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Datasets:
Hirunima
/
commit-chronicle

Tasks:
Text Generation
Summarization
Modalities:
Tabular
Text
Formats:
parquet
Languages:
code
English
Size:
10M - 100M
ArXiv:
Tags:
code
commit_message_generation
Libraries:
Datasets
Dask
Polars
License:
Dataset card Data Studio Files
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 Community
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Hirunima saridormi commited on
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Duplicate from JetBrains-Research/commit-chronicle

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Co-authored-by: Aleksandra Eliseeva <saridormi@users.noreply.huggingface.co>

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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ *.arrow filter=lfs diff=lfs merge=lfs -text
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+ *.bin filter=lfs diff=lfs merge=lfs -text
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+ *.bz2 filter=lfs diff=lfs merge=lfs -text
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+ *.ckpt filter=lfs diff=lfs merge=lfs -text
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+ *.ftz filter=lfs diff=lfs merge=lfs -text
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+ *.gz filter=lfs diff=lfs merge=lfs -text
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+ *.h5 filter=lfs diff=lfs merge=lfs -text
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+ *.joblib filter=lfs diff=lfs merge=lfs -text
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+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
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+ *.lz4 filter=lfs diff=lfs merge=lfs -text
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+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
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+ *.model filter=lfs diff=lfs merge=lfs -text
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+ *.msgpack filter=lfs diff=lfs merge=lfs -text
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+ *.npy filter=lfs diff=lfs merge=lfs -text
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+ *.npz filter=lfs diff=lfs merge=lfs -text
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+ *.onnx filter=lfs diff=lfs merge=lfs -text
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+ *.ot filter=lfs diff=lfs merge=lfs -text
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+ *.parquet filter=lfs diff=lfs merge=lfs -text
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+ *.pb filter=lfs diff=lfs merge=lfs -text
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+ *.pickle filter=lfs diff=lfs merge=lfs -text
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+ *.pkl filter=lfs diff=lfs merge=lfs -text
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+ *.pt filter=lfs diff=lfs merge=lfs -text
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+ *.pth filter=lfs diff=lfs merge=lfs -text
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+ *.rar filter=lfs diff=lfs merge=lfs -text
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+ *.safetensors filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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+ *.tar filter=lfs diff=lfs merge=lfs -text
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+ *.tflite filter=lfs diff=lfs merge=lfs -text
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+ *.tgz filter=lfs diff=lfs merge=lfs -text
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+ *.wasm filter=lfs diff=lfs merge=lfs -text
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+ *.xz filter=lfs diff=lfs merge=lfs -text
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+ *.zip filter=lfs diff=lfs merge=lfs -text
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+ *.zst filter=lfs diff=lfs merge=lfs -text
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+ *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - uncompressed
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+ *.pcm filter=lfs diff=lfs merge=lfs -text
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+ *.sam filter=lfs diff=lfs merge=lfs -text
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+ *.raw filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - compressed
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+ *.aac filter=lfs diff=lfs merge=lfs -text
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+ *.flac filter=lfs diff=lfs merge=lfs -text
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+ *.mp3 filter=lfs diff=lfs merge=lfs -text
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+ *.ogg filter=lfs diff=lfs merge=lfs -text
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+ *.wav filter=lfs diff=lfs merge=lfs -text
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+ # Image files - uncompressed
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+ *.bmp filter=lfs diff=lfs merge=lfs -text
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+ *.gif filter=lfs diff=lfs merge=lfs -text
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+ *.png filter=lfs diff=lfs merge=lfs -text
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+ *.tiff filter=lfs diff=lfs merge=lfs -text
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+ # Image files - compressed
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+ *.jpg filter=lfs diff=lfs merge=lfs -text
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+ *.jpeg filter=lfs diff=lfs merge=lfs -text
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+ *.webp filter=lfs diff=lfs merge=lfs -text
README.md ADDED
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+ ---
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+ license: other
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+ language:
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+ - code
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+ - en
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+ task_categories:
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+ - text-generation
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+ - summarization
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+ tags:
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+ - code
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+ - commit_message_generation
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+ pretty_name: CommitChronicle
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+ size_categories:
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+ - 1M<n<10M
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+ dataset_info:
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+ - config_name: default
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+ features:
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+ - name: author
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+ dtype: int64
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+ - name: date
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+ dtype: string
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+ - name: timezone
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+ dtype: int64
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+ - name: hash
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+ dtype: string
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+ - name: message
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+ dtype: string
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+ - name: mods
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+ list:
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+ - name: change_type
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+ dtype: string
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+ - name: old_path
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+ dtype: string
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+ - name: new_path
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+ dtype: string
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+ - name: diff
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+ dtype: string
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+ - name: language
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+ dtype: string
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+ - name: license
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+ dtype: string
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+ - name: repo
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+ dtype: string
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+ - name: original_message
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+ dtype: string
