⚡️ Speed up function _addindent by 22%#7
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The optimization achieves a **22% speedup** by eliminating redundant operations and reducing the number of intermediate variables: **Key Changes:** 1. **Pre-compute the indent string once**: `indent = " " * num_spaces` is calculated upfront instead of repeating `num_spaces * " "` for every line in the list comprehension. 2. **Single-pass join operation**: Instead of mutating the list with `pop(0)`, creating a new list, joining it, and then concatenating with the first line, the optimized version directly constructs the final result with `"\n".join([s[0]] + [indent + line for line in s[1:]])` 3. **Eliminate intermediate variables**: Removes the need for `first` and multiple reassignments to `s`. **Why it's faster:** - **Reduced string operations**: The original code performs `num_spaces * " "` multiplication for each line (49.2% of total time), while the optimized version does it once. - **Fewer list operations**: Eliminates the `pop(0)` operation and intermediate list reassignment. - **Direct construction**: Builds the final result in one operation instead of multiple concatenations. **Performance characteristics from tests:** - **Large-scale improvements**: Shows significant gains with many lines (23.6% faster for 1000 lines, 63.1% faster for 1000 empty lines) - **Best for multi-line strings**: Most effective when `len(s) > 1`, with minimal impact on single-line cases - **Scales well with line count**: Performance improvement increases with more lines to indent
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📄 22% (0.22x) speedup for
_addindentindoctr/utils/repr.py⏱️ Runtime :
579 microseconds→475 microseconds(best of315runs)📝 Explanation and details
The optimization achieves a 22% speedup by eliminating redundant operations and reducing the number of intermediate variables:
Key Changes:
indent = " " * num_spacesis calculated upfront instead of repeatingnum_spaces * " "for every line in the list comprehension.pop(0), creating a new list, joining it, and then concatenating with the first line, the optimized version directly constructs the final result with"\n".join([s[0]] + [indent + line for line in s[1:]])firstand multiple reassignments tos.Why it's faster:
num_spaces * " "multiplication for each line (49.2% of total time), while the optimized version does it once.pop(0)operation and intermediate list reassignment.Performance characteristics from tests:
len(s) > 1, with minimal impact on single-line cases✅ Correctness verification report:
🌀 Generated Regression Tests and Runtime
To edit these changes
git checkout codeflash/optimize-_addindent-mg7rh1z8and push.