--- 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) ```