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TEMPO

Time Series Forecasting
Transformers
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feature-extraction
Time-series
foundation-model
forecasting
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TEMPO
File size: 1,264 Bytes 
69ee76b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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{
    "_name_or_path": "TEMPO",
    "apply_aux_loss": true,
    "architectures": [
        "GPT2Model"
    ],
    "description": "TEMPO",
    "model_id": "TEMPO_checkpoints/TEMPO-80M_v1",
    "checkpoints": "./checkpoints/",
    "task_name": "long_term_forecast",
    "prompt": 1,
    "num_nodes": 1,
    "seq_len": 336,
    "pred_len": 96,
    "label_len": 96,
    "decay_fac": 0.5,
    "learning_rate": 0.001,
    "batch_size": 256,
    "num_workers": 0,
    "train_epochs": 10,
    "lradj": "type3",
    "patience": 5,
    "gpt_layers": 6,
    "is_gpt": 1,
    "e_layers": 3,
    "d_model": 768,
    "n_heads": 4,
    "d_ff": 768,
    "dropout": 0.3,
    "enc_in": 7,
    "c_out": 1,
    "patch_size": 16,
    "kernel_size": 25,
    "loss_func": "mse",
    "pretrain": 0,
    "freeze": 1,
    "model": "TEMPO",
    "stride": 8,
    "max_len": -1,
    "hid_dim": 16,
    "tmax": 20,
    "itr": 3,
    "cos": 1,
    "equal": 1,
    "pool": false,
    "no_stl_loss": false,
    "stl_weight": 0.001,
    "config_path": "./configs/custom_dataset.yml",
    "datasets": "ETTm1,ETTh1,ETTm2,electricity,traffic,weather",
    "target_data": "Custom",
    "use_token": 0,
    "electri_multiplier": 1,
    "traffic_multiplier": 1,
    "embed": "timeF",
    "percent": 100
}