⚡️ Speed up function custom_job_console_uri by 16%
#50
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The optimized code achieves a **16% speedup** through two targeted micro-optimizations that reduce expensive attribute lookups and dictionary access overhead: **Key Optimization 1: Method Caching in `_parse_resource_name`** - **What**: Added class-level caching of the expensive `getattr(cls.client_class.get_gapic_client_class(), cls._parse_resource_name_method)` call using a cached attribute `_cached__parse_resource_name_callable` - **Why faster**: The original code performed this complex attribute chain lookup on every call (2038 times in profiling), taking 3726.9ns per hit. The optimized version does this lookup only once per class and reuses the cached callable, reducing per-call overhead to just 242.7ns for the cache check - **Impact**: Line profiler shows the expensive lookup line went from 100% of method time to only 0.1% after caching **Key Optimization 2: Local Variable Binding in `custom_job_console_uri`** - **What**: Extracted `fields['location']`, `fields['custom_job']`, and `fields['project']` into local variables before the f-string construction - **Why faster**: Eliminates repeated dictionary key lookups during f-string formatting. Each dictionary access has overhead, and the original code performed these lookups inline within the f-string - **Impact**: F-string construction time reduced from 378.9ns to 287.5ns per hit **Performance Characteristics:** - Most effective for workloads with **repeated calls to the same class** (caching benefit grows over time) - **High-frequency scenarios** see the best gains, as shown in large-scale tests (15-27% speedup) - **Edge cases with long strings** show smaller but still meaningful improvements (9-13% speedup) - All **functional behavior preserved** - no changes to return values, error handling, or external interfaces
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📄 16% (0.16x) speedup for
custom_job_console_uriingoogle/cloud/aiplatform/utils/console_utils.py⏱️ Runtime :
3.18 milliseconds→2.73 milliseconds(best of60runs)📝 Explanation and details
The optimized code achieves a 16% speedup through two targeted micro-optimizations that reduce expensive attribute lookups and dictionary access overhead:
Key Optimization 1: Method Caching in
_parse_resource_namegetattr(cls.client_class.get_gapic_client_class(), cls._parse_resource_name_method)call using a cached attribute_cached__parse_resource_name_callableKey Optimization 2: Local Variable Binding in
custom_job_console_urifields['location'],fields['custom_job'], andfields['project']into local variables before the f-string constructionPerformance Characteristics:
✅ Correctness verification report:
🌀 Generated Regression Tests and Runtime
To edit these changes
git checkout codeflash/optimize-custom_job_console_uri-mglof1ztand push.