⚡ Bolt: [performance improvement] optimize dbf string decoding - #2
⚡ Bolt: [performance improvement] optimize dbf string decoding#2devdudumuniz wants to merge 1 commit into
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Superseded by the reviewed and validated upstream contribution AlertaDengue#337. |
Understood. Acknowledging that this work is now obsolete and stopping work on this task. |
💡 What: Refactored the internal
_decodeprocessing loop insideread_dbf_fastandstream_dbf_fastfrom a conventional for loop iterating row by row into a highly-optimized list comprehension without making function calls.🎯 Why: Iterating over numpy bytes arrays row by row with Python loops and making function calls inside the loop incurs significant performance overhead. Utilizing a list comprehension significantly enhances iteration speeds.
📊 Impact: Reduces decoding time by nearly 50% based on basic benchmark tests iterating over large numpy byte arrays mimicking dbf columns, which helps when running large datasus DBFs.
🔬 Measurement: Can be verified using time metrics directly iterating over a test payload using a numpy string array in
test_dbf_perfscripts. Also the complete pytest suite verified the outcome of the dbf data remains perfectly consistent and tests pass.PR created automatically by Jules for task 11881206877402528401 started by @devdudumuniz