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Update lightrag/evaluation/eval_rag_quality.py for launguage

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Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
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ben moussa anouar 2025-11-02 18:03:54 +01:00 • committed by GitHub
parent 963ad4c637
commit 98f0464a31
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1 changed files with 6 additions and 6 deletions
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lightrag/evaluation/eval_rag_quality.py
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@ -544,14 +544,14 @@ class RAGEvaluator:
# Print benchmark metrics
print("\n" + "=" * 70)
print("📈 BENCHMARK RESULTS (Moyennes)")
print("📈 BENCHMARK RESULTS (Averages)")
print("=" * 70)
avg = benchmark_stats["average_metrics"]
print(f"Moyenne Faithfulness: {avg['faithfulness']:.4f}")
print(f"Moyenne Answer Relevance: {avg['answer_relevance']:.4f}")
print(f"Moyenne Context Recall: {avg['context_recall']:.4f}")
print(f"Moyenne Context Precision: {avg['context_precision']:.4f}")
print(f"Moyenne RAGAS Score: {avg['ragas_score']:.4f}")
print(f"Average Faithfulness: {avg['faithfulness']:.4f}")
print(f"Average Answer Relevance: {avg['answer_relevance']:.4f}")
print(f"Average Context Recall: {avg['context_recall']:.4f}")
print(f"Average Context Precision: {avg['context_precision']:.4f}")
print(f"Average RAGAS Score: {avg['ragas_score']:.4f}")
print(f"\nMin RAGAS Score: {benchmark_stats['min_ragas_score']:.4f}")
print(f"Max RAGAS Score: {benchmark_stats['max_ragas_score']:.4f}")