source_code/sam3/checkpoints/train.log

W1229 03:54:01.696000 1740518 site-packages/torch/distributed/run.py:766] 
W1229 03:54:01.696000 1740518 site-packages/torch/distributed/run.py:766] *****************************************
W1229 03:54:01.696000 1740518 site-packages/torch/distributed/run.py:766] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
W1229 03:54:01.696000 1740518 site-packages/torch/distributed/run.py:766] *****************************************
BraTS train set: 85 cases
BraTS train set: 85 casesBraTS train set: 85 cases

BraTS train set: 85 cases
BraTS train set: 85 cases
BraTS train set: 85 casesBraTS train set: 85 cases

BraTS train set: 85 cases
BraTS val set: 12 casesBraTS val set: 12 cases

BraTS val set: 12 cases
BraTS val set: 12 cases
BraTS val set: 12 cases
BraTS val set: 12 cases
BraTS val set: 12 cases
BraTS val set: 12 cases
Loading SAM3 video model...
INFO 2025-12-29 03:54:14,274 1740608 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
INFO 2025-12-29 03:54:14,343 1740602 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
INFO 2025-12-29 03:54:14,368 1740607 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
INFO 2025-12-29 03:54:14,404 1740605 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
INFO 2025-12-29 03:54:14,435 1740604 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
INFO 2025-12-29 03:54:14,532 1740609 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
INFO 2025-12-29 03:54:14,639 1740606 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
INFO 2025-12-29 03:54:14,741 1740603 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
Applied LoRA to 159 layers
Applied LoRA to 159 layers
Applied LoRA to 159 layers
Applying LoRA to detector: rank=8, alpha=16.0, targets=['q_proj', 'k_proj', 'v_proj', 'out_proj', 'qkv', 'proj']
Applied LoRA to 159 layers
Applied LoRA to 159 layers
Applied LoRA to 159 layers
Params total=853,537,103 trainable=5,225,241 ratio=0.6122%
Applied LoRA to 159 layers
Applied LoRA to 159 layers
Output dir: /root/githubs/sam3/checkpoints
World size: 8

Epoch 0:   0%|          | 0/10 [00:00<?, ?it/s]/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed.  This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed.  This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed.  This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed.  This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed.  This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed.  This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed.  This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed.  This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass

Epoch 0:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4842, dice=0.0977]
Epoch 0:  10%|█         | 1/10 [00:10<01:37, 10.84s/it, loss=0.4842, dice=0.0977]
Epoch 0:  10%|█         | 1/10 [00:21<01:37, 10.84s/it, loss=0.4456, dice=0.3487]
Epoch 0:  20%|██        | 2/10 [00:21<01:25, 10.68s/it, loss=0.4456, dice=0.3487]
Epoch 0:  20%|██        | 2/10 [00:31<01:25, 10.68s/it, loss=0.4560, dice=0.3063]
Epoch 0:  30%|███       | 3/10 [00:31<01:14, 10.60s/it, loss=0.4560, dice=0.3063]
Epoch 0:  30%|███       | 3/10 [00:42<01:14, 10.60s/it, loss=0.4370, dice=0.4093]
Epoch 0:  40%|████      | 4/10 [00:42<01:03, 10.56s/it, loss=0.4370, dice=0.4093]
Epoch 0:  40%|████      | 4/10 [00:52<01:03, 10.56s/it, loss=0.4380, dice=0.4003]
Epoch 0:  50%|█████     | 5/10 [00:52<00:52, 10.57s/it, loss=0.4380, dice=0.4003]
Epoch 0:  50%|█████     | 5/10 [01:03<00:52, 10.57s/it, loss=0.4401, dice=0.4032]
Epoch 0:  60%|██████    | 6/10 [01:03<00:42, 10.55s/it, loss=0.4401, dice=0.4032]
Epoch 0:  60%|██████    | 6/10 [01:14<00:42, 10.55s/it, loss=0.4467, dice=0.3696]
Epoch 0:  70%|███████   | 7/10 [01:14<00:31, 10.55s/it, loss=0.4467, dice=0.3696]
Epoch 0:  70%|███████   | 7/10 [01:24<00:31, 10.55s/it, loss=0.4416, dice=0.3982]
Epoch 0:  80%|████████  | 8/10 [01:24<00:21, 10.56s/it, loss=0.4416, dice=0.3982]
Epoch 0:  80%|████████  | 8/10 [01:35<00:21, 10.56s/it, loss=0.4301, dice=0.4482]
Epoch 0:  90%|█████████ | 9/10 [01:35<00:10, 10.53s/it, loss=0.4301, dice=0.4482]
Epoch 0:  90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.4288, dice=0.4766]
Epoch 0: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.4288, dice=0.4766]
Epoch 0: 100%|██████████| 10/10 [01:45<00:00, 10.57s/it, loss=0.4288, dice=0.4766]
Epoch 0: train_loss=0.4288, train_dice=0.4766

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.78s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:18,  1.81s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:16,  1.78s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.79s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.77s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.76s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.76s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.77s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Epoch 0: val_loss=0.4711, val_dice=0.5068
  New best val dice: 0.5068
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt

Epoch 1:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 1:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4173, dice=0.6976]
Epoch 1:  10%|█         | 1/10 [00:10<01:33, 10.40s/it, loss=0.4173, dice=0.6976]
Epoch 1:  10%|█         | 1/10 [00:20<01:33, 10.40s/it, loss=0.4297, dice=0.6873]
Epoch 1:  20%|██        | 2/10 [00:20<01:23, 10.50s/it, loss=0.4297, dice=0.6873]
Epoch 1:  20%|██        | 2/10 [00:31<01:23, 10.50s/it, loss=0.4250, dice=0.7080]
Epoch 1:  30%|███       | 3/10 [00:31<01:13, 10.53s/it, loss=0.4250, dice=0.7080]
Epoch 1:  30%|███       | 3/10 [00:42<01:13, 10.53s/it, loss=0.4170, dice=0.6935]
Epoch 1:  40%|████      | 4/10 [00:42<01:03, 10.54s/it, loss=0.4170, dice=0.6935]
Epoch 1:  40%|████      | 4/10 [00:52<01:03, 10.54s/it, loss=0.4209, dice=0.6891]
Epoch 1:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.4209, dice=0.6891]
Epoch 1:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.4284, dice=0.6488]
Epoch 1:  60%|██████    | 6/10 [01:03<00:42, 10.52s/it, loss=0.4284, dice=0.6488]
Epoch 1:  60%|██████    | 6/10 [01:13<00:42, 10.52s/it, loss=0.4226, dice=0.6779]
Epoch 1:  70%|███████   | 7/10 [01:13<00:31, 10.54s/it, loss=0.4226, dice=0.6779]
Epoch 1:  70%|███████   | 7/10 [01:24<00:31, 10.54s/it, loss=0.4259, dice=0.6750]
Epoch 1:  80%|████████  | 8/10 [01:24<00:21, 10.53s/it, loss=0.4259, dice=0.6750]
Epoch 1:  80%|████████  | 8/10 [01:34<00:21, 10.53s/it, loss=0.4262, dice=0.6899]
Epoch 1:  90%|█████████ | 9/10 [01:34<00:10, 10.51s/it, loss=0.4262, dice=0.6899]
Epoch 1:  90%|█████████ | 9/10 [01:45<00:10, 10.51s/it, loss=0.4230, dice=0.7026]
Epoch 1: 100%|██████████| 10/10 [01:45<00:00, 10.51s/it, loss=0.4230, dice=0.7026]
Epoch 1: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.4230, dice=0.7026]
Epoch 1: train_loss=0.4230, train_dice=0.7026

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.75s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.77s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.77s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 1: val_loss=0.4400, val_dice=0.6814
  New best val dice: 0.6814
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt

Epoch 2:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 2:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4230, dice=0.7477]
Epoch 2:  10%|█         | 1/10 [00:10<01:33, 10.40s/it, loss=0.4230, dice=0.7477]
Epoch 2:  10%|█         | 1/10 [00:20<01:33, 10.40s/it, loss=0.4048, dice=0.8034]
Epoch 2:  20%|██        | 2/10 [00:20<01:23, 10.49s/it, loss=0.4048, dice=0.8034]
Epoch 2:  20%|██        | 2/10 [00:31<01:23, 10.49s/it, loss=0.4058, dice=0.7948]
Epoch 2:  30%|███       | 3/10 [00:31<01:13, 10.49s/it, loss=0.4058, dice=0.7948]
Epoch 2:  30%|███       | 3/10 [00:42<01:13, 10.49s/it, loss=0.4178, dice=0.7628]
Epoch 2:  40%|████      | 4/10 [00:42<01:03, 10.53s/it, loss=0.4178, dice=0.7628]
Epoch 2:  40%|████      | 4/10 [00:52<01:03, 10.53s/it, loss=0.4136, dice=0.7666]
Epoch 2:  50%|█████     | 5/10 [00:52<00:52, 10.55s/it, loss=0.4136, dice=0.7666]
Epoch 2:  50%|█████     | 5/10 [01:03<00:52, 10.55s/it, loss=0.4233, dice=0.6974]
Epoch 2:  60%|██████    | 6/10 [01:03<00:42, 10.58s/it, loss=0.4233, dice=0.6974]
Epoch 2:  60%|██████    | 6/10 [01:13<00:42, 10.58s/it, loss=0.4236, dice=0.7212]
Epoch 2:  70%|███████   | 7/10 [01:13<00:31, 10.59s/it, loss=0.4236, dice=0.7212]
Epoch 2:  70%|███████   | 7/10 [01:24<00:31, 10.59s/it, loss=0.4179, dice=0.7367]
Epoch 2:  80%|████████  | 8/10 [01:24<00:21, 10.58s/it, loss=0.4179, dice=0.7367]
Epoch 2:  80%|████████  | 8/10 [01:34<00:21, 10.58s/it, loss=0.4200, dice=0.7290]
Epoch 2:  90%|█████████ | 9/10 [01:34<00:10, 10.57s/it, loss=0.4200, dice=0.7290]
Epoch 2:  90%|█████████ | 9/10 [01:45<00:10, 10.57s/it, loss=0.4135, dice=0.7453]
Epoch 2: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.4135, dice=0.7453]
Epoch 2: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.4135, dice=0.7453]
Epoch 2: train_loss=0.4135, train_dice=0.7453

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 2: val_loss=0.4198, val_dice=0.7177
  New best val dice: 0.7177
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt

Epoch 3:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 3:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4033, dice=0.8272]
Epoch 3:  10%|█         | 1/10 [00:10<01:33, 10.35s/it, loss=0.4033, dice=0.8272]
Epoch 3:  10%|█         | 1/10 [00:20<01:33, 10.35s/it, loss=0.3930, dice=0.8033]
Epoch 3:  20%|██        | 2/10 [00:20<01:23, 10.45s/it, loss=0.3930, dice=0.8033]
Epoch 3:  20%|██        | 2/10 [00:31<01:23, 10.45s/it, loss=0.3800, dice=0.8267]
Epoch 3:  30%|███       | 3/10 [00:31<01:13, 10.46s/it, loss=0.3800, dice=0.8267]
Epoch 3:  30%|███       | 3/10 [00:41<01:13, 10.46s/it, loss=0.3758, dice=0.8350]
Epoch 3:  40%|████      | 4/10 [00:41<01:02, 10.49s/it, loss=0.3758, dice=0.8350]
Epoch 3:  40%|████      | 4/10 [00:52<01:02, 10.49s/it, loss=0.3756, dice=0.8422]
Epoch 3:  50%|█████     | 5/10 [00:52<00:52, 10.51s/it, loss=0.3756, dice=0.8422]
Epoch 3:  50%|█████     | 5/10 [01:02<00:52, 10.51s/it, loss=0.3671, dice=0.8535]
Epoch 3:  60%|██████    | 6/10 [01:02<00:42, 10.53s/it, loss=0.3671, dice=0.8535]
Epoch 3:  60%|██████    | 6/10 [01:13<00:42, 10.53s/it, loss=0.3664, dice=0.8586]
Epoch 3:  70%|███████   | 7/10 [01:13<00:31, 10.53s/it, loss=0.3664, dice=0.8586]
Epoch 3:  70%|███████   | 7/10 [01:24<00:31, 10.53s/it, loss=0.3703, dice=0.8567]
Epoch 3:  80%|████████  | 8/10 [01:24<00:21, 10.53s/it, loss=0.3703, dice=0.8567]
Epoch 3:  80%|████████  | 8/10 [01:34<00:21, 10.53s/it, loss=0.3813, dice=0.8185]
Epoch 3:  90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3813, dice=0.8185]
Epoch 3:  90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3820, dice=0.8170]
Epoch 3: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3820, dice=0.8170]
Epoch 3: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3820, dice=0.8170]
Epoch 3: train_loss=0.3820, train_dice=0.8170

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.77s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.75s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Epoch 3: val_loss=0.4114, val_dice=0.7411
  New best val dice: 0.7411
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt

Epoch 4:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 4:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3914, dice=0.8269]
Epoch 4:  10%|█         | 1/10 [00:10<01:33, 10.36s/it, loss=0.3914, dice=0.8269]
Epoch 4:  10%|█         | 1/10 [00:20<01:33, 10.36s/it, loss=0.4033, dice=0.8260]
Epoch 4:  20%|██        | 2/10 [00:20<01:23, 10.43s/it, loss=0.4033, dice=0.8260]
Epoch 4:  20%|██        | 2/10 [00:31<01:23, 10.43s/it, loss=0.3980, dice=0.8154]
Epoch 4:  30%|███       | 3/10 [00:31<01:13, 10.48s/it, loss=0.3980, dice=0.8154]
Epoch 4:  30%|███       | 3/10 [00:41<01:13, 10.48s/it, loss=0.4101, dice=0.8086]
Epoch 4:  40%|████      | 4/10 [00:41<01:02, 10.48s/it, loss=0.4101, dice=0.8086]
Epoch 4:  40%|████      | 4/10 [00:52<01:02, 10.48s/it, loss=0.4030, dice=0.8204]
Epoch 4:  50%|█████     | 5/10 [00:52<00:52, 10.50s/it, loss=0.4030, dice=0.8204]
Epoch 4:  50%|█████     | 5/10 [01:02<00:52, 10.50s/it, loss=0.4103, dice=0.7997]
Epoch 4:  60%|██████    | 6/10 [01:02<00:42, 10.51s/it, loss=0.4103, dice=0.7997]
Epoch 4:  60%|██████    | 6/10 [01:13<00:42, 10.51s/it, loss=0.4060, dice=0.7972]
Epoch 4:  70%|███████   | 7/10 [01:13<00:31, 10.52s/it, loss=0.4060, dice=0.7972]
Epoch 4:  70%|███████   | 7/10 [01:24<00:31, 10.52s/it, loss=0.3989, dice=0.8108]
Epoch 4:  80%|████████  | 8/10 [01:24<00:21, 10.53s/it, loss=0.3989, dice=0.8108]
Epoch 4:  80%|████████  | 8/10 [01:34<00:21, 10.53s/it, loss=0.3944, dice=0.8185]
Epoch 4:  90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3944, dice=0.8185]
Epoch 4:  90%|█████████ | 9/10 [01:45<00:10, 10.52s/it, loss=0.3952, dice=0.8189]
Epoch 4: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3952, dice=0.8189]
Epoch 4: 100%|██████████| 10/10 [01:45<00:00, 10.50s/it, loss=0.3952, dice=0.8189]
Epoch 4: train_loss=0.3952, train_dice=0.8189

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 4: val_loss=0.4079, val_dice=0.7419
  New best val dice: 0.7419
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt

Epoch 5:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 5:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3668, dice=0.7984]
Epoch 5:  10%|█         | 1/10 [00:10<01:33, 10.41s/it, loss=0.3668, dice=0.7984]
Epoch 5:  10%|█         | 1/10 [00:20<01:33, 10.41s/it, loss=0.4094, dice=0.7508]
Epoch 5:  20%|██        | 2/10 [00:20<01:23, 10.48s/it, loss=0.4094, dice=0.7508]
Epoch 5:  20%|██        | 2/10 [00:31<01:23, 10.48s/it, loss=0.4143, dice=0.7213]
Epoch 5:  30%|███       | 3/10 [00:31<01:13, 10.51s/it, loss=0.4143, dice=0.7213]
Epoch 5:  30%|███       | 3/10 [00:41<01:13, 10.51s/it, loss=0.4069, dice=0.7410]
Epoch 5:  40%|████      | 4/10 [00:41<01:03, 10.51s/it, loss=0.4069, dice=0.7410]
Epoch 5:  40%|████      | 4/10 [00:52<01:03, 10.51s/it, loss=0.4029, dice=0.7619]
Epoch 5:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.4029, dice=0.7619]
Epoch 5:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.4087, dice=0.7632]
Epoch 5:  60%|██████    | 6/10 [01:03<00:42, 10.55s/it, loss=0.4087, dice=0.7632]
Epoch 5:  60%|██████    | 6/10 [01:13<00:42, 10.55s/it, loss=0.4146, dice=0.7456]
Epoch 5:  70%|███████   | 7/10 [01:13<00:31, 10.56s/it, loss=0.4146, dice=0.7456]
Epoch 5:  70%|███████   | 7/10 [01:24<00:31, 10.56s/it, loss=0.4184, dice=0.7399]
Epoch 5:  80%|████████  | 8/10 [01:24<00:21, 10.56s/it, loss=0.4184, dice=0.7399]
Epoch 5:  80%|████████  | 8/10 [01:34<00:21, 10.56s/it, loss=0.4179, dice=0.7490]
Epoch 5:  90%|█████████ | 9/10 [01:34<00:10, 10.57s/it, loss=0.4179, dice=0.7490]
Epoch 5:  90%|█████████ | 9/10 [01:45<00:10, 10.57s/it, loss=0.4169, dice=0.7497]
Epoch 5: 100%|██████████| 10/10 [01:45<00:00, 10.58s/it, loss=0.4169, dice=0.7497]
Epoch 5: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.4169, dice=0.7497]
Epoch 5: train_loss=0.4169, train_dice=0.7497

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.78s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:18,  1.80s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.78s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.79s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Epoch 5: val_loss=0.4072, val_dice=0.7249

Epoch 6:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 6:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3489, dice=0.8264]
Epoch 6:  10%|█         | 1/10 [00:10<01:34, 10.51s/it, loss=0.3489, dice=0.8264]
Epoch 6:  10%|█         | 1/10 [00:21<01:34, 10.51s/it, loss=0.3964, dice=0.7927]
Epoch 6:  20%|██        | 2/10 [00:21<01:24, 10.51s/it, loss=0.3964, dice=0.7927]
Epoch 6:  20%|██        | 2/10 [00:31<01:24, 10.51s/it, loss=0.3975, dice=0.8017]
Epoch 6:  30%|███       | 3/10 [00:31<01:13, 10.51s/it, loss=0.3975, dice=0.8017]
Epoch 6:  30%|███       | 3/10 [00:42<01:13, 10.51s/it, loss=0.3955, dice=0.7994]
Epoch 6:  40%|████      | 4/10 [00:42<01:03, 10.55s/it, loss=0.3955, dice=0.7994]
Epoch 6:  40%|████      | 4/10 [00:52<01:03, 10.55s/it, loss=0.3996, dice=0.7854]
Epoch 6:  50%|█████     | 5/10 [00:52<00:52, 10.54s/it, loss=0.3996, dice=0.7854]
Epoch 6:  50%|█████     | 5/10 [01:03<00:52, 10.54s/it, loss=0.4069, dice=0.7752]
Epoch 6:  60%|██████    | 6/10 [01:03<00:42, 10.56s/it, loss=0.4069, dice=0.7752]
Epoch 6:  60%|██████    | 6/10 [01:13<00:42, 10.56s/it, loss=0.4118, dice=0.7664]
Epoch 6:  70%|███████   | 7/10 [01:13<00:31, 10.57s/it, loss=0.4118, dice=0.7664]
Epoch 6:  70%|███████   | 7/10 [01:24<00:31, 10.57s/it, loss=0.4072, dice=0.7710]
Epoch 6:  80%|████████  | 8/10 [01:24<00:21, 10.57s/it, loss=0.4072, dice=0.7710]
Epoch 6:  80%|████████  | 8/10 [01:34<00:21, 10.57s/it, loss=0.4133, dice=0.7709]
Epoch 6:  90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.4133, dice=0.7709]
Epoch 6:  90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.4104, dice=0.7805]
Epoch 6: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.4104, dice=0.7805]
Epoch 6: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.4104, dice=0.7805]
Epoch 6: train_loss=0.4104, train_dice=0.7805

