| --- |
| license: mit |
| pretty_name: CodeEditSearch |
| dataset_info: |
| - config_name: c |
| features: |
| - name: after |
| dtype: string |
| - name: before |
| dtype: string |
| - name: diff |
| dtype: string |
| - name: instruction |
| dtype: string |
| - name: license |
| dtype: string |
| - name: repos |
| dtype: string |
| - name: commit |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 4158322.23 |
| num_examples: 1590 |
| download_size: 2035558 |
| dataset_size: 4158322.23 |
| - config_name: c++ |
| features: |
| - name: after |
| dtype: string |
| - name: before |
| dtype: string |
| - name: diff |
| dtype: string |
| - name: instruction |
| dtype: string |
| - name: license |
| dtype: string |
| - name: repos |
| dtype: string |
| - name: commit |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 5312874.125 |
| num_examples: 1690 |
| download_size: 2326229 |
| dataset_size: 5312874.125 |
| - config_name: go |
| features: |
| - name: after |
| dtype: string |
| - name: before |
| dtype: string |
| - name: diff |
| dtype: string |
| - name: instruction |
| dtype: string |
| - name: license |
| dtype: string |
| - name: repos |
| dtype: string |
| - name: commit |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 4383070.38 |
| num_examples: 1752 |
| download_size: 2251777 |
| dataset_size: 4383070.38 |
| - config_name: java |
| features: |
| - name: after |
| dtype: string |
| - name: before |
| dtype: string |
| - name: diff |
| dtype: string |
| - name: instruction |
| dtype: string |
| - name: license |
| dtype: string |
| - name: repos |
| dtype: string |
| - name: commit |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 4773885.306 |
| num_examples: 1756 |
| download_size: 2199832 |
| dataset_size: 4773885.306 |
| - config_name: javascript |
| features: |
| - name: after |
| dtype: string |
| - name: before |
| dtype: string |
| - name: diff |
| dtype: string |
| - name: instruction |
| dtype: string |
| - name: license |
| dtype: string |
| - name: repos |
| dtype: string |
| - name: commit |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 4047063.3755 |
| num_examples: 1711 |
| download_size: 2129053 |
| dataset_size: 4047063.3755 |
| - config_name: php |
| features: |
| - name: after |
| dtype: string |
| - name: before |
| dtype: string |
| - name: diff |
| dtype: string |
| - name: instruction |
| dtype: string |
| - name: license |
| dtype: string |
| - name: repos |
| dtype: string |
| - name: commit |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 4369481.745 |
| num_examples: 1745 |
| download_size: 2101446 |
| dataset_size: 4369481.745 |
| - config_name: python |
| features: |
| - name: after |
| dtype: string |
| - name: before |
| dtype: string |
| - name: diff |
| dtype: string |
| - name: instruction |
| dtype: string |
| - name: license |
| dtype: string |
| - name: repos |
| dtype: string |
| - name: commit |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 4140224.83 |
| num_examples: 1645 |
| download_size: 2139718 |
| dataset_size: 4140224.83 |
| - config_name: ruby |
| features: |
| - name: after |
| dtype: string |
| - name: before |
| dtype: string |
| - name: diff |
| dtype: string |
| - name: instruction |
| dtype: string |
| - name: license |
| dtype: string |
| - name: repos |
| dtype: string |
| - name: commit |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 4551232.455 |
| num_examples: 1617 |
| download_size: 2186935 |
| dataset_size: 4551232.455 |
| - config_name: rust |
| features: |
| - name: after |
| dtype: string |
| - name: before |
| dtype: string |
| - name: diff |
| dtype: string |
| - name: instruction |
| dtype: string |
| - name: license |
| dtype: string |
| - name: repos |
| dtype: string |
| - name: commit |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 4267898.9775 |
| num_examples: 1695 |
| download_size: 2077686 |
| dataset_size: 4267898.9775 |
| - config_name: scala |
| features: |
| - name: after |
| dtype: string |
| - name: before |
| dtype: string |
| - name: diff |
| dtype: string |
| - name: instruction |
| dtype: string |
| - name: license |
| dtype: string |
| - name: repos |
| dtype: string |
| - name: commit |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 3270129.05 |
| num_examples: 1465 |
| download_size: 1607389 |
| dataset_size: 3270129.05 |
| - config_name: shell |
| features: |
