RAG-005RAG · Findinglayaeval.RetrievalCompleteness

Retrieval Completeness

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Simulation state:

When it passes

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Threshold satisfied: evaluation score >= 3.0.

When it fails

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Violation detected: execution flagged for human review or fallback routing.

SDK Specification

Parameter	Value	Description
Class	RetrievalCompleteness	Python evaluator class in layaeval
Required Fields	"query", "retrieved_context"	Arguments expected in the call signature
Default Threshold	>= 3.0	Passes when quality score is at or above this value
Category	RAG Evaluation	Finding (Did search bring back the right pages?)

Python Example

pip install layaeval

retrieval-completeness.py

1from layaeval import RetrievalCompleteness
2
3metric = RetrievalCompleteness(threshold=3.0)  # passes at or above 3.0
4
5res = metric(
6    query="What is the capital of France?",
7    retrieved_context="Paris is the capital of France, with 2.1M residents.",
8)
9
10print(res.passed, res.value, res.confidence)

Related RAG Checks

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Retrieval Relevance

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Document Relevance

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