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.79s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.76s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.77s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.77s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Epoch 6: val_loss=0.4048, val_dice=0.7694
  New best val dice: 0.7694
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt

Epoch 7:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 7:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3032, dice=0.9377]
Epoch 7:  10%|█         | 1/10 [00:10<01:33, 10.40s/it, loss=0.3032, dice=0.9377]
Epoch 7:  10%|█         | 1/10 [00:20<01:33, 10.40s/it, loss=0.3449, dice=0.8921]
Epoch 7:  20%|██        | 2/10 [00:20<01:23, 10.45s/it, loss=0.3449, dice=0.8921]
Epoch 7:  20%|██        | 2/10 [00:31<01:23, 10.45s/it, loss=0.3609, dice=0.8819]
Epoch 7:  30%|███       | 3/10 [00:31<01:13, 10.49s/it, loss=0.3609, dice=0.8819]
Epoch 7:  30%|███       | 3/10 [00:42<01:13, 10.49s/it, loss=0.3894, dice=0.7905]
Epoch 7:  40%|████      | 4/10 [00:42<01:03, 10.53s/it, loss=0.3894, dice=0.7905]
Epoch 7:  40%|████      | 4/10 [00:52<01:03, 10.53s/it, loss=0.3937, dice=0.8038]
Epoch 7:  50%|█████     | 5/10 [00:52<00:52, 10.54s/it, loss=0.3937, dice=0.8038]
Epoch 7:  50%|█████     | 5/10 [01:03<00:52, 10.54s/it, loss=0.3910, dice=0.8029]
Epoch 7:  60%|██████    | 6/10 [01:03<00:42, 10.55s/it, loss=0.3910, dice=0.8029]
Epoch 7:  60%|██████    | 6/10 [01:13<00:42, 10.55s/it, loss=0.3907, dice=0.8106]
Epoch 7:  70%|███████   | 7/10 [01:13<00:31, 10.54s/it, loss=0.3907, dice=0.8106]
Epoch 7:  70%|███████   | 7/10 [01:24<00:31, 10.54s/it, loss=0.4011, dice=0.7587]
Epoch 7:  80%|████████  | 8/10 [01:24<00:21, 10.53s/it, loss=0.4011, dice=0.7587]
Epoch 7:  80%|████████  | 8/10 [01:34<00:21, 10.53s/it, loss=0.3912, dice=0.7754]
Epoch 7:  90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3912, dice=0.7754]
Epoch 7:  90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3978, dice=0.7615]
Epoch 7: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3978, dice=0.7615]
Epoch 7: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3978, dice=0.7615]
Epoch 7: train_loss=0.3978, train_dice=0.7615

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.77s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.74s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.75s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.75s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Epoch 7: val_loss=0.4045, val_dice=0.7217

Epoch 8:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 8:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4222, dice=0.8186]
Epoch 8:  10%|█         | 1/10 [00:10<01:33, 10.44s/it, loss=0.4222, dice=0.8186]
Epoch 8:  10%|█         | 1/10 [00:20<01:33, 10.44s/it, loss=0.4480, dice=0.6458]
Epoch 8:  20%|██        | 2/10 [00:20<01:23, 10.48s/it, loss=0.4480, dice=0.6458]
Epoch 8:  20%|██        | 2/10 [00:31<01:23, 10.48s/it, loss=0.4349, dice=0.6807]
Epoch 8:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.4349, dice=0.6807]
Epoch 8:  30%|███       | 3/10 [00:42<01:13, 10.50s/it, loss=0.4138, dice=0.7364]
Epoch 8:  40%|████      | 4/10 [00:42<01:03, 10.53s/it, loss=0.4138, dice=0.7364]
Epoch 8:  40%|████      | 4/10 [00:52<01:03, 10.53s/it, loss=0.4131, dice=0.7547]
Epoch 8:  50%|█████     | 5/10 [00:52<00:52, 10.55s/it, loss=0.4131, dice=0.7547]
Epoch 8:  50%|█████     | 5/10 [01:03<00:52, 10.55s/it, loss=0.4137, dice=0.7678]
Epoch 8:  60%|██████    | 6/10 [01:03<00:42, 10.56s/it, loss=0.4137, dice=0.7678]
Epoch 8:  60%|██████    | 6/10 [01:13<00:42, 10.56s/it, loss=0.4223, dice=0.7456]
Epoch 8:  70%|███████   | 7/10 [01:13<00:31, 10.58s/it, loss=0.4223, dice=0.7456]
Epoch 8:  70%|███████   | 7/10 [01:24<00:31, 10.58s/it, loss=0.4258, dice=0.7405]
Epoch 8:  80%|████████  | 8/10 [01:24<00:21, 10.58s/it, loss=0.4258, dice=0.7405]
Epoch 8:  80%|████████  | 8/10 [01:34<00:21, 10.58s/it, loss=0.4203, dice=0.7468]
Epoch 8:  90%|█████████ | 9/10 [01:34<00:10, 10.58s/it, loss=0.4203, dice=0.7468]
Epoch 8:  90%|█████████ | 9/10 [01:45<00:10, 10.58s/it, loss=0.4245, dice=0.7361]
Epoch 8: 100%|██████████| 10/10 [01:45<00:00, 10.57s/it, loss=0.4245, dice=0.7361]
Epoch 8: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.4245, dice=0.7361]
Epoch 8: train_loss=0.4245, train_dice=0.7361

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.77s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 8: val_loss=0.4043, val_dice=0.7481

Epoch 9:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 9:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3890, dice=0.8388]
Epoch 9:  10%|█         | 1/10 [00:10<01:33, 10.36s/it, loss=0.3890, dice=0.8388]
Epoch 9:  10%|█         | 1/10 [00:20<01:33, 10.36s/it, loss=0.3949, dice=0.8022]
Epoch 9:  20%|██        | 2/10 [00:20<01:23, 10.48s/it, loss=0.3949, dice=0.8022]
Epoch 9:  20%|██        | 2/10 [00:31<01:23, 10.48s/it, loss=0.4134, dice=0.7586]
Epoch 9:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.4134, dice=0.7586]
Epoch 9:  30%|███       | 3/10 [00:42<01:13, 10.50s/it, loss=0.4009, dice=0.7915]
Epoch 9:  40%|████      | 4/10 [00:42<01:03, 10.53s/it, loss=0.4009, dice=0.7915]
Epoch 9:  40%|████      | 4/10 [00:52<01:03, 10.53s/it, loss=0.3925, dice=0.7920]
Epoch 9:  50%|█████     | 5/10 [00:52<00:52, 10.55s/it, loss=0.3925, dice=0.7920]
Epoch 9:  50%|█████     | 5/10 [01:03<00:52, 10.55s/it, loss=0.3828, dice=0.8062]
Epoch 9:  60%|██████    | 6/10 [01:03<00:42, 10.55s/it, loss=0.3828, dice=0.8062]
Epoch 9:  60%|██████    | 6/10 [01:13<00:42, 10.55s/it, loss=0.3833, dice=0.8112]
Epoch 9:  70%|███████   | 7/10 [01:13<00:31, 10.53s/it, loss=0.3833, dice=0.8112]
Epoch 9:  70%|███████   | 7/10 [01:24<00:31, 10.53s/it, loss=0.3917, dice=0.7818]
Epoch 9:  80%|████████  | 8/10 [01:24<00:21, 10.52s/it, loss=0.3917, dice=0.7818]
Epoch 9:  80%|████████  | 8/10 [01:34<00:21, 10.52s/it, loss=0.3913, dice=0.7851]
Epoch 9:  90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3913, dice=0.7851]
Epoch 9:  90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3912, dice=0.7850]
Epoch 9: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3912, dice=0.7850]
Epoch 9: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3912, dice=0.7850]
Epoch 9: train_loss=0.3912, train_dice=0.7850

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.74s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.75s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 9: val_loss=0.4039, val_dice=0.7335

Epoch 10:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 10:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4565, dice=0.5697]
Epoch 10:  10%|█         | 1/10 [00:10<01:34, 10.45s/it, loss=0.4565, dice=0.5697]
Epoch 10:  10%|█         | 1/10 [00:21<01:34, 10.45s/it, loss=0.4296, dice=0.6559]
Epoch 10:  20%|██        | 2/10 [00:21<01:24, 10.51s/it, loss=0.4296, dice=0.6559]
Epoch 10:  20%|██        | 2/10 [00:31<01:24, 10.51s/it, loss=0.4232, dice=0.7275]
Epoch 10:  30%|███       | 3/10 [00:31<01:13, 10.52s/it, loss=0.4232, dice=0.7275]
Epoch 10:  30%|███       | 3/10 [00:42<01:13, 10.52s/it, loss=0.4154, dice=0.7642]
Epoch 10:  40%|████      | 4/10 [00:42<01:03, 10.52s/it, loss=0.4154, dice=0.7642]
Epoch 10:  40%|████      | 4/10 [00:52<01:03, 10.52s/it, loss=0.4186, dice=0.7739]
Epoch 10:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.4186, dice=0.7739]
Epoch 10:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.4066, dice=0.7900]
Epoch 10:  60%|██████    | 6/10 [01:03<00:42, 10.54s/it, loss=0.4066, dice=0.7900]
Epoch 10:  60%|██████    | 6/10 [01:13<00:42, 10.54s/it, loss=0.4027, dice=0.8023]
Epoch 10:  70%|███████   | 7/10 [01:13<00:31, 10.54s/it, loss=0.4027, dice=0.8023]
Epoch 10:  70%|███████   | 7/10 [01:24<00:31, 10.54s/it, loss=0.4099, dice=0.7831]
Epoch 10:  80%|████████  | 8/10 [01:24<00:21, 10.55s/it, loss=0.4099, dice=0.7831]
Epoch 10:  80%|████████  | 8/10 [01:34<00:21, 10.55s/it, loss=0.4143, dice=0.7666]
Epoch 10:  90%|█████████ | 9/10 [01:34<00:10, 10.56s/it, loss=0.4143, dice=0.7666]
Epoch 10:  90%|█████████ | 9/10 [01:45<00:10, 10.56s/it, loss=0.4147, dice=0.7684]
Epoch 10: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.4147, dice=0.7684]
Epoch 10: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.4147, dice=0.7684]
Epoch 10: train_loss=0.4147, train_dice=0.7684

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.78s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 10: val_loss=0.4028, val_dice=0.7384

Epoch 11:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 11:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3841, dice=0.8210]
Epoch 11:  10%|█         | 1/10 [00:10<01:33, 10.44s/it, loss=0.3841, dice=0.8210]
Epoch 11:  10%|█         | 1/10 [00:20<01:33, 10.44s/it, loss=0.3827, dice=0.8337]
Epoch 11:  20%|██        | 2/10 [00:20<01:23, 10.49s/it, loss=0.3827, dice=0.8337]
Epoch 11:  20%|██        | 2/10 [00:31<01:23, 10.49s/it, loss=0.3824, dice=0.8209]
Epoch 11:  30%|███       | 3/10 [00:31<01:13, 10.49s/it, loss=0.3824, dice=0.8209]
Epoch 11:  30%|███       | 3/10 [00:41<01:13, 10.49s/it, loss=0.3732, dice=0.8254]
Epoch 11:  40%|████      | 4/10 [00:41<01:03, 10.51s/it, loss=0.3732, dice=0.8254]
Epoch 11:  40%|████      | 4/10 [00:52<01:03, 10.51s/it, loss=0.3655, dice=0.8378]
Epoch 11:  50%|█████     | 5/10 [00:52<00:52, 10.51s/it, loss=0.3655, dice=0.8378]
Epoch 11:  50%|█████     | 5/10 [01:03<00:52, 10.51s/it, loss=0.3696, dice=0.8440]
Epoch 11:  60%|██████    | 6/10 [01:03<00:42, 10.51s/it, loss=0.3696, dice=0.8440]
Epoch 11:  60%|██████    | 6/10 [01:13<00:42, 10.51s/it, loss=0.3726, dice=0.8470]
Epoch 11:  70%|███████   | 7/10 [01:13<00:31, 10.52s/it, loss=0.3726, dice=0.8470]
Epoch 11:  70%|███████   | 7/10 [01:24<00:31, 10.52s/it, loss=0.3836, dice=0.8162]
Epoch 11:  80%|████████  | 8/10 [01:24<00:21, 10.54s/it, loss=0.3836, dice=0.8162]
Epoch 11:  80%|████████  | 8/10 [01:34<00:21, 10.54s/it, loss=0.3823, dice=0.8131]
Epoch 11:  90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3823, dice=0.8131]
Epoch 11:  90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3774, dice=0.8191]
Epoch 11: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3774, dice=0.8191]
Epoch 11: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3774, dice=0.8191]
Epoch 11: train_loss=0.3774, train_dice=0.8191

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.75s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 11: val_loss=0.3999, val_dice=0.7621

Epoch 12:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 12:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4169, dice=0.7763]
Epoch 12:  10%|█         | 1/10 [00:10<01:33, 10.39s/it, loss=0.4169, dice=0.7763]
Epoch 12:  10%|█         | 1/10 [00:21<01:33, 10.39s/it, loss=0.4442, dice=0.6577]
Epoch 12:  20%|██        | 2/10 [00:21<01:24, 10.57s/it, loss=0.4442, dice=0.6577]
Epoch 12:  20%|██        | 2/10 [00:31<01:24, 10.57s/it, loss=0.4369, dice=0.6920]
Epoch 12:  30%|███       | 3/10 [00:31<01:14, 10.58s/it, loss=0.4369, dice=0.6920]
Epoch 12:  30%|███       | 3/10 [00:42<01:14, 10.58s/it, loss=0.4168, dice=0.7416]
Epoch 12:  40%|████      | 4/10 [00:42<01:03, 10.57s/it, loss=0.4168, dice=0.7416]
Epoch 12:  40%|████      | 4/10 [00:52<01:03, 10.57s/it, loss=0.4193, dice=0.7301]
Epoch 12:  50%|█████     | 5/10 [00:52<00:52, 10.56s/it, loss=0.4193, dice=0.7301]
Epoch 12:  50%|█████     | 5/10 [01:03<00:52, 10.56s/it, loss=0.4161, dice=0.7371]
Epoch 12:  60%|██████    | 6/10 [01:03<00:42, 10.57s/it, loss=0.4161, dice=0.7371]
Epoch 12:  60%|██████    | 6/10 [01:13<00:42, 10.57s/it, loss=0.4207, dice=0.7189]
Epoch 12:  70%|███████   | 7/10 [01:13<00:31, 10.58s/it, loss=0.4207, dice=0.7189]
Epoch 12:  70%|███████   | 7/10 [01:24<00:31, 10.58s/it, loss=0.4111, dice=0.7325]
Epoch 12:  80%|████████  | 8/10 [01:24<00:21, 10.57s/it, loss=0.4111, dice=0.7325]
Epoch 12:  80%|████████  | 8/10 [01:35<00:21, 10.57s/it, loss=0.4059, dice=0.7389]
Epoch 12:  90%|█████████ | 9/10 [01:35<00:10, 10.55s/it, loss=0.4059, dice=0.7389]
Epoch 12:  90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.4092, dice=0.7250]
Epoch 12: 100%|██████████| 10/10 [01:45<00:00, 10.57s/it, loss=0.4092, dice=0.7250]
Epoch 12: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.4092, dice=0.7250]
Epoch 12: train_loss=0.4092, train_dice=0.7250

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.77s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.74s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.75s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Epoch 12: val_loss=0.4001, val_dice=0.7276

Epoch 13:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 13:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4699, dice=0.5327]
Epoch 13:  10%|█         | 1/10 [00:10<01:33, 10.39s/it, loss=0.4699, dice=0.5327]
Epoch 13:  10%|█         | 1/10 [00:20<01:33, 10.39s/it, loss=0.3980, dice=0.6814]
Epoch 13:  20%|██        | 2/10 [00:20<01:23, 10.46s/it, loss=0.3980, dice=0.6814]
Epoch 13:  20%|██        | 2/10 [00:31<01:23, 10.46s/it, loss=0.3651, dice=0.7543]
Epoch 13:  30%|███       | 3/10 [00:31<01:13, 10.51s/it, loss=0.3651, dice=0.7543]
Epoch 13:  30%|███       | 3/10 [00:42<01:13, 10.51s/it, loss=0.3823, dice=0.7515]
Epoch 13:  40%|████      | 4/10 [00:42<01:03, 10.54s/it, loss=0.3823, dice=0.7515]
Epoch 13:  40%|████      | 4/10 [00:52<01:03, 10.54s/it, loss=0.3956, dice=0.7170]
Epoch 13:  50%|█████     | 5/10 [00:52<00:52, 10.52s/it, loss=0.3956, dice=0.7170]
Epoch 13:  50%|█████     | 5/10 [01:03<00:52, 10.52s/it, loss=0.3897, dice=0.7473]
Epoch 13:  60%|██████    | 6/10 [01:03<00:42, 10.51s/it, loss=0.3897, dice=0.7473]
Epoch 13:  60%|██████    | 6/10 [01:13<00:42, 10.51s/it, loss=0.3852, dice=0.7667]
Epoch 13:  70%|███████   | 7/10 [01:13<00:31, 10.54s/it, loss=0.3852, dice=0.7667]
Epoch 13:  70%|███████   | 7/10 [01:24<00:31, 10.54s/it, loss=0.3889, dice=0.7751]
Epoch 13:  80%|████████  | 8/10 [01:24<00:21, 10.52s/it, loss=0.3889, dice=0.7751]
Epoch 13:  80%|████████  | 8/10 [01:34<00:21, 10.52s/it, loss=0.3976, dice=0.7470]
Epoch 13:  90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3976, dice=0.7470]
Epoch 13:  90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3928, dice=0.7527]
Epoch 13: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3928, dice=0.7527]
Epoch 13: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3928, dice=0.7527]
Epoch 13: train_loss=0.3928, train_dice=0.7527

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 13: val_loss=0.3992, val_dice=0.7660

