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What

  • Improved logging during retrieval operations for better observability
  • Added cache stats logging for variable extraction to monitor hit rates
  • JSON repair optimization to reduce unnecessary parsing

Why

  • Better observability into retrieval operations helps track and debug extraction performance
  • Cache stats logging provides insights into whether the lru_cache for variable extraction is beneficial
  • JSON repair optimization reduces unnecessary double parsing for single JSON objects

How

  • Enhanced logging in retrieval.py and simple.py to track retrieval operation flow
  • Integrated periodic cache stats logging (every 50 calls) in variable_replacement.py to report hit rate, cache size, and prompt size
  • Added heuristic in json_repair_helper.py to skip unnecessary double parsing when working with single JSON objects

Can this PR break any existing features. If yes, please list possible items. If no, please explain why.

No. These are additive changes that only add logging and a minor optimization. No API changes or data model modifications.

Database Migrations

Env Config

Relevant Docs

Related Issues or PRs

  • UN-3159

Dependencies Versions

Notes on Testing

These changes should be tested by:

  1. Running retrieval operations and verifying improved logs are visible
  2. Monitoring cache stats output from variable extraction
  3. Verifying JSON repair optimization doesn't affect output correctness

Screenshots

- Add cache statistics logging to variable_replacement lru_cache (logs every 50 calls with hit rate, cache size)
- Move retry logging in simple retriever to only log when actually retrying (not for initial attempts)
- Optimize json_repair_helper with heuristic to skip double parsing when unnecessary
- Add detailed retrieval metrics logging to services/retrieval.py for better observability

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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coderabbitai bot commented Jan 19, 2026

Summary by CodeRabbit

  • Chores
    • Enhanced logging and instrumentation for retrieval operations with improved timing metrics and contextual information.
    • Implemented caching for variable extraction to improve performance and added periodic cache statistics reporting.
    • Improved retry messaging when retrieval context is unavailable due to system lag.

✏️ Tip: You can customize this high-level summary in your review settings.

Walkthrough

These changes enhance logging and instrumentation across retrieval and variable extraction modules. SimpleRetriever logging is adjusted for retry reporting, variable extraction introduces a caching layer with statistics tracking, and retrieval operations now capture and log timing metrics alongside contextual information.

Changes

Cohort / File(s) Summary
Logging Adjustments
prompt-service/src/unstract/prompt_service/core/retrievers/simple.py
Removed initial per-request log; added retry logging when no context is retrieved (before 2-second sleep).
Caching Implementation
prompt-service/src/unstract/prompt_service/helpers/variable_replacement.py
Introduced _extract_variables_cached() helper with LRU caching; extract_variables_from_prompt() now uses cached extraction; periodic cache statistics logging every 50 calls (hits, misses, rate, size).
Retrieval Instrumentation
prompt-service/src/unstract/prompt_service/services/retrieval.py
Added timing and contextual logging across retrieval paths: perform_retrieval derives prompt_name and logs with vector_db_id; run_retrieval computes and logs elapsed time with retrieval metrics; retrieve_complete_context tracks completion time and logs with character length.

Estimated code review effort

🎯 3 (Moderate) | ⏱️ ~20 minutes

🚥 Pre-merge checks | ✅ 2 | ❌ 1
❌ Failed checks (1 warning)
Check name Status Explanation Resolution
Docstring Coverage ⚠️ Warning Docstring coverage is 55.56% which is insufficient. The required threshold is 80.00%. Write docstrings for the functions missing them to satisfy the coverage threshold.
✅ Passed checks (2 passed)
Check name Status Explanation
Title check ✅ Passed The title clearly and concisely describes the main objective of the pull request: adding improved logging for retrieval operations, which aligns with the actual changes across multiple files.
Description check ✅ Passed The description covers all critical template sections with appropriate detail: What/Why/How are comprehensive, breaking changes are explicitly addressed, testing notes are provided, and related issues are documented.

