⚡️ Speed up method CloudCostManagementApi.get_custom_costs_file by 23%#2
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The optimization applies **two key performance improvements** that eliminate unnecessary dictionary operations:
**1. Fast-path optimization in `Endpoint.call_with_http_info`:**
- When only one parameter is passed (common for simple GET requests), the code now avoids creating temporary dictionaries by directly extracting the single key-value pair
- This eliminates the overhead of `list(kwargs.keys())` and multiple dictionary lookups for single-parameter endpoints
- The optimization specifically targets the hot path identified in profiling where dictionary operations consumed significant time
**2. Direct parameter passing in `get_custom_costs_file`:**
- Instead of creating a `kwargs` dictionary and then calling `**kwargs`, the method now directly passes `file_id=file_id`
- This eliminates the dictionary creation (`kwargs: Dict[str, Any] = {}`), key assignment (`kwargs["file_id"] = file_id`), and unpacking (`**kwargs`) operations
- The line profiler shows this single change reduced the method's execution time from 86% to nearly 0% of the total runtime
**Why this leads to speedup:**
- Dictionary creation and manipulation in Python involves hash table operations and memory allocation overhead
- For high-frequency API calls with single parameters, these operations become a bottleneck
- The optimizations are most effective for simple endpoints with single parameters (like `get_custom_costs_file` with just `file_id`)
**Test case benefits:**
The annotated tests show consistent 20-30% improvements across most scenarios, with the largest gains (42-53%) in cases involving single-parameter calls or repeated operations, which directly benefit from the reduced dictionary overhead.
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📄 23% (0.23x) speedup for
CloudCostManagementApi.get_custom_costs_fileinsrc/datadog_api_client/v2/api/cloud_cost_management_api.py⏱️ Runtime :
299 microseconds→243 microseconds(best of123runs)📝 Explanation and details
The optimization applies two key performance improvements that eliminate unnecessary dictionary operations:
1. Fast-path optimization in
Endpoint.call_with_http_info:list(kwargs.keys())and multiple dictionary lookups for single-parameter endpoints2. Direct parameter passing in
get_custom_costs_file:kwargsdictionary and then calling**kwargs, the method now directly passesfile_id=file_idkwargs: Dict[str, Any] = {}), key assignment (kwargs["file_id"] = file_id), and unpacking (**kwargs) operationsWhy this leads to speedup:
get_custom_costs_filewith justfile_id)Test case benefits:
The annotated tests show consistent 20-30% improvements across most scenarios, with the largest gains (42-53%) in cases involving single-parameter calls or repeated operations, which directly benefit from the reduced dictionary overhead.
✅ Correctness verification report:
🌀 Generated Regression Tests and Runtime
🔎 Concolic Coverage Tests and Runtime
To edit these changes
git checkout codeflash/optimize-CloudCostManagementApi.get_custom_costs_file-mgau67lmand push.