Epoch 14:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 14:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4016, dice=0.8834]
Epoch 14:  10%|█         | 1/10 [00:10<01:33, 10.40s/it, loss=0.4016, dice=0.8834]
Epoch 14:  10%|█         | 1/10 [00:20<01:33, 10.40s/it, loss=0.3423, dice=0.9060]
Epoch 14:  20%|██        | 2/10 [00:20<01:23, 10.46s/it, loss=0.3423, dice=0.9060]
Epoch 14:  20%|██        | 2/10 [00:31<01:23, 10.46s/it, loss=0.3683, dice=0.8563]
Epoch 14:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.3683, dice=0.8563]
Epoch 14:  30%|███       | 3/10 [00:41<01:13, 10.50s/it, loss=0.3850, dice=0.8452]
Epoch 14:  40%|████      | 4/10 [00:41<01:03, 10.51s/it, loss=0.3850, dice=0.8452]
Epoch 14:  40%|████      | 4/10 [00:52<01:03, 10.51s/it, loss=0.3799, dice=0.8391]
Epoch 14:  50%|█████     | 5/10 [00:52<00:52, 10.50s/it, loss=0.3799, dice=0.8391]
Epoch 14:  50%|█████     | 5/10 [01:02<00:52, 10.50s/it, loss=0.3715, dice=0.8445]
Epoch 14:  60%|██████    | 6/10 [01:02<00:42, 10.50s/it, loss=0.3715, dice=0.8445]
Epoch 14:  60%|██████    | 6/10 [01:13<00:42, 10.50s/it, loss=0.3694, dice=0.8493]
Epoch 14:  70%|███████   | 7/10 [01:13<00:31, 10.53s/it, loss=0.3694, dice=0.8493]
Epoch 14:  70%|███████   | 7/10 [01:24<00:31, 10.53s/it, loss=0.3805, dice=0.8244]
Epoch 14:  80%|████████  | 8/10 [01:24<00:21, 10.52s/it, loss=0.3805, dice=0.8244]
Epoch 14:  80%|████████  | 8/10 [01:34<00:21, 10.52s/it, loss=0.3759, dice=0.8328]
Epoch 14:  90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3759, dice=0.8328]
Epoch 14:  90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3829, dice=0.8096]
Epoch 14: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3829, dice=0.8096]
Epoch 14: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3829, dice=0.8096]
Epoch 14: train_loss=0.3829, train_dice=0.8096

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:18,  1.80s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:16,  1.79s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.80s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.79s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.78s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.77s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.77s/it]
Validating:  75%|███████▌  | 9/12 [00:16<00:05,  1.84s/it]
Validating:  83%|████████▎ | 10/12 [00:18<00:03,  1.82s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.80s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.79s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.79s/it]
Epoch 14: val_loss=0.3976, val_dice=0.7445

Epoch 15:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 15:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3729, dice=0.8346]
Epoch 15:  10%|█         | 1/10 [00:10<01:33, 10.43s/it, loss=0.3729, dice=0.8346]
Epoch 15:  10%|█         | 1/10 [00:20<01:33, 10.43s/it, loss=0.3735, dice=0.8463]
Epoch 15:  20%|██        | 2/10 [00:20<01:23, 10.46s/it, loss=0.3735, dice=0.8463]
Epoch 15:  20%|██        | 2/10 [00:31<01:23, 10.46s/it, loss=0.3751, dice=0.8346]
Epoch 15:  30%|███       | 3/10 [00:31<01:13, 10.49s/it, loss=0.3751, dice=0.8346]
Epoch 15:  30%|███       | 3/10 [00:41<01:13, 10.49s/it, loss=0.3803, dice=0.8185]
Epoch 15:  40%|████      | 4/10 [00:41<01:03, 10.51s/it, loss=0.3803, dice=0.8185]
Epoch 15:  40%|████      | 4/10 [00:52<01:03, 10.51s/it, loss=0.3683, dice=0.8247]
Epoch 15:  50%|█████     | 5/10 [00:52<00:52, 10.52s/it, loss=0.3683, dice=0.8247]
Epoch 15:  50%|█████     | 5/10 [01:03<00:52, 10.52s/it, loss=0.3678, dice=0.8184]
Epoch 15:  60%|██████    | 6/10 [01:03<00:42, 10.52s/it, loss=0.3678, dice=0.8184]
Epoch 15:  60%|██████    | 6/10 [01:13<00:42, 10.52s/it, loss=0.3789, dice=0.7995]
Epoch 15:  70%|███████   | 7/10 [01:13<00:31, 10.53s/it, loss=0.3789, dice=0.7995]
Epoch 15:  70%|███████   | 7/10 [01:24<00:31, 10.53s/it, loss=0.3760, dice=0.8123]
Epoch 15:  80%|████████  | 8/10 [01:24<00:21, 10.53s/it, loss=0.3760, dice=0.8123]
Epoch 15:  80%|████████  | 8/10 [01:34<00:21, 10.53s/it, loss=0.3760, dice=0.8192]
Epoch 15:  90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3760, dice=0.8192]
Epoch 15:  90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3763, dice=0.8256]
Epoch 15: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3763, dice=0.8256]
Epoch 15: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3763, dice=0.8256]
Epoch 15: train_loss=0.3763, train_dice=0.8256

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 15: val_loss=0.3957, val_dice=0.7543

Epoch 16:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 16:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3237, dice=0.9142]
Epoch 16:  10%|█         | 1/10 [00:10<01:33, 10.40s/it, loss=0.3237, dice=0.9142]
Epoch 16:  10%|█         | 1/10 [00:20<01:33, 10.40s/it, loss=0.3612, dice=0.8943]
Epoch 16:  20%|██        | 2/10 [00:20<01:23, 10.47s/it, loss=0.3612, dice=0.8943]
Epoch 16:  20%|██        | 2/10 [00:31<01:23, 10.47s/it, loss=0.3581, dice=0.8936]
Epoch 16:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.3581, dice=0.8936]
Epoch 16:  30%|███       | 3/10 [00:42<01:13, 10.50s/it, loss=0.3858, dice=0.8050]
Epoch 16:  40%|████      | 4/10 [00:42<01:03, 10.53s/it, loss=0.3858, dice=0.8050]
Epoch 16:  40%|████      | 4/10 [00:52<01:03, 10.53s/it, loss=0.3841, dice=0.8157]
Epoch 16:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.3841, dice=0.8157]
Epoch 16:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.3868, dice=0.8207]
Epoch 16:  60%|██████    | 6/10 [01:03<00:42, 10.53s/it, loss=0.3868, dice=0.8207]
Epoch 16:  60%|██████    | 6/10 [01:13<00:42, 10.53s/it, loss=0.3852, dice=0.8211]
Epoch 16:  70%|███████   | 7/10 [01:13<00:31, 10.55s/it, loss=0.3852, dice=0.8211]
Epoch 16:  70%|███████   | 7/10 [01:24<00:31, 10.55s/it, loss=0.3788, dice=0.8327]
Epoch 16:  80%|████████  | 8/10 [01:24<00:21, 10.53s/it, loss=0.3788, dice=0.8327]
Epoch 16:  80%|████████  | 8/10 [01:34<00:21, 10.53s/it, loss=0.3807, dice=0.8345]
Epoch 16:  90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3807, dice=0.8345]
Epoch 16:  90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3857, dice=0.8260]
Epoch 16: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3857, dice=0.8260]
Epoch 16: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3857, dice=0.8260]
Epoch 16: train_loss=0.3857, train_dice=0.8260

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.82s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:18,  1.83s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:16,  1.80s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.81s/it]
Validating:  42%|████▏     | 5/12 [00:09<00:12,  1.79s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.80s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.78s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.77s/it]
Validating:  75%|███████▌  | 9/12 [00:16<00:05,  1.79s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.78s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.78s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.78s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.79s/it]
Epoch 16: val_loss=0.3950, val_dice=0.7671

Epoch 17:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 17:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3109, dice=0.8876]
Epoch 17:  10%|█         | 1/10 [00:10<01:34, 10.53s/it, loss=0.3109, dice=0.8876]
Epoch 17:  10%|█         | 1/10 [00:20<01:34, 10.53s/it, loss=0.3774, dice=0.8251]
Epoch 17:  20%|██        | 2/10 [00:20<01:23, 10.49s/it, loss=0.3774, dice=0.8251]
Epoch 17:  20%|██        | 2/10 [00:31<01:23, 10.49s/it, loss=0.3751, dice=0.8427]
Epoch 17:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.3751, dice=0.8427]
Epoch 17:  30%|███       | 3/10 [00:42<01:13, 10.50s/it, loss=0.3608, dice=0.8474]
Epoch 17:  40%|████      | 4/10 [00:42<01:03, 10.52s/it, loss=0.3608, dice=0.8474]
Epoch 17:  40%|████      | 4/10 [00:52<01:03, 10.52s/it, loss=0.3803, dice=0.8039]
Epoch 17:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.3803, dice=0.8039]
Epoch 17:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.3903, dice=0.8025]
Epoch 17:  60%|██████    | 6/10 [01:03<00:42, 10.54s/it, loss=0.3903, dice=0.8025]
Epoch 17:  60%|██████    | 6/10 [01:13<00:42, 10.54s/it, loss=0.3918, dice=0.8006]
Epoch 17:  70%|███████   | 7/10 [01:13<00:31, 10.54s/it, loss=0.3918, dice=0.8006]
Epoch 17:  70%|███████   | 7/10 [01:24<00:31, 10.54s/it, loss=0.3925, dice=0.8109]
Epoch 17:  80%|████████  | 8/10 [01:24<00:21, 10.55s/it, loss=0.3925, dice=0.8109]
Epoch 17:  80%|████████  | 8/10 [01:34<00:21, 10.55s/it, loss=0.3993, dice=0.8060]
Epoch 17:  90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3993, dice=0.8060]
Epoch 17:  90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.4004, dice=0.8054]
Epoch 17: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.4004, dice=0.8054]
Epoch 17: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.4004, dice=0.8054]
Epoch 17: train_loss=0.4004, train_dice=0.8054

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.78s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.79s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.78s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.77s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.76s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.76s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.77s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.77s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Epoch 17: val_loss=0.3952, val_dice=0.7599

Epoch 18:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 18:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4318, dice=0.7698]
Epoch 18:  10%|█         | 1/10 [00:10<01:34, 10.47s/it, loss=0.4318, dice=0.7698]
Epoch 18:  10%|█         | 1/10 [00:21<01:34, 10.47s/it, loss=0.4247, dice=0.7248]
Epoch 18:  20%|██        | 2/10 [00:21<01:24, 10.54s/it, loss=0.4247, dice=0.7248]
Epoch 18:  20%|██        | 2/10 [00:31<01:24, 10.54s/it, loss=0.4221, dice=0.7283]
Epoch 18:  30%|███       | 3/10 [00:31<01:13, 10.55s/it, loss=0.4221, dice=0.7283]
Epoch 18:  30%|███       | 3/10 [00:42<01:13, 10.55s/it, loss=0.4051, dice=0.7521]
Epoch 18:  40%|████      | 4/10 [00:42<01:03, 10.52s/it, loss=0.4051, dice=0.7521]
Epoch 18:  40%|████      | 4/10 [00:52<01:03, 10.52s/it, loss=0.4126, dice=0.7384]
Epoch 18:  50%|█████     | 5/10 [00:52<00:52, 10.55s/it, loss=0.4126, dice=0.7384]
Epoch 18:  50%|█████     | 5/10 [01:03<00:52, 10.55s/it, loss=0.3962, dice=0.7564]
Epoch 18:  60%|██████    | 6/10 [01:03<00:42, 10.56s/it, loss=0.3962, dice=0.7564]
Epoch 18:  60%|██████    | 6/10 [01:13<00:42, 10.56s/it, loss=0.4016, dice=0.7382]
Epoch 18:  70%|███████   | 7/10 [01:13<00:31, 10.57s/it, loss=0.4016, dice=0.7382]
Epoch 18:  70%|███████   | 7/10 [01:24<00:31, 10.57s/it, loss=0.3983, dice=0.7501]
Epoch 18:  80%|████████  | 8/10 [01:24<00:21, 10.57s/it, loss=0.3983, dice=0.7501]
Epoch 18:  80%|████████  | 8/10 [01:34<00:21, 10.57s/it, loss=0.3895, dice=0.7647]
Epoch 18:  90%|█████████ | 9/10 [01:34<00:10, 10.56s/it, loss=0.3895, dice=0.7647]
Epoch 18:  90%|█████████ | 9/10 [01:45<00:10, 10.56s/it, loss=0.3975, dice=0.7523]
Epoch 18: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3975, dice=0.7523]
Epoch 18: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3975, dice=0.7523]
Epoch 18: train_loss=0.3975, train_dice=0.7523

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.78s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 18: val_loss=0.3933, val_dice=0.7770
  New best val dice: 0.7770
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt

Epoch 19:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 19:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4266, dice=0.7830]
Epoch 19:  10%|█         | 1/10 [00:10<01:34, 10.45s/it, loss=0.4266, dice=0.7830]
Epoch 19:  10%|█         | 1/10 [00:20<01:34, 10.45s/it, loss=0.3964, dice=0.8127]
Epoch 19:  20%|██        | 2/10 [00:20<01:23, 10.47s/it, loss=0.3964, dice=0.8127]
Epoch 19:  20%|██        | 2/10 [00:31<01:23, 10.47s/it, loss=0.4118, dice=0.7979]
Epoch 19:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.4118, dice=0.7979]
Epoch 19:  30%|███       | 3/10 [00:42<01:13, 10.50s/it, loss=0.3915, dice=0.8269]
Epoch 19:  40%|████      | 4/10 [00:42<01:03, 10.53s/it, loss=0.3915, dice=0.8269]
Epoch 19:  40%|████      | 4/10 [00:52<01:03, 10.53s/it, loss=0.4015, dice=0.8082]
Epoch 19:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.4015, dice=0.8082]
Epoch 19:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.3985, dice=0.8080]
Epoch 19:  60%|██████    | 6/10 [01:03<00:42, 10.53s/it, loss=0.3985, dice=0.8080]
Epoch 19:  60%|██████    | 6/10 [01:13<00:42, 10.53s/it, loss=0.3952, dice=0.8146]
Epoch 19:  70%|███████   | 7/10 [01:13<00:31, 10.52s/it, loss=0.3952, dice=0.8146]
Epoch 19:  70%|███████   | 7/10 [01:24<00:31, 10.52s/it, loss=0.3975, dice=0.8077]
Epoch 19:  80%|████████  | 8/10 [01:24<00:21, 10.52s/it, loss=0.3975, dice=0.8077]
Epoch 19:  80%|████████  | 8/10 [01:34<00:21, 10.52s/it, loss=0.3862, dice=0.8199]
Epoch 19:  90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3862, dice=0.8199]
Epoch 19:  90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3906, dice=0.8167]
Epoch 19: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3906, dice=0.8167]
Epoch 19: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3906, dice=0.8167]
Epoch 19: train_loss=0.3906, train_dice=0.8167

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.80s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.79s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.76s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 19: val_loss=0.3916, val_dice=0.7622

Epoch 20:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 20:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3711, dice=0.8506]
Epoch 20:  10%|█         | 1/10 [00:10<01:33, 10.39s/it, loss=0.3711, dice=0.8506]
Epoch 20:  10%|█         | 1/10 [00:20<01:33, 10.39s/it, loss=0.4197, dice=0.7416]
Epoch 20:  20%|██        | 2/10 [00:20<01:23, 10.47s/it, loss=0.4197, dice=0.7416]
Epoch 20:  20%|██        | 2/10 [00:31<01:23, 10.47s/it, loss=0.4272, dice=0.7514]
Epoch 20:  30%|███       | 3/10 [00:31<01:13, 10.47s/it, loss=0.4272, dice=0.7514]
Epoch 20:  30%|███       | 3/10 [00:41<01:13, 10.47s/it, loss=0.4149, dice=0.7912]
Epoch 20:  40%|████      | 4/10 [00:41<01:02, 10.49s/it, loss=0.4149, dice=0.7912]
Epoch 20:  40%|████      | 4/10 [00:52<01:02, 10.49s/it, loss=0.4023, dice=0.7937]
Epoch 20:  50%|█████     | 5/10 [00:52<00:52, 10.51s/it, loss=0.4023, dice=0.7937]
Epoch 20:  50%|█████     | 5/10 [01:02<00:52, 10.51s/it, loss=0.3841, dice=0.8120]
Epoch 20:  60%|██████    | 6/10 [01:02<00:42, 10.51s/it, loss=0.3841, dice=0.8120]
Epoch 20:  60%|██████    | 6/10 [01:13<00:42, 10.51s/it, loss=0.3697, dice=0.8280]
Epoch 20:  70%|███████   | 7/10 [01:13<00:31, 10.52s/it, loss=0.3697, dice=0.8280]
Epoch 20:  70%|███████   | 7/10 [01:23<00:31, 10.52s/it, loss=0.3675, dice=0.8277]
Epoch 20:  80%|████████  | 8/10 [01:23<00:21, 10.51s/it, loss=0.3675, dice=0.8277]
Epoch 20:  80%|████████  | 8/10 [01:34<00:21, 10.51s/it, loss=0.3705, dice=0.8267]
Epoch 20:  90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3705, dice=0.8267]
Epoch 20:  90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3709, dice=0.8311]
Epoch 20: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3709, dice=0.8311]
Epoch 20: 100%|██████████| 10/10 [01:45<00:00, 10.51s/it, loss=0.3709, dice=0.8311]
Epoch 20: train_loss=0.3709, train_dice=0.8311

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:20,  1.84s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:18,  1.88s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:16,  1.83s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.84s/it]
Validating:  42%|████▏     | 5/12 [00:09<00:12,  1.81s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.83s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:09,  1.81s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.80s/it]
Validating:  75%|███████▌  | 9/12 [00:16<00:05,  1.82s/it]
Validating:  83%|████████▎ | 10/12 [00:18<00:03,  1.82s/it]
Validating:  92%|█████████▏| 11/12 [00:20<00:01,  1.81s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.80s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.82s/it]
Epoch 20: val_loss=0.3901, val_dice=0.7920
  New best val dice: 0.7920
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt

Epoch 21:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 21:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3777, dice=0.9286]
Epoch 21:  10%|█         | 1/10 [00:10<01:34, 10.48s/it, loss=0.3777, dice=0.9286]
Epoch 21:  10%|█         | 1/10 [00:21<01:34, 10.48s/it, loss=0.4157, dice=0.8178]
Epoch 21:  20%|██        | 2/10 [00:21<01:24, 10.53s/it, loss=0.4157, dice=0.8178]
Epoch 21:  20%|██        | 2/10 [00:31<01:24, 10.53s/it, loss=0.4279, dice=0.8163]
Epoch 21:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.4279, dice=0.8163]
Epoch 21:  30%|███       | 3/10 [00:42<01:13, 10.50s/it, loss=0.4194, dice=0.8202]
Epoch 21:  40%|████      | 4/10 [00:42<01:03, 10.52s/it, loss=0.4194, dice=0.8202]
Epoch 21:  40%|████      | 4/10 [00:52<01:03, 10.52s/it, loss=0.4080, dice=0.8252]
Epoch 21:  50%|█████     | 5/10 [00:52<00:52, 10.55s/it, loss=0.4080, dice=0.8252]
Epoch 21:  50%|█████     | 5/10 [01:03<00:52, 10.55s/it, loss=0.4206, dice=0.7409]
Epoch 21:  60%|██████    | 6/10 [01:03<00:42, 10.55s/it, loss=0.4206, dice=0.7409]
Epoch 21:  60%|██████    | 6/10 [01:13<00:42, 10.55s/it, loss=0.4138, dice=0.7572]
Epoch 21:  70%|███████   | 7/10 [01:13<00:31, 10.55s/it, loss=0.4138, dice=0.7572]
Epoch 21:  70%|███████   | 7/10 [01:24<00:31, 10.55s/it, loss=0.4033, dice=0.7752]
Epoch 21:  80%|████████  | 8/10 [01:24<00:21, 10.56s/it, loss=0.4033, dice=0.7752]
Epoch 21:  80%|████████  | 8/10 [01:34<00:21, 10.56s/it, loss=0.3931, dice=0.7890]
Epoch 21:  90%|█████████ | 9/10 [01:34<00:10, 10.56s/it, loss=0.3931, dice=0.7890]
Epoch 21:  90%|█████████ | 9/10 [01:45<00:10, 10.56s/it, loss=0.3964, dice=0.7803]
Epoch 21: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3964, dice=0.7803]
Epoch 21: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3964, dice=0.7803]
Epoch 21: train_loss=0.3964, train_dice=0.7803

