⚡️ Speed up method MultipartUploadManager._calculate_parts by 12% - #18
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The optimized code achieves a 12% speedup through two key algorithmic improvements: **1. Bit shifting for power-of-2 multiplications** - Replaced `* 1024 * 1024` with `<< 20` (left shift by 20 bits) - This eliminates two multiplication operations per constant calculation, as bit shifting is significantly faster than multiplication for powers of 2 **2. Manual ceiling division instead of math.ceil()** - Replaced `math.ceil(file_size / target_part_size)` with integer division plus conditional increment: `file_size // target_part_size` followed by `if file_size % target_part_size: num_parts += 1` - This avoids the overhead of floating-point division, function calls to `math.ceil()`, and the math module import - Applied the same pattern for calculating both `num_parts` and `part_size` The optimizations are most effective for larger files that require multipart uploads, as shown in the test results where cases like "file_just_over_target_size" and "file_multiple_of_target_size" show 36%+ improvements. Small files that return early (single part) see minimal or slight slowdowns due to the additional conditional checks, but the overall performance gain is substantial for the primary use case of large file uploads. These micro-optimizations compound because `_calculate_parts()` is called frequently during file upload operations, making the cumulative performance improvement significant.
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📄 12% (0.12x) speedup for
MultipartUploadManager._calculate_partsinsrc/together/filemanager.py⏱️ Runtime :
36.4 microseconds→32.5 microseconds(best of664runs)📝 Explanation and details
The optimized code achieves a 12% speedup through two key algorithmic improvements:
1. Bit shifting for power-of-2 multiplications
* 1024 * 1024with<< 20(left shift by 20 bits)2. Manual ceiling division instead of math.ceil()
math.ceil(file_size / target_part_size)with integer division plus conditional increment:file_size // target_part_sizefollowed byif file_size % target_part_size: num_parts += 1math.ceil(), and the math module importnum_partsandpart_sizeThe optimizations are most effective for larger files that require multipart uploads, as shown in the test results where cases like "file_just_over_target_size" and "file_multiple_of_target_size" show 36%+ improvements. Small files that return early (single part) see minimal or slight slowdowns due to the additional conditional checks, but the overall performance gain is substantial for the primary use case of large file uploads.
These micro-optimizations compound because
_calculate_parts()is called frequently during file upload operations, making the cumulative performance improvement significant.✅ Correctness verification report:
🌀 Generated Regression Tests and Runtime
⏪ Replay Tests and Runtime
test_pytest_testsunittest_multipart_upload_manager_py_testsunittest_files_upload_routing_py_testsunittest__replay_test_0.py::test_together_filemanager_MultipartUploadManager__calculate_parts🔎 Concolic Coverage Tests and Runtime
codeflash_concolic_atws5rsq/tmpu3uu2bbi/test_concolic_coverage.py::test_MultipartUploadManager__calculate_partscodeflash_concolic_atws5rsq/tmpu3uu2bbi/test_concolic_coverage.py::test_MultipartUploadManager__calculate_parts_2To edit these changes
git checkout codeflash/optimize-MultipartUploadManager._calculate_parts-mgzy2g7land push.