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+ splits:
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+ - name: test
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+ num_bytes: 5760117409
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+ num_examples: 1486267
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+ - name: train
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+ num_bytes: 30084265848
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+ num_examples: 7659458
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+ - name: validation
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+ num_bytes: 5905326070
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+ num_examples: 1554042
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+ download_size: 14168436205
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+ dataset_size: 41749709327
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+ - config_name: subset_cmg
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+ features:
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+ - name: author
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+ dtype: int64
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+ - name: date
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+ dtype: string
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+ - name: timezone
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+ dtype: int64
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+ - name: hash
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+ dtype: string
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+ - name: message
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+ dtype: string
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+ - name: mods
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+ list:
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+ - name: change_type
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+ dtype: string
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+ - name: old_path
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+ dtype: string
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+ - name: new_path
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+ dtype: string
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+ - name: diff
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+ dtype: string
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+ - name: language
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+ dtype: string
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+ - name: license
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+ dtype: string
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+ - name: repo
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+ dtype: string
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+ - name: original_message
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+ dtype: string
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+ splits:
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+ - name: test
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+ num_bytes: 772774959
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+ num_examples: 204336
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+ download_size: 258151047
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+ dataset_size: 772774959
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+ - config_name: subset_llm
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+ features:
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+ - name: author
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+ dtype: int64
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+ - name: date
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+ dtype: string
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+ - name: timezone
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+ dtype: int64
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+ - name: hash
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+ dtype: string
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+ - name: message
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+ dtype: string
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+ - name: mods
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+ list:
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+ - name: change_type
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+ dtype: string
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+ - name: old_path
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+ dtype: string
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+ - name: new_path
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+ dtype: string
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+ - name: diff
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+ dtype: string
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+ - name: language
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+ dtype: string
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+ - name: license
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+ dtype: string
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+ - name: repo
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+ dtype: string
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+ - name: original_message
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+ dtype: string
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+ splits:
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+ - name: test
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+ num_bytes: 15121048
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+ num_examples: 4025
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+ download_size: 5068039
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+ dataset_size: 15121048
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: test
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+ path: data/test-*
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+ - split: train
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+ path: data/train-*
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+ - split: validation
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+ path: data/validation-*
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+ - config_name: subset_cmg
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+ data_files:
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+ - split: test
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+ path: subset_cmg/test-*
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+ - config_name: subset_llm
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+ data_files:
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+ - split: test
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+ path: subset_llm/test-*
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+ ---
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+ # 📜 CommitChronicle 🔮
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+
150
+ This is the dataset for commit message generation (and/or completion), introduced in the paper "From Commit Message Generation to History-Aware Commit Message Completion", ASE 2023.
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+
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+ Its key features:
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+ * *large-scale and multilingual*: contains 10.7M commits from 11.9k GitHub repositories in 20 programming languages;
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+ * *diverse*: avoids restrictive filtering on commit messages or commit diffs structure;
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+ * *suitable for experiments with commit history*: provides metadata about commit authors and dates and uses split-by-project.
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+
157
+ ## Dataset Creation
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+
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+ > 🔍 For further details, please refer to:
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+ > * **Paper**: [https://arxiv.org/abs/2308.07655](https://arxiv.org/abs/2308.07655)
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+ > * **Repository**: [https://github.com/JetBrains-Research/commit_message_generation](https://github.com/JetBrains-Research/commit_message_generation)
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+
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+ We used [GitHub Search](https://seart-ghs.si.usi.ch/) tool and official GitHub API to select relevant repositories with permissive licenses (Apache, BSD 3-clause, MIT).