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.79s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.77s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 21: val_loss=0.3904, val_dice=0.7634

Epoch 22:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 22:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3726, dice=0.8282]
Epoch 22:  10%|█         | 1/10 [00:10<01:33, 10.40s/it, loss=0.3726, dice=0.8282]
Epoch 22:  10%|█         | 1/10 [00:20<01:33, 10.40s/it, loss=0.3706, dice=0.8417]
Epoch 22:  20%|██        | 2/10 [00:20<01:24, 10.50s/it, loss=0.3706, dice=0.8417]
Epoch 22:  20%|██        | 2/10 [00:31<01:24, 10.50s/it, loss=0.3563, dice=0.8629]
Epoch 22:  30%|███       | 3/10 [00:31<01:13, 10.51s/it, loss=0.3563, dice=0.8629]
Epoch 22:  30%|███       | 3/10 [00:42<01:13, 10.51s/it, loss=0.3689, dice=0.8612]
Epoch 22:  40%|████      | 4/10 [00:42<01:03, 10.54s/it, loss=0.3689, dice=0.8612]
Epoch 22:  40%|████      | 4/10 [00:52<01:03, 10.54s/it, loss=0.3780, dice=0.8357]
Epoch 22:  50%|█████     | 5/10 [00:52<00:52, 10.54s/it, loss=0.3780, dice=0.8357]
Epoch 22:  50%|█████     | 5/10 [01:03<00:52, 10.54s/it, loss=0.3904, dice=0.8124]
Epoch 22:  60%|██████    | 6/10 [01:03<00:42, 10.55s/it, loss=0.3904, dice=0.8124]
Epoch 22:  60%|██████    | 6/10 [01:13<00:42, 10.55s/it, loss=0.3729, dice=0.8300]
Epoch 22:  70%|███████   | 7/10 [01:13<00:31, 10.54s/it, loss=0.3729, dice=0.8300]
Epoch 22:  70%|███████   | 7/10 [01:24<00:31, 10.54s/it, loss=0.3764, dice=0.8347]
Epoch 22:  80%|████████  | 8/10 [01:24<00:21, 10.56s/it, loss=0.3764, dice=0.8347]
Epoch 22:  80%|████████  | 8/10 [01:34<00:21, 10.56s/it, loss=0.3811, dice=0.8263]
Epoch 22:  90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3811, dice=0.8263]
Epoch 22:  90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3860, dice=0.8227]
Epoch 22: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3860, dice=0.8227]
Epoch 22: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3860, dice=0.8227]
Epoch 22: train_loss=0.3860, train_dice=0.8227

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.75s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 22: val_loss=0.3891, val_dice=0.7902

Epoch 23:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 23:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4285, dice=0.8186]
Epoch 23:  10%|█         | 1/10 [00:10<01:34, 10.48s/it, loss=0.4285, dice=0.8186]
Epoch 23:  10%|█         | 1/10 [00:21<01:34, 10.48s/it, loss=0.4195, dice=0.7942]
Epoch 23:  20%|██        | 2/10 [00:21<01:24, 10.51s/it, loss=0.4195, dice=0.7942]
Epoch 23:  20%|██        | 2/10 [00:31<01:24, 10.51s/it, loss=0.4001, dice=0.8159]
Epoch 23:  30%|███       | 3/10 [00:31<01:13, 10.52s/it, loss=0.4001, dice=0.8159]
Epoch 23:  30%|███       | 3/10 [00:42<01:13, 10.52s/it, loss=0.3772, dice=0.8383]
Epoch 23:  40%|████      | 4/10 [00:42<01:03, 10.53s/it, loss=0.3772, dice=0.8383]
Epoch 23:  40%|████      | 4/10 [00:52<01:03, 10.53s/it, loss=0.3864, dice=0.8263]
Epoch 23:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.3864, dice=0.8263]
Epoch 23:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.3875, dice=0.8157]
Epoch 23:  60%|██████    | 6/10 [01:03<00:42, 10.54s/it, loss=0.3875, dice=0.8157]
Epoch 23:  60%|██████    | 6/10 [01:13<00:42, 10.54s/it, loss=0.3853, dice=0.8275]
Epoch 23:  70%|███████   | 7/10 [01:13<00:31, 10.52s/it, loss=0.3853, dice=0.8275]
Epoch 23:  70%|███████   | 7/10 [01:24<00:31, 10.52s/it, loss=0.3794, dice=0.8356]
Epoch 23:  80%|████████  | 8/10 [01:24<00:21, 10.52s/it, loss=0.3794, dice=0.8356]
Epoch 23:  80%|████████  | 8/10 [01:34<00:21, 10.52s/it, loss=0.3818, dice=0.8314]
Epoch 23:  90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3818, dice=0.8314]
Epoch 23:  90%|█████████ | 9/10 [01:45<00:10, 10.52s/it, loss=0.3867, dice=0.8223]
Epoch 23: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3867, dice=0.8223]
Epoch 23: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3867, dice=0.8223]
Epoch 23: train_loss=0.3867, train_dice=0.8223

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.77s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.74s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.75s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.75s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Epoch 23: val_loss=0.3883, val_dice=0.7721

Epoch 24:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 24:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3682, dice=0.8397]
Epoch 24:  10%|█         | 1/10 [00:10<01:34, 10.51s/it, loss=0.3682, dice=0.8397]
Epoch 24:  10%|█         | 1/10 [00:21<01:34, 10.51s/it, loss=0.3619, dice=0.8278]
Epoch 24:  20%|██        | 2/10 [00:21<01:24, 10.55s/it, loss=0.3619, dice=0.8278]
Epoch 24:  20%|██        | 2/10 [00:31<01:24, 10.55s/it, loss=0.3726, dice=0.8279]
Epoch 24:  30%|███       | 3/10 [00:31<01:13, 10.55s/it, loss=0.3726, dice=0.8279]
Epoch 24:  30%|███       | 3/10 [00:42<01:13, 10.55s/it, loss=0.3693, dice=0.8329]
Epoch 24:  40%|████      | 4/10 [00:42<01:03, 10.55s/it, loss=0.3693, dice=0.8329]
Epoch 24:  40%|████      | 4/10 [00:52<01:03, 10.55s/it, loss=0.3485, dice=0.8544]
Epoch 24:  50%|█████     | 5/10 [00:52<00:52, 10.54s/it, loss=0.3485, dice=0.8544]
Epoch 24:  50%|█████     | 5/10 [01:03<00:52, 10.54s/it, loss=0.3450, dice=0.8640]
Epoch 24:  60%|██████    | 6/10 [01:03<00:42, 10.56s/it, loss=0.3450, dice=0.8640]
Epoch 24:  60%|██████    | 6/10 [01:13<00:42, 10.56s/it, loss=0.3540, dice=0.8448]
Epoch 24:  70%|███████   | 7/10 [01:13<00:31, 10.57s/it, loss=0.3540, dice=0.8448]
Epoch 24:  70%|███████   | 7/10 [01:24<00:31, 10.57s/it, loss=0.3459, dice=0.8535]
Epoch 24:  80%|████████  | 8/10 [01:24<00:21, 10.55s/it, loss=0.3459, dice=0.8535]
Epoch 24:  80%|████████  | 8/10 [01:34<00:21, 10.55s/it, loss=0.3419, dice=0.8586]
Epoch 24:  90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3419, dice=0.8586]
Epoch 24:  90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3504, dice=0.8558]
Epoch 24: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3504, dice=0.8558]
Epoch 24: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3504, dice=0.8558]
Epoch 24: train_loss=0.3504, train_dice=0.8558

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.75s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Epoch 24: val_loss=0.3865, val_dice=0.7861

Epoch 25:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 25:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3622, dice=0.8494]
Epoch 25:  10%|█         | 1/10 [00:10<01:34, 10.47s/it, loss=0.3622, dice=0.8494]
Epoch 25:  10%|█         | 1/10 [00:20<01:34, 10.47s/it, loss=0.3588, dice=0.8244]
Epoch 25:  20%|██        | 2/10 [00:20<01:23, 10.50s/it, loss=0.3588, dice=0.8244]
Epoch 25:  20%|██        | 2/10 [00:31<01:23, 10.50s/it, loss=0.3402, dice=0.8518]
Epoch 25:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.3402, dice=0.8518]
Epoch 25:  30%|███       | 3/10 [00:42<01:13, 10.50s/it, loss=0.3520, dice=0.8530]
Epoch 25:  40%|████      | 4/10 [00:42<01:03, 10.51s/it, loss=0.3520, dice=0.8530]
Epoch 25:  40%|████      | 4/10 [00:52<01:03, 10.51s/it, loss=0.3615, dice=0.8585]
Epoch 25:  50%|█████     | 5/10 [00:52<00:52, 10.52s/it, loss=0.3615, dice=0.8585]
Epoch 25:  50%|█████     | 5/10 [01:03<00:52, 10.52s/it, loss=0.3530, dice=0.8668]
Epoch 25:  60%|██████    | 6/10 [01:03<00:42, 10.53s/it, loss=0.3530, dice=0.8668]
Epoch 25:  60%|██████    | 6/10 [01:13<00:42, 10.53s/it, loss=0.3689, dice=0.8274]
Epoch 25:  70%|███████   | 7/10 [01:13<00:31, 10.53s/it, loss=0.3689, dice=0.8274]
Epoch 25:  70%|███████   | 7/10 [01:24<00:31, 10.53s/it, loss=0.3792, dice=0.8125]
Epoch 25:  80%|████████  | 8/10 [01:24<00:21, 10.54s/it, loss=0.3792, dice=0.8125]
Epoch 25:  80%|████████  | 8/10 [01:34<00:21, 10.54s/it, loss=0.3664, dice=0.8268]
Epoch 25:  90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3664, dice=0.8268]
Epoch 25:  90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3724, dice=0.8234]
Epoch 25: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3724, dice=0.8234]
Epoch 25: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3724, dice=0.8234]
Epoch 25: train_loss=0.3724, train_dice=0.8234

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 25: val_loss=0.3856, val_dice=0.7895

Epoch 26:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 26:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3436, dice=0.9074]
Epoch 26:  10%|█         | 1/10 [00:10<01:34, 10.47s/it, loss=0.3436, dice=0.9074]
Epoch 26:  10%|█         | 1/10 [00:20<01:34, 10.47s/it, loss=0.3547, dice=0.9007]
Epoch 26:  20%|██        | 2/10 [00:20<01:24, 10.50s/it, loss=0.3547, dice=0.9007]
Epoch 26:  20%|██        | 2/10 [00:31<01:24, 10.50s/it, loss=0.3609, dice=0.9112]
Epoch 26:  30%|███       | 3/10 [00:31<01:13, 10.49s/it, loss=0.3609, dice=0.9112]
Epoch 26:  30%|███       | 3/10 [00:42<01:13, 10.49s/it, loss=0.3718, dice=0.9024]
Epoch 26:  40%|████      | 4/10 [00:42<01:03, 10.52s/it, loss=0.3718, dice=0.9024]
Epoch 26:  40%|████      | 4/10 [00:52<01:03, 10.52s/it, loss=0.3744, dice=0.8854]
Epoch 26:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.3744, dice=0.8854]
Epoch 26:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.3798, dice=0.8593]
Epoch 26:  60%|██████    | 6/10 [01:03<00:42, 10.55s/it, loss=0.3798, dice=0.8593]
Epoch 26:  60%|██████    | 6/10 [01:13<00:42, 10.55s/it, loss=0.3784, dice=0.8619]
Epoch 26:  70%|███████   | 7/10 [01:13<00:31, 10.54s/it, loss=0.3784, dice=0.8619]
Epoch 26:  70%|███████   | 7/10 [01:24<00:31, 10.54s/it, loss=0.3891, dice=0.8178]
Epoch 26:  80%|████████  | 8/10 [01:24<00:21, 10.54s/it, loss=0.3891, dice=0.8178]
Epoch 26:  80%|████████  | 8/10 [01:34<00:21, 10.54s/it, loss=0.3945, dice=0.8128]
Epoch 26:  90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3945, dice=0.8128]
Epoch 26:  90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3971, dice=0.8090]
Epoch 26: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3971, dice=0.8090]
Epoch 26: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3971, dice=0.8090]
Epoch 26: train_loss=0.3971, train_dice=0.8090

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:18,  1.81s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.75s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 26: val_loss=0.3874, val_dice=0.7749

Epoch 27:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 27:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3027, dice=0.9002]
Epoch 27:  10%|█         | 1/10 [00:10<01:33, 10.39s/it, loss=0.3027, dice=0.9002]
Epoch 27:  10%|█         | 1/10 [00:20<01:33, 10.39s/it, loss=0.3503, dice=0.8937]
Epoch 27:  20%|██        | 2/10 [00:20<01:23, 10.44s/it, loss=0.3503, dice=0.8937]
Epoch 27:  20%|██        | 2/10 [00:31<01:23, 10.44s/it, loss=0.3407, dice=0.9040]
Epoch 27:  30%|███       | 3/10 [00:31<01:13, 10.48s/it, loss=0.3407, dice=0.9040]
Epoch 27:  30%|███       | 3/10 [00:41<01:13, 10.48s/it, loss=0.3636, dice=0.8770]
Epoch 27:  40%|████      | 4/10 [00:41<01:03, 10.52s/it, loss=0.3636, dice=0.8770]
Epoch 27:  40%|████      | 4/10 [00:52<01:03, 10.52s/it, loss=0.3588, dice=0.8846]
Epoch 27:  50%|█████     | 5/10 [00:52<00:52, 10.52s/it, loss=0.3588, dice=0.8846]
Epoch 27:  50%|█████     | 5/10 [01:03<00:52, 10.52s/it, loss=0.3762, dice=0.8373]
Epoch 27:  60%|██████    | 6/10 [01:03<00:42, 10.54s/it, loss=0.3762, dice=0.8373]
Epoch 27:  60%|██████    | 6/10 [01:13<00:42, 10.54s/it, loss=0.3666, dice=0.8489]
Epoch 27:  70%|███████   | 7/10 [01:13<00:31, 10.54s/it, loss=0.3666, dice=0.8489]
Epoch 27:  70%|███████   | 7/10 [01:24<00:31, 10.54s/it, loss=0.3655, dice=0.8550]
Epoch 27:  80%|████████  | 8/10 [01:24<00:21, 10.54s/it, loss=0.3655, dice=0.8550]
Epoch 27:  80%|████████  | 8/10 [01:34<00:21, 10.54s/it, loss=0.3657, dice=0.8532]
Epoch 27:  90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3657, dice=0.8532]
Epoch 27:  90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3612, dice=0.8561]
Epoch 27: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3612, dice=0.8561]
Epoch 27: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3612, dice=0.8561]
Epoch 27: train_loss=0.3612, train_dice=0.8561

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.75s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.76s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.77s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Epoch 27: val_loss=0.3850, val_dice=0.7832

Epoch 28:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 28:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3207, dice=0.9234]
Epoch 28:  10%|█         | 1/10 [00:10<01:33, 10.40s/it, loss=0.3207, dice=0.9234]
Epoch 28:  10%|█         | 1/10 [00:20<01:33, 10.40s/it, loss=0.3356, dice=0.8973]
Epoch 28:  20%|██        | 2/10 [00:20<01:23, 10.46s/it, loss=0.3356, dice=0.8973]
Epoch 28:  20%|██        | 2/10 [00:31<01:23, 10.46s/it, loss=0.3506, dice=0.8703]
Epoch 28:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.3506, dice=0.8703]
Epoch 28:  30%|███       | 3/10 [00:41<01:13, 10.50s/it, loss=0.3753, dice=0.8364]
Epoch 28:  40%|████      | 4/10 [00:41<01:03, 10.52s/it, loss=0.3753, dice=0.8364]
Epoch 28:  40%|████      | 4/10 [00:52<01:03, 10.52s/it, loss=0.3779, dice=0.8463]
Epoch 28:  50%|█████     | 5/10 [00:52<00:52, 10.52s/it, loss=0.3779, dice=0.8463]
Epoch 28:  50%|█████     | 5/10 [01:03<00:52, 10.52s/it, loss=0.3857, dice=0.8465]
Epoch 28:  60%|██████    | 6/10 [01:03<00:42, 10.53s/it, loss=0.3857, dice=0.8465]
Epoch 28:  60%|██████    | 6/10 [01:13<00:42, 10.53s/it, loss=0.3898, dice=0.8371]
Epoch 28:  70%|███████   | 7/10 [01:13<00:31, 10.54s/it, loss=0.3898, dice=0.8371]
Epoch 28:  70%|███████   | 7/10 [01:24<00:31, 10.54s/it, loss=0.3890, dice=0.8339]
Epoch 28:  80%|████████  | 8/10 [01:24<00:21, 10.53s/it, loss=0.3890, dice=0.8339]
Epoch 28:  80%|████████  | 8/10 [01:34<00:21, 10.53s/it, loss=0.3848, dice=0.8309]
Epoch 28:  90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3848, dice=0.8309]
Epoch 28:  90%|█████████ | 9/10 [01:45<00:10, 10.52s/it, loss=0.3819, dice=0.8330]
Epoch 28: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3819, dice=0.8330]
Epoch 28: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3819, dice=0.8330]
Epoch 28: train_loss=0.3819, train_dice=0.8330

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.77s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.74s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.75s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.75s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Epoch 28: val_loss=0.3844, val_dice=0.7736

Epoch 29:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 29:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3319, dice=0.9003]
Epoch 29:  10%|█         | 1/10 [00:10<01:34, 10.45s/it, loss=0.3319, dice=0.9003]
Epoch 29:  10%|█         | 1/10 [00:20<01:34, 10.45s/it, loss=0.3193, dice=0.9165]
Epoch 29:  20%|██        | 2/10 [00:20<01:23, 10.47s/it, loss=0.3193, dice=0.9165]
Epoch 29:  20%|██        | 2/10 [00:31<01:23, 10.47s/it, loss=0.3347, dice=0.8930]
Epoch 29:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.3347, dice=0.8930]
Epoch 29:  30%|███       | 3/10 [00:42<01:13, 10.50s/it, loss=0.3422, dice=0.8837]
Epoch 29:  40%|████      | 4/10 [00:42<01:03, 10.52s/it, loss=0.3422, dice=0.8837]
Epoch 29:  40%|████      | 4/10 [00:52<01:03, 10.52s/it, loss=0.3336, dice=0.8791]
Epoch 29:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.3336, dice=0.8791]
Epoch 29:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.3427, dice=0.8611]
Epoch 29:  60%|██████    | 6/10 [01:03<00:42, 10.55s/it, loss=0.3427, dice=0.8611]
Epoch 29:  60%|██████    | 6/10 [01:13<00:42, 10.55s/it, loss=0.3393, dice=0.8696]
Epoch 29:  70%|███████   | 7/10 [01:13<00:31, 10.54s/it, loss=0.3393, dice=0.8696]
Epoch 29:  70%|███████   | 7/10 [01:24<00:31, 10.54s/it, loss=0.3489, dice=0.8681]
Epoch 29:  80%|████████  | 8/10 [01:24<00:21, 10.54s/it, loss=0.3489, dice=0.8681]
Epoch 29:  80%|████████  | 8/10 [01:34<00:21, 10.54s/it, loss=0.3531, dice=0.8648]
Epoch 29:  90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3531, dice=0.8648]
Epoch 29:  90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3496, dice=0.8674]
Epoch 29: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3496, dice=0.8674]
Epoch 29: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3496, dice=0.8674]
Epoch 29: train_loss=0.3496, train_dice=0.8674

