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--- |
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license: mit |
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pretty_name: CodeEditSearch |
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dataset_info: |
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- config_name: c |
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features: |
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- name: after |
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dtype: string |
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- name: before |
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dtype: string |
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- name: diff |
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dtype: string |
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- name: instruction |
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dtype: string |
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- name: license |
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dtype: string |
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- name: repos |
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dtype: string |
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- name: commit |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 4158322.23 |
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num_examples: 1590 |
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download_size: 2035558 |
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dataset_size: 4158322.23 |
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- config_name: c++ |
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features: |
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- name: after |
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dtype: string |
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- name: before |
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dtype: string |
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- name: diff |
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dtype: string |
|
- name: instruction |
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dtype: string |
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- name: license |
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dtype: string |
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- name: repos |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 5238514.125 |
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num_examples: 1690 |
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download_size: 2254199 |
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dataset_size: 5238514.125 |
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- config_name: go |
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features: |
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- name: after |
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dtype: string |
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- name: before |
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dtype: string |
|
- name: diff |
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dtype: string |
|
- name: instruction |
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dtype: string |
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- name: license |
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dtype: string |
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- name: repos |
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dtype: string |
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- name: commit |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 4383070.38 |
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num_examples: 1752 |
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download_size: 2251777 |
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dataset_size: 4383070.38 |
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- config_name: java |
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features: |
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- name: after |
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dtype: string |
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- name: before |
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dtype: string |
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- name: diff |
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dtype: string |
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- name: instruction |
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dtype: string |
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- name: license |
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dtype: string |
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- name: repos |
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dtype: string |
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- name: commit |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 4773885.306 |
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num_examples: 1756 |
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download_size: 2199832 |
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dataset_size: 4773885.306 |
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- config_name: javascript |
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features: |
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- name: after |
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dtype: string |
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- name: before |
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dtype: string |
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- name: diff |
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dtype: string |
|
- name: instruction |
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dtype: string |
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- name: license |
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dtype: string |
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- name: repos |
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dtype: string |
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- name: commit |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 4047063.3755 |
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num_examples: 1711 |
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download_size: 2129053 |
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dataset_size: 4047063.3755 |
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- config_name: php |
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features: |
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- name: after |
|
dtype: string |
|
- name: before |
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dtype: string |
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- name: diff |
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dtype: string |
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- name: instruction |
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dtype: string |
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- name: license |
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dtype: string |
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- name: repos |
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dtype: string |
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- name: commit |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 4369481.745 |
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num_examples: 1745 |
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download_size: 2101446 |
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dataset_size: 4369481.745 |
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- config_name: python |
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features: |
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- name: after |
|
dtype: string |
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- name: before |
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dtype: string |
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- name: diff |
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dtype: string |
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- name: instruction |
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dtype: string |
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- name: license |
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dtype: string |
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- name: repos |
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dtype: string |
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- name: commit |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 4140224.83 |
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num_examples: 1645 |
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download_size: 2139718 |
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dataset_size: 4140224.83 |
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- config_name: ruby |
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features: |
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- name: after |
|
dtype: string |
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- name: before |
|
dtype: string |
|
- name: diff |
|
dtype: string |
|
- name: instruction |
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dtype: string |
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- name: license |
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dtype: string |
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- name: repos |
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dtype: string |
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- name: commit |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 4551232.455 |
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num_examples: 1617 |
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download_size: 2186935 |
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dataset_size: 4551232.455 |
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- config_name: rust |
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features: |
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- name: after |
|
dtype: string |
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- name: before |
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dtype: string |
|
- name: diff |
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dtype: string |
|
- name: instruction |
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dtype: string |
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- name: license |
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dtype: string |
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- name: repos |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 4193318.9775 |
