|
--- |
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dataset_info: |
|
- config_name: c |
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features: |
|
- name: after |
|
dtype: string |
|
- name: before |
|
dtype: string |
|
- name: diff |
|
dtype: string |
|
- name: instruction |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 3072688.515 |
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num_examples: 1590 |
|
download_size: 1704183 |
|
dataset_size: 3072688.515 |
|
- config_name: c++ |
|
features: |
|
- name: after |
|
dtype: string |
|
- name: before |
|
dtype: string |
|
- name: diff |
|
dtype: string |
|
- name: instruction |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 3667905.02 |
|
num_examples: 1690 |
|
download_size: 1911542 |
|
dataset_size: 3667905.02 |
|
- 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 |
|
splits: |
|
- name: train |
|
num_bytes: 4305982.38 |
|
num_examples: 1752 |
|
download_size: 2177230 |
|
dataset_size: 4305982.38 |
|
- 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 |
|
splits: |
|
- name: train |
|
num_bytes: 4696621.306 |
|
num_examples: 1756 |
|
download_size: 2125081 |
|
dataset_size: 4696621.306 |
|
- 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 |
|
splits: |
|
- name: train |
|
num_bytes: 3971779.3755 |
|
num_examples: 1711 |
|
download_size: 2056197 |
|
dataset_size: 3971779.3755 |
|
- config_name: php |
|
features: |
|
- name: after |
|
dtype: string |
|
- name: before |
|
dtype: string |
|
- name: diff |
|
dtype: string |
|
- name: instruction |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 3720549.4 |
|
num_examples: 1745 |
|
download_size: 1849519 |
|
dataset_size: 3720549.4 |
|
- 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 |
|
splits: |
|
- name: train |
|
num_bytes: 4067844.83 |
|
num_examples: 1645 |
|
download_size: 2069623 |
|
dataset_size: 4067844.83 |
|
- 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 |
|
splits: |
|
- name: train |
|
num_bytes: 4480084.455 |
|
num_examples: 1617 |
|
download_size: 2117992 |
|
dataset_size: 4480084.455 |
|
- config_name: rust |
|
features: |
|
- name: after |
|
dtype: string |
|
- name: before |
|
dtype: string |
|
- name: diff |
|
dtype: string |
|
- name: instruction |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 3526661.9175 |
|
num_examples: 1695 |
|
download_size: 1852962 |
|
dataset_size: 3526661.9175 |
|
- config_name: scala |
|
features: |
|
- name: after |
|
dtype: string |
|
- name: before |
|
dtype: string |
|
- name: diff |
|
dtype: string |
|
- name: instruction |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 2888898.6925 |
|
num_examples: 1465 |
|
download_size: 1457525 |
|
dataset_size: 2888898.6925 |
|
- config_name: shell |
|
features: |
|
- name: after |
|
dtype: string |
|
- name: before |
|
dtype: string |
|
- name: diff |
|
dtype: string |
|
- name: instruction |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 2387398.504 |
|
num_examples: 1402 |
|
download_size: 1464965 |
|
dataset_size: 2387398.504 |
|
- config_name: swift |
|
features: |
|
- name: after |
|
dtype: string |
|
- name: before |
|
dtype: string |
|
- name: diff |
|
dtype: string |
|
- name: instruction |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 3625333.488 |
|
num_examples: 1722 |
|
download_size: 1754850 |
|
dataset_size: 3625333.488 |
|
- config_name: typescript |
|
features: |
|
- name: after |
|
dtype: string |
|
- name: before |
|
dtype: string |
|
- name: diff |
|
dtype: string |
|
- name: instruction |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 3630079.695 |
|
num_examples: 1705 |
|
download_size: 1893196 |
|
dataset_size: 3630079.695 |
|
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-* |
|
--- |
|
|
|
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"], |
|
} |
|
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) |
|
``` |