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@chandrasekharan-zipstack chandrasekharan-zipstack changed the title UN-3159 [FEAT] Add improved logging for retrieval operations UN-3159 [MISC] Add improved logging for retrieval operations Jan 19, 2026
Remove the heuristic optimization - keeping only logging improvements in this PR.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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@harini-venkataraman harini-venkataraman left a comment

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LGTM

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Test Results

Summary
  • Runner Tests: 11 passed, 0 failed (11 total)
  • SDK1 Tests: 66 passed, 0 failed (66 total)

Runner Tests - Full Report
filepath function $$\textcolor{#23d18b}{\tt{passed}}$$ SUBTOTAL
$$\textcolor{#23d18b}{\tt{runner/src/unstract/runner/clients/test\_docker.py}}$$ $$\textcolor{#23d18b}{\tt{test\_logs}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{runner/src/unstract/runner/clients/test\_docker.py}}$$ $$\textcolor{#23d18b}{\tt{test\_cleanup}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{runner/src/unstract/runner/clients/test\_docker.py}}$$ $$\textcolor{#23d18b}{\tt{test\_cleanup\_skip}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{runner/src/unstract/runner/clients/test\_docker.py}}$$ $$\textcolor{#23d18b}{\tt{test\_client\_init}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{runner/src/unstract/runner/clients/test\_docker.py}}$$ $$\textcolor{#23d18b}{\tt{test\_get\_image\_exists}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{runner/src/unstract/runner/clients/test\_docker.py}}$$ $$\textcolor{#23d18b}{\tt{test\_get\_image}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{runner/src/unstract/runner/clients/test\_docker.py}}$$ $$\textcolor{#23d18b}{\tt{test\_get\_container\_run\_config}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{runner/src/unstract/runner/clients/test\_docker.py}}$$ $$\textcolor{#23d18b}{\tt{test\_get\_container\_run\_config\_without\_mount}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{runner/src/unstract/runner/clients/test\_docker.py}}$$ $$\textcolor{#23d18b}{\tt{test\_run\_container}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{runner/src/unstract/runner/clients/test\_docker.py}}$$ $$\textcolor{#23d18b}{\tt{test\_get\_image\_for\_sidecar}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{runner/src/unstract/runner/clients/test\_docker.py}}$$ $$\textcolor{#23d18b}{\tt{test\_sidecar\_container}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{TOTAL}}$$ $$\textcolor{#23d18b}{\tt{11}}$$ $$\textcolor{#23d18b}{\tt{11}}$$
SDK1 Tests - Full Report
filepath function $$\textcolor{#23d18b}{\tt{passed}}$$ SUBTOTAL
$$\textcolor{#23d18b}{\tt{tests/test\_platform.py}}$$ $$\textcolor{#23d18b}{\tt{TestPlatformHelperRetry.test\_success\_on\_first\_attempt}}$$ $$\textcolor{#23d18b}{\tt{2}}$$ $$\textcolor{#23d18b}{\tt{2}}$$
$$\textcolor{#23d18b}{\tt{tests/test\_platform.py}}$$ $$\textcolor{#23d18b}{\tt{TestPlatformHelperRetry.test\_retry\_on\_connection\_error}}$$ $$\textcolor{#23d18b}{\tt{2}}$$ $$\textcolor{#23d18b}{\tt{2}}$$
$$\textcolor{#23d18b}{\tt{tests/test\_platform.py}}$$ $$\textcolor{#23d18b}{\tt{TestPlatformHelperRetry.test\_non\_retryable\_http\_error}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/test\_platform.py}}$$ $$\textcolor{#23d18b}{\tt{TestPlatformHelperRetry.test\_retryable\_http\_errors}}$$ $$\textcolor{#23d18b}{\tt{3}}$$ $$\textcolor{#23d18b}{\tt{3}}$$
$$\textcolor{#23d18b}{\tt{tests/test\_platform.py}}$$ $$\textcolor{#23d18b}{\tt{TestPlatformHelperRetry.test\_post\_method\_retry}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/test\_platform.py}}$$ $$\textcolor{#23d18b}{\tt{TestPlatformHelperRetry.test\_retry\_logging}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/test\_prompt.py}}$$ $$\textcolor{#23d18b}{\tt{TestPromptToolRetry.test\_success\_on\_first\_attempt}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/test\_prompt.py}}$$ $$\textcolor{#23d18b}{\tt{TestPromptToolRetry.test\_retry\_on\_errors}}$$ $$\textcolor{#23d18b}{\tt{2}}$$ $$\textcolor{#23d18b}{\tt{2}}$$