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num_examples: 1695 |
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download_size: 2005499 |
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dataset_size: 4193318.9775 |
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- config_name: scala |
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features: |
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- name: after |
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dtype: string |
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- name: before |
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dtype: string |
|
- name: diff |
|
dtype: string |
|
- name: instruction |
|
dtype: string |
|
- name: license |
|
dtype: string |
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- name: repos |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 3205669.05 |
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num_examples: 1465 |
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download_size: 1544788 |
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dataset_size: 3205669.05 |
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- config_name: shell |
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features: |
|
- name: after |
|
dtype: string |
|
- name: before |
|
dtype: string |
|
- name: diff |
|
dtype: string |
|
- name: instruction |
|
dtype: string |
|
- name: license |
|
dtype: string |
|
- name: repos |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 3150745.444 |
|
num_examples: 1402 |
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download_size: 1677410 |
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dataset_size: 3150745.444 |
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- config_name: swift |
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features: |
|
- name: after |
|
dtype: string |
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- name: before |
|
dtype: string |
|
- name: diff |
|
dtype: string |
|
- name: instruction |
|
dtype: string |
|
- name: license |
|
dtype: string |
|
- name: repos |
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dtype: string |
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splits: |
|
- name: train |
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num_bytes: 4614888.537 |
|
num_examples: 1722 |
|
download_size: 1932043 |
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dataset_size: 4614888.537 |
|
- config_name: typescript |
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features: |
|
- name: after |
|
dtype: string |
|
- name: before |
|
dtype: string |
|
- name: diff |
|
dtype: string |
|
- name: instruction |
|
dtype: string |
|
- name: license |
|
dtype: string |
|
- name: repos |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 4080537.285 |
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num_examples: 1705 |
|
download_size: 1992984 |
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dataset_size: 4080537.285 |
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configs: |
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- config_name: c |
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data_files: |
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- split: train |
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path: c/train-* |
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- config_name: c++ |
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data_files: |
|
- split: train |
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path: c++/train-* |
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- config_name: go |
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data_files: |
|
- split: train |
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path: go/train-* |
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- config_name: java |
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data_files: |
|
- split: train |
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path: java/train-* |
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- config_name: javascript |
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data_files: |
|
- split: train |
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path: javascript/train-* |
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- config_name: php |
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data_files: |
|
- split: train |
|
path: php/train-* |
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- config_name: python |
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data_files: |
|
- split: train |
|
path: python/train-* |
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- config_name: ruby |
|
data_files: |
|
- split: train |
|
path: ruby/train-* |
|
- config_name: rust |
|
data_files: |
|
- split: train |
|
path: rust/train-* |
|
- config_name: scala |
|
data_files: |
|
- split: train |
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path: scala/train-* |
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- config_name: shell |
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data_files: |
|
- split: train |
|
path: shell/train-* |
|
- config_name: swift |
|
data_files: |
|
- split: train |
|
path: swift/train-* |
|
- config_name: typescript |
|
data_files: |
|
- split: train |
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path: typescript/train-* |
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tags: |
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- code |
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--- |
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|
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This is a dataset built from [CommitPackFT](https://huggingface.co/datasets/bigcode/commitpackft), providing ~1500 commits with diffs for several programming languages: |
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- Python |
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- JavaScript |
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- TypeScript |
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- Go |
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- Ruby |
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- Java |
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- PHP |
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- C |
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- C++ |
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- Rust |
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- Swift |
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- Scala |
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- Bash |
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|
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The goal of this dataset is to evaluate the ability of models to retrieve a diff given its instruction. |
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|
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### Code To Produce Dataset |
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Below is the code to reproduce this dataset: |
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```py |
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import datasets |
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from tqdm import tqdm |
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import difflib |
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|
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outrepo = "cassanof/CodeEditSearch" |
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LANGS = ["python", "javascript", "go", "ruby", "java", "php", "c", "c++", "rust", "swift", |
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"typescript", "scala", "kotlin", "r", "perl", "haskell", "lua", "shell", "dart", "julia"] |
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|
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processed = [] |
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|
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|
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def get_udiff(a, b): |
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a = a.splitlines() |
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b = b.splitlines() |
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diff = difflib.unified_diff(a, b, lineterm="") |
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return "\n".join(diff) |
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for lang in tqdm(LANGS): |
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print(f"Processing {lang}") |
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ds = datasets.load_dataset("bigcode/commitpackft", lang, split="train") |
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ds = ds.shuffle(seed=42) |
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print(f"{lang}: {len(ds)}") |
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ds = ds.filter(lambda x: len( |
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x["new_contents"] + x["old_contents"]) < 2500, num_proc=8) |
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ds = ds.filter(lambda x: len(x["new_contents"].strip()) > 0 and len( |
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x["old_contents"].strip()) > 0, num_proc=8) |
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if len(ds) < 2000: |
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print(f"Skipping {lang} due to insufficient data") |
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continue |
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print(f"{lang} after: {len(ds)}") |
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ds = ds.select(range(2000)) |
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diffs = [get_udiff(a, b) |
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for a, b in zip(ds["old_contents"], ds["new_contents"])] |
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ds = { |
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"after": ds["new_contents"], |
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"before": ds["old_contents"], |
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"diff": diffs, |
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"instruction": ds["message"], |
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} |
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ds = datasets.Dataset.from_dict(ds) |
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ds = ds.filter(lambda x: len(x["diff"].splitlines()) > 10, num_proc=8) |
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print(f" ******* Final {lang}: {len(ds)} *******") |
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ds.push_to_hub(outrepo, lang) |
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processed.append(lang) |
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|
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print(processed) |
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``` |