DPA-3.3-1M / input.json
penganyang's picture
Upload 3 files
cc4b3e4 verified
Raw
History Blame Contribute Delete
31.1 kB
{
"_comment": "that's all",
"model": {
"shared_dict": {
"type_map_all": [
"H",
"He",
"Li",
"Be",
"B",
"C",
"N",
"O",
"F",
"Ne",
"Na",
"Mg",
"Al",
"Si",
"P",
"S",
"Cl",
"Ar",
"K",
"Ca",
"Sc",
"Ti",
"V",
"Cr",
"Mn",
"Fe",
"Co",
"Ni",
"Cu",
"Zn",
"Ga",
"Ge",
"As",
"Se",
"Br",
"Kr",
"Rb",
"Sr",
"Y",
"Zr",
"Nb",
"Mo",
"Tc",
"Ru",
"Rh",
"Pd",
"Ag",
"Cd",
"In",
"Sn",
"Sb",
"Te",
"I",
"Xe",
"Cs",
"Ba",
"La",
"Ce",
"Pr",
"Nd",
"Pm",
"Sm",
"Eu",
"Gd",
"Tb",
"Dy",
"Ho",
"Er",
"Tm",
"Yb",
"Lu",
"Hf",
"Ta",
"W",
"Re",
"Os",
"Ir",
"Pt",
"Au",
"Hg",
"Tl",
"Pb",
"Bi",
"Po",
"At",
"Rn",
"Fr",
"Ra",
"Ac",
"Th",
"Pa",
"U",
"Np",
"Pu",
"Am",
"Cm",
"Bk",
"Cf",
"Es",
"Fm",
"Md",
"No",
"Lr",
"Rf",
"Db",
"Sg",
"Bh",
"Hs",
"Mt",
"Ds",
"Rg",
"Cn",
"Nh",
"Fl",
"Mc",
"Lv",
"Ts",
"Og"
],
"dpa3_descriptor": {
"type": "dpa3",
"repflow": {
"n_dim": 128,
"e_dim": 64,
"a_dim": 32,
"nlayers": 6,
"e_rcut": 6.0,
"e_rcut_smth": 5.3,
"e_sel": 1200,
"a_rcut": 4.0,
"a_rcut_smth": 3.5,
"a_sel": 300,
"axis_neuron": 4,
"skip_stat": true,
"a_compress_rate": 1,
"a_compress_e_rate": 2,
"a_compress_use_split": true,
"update_angle": true,
"smooth_edge_update": true,
"edge_use_dist": true,
"use_dynamic_sel": true,
"sel_reduce_factor": 10.0,
"use_env_envelope": true,
"update_style": "res_residual",
"update_residual": 0.1,
"update_residual_init": "const",
"sequential_update": true
},
"add_chg_spin_ebd": true,
"default_chg_spin": [0.0, 1.0],
"activation_function": "silut:3.0",
"precision": "float32",
"use_tebd_bias": false,
"concat_output_tebd": false
},
"shared_fitting": {
"neuron": [
240,
240,
240
],
"activation_function": "silut:3.0",
"resnet_dt": true,
"precision": "float32",
"dim_case_embd": 23,
"seed": 1,
"_comment": " that's all"
},
"_comment": "that's all"
},
"model_dict": {
"Domains_Alloy": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"Domains_Anode": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"Domains_Cluster": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"Domains_FerroEle": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"Domains_SSE_PBE": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"Domains_SemiCond": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"H2O_H2O_PD": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"Metals_AlMgCu": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"Metals_AgAu_PBED3": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"Others_In2Se3": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"MPGen_OpenCSP": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"Alloy_tongqi": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"SSE_ABACUS": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"Hybrid_Perovskite": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"Electrolyte": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"ODAC23": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"Alex2D": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"Omat24": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"OC20M": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"OC22": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"Organic_Reactions": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"OMol25": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
},
"MPTrj": {
"type_map": "type_map_all",
"descriptor": "dpa3_descriptor",
"fitting_net": "shared_fitting"
}
}
},
"learning_rate": {
"type": "exp",
"decay_steps": 5000,
"start_lr": 1e-3,
"stop_lr": 1e-6,
"_comment": "that's all"
},
"loss_dict": {
"Domains_Alloy": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"Domains_Anode": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"Domains_Cluster": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"Domains_FerroEle": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"Domains_SSE_PBE": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"Domains_SemiCond": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"H2O_H2O_PD": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"Metals_AlMgCu": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"Metals_AgAu_PBED3": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"Others_In2Se3": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"MPGen_OpenCSP": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"Alloy_tongqi": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"SSE_ABACUS": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"Hybrid_Perovskite": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"Electrolyte": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"ODAC23": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"Alex2D": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"Omat24": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"OC20M": {
"type": "ener",
"use_default_pf": true,
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 0,
"limit_pref_f": 0,
"start_pref_pf": 100,
"limit_pref_pf": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"OC22": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"Organic_Reactions": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"OMol25": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
},
"MPTrj": {
"type": "ener",
"start_pref_e": 0.2,
"limit_pref_e": 20,
"start_pref_f": 100,
"limit_pref_f": 60,
"start_pref_v": 0.02,
"limit_pref_v": 1
}
},
"training": {
"model_prob": {
"Domains_Alloy": 0.27,
"Domains_Anode": 0.66,
"Domains_Cluster": 0.27,
"Domains_FerroEle": 0.31,
"Domains_SSE_PBE": 0.7,
"Domains_SemiCond": 0.79,
"H2O_H2O_PD": 0.89,
"Metals_AlMgCu": 0.21,
"Metals_AgAu_PBED3": 0.11,
"Others_In2Se3": 0.06,
"MPGen_OpenCSP": 1.81,
"Alloy_tongqi": 0.17,
"SSE_ABACUS": 0.82,
"Hybrid_Perovskite": 0.24,
"Electrolyte": 2.37,
"ODAC23": 0.48,
"Alex2D": 0.74,
"Omat24": 7.86,
"OC20M": 16.9,
"OC22": 2.1,
"Organic_Reactions": 0.5,
"OMol25": 15.2,
"MPTrj": 1.89
},
"data_dict": {