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.79s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:18,  1.80s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 29: val_loss=0.3830, val_dice=0.7929
  New best val dice: 0.7929
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt

Epoch 30:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 30:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3556, dice=0.9003]
Epoch 30:  10%|█         | 1/10 [00:10<01:33, 10.41s/it, loss=0.3556, dice=0.9003]
Epoch 30:  10%|█         | 1/10 [00:20<01:33, 10.41s/it, loss=0.3992, dice=0.8383]
Epoch 30:  20%|██        | 2/10 [00:20<01:23, 10.47s/it, loss=0.3992, dice=0.8383]
Epoch 30:  20%|██        | 2/10 [00:31<01:23, 10.47s/it, loss=0.3724, dice=0.8558]
Epoch 30:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.3724, dice=0.8558]
Epoch 30:  30%|███       | 3/10 [00:42<01:13, 10.50s/it, loss=0.3707, dice=0.8528]
Epoch 30:  40%|████      | 4/10 [00:42<01:03, 10.55s/it, loss=0.3707, dice=0.8528]
Epoch 30:  40%|████      | 4/10 [00:52<01:03, 10.55s/it, loss=0.3816, dice=0.8388]
Epoch 30:  50%|█████     | 5/10 [00:52<00:52, 10.57s/it, loss=0.3816, dice=0.8388]
Epoch 30:  50%|█████     | 5/10 [01:03<00:52, 10.57s/it, loss=0.3798, dice=0.8425]
Epoch 30:  60%|██████    | 6/10 [01:03<00:42, 10.57s/it, loss=0.3798, dice=0.8425]
Epoch 30:  60%|██████    | 6/10 [01:13<00:42, 10.57s/it, loss=0.3808, dice=0.8477]
Epoch 30:  70%|███████   | 7/10 [01:13<00:31, 10.60s/it, loss=0.3808, dice=0.8477]
Epoch 30:  70%|███████   | 7/10 [01:24<00:31, 10.60s/it, loss=0.3753, dice=0.8550]
Epoch 30:  80%|████████  | 8/10 [01:24<00:21, 10.58s/it, loss=0.3753, dice=0.8550]
Epoch 30:  80%|████████  | 8/10 [01:35<00:21, 10.58s/it, loss=0.3845, dice=0.8263]
Epoch 30:  90%|█████████ | 9/10 [01:35<00:10, 10.58s/it, loss=0.3845, dice=0.8263]
Epoch 30:  90%|█████████ | 9/10 [01:45<00:10, 10.58s/it, loss=0.3743, dice=0.8354]
Epoch 30: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3743, dice=0.8354]
Epoch 30: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3743, dice=0.8354]
Epoch 30: train_loss=0.3743, train_dice=0.8354

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:20,  1.86s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:18,  1.89s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:16,  1.84s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.84s/it]
Validating:  42%|████▏     | 5/12 [00:09<00:12,  1.82s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.80s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.78s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.77s/it]
Validating:  75%|███████▌  | 9/12 [00:16<00:05,  1.78s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.78s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.77s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.79s/it]
Epoch 30: val_loss=0.3826, val_dice=0.7823

Epoch 31:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 31:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3192, dice=0.8748]
Epoch 31:  10%|█         | 1/10 [00:10<01:34, 10.49s/it, loss=0.3192, dice=0.8748]
Epoch 31:  10%|█         | 1/10 [00:21<01:34, 10.49s/it, loss=0.3442, dice=0.8912]
Epoch 31:  20%|██        | 2/10 [00:21<01:24, 10.52s/it, loss=0.3442, dice=0.8912]
Epoch 31:  20%|██        | 2/10 [00:31<01:24, 10.52s/it, loss=0.3789, dice=0.8500]
Epoch 31:  30%|███       | 3/10 [00:31<01:13, 10.54s/it, loss=0.3789, dice=0.8500]
Epoch 31:  30%|███       | 3/10 [00:42<01:13, 10.54s/it, loss=0.3893, dice=0.8267]
Epoch 31:  40%|████      | 4/10 [00:42<01:03, 10.57s/it, loss=0.3893, dice=0.8267]
Epoch 31:  40%|████      | 4/10 [00:52<01:03, 10.57s/it, loss=0.3916, dice=0.8399]
Epoch 31:  50%|█████     | 5/10 [00:52<00:52, 10.55s/it, loss=0.3916, dice=0.8399]
Epoch 31:  50%|█████     | 5/10 [01:03<00:52, 10.55s/it, loss=0.3912, dice=0.8432]
Epoch 31:  60%|██████    | 6/10 [01:03<00:42, 10.56s/it, loss=0.3912, dice=0.8432]
Epoch 31:  60%|██████    | 6/10 [01:13<00:42, 10.56s/it, loss=0.3784, dice=0.8526]
Epoch 31:  70%|███████   | 7/10 [01:13<00:31, 10.56s/it, loss=0.3784, dice=0.8526]
Epoch 31:  70%|███████   | 7/10 [01:24<00:31, 10.56s/it, loss=0.3730, dice=0.8607]
Epoch 31:  80%|████████  | 8/10 [01:24<00:21, 10.54s/it, loss=0.3730, dice=0.8607]
Epoch 31:  80%|████████  | 8/10 [01:34<00:21, 10.54s/it, loss=0.3782, dice=0.8498]
Epoch 31:  90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3782, dice=0.8498]
Epoch 31:  90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3773, dice=0.8568]
Epoch 31: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3773, dice=0.8568]
Epoch 31: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3773, dice=0.8568]
Epoch 31: train_loss=0.3773, train_dice=0.8568

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.78s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.74s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 31: val_loss=0.3833, val_dice=0.7452

Epoch 32:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 32:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4604, dice=0.5231]
Epoch 32:  10%|█         | 1/10 [00:10<01:33, 10.40s/it, loss=0.4604, dice=0.5231]
Epoch 32:  10%|█         | 1/10 [00:20<01:33, 10.40s/it, loss=0.4442, dice=0.6069]
Epoch 32:  20%|██        | 2/10 [00:20<01:23, 10.48s/it, loss=0.4442, dice=0.6069]
Epoch 32:  20%|██        | 2/10 [00:31<01:23, 10.48s/it, loss=0.4244, dice=0.6897]
Epoch 32:  30%|███       | 3/10 [00:31<01:13, 10.49s/it, loss=0.4244, dice=0.6897]
Epoch 32:  30%|███       | 3/10 [00:41<01:13, 10.49s/it, loss=0.4232, dice=0.7011]
Epoch 32:  40%|████      | 4/10 [00:41<01:02, 10.50s/it, loss=0.4232, dice=0.7011]
Epoch 32:  40%|████      | 4/10 [00:52<01:02, 10.50s/it, loss=0.4119, dice=0.7208]
Epoch 32:  50%|█████     | 5/10 [00:52<00:52, 10.51s/it, loss=0.4119, dice=0.7208]
Epoch 32:  50%|█████     | 5/10 [01:03<00:52, 10.51s/it, loss=0.4078, dice=0.7452]
Epoch 32:  60%|██████    | 6/10 [01:03<00:42, 10.54s/it, loss=0.4078, dice=0.7452]
Epoch 32:  60%|██████    | 6/10 [01:13<00:42, 10.54s/it, loss=0.4000, dice=0.7630]
Epoch 32:  70%|███████   | 7/10 [01:13<00:31, 10.55s/it, loss=0.4000, dice=0.7630]
Epoch 32:  70%|███████   | 7/10 [01:24<00:31, 10.55s/it, loss=0.3952, dice=0.7783]
Epoch 32:  80%|████████  | 8/10 [01:24<00:21, 10.55s/it, loss=0.3952, dice=0.7783]
Epoch 32:  80%|████████  | 8/10 [01:34<00:21, 10.55s/it, loss=0.3841, dice=0.7907]
Epoch 32:  90%|█████████ | 9/10 [01:34<00:10, 10.56s/it, loss=0.3841, dice=0.7907]
Epoch 32:  90%|█████████ | 9/10 [01:45<00:10, 10.56s/it, loss=0.3817, dice=0.8001]
Epoch 32: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3817, dice=0.8001]
Epoch 32: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3817, dice=0.8001]
Epoch 32: train_loss=0.3817, train_dice=0.8001

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.79s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.80s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.79s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.77s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.76s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.77s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Epoch 32: val_loss=0.3804, val_dice=0.7877

Epoch 33:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 33:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3846, dice=0.8410]
Epoch 33:  10%|█         | 1/10 [00:10<01:34, 10.50s/it, loss=0.3846, dice=0.8410]
Epoch 33:  10%|█         | 1/10 [00:21<01:34, 10.50s/it, loss=0.3918, dice=0.8289]
Epoch 33:  20%|██        | 2/10 [00:21<01:24, 10.54s/it, loss=0.3918, dice=0.8289]
Epoch 33:  20%|██        | 2/10 [00:31<01:24, 10.54s/it, loss=0.3798, dice=0.8473]
Epoch 33:  30%|███       | 3/10 [00:31<01:13, 10.54s/it, loss=0.3798, dice=0.8473]
Epoch 33:  30%|███       | 3/10 [00:42<01:13, 10.54s/it, loss=0.3692, dice=0.8601]
Epoch 33:  40%|████      | 4/10 [00:42<01:03, 10.55s/it, loss=0.3692, dice=0.8601]
Epoch 33:  40%|████      | 4/10 [00:52<01:03, 10.55s/it, loss=0.3820, dice=0.8395]
Epoch 33:  50%|█████     | 5/10 [00:52<00:52, 10.54s/it, loss=0.3820, dice=0.8395]
Epoch 33:  50%|█████     | 5/10 [01:03<00:52, 10.54s/it, loss=0.3824, dice=0.8415]
Epoch 33:  60%|██████    | 6/10 [01:03<00:42, 10.55s/it, loss=0.3824, dice=0.8415]
Epoch 33:  60%|██████    | 6/10 [01:13<00:42, 10.55s/it, loss=0.3730, dice=0.8460]
Epoch 33:  70%|███████   | 7/10 [01:13<00:31, 10.55s/it, loss=0.3730, dice=0.8460]
Epoch 33:  70%|███████   | 7/10 [01:24<00:31, 10.55s/it, loss=0.3806, dice=0.8182]
Epoch 33:  80%|████████  | 8/10 [01:24<00:21, 10.55s/it, loss=0.3806, dice=0.8182]
Epoch 33:  80%|████████  | 8/10 [01:34<00:21, 10.55s/it, loss=0.3806, dice=0.8182]
Epoch 33:  90%|█████████ | 9/10 [01:34<00:10, 10.57s/it, loss=0.3806, dice=0.8182]
Epoch 33:  90%|█████████ | 9/10 [01:45<00:10, 10.57s/it, loss=0.3793, dice=0.8285]
Epoch 33: 100%|██████████| 10/10 [01:45<00:00, 10.58s/it, loss=0.3793, dice=0.8285]
Epoch 33: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3793, dice=0.8285]
Epoch 33: train_loss=0.3793, train_dice=0.8285

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.79s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.80s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.79s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 33: val_loss=0.3808, val_dice=0.7877

Epoch 34:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 34:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3801, dice=0.8329]
Epoch 34:  10%|█         | 1/10 [00:10<01:34, 10.46s/it, loss=0.3801, dice=0.8329]
Epoch 34:  10%|█         | 1/10 [00:20<01:34, 10.46s/it, loss=0.3388, dice=0.8593]
Epoch 34:  20%|██        | 2/10 [00:20<01:23, 10.47s/it, loss=0.3388, dice=0.8593]
Epoch 34:  20%|██        | 2/10 [00:31<01:23, 10.47s/it, loss=0.3793, dice=0.7875]
Epoch 34:  30%|███       | 3/10 [00:31<01:13, 10.52s/it, loss=0.3793, dice=0.7875]
Epoch 34:  30%|███       | 3/10 [00:42<01:13, 10.52s/it, loss=0.3757, dice=0.7935]
Epoch 34:  40%|████      | 4/10 [00:42<01:03, 10.55s/it, loss=0.3757, dice=0.7935]
Epoch 34:  40%|████      | 4/10 [00:52<01:03, 10.55s/it, loss=0.3734, dice=0.8148]
Epoch 34:  50%|█████     | 5/10 [00:52<00:52, 10.54s/it, loss=0.3734, dice=0.8148]
Epoch 34:  50%|█████     | 5/10 [01:03<00:52, 10.54s/it, loss=0.3768, dice=0.8269]
Epoch 34:  60%|██████    | 6/10 [01:03<00:42, 10.55s/it, loss=0.3768, dice=0.8269]
Epoch 34:  60%|██████    | 6/10 [01:13<00:42, 10.55s/it, loss=0.3744, dice=0.8296]
Epoch 34:  70%|███████   | 7/10 [01:13<00:31, 10.56s/it, loss=0.3744, dice=0.8296]
Epoch 34:  70%|███████   | 7/10 [01:24<00:31, 10.56s/it, loss=0.3755, dice=0.8297]
Epoch 34:  80%|████████  | 8/10 [01:24<00:21, 10.57s/it, loss=0.3755, dice=0.8297]
Epoch 34:  80%|████████  | 8/10 [01:34<00:21, 10.57s/it, loss=0.3702, dice=0.8295]
Epoch 34:  90%|█████████ | 9/10 [01:34<00:10, 10.57s/it, loss=0.3702, dice=0.8295]
Epoch 34:  90%|█████████ | 9/10 [01:45<00:10, 10.57s/it, loss=0.3764, dice=0.8112]
Epoch 34: 100%|██████████| 10/10 [01:45<00:00, 10.58s/it, loss=0.3764, dice=0.8112]
Epoch 34: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3764, dice=0.8112]
Epoch 34: train_loss=0.3764, train_dice=0.8112

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.78s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.80s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 34: val_loss=0.3807, val_dice=0.7770

Epoch 35:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 35:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3457, dice=0.8651]
Epoch 35:  10%|█         | 1/10 [00:10<01:33, 10.39s/it, loss=0.3457, dice=0.8651]
Epoch 35:  10%|█         | 1/10 [00:20<01:33, 10.39s/it, loss=0.3722, dice=0.8704]
Epoch 35:  20%|██        | 2/10 [00:20<01:23, 10.45s/it, loss=0.3722, dice=0.8704]
Epoch 35:  20%|██        | 2/10 [00:31<01:23, 10.45s/it, loss=0.3807, dice=0.8561]
Epoch 35:  30%|███       | 3/10 [00:31<01:13, 10.51s/it, loss=0.3807, dice=0.8561]
Epoch 35:  30%|███       | 3/10 [00:41<01:13, 10.51s/it, loss=0.3606, dice=0.8747]
Epoch 35:  40%|████      | 4/10 [00:41<01:03, 10.51s/it, loss=0.3606, dice=0.8747]
Epoch 35:  40%|████      | 4/10 [00:52<01:03, 10.51s/it, loss=0.3730, dice=0.8596]
Epoch 35:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.3730, dice=0.8596]
Epoch 35:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.3720, dice=0.8678]
Epoch 35:  60%|██████    | 6/10 [01:03<00:42, 10.55s/it, loss=0.3720, dice=0.8678]
Epoch 35:  60%|██████    | 6/10 [01:13<00:42, 10.55s/it, loss=0.3767, dice=0.8597]
Epoch 35:  70%|███████   | 7/10 [01:13<00:31, 10.55s/it, loss=0.3767, dice=0.8597]
Epoch 35:  70%|███████   | 7/10 [01:24<00:31, 10.55s/it, loss=0.3715, dice=0.8655]
Epoch 35:  80%|████████  | 8/10 [01:24<00:21, 10.55s/it, loss=0.3715, dice=0.8655]
Epoch 35:  80%|████████  | 8/10 [01:34<00:21, 10.55s/it, loss=0.3634, dice=0.8697]
Epoch 35:  90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3634, dice=0.8697]
Epoch 35:  90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3719, dice=0.8523]
Epoch 35: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3719, dice=0.8523]
Epoch 35: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3719, dice=0.8523]
Epoch 35: train_loss=0.3719, train_dice=0.8523

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.76s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 35: val_loss=0.3808, val_dice=0.7851

Epoch 36:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 36:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3506, dice=0.9083]
Epoch 36:  10%|█         | 1/10 [00:10<01:33, 10.42s/it, loss=0.3506, dice=0.9083]
Epoch 36:  10%|█         | 1/10 [00:20<01:33, 10.42s/it, loss=0.3963, dice=0.8384]
Epoch 36:  20%|██        | 2/10 [00:20<01:23, 10.46s/it, loss=0.3963, dice=0.8384]
Epoch 36:  20%|██        | 2/10 [00:31<01:23, 10.46s/it, loss=0.3913, dice=0.8388]
Epoch 36:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.3913, dice=0.8388]
Epoch 36:  30%|███       | 3/10 [00:42<01:13, 10.50s/it, loss=0.3829, dice=0.8545]
Epoch 36:  40%|████      | 4/10 [00:42<01:03, 10.55s/it, loss=0.3829, dice=0.8545]
Epoch 36:  40%|████      | 4/10 [00:52<01:03, 10.55s/it, loss=0.3772, dice=0.8511]
Epoch 36:  50%|█████     | 5/10 [00:52<00:52, 10.55s/it, loss=0.3772, dice=0.8511]
Epoch 36:  50%|█████     | 5/10 [01:03<00:52, 10.55s/it, loss=0.3938, dice=0.7805]
Epoch 36:  60%|██████    | 6/10 [01:03<00:42, 10.54s/it, loss=0.3938, dice=0.7805]
Epoch 36:  60%|██████    | 6/10 [01:13<00:42, 10.54s/it, loss=0.4029, dice=0.7525]
Epoch 36:  70%|███████   | 7/10 [01:13<00:31, 10.56s/it, loss=0.4029, dice=0.7525]
Epoch 36:  70%|███████   | 7/10 [01:24<00:31, 10.56s/it, loss=0.4103, dice=0.7476]
Epoch 36:  80%|████████  | 8/10 [01:24<00:21, 10.55s/it, loss=0.4103, dice=0.7476]
Epoch 36:  80%|████████  | 8/10 [01:34<00:21, 10.55s/it, loss=0.4128, dice=0.7454]
Epoch 36:  90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.4128, dice=0.7454]
Epoch 36:  90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.4072, dice=0.7583]
Epoch 36: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.4072, dice=0.7583]
Epoch 36: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.4072, dice=0.7583]
Epoch 36: train_loss=0.4072, train_dice=0.7583

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.79s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.76s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.82s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.81s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.79s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.78s/it]
Epoch 36: val_loss=0.3810, val_dice=0.7818

