irreps_edge_init = +irreps_mid_node = +irreps_post_node = +irreps_out_node = +irreps_mid_edge = +irreps_post_edge = +out_irreps = diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/train.py b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/train.py new file mode 100644 index 0000000000000000000000000000000000000000..9323e0e331329cd445d7fe1a2cd9b067254c2cc3 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/src/train.py @@ -0,0 +1,29 @@ +#!/usr/bin/env python +# ========================= # +# Training of network model # +# ========================= # + +# Usage: python /train.py .ini [-n NUM_THREADS] +# Default train config file is DeepH-E3/deephe3/default_configs/train_default.ini + + +import os +import argparse + +parser = argparse.ArgumentParser(description='Train DeepH-E3 network') +parser.add_argument('config', type=str, metavar='CONFIG', help='Config file for training') +parser.add_argument('-n', type=int, default=None, help='Maximum number of threads') +args = parser.parse_args() + +if args.n is not None: + os.environ["OMP_NUM_THREADS"] = f"{args.n}" + os.environ["MKL_NUM_THREADS"] = f"{args.n}" + os.environ["NUMEXPR_NUM_THREADS"] = f"{args.n}" + os.environ["OPENBLAS_NUM_THREADS"] = f"{args.n}" + os.environ["VECLIB_MAXIMUM_THREADS"] = f"{args.n}" + import torch + torch.set_num_threads(args.n) + +from deephe3 import DeepHE3Kernel +kernel = DeepHE3Kernel() +kernel.train(args.config) diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/stderr.txt b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..6465921c6f18b519eb381c312141629d324ec213 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/stderr.txt @@ -0,0 +1,84 @@ +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( +/home/apolyukhin/anaconda3/envs/deeph/lib/python3.12/site-packages/torch/jit/_check.py:178: UserWarning: The TorchScript type system doesn't support instance-level annotations on empty non-base types in `__init__`. Instead, either 1) use a type annotation in the class body, or 2) wrap the type in `torch.jit.Attribute`. + warnings.warn( diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/targets.txt b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/targets.txt new file mode 100644 index 0000000000000000000000000000000000000000..86cc4ee0ff4f796c49480f22797171b4d34a8364 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/targets.txt @@ -0,0 +1,62 @@ +------- All hoppings ------- +0 {'6 6': [0, 0]} [0, 0, 0, 0] +1 {'6 6': [0, 1]} [0, 0, 0, 1] +2 {'6 6': [0, 2]} [0, 0, 1, 0] +3 {'6 6': [0, 3]} [0, 0, 1, 1] +4 {'6 6': [0, 4]} [0, 0, 2, 0] +5 {'6 6': [1, 0]} [0, 1, 0, 0] +6 {'6 6': [1, 1]} [0, 1, 0, 1] +7 {'6 6': [1, 2]} [0, 1, 1, 0] +8 {'6 6': [1, 3]} [0, 1, 1, 1] +9 {'6 6': [1, 4]} [0, 1, 2, 0] +10 {'6 6': [2, 0]} [1, 0, 0, 0] +11 {'6 6': [2, 1]} [1, 0, 0, 1] +12 {'6 6': [2, 2]} [1, 0, 1, 0] +13 {'6 6': [2, 3]} [1, 0, 1, 1] +14 {'6 6': [2, 4]} [1, 0, 2, 0] +15 {'6 6': [3, 0]} [1, 1, 0, 0] +16 {'6 6': [3, 1]} [1, 1, 0, 1] +17 {'6 6': [3, 2]} [1, 1, 1, 0] +18 {'6 6': [3, 3]} [1, 1, 1, 1] +19 {'6 6': [3, 