Datasets:

cassanof
/

CodeEditSearch

	---
	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)
	```