| - name: after |
| dtype: string |
| - name: before |
| dtype: string |
| - name: diff |
| dtype: string |
| - name: instruction |
| dtype: string |
| - name: license |
| dtype: string |
| - name: repos |
| dtype: string |
| - name: commit |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 3212433.444 |
| num_examples: 1402 |
| download_size: 1737402 |
| dataset_size: 3212433.444 |
| - config_name: swift |
| features: |
| - name: after |
| dtype: string |
| - name: before |
| dtype: string |
| - name: diff |
| dtype: string |
| - name: instruction |
| dtype: string |
| - name: license |
| dtype: string |
| - name: repos |
| dtype: string |
| - name: commit |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 4690656.537 |
| num_examples: 1722 |
| download_size: 2005364 |
| dataset_size: 4690656.537 |
| - config_name: typescript |
| features: |
| - name: after |
| dtype: string |
| - name: before |
| dtype: string |
| - name: diff |
| dtype: string |
| - name: instruction |
| dtype: string |
| - name: license |
| dtype: string |
| - name: repos |
| dtype: string |
| - name: commit |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 4155557.285 |
| num_examples: 1705 |
| download_size: 2065707 |
| dataset_size: 4155557.285 |
| configs: |
| - config_name: c |
| data_files: |
| - split: train |
| path: c/train-* |
| - config_name: c++ |
| data_files: |
| - split: train |
| path: c++/train-* |
| - config_name: go |
| data_files: |
| - split: train |
| path: go/train-* |
| - config_name: java |
| data_files: |
| - split: train |
| path: java/train-* |
| - config_name: javascript |
| data_files: |
| - split: train |
| path: javascript/train-* |
| - config_name: php |
| data_files: |
| - split: train |
| path: php/train-* |
| - config_name: python |
| data_files: |
| - split: train |
| path: python/train-* |
| - 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 |
| path: scala/train-* |
| - config_name: shell |
| data_files: |
| - split: train |
| path: shell/train-* |
| - config_name: swift |
| data_files: |
| - split: train |
| path: swift/train-* |
| - config_name: typescript |
| data_files: |
| - split: train |
| path: typescript/train-* |
| tags: |
| - code |
| --- |
| |
| This is a dataset built from [CommitPackFT](https://huggingface.co/datasets/bigcode/commitpackft), providing ~1500 commits with diffs for several programming languages: |
| - Python |
| - JavaScript |
| - TypeScript |
| - Go |
| - Ruby |
| - Java |
| - PHP |
| - C |
| - C++ |
| - Rust |
| - Swift |
| - Scala |
| - Bash |
|
|
| The goal of this dataset is to evaluate the ability of models to retrieve a diff given its instruction. |
|
|
|
|
| ### Code To Produce Dataset |
| Below is the code to reproduce this dataset: |
| ```py |
| import datasets |
| from tqdm import tqdm |
| import difflib |
| |
| |
| outrepo = "cassanof/CodeEditSearch" |
| LANGS = ["python", "javascript", "go", "ruby", "java", "php", "c", "c++", "rust", "swift", |
| "typescript", "scala", "kotlin", "r", "perl", "haskell", "lua", "shell", "dart", "julia"] |
| |
| processed = [] |
| |
| |
| def get_udiff(a, b): |
| a = a.splitlines() |
| b = b.splitlines() |
| diff = difflib.unified_diff(a, b, lineterm="") |
| return "\n".join(diff) |
| |
| |
| for lang in tqdm(LANGS): |
| print(f"Processing {lang}") |
| ds = datasets.load_dataset("bigcode/commitpackft", lang, split="train") |
| ds = ds.shuffle(seed=42) |
| print(f"{lang}: {len(ds)}") |
| ds = ds.filter(lambda x: len( |
| x["new_contents"] + x["old_contents"]) < 2500, num_proc=8) |
| ds = ds.filter(lambda x: len(x["new_contents"].strip()) > 0 and len( |
| x["old_contents"].strip()) > 0, num_proc=8) |
| if len(ds) < 2000: |
| print(f"Skipping {lang} due to insufficient data") |
| continue |
| print(f"{lang} after: {len(ds)}") |
| ds = ds.select(range(2000)) |
| diffs = [get_udiff(a, b) |
| for a, b in zip(ds["old_contents"], ds["new_contents"])] |
| ds = { |
| "after": ds["new_contents"], |
| "before": ds["old_contents"], |
| "diff": diffs, |
| "instruction": ds["message"], |
| "license": ds["license"], |
| "repos": ds["repos"], |
| "commit": ds["commit"], |
| } |
| ds = datasets.Dataset.from_dict(ds) |
| ds = ds.filter(lambda x: len(x["diff"].splitlines()) > 10, num_proc=8) |
| print(f" ******* Final {lang}: {len(ds)} *******") |
| ds.push_to_hub(outrepo, lang) |
| processed.append(lang) |
| |
| print(processed) |
| ``` |
