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LibCity / Bigscity-LibCity

LibCity: An Open Library for Urban Spatial-temporal Data Mining
https://libcity.ai/
Apache License 2.0
901 stars 165 forks source link

Multi spans w.o executor #415

Closed Kazeya27 closed 4 months ago

Kazeya27 commented 4 months ago

{ "batch_size": 32, "cache_dataset": true, "num_workers": 0, "pad_with_last_sample": true, "train_rate": 0.6, "eval_rate": 0.2, "scaler": "standard", "load_external": true, "normal_external": false, "ext_scaler": "none", "input_window": 12, "output_window": 12, "add_time_in_day": true, "add_day_in_week": true }

{ "gpu": true, "gpu_id": 0, "max_epoch": 100, "train_loss": "masked_mae", "epoch": 0, "learner": "adam", "learning_rate": 0.01, "weight_decay": 0, "lr_epsilon": 1e-8, "lr_beta1": 0.9, "lr_beta2": 0.999, "lr_alpha": 0.99, "lr_momentum": 0, "lr_decay": false, "lr_scheduler": "multisteplr", "lr_decay_ratio": 0.1, "steps": [5, 20, 40, 70], "step_size": 10, "lr_T_max": 30, "lr_eta_min": 0, "lr_patience": 10, "lr_threshold": 1e-4, "clip_grad_norm": false, "max_grad_norm": 1.0, "use_early_stop": false, "patience": 50, "log_level": "INFO", "log_every": 1, "saved_model": true, "load_best_epoch": true, "hyper_tune": false }

Kazeya27 commented 4 months ago
PEMSD8-flow LibCity MultiSPANS
MAE 15.04 15.04
RMSE 24.31 24.33