Epoch 37:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 37:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3537, dice=0.8808]
Epoch 37:  10%|█         | 1/10 [00:10<01:33, 10.42s/it, loss=0.3537, dice=0.8808]
Epoch 37:  10%|█         | 1/10 [00:20<01:33, 10.42s/it, loss=0.3243, dice=0.8930]
Epoch 37:  20%|██        | 2/10 [00:20<01:24, 10.51s/it, loss=0.3243, dice=0.8930]
Epoch 37:  20%|██        | 2/10 [00:31<01:24, 10.51s/it, loss=0.3325, dice=0.8959]
Epoch 37:  30%|███       | 3/10 [00:31<01:13, 10.52s/it, loss=0.3325, dice=0.8959]
Epoch 37:  30%|███       | 3/10 [00:42<01:13, 10.52s/it, loss=0.3522, dice=0.8626]
Epoch 37:  40%|████      | 4/10 [00:42<01:03, 10.52s/it, loss=0.3522, dice=0.8626]
Epoch 37:  40%|████      | 4/10 [00:52<01:03, 10.52s/it, loss=0.3510, dice=0.8608]
Epoch 37:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.3510, dice=0.8608]
Epoch 37:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.3593, dice=0.8431]
Epoch 37:  60%|██████    | 6/10 [01:03<00:42, 10.54s/it, loss=0.3593, dice=0.8431]
Epoch 37:  60%|██████    | 6/10 [01:13<00:42, 10.54s/it, loss=0.3563, dice=0.8393]
Epoch 37:  70%|███████   | 7/10 [01:13<00:31, 10.54s/it, loss=0.3563, dice=0.8393]
Epoch 37:  70%|███████   | 7/10 [01:24<00:31, 10.54s/it, loss=0.3614, dice=0.8458]
Epoch 37:  80%|████████  | 8/10 [01:24<00:21, 10.54s/it, loss=0.3614, dice=0.8458]
Epoch 37:  80%|████████  | 8/10 [01:34<00:21, 10.54s/it, loss=0.3515, dice=0.8534]
Epoch 37:  90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3515, dice=0.8534]
Epoch 37:  90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3592, dice=0.8508]
Epoch 37: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3592, dice=0.8508]
Epoch 37: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3592, dice=0.8508]
Epoch 37: train_loss=0.3592, train_dice=0.8508

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.74s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.75s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Epoch 37: val_loss=0.3793, val_dice=0.7820

Epoch 38:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 38:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3144, dice=0.8819]
Epoch 38:  10%|█         | 1/10 [00:10<01:34, 10.47s/it, loss=0.3144, dice=0.8819]
Epoch 38:  10%|█         | 1/10 [00:20<01:34, 10.47s/it, loss=0.3300, dice=0.8644]
Epoch 38:  20%|██        | 2/10 [00:20<01:23, 10.48s/it, loss=0.3300, dice=0.8644]
Epoch 38:  20%|██        | 2/10 [00:31<01:23, 10.48s/it, loss=0.3542, dice=0.8371]
Epoch 38:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.3542, dice=0.8371]
Epoch 38:  30%|███       | 3/10 [00:42<01:13, 10.50s/it, loss=0.3684, dice=0.8178]
Epoch 38:  40%|████      | 4/10 [00:42<01:03, 10.51s/it, loss=0.3684, dice=0.8178]
Epoch 38:  40%|████      | 4/10 [00:52<01:03, 10.51s/it, loss=0.3789, dice=0.8256]
Epoch 38:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.3789, dice=0.8256]
Epoch 38:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.3767, dice=0.8372]
Epoch 38:  60%|██████    | 6/10 [01:03<00:42, 10.53s/it, loss=0.3767, dice=0.8372]
Epoch 38:  60%|██████    | 6/10 [01:13<00:42, 10.53s/it, loss=0.3776, dice=0.8397]
Epoch 38:  70%|███████   | 7/10 [01:13<00:31, 10.52s/it, loss=0.3776, dice=0.8397]
Epoch 38:  70%|███████   | 7/10 [01:24<00:31, 10.52s/it, loss=0.3786, dice=0.8379]
Epoch 38:  80%|████████  | 8/10 [01:24<00:21, 10.52s/it, loss=0.3786, dice=0.8379]
Epoch 38:  80%|████████  | 8/10 [01:34<00:21, 10.52s/it, loss=0.3776, dice=0.8364]
Epoch 38:  90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3776, dice=0.8364]
Epoch 38:  90%|█████████ | 9/10 [01:45<00:10, 10.52s/it, loss=0.3755, dice=0.8429]
Epoch 38: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3755, dice=0.8429]
Epoch 38: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3755, dice=0.8429]
Epoch 38: train_loss=0.3755, train_dice=0.8429

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 38: val_loss=0.3792, val_dice=0.7877

Epoch 39:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 39:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.2520, dice=0.9484]
Epoch 39:  10%|█         | 1/10 [00:10<01:33, 10.42s/it, loss=0.2520, dice=0.9484]
Epoch 39:  10%|█         | 1/10 [00:20<01:33, 10.42s/it, loss=0.3488, dice=0.8850]
Epoch 39:  20%|██        | 2/10 [00:20<01:24, 10.51s/it, loss=0.3488, dice=0.8850]
Epoch 39:  20%|██        | 2/10 [00:31<01:24, 10.51s/it, loss=0.3542, dice=0.9025]
Epoch 39:  30%|███       | 3/10 [00:31<01:13, 10.51s/it, loss=0.3542, dice=0.9025]
Epoch 39:  30%|███       | 3/10 [00:42<01:13, 10.51s/it, loss=0.3610, dice=0.8792]
Epoch 39:  40%|████      | 4/10 [00:42<01:03, 10.51s/it, loss=0.3610, dice=0.8792]
Epoch 39:  40%|████      | 4/10 [00:52<01:03, 10.51s/it, loss=0.3754, dice=0.8664]
Epoch 39:  50%|█████     | 5/10 [00:52<00:52, 10.51s/it, loss=0.3754, dice=0.8664]
Epoch 39:  50%|█████     | 5/10 [01:03<00:52, 10.51s/it, loss=0.3789, dice=0.8600]
Epoch 39:  60%|██████    | 6/10 [01:03<00:42, 10.53s/it, loss=0.3789, dice=0.8600]
Epoch 39:  60%|██████    | 6/10 [01:13<00:42, 10.53s/it, loss=0.3774, dice=0.8558]
Epoch 39:  70%|███████   | 7/10 [01:13<00:31, 10.52s/it, loss=0.3774, dice=0.8558]
Epoch 39:  70%|███████   | 7/10 [01:24<00:31, 10.52s/it, loss=0.3661, dice=0.8592]
Epoch 39:  80%|████████  | 8/10 [01:24<00:21, 10.52s/it, loss=0.3661, dice=0.8592]
Epoch 39:  80%|████████  | 8/10 [01:34<00:21, 10.52s/it, loss=0.3644, dice=0.8646]
Epoch 39:  90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3644, dice=0.8646]
Epoch 39:  90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3630, dice=0.8670]
Epoch 39: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3630, dice=0.8670]
Epoch 39: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3630, dice=0.8670]
Epoch 39: train_loss=0.3630, train_dice=0.8670

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.75s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.78s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 39: val_loss=0.3784, val_dice=0.7808

Epoch 40:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 40:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4549, dice=0.6354]
Epoch 40:  10%|█         | 1/10 [00:10<01:36, 10.69s/it, loss=0.4549, dice=0.6354]
Epoch 40:  10%|█         | 1/10 [00:21<01:36, 10.69s/it, loss=0.3899, dice=0.7314]
Epoch 40:  20%|██        | 2/10 [00:21<01:24, 10.60s/it, loss=0.3899, dice=0.7314]
Epoch 40:  20%|██        | 2/10 [00:31<01:24, 10.60s/it, loss=0.3742, dice=0.7756]
Epoch 40:  30%|███       | 3/10 [00:31<01:13, 10.55s/it, loss=0.3742, dice=0.7756]
Epoch 40:  30%|███       | 3/10 [00:42<01:13, 10.55s/it, loss=0.3643, dice=0.7959]
Epoch 40:  40%|████      | 4/10 [00:42<01:03, 10.53s/it, loss=0.3643, dice=0.7959]
Epoch 40:  40%|████      | 4/10 [00:52<01:03, 10.53s/it, loss=0.3610, dice=0.8131]
Epoch 40:  50%|█████     | 5/10 [00:52<00:52, 10.51s/it, loss=0.3610, dice=0.8131]
Epoch 40:  50%|█████     | 5/10 [01:03<00:52, 10.51s/it, loss=0.3591, dice=0.8278]
Epoch 40:  60%|██████    | 6/10 [01:03<00:42, 10.51s/it, loss=0.3591, dice=0.8278]
Epoch 40:  60%|██████    | 6/10 [01:13<00:42, 10.51s/it, loss=0.3594, dice=0.8364]
Epoch 40:  70%|███████   | 7/10 [01:13<00:31, 10.52s/it, loss=0.3594, dice=0.8364]
Epoch 40:  70%|███████   | 7/10 [01:24<00:31, 10.52s/it, loss=0.3704, dice=0.8152]
Epoch 40:  80%|████████  | 8/10 [01:24<00:21, 10.54s/it, loss=0.3704, dice=0.8152]
Epoch 40:  80%|████████  | 8/10 [01:34<00:21, 10.54s/it, loss=0.3773, dice=0.8099]
Epoch 40:  90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3773, dice=0.8099]
Epoch 40:  90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3690, dice=0.8156]
Epoch 40: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3690, dice=0.8156]
Epoch 40: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3690, dice=0.8156]
Epoch 40: train_loss=0.3690, train_dice=0.8156

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.80s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 40: val_loss=0.3786, val_dice=0.7895

Epoch 41:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 41:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4459, dice=0.7533]
Epoch 41:  10%|█         | 1/10 [00:10<01:34, 10.46s/it, loss=0.4459, dice=0.7533]
Epoch 41:  10%|█         | 1/10 [00:20<01:34, 10.46s/it, loss=0.4053, dice=0.8224]
Epoch 41:  20%|██        | 2/10 [00:20<01:23, 10.47s/it, loss=0.4053, dice=0.8224]
Epoch 41:  20%|██        | 2/10 [00:31<01:23, 10.47s/it, loss=0.3965, dice=0.8427]
Epoch 41:  30%|███       | 3/10 [00:31<01:13, 10.51s/it, loss=0.3965, dice=0.8427]
Epoch 41:  30%|███       | 3/10 [00:42<01:13, 10.51s/it, loss=0.4001, dice=0.8489]
Epoch 41:  40%|████      | 4/10 [00:42<01:03, 10.52s/it, loss=0.4001, dice=0.8489]
Epoch 41:  40%|████      | 4/10 [00:52<01:03, 10.52s/it, loss=0.3904, dice=0.8585]
Epoch 41:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.3904, dice=0.8585]
Epoch 41:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.3924, dice=0.8484]
Epoch 41:  60%|██████    | 6/10 [01:03<00:42, 10.53s/it, loss=0.3924, dice=0.8484]
Epoch 41:  60%|██████    | 6/10 [01:13<00:42, 10.53s/it, loss=0.3884, dice=0.8556]
Epoch 41:  70%|███████   | 7/10 [01:13<00:31, 10.52s/it, loss=0.3884, dice=0.8556]
Epoch 41:  70%|███████   | 7/10 [01:24<00:31, 10.52s/it, loss=0.3934, dice=0.8496]
Epoch 41:  80%|████████  | 8/10 [01:24<00:21, 10.53s/it, loss=0.3934, dice=0.8496]
Epoch 41:  80%|████████  | 8/10 [01:34<00:21, 10.53s/it, loss=0.3967, dice=0.8396]
Epoch 41:  90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3967, dice=0.8396]
Epoch 41:  90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3858, dice=0.8437]
Epoch 41: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3858, dice=0.8437]
Epoch 41: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3858, dice=0.8437]
Epoch 41: train_loss=0.3858, train_dice=0.8437

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.75s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.77s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 41: val_loss=0.3785, val_dice=0.7840

Epoch 42:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 42:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3445, dice=0.8435]
Epoch 42:  10%|█         | 1/10 [00:10<01:33, 10.40s/it, loss=0.3445, dice=0.8435]
Epoch 42:  10%|█         | 1/10 [00:20<01:33, 10.40s/it, loss=0.3335, dice=0.8452]
Epoch 42:  20%|██        | 2/10 [00:20<01:23, 10.48s/it, loss=0.3335, dice=0.8452]
Epoch 42:  20%|██        | 2/10 [00:31<01:23, 10.48s/it, loss=0.3193, dice=0.8654]
Epoch 42:  30%|███       | 3/10 [00:31<01:13, 10.51s/it, loss=0.3193, dice=0.8654]
Epoch 42:  30%|███       | 3/10 [00:42<01:13, 10.51s/it, loss=0.3304, dice=0.8807]
Epoch 42:  40%|████      | 4/10 [00:42<01:03, 10.52s/it, loss=0.3304, dice=0.8807]
Epoch 42:  40%|████      | 4/10 [00:52<01:03, 10.52s/it, loss=0.3504, dice=0.8659]
Epoch 42:  50%|█████     | 5/10 [00:52<00:52, 10.54s/it, loss=0.3504, dice=0.8659]
Epoch 42:  50%|█████     | 5/10 [01:03<00:52, 10.54s/it, loss=0.3519, dice=0.8675]
Epoch 42:  60%|██████    | 6/10 [01:03<00:42, 10.53s/it, loss=0.3519, dice=0.8675]
Epoch 42:  60%|██████    | 6/10 [01:13<00:42, 10.53s/it, loss=0.3616, dice=0.8670]
Epoch 42:  70%|███████   | 7/10 [01:13<00:31, 10.53s/it, loss=0.3616, dice=0.8670]
Epoch 42:  70%|███████   | 7/10 [01:24<00:31, 10.53s/it, loss=0.3477, dice=0.8772]
Epoch 42:  80%|████████  | 8/10 [01:24<00:21, 10.53s/it, loss=0.3477, dice=0.8772]
Epoch 42:  80%|████████  | 8/10 [01:34<00:21, 10.53s/it, loss=0.3476, dice=0.8794]
Epoch 42:  90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3476, dice=0.8794]
Epoch 42:  90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3399, dice=0.8832]
Epoch 42: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3399, dice=0.8832]
Epoch 42: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3399, dice=0.8832]
Epoch 42: train_loss=0.3399, train_dice=0.8832

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.75s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.77s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.74s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 42: val_loss=0.3771, val_dice=0.7926

Epoch 43:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 43:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3546, dice=0.9042]
Epoch 43:  10%|█         | 1/10 [00:10<01:33, 10.34s/it, loss=0.3546, dice=0.9042]
Epoch 43:  10%|█         | 1/10 [00:20<01:33, 10.34s/it, loss=0.3778, dice=0.8565]
Epoch 43:  20%|██        | 2/10 [00:20<01:23, 10.45s/it, loss=0.3778, dice=0.8565]
Epoch 43:  20%|██        | 2/10 [00:31<01:23, 10.45s/it, loss=0.3851, dice=0.8229]
Epoch 43:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.3851, dice=0.8229]
Epoch 43:  30%|███       | 3/10 [00:41<01:13, 10.50s/it, loss=0.3851, dice=0.8391]
Epoch 43:  40%|████      | 4/10 [00:41<01:03, 10.51s/it, loss=0.3851, dice=0.8391]
Epoch 43:  40%|████      | 4/10 [00:52<01:03, 10.51s/it, loss=0.3834, dice=0.8355]
Epoch 43:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.3834, dice=0.8355]
Epoch 43:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.3764, dice=0.8418]
Epoch 43:  60%|██████    | 6/10 [01:03<00:42, 10.54s/it, loss=0.3764, dice=0.8418]
Epoch 43:  60%|██████    | 6/10 [01:13<00:42, 10.54s/it, loss=0.3689, dice=0.8485]
Epoch 43:  70%|███████   | 7/10 [01:13<00:31, 10.55s/it, loss=0.3689, dice=0.8485]
Epoch 43:  70%|███████   | 7/10 [01:24<00:31, 10.55s/it, loss=0.3595, dice=0.8551]
Epoch 43:  80%|████████  | 8/10 [01:24<00:21, 10.54s/it, loss=0.3595, dice=0.8551]
Epoch 43:  80%|████████  | 8/10 [01:34<00:21, 10.54s/it, loss=0.3723, dice=0.8063]
Epoch 43:  90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3723, dice=0.8063]
Epoch 43:  90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3694, dice=0.8107]
Epoch 43: 100%|██████████| 10/10 [01:45<00:00, 10.57s/it, loss=0.3694, dice=0.8107]
Epoch 43: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3694, dice=0.8107]
Epoch 43: train_loss=0.3694, train_dice=0.8107

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.79s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.80s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:16,  1.78s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.79s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.78s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.77s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.76s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.76s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.77s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.77s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Epoch 43: val_loss=0.3773, val_dice=0.7847

Epoch 44:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 44:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3996, dice=0.8109]
Epoch 44:  10%|█         | 1/10 [00:10<01:34, 10.47s/it, loss=0.3996, dice=0.8109]
Epoch 44:  10%|█         | 1/10 [00:20<01:34, 10.47s/it, loss=0.3753, dice=0.8493]
Epoch 44:  20%|██        | 2/10 [00:20<01:23, 10.49s/it, loss=0.3753, dice=0.8493]
Epoch 44:  20%|██        | 2/10 [00:31<01:23, 10.49s/it, loss=0.3764, dice=0.8379]
Epoch 44:  30%|███       | 3/10 [00:31<01:13, 10.51s/it, loss=0.3764, dice=0.8379]
Epoch 44:  30%|███       | 3/10 [00:42<01:13, 10.51s/it, loss=0.3904, dice=0.8296]
Epoch 44:  40%|████      | 4/10 [00:42<01:03, 10.52s/it, loss=0.3904, dice=0.8296]
Epoch 44:  40%|████      | 4/10 [00:52<01:03, 10.52s/it, loss=0.3961, dice=0.8252]
Epoch 44:  50%|█████     | 5/10 [00:52<00:52, 10.52s/it, loss=0.3961, dice=0.8252]
Epoch 44:  50%|█████     | 5/10 [01:03<00:52, 10.52s/it, loss=0.3839, dice=0.8264]
Epoch 44:  60%|██████    | 6/10 [01:03<00:42, 10.54s/it, loss=0.3839, dice=0.8264]
Epoch 44:  60%|██████    | 6/10 [01:13<00:42, 10.54s/it, loss=0.3925, dice=0.8231]
Epoch 44:  70%|███████   | 7/10 [01:13<00:31, 10.54s/it, loss=0.3925, dice=0.8231]
Epoch 44:  70%|███████   | 7/10 [01:24<00:31, 10.54s/it, loss=0.3871, dice=0.8328]
Epoch 44:  80%|████████  | 8/10 [01:24<00:21, 10.54s/it, loss=0.3871, dice=0.8328]
Epoch 44:  80%|████████  | 8/10 [01:34<00:21, 10.54s/it, loss=0.3841, dice=0.8310]
Epoch 44:  90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3841, dice=0.8310]
Epoch 44:  90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3789, dice=0.8396]
Epoch 44: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3789, dice=0.8396]
Epoch 44: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3789, dice=0.8396]
Epoch 44: train_loss=0.3789, train_dice=0.8396

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 44: val_loss=0.3778, val_dice=0.7856