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+ On February 9th, 2023, we collected all commits made since 2017 from these repositories via [PyDriller](https://github.com/ishepard/pydriller).
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+ Next, we extensively cleaned the data, including filtering outliers, dropping commits from bot authors, and dropping duplicates. Note: to avoid disclosing personal information, we replaced the commit authors' names and emails with unique identifiers.
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+
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+ ## Dataset Structure
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+
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+ ### Data Instances
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+
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+ Each data instance in the dataset is a commit. [A commit example](https://github.com/saridormi/commit_chronicle/commit/a7fb3b64184f0af5b08285cce14b9139baa94049) would look like the following:
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+ ```
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+ {
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+ 'repo': 'saridormi/commit_chronicle',
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+ 'hash': 'a7fb3b64184f0af5b08285cce14b9139baa94049',
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+ 'author': 123,
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+ 'date': '05.07.2021 15:10:07',
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+ 'timezone': 0,
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+ 'license': 'MIT License',
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+ 'language': 'Jupyter Notebook',
181
+ 'message': 'Add license badge to readme',
182
+ 'original_message': 'Add license badge to readme',
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+ 'mods': [{'change_type': 'MODIFY',
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+ 'new_path': 'README.md',
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+ 'old_path': 'README.md'
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+ 'diff': '@@ -1,6 +1,6 @@\n'
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+ ' # Commits dataset\n'
188
+ ' \n'
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+ '-> :heavy_exclamation_mark: **TODO:** license\n'
190
+ '+![GitHub](https://img.shields.io/github/license/saridormi/commits_dataset?style=for-the-badge)\n'}],
191
+ }
192
+ ```
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+
194
+ ### Data Fields
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+
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+ Each example has the following fields:
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+
198
+ | **Field** | **Description** |
199
+ |:------------------:|:----------------------------------------:|
200
+ | `repo` | Commit repository. |
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+ | `hash` | Commit hash. |
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+ | `author` | Unique id for commit author |
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+ | `date` | Commit date (from author). |
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+ | `timezone` | Commit timezone (from author). |
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+ | `license` | Commit repository's license. |
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+ | `language` | Commit repository's main language. |
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+ | `message` | Commit message (after processing). |
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+ | `original_message` | Commit message (without any processing). |
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+ | `mods` | List of file modifications from commit. |
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+
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+ Each file modification has the following fields:
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+
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+ | **Field** | **Description** |
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+ |:-------------:|:-------------------------------------------------------------------------------------------------:|
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+ | `change_type` | Type of change to current file. One of: `ADD`, `COPY`, `RENAME`, `DELETE`, `MODIFY` or `UNKNOWN`. |
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+ | `old_path` | Path to file before change (might be empty). |
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+ | `new_path` | Path to file after change (might be empty). |
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+ | `diff` | `git diff` for current file. |
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+
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+ ### Data Splits
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+
222
+ We provide the following configurations:
223
+ * `default`
224
+ * `train`: full training split (7.66M commits)
225
+ * `validation`: full validation split (1.55M commits)
226
+ * `test`: full test split (1.49M commits)
227
+ * `subset_cmg`
228
+ * `test`: test subset used for experiments with CMG approaches (204k commits)
229
+ * `subset_llm`
230
+ * `test`: test subset used for experiments with a LLM (4k commits)
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+
232
+ ## Considerations for Using the Data
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+
234
+ > Adopted from [the Stack](https://huggingface.co/datasets/bigcode/the-stack).
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+
236
+ The released dataset may contain sensitive information such as emails, IP addresses, and API/ssh keys that have previously been published to public repositories on GitHub. In the event that the dataset contains personal information, researchers should only use public, non-personal information in support of conducting and publishing their open-access research.
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+ Personal information should not be used for spamming purposes, including sending unsolicited emails or selling of personal information.
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+
239
+ The dataset is a collection of commits from repositories with various licenses. Any use of all or part of the code gathered in this dataset must abide by the terms of the original licenses, including attribution clauses when relevant. We facilitate this by providing provenance information for each data point.
240
+
241
+ ## Citation
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+
243
+ ```
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+ TODO
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+ ```
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