$$\textcolor{#23d18b}{\tt{tests/test\_prompt.py}}$$ $$\textcolor{#23d18b}{\tt{TestPromptToolRetry.test\_wrapper\_methods\_retry}}$$ $$\textcolor{#23d18b}{\tt{4}}$$ $$\textcolor{#23d18b}{\tt{4}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestIsRetryableError.test\_connection\_error\_is\_retryable}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestIsRetryableError.test\_timeout\_is\_retryable}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestIsRetryableError.test\_http\_error\_retryable\_status\_codes}}$$ $$\textcolor{#23d18b}{\tt{3}}$$ $$\textcolor{#23d18b}{\tt{3}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestIsRetryableError.test\_http\_error\_non\_retryable\_status\_codes}}$$ $$\textcolor{#23d18b}{\tt{5}}$$ $$\textcolor{#23d18b}{\tt{5}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestIsRetryableError.test\_http\_error\_without\_response}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestIsRetryableError.test\_os\_error\_retryable\_errno}}$$ $$\textcolor{#23d18b}{\tt{5}}$$ $$\textcolor{#23d18b}{\tt{5}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestIsRetryableError.test\_os\_error\_non\_retryable\_errno}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestIsRetryableError.test\_other\_exception\_not\_retryable}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestCalculateDelay.test\_exponential\_backoff\_without\_jitter}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestCalculateDelay.test\_exponential\_backoff\_with\_jitter}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestCalculateDelay.test\_max\_delay\_cap}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestCalculateDelay.test\_max\_delay\_cap\_with\_jitter}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestRetryWithExponentialBackoff.test\_successful\_call\_first\_attempt}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestRetryWithExponentialBackoff.test\_retry\_after\_transient\_failure}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestRetryWithExponentialBackoff.test\_max\_retries\_exceeded}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestRetryWithExponentialBackoff.test\_max\_time\_exceeded}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestRetryWithExponentialBackoff.test\_retry\_with\_custom\_predicate}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestRetryWithExponentialBackoff.test\_no\_retry\_with\_predicate\_false}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestRetryWithExponentialBackoff.test\_exception\_not\_in\_tuple\_not\_retried}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestRetryWithExponentialBackoff.test\_delay\_would\_exceed\_max\_time}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestCreateRetryDecorator.test\_default\_configuration}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestCreateRetryDecorator.test\_environment\_variable\_configuration}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestCreateRetryDecorator.test\_invalid\_max\_retries}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestCreateRetryDecorator.test\_invalid\_max\_time}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestCreateRetryDecorator.test\_invalid\_base\_delay}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestCreateRetryDecorator.test\_invalid\_multiplier}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestCreateRetryDecorator.test\_jitter\_values}}$$ $$\textcolor{#23d18b}{\tt{2}}$$ $$\textcolor{#23d18b}{\tt{2}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestCreateRetryDecorator.test\_custom\_exceptions\_only}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestCreateRetryDecorator.test\_custom\_predicate\_only}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestCreateRetryDecorator.test\_both\_exceptions\_and\_predicate}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestCreateRetryDecorator.test\_exceptions\_match\_but\_predicate\_false}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestPreconfiguredDecorators.test\_retry\_platform\_service\_call\_exists}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
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$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestPreconfiguredDecorators.test\_prompt\_service\_decorator\_retries\_on\_timeout}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
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$$\textcolor{#23d18b}{\tt{tests/utils/test\_retry\_utils.py}}$$ $$\textcolor{#23d18b}{\tt{TestRetryLogging.test\_exception\_logged\_on\_giving\_up}}$$ $$\textcolor{#23d18b}{\tt{1}}$$ $$\textcolor{#23d18b}{\tt{1}}$$
$$\textcolor{#23d18b}{\tt{TOTAL}}$$ $$\textcolor{#23d18b}{\tt{66}}$$ $$\textcolor{#23d18b}{\tt{66}}$$

@chandrasekharan-zipstack chandrasekharan-zipstack merged commit af6c81e into main Jan 21, 2026
7 checks passed
@chandrasekharan-zipstack chandrasekharan-zipstack deleted the feature/UN-3159-improve-retrieval-logging branch January 21, 2026 06:11
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5 participants