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trainer_params_train.json
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{
"train": true,
"test": false,
"model":
{
"load_model": false,
"model_load_path": ""
},
"data":
{
"frequency": 10.0,
"map_file_path": "mix_net/mix_net/data/map/traj_ltpl_cl_IMS_GPS.csv",
"path": "data/mix_net_sample.pkl",
"use_every_nth": 1.0,
"from_saved_dataloader": false,
"dataloader_path": "",
"train_size": 0.8,
"val_size": 0.1,
"test_size": 0.1,
"cut_hist_probability": 0.5,
"min_hist_len": 5,
"shuffle": true,
"random_state": 0
},
"training":
{
"pred_len": 51,
"batch_size": 128,
"num_epochs": 50,
"loss_fn": "WMSE",
"max_weight": 1.5,
"weighting_horizon": 10,
"lr": 5e-5,
"lr_decay_rate": 0.997,
"weight_decay": 1e-7,
"model_save_path": "train/trained_models/mix_net"
},
"logging":
{
"train_loss_log_interval": 10,
"log_path": "train/logs/mix_net_training",
"save_dataloaders": true,
"dataloader_path": "data/mix_net_dataloaders",
"save_train_dataloader": true,
"save_val_dataloader": true,
"save_test_dataloader": true
}
}