metadata
dataset_info:
features:
- name: problem_id
dtype: string
- name: source
dtype: string
- name: task_type
dtype: string
- name: in_source_id
dtype: string
- name: prompt
dtype: string
- name: golden_diff
dtype: string
- name: verification_info
dtype: string
splits:
- name: train
num_bytes: 73682953
num_examples: 1641
download_size: 25413228
dataset_size: 73682953
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
import re
import json
from datasets import load_dataset
PROMPT_TEMPLATE = """\
We are currently solving the following issue within our repository. Here is the issue text:
--- BEGIN ISSUE ---
{issue}
--- END ISSUE ---
Below are some code segments, each from a relevant file. One or more of these files may contain bugs.
--- BEGIN FILES ---
{file_context}
--- END FILES ---
Please first localize the bug based on the issue statement, and then generate a patch according to the `git diff` format fenced by three backticks.
Here is an example:
\```diff
diff --git a/examples/server_async.py b/examples/server_async.py
--- a/examples/server_async.py
+++ b/examples/server_async.py
@@ -313,4 +313,4 @@
if __name__ == "__main__":
- asyncio.run(run_async_server("."), debug=True)
+ asyncio.run(run_async_server(), debug=True)
diff --git a/examples/server_sync.py b/examples/server_sync.py
--- a/examples/server_sync.py
+++ b/examples/server_sync.py
@@ -313,5 +313,5 @@
if __name__ == "__main__":
- server = run_sync_server(".")
+ server = run_sync_server()
server.shutdown()
\```
"""
ds = load_dataset("rasdani/github-patches-10k-sample-sorted", split="train")
def prepend_line_numbers(file_content: str) -> str:
if not file_content:
return ""
lines = file_content.split('\n')
lines = [f"{i+1} {line}" for i, line in enumerate(lines)]
ret = '\n'.join(lines)
ret = ret.strip() + "\n"
return ret
def normalize_diff(diff_text: str) -> str:
diff_text = re.sub(r'(?m)^index [^\n]*\n', '', diff_text)
diff_text = re.sub(r'(?m)^(@@[^@]*@@).*', r'\1', diff_text)
diff_text = diff_text.strip() + "\n"
return diff_text
def filter_diff_by_files(diff: str, touched_files: set) -> str:
"""Filter a git diff to only include changes for specific files."""
if not touched_files:
return diff
lines = diff.split('\n')
filtered_lines = []
include_section = False
for line in lines:
if line.startswith('diff --git'):
# Check if this file should be included
# Extract the file path from "diff --git a/path b/path"
match = re.match(r'diff --git a/(.*?) b/', line)
if match:
file_path = match.group(1)
include_section = file_path in touched_files
else:
include_section = False
if include_section:
filtered_lines.append(line)
return '\n'.join(filtered_lines)
def create_golden_diff(example):
before_paths = [b["path"] for b in example["before_files"]]
after_paths = [a["path"] for a in example["after_files"]]
touched_files = set(before_paths) | set(after_paths)
filtered_diff = filter_diff_by_files(example["pr_diff"], touched_files)
golden_diff = normalize_diff(filtered_diff)
for path in touched_files:
assert path in golden_diff, f"Path {path} not found in golden diff {golden_diff}"
verification_info_dict = {
"golden_diff": golden_diff,
"issue": example["issue"],
"before_files": example["before_files"],
"after_files": example["after_files"],
}
verification_info = json.dumps(verification_info_dict)
return {"golden_diff": golden_diff, "verification_info": verification_info}
def create_prompt(example):
golden_diff = example["golden_diff"]
issue = example["issue"]
before_files = example["before_files"]
file_context = [f"Path: `{x['path']}`\nContent:\n```\n{prepend_line_numbers(x['content'])}```" for x in before_files]
file_context = "\n\n".join(file_context)
prompt = PROMPT_TEMPLATE.format(issue=issue, file_context=file_context, golden_diff=golden_diff)
print(prompt)
print("="*100)
return {"prompt": prompt}
ds_up = ds.map(lambda x, idx: {"problem_id": f"gh_patches_debug_{idx}"}, with_indices=True)
ds_up = ds_up.map(lambda x: {"source": "rasdani/github-patches", "task_type": "git_diff"})
ds_up = ds_up.map(create_golden_diff, num_proc=10)
# example = ds_up[0]
# create_prompt(example)
ds_up = ds_up.map(create_prompt, num_proc=10)
ds_up = ds_up.select_columns(["problem_id", "source", "task_type", "in_source_id", "prompt", "golden_diff", "verification_info"])
# ds_up.push_to_hub("rasdani/github-patches-debug")
ds_up.push_to_hub("rasdani/github-patches-debug-genesys")