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namctin/test_patchtst_pretrain_etth1

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README.md ADDED
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+ ---
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: patchtst_etth1_pretrain
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # patchtst_etth1_pretrain
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+
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+ This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 5e-05
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+ - train_batch_size: 8
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+ - eval_batch_size: 8
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - num_epochs: 10
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+
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+ ### Training results
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+
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.36.0.dev0
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+ - Pytorch 2.0.1
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+ - Datasets 2.14.4
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+ - Tokenizers 0.14.1
config.json ADDED
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+ {
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+ "activation_function": "gelu",
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+ "architectures": [
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+ "PatchTSTForPretraining"
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+ ],
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+ "attention_dropout": 0.0,
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+ "bias": true,
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+ "channel_attention": false,
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+ "channel_consistent_masking": false,
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+ "context_length": 512,
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+ "d_model": 128,
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+ "distribution_output": "student_t",
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+ "dropout": 0.2,
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+ "ff_dropout": 0.0,
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+ "ffn_dim": 512,
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+ "head_dropout": 0.2,
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+ "init_std": 0.02,
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+ "loss": "mse",
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+ "mask_input": true,
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+ "mask_type": "forecast",
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+ "mask_value": 0,
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+ "model_type": "patchtst",
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+ "norm_eps": 1e-05,
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+ "norm_type": "batchnorm",
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+ "num_attention_heads": 16,
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+ "num_forecast_mask_patches": 5,
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+ "num_hidden_layers": 3,
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+ "num_input_channels": 7,
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+ "num_parallel_samples": 100,
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+ "num_targets": 1,
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+ "output_range": null,
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+ "patch_length": 12,
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+ "patch_stride": 12,
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+ "path_dropout": 0.0,
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+ "pooling_type": null,
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+ "positional_dropout": 0.0,
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+ "positional_encoding_type": "sincos",
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+ "pre_norm": true,
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+ "prediction_length": 24,
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+ "random_mask_ratio": 0.5,
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+ "scaling": "std",
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+ "seed_number": null,
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+ "share_embedding": true,
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+ "share_projection": true,
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.36.0.dev0",
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+ "unmasked_channel_indices": null,
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+ "use_cls_token": true
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+ }
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