CPP-UNITTEST-BENCH / data_scrape.py
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Create data_scrape.py (#3)
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import os
import subprocess
from openpyxl import Workbook
from git import Repo
import os
import shutil
import tempfile
import uuid
import re
def remove_cpp_comments(code):
# Remove multi-line comments
code = re.sub(r'/\*[\s\S]*?\*/', '', code)
# Remove single-line comments
code = re.sub(r'//.*', '', code)
# Remove empty lines
code = '\n'.join(line for line in code.splitlines() if line.strip())
return code
def process_dataframe(df):
# Apply comment removal to both 'Code' and 'Unit Test - (Ground Truth)' columns
df['Code'] = df['Code'].apply(remove_cpp_comments)
df['Unit Test - (Ground Truth)'] = df['Unit Test - (Ground Truth)'].apply(remove_cpp_comments)
return df
# Initialize global ID counter
id_counter = 0
def get_remote_default_branch(repo_url):
try:
# Create a temporary directory
temp_dir = tempfile.mkdtemp()
repo = Repo.clone_from(repo_url, temp_dir, depth=1)
# Get the default branch name
default_branch = repo.active_branch.name
return default_branch
except Exception as e:
print(f"Error: {e}")
return None
finally:
# Clean up the temporary directory
shutil.rmtree(temp_dir)
def clone_repo(repo_url: str, local_path: str) -> str:
"""
Clone a Git repository to a local path if it doesn't exist.
Determine the default branch (either 'main', 'master', or another default) of the repository.
Args:
repo_url (str): The URL of the Git repository.
local_path (str): The local path where the repository should be cloned.
Returns:
str: The name of the default branch of the repository.
"""
if not os.path.exists(local_path):
subprocess.run(['git', 'clone', repo_url, local_path], check=True)
def get_commit_hash(repo_path: str) -> str:
"""
Get the latest commit hash of a repository.
Args:
repo_path (str): The local path of the repository.
Returns:
str: The latest commit hash.
"""
result = subprocess.run(['git', '-C', repo_path, 'rev-parse', 'HEAD'], stdout=subprocess.PIPE, check=True)
return result.stdout.decode('utf-8').strip()
def find_files(directory: str, extensions: list) -> dict:
"""
Find files with specific extensions within a directory.
Args:
directory (str): The directory to search within.
extensions (list): A list of file extensions to search for.
Returns:
dict: A dictionary where keys are file extensions and values are lists of file paths.
"""
found_files = {ext: [] for ext in extensions}
for root, _, files in os.walk(directory):
for file in files:
for ext in extensions:
if file.endswith(ext):
found_files[ext].append(os.path.join(root, file))
return found_files
def group_files_by_basename(files_dict: dict) -> dict:
"""
Group files by their base name, associating code files with their corresponding test files.
Args:
files_dict (dict): A dictionary of lists of file paths, categorized by extensions.
Returns:
dict: A dictionary where keys are base names of files and values are dictionaries of file paths.
"""
grouped_files = {}
for ext in ['.cc', '.h']:
for file_path in files_dict.get(ext, []):
base_name = os.path.basename(file_path).replace(ext, '')
if base_name not in grouped_files:
grouped_files[base_name] = {}
grouped_files[base_name][ext] = file_path
for ext in ['_test.cc', '_unittest.cc']:
for file_path in files_dict.get(ext, []):
base_name = os.path.basename(file_path).replace(ext, '')
if base_name not in grouped_files:
grouped_files[base_name] = {}
grouped_files[base_name][ext] = file_path
# Filter out entries without test files
grouped_files_with_tests = {
k: v for k, v in grouped_files.items() if '_test.cc' in v or '_unittest.cc' in v
}
return grouped_files_with_tests
def read_file_content(file_path: str) -> str:
"""
Read the content of a file.
Args:
file_path (str): The path to the file.
Returns:
str: The content of the file.
"""
with open(file_path, 'r') as file:
return file.read()
def process_repo(repo_url: str, local_path: str, default_branch: str) -> list:
"""
Process a repository by finding files, reading content, and generating data for each file.
Args:
repo_url (str): The URL of the Git repository.
local_path (str): The local path of the repository.
default_branch (str): The default branch of the repository.
Returns:
list: A list of file data dictionaries.
