namctin/test_patchtst_pretrain_etth1
Browse files- README.md +50 -0
- config.json +49 -0
- emissions.csv +2 -0
- model.safetensors +3 -0
- runs/Nov21_14-03-34_cccxc568/events.out.tfevents.1700593419.cccxc568.2107647.0 +3 -0
- runs/Nov21_14-04-55_cccxc568/events.out.tfevents.1700593496.cccxc568.2107647.1 +3 -0
- runs/Nov21_14-16-05_cccxc568/events.out.tfevents.1700594167.cccxc568.2107647.2 +3 -0
- training_args.bin +3 -0
README.md
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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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<!-- 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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# patchtst_etth1_pretrain
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This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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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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### Training results
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### Framework versions
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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
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config.json
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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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emissions.csv
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timestamp,experiment_id,project_name,duration,emissions,energy_consumed,country_name,country_iso_code,region,on_cloud,cloud_provider,cloud_region
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2023-11-21T14:17:38,5883e64f-5ee3-4ec1-b417-e32ec5a62382,codecarbon,91.5881712436676,0.000654747073756541,0.00311079309166191,United States,USA,new york,N,,
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:1ac3d606577625150561539791f3eae87058ea8ccfa67c45cb22205657b81103
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size 2429008
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runs/Nov21_14-03-34_cccxc568/events.out.tfevents.1700593419.cccxc568.2107647.0
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version https://git-lfs.github.com/spec/v1
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size 4848
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runs/Nov21_14-04-55_cccxc568/events.out.tfevents.1700593496.cccxc568.2107647.1
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version https://git-lfs.github.com/spec/v1
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size 5228
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runs/Nov21_14-16-05_cccxc568/events.out.tfevents.1700594167.cccxc568.2107647.2
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version https://git-lfs.github.com/spec/v1
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size 6851
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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size 4219
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