metadata
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, 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:
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)