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7 commits

Author SHA1 Message Date
anouarbm
8650307e65 feat(evaluation): Add sample documents for reproducible RAGAS testing
Add 5 markdown documents that users can index to reproduce evaluation results.

Changes:
- Add sample_documents/ folder with 5 markdown files covering LightRAG features
- Update sample_dataset.json with 3 improved, specific test questions
- Shorten and correct evaluation README (removed outdated info about mock responses)
- Add sample_documents reference with expected ~95% RAGAS score

Test Results with sample documents:
- Average RAGAS Score: 95.28%
- Faithfulness: 100%, Answer Relevance: 96.67%
- Context Recall: 88.89%, Context Precision: 95.56%

(cherry picked from commit a172cf893d)
2025-12-04 19:11:09 +08:00
anouarbm
ccdd3c2786 fixed ruff format of csv path
(cherry picked from commit b12b693a81)
2025-12-04 19:11:08 +08:00
anouarbm
949bfc4228 fix: Apply ruff formatting and rename test_dataset to sample_dataset
**Lint Fixes (ruff)**:
- Sort imports alphabetically (I001)
- Add blank line after import traceback (E302)
- Add trailing comma to dict literals (COM812)
- Reformat writer.writerow for readability (E501)

**Rename test_dataset.json → sample_dataset.json**:
- Avoids .gitignore pattern conflict (test_* is ignored)
- More descriptive name - it's a sample/template, not actual test data
- Updated all references in eval_rag_quality.py and README.md

Resolves lint-and-format CI check failure.
Addresses reviewer feedback about test dataset naming.

(cherry picked from commit 5cdb4b0ef2)
2025-12-04 19:11:08 +08:00
yangdx
7896c42fba Restructure semaphore control to manage entire evaluation pipeline
• Move rag_semaphore to wrap full function
• Increase RAG concurrency to 2x eval limit
• Prevent memory buildup from slow evals
• Keep eval_semaphore for RAGAS control

(cherry picked from commit e5abe9dd3d)
2025-12-04 19:09:02 +08:00
yangdx
c459caed26 Implement two-stage pipeline for RAG evaluation with separate semaphores
• Split RAG gen and eval stages
• Add rag_semaphore for stage 1
• Add eval_semaphore for stage 2
• Improve concurrency control
• Update connection pool limits

(cherry picked from commit 83715a3ac1)
2025-12-04 19:09:02 +08:00
ben moussa anouar
dd425e5513 Update lightrag/evaluation/eval_rag_quality.py for launguage
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
(cherry picked from commit 98f0464a31)
2025-12-04 19:09:02 +08:00
yangdx
dec282694c Update .env loading and add API authentication to RAG evaluator
• Load .env from current directory
• Support LIGHTRAG_API_KEY auth header
• Override=False for env precedence
• Add Bearer token to API requests
• Enable per-instance .env configs

(cherry picked from commit 72db042667)
2025-12-04 19:04:25 +08:00