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Copy pathinput_ae_DA.json
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69 lines (69 loc) · 1.74 KB
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{
"_comment": "Configuration input file",
"project": {
"_comment": "Type of neural network to train",
"name": "Demo",
"neural_network": "daenn"
},
"dataset": {
"_comment": "Dataset manipulation: dataset splitting and normalization",
"primary": [
"DA_dist.npz",
"DA_angle.npz",
"DA_torsion.npz",
"DA_sprint.npz"
],
"secondary": [
"DA_dist_6carbons.npz"
],
"split": true,
"split_ratio": 0.8,
"shuffle": true,
"normalize_scale": 0.0,
"max_scale": 1
},
"model": {
"_comment": "Define the optimizer, loss function, number of epochs, and batch size",
"optimizer": "adam",
"main_loss": "RMSE",
"penalty_loss": "RMSE",
"loss_weights": [1, 0.1],
"num_epoch": 1000,
"batch_size": 55,
"save_every_n_epoch": 100
},
"network": {
"_comment": "Number of neurons and activation function for each hidden layer",
"units": [32, 8, 2, 8, 32],
"act_funcs": ["relu", "relu", "relu", "relu", "relu"]
},
"performance": {
"_comment": "Setting for training performance",
"enable_gpu": true
},
"settings": {
"_comment": "User-defined settings",
"verbosity": 1,
"show_summary": true,
"save_model": true,
"save_weights": true,
"save_weights_npz": true,
"save_biases_npz": true,
"save_graph": true,
"save_loss": true,
"show_loss": true,
"save_metrics": true,
"show_metrics": true
},
"output": {
"_comment": "Set name of output files",
"out_dir": "output",
"out_tb": "tb",
"out_model": "model",
"out_weights": "model.weights.h5",
"out_weights_npz": "model_weights.npz",
"out_biases_npz": "model_biases.npz",
"loss_plot": "loss.png",
"metrics_plot": "metrics.png"
}
}