- Normalizes code block indentation in JSONL training data - Uses textwrap.dedent to remove common leading whitespace - Supports --dry-run mode to preview changes - Handles ```python, ```bash, and plain ``` code blocks Closes #750
163 lines
5.0 KiB
Python
163 lines
5.0 KiB
Python
#!/usr/bin/env python3
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"""
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Fix Training Data Code Block Indentation
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Issue #750: Training data code blocks have inconsistent indentation
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Normalizes code block indentation in JSONL training data files using textwrap.dedent.
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Usage:
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python3 fix_training_indentation.py --input data.jsonl
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python3 fix_training_indentation.py --input data.jsonl --output fixed.jsonl
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python3 fix_training_indentation.py --input data.jsonl --dry-run
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"""
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import json
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import re
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import sys
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import textwrap
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from pathlib import Path
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def fix_code_block_indentation(text):
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"""
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Find code blocks in text and normalize their indentation.
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Handles:
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- ```python ... ``` blocks
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- ```bash ... ``` blocks
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- ``` ... ``` blocks (no language)
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- Nested code blocks in JSON strings
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"""
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if not text or '```' not in text:
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return text, 0
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fixes = 0
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result = text
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# Pattern to match code blocks: ```language\n...code...\n```
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# Also handles cases where code block is indented
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code_block_pattern = re.compile(
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r'(```(?:\w+)?\n)(.*?)(```)',
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re.DOTALL
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)
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def fix_block(match):
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nonlocal fixes
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opening = match.group(1) # ```python\n
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code = match.group(2) # The code content
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closing = match.group(3) # ```
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if not code.strip():
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return match.group(0)
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# Use textwrap.dedent to remove common leading whitespace
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dedented = textwrap.dedent(code)
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# Also handle the case where first line has different indentation
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lines = dedented.split('\n')
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if lines:
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# Find minimum indentation (excluding empty lines)
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min_indent = float('inf')
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for line in lines:
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if line.strip():
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indent = len(line) - len(line.lstrip())
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min_indent = min(min_indent, indent)
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if min_indent > 0 and min_indent != float('inf'):
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# Remove the minimum indentation from all lines
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lines = [line[min_indent:] if line.strip() else line for line in lines]
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dedented = '\n'.join(lines)
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if dedented != code:
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fixes += 1
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return opening + dedented + closing
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result = code_block_pattern.sub(fix_block, result)
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return result, fixes
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def process_jsonl_file(input_path, output_path=None, dry_run=False):
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"""Process a JSONL file and fix code block indentation."""
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input_path = Path(input_path)
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if output_path is None:
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output_path = input_path.with_suffix('.fixed.jsonl')
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else:
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output_path = Path(output_path)
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if not input_path.exists():
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print(f"Error: {input_path} does not exist")
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return 0, 0
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total_entries = 0
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total_fixes = 0
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entries_with_fixes = 0
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with open(input_path, 'r', encoding='utf-8') as f:
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lines = f.readlines()
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fixed_lines = []
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for i, line in enumerate(lines):
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line = line.strip()
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if not line:
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continue
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try:
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entry = json.loads(line)
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except json.JSONDecodeError as e:
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print(f"Warning: Line {i+1} is not valid JSON: {e}")
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fixed_lines.append(line)
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continue
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total_entries += 1
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entry_fixes = 0
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# Process all string fields in the entry
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for key in entry:
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if isinstance(entry[key], str):
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fixed_text, fixes = fix_code_block_indentation(entry[key])
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if fixes > 0:
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entry[key] = fixed_text
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entry_fixes += fixes
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if entry_fixes > 0:
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entries_with_fixes += 1
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total_fixes += entry_fixes
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fixed_lines.append(json.dumps(entry, ensure_ascii=False))
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if dry_run:
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print(f"DRY RUN: Would fix {total_fixes} code blocks in {entries_with_fixes}/{total_entries} entries")
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return total_fixes, entries_with_fixes
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# Write fixed data
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with open(output_path, 'w', encoding='utf-8') as f:
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for line in fixed_lines:
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f.write(line + '\n')
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print(f"Fixed {total_fixes} code blocks in {entries_with_fixes}/{total_entries} entries")
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print(f"Output: {output_path}")
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return total_fixes, entries_with_fixes
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def main():
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import argparse
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parser = argparse.ArgumentParser(description='Fix training data code block indentation')
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parser.add_argument('--input', required=True, help='Input JSONL file')
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parser.add_argument('--output', default=None, help='Output JSONL file (default: input.fixed.jsonl)')
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parser.add_argument('--dry-run', action='store_true', help='Show what would be fixed without writing')
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args = parser.parse_args()
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fixes, entries = process_jsonl_file(args.input, args.output, args.dry_run)
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if fixes == 0:
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print("No fixes needed - code blocks are properly indented")
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elif not args.dry_run:
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print("Done!")
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if __name__ == '__main__':
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main()
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