├── .gitattributes ├── .gitignore ├── LICENSE ├── README.md ├── data_provider ├── data_factory.py └── data_loader.py ├── dataset ├── Weather_captioned │ ├── hashtable.json │ ├── hashtable_large.json │ ├── weather_2014-18.parquet │ ├── weather_2019-23.parquet │ ├── weather_large.parquet │ ├── wm_messages_large_v1.json │ ├── wm_messages_large_v2.json │ ├── wm_messages_large_v3.json │ ├── wm_messages_v1.json │ ├── wm_messages_v2.json │ └── wm_messages_v3.json ├── electricity_captioned │ └── elec_caption.ipynb └── toydataset │ ├── des_embeddings.npy │ ├── pre_embedding.ipynb │ ├── toydata.csv │ ├── toydata.ipynb │ └── toydata_with_text.csv ├── exp ├── exp_TGTSF.py ├── exp_TGTSF_b.py ├── exp_TGTSF_date.py ├── exp_TGTSF_pretrain.py ├── exp_TGTSF_weather.py ├── exp_basic.py ├── exp_main.py └── tune_TGTSF_weather.py ├── layers ├── AutoCorrelation.py ├── Autoformer_EncDec.py ├── Embed.py ├── PatchTST_backbone.py ├── PatchTST_layers.py ├── RevIN.py ├── SelfAttention_Family.py ├── TGTSF_torch.py └── Transformer_EncDec.py ├── models ├── Autoformer.py ├── DLinear.py ├── Informer.py ├── Linear.py ├── NLinear.py ├── PatchTST.py ├── Stat_models.py ├── TGTSF_torch.py ├── Transformer.py └── simple_PatchTST.py ├── requirements.txt ├── run_TGTSF.py ├── run_TGTSF_elec.py ├── run_TGTSF_pretrain.py ├── run_TGTSF_weather.py ├── run_longExp.py ├── scripts ├── Linear │ ├── toy.sh │ ├── traffic.sh │ ├── weather.sh │ └── weather_large.sh ├── PatchTST │ ├── toy-test.sh │ └── toy.sh └── TGTSF │ ├── elec.sh │ ├── elec2.sh │ ├── elec3.sh │ ├── elec4.sh │ ├── elec5.sh │ ├── elec6.sh │ ├── fix_TGTSF+TSTsteam_pretrain100-mpnet_token_decode.sh │ ├── investing-TGTSF3.sh │ ├── investing.sh │ ├── steam.sh │ ├── steam_pretrain.sh │ ├── steam_pretrain100-mpnet-noself.sh │ ├── steam_pretrain100-mpnet.sh │ ├── steam_pretrain100-mpnet_dct.sh │ ├── steam_pretrain100-mpnet_token_decode.sh │ ├── steam_pretrain100-mpnet_torch.sh │ ├── steam_pretrain100-mpnet_torch_v1.sh │ ├── steam_pretrain100.sh │ ├── steam_pretrain3.sh │ ├── toy-test.sh │ ├── toy-zero-test.sh │ ├── toy-zero.sh │ ├── toy.sh │ ├── weather.sh │ ├── weather2.sh │ ├── weather3-minilm-zero_des.sh │ ├── weather3-minilm-zero_des2.sh │ ├── weather3-minilm-zero_des3.sh │ ├── weather3-minilm-zero_news.sh │ ├── weather3-minilm-zero_news1.sh │ ├── weather3-minilm-zero_news2.sh │ ├── weather3-minilm.sh │ ├── weather3-mpnet.sh │ ├── weather3-mpnet2.sh │ ├── weather3-mpnet3.sh │ ├── weather3.sh │ ├── weather4-minilm.sh │ ├── weather4.sh │ ├── weather5-minilm.sh │ ├── weather5.sh │ ├── weather_large.sh │ ├── weather_large2.sh │ └── weather_large3.sh ├── test.ipynb ├── utils ├── augmentations.py ├── masking.py ├── metrics.py ├── timefeatures.py ├── tools.py └── utils │ └── .png ├── visualize.ipynb └── weather_test.ipynb /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VEWOXIC/TGTSF/HEAD/.gitattributes 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