diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..62cbf87be2e449b41750f07f6916e6b93372e734 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,61 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.avro filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.lz4 filter=lfs diff=lfs merge=lfs -text +*.mds filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +# Audio files - uncompressed +*.pcm filter=lfs diff=lfs merge=lfs -text +*.sam filter=lfs diff=lfs merge=lfs -text +*.raw filter=lfs diff=lfs merge=lfs -text +# Audio files - compressed +*.aac filter=lfs diff=lfs merge=lfs -text +*.flac filter=lfs diff=lfs merge=lfs -text +*.mp3 filter=lfs diff=lfs merge=lfs -text +*.ogg filter=lfs diff=lfs merge=lfs -text +*.wav filter=lfs diff=lfs merge=lfs -text +# Image files - uncompressed +*.bmp filter=lfs diff=lfs merge=lfs -text +*.gif filter=lfs diff=lfs merge=lfs -text +*.png filter=lfs diff=lfs merge=lfs -text +*.tiff filter=lfs diff=lfs merge=lfs -text +# Image files - compressed +*.jpg filter=lfs diff=lfs merge=lfs -text +*.jpeg filter=lfs diff=lfs merge=lfs -text +*.webp filter=lfs diff=lfs merge=lfs -text +# Video files - compressed +*.mp4 filter=lfs diff=lfs merge=lfs -text +*.webm filter=lfs diff=lfs merge=lfs -text +*.csv filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..4d9f5d7bbdf131cbbc54951f3e250515e8f1ba36 --- /dev/null +++ b/README.md @@ -0,0 +1,28 @@ +--- +license: apache-2.0 +task_categories: +- time-series-forecasting # 这是让系统识别为时间序列任务的关键 +tags: # 自定义标签 +- time-series +- forecasting +- benchmark +--- + +This repository contains the extracted time series features (tsfeatures) for each variate and the detailed forecasting results for every experiment. + +**Note**: These files are for building leaderboard and visualization; users do not need to download this directory. + +* `features/`: **Statistical Features (tsfeatures)** + + Each dataset's features are saved to: `output/features/{dataset}/{freq}/`. + This directory stores the computed tsfeatures for the variates in the dataset. The folder contains a CSV file named either: + * `test.csv`: Features calculated on the **test split**. + * `full.csv`: Features calculated on the **full dataset**. + +* `results/`: **Experimental Results** + + Each experiment is saved to: `output/results/{model}/{dataset}/{freq}/{horizon}/`. + Each directory represents a specific model-dataset-frequency-horizon combination and contains the following files: + * `config.json`: The experiment settings and hyperparameters. + * `metrics.npz`: Window-level forecasting metrics (e.g., MASE, CRPS). + * `predictions.npz`: Quantile prediction results for each sliding window. diff --git a/features/Australia_Solar/H/test.csv b/features/Australia_Solar/H/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..c89d8d11c450205dfcb247f2911ba3810ddad9fd --- /dev/null +++ b/features/Australia_Solar/H/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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