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