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Optimize sorter
The optimized code replaces a manual bubble sort implementation with Python's built-in `arr.sort()` method, delivering a massive **167,305% speedup**. **Key optimization:** - **Algorithm change**: Bubble sort has O(n²) time complexity, requiring nested loops that make ~73 million comparisons and ~45 million swaps for 1000-element arrays - **Built-in sort**: Python's `arr.sort()` uses Timsort, an optimized hybrid algorithm with O(n log n) average complexity that's implemented in C **Why this is dramatically faster:** - **Reduced operations**: The line profiler shows the original code spent 29.8 seconds in nested loops, while the optimized version completes in 0.005 seconds - **Native implementation**: `arr.sort()` runs at C speed rather than interpreted Python bytecode - **Algorithmic efficiency**: Timsort is particularly fast on already-sorted or reverse-sorted data, explaining the exceptional speedups (47,835% - 76,959%) on large ordered arrays **Test case performance patterns:** - **Small arrays** (5-10 elements): 28-109% speedup - overhead reduction is main benefit - **Large arrays** (1000 elements): 33,000-76,000% speedup - algorithmic improvement dominates - **Best cases**: Already sorted or reverse sorted large arrays show maximum gains due to Timsort's adaptive nature The optimization maintains identical behavior including in-place sorting, return values, and print statements.
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code_to_optimize/bubble_sort.py

Lines changed: 1 addition & 6 deletions
Original file line numberDiff line numberDiff line change
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def sorter(arr):
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print("codeflash stdout: Sorting list")
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for i in range(len(arr)):
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for j in range(len(arr) - 1):
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if arr[j] > arr[j + 1]:
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temp = arr[j]
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arr[j] = arr[j + 1]
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arr[j + 1] = temp
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arr.sort() # using better sort
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print(f"result: {arr}")
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return arr

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