├── .gitignore ├── LICENSE ├── README.md ├── data_provider ├── __init__.py ├── data_factory.py └── data_loader.py ├── exp ├── __init__.py ├── exp_basic.py └── exp_main.py ├── figures ├── adapt_demo.png ├── adaptation.png ├── algorithm.png ├── architecture.png ├── efficiency.png ├── interpretable.png ├── kps.png └── motivation.png ├── models ├── Koopa.py └── __init__.py ├── operator_adaptation.ipynb ├── requirements.txt ├── run.py ├── scripts ├── ECL_script │ └── Koopa.sh ├── ETT_script │ └── Koopa.sh ├── Exchange_script │ └── Koopa.sh ├── ILI_script │ └── Koopa.sh ├── Traffic_script │ └── Koopa.sh └── Weather_script │ └── Koopa.sh └── utils ├── __init__.py ├── masking.py ├── metrics.py ├── timefeatures.py └── tools.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/README.md -------------------------------------------------------------------------------- /data_provider/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /data_provider/data_factory.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/data_provider/data_factory.py -------------------------------------------------------------------------------- /data_provider/data_loader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/data_provider/data_loader.py -------------------------------------------------------------------------------- /exp/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /exp/exp_basic.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/exp/exp_basic.py -------------------------------------------------------------------------------- /exp/exp_main.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/exp/exp_main.py -------------------------------------------------------------------------------- /figures/adapt_demo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/figures/adapt_demo.png -------------------------------------------------------------------------------- /figures/adaptation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/figures/adaptation.png -------------------------------------------------------------------------------- /figures/algorithm.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/figures/algorithm.png -------------------------------------------------------------------------------- /figures/architecture.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/figures/architecture.png -------------------------------------------------------------------------------- /figures/efficiency.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/figures/efficiency.png -------------------------------------------------------------------------------- /figures/interpretable.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/figures/interpretable.png -------------------------------------------------------------------------------- /figures/kps.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/figures/kps.png -------------------------------------------------------------------------------- /figures/motivation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/figures/motivation.png -------------------------------------------------------------------------------- /models/Koopa.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/models/Koopa.py -------------------------------------------------------------------------------- /models/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /operator_adaptation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/operator_adaptation.ipynb -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/requirements.txt -------------------------------------------------------------------------------- /run.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/run.py -------------------------------------------------------------------------------- /scripts/ECL_script/Koopa.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/scripts/ECL_script/Koopa.sh -------------------------------------------------------------------------------- /scripts/ETT_script/Koopa.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/scripts/ETT_script/Koopa.sh -------------------------------------------------------------------------------- /scripts/Exchange_script/Koopa.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/scripts/Exchange_script/Koopa.sh -------------------------------------------------------------------------------- /scripts/ILI_script/Koopa.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/scripts/ILI_script/Koopa.sh -------------------------------------------------------------------------------- /scripts/Traffic_script/Koopa.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/scripts/Traffic_script/Koopa.sh -------------------------------------------------------------------------------- /scripts/Weather_script/Koopa.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/scripts/Weather_script/Koopa.sh -------------------------------------------------------------------------------- /utils/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /utils/masking.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/utils/masking.py -------------------------------------------------------------------------------- /utils/metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/utils/metrics.py -------------------------------------------------------------------------------- /utils/timefeatures.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/utils/timefeatures.py -------------------------------------------------------------------------------- /utils/tools.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Koopa/HEAD/utils/tools.py --------------------------------------------------------------------------------