Epoch 45:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 45:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.2744, dice=0.9224]
Epoch 45:  10%|█         | 1/10 [00:10<01:33, 10.43s/it, loss=0.2744, dice=0.9224]
Epoch 45:  10%|█         | 1/10 [00:20<01:33, 10.43s/it, loss=0.3152, dice=0.8851]
Epoch 45:  20%|██        | 2/10 [00:20<01:23, 10.48s/it, loss=0.3152, dice=0.8851]
Epoch 45:  20%|██        | 2/10 [00:31<01:23, 10.48s/it, loss=0.3416, dice=0.8691]
Epoch 45:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.3416, dice=0.8691]
Epoch 45:  30%|███       | 3/10 [00:41<01:13, 10.50s/it, loss=0.3515, dice=0.8692]
Epoch 45:  40%|████      | 4/10 [00:41<01:03, 10.50s/it, loss=0.3515, dice=0.8692]
Epoch 45:  40%|████      | 4/10 [00:52<01:03, 10.50s/it, loss=0.3721, dice=0.8279]
Epoch 45:  50%|█████     | 5/10 [00:52<00:52, 10.55s/it, loss=0.3721, dice=0.8279]
Epoch 45:  50%|█████     | 5/10 [01:03<00:52, 10.55s/it, loss=0.3763, dice=0.8186]
Epoch 45:  60%|██████    | 6/10 [01:03<00:42, 10.54s/it, loss=0.3763, dice=0.8186]
Epoch 45:  60%|██████    | 6/10 [01:13<00:42, 10.54s/it, loss=0.3881, dice=0.7943]
Epoch 45:  70%|███████   | 7/10 [01:13<00:31, 10.52s/it, loss=0.3881, dice=0.7943]
Epoch 45:  70%|███████   | 7/10 [01:24<00:31, 10.52s/it, loss=0.3708, dice=0.8132]
Epoch 45:  80%|████████  | 8/10 [01:24<00:21, 10.53s/it, loss=0.3708, dice=0.8132]
Epoch 45:  80%|████████  | 8/10 [01:34<00:21, 10.53s/it, loss=0.3588, dice=0.8263]
Epoch 45:  90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3588, dice=0.8263]
Epoch 45:  90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3659, dice=0.8254]
Epoch 45: 100%|██████████| 10/10 [01:45<00:00, 10.57s/it, loss=0.3659, dice=0.8254]
Epoch 45: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3659, dice=0.8254]
Epoch 45: train_loss=0.3659, train_dice=0.8254

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.77s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 45: val_loss=0.3771, val_dice=0.7867

Epoch 46:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 46:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3434, dice=0.8432]
Epoch 46:  10%|█         | 1/10 [00:10<01:33, 10.44s/it, loss=0.3434, dice=0.8432]
Epoch 46:  10%|█         | 1/10 [00:21<01:33, 10.44s/it, loss=0.3953, dice=0.7560]
Epoch 46:  20%|██        | 2/10 [00:21<01:24, 10.51s/it, loss=0.3953, dice=0.7560]
Epoch 46:  20%|██        | 2/10 [00:31<01:24, 10.51s/it, loss=0.3820, dice=0.8007]
Epoch 46:  30%|███       | 3/10 [00:31<01:13, 10.52s/it, loss=0.3820, dice=0.8007]
Epoch 46:  30%|███       | 3/10 [00:42<01:13, 10.52s/it, loss=0.3523, dice=0.8331]
Epoch 46:  40%|████      | 4/10 [00:42<01:03, 10.55s/it, loss=0.3523, dice=0.8331]
Epoch 46:  40%|████      | 4/10 [00:52<01:03, 10.55s/it, loss=0.3726, dice=0.8002]
Epoch 46:  50%|█████     | 5/10 [00:52<00:52, 10.55s/it, loss=0.3726, dice=0.8002]
Epoch 46:  50%|█████     | 5/10 [01:03<00:52, 10.55s/it, loss=0.3695, dice=0.8153]
Epoch 46:  60%|██████    | 6/10 [01:03<00:42, 10.53s/it, loss=0.3695, dice=0.8153]
Epoch 46:  60%|██████    | 6/10 [01:13<00:42, 10.53s/it, loss=0.3823, dice=0.7829]
Epoch 46:  70%|███████   | 7/10 [01:13<00:31, 10.55s/it, loss=0.3823, dice=0.7829]
Epoch 46:  70%|███████   | 7/10 [01:24<00:31, 10.55s/it, loss=0.3714, dice=0.7982]
Epoch 46:  80%|████████  | 8/10 [01:24<00:21, 10.55s/it, loss=0.3714, dice=0.7982]
Epoch 46:  80%|████████  | 8/10 [01:34<00:21, 10.55s/it, loss=0.3670, dice=0.8100]
Epoch 46:  90%|█████████ | 9/10 [01:34<00:10, 10.56s/it, loss=0.3670, dice=0.8100]
Epoch 46:  90%|█████████ | 9/10 [01:45<00:10, 10.56s/it, loss=0.3594, dice=0.8199]
Epoch 46: 100%|██████████| 10/10 [01:45<00:00, 10.57s/it, loss=0.3594, dice=0.8199]
Epoch 46: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3594, dice=0.8199]
Epoch 46: train_loss=0.3594, train_dice=0.8199

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.77s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 46: val_loss=0.3768, val_dice=0.7859

Epoch 47:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 47:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3672, dice=0.8168]
Epoch 47:  10%|█         | 1/10 [00:10<01:34, 10.46s/it, loss=0.3672, dice=0.8168]
Epoch 47:  10%|█         | 1/10 [00:20<01:34, 10.46s/it, loss=0.3626, dice=0.8631]
Epoch 47:  20%|██        | 2/10 [00:20<01:23, 10.46s/it, loss=0.3626, dice=0.8631]
Epoch 47:  20%|██        | 2/10 [00:31<01:23, 10.46s/it, loss=0.3368, dice=0.8702]
Epoch 47:  30%|███       | 3/10 [00:31<01:13, 10.49s/it, loss=0.3368, dice=0.8702]
Epoch 47:  30%|███       | 3/10 [00:42<01:13, 10.49s/it, loss=0.3525, dice=0.8396]
Epoch 47:  40%|████      | 4/10 [00:42<01:03, 10.53s/it, loss=0.3525, dice=0.8396]
Epoch 47:  40%|████      | 4/10 [00:52<01:03, 10.53s/it, loss=0.3530, dice=0.8490]
Epoch 47:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.3530, dice=0.8490]
Epoch 47:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.3734, dice=0.7826]
Epoch 47:  60%|██████    | 6/10 [01:03<00:42, 10.54s/it, loss=0.3734, dice=0.7826]
Epoch 47:  60%|██████    | 6/10 [01:13<00:42, 10.54s/it, loss=0.3748, dice=0.7985]
Epoch 47:  70%|███████   | 7/10 [01:13<00:31, 10.53s/it, loss=0.3748, dice=0.7985]
Epoch 47:  70%|███████   | 7/10 [01:24<00:31, 10.53s/it, loss=0.3803, dice=0.7970]
Epoch 47:  80%|████████  | 8/10 [01:24<00:21, 10.54s/it, loss=0.3803, dice=0.7970]
Epoch 47:  80%|████████  | 8/10 [01:34<00:21, 10.54s/it, loss=0.3780, dice=0.7991]
Epoch 47:  90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3780, dice=0.7991]
Epoch 47:  90%|█████████ | 9/10 [01:45<00:10, 10.52s/it, loss=0.3830, dice=0.7890]
Epoch 47: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3830, dice=0.7890]
Epoch 47: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3830, dice=0.7890]
Epoch 47: train_loss=0.3830, train_dice=0.7890

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 47: val_loss=0.3775, val_dice=0.7824

Epoch 48:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 48:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3120, dice=0.9187]
Epoch 48:  10%|█         | 1/10 [00:10<01:34, 10.48s/it, loss=0.3120, dice=0.9187]
Epoch 48:  10%|█         | 1/10 [00:20<01:34, 10.48s/it, loss=0.3507, dice=0.9048]
Epoch 48:  20%|██        | 2/10 [00:20<01:23, 10.50s/it, loss=0.3507, dice=0.9048]
Epoch 48:  20%|██        | 2/10 [00:31<01:23, 10.50s/it, loss=0.3213, dice=0.9135]
Epoch 48:  30%|███       | 3/10 [00:31<01:13, 10.54s/it, loss=0.3213, dice=0.9135]
Epoch 48:  30%|███       | 3/10 [00:42<01:13, 10.54s/it, loss=0.3284, dice=0.9081]
Epoch 48:  40%|████      | 4/10 [00:42<01:03, 10.55s/it, loss=0.3284, dice=0.9081]
Epoch 48:  40%|████      | 4/10 [00:52<01:03, 10.55s/it, loss=0.3482, dice=0.8919]
Epoch 48:  50%|█████     | 5/10 [00:52<00:52, 10.56s/it, loss=0.3482, dice=0.8919]
Epoch 48:  50%|█████     | 5/10 [01:03<00:52, 10.56s/it, loss=0.3507, dice=0.8924]
Epoch 48:  60%|██████    | 6/10 [01:03<00:42, 10.54s/it, loss=0.3507, dice=0.8924]
Epoch 48:  60%|██████    | 6/10 [01:13<00:42, 10.54s/it, loss=0.3549, dice=0.8876]
Epoch 48:  70%|███████   | 7/10 [01:13<00:31, 10.55s/it, loss=0.3549, dice=0.8876]
Epoch 48:  70%|███████   | 7/10 [01:24<00:31, 10.55s/it, loss=0.3470, dice=0.8896]
Epoch 48:  80%|████████  | 8/10 [01:24<00:21, 10.54s/it, loss=0.3470, dice=0.8896]
Epoch 48:  80%|████████  | 8/10 [01:34<00:21, 10.54s/it, loss=0.3538, dice=0.8763]
Epoch 48:  90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3538, dice=0.8763]
Epoch 48:  90%|█████████ | 9/10 [01:45<00:10, 10.52s/it, loss=0.3541, dice=0.8750]
Epoch 48: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3541, dice=0.8750]
Epoch 48: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3541, dice=0.8750]
Epoch 48: train_loss=0.3541, train_dice=0.8750

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 48: val_loss=0.3769, val_dice=0.7867

Epoch 49:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 49:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3501, dice=0.8872]
Epoch 49:  10%|█         | 1/10 [00:10<01:33, 10.36s/it, loss=0.3501, dice=0.8872]
Epoch 49:  10%|█         | 1/10 [00:20<01:33, 10.36s/it, loss=0.3296, dice=0.9075]
Epoch 49:  20%|██        | 2/10 [00:20<01:23, 10.45s/it, loss=0.3296, dice=0.9075]
Epoch 49:  20%|██        | 2/10 [00:31<01:23, 10.45s/it, loss=0.3558, dice=0.8562]
Epoch 49:  30%|███       | 3/10 [00:31<01:13, 10.48s/it, loss=0.3558, dice=0.8562]
Epoch 49:  30%|███       | 3/10 [00:41<01:13, 10.48s/it, loss=0.3584, dice=0.8533]
Epoch 49:  40%|████      | 4/10 [00:41<01:03, 10.52s/it, loss=0.3584, dice=0.8533]
Epoch 49:  40%|████      | 4/10 [00:52<01:03, 10.52s/it, loss=0.3646, dice=0.8619]
Epoch 49:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.3646, dice=0.8619]
Epoch 49:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.3489, dice=0.8704]
Epoch 49:  60%|██████    | 6/10 [01:03<00:42, 10.52s/it, loss=0.3489, dice=0.8704]
Epoch 49:  60%|██████    | 6/10 [01:13<00:42, 10.52s/it, loss=0.3532, dice=0.8620]
Epoch 49:  70%|███████   | 7/10 [01:13<00:31, 10.55s/it, loss=0.3532, dice=0.8620]
Epoch 49:  70%|███████   | 7/10 [01:24<00:31, 10.55s/it, loss=0.3455, dice=0.8624]
Epoch 49:  80%|████████  | 8/10 [01:24<00:21, 10.54s/it, loss=0.3455, dice=0.8624]
Epoch 49:  80%|████████  | 8/10 [01:34<00:21, 10.54s/it, loss=0.3468, dice=0.8614]
Epoch 49:  90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3468, dice=0.8614]
Epoch 49:  90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3553, dice=0.8567]
Epoch 49: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3553, dice=0.8567]
Epoch 49: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3553, dice=0.8567]
Epoch 49: train_loss=0.3553, train_dice=0.8567

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.76s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 49: val_loss=0.3765, val_dice=0.7846

Epoch 50:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 50:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3800, dice=0.8579]
Epoch 50:  10%|█         | 1/10 [00:10<01:33, 10.42s/it, loss=0.3800, dice=0.8579]
Epoch 50:  10%|█         | 1/10 [00:20<01:33, 10.42s/it, loss=0.3685, dice=0.8569]
Epoch 50:  20%|██        | 2/10 [00:20<01:23, 10.48s/it, loss=0.3685, dice=0.8569]
Epoch 50:  20%|██        | 2/10 [00:31<01:23, 10.48s/it, loss=0.3663, dice=0.8739]
Epoch 50:  30%|███       | 3/10 [00:31<01:13, 10.52s/it, loss=0.3663, dice=0.8739]
Epoch 50:  30%|███       | 3/10 [00:42<01:13, 10.52s/it, loss=0.3813, dice=0.8613]
Epoch 50:  40%|████      | 4/10 [00:42<01:03, 10.53s/it, loss=0.3813, dice=0.8613]
Epoch 50:  40%|████      | 4/10 [00:52<01:03, 10.53s/it, loss=0.3770, dice=0.8513]
Epoch 50:  50%|█████     | 5/10 [00:52<00:52, 10.54s/it, loss=0.3770, dice=0.8513]
Epoch 50:  50%|█████     | 5/10 [01:03<00:52, 10.54s/it, loss=0.3719, dice=0.8545]
Epoch 50:  60%|██████    | 6/10 [01:03<00:42, 10.56s/it, loss=0.3719, dice=0.8545]
Epoch 50:  60%|██████    | 6/10 [01:13<00:42, 10.56s/it, loss=0.3599, dice=0.8618]
Epoch 50:  70%|███████   | 7/10 [01:13<00:31, 10.55s/it, loss=0.3599, dice=0.8618]
Epoch 50:  70%|███████   | 7/10 [01:24<00:31, 10.55s/it, loss=0.3603, dice=0.8648]
Epoch 50:  80%|████████  | 8/10 [01:24<00:21, 10.54s/it, loss=0.3603, dice=0.8648]
Epoch 50:  80%|████████  | 8/10 [01:34<00:21, 10.54s/it, loss=0.3583, dice=0.8597]
Epoch 50:  90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3583, dice=0.8597]
Epoch 50:  90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3584, dice=0.8640]
Epoch 50: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3584, dice=0.8640]
Epoch 50: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3584, dice=0.8640]
Epoch 50: train_loss=0.3584, train_dice=0.8640

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 50: val_loss=0.3763, val_dice=0.7904

Epoch 51:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 51:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3772, dice=0.8755]
Epoch 51:  10%|█         | 1/10 [00:10<01:33, 10.34s/it, loss=0.3772, dice=0.8755]
Epoch 51:  10%|█         | 1/10 [00:20<01:33, 10.34s/it, loss=0.3371, dice=0.9010]
Epoch 51:  20%|██        | 2/10 [00:20<01:23, 10.47s/it, loss=0.3371, dice=0.9010]
Epoch 51:  20%|██        | 2/10 [00:31<01:23, 10.47s/it, loss=0.3426, dice=0.8928]
Epoch 51:  30%|███       | 3/10 [00:31<01:13, 10.48s/it, loss=0.3426, dice=0.8928]
Epoch 51:  30%|███       | 3/10 [00:41<01:13, 10.48s/it, loss=0.3634, dice=0.8736]
Epoch 51:  40%|████      | 4/10 [00:41<01:03, 10.51s/it, loss=0.3634, dice=0.8736]
Epoch 51:  40%|████      | 4/10 [00:52<01:03, 10.51s/it, loss=0.3623, dice=0.8743]
Epoch 51:  50%|█████     | 5/10 [00:52<00:52, 10.51s/it, loss=0.3623, dice=0.8743]
Epoch 51:  50%|█████     | 5/10 [01:02<00:52, 10.51s/it, loss=0.3747, dice=0.8463]
Epoch 51:  60%|██████    | 6/10 [01:02<00:42, 10.51s/it, loss=0.3747, dice=0.8463]
Epoch 51:  60%|██████    | 6/10 [01:13<00:42, 10.51s/it, loss=0.3698, dice=0.8509]
Epoch 51:  70%|███████   | 7/10 [01:13<00:31, 10.51s/it, loss=0.3698, dice=0.8509]
Epoch 51:  70%|███████   | 7/10 [01:23<00:31, 10.51s/it, loss=0.3775, dice=0.8446]
Epoch 51:  80%|████████  | 8/10 [01:23<00:21, 10.51s/it, loss=0.3775, dice=0.8446]
Epoch 51:  80%|████████  | 8/10 [01:34<00:21, 10.51s/it, loss=0.3788, dice=0.8503]
Epoch 51:  90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3788, dice=0.8503]
Epoch 51:  90%|█████████ | 9/10 [01:44<00:10, 10.52s/it, loss=0.3835, dice=0.8377]
Epoch 51: 100%|██████████| 10/10 [01:44<00:00, 10.50s/it, loss=0.3835, dice=0.8377]
Epoch 51: 100%|██████████| 10/10 [01:44<00:00, 10.50s/it, loss=0.3835, dice=0.8377]
Epoch 51: train_loss=0.3835, train_dice=0.8377

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 51: val_loss=0.3774, val_dice=0.7834

Epoch 52:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 52:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3620, dice=0.9183]
Epoch 52:  10%|█         | 1/10 [00:10<01:34, 10.45s/it, loss=0.3620, dice=0.9183]
Epoch 52:  10%|█         | 1/10 [00:21<01:34, 10.45s/it, loss=0.3358, dice=0.9038]
Epoch 52:  20%|██        | 2/10 [00:21<01:24, 10.52s/it, loss=0.3358, dice=0.9038]
Epoch 52:  20%|██        | 2/10 [00:31<01:24, 10.52s/it, loss=0.3662, dice=0.8785]
Epoch 52:  30%|███       | 3/10 [00:31<01:13, 10.54s/it, loss=0.3662, dice=0.8785]
Epoch 52:  30%|███       | 3/10 [00:42<01:13, 10.54s/it, loss=0.3597, dice=0.8769]
Epoch 52:  40%|████      | 4/10 [00:42<01:03, 10.53s/it, loss=0.3597, dice=0.8769]
Epoch 52:  40%|████      | 4/10 [00:52<01:03, 10.53s/it, loss=0.3374, dice=0.8908]
Epoch 52:  50%|█████     | 5/10 [00:52<00:52, 10.52s/it, loss=0.3374, dice=0.8908]
Epoch 52:  50%|█████     | 5/10 [01:03<00:52, 10.52s/it, loss=0.3382, dice=0.8847]
Epoch 52:  60%|██████    | 6/10 [01:03<00:42, 10.58s/it, loss=0.3382, dice=0.8847]
Epoch 52:  60%|██████    | 6/10 [01:13<00:42, 10.58s/it, loss=0.3373, dice=0.8806]
Epoch 52:  70%|███████   | 7/10 [01:13<00:31, 10.58s/it, loss=0.3373, dice=0.8806]
Epoch 52:  70%|███████   | 7/10 [01:24<00:31, 10.58s/it, loss=0.3450, dice=0.8711]
Epoch 52:  80%|████████  | 8/10 [01:24<00:21, 10.57s/it, loss=0.3450, dice=0.8711]
Epoch 52:  80%|████████  | 8/10 [01:34<00:21, 10.57s/it, loss=0.3453, dice=0.8757]
Epoch 52:  90%|█████████ | 9/10 [01:34<00:10, 10.56s/it, loss=0.3453, dice=0.8757]
Epoch 52:  90%|█████████ | 9/10 [01:45<00:10, 10.56s/it, loss=0.3537, dice=0.8675]
Epoch 52: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3537, dice=0.8675]
Epoch 52: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3537, dice=0.8675]
Epoch 52: train_loss=0.3537, train_dice=0.8675

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.80s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:16,  1.78s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.79s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.78s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.77s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.76s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.76s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.78s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.77s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Epoch 52: val_loss=0.3764, val_dice=0.7860

