⚡️ Speed up function extended_roboflow_errors_handler by 59%#790
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⚡️ Speed up function extended_roboflow_errors_handler by 59%#790codeflash-ai[bot] wants to merge 1 commit into
extended_roboflow_errors_handler by 59%#790codeflash-ai[bot] wants to merge 1 commit into
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The optimization achieves a **58% speedup** by replacing expensive `isinstance()` calls with faster `type()` identity checks and restructuring the control flow. **Key Performance Changes:** 1. **Type Checking Optimization**: Replaced `isinstance(error, ErrorType)` with `error_type = type(error)` followed by `error_type is ErrorType` comparisons. This eliminates the expensive Method Resolution Order (MRO) traversal that `isinstance()` performs, especially beneficial since these exception types don't use inheritance hierarchies. 2. **Single Type Extraction**: The `type(error)` call is performed once at the start and reused throughout, reducing repeated type lookups from ~5-6 calls to just 1. 3. **Early Exit with elif Chain**: Changed from independent `if` statements to `elif` chain, ensuring that once a condition matches, subsequent checks are skipped entirely. **Performance Impact Analysis:** - Line profiler shows the original code spent significant time in `isinstance()` calls (17% + 9.3% + 9.6% + 8.4% + 10.8% = ~55% of total time on type checking) - The optimized version reduces this to ~14% for the single `type()` call plus much faster identity comparisons - Test results show consistent 40-66% speedups across different error scenarios, with bulk operations showing the most dramatic improvements (66.5% faster for 500 unhandled errors) **Best Performance Gains For:** - Functions handling many different error types in sequence - Error handling in hot paths where this function is called frequently - Scenarios with unhandled error types (returns None quickly without expensive isinstance checks) The optimization maintains identical behavior while significantly reducing the computational overhead of error type classification, making it especially valuable in error-heavy workflows or high-throughput scenarios.
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📄 59% (0.59x) speedup for
extended_roboflow_errors_handlerininference/core/workflows/execution_engine/v1/step_error_handlers.py⏱️ Runtime :
679 microseconds→427 microseconds(best of26runs)📝 Explanation and details
The optimization achieves a 58% speedup by replacing expensive
isinstance()calls with fastertype()identity checks and restructuring the control flow.Key Performance Changes:
Type Checking Optimization: Replaced
isinstance(error, ErrorType)witherror_type = type(error)followed byerror_type is ErrorTypecomparisons. This eliminates the expensive Method Resolution Order (MRO) traversal thatisinstance()performs, especially beneficial since these exception types don't use inheritance hierarchies.Single Type Extraction: The
type(error)call is performed once at the start and reused throughout, reducing repeated type lookups from ~5-6 calls to just 1.Early Exit with elif Chain: Changed from independent
ifstatements toelifchain, ensuring that once a condition matches, subsequent checks are skipped entirely.Performance Impact Analysis:
isinstance()calls (17% + 9.3% + 9.6% + 8.4% + 10.8% = ~55% of total time on type checking)type()call plus much faster identity comparisonsBest Performance Gains For:
The optimization maintains identical behavior while significantly reducing the computational overhead of error type classification, making it especially valuable in error-heavy workflows or high-throughput scenarios.
✅ Correctness verification report:
⚙️ Existing Unit Tests and Runtime
workflows/unit_tests/execution_engine/test_step_error_handlers.py::test_extended_roboflow_errors_handler_when_error_should_be_handled_as_in_legacy_caseworkflows/unit_tests/execution_engine/test_step_error_handlers.py::test_extended_roboflow_errors_handler_when_forbidden_error_occursworkflows/unit_tests/execution_engine/test_step_error_handlers.py::test_extended_roboflow_errors_handler_when_forbidden_error_occurs_while_remote_executionworkflows/unit_tests/execution_engine/test_step_error_handlers.py::test_extended_roboflow_errors_handler_when_invalid_model_id_definedworkflows/unit_tests/execution_engine/test_step_error_handlers.py::test_extended_roboflow_errors_handler_when_invalid_model_id_defined_while_remote_executionworkflows/unit_tests/execution_engine/test_step_error_handlers.py::test_extended_roboflow_errors_handler_when_not_authorised_error_occursworkflows/unit_tests/execution_engine/test_step_error_handlers.py::test_extended_roboflow_errors_handler_when_not_authorised_error_occurs_while_remote_executionworkflows/unit_tests/execution_engine/test_step_error_handlers.py::test_extended_roboflow_errors_handler_when_not_found_error_occursworkflows/unit_tests/execution_engine/test_step_error_handlers.py::test_extended_roboflow_errors_handler_when_not_found_error_occurs_while_remote_execution🌀 Generated Regression Tests and Runtime
To edit these changes
git checkout codeflash/optimize-extended_roboflow_errors_handler-miqn7438and push.