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* update inputs for example/silicon * update checkpoint * update chekcpoints * replace invalid checkpoint link * update notebook
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{ | ||
"common_options": { | ||
"basis": { | ||
"Si": [ | ||
"3s", | ||
"3p", | ||
"d*" | ||
] | ||
}, | ||
"device": "cpu", | ||
"dtype": "float32", | ||
"overlap": false, | ||
"seed": 3982377700 | ||
}, | ||
"train_options": { | ||
"num_epoch": 1500, | ||
"batch_size": 1, | ||
"optimizer": { | ||
"lr": 0.001, | ||
"type": "Adam", | ||
"betas": [ | ||
0.9, | ||
0.999 | ||
], | ||
"eps": 1e-08, | ||
"weight_decay": 0, | ||
"amsgrad": false | ||
}, | ||
"lr_scheduler": { | ||
"type": "exp", | ||
"gamma": 0.999 | ||
}, | ||
"loss_options": { | ||
"train": { | ||
"method": "eigvals", | ||
"diff_on": false, | ||
"eout_weight": 0.01, | ||
"diff_weight": 0.01 | ||
} | ||
}, | ||
"save_freq": 500, | ||
"validation_freq": 10, | ||
"display_freq": 100, | ||
"ref_batch_size": 1, | ||
"val_batch_size": 1, | ||
"max_ckpt": 4 | ||
}, | ||
"model_options": { | ||
"embedding": { | ||
"method": "se2", | ||
"rs": 2.5, | ||
"rc": 5.0, | ||
"radial_net": { | ||
"neurons": [ | ||
10, | ||
20, | ||
30 | ||
], | ||
"activation": "tanh", | ||
"if_batch_normalized": false | ||
}, | ||
"n_axis": null | ||
}, | ||
"prediction": { | ||
"method": "sktb", | ||
"neurons": [ | ||
16, | ||
16, | ||
16 | ||
], | ||
"activation": "tanh", | ||
"if_batch_normalized": false | ||
}, | ||
"nnsk": { | ||
"onsite": { | ||
"method": "strain", | ||
"rs": 2.5, | ||
"w": 0.3 | ||
}, | ||
"hopping": { | ||
"method": "powerlaw", | ||
"rs": 5.0, | ||
"w": 0.1 | ||
}, | ||
"freeze": true, | ||
"std": 0.01, | ||
"push": false | ||
} | ||
}, | ||
"data_options": { | ||
"train": { | ||
"root": "./data/", | ||
"prefix": "kpath_spk", | ||
"get_eigenvalues": true, | ||
"type": "DefaultDataset", | ||
"get_Hamiltonian": false, | ||
"get_overlap": false, | ||
"get_DM": false | ||
} | ||
} | ||
} |
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