"""
codebases_path = 'codebases'
os.makedirs(codebases_path, exist_ok=True)
repo_local_path = os.path.join(codebases_path, local_path)
clone_repo(repo_url, repo_local_path)
# Get the latest commit hash
commit_hash = get_commit_hash(repo_local_path)
repo_directory = repo_local_path
extensions = ['.cc', '.h', '_test.cc', '_unittest.cc']
files_dict = find_files(repo_directory, extensions)
grouped_files = group_files_by_basename(files_dict)
file_data_list = []
for base_name, file_group in grouped_files.items():
code_content = ""
file_path = ""
unit_test_content = ""
unit_test_path = ""
if '.cc' in file_group or '.h' in file_group:
if '.cc' in file_group:
code_content += read_file_content(file_group['.cc']) + "\n"
file_path = file_group['.cc']
elif '.h' in file_group:
code_content += read_file_content(file_group['.h']) + "\n"
file_path = file_group['.h']
if '_test.cc' in file_group:
unit_test_content = read_file_content(file_group['_test.cc'])
unit_test_path = file_group['_test.cc']
elif '_unittest.cc' in file_group:
unit_test_content = read_file_content(file_group['_unittest.cc'])
unit_test_path = file_group['_unittest.cc']
relative_file_path = os.path.relpath(file_path, repo_directory)
relative_unit_test_path = os.path.relpath(unit_test_path, repo_directory)
# Generate a unique identifier (UID)
unique_id = str(uuid.uuid4())
file_data_list.append({
'id': unique_id, # Use UID instead of sequential ID
'language': 'cpp',
'repository_name': f'{repo_url.split("/")[-2]}/{repo_url.split("/")[-1].replace(".git", "")}',
'file_name': base_name,
'file_path_in_repository': relative_file_path,
'file_path_for_unit_test': relative_unit_test_path,
'Code': code_content.strip(),
'Unit Test': unit_test_content.strip(),
'Code Url': f'https://github.com/{repo_url.split("/")[-2]}/{repo_url.split("/")[-1].replace(".git", "")}/blob/{default_branch}/{relative_file_path}',
'Test Code Url': f'https://github.com/{repo_url.split("/")[-2]}/{repo_url.split("/")[-1].replace(".git", "")}/blob/{default_branch}/{relative_unit_test_path}',
'Commit Hash': commit_hash
})
return file_data_list
def save_dict_to_excel(data_dict: dict, output_file: str):
"""
Save a dictionary to an Excel file.
Args:
data_dict (dict): The dictionary to save, with keys as the first column and values as the second.
output_file (str): The path to the output Excel file.
"""
wb = Workbook()
ws = wb.active
ws.title = "Dictionary Data"
# Add headers
ws.append(['Key', 'Value'])
# Append dictionary data
for key, value in data_dict.items():
ws.append([key, value])
# Save the workbook
wb.save(output_file)
print(f"Dictionary has been written to {output_file}")
def save_to_excel(file_data_list: list, output_file: str):
"""
Save the collected file data to an Excel file.
Args:
file_data_list (list): A list of dictionaries containing file data.
output_file (str): The path to the output Excel file.
"""
wb = Workbook()
ws = wb.active
ws.title = "Unit Test Data"
header = [
'ID', 'Language', 'Repository Name', 'File Name',
'File Path in Repository', 'File Path for Unit Test',
'Code', 'Unit Test - (Ground Truth)', 'Code Url', 'Test Code Url', 'Commit Hash'
]
ws.append(header)
for file_data in file_data_list:
ws.append([
file_data['id'],
file_data['language'],
file_data['repository_name'],
file_data['file_name'],
file_data['file_path_in_repository'],
file_data['file_path_for_unit_test'],
file_data['Code'],
file_data['Unit Test'],
file_data['Code Url'],
file_data['Test Code Url'],
file_data['Commit Hash']
])
wb.save(output_file)
print(f"File data has been written to {output_file}")
def combine_repo_data(repo_urls: list):
"""
Combine data from multiple repositories and save it to an Excel file.
Args:
repo_urls (list): A list of Git repository URLs.
"""
all_file_data = []
global_id_counter = 0
# Map for storing repo names and commit hashes
repo_commit_map = {}
for repo_url in repo_urls:
repo_name = repo_url.split("/")[-1].replace(".git", "")
default_branch = get_remote_default_branch(repo_url)
print(repo_url)
print(default_branch)
file_data = process_repo(repo_url, repo_name, default_branch)
all_file_data.extend(file_data)
# Store the commit hash for this repo
repo_commit_map[repo_name] = get_commit_hash(os.path.join('codebases', repo_name))
# Save data to Excel
output_file = 'combined_repo_data.xlsx'
save_to_excel(all_file_data, output_file)
# Print or save the repo-commit hash map for reproducibility
print("Repository and Commit Hash Map:")
for repo, commit_hash in repo_commit_map.items():
print(f"{repo}: {commit_hash}")
save_dict_to_excel(repo_commit_map, 'repo_commit_map.xlsx')
repo_urls = [
'https://github.com/google/googletest.git',
'https://github.com/google/libaddressinput.git',
'https://github.com/abseil/abseil-cpp.git',
'https://github.com/google/libphonenumber.git',
'https://github.com/google/langsvr.git',
'https://github.com/google/tensorstore.git',
'https://github.com/google/arolla.git',
# 'https://github.com/pytorch/pytorch.git',
'https://github.com/tensorflow/tensorflow.git',
'https://github.com/google/glog.git',
'https://github.com/google/leveldb.git',
'https://github.com/google/tsl.git',
'https://github.com/google/quiche.git',
'https://github.com/google/cel-cpp.git'
]
combine_repo_data(repo_urls)