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Analytics and Observability

R2R provides various tools for analytics and observability to help you monitor and improve the performance of your RAG system.

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Completion Scores

Scores act as an observability metric and are attached to RAG completions in R2R. Scores are bound to values between -1 (a strong negative association) and 1 (a strong positive association), where:
  • A score close to 1 may indicate a highly relevant and accurate completion
  • A score close to 0 may indicate a neutral or uncertain quality
  • A score close to -1 may indicate a potentially irrelevant or incorrect completion
response = client.score_completion("message_id_here", 0.75)
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message_id
uuid.UUID
default:"None"
required
The unique identifier of the completion message to be scored. Found in logs for a message.
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score
float
default:"None"
required
The score to assign to the completion, ranging from -1 to 1.