DCRNN_METR-LA / config.json
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{
"epoch": 72,
"scaler": {
"mean": "54.405926",
"std": "19.49374"
},
"model_config": {
"cl_decay_steps": 2000,
"filter_type": "dual_random_walk",
"horizon": 12,
"input_dim": 2,
"l1_decay": 0,
"max_diffusion_step": 2,
"num_nodes": 207,
"num_rnn_layers": 2,
"output_dim": 1,
"rnn_units": 64,
"seq_len": 12,
"use_curriculum_learning": true
},
"data_config": {
"batch_size": 64,
"dataset_dir": "data/METR-LA",
"test_batch_size": 64,
"val_batch_size": 64,
"graph_pkl_filename": "data/sensor_graph/adj_mx.pkl"
},
"train_config": {
"base_lr": 0.01,
"dropout": 0,
"epoch": 0,
"epochs": 100,
"epsilon": 0.001,
"global_step": 0,
"lr_decay_ratio": 0.1,
"max_grad_norm": 5,
"max_to_keep": 100,
"min_learning_rate": 2e-06,
"optimizer": "adam",
"patience": 50,
"steps": [
20,
30,
40,
50
],
"test_every_n_epochs": 10
}
}