⚡ Bolt: Optimize CivicRAG retrieval and verify blockchain integrity#803
⚡ Bolt: Optimize CivicRAG retrieval and verify blockchain integrity#803RohanExploit wants to merge 1 commit into
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- Removed redundant `_tokenize` call in `_prepare_policies` to speed up initialization. - Removed duplicate `isdisjoint` check and redundant `query_len` assignment in `retrieve` hot-path. - Verified system-wide blockchain-style integrity chaining across core entities. - Updated Bolt journal with performance learning regarding tokenizer implementation. - All 107 backend tests, root-level Jest tests, and frontend tests passed.
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Pull request overview
This PR removes a few redundant operations in backend/rag_service.py to slightly reduce CPU overhead in the CivicRAG policy preparation and retrieval hot path. Note: the PR title/description also references “verify blockchain integrity”, but no blockchain/integrity-related code changes are included in the diff.
Changes:
- Remove a duplicate
_tokenize(content)call during policy pre-processing. - Remove a redundant
isdisjoint()check and an unusedquery_lenassignment inretrieve(). - Add a performance note in
.jules/bolt.mdabout tokenizer benchmarking.
Reviewed changes
Copilot reviewed 2 out of 2 changed files in this pull request and generated 1 comment.
| File | Description |
|---|---|
| backend/rag_service.py | Removes redundant tokenization and duplicate set-disjoint checks in CivicRAG retrieval/prep. |
| .jules/bolt.md | Documents tokenizer performance benchmarking guidance. |
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| query_tokens = self._tokenize(query) | ||
| len_query = len(query_tokens) | ||
| if not len_query: | ||
| return None | ||
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| query_len = len(query_tokens) | ||
| best_score = 0.0 | ||
| best_formatted = None |
![cubic-dev-ai[bot]](https://avatars.githubusercontent.com/in/1082092?s=60&v=4){kind=small}
This PR implements several micro-optimizations in the
CivicRAGservice to improve policy retrieval performance.💡 What:
_prepare_policies, a redundant second call toself._tokenize(content)was removed.retrievemethod (the hot-path for RAG), a duplicateisdisjointearly-exit check was removed.query_len = len(query_tokens)was removed fromretrieve.🎯 Why:
These redundancies added unnecessary overhead to the RAG retrieval process, which is executed every time a new issue is reported. Removing them reduces CPU cycles and improves response time for the main issue submission flow.
📊 Impact:
🔬 Measurement:
Verified with
backend/tests/test_rag_service.py. Benchmarking confirmed that while the existing_tokenizeimplementation usingsub().split()is optimal for the current environment, removing redundant calls provides a direct performance gain.Additionally, I verified that the requested blockchain feature is already robustly implemented across the codebase (including
Issue,Grievance,FieldOfficerVisit,ResolutionEvidence, etc.) with O(1) verification optimizations using cached hashes andprevious_integrity_hashcolumns.All test suites (root, frontend, and 107 backend tests) passed successfully.
PR created automatically by Jules for task 11353691181423977775 started by @RohanExploit
Summary by cubic
Optimizes
CivicRAGretrieval by removing redundant tokenization and set checks, reducing init and query latency in the issue submission path. Also confirms our blockchain-style integrity verification is correct and requires no changes.Written for commit 442584a. Summary will update on new commits. Review in cubic