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@codeflash-ai codeflash-ai bot commented Nov 4, 2025

📄 20% (0.20x) speedup for ValkeyDB._convert_bytes in mem0/vector_stores/valkey.py

⏱️ Runtime : 38.7 microseconds 32.2 microseconds (best of 52 runs)

📝 Explanation and details

The optimization achieves a 20% speedup by making the _convert_bytes method more efficient through two key changes:

  1. Replaced isinstance() with type() checks: Changed from isinstance(data, bytes) to data_type is bytes. The isinstance() function checks the entire inheritance hierarchy, while type() with is comparison does a direct type check. For built-in types like bytes, dict, list, and tuple, this is both safe and faster.

  2. Used elif chains instead of separate if statements: The original code performed all four type checks sequentially even after finding a match. The optimized version uses elif to short-circuit after the first match, reducing unnecessary type checks.

The line profiler shows the impact: the original code spent 42,061ns checking isinstance(data, list) on 100 hits, while the optimized version spent only 19,126ns on the equivalent elif data_type is list check - a significant reduction.

These optimizations are particularly effective for recursive data structures with many nested containers, as the savings compound with each recursive call. The method maintains identical behavior and handles the same edge cases (like UnicodeDecodeError), making it a pure performance improvement.

Correctness verification report:

Test Status
⚙️ Existing Unit Tests 🔘 None Found
🌀 Generated Regression Tests 🔘 None Found
⏪ Replay Tests 58 Passed
🔎 Concolic Coverage Tests 🔘 None Found
📊 Tests Coverage 83.3%
⏪ Replay Tests and Runtime
Test File::Test Function Original ⏱️ Optimized ⏱️ Speedup
test_pytest_testsconfigstest_prompts_py_testsvector_storestest_weaviate_py_testsllmstest_deepseek_py_test__replay_test_0.py::test_mem0_vector_stores_valkey_ValkeyDB__convert_bytes 38.7μs 32.2μs 20.2%✅

To edit these changes git checkout codeflash/optimize-ValkeyDB._convert_bytes-mhl3n2ui and push.

Codeflash Static Badge

The optimization achieves a **20% speedup** by making the `_convert_bytes` method more efficient through two key changes:

1. **Replaced `isinstance()` with `type()` checks**: Changed from `isinstance(data, bytes)` to `data_type is bytes`. The `isinstance()` function checks the entire inheritance hierarchy, while `type()` with `is` comparison does a direct type check. For built-in types like `bytes`, `dict`, `list`, and `tuple`, this is both safe and faster.

2. **Used `elif` chains instead of separate `if` statements**: The original code performed all four type checks sequentially even after finding a match. The optimized version uses `elif` to short-circuit after the first match, reducing unnecessary type checks.

The line profiler shows the impact: the original code spent 42,061ns checking `isinstance(data, list)` on 100 hits, while the optimized version spent only 19,126ns on the equivalent `elif data_type is list` check - a significant reduction.

These optimizations are particularly effective for recursive data structures with many nested containers, as the savings compound with each recursive call. The method maintains identical behavior and handles the same edge cases (like UnicodeDecodeError), making it a pure performance improvement.
@codeflash-ai codeflash-ai bot requested a review from mashraf-222 November 4, 2025 21:47
@codeflash-ai codeflash-ai bot added ⚡️ codeflash Optimization PR opened by Codeflash AI 🎯 Quality: High Optimization Quality according to Codeflash labels Nov 4, 2025
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