⚡️ Speed up function decouple_and_convert_to_hunks_with_lines_numbers by 14%#36
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The optimized code achieves a **13% speedup** through two main optimizations:
**1. String concatenation to list-based building (major improvement):**
- Changed `patch_with_lines_str` from a string to a list that accumulates fragments
- Replaced `patch_with_lines_str += f"..."` operations with `patch_with_lines_str.append(f"...")`
- Used `''.join(patch_with_lines_str)` at the end instead of repeated string concatenation
- This eliminates O(n²) behavior since Python strings are immutable - each concatenation creates a new string object
**2. Optimized line type detection:**
- Replaced `any([line.startswith('+') for line in new_content_lines])` with custom `any_plus_lines()` function
- The custom functions use early-exit iteration instead of building temporary lists with list comprehensions
- This saves memory allocation and reduces iterations, especially beneficial for patches with many lines
**3. Simplified exception handling:**
- Removed the unnecessary try/except block in `extract_hunk_headers()` since the fallback case was actually more restrictive than the main case
The optimizations are most effective for **large patches** - the test results show the biggest improvements on large-scale cases:
- `test_large_patch_additions()`: 26.1% faster
- `test_large_patch_mixed()`: 24.2% faster
- `test_large_patch_multiple_hunks()`: 35.1% faster
Small patches show minimal or slightly negative impact due to the overhead of list operations, but the overall net benefit is substantial for real-world git patch processing scenarios.
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📄 14% (0.14x) speedup for
decouple_and_convert_to_hunks_with_lines_numbersinpr_agent/algo/git_patch_processing.py⏱️ Runtime :
1.41 milliseconds→1.25 milliseconds(best of571runs)📝 Explanation and details
The optimized code achieves a 13% speedup through two main optimizations:
1. String concatenation to list-based building (major improvement):
patch_with_lines_strfrom a string to a list that accumulates fragmentspatch_with_lines_str += f"..."operations withpatch_with_lines_str.append(f"...")''.join(patch_with_lines_str)at the end instead of repeated string concatenation2. Optimized line type detection:
any([line.startswith('+') for line in new_content_lines])with customany_plus_lines()function3. Simplified exception handling:
extract_hunk_headers()since the fallback case was actually more restrictive than the main caseThe optimizations are most effective for large patches - the test results show the biggest improvements on large-scale cases:
test_large_patch_additions(): 26.1% fastertest_large_patch_mixed(): 24.2% fastertest_large_patch_multiple_hunks(): 35.1% fasterSmall patches show minimal or slightly negative impact due to the overhead of list operations, but the overall net benefit is substantial for real-world git patch processing scenarios.
✅ Correctness verification report:
🌀 Generated Regression Tests and Runtime
To edit these changes
git checkout codeflash/optimize-decouple_and_convert_to_hunks_with_lines_numbers-mgvy09bland push.