Epoch 53:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 53:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3790, dice=0.8199]
Epoch 53:  10%|█         | 1/10 [00:10<01:33, 10.43s/it, loss=0.3790, dice=0.8199]
Epoch 53:  10%|█         | 1/10 [00:20<01:33, 10.43s/it, loss=0.3660, dice=0.8617]
Epoch 53:  20%|██        | 2/10 [00:20<01:23, 10.47s/it, loss=0.3660, dice=0.8617]
Epoch 53:  20%|██        | 2/10 [00:31<01:23, 10.47s/it, loss=0.3621, dice=0.8685]
Epoch 53:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.3621, dice=0.8685]
Epoch 53:  30%|███       | 3/10 [00:42<01:13, 10.50s/it, loss=0.3665, dice=0.8538]
Epoch 53:  40%|████      | 4/10 [00:42<01:03, 10.54s/it, loss=0.3665, dice=0.8538]
Epoch 53:  40%|████      | 4/10 [00:52<01:03, 10.54s/it, loss=0.3631, dice=0.8604]
Epoch 53:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.3631, dice=0.8604]
Epoch 53:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.3562, dice=0.8685]
Epoch 53:  60%|██████    | 6/10 [01:03<00:42, 10.58s/it, loss=0.3562, dice=0.8685]
Epoch 53:  60%|██████    | 6/10 [01:13<00:42, 10.58s/it, loss=0.3678, dice=0.8423]
Epoch 53:  70%|███████   | 7/10 [01:13<00:31, 10.57s/it, loss=0.3678, dice=0.8423]
Epoch 53:  70%|███████   | 7/10 [01:24<00:31, 10.57s/it, loss=0.3686, dice=0.8413]
Epoch 53:  80%|████████  | 8/10 [01:24<00:21, 10.58s/it, loss=0.3686, dice=0.8413]
Epoch 53:  80%|████████  | 8/10 [01:34<00:21, 10.58s/it, loss=0.3698, dice=0.8442]
Epoch 53:  90%|█████████ | 9/10 [01:34<00:10, 10.58s/it, loss=0.3698, dice=0.8442]
Epoch 53:  90%|█████████ | 9/10 [01:45<00:10, 10.58s/it, loss=0.3802, dice=0.8094]
Epoch 53: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3802, dice=0.8094]
Epoch 53: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3802, dice=0.8094]
Epoch 53: train_loss=0.3802, train_dice=0.8094

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:20,  1.85s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:18,  1.85s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:16,  1.82s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.82s/it]
Validating:  42%|████▏     | 5/12 [00:09<00:12,  1.80s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.79s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.78s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.77s/it]
Validating:  75%|███████▌  | 9/12 [00:16<00:05,  1.79s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.78s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.78s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.78s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.79s/it]
Epoch 53: val_loss=0.3772, val_dice=0.7827

Epoch 54:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 54:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4255, dice=0.8218]
Epoch 54:  10%|█         | 1/10 [00:10<01:33, 10.39s/it, loss=0.4255, dice=0.8218]
Epoch 54:  10%|█         | 1/10 [00:20<01:33, 10.39s/it, loss=0.3439, dice=0.8746]
Epoch 54:  20%|██        | 2/10 [00:20<01:23, 10.47s/it, loss=0.3439, dice=0.8746]
Epoch 54:  20%|██        | 2/10 [00:31<01:23, 10.47s/it, loss=0.3433, dice=0.8646]
Epoch 54:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.3433, dice=0.8646]
Epoch 54:  30%|███       | 3/10 [00:41<01:13, 10.50s/it, loss=0.3725, dice=0.8341]
Epoch 54:  40%|████      | 4/10 [00:41<01:03, 10.51s/it, loss=0.3725, dice=0.8341]
Epoch 54:  40%|████      | 4/10 [00:52<01:03, 10.51s/it, loss=0.3641, dice=0.8517]
Epoch 54:  50%|█████     | 5/10 [00:52<00:52, 10.52s/it, loss=0.3641, dice=0.8517]
Epoch 54:  50%|█████     | 5/10 [01:03<00:52, 10.52s/it, loss=0.3714, dice=0.8405]
Epoch 54:  60%|██████    | 6/10 [01:03<00:42, 10.52s/it, loss=0.3714, dice=0.8405]
Epoch 54:  60%|██████    | 6/10 [01:13<00:42, 10.52s/it, loss=0.3682, dice=0.8459]
Epoch 54:  70%|███████   | 7/10 [01:13<00:31, 10.53s/it, loss=0.3682, dice=0.8459]
Epoch 54:  70%|███████   | 7/10 [01:24<00:31, 10.53s/it, loss=0.3584, dice=0.8481]
Epoch 54:  80%|████████  | 8/10 [01:24<00:21, 10.53s/it, loss=0.3584, dice=0.8481]
Epoch 54:  80%|████████  | 8/10 [01:34<00:21, 10.53s/it, loss=0.3560, dice=0.8444]
Epoch 54:  90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3560, dice=0.8444]
Epoch 54:  90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3551, dice=0.8504]
Epoch 54: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3551, dice=0.8504]
Epoch 54: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3551, dice=0.8504]
Epoch 54: train_loss=0.3551, train_dice=0.8504

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.78s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.76s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.76s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.78s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.77s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Epoch 54: val_loss=0.3760, val_dice=0.7887

Epoch 55:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 55:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3098, dice=0.8864]
Epoch 55:  10%|█         | 1/10 [00:10<01:33, 10.43s/it, loss=0.3098, dice=0.8864]
Epoch 55:  10%|█         | 1/10 [00:20<01:33, 10.43s/it, loss=0.3441, dice=0.8632]
Epoch 55:  20%|██        | 2/10 [00:20<01:24, 10.51s/it, loss=0.3441, dice=0.8632]
Epoch 55:  20%|██        | 2/10 [00:31<01:24, 10.51s/it, loss=0.3821, dice=0.7916]
Epoch 55:  30%|███       | 3/10 [00:31<01:13, 10.50s/it, loss=0.3821, dice=0.7916]
Epoch 55:  30%|███       | 3/10 [00:42<01:13, 10.50s/it, loss=0.4055, dice=0.7100]
Epoch 55:  40%|████      | 4/10 [00:42<01:03, 10.52s/it, loss=0.4055, dice=0.7100]
Epoch 55:  40%|████      | 4/10 [00:52<01:03, 10.52s/it, loss=0.4081, dice=0.7398]
Epoch 55:  50%|█████     | 5/10 [00:52<00:52, 10.51s/it, loss=0.4081, dice=0.7398]
Epoch 55:  50%|█████     | 5/10 [01:03<00:52, 10.51s/it, loss=0.3813, dice=0.7748]
Epoch 55:  60%|██████    | 6/10 [01:03<00:42, 10.54s/it, loss=0.3813, dice=0.7748]
Epoch 55:  60%|██████    | 6/10 [01:13<00:42, 10.54s/it, loss=0.3785, dice=0.7948]
Epoch 55:  70%|███████   | 7/10 [01:13<00:31, 10.54s/it, loss=0.3785, dice=0.7948]
Epoch 55:  70%|███████   | 7/10 [01:24<00:31, 10.54s/it, loss=0.3748, dice=0.8048]
Epoch 55:  80%|████████  | 8/10 [01:24<00:21, 10.54s/it, loss=0.3748, dice=0.8048]
Epoch 55:  80%|████████  | 8/10 [01:34<00:21, 10.54s/it, loss=0.3699, dice=0.8180]
Epoch 55:  90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3699, dice=0.8180]
Epoch 55:  90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3759, dice=0.8141]
Epoch 55: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3759, dice=0.8141]
Epoch 55: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3759, dice=0.8141]
Epoch 55: train_loss=0.3759, train_dice=0.8141

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.78s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:18,  1.82s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:16,  1.79s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.79s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Epoch 55: val_loss=0.3766, val_dice=0.7869

Epoch 56:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 56:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.4445, dice=0.7582]
Epoch 56:  10%|█         | 1/10 [00:10<01:33, 10.43s/it, loss=0.4445, dice=0.7582]
Epoch 56:  10%|█         | 1/10 [00:21<01:33, 10.43s/it, loss=0.3780, dice=0.8366]
Epoch 56:  20%|██        | 2/10 [00:21<01:24, 10.54s/it, loss=0.3780, dice=0.8366]
Epoch 56:  20%|██        | 2/10 [00:31<01:24, 10.54s/it, loss=0.3843, dice=0.8163]
Epoch 56:  30%|███       | 3/10 [00:31<01:13, 10.56s/it, loss=0.3843, dice=0.8163]
Epoch 56:  30%|███       | 3/10 [00:42<01:13, 10.56s/it, loss=0.3867, dice=0.8349]
Epoch 56:  40%|████      | 4/10 [00:42<01:03, 10.55s/it, loss=0.3867, dice=0.8349]
Epoch 56:  40%|████      | 4/10 [00:52<01:03, 10.55s/it, loss=0.3794, dice=0.8431]
Epoch 56:  50%|█████     | 5/10 [00:52<00:52, 10.56s/it, loss=0.3794, dice=0.8431]
Epoch 56:  50%|█████     | 5/10 [01:03<00:52, 10.56s/it, loss=0.3757, dice=0.8455]
Epoch 56:  60%|██████    | 6/10 [01:03<00:42, 10.55s/it, loss=0.3757, dice=0.8455]
Epoch 56:  60%|██████    | 6/10 [01:13<00:42, 10.55s/it, loss=0.3810, dice=0.8384]
Epoch 56:  70%|███████   | 7/10 [01:13<00:31, 10.55s/it, loss=0.3810, dice=0.8384]
Epoch 56:  70%|███████   | 7/10 [01:24<00:31, 10.55s/it, loss=0.3871, dice=0.8339]
Epoch 56:  80%|████████  | 8/10 [01:24<00:21, 10.55s/it, loss=0.3871, dice=0.8339]
Epoch 56:  80%|████████  | 8/10 [01:34<00:21, 10.55s/it, loss=0.3873, dice=0.8402]
Epoch 56:  90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3873, dice=0.8402]
Epoch 56:  90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3869, dice=0.8456]
Epoch 56: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3869, dice=0.8456]
Epoch 56: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3869, dice=0.8456]
Epoch 56: train_loss=0.3869, train_dice=0.8456

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.77s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.75s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 56: val_loss=0.3773, val_dice=0.7816

Epoch 57:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 57:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3795, dice=0.8167]
Epoch 57:  10%|█         | 1/10 [00:10<01:33, 10.42s/it, loss=0.3795, dice=0.8167]
Epoch 57:  10%|█         | 1/10 [00:20<01:33, 10.42s/it, loss=0.3672, dice=0.8485]
Epoch 57:  20%|██        | 2/10 [00:20<01:23, 10.48s/it, loss=0.3672, dice=0.8485]
Epoch 57:  20%|██        | 2/10 [00:31<01:23, 10.48s/it, loss=0.3903, dice=0.7991]
Epoch 57:  30%|███       | 3/10 [00:31<01:13, 10.51s/it, loss=0.3903, dice=0.7991]
Epoch 57:  30%|███       | 3/10 [00:42<01:13, 10.51s/it, loss=0.4006, dice=0.8019]
Epoch 57:  40%|████      | 4/10 [00:42<01:03, 10.54s/it, loss=0.4006, dice=0.8019]
Epoch 57:  40%|████      | 4/10 [00:52<01:03, 10.54s/it, loss=0.4033, dice=0.7969]
Epoch 57:  50%|█████     | 5/10 [00:52<00:52, 10.55s/it, loss=0.4033, dice=0.7969]
Epoch 57:  50%|█████     | 5/10 [01:03<00:52, 10.55s/it, loss=0.4154, dice=0.7407]
Epoch 57:  60%|██████    | 6/10 [01:03<00:42, 10.54s/it, loss=0.4154, dice=0.7407]
Epoch 57:  60%|██████    | 6/10 [01:13<00:42, 10.54s/it, loss=0.4059, dice=0.7595]
Epoch 57:  70%|███████   | 7/10 [01:13<00:31, 10.54s/it, loss=0.4059, dice=0.7595]
Epoch 57:  70%|███████   | 7/10 [01:24<00:31, 10.54s/it, loss=0.4073, dice=0.7644]
Epoch 57:  80%|████████  | 8/10 [01:24<00:21, 10.55s/it, loss=0.4073, dice=0.7644]
Epoch 57:  80%|████████  | 8/10 [01:34<00:21, 10.55s/it, loss=0.4053, dice=0.7795]
Epoch 57:  90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.4053, dice=0.7795]
Epoch 57:  90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3992, dice=0.7915]
Epoch 57: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3992, dice=0.7915]
Epoch 57: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3992, dice=0.7915]
Epoch 57: train_loss=0.3992, train_dice=0.7915

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.78s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.80s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.79s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.77s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.77s/it]
Epoch 57: val_loss=0.3776, val_dice=0.7799

Epoch 58:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 58:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3214, dice=0.8387]
Epoch 58:  10%|█         | 1/10 [00:10<01:34, 10.46s/it, loss=0.3214, dice=0.8387]
Epoch 58:  10%|█         | 1/10 [00:20<01:34, 10.46s/it, loss=0.3392, dice=0.8694]
Epoch 58:  20%|██        | 2/10 [00:20<01:23, 10.47s/it, loss=0.3392, dice=0.8694]
Epoch 58:  20%|██        | 2/10 [00:31<01:23, 10.47s/it, loss=0.3234, dice=0.8803]
Epoch 58:  30%|███       | 3/10 [00:31<01:13, 10.49s/it, loss=0.3234, dice=0.8803]
Epoch 58:  30%|███       | 3/10 [00:42<01:13, 10.49s/it, loss=0.3296, dice=0.8818]
Epoch 58:  40%|████      | 4/10 [00:42<01:03, 10.52s/it, loss=0.3296, dice=0.8818]
Epoch 58:  40%|████      | 4/10 [00:52<01:03, 10.52s/it, loss=0.3400, dice=0.8719]
Epoch 58:  50%|█████     | 5/10 [00:52<00:52, 10.52s/it, loss=0.3400, dice=0.8719]
Epoch 58:  50%|█████     | 5/10 [01:03<00:52, 10.52s/it, loss=0.3466, dice=0.8717]
Epoch 58:  60%|██████    | 6/10 [01:03<00:42, 10.53s/it, loss=0.3466, dice=0.8717]
Epoch 58:  60%|██████    | 6/10 [01:13<00:42, 10.53s/it, loss=0.3562, dice=0.8578]
Epoch 58:  70%|███████   | 7/10 [01:13<00:31, 10.53s/it, loss=0.3562, dice=0.8578]
Epoch 58:  70%|███████   | 7/10 [01:24<00:31, 10.53s/it, loss=0.3518, dice=0.8628]
Epoch 58:  80%|████████  | 8/10 [01:24<00:21, 10.52s/it, loss=0.3518, dice=0.8628]
Epoch 58:  80%|████████  | 8/10 [01:34<00:21, 10.52s/it, loss=0.3600, dice=0.8596]
Epoch 58:  90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3600, dice=0.8596]
Epoch 58:  90%|█████████ | 9/10 [01:45<00:10, 10.52s/it, loss=0.3617, dice=0.8571]
Epoch 58: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3617, dice=0.8571]
Epoch 58: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3617, dice=0.8571]
Epoch 58: train_loss=0.3617, train_dice=0.8571

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.76s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.79s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.77s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.78s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.77s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.76s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.76s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:07,  1.75s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.77s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.76s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 58: val_loss=0.3769, val_dice=0.7849

Epoch 59:   0%|          | 0/10 [00:00<?, ?it/s]
Epoch 59:   0%|          | 0/10 [00:10<?, ?it/s, loss=0.3542, dice=0.8559]
Epoch 59:  10%|█         | 1/10 [00:10<01:34, 10.51s/it, loss=0.3542, dice=0.8559]
Epoch 59:  10%|█         | 1/10 [00:20<01:34, 10.51s/it, loss=0.3515, dice=0.8767]
Epoch 59:  20%|██        | 2/10 [00:20<01:23, 10.49s/it, loss=0.3515, dice=0.8767]
Epoch 59:  20%|██        | 2/10 [00:31<01:23, 10.49s/it, loss=0.3781, dice=0.8497]
Epoch 59:  30%|███       | 3/10 [00:31<01:13, 10.51s/it, loss=0.3781, dice=0.8497]
Epoch 59:  30%|███       | 3/10 [00:42<01:13, 10.51s/it, loss=0.3986, dice=0.8139]
Epoch 59:  40%|████      | 4/10 [00:42<01:03, 10.51s/it, loss=0.3986, dice=0.8139]
Epoch 59:  40%|████      | 4/10 [00:52<01:03, 10.51s/it, loss=0.3832, dice=0.8306]
Epoch 59:  50%|█████     | 5/10 [00:52<00:52, 10.53s/it, loss=0.3832, dice=0.8306]
Epoch 59:  50%|█████     | 5/10 [01:03<00:52, 10.53s/it, loss=0.3830, dice=0.8289]
Epoch 59:  60%|██████    | 6/10 [01:03<00:42, 10.53s/it, loss=0.3830, dice=0.8289]
Epoch 59:  60%|██████    | 6/10 [01:13<00:42, 10.53s/it, loss=0.3796, dice=0.8275]
Epoch 59:  70%|███████   | 7/10 [01:13<00:31, 10.51s/it, loss=0.3796, dice=0.8275]
Epoch 59:  70%|███████   | 7/10 [01:24<00:31, 10.51s/it, loss=0.3801, dice=0.8356]
Epoch 59:  80%|████████  | 8/10 [01:24<00:21, 10.51s/it, loss=0.3801, dice=0.8356]
Epoch 59:  80%|████████  | 8/10 [01:34<00:21, 10.51s/it, loss=0.3776, dice=0.8401]
Epoch 59:  90%|█████████ | 9/10 [01:34<00:10, 10.50s/it, loss=0.3776, dice=0.8401]
Epoch 59:  90%|█████████ | 9/10 [01:45<00:10, 10.50s/it, loss=0.3707, dice=0.8485]
Epoch 59: 100%|██████████| 10/10 [01:45<00:00, 10.50s/it, loss=0.3707, dice=0.8485]
Epoch 59: 100%|██████████| 10/10 [01:45<00:00, 10.51s/it, loss=0.3707, dice=0.8485]
Epoch 59: train_loss=0.3707, train_dice=0.8485

Validating:   0%|          | 0/12 [00:00<?, ?it/s]
Validating:   8%|▊         | 1/12 [00:01<00:19,  1.74s/it]
Validating:  17%|█▋        | 2/12 [00:03<00:17,  1.78s/it]
Validating:  25%|██▌       | 3/12 [00:05<00:15,  1.76s/it]
Validating:  33%|███▎      | 4/12 [00:07<00:14,  1.77s/it]
Validating:  42%|████▏     | 5/12 [00:08<00:12,  1.76s/it]
Validating:  50%|█████     | 6/12 [00:10<00:10,  1.75s/it]
Validating:  58%|█████▊    | 7/12 [00:12<00:08,  1.75s/it]
Validating:  67%|██████▋   | 8/12 [00:14<00:06,  1.74s/it]
Validating:  75%|███████▌  | 9/12 [00:15<00:05,  1.76s/it]
Validating:  83%|████████▎ | 10/12 [00:17<00:03,  1.77s/it]
Validating:  92%|█████████▏| 11/12 [00:19<00:01,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Validating: 100%|██████████| 12/12 [00:21<00:00,  1.76s/it]
Epoch 59: val_loss=0.3767, val_dice=0.7869