"Domains_Alloy": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/Domains_Alloy_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Domains_Alloy/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Domains_Alloy/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"Domains_Anode": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/Domains_Anode_full_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Domains_Anode/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Domains_Anode/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"Domains_Cluster": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/Domains_Cluster_full_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Domains_Cluster/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Domains_Cluster/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"OMol25":{
"stat_file": "/mnt/data_nas/public/public_training_data/raw_omol25/OMol25_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/OMol25_update/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/OMol25_update/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"Domains_FerroEle": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/Domains_FerroEle_full_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Domains_FerroEle/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Domains_FerroEle/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"Domains_SSE_PBE": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/Domains_SSE_PBE_full_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Domains_SSE_PBE/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Domains_SSE_PBE/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"Domains_SemiCond": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/Domains_SemiCond_full_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Domains_SemiCond/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Domains_SemiCond/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"H2O_H2O_PD": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/H2O_H2O_PD_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/H2O_H2O_PD/trn.lmdb",
"batch_size": "filter:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/H2O_H2O_PD/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"Metals_AlMgCu": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/Metals_AlMgCu_full_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Metals_AlMgCu/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Metals_AlMgCu/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"Metals_AgAu_PBED3": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/Metals_AgAu_PBED3_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Metals_AgAu_PBED3/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Metals_AgAu_PBED3/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"Others_In2Se3": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/Others_In2Se3_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Others_In2Se3/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Others_In2Se3/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"MPGen_OpenCSP": {
"stat_file": "/mnt/data_nas/penganyang/dpa2paper/stats/openlam/MPGen_OpenCSP_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/MPGen_OpenCSP/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/MPGen_OpenCSP/trn.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"Alloy_tongqi": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/Alloy_tongqi_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Alloy_tongqi/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Alloy_tongqi/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"SSE_ABACUS": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/SSE_ABACUS_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/SSE_ABACUS/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/SSE_ABACUS/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"Hybrid_Perovskite": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/Hybrid_Perovskite_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Hybrid_Perovskite/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Hybrid_Perovskite/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"Electrolyte": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/Electrolyte_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Electrolyte/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Electrolyte/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"ODAC23": {
"stat_file": "/mnt/data_nas/penganyang/dpa2paper/stats/openlam/ODAC23_downsample_1108_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/ODAC23/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/ODAC23/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"Alex2D": {
"stat_file": "/mnt/data_nas/penganyang/dpa2paper/stats/openlam/alexandria_split_1108_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Alex2D/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Alex2D/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"Omat24": {
"stat_file": "/mnt/data_nas/penganyang/dpa2paper/stats/openlam/Omat24_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/OMat24/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/OMat24/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"OC20M": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/OC20M_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/OC20M/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/OC20M/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"OC22": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/OC22_CALM_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/OC22/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/OC22/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"Organic_Reactions": {
"stat_file": "/mnt/data_nas/zhangd/workplace/stat_files/multitask/beta4/Organic_Reactions_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Organic_Reactions/trn.lmdb",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/Organic_Reactions/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
},
"MPTrj":{
"stat_file": "/mnt/data_nas/penganyang/dpa2paper/stats/openlam/MPTrj_with_fparam_0_1.hdf5",
"training_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/MPTrj/trn.lmdb",
"auto_prob": "prob_sys_size;0:422:0.5;422:839:0.5",
"batch_size": "auto:256",
"_comment": "that's all"
},
"validation_data": {
"systems": "/aisi-nas/public/public_data_arxiv/LMDB/MPTrj/val.lmdb",
"batch_size": 1,
"_comment": "that's all"
}
}
},
"numb_steps": 8000000,
"gradient_max_norm": 5.0,
"max_ckpt_keep": 5000,
"warmup_steps": 0,
"seed": 10,
"disp_file": "lcurve.out",
"disp_freq": 2000,
"save_freq": 20000,
"_comment": "that's all"
}
}