⚡️ Speed up method ApplicationSecurityApi.list_application_security_waf_custom_rules by 17%#5
Open
codeflash-ai[bot] wants to merge 1 commit intomasterfrom
Conversation
…rules
The optimized code achieves a **17% speedup** through two key micro-optimizations:
**1. Method lookup caching in `Endpoint.call_with_http_info`:**
- Stores method references (`self._validate_and_get_host`, `self.gather_params`, `self.api_client.call_api`) in local variables
- This eliminates repeated attribute lookups during method calls, which is faster in Python since local variable access is more efficient than attribute resolution
- The profiler shows the original took 24.4μs vs optimized 15.7μs for this method
**2. Removed unnecessary kwargs dictionary creation in `list_application_security_waf_custom_rules`:**
- Original: `kwargs: Dict[str, Any] = {}` then `**kwargs` unpacking
- Optimized: Direct call with no arguments since the endpoint expects none
- Eliminates dictionary creation and unpacking overhead
**3. Added forward reference for ApiClient type hint:**
- Changed `api_client: ApiClient` to `api_client: "ApiClient"` to avoid potential circular import issues
The optimizations are particularly effective for **high-frequency API calls** where these micro-optimizations compound. Test results show consistent 17-44% improvements across various scenarios, with the largest gains (43.9%) on edge cases with duplicate IDs, suggesting the optimizations help most when the call overhead becomes a larger fraction of total execution time.
These changes preserve all functionality while reducing the per-call overhead through more efficient Python bytecode execution patterns.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
📄 17% (0.17x) speedup for
ApplicationSecurityApi.list_application_security_waf_custom_rulesinsrc/datadog_api_client/v2/api/application_security_api.py⏱️ Runtime :
24.9 microseconds→21.2 microseconds(best of42runs)📝 Explanation and details
The optimized code achieves a 17% speedup through two key micro-optimizations:
1. Method lookup caching in
Endpoint.call_with_http_info:self._validate_and_get_host,self.gather_params,self.api_client.call_api) in local variables2. Removed unnecessary kwargs dictionary creation in
list_application_security_waf_custom_rules:kwargs: Dict[str, Any] = {}then**kwargsunpacking3. Added forward reference for ApiClient type hint:
api_client: ApiClienttoapi_client: "ApiClient"to avoid potential circular import issuesThe optimizations are particularly effective for high-frequency API calls where these micro-optimizations compound. Test results show consistent 17-44% improvements across various scenarios, with the largest gains (43.9%) on edge cases with duplicate IDs, suggesting the optimizations help most when the call overhead becomes a larger fraction of total execution time.
These changes preserve all functionality while reducing the per-call overhead through more efficient Python bytecode execution patterns.
✅ Correctness verification report:
🌀 Generated Regression Tests and Runtime
🔎 Concolic Coverage Tests and Runtime
To edit these changes
git checkout codeflash/optimize-ApplicationSecurityApi.list_application_security_waf_custom_rules-mgb0n8kkand push.