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Merge remote-tracking branch 'lightrag-fork/feat/ragas-evaluation' into feat/ragas-evaluation

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anouarbm 2025-11-02 18:47:40 +01:00
commit 77db08038c
1 changed files with 6 additions and 6 deletions
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12
lightrag/evaluation/eval_rag_quality.py
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@ -547,14 +547,14 @@ class RAGEvaluator:
# Print benchmark metrics
logger.info("")
logger.info("%s", "=" * 70)
logger.info("📈 BENCHMARK RESULTS (Moyennes)")
logger.info("📈 BENCHMARK RESULTS (Average)")
logger.info("%s", "=" * 70)
avg = benchmark_stats["average_metrics"]
logger.info("Moyenne Faithfulness: %.4f", avg["faithfulness"])
logger.info("Moyenne Answer Relevance: %.4f", avg["answer_relevance"])
logger.info("Moyenne Context Recall: %.4f", avg["context_recall"])
logger.info("Moyenne Context Precision: %.4f", avg["context_precision"])
logger.info("Moyenne RAGAS Score: %.4f", avg["ragas_score"])
logger.info("Average Faithfulness: %.4f", avg["faithfulness"])
logger.info("Average Answer Relevance: %.4f", avg["answer_relevance"])
logger.info("Average Context Recall: %.4f", avg["context_recall"])
logger.info("Average Context Precision: %.4f", avg["context_precision"])
logger.info("Average RAGAS Score: %.4f", avg["ragas_score"])
logger.info("")
logger.info(
"Min RAGAS Score: %.4f",