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@codeflash-ai codeflash-ai bot commented Jan 24, 2025

📄 10% (0.10x) speedup for Color.as_hex in pydantic/color.py

⏱️ Runtime : 20.9 microseconds 19.0 microseconds (best of 115 runs)

📝 Explanation and details

To optimize the given Python program for faster execution, we can make a few improvements.

  1. Avoid Repeated Function Calls in Loop: Instead of calling float_to_255 in each iteration of the list comprehension, move it outside the loop when possible.
  2. Use String Concatenation Efficiently: Use join efficiently over multiple steps.
  3. Cache Commonly Used Values: If applicable, store frequently used or calculated values for reuse.
  4. Short-Circuit Conditions: Evaluate the most common conditions first for faster exit.

Here is the optimized version of the provided code.

Explanation:

  • Loop Optimization: Pre-calculated alpha value is directly accessed and then added to the values list if it exists, reducing duplicated list slicing.
  • Efficient String Concatenation: Combined loop inside join operation rather than two-step concatenation which improves performance slightly.
  • Short-circuit the repeat_vehicle check: Use slicing directly inside join.

Correctness verification report:

Test Status
⚙️ Existing Unit Tests 18 Passed
🌀 Generated Regression Tests 🔘 None Found
⏪ Replay Tests 🔘 None Found
🔎 Concolic Coverage Tests 🔘 None Found
📊 Tests Coverage 100.0%
⚙️ Existing Unit Tests Details
- codeflash_concolic_3rkoed57/tmp0zbro6s3/test_concolic_coverage.py
- test_color.py

📢 Feedback on this optimization? Discord

To optimize the given Python program for faster execution, we can make a few improvements.

1. **Avoid Repeated Function Calls in Loop:** Instead of calling `float_to_255` in each iteration of the list comprehension, move it outside the loop when possible.
2. **Use String Concatenation Efficiently:** Use join efficiently over multiple steps.
3. **Cache Commonly Used Values:** If applicable, store frequently used or calculated values for reuse.
4. **Short-Circuit Conditions:** Evaluate the most common conditions first for faster exit.

Here is the optimized version of the provided code.



**Explanation:**

- **Loop Optimization:** Pre-calculated `alpha` value is directly accessed and then added to the `values` list if it exists, reducing duplicated list slicing.
- **Efficient String Concatenation:** Combined loop inside join operation rather than two-step concatenation which improves performance slightly.
- **Short-circuit the `repeat_vehicle` check:** Use slicing directly inside join.
@codeflash-ai codeflash-ai bot added the ⚡️ codeflash Optimization PR opened by Codeflash AI label Jan 24, 2025
@codeflash-ai codeflash-ai bot requested a review from misrasaurabh1 January 24, 2025 07:08
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