4]} [1, 1, 2, 0] +20 {'6 6': [4, 0]} [2, 0, 0, 0] +21 {'6 6': [4, 1]} [2, 0, 0, 1] +22 {'6 6': [4, 2]} [2, 0, 1, 0] +23 {'6 6': [4, 3]} [2, 0, 1, 1] +24 {'6 6': [4, 4]} [2, 0, 2, 0] + +------- All targets ------- +0 {'6 6': [0, 0]} 1x0e +1 {'6 6': [0, 1]} 1x0e +2 {'6 6': [0, 2]} 1x1o +3 {'6 6': [0, 3]} 1x1o +4 {'6 6': [0, 4]} 1x2e +5 {'6 6': [1, 0]} 1x0e +6 {'6 6': [1, 1]} 1x0e +7 {'6 6': [1, 2]} 1x1o +8 {'6 6': [1, 3]} 1x1o +9 {'6 6': [1, 4]} 1x2e +10 {'6 6': [2, 0]} 1x1o +11 {'6 6': [2, 1]} 1x1o +12 {'6 6': [2, 2]} 1x0e+1x1e+1x2e +13 {'6 6': [2, 3]} 1x0e+1x1e+1x2e +14 {'6 6': [2, 4]} 1x1o+1x2o+1x3o +15 {'6 6': [3, 0]} 1x1o +16 {'6 6': [3, 1]} 1x1o +17 {'6 6': [3, 2]} 1x0e+1x1e+1x2e +18 {'6 6': [3, 3]} 1x0e+1x1e+1x2e +19 {'6 6': [3, 4]} 1x1o+1x2o+1x3o +20 {'6 6': [4, 0]} 1x2e +21 {'6 6': [4, 1]} 1x2e +22 {'6 6': [4, 2]} 1x1o+1x2o+1x3o +23 {'6 6': [4, 3]} 1x1o+1x2o+1x3o +24 {'6 6': [4, 4]} 1x0e+1x1e+1x2e+1x3e+1x4e + +------- Target for net ------ +[{'6 6': [0, 0]}, {'6 6': [0, 1]}, {'6 6': [0, 2]}, {'6 6': [0, 3]}, {'6 6': [0, 4]}, {'6 6': [1, 0]}, {'6 6': [1, 1]}, {'6 6': [1, 2]}, {'6 6': [1, 3]}, {'6 6': [1, 4]}, {'6 6': [2, 0]}, {'6 6': [2, 1]}, {'6 6': [2, 2]}, {'6 6': [2, 3]}, {'6 6': [2, 4]}, {'6 6': [3, 0]}, {'6 6': [3, 1]}, {'6 6': [3, 2]}, {'6 6': [3, 3]}, {'6 6': [3, 4]}, {'6 6': [4, 0]}, {'6 6': [4, 1]}, {'6 6': [4, 2]}, {'6 6': [4, 3]}, {'6 6': [4, 4]}] + +------- Required net out irreps ------- +1x0e+1x0e+1x1o+1x1o+1x2e+1x0e+1x0e+1x1o+1x1o+1x2e+1x1o+1x1o+1x0e+1x1e+1x2e+1x0e+1x1e+1x2e+1x1o+1x2o+1x3o+1x1o+1x1o+1x0e+1x1e+1x2e+1x0e+1x1e+1x2e+1x1o+1x2o+1x3o+1x2e+1x2e+1x1o+1x2o+1x3o+1x1o+1x2o+1x3o+1x0e+1x1e+1x2e+1x3e+1x4e + +------- Simplified net out irreps ------- +9x0e+12x1o+5x1e+4x2o+9x2e+4x3o+1x3e+1x4e diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/tensorboard/info.json b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/tensorboard/info.json new file mode 100644 index 0000000000000000000000000000000000000000..63a768979c148196e5c763ff02ec1bc920493a26 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/tensorboard/info.json @@ -0,0 +1 @@ +{"global_step": 2069} \ No newline at end of file diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/test_report.txt b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/test_report.txt new file mode 100644 index 0000000000000000000000000000000000000000..7d0e5a903cc0b814a77fc4062f93e88620318c20 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/test_report.txt @@ -0,0 +1,154 @@ +Test loss: 1.3873e-05 + +------- Detailed losses of each target ------- +Losses are sorted in descending order + +======= No.000: Target 018 ======= +Validation loss: 2.9572106865234954e-05 +Angular quantum numbers: (1, 1) +Target blocks: {'6 6': [3, 3]} +Position in H matrix: {'6 6': [np.int64(5), np.int64(8), np.int64(5), np.int64(8)]} + +======= No.001: Target 006 ======= +Validation loss: 2.8788160477902254e-05 +Angular quantum numbers: (0, 0) +Target blocks: {'6 6': [1, 1]} +Position in H matrix: {'6 6': [np.int64(1), np.int64(2), np.int64(1), np.int64(2)]} + +======= No.002: Target 019 ======= +Validation loss: 2.286528466660048e-05 +Angular quantum numbers: (1, 2) +Target blocks: {'6 6': [3, 4]} +Position in H matrix: {'6 6': [np.int64(5), np.int64(8), np.int64(8), np.int64(13)]} + +======= No.003: Target 023 ======= +Validation loss: 2.212184305798e-05 +Angular quantum numbers: (2, 1) +Target blocks: {'6 6': [4, 3]} +Position in H matrix: {'6 6': [np.int64(8), np.int64(13), np.int64(5), np.int64(8)]} + +======= No.004: Target 016 ======= +Validation loss: 2.0224718956177122e-05 +Angular quantum numbers: (1, 0) +Target blocks: {'6 6': [3, 1]} +Position in H matrix: {'6 6': [np.int64(5), np.int64(8), np.int64(1), np.int64(2)]} + +======= No.005: Target 009 ======= +Validation loss: 1.8215354753590433e-05 +Angular quantum numbers: (0, 2) +Target blocks: {'6 6': [1, 4]} +Position in H matrix: {'6 6': [np.int64(1), np.int64(2), np.int64(8), np.int64(13)]} + +======= No.006: Target 008 ======= +Validation loss: 1.7929020405646015e-05 +Angular quantum numbers: (0, 1) +Target blocks: {'6 6': [1, 3]} +Position in H matrix: {'6 6': [np.int64(1), np.int64(2), np.int64(5), np.int64(8)]} + +======= No.007: Target 024 ======= +Validation loss: 1.780784223525495e-05 +Angular quantum numbers: (2, 2) +Target blocks: {'6 6': [4, 4]} +Position in H matrix: {'6 6': [np.int64(8), np.int64(13), np.int64(8), np.int64(13)]} + +======= No.008: Target 000 ======= +Validation loss: 1.780738994174058e-05 +Angular quantum numbers: (0, 0) +Target blocks: {'6 6': [0, 0]} +Position in H matrix: {'6 6': [np.int64(0), np.int64(1), np.int64(0), np.int64(1)]} + +======= No.009: Target 021 ======= +Validation loss: 1.7792630665228484e-05 +Angular quantum numbers: (2, 0) +Target blocks: {'6 6': [4, 1]} +Position in H matrix: {'6 6': [np.int64(8), np.int64(13), np.int64(1), np.int64(2)]} + +======= No.010: Target 011 ======= +Validation loss: 1.1708373367668353e-05 +Angular quantum numbers: (1, 0) +Target blocks: {'6 6': [2, 1]} +Position in H matrix: {'6 6': [np.int64(2), np.int64(5), np.int64(1), np.int64(2)]} + +======= No.011: Target 013 ======= +Validation loss: 1.0020170490394018e-05 +Angular quantum numbers: (1, 1) +Target blocks: {'6 6': [2, 3]} +Position in H matrix: {'6 6': [np.int64(2), np.int64(5), np.int64(5), np.int64(8)]} + +======= No.012: Target 017 ======= +Validation loss: 9.976089345781825e-06 +Angular quantum numbers: (1, 1) +Target blocks: {'6 6': [3, 2]} +Position in H matrix: {'6 6': [np.int64(5), np.int64(8), np.int64(2), np.int64(5)]} + +======= No.013: Target 007 ======= +Validation loss: 9.325119019382188e-06 +Angular quantum numbers: (0, 1) +Target blocks: {'6 6': [1, 2]} +Position in H matrix: {'6 6': [np.int64(1), np.int64(2), np.int64(2), np.int64(5)]} + +======= No.014: Target 001 ======= +Validation loss: 8.700872370253885e-06 +Angular quantum numbers: (0, 0) +Target blocks: {'6 6': [0, 1]} +Position in H matrix: {'6 6': [np.int64(0), np.int64(1), np.int64(1), np.int64(2)]} + +======= No.015: Target 005 ======= +Validation loss: 8.583671171238166e-06 +Angular quantum numbers: (0, 0) +Target blocks: {'6 6': [1, 0]} +Position in H matrix: {'6 6': [np.int64(1), np.int64(2), np.int64(0), np.int64(1)]} + +======= No.016: Target 015 ======= +Validation loss: 7.922791014449794e-06 +Angular quantum numbers: (1, 0) +Target blocks: {'6 6': [3, 0]} +Position in H matrix: {'6 6': [np.int64(5), np.int64(8), np.int64(0), np.int64(1)]} + +======= No.017: Target 003 ======= +Validation loss: 6.748211534231877e-06 +Angular quantum numbers: (0, 1) +Target blocks: {'6 6': [0, 3]} +Position in H matrix: {'6 6': [np.int64(0), np.int64(1), np.int64(5), np.int64(8)]} + +======= No.018: Target 014 ======= +Validation loss: 6.402567959482971e-06 +Angular quantum numbers: (1, 2) +Target blocks: {'6 6': [2, 4]} +Position in H matrix: {'6 6': [np.int64(2), np.int64(5), np.int64(8), np.int64(13)]} + +======= No.019: Target 022 ======= +Validation loss: 6.124926603214379e-06 +Angular quantum numbers: (2, 1) +Target blocks: {'6 6': [4, 2]} +Position in H matrix: {'6 6': [np.int64(8), np.int64(13), np.int64(2), np.int64(5)]} + +======= No.020: Target 004 ======= +Validation loss: 5.593909634352753e-06 +Angular quantum numbers: (0, 2) +Target blocks: {'6 6': [0, 4]} +Position in H matrix: {'6 6': [np.int64(0), np.int64(1), np.int64(8), np.int64(13)]} + +======= No.021: Target 020 ======= +Validation loss: 5.440610427709757e-06 +Angular quantum numbers: (2, 0) +Target blocks: {'6 6': [4, 0]} +Position in H matrix: {'6 6': [np.int64(8), np.int64(13), np.int64(0), np.int64(1)]} + +======= No.022: Target 012 ======= +Validation loss: 5.010296450901356e-06 +Angular quantum numbers: (1, 1) +Target blocks: {'6 6': [2, 2]} +Position in H matrix: {'6 6': [np.int64(2), np.int64(5), np.int64(2), np.int64(5)]} + +======= No.023: Target 002 ======= +Validation loss: 4.46084240550153e-06 +Angular quantum numbers: (0, 1) +Target blocks: {'6 6': [0, 2]} +Position in H matrix: {'6 6': [np.int64(0), np.int64(1), np.int64(2), np.int64(5)]} + +======= No.024: Target 010 ======= +Validation loss: 3.772472148945861e-06 +Angular quantum numbers: (1, 0) +Target blocks: {'6 6': [2, 0]} +Position in H matrix: {'6 6': [np.int64(2), np.int64(5), np.int64(0), np.int64(1)]} diff --git a/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/train_report.txt b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/train_report.txt new file mode 100644 index 0000000000000000000000000000000000000000..921265752baa52c0b6b49e3bb55fe9b7fc93c751 --- /dev/null +++ b/2_training/hamiltonian/results/2026-02-19_22-24-54_diamond_e3/train_report.txt @@ -0,0 +1,163 @@ +Best model: +==================== +Epoch #2017 | Time: 00d 08h 57m | LR: 1.56e-05 | Epoch time: 15.81 | Train loss: 5.60e-06 | Val loss: 1.98e-06 +Target 018 has maximum loss 4.55e-06; Target 010 has minimum loss 3.46e-07 +Target 000: 1.49e-06 |Target 001: 1.04e-06 |Target 002: 3.57e-07 |Target 003: 5.99e-07 |Target 004: 6.66e-07 +Target 005: 1.08e-06 |Target 006: 4.00e-06 |Target 007: 6.97e-07 |Target 008: 2.00e-06 |Target 009: 2.16e-06 +Target 010: 3.46e-07 |Target 011: 6.79e-07 |Target 012: 6.01e-07 |Target 013: 1.37e-06 |Target 014: 8.67e-07 +Target 015: 8.41e-07 |Target 016: 2.07e-06 |Target 017: 1.35e-06 |Target 018: 4.55e-06 |Target 019: 3.63e-06 +Target 020: 7.11e-07 |Target 021: 2.03e-06 |Target 022: 8.45e-07 |Target 023: 3.54e-06 |Target 024: 2.93e-06 + + +------- Detailed losses of each target ------- +Losses are sorted in descending order + +======= No.000: Target 018 ======= +Validation loss: 4.552116412591369e-06 +Angular quantum numbers: (1, 1) +Target blocks: {'6 6': [3, 3]} +Position in H matrix: {'6 6': [np.int64(5), np.int64(8), np.int64(5), np.int64(8)]} + +======= No.001: Target 006 ======= +Validation loss: 4.004462725705929e-06 +Angular quantum numbers: (0, 0) +Target blocks: {'6 6': [1, 1]} +Position in H matrix: {'6 6': [np.int64(1), np.int64(2), np.int64(1), np.int64(2)]} + +======= No.002: Target 019 ======= +Validation loss: 3.6255753969108545e-06 +Angular quantum numbers: (1, 2) +Target blocks: {'6 6': [3, 4]} +Position in H matrix: {'6 6': [np.int64(5), np.int64(8), np.int64(8), np.int64(13)]} + +======= No.003: Target 023 ======= +Validation loss: 3.539505278486425e-06 +Angular quantum numbers: (2, 1) +Target blocks: {'6 6': [4, 3]} +Position in H matrix: {'6 6': [np.int64(8), np.int64(13), np.int64(5), np.int64(8)]} + +======= No.004: Target 024 ======= +Validation loss: 2.9282317742767397e-06 +Angular quantum numbers: (2, 2) +Target blocks: {'6 6': [4, 4]} +Position in H matrix: {'6 6': [np.int64(8), np.int64(13), np.int64(8), np.int64(13)]} + +======= No.005: Target 009 ======= +Validation loss: 2.1623395339086256e-06 +Angular quantum numbers: (0, 2) +Target blocks: {'6 6': [1, 4]} +Position in H matrix: {'6 6': [np.int64(1), np.int64(2), np.int64(8), np.int64(13)]} + +======= No.006: Target 016 ======= +Validation loss: 2.0675217010769715e-06 +Angular quantum numbers: (1, 0) +Target blocks: {'6 6': [3, 1]} +Position in H matrix: {'6 6': [np.int64(5), np.int64(8), np.int64(1), np.int64(2)]} + +======= No.007: Target 021 ======= +Validation loss: 2.02658908306177e-06 +Angular quantum numbers: (2, 0) +Target blocks: {'6 6': [4, 1]} +Position in H matrix: {'6 6': [np.int64(8), np.int64(13), np.int64(1), np.int64(2)]} + +======= No.008: Target 008 ======= +Validation loss: 2.0040140682581113e-06 +Angular quantum numbers: (0, 1) +Target blocks: {'6 6': [1, 3]} +Position in H matrix: {'6 6': [np.int64(1), np.int64(2), np.int64(5), np.int64(8)]} + +======= No.009: Target 000 ======= +Validation loss: 1.4872134288770778e-06 +Angular quantum numbers: (0, 0) +Target blocks: {'6 6': [0, 0]} +Position in H matrix: {'6 6': [np.int64(0), np.int64(1), np.int64(0), np.int64(1)]} + +======= No.010: Target 013 ======= +Validation loss: 1.369391745097241e-06 +Angular quantum numbers: (1, 1) +Target blocks: {'6 6': [2, 3]} +Position in H matrix: {'6 6': [np.int64(2), np.int64(5), np.int64(5), np.int64(8)]} + +======= No.011: Target 017 ======= +Validation loss: 1.3497188255877237e-06 +Angular quantum numbers: (1, 1) +Target blocks: {'6 6': [3, 2]} +Position in H matrix: {'6 6': [np.int64(5), np.int64(8), np.int64(2), np.int64(5)]} + +======= No.012: Target 005 ======= +Validation loss: 1.08031731515558e-06 +Angular quantum numbers: (0, 0) +Target blocks: {'6 6': [1, 0]} +Position in H matrix: {'6 6': [np.int64(1), np.int64(2), np.int64(0), np.int64(1)]} + +======= No.013: Target 001 ======= +Validation loss: 1.043992249264902e-06 +Angular quantum numbers: (0, 0) +Target blocks: {'6 6': [0, 1]} +Position in H matrix: {'6 6': [np.int64(0), np.int64(1), np.int64(1), np.int64(2)]} + +======= No.014: Target 014 ======= +Validation loss: 8.668420020521053e-07 +Angular quantum numbers: (1, 2) +Target blocks: {'6 6': [2, 4]} +Position in H matrix: {'6 6': [np.int64(2), np.int64(5), np.int64(8), np.int64(13)]} + +======= No.015: Target 022 ======= +Validation loss: 8.454826474739994e-07 +Angular quantum numbers: (2, 1) +Target blocks: {'6 6': [4, 2]} +Position in H matrix: {'6 6': [np.int64(8), np.int64(13), np.int64(2), np.int64(5)]} + +======= No.016: Target 015 ======= +Validation loss: 8.414012744676567e-07 +Angular quantum numbers: (1, 0) +Target blocks: {'6 6': [3, 0]} +Position in H matrix: {'6 6': [np.int64(5), np.int64(8), np.int64(0), np.int64(1)]} + +======= No.017: Target 020 ======= +Validation loss: 7.105027840682003e-07 +Angular quantum numbers: (2, 0) +Target blocks: {'6 6': [4, 0]} +Position in H matrix: {'6 6': [np.int64(8), np.int64(13), np.int64(0), np.int64(1)]} + +======= No.018: Target 007 ======= +Validation loss: 6.970527311104694e-07 +Angular quantum numbers: (0, 1) +Target blocks: {'6 6': [1, 2]} +Position in H matrix: {'6 6': [np.int64(1), np.int64(2), np.int64(2), np.int64(5)]} + +======= No.019: Target 011 ======= +Validation loss: 6.789670619257958e-07 +Angular quantum numbers: (1, 0) +Target blocks: {'6 6': [2, 1]} +Position in H matrix: {'6 6': [np.int64(2), np.int64(5), np.int64(1), np.int64(2)]} + +======= No.020: Target 004 ======= +Validation loss: 6.6574473218787e-07 +Angular quantum numbers: (0, 2) +Target blocks: {'6 6': [0, 4]} +Position in H matrix: {'6 6': [np.int64(0), np.int64(1), np.int64(8), np.int64(13)]} + +======= No.021: Target 012 ======= +Validation loss: 6.00755410909237e-07 +Angular quantum numbers: (1, 1) +Target blocks: {'6 6': [2, 2]} +Position in H matrix: {'6 6': [np.int64(2), np.int64(5), np.int64(2), np.int64(5)]} + +======= No.022: Target 003 ======= +Validation loss: 5.990093080288337e-07 +Angular quantum numbers: (0, 1) +Target blocks: {'6 6': [0, 3]} +Position in H matrix: {'6 6': [np.int64(0), np.int64(1), np.int64(5), np.int64(8)]} + +======= No.023: Target 002 ======= +Validation loss: 3.574631098753173e-07 +Angular quantum numbers: (0, 1) +Target blocks: {'6 6': [0, 2]} +Position in H matrix: {'6 6': [np.int64(0), np.int64(1), np.int64(2), np.int64(5)]} + +======= No.024: Target 010 ======= +Validation loss: 3.4617970563820834e-07 +Angular quantum numbers: (1, 0) +Target blocks: {'6 6': [2, 0]} +Position in H matrix: {'6 6': [np.int64(2), np.int64(5), np.int64(0), np.int64(1)]}