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Validate a RAG dataset before re-indexing

Catch broken chunk sequences, missing provenance, duplicates, and overlap before a scheduled RAG re-index replaces your production vectors.

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RAG Dataset Linter
RAG Dataset Lintersebastian-actors/rag-dataset-linter
Gate
Action
Source type
Source ID
+9 fields
Text
Number
Boolean
List
Object

Input

Minimum tokens:10
Maximum tokens:2000
Near-duplicate similarity:0.95
Maximum adjacent overlap ratio:0.35
Inline records
chunkId:release-0+2
documentId:release-notes+1
sourceUrl:https://example.com/releases+1
chunkIndex:0+2
title:Release notes+2
headingPath
chunkText:Create a repeatable quality gate before each scheduled re-index. Stable chunk identifiers and ordered indexes make regressions visible across ingestion runs.+2
Maximum chunks:1000

Output fields

Gate
Action
Source type
Source ID
Audited
Findings
Errors
Warnings
Exact duplicate rate
Near duplicate rate
Estimated wasted tokens
Truncated
Finished

How it works

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The RAG Dataset Linter Actor is ready to run with the inputs already set for "Validate a RAG dataset before re-indexing". Sign up or log in and you'll land in Apify Console with a copy of this exact task.

Start the "Validate a RAG dataset before re-indexing" task

The RAG Dataset Linter Actor will start running based on the input automatically. You can also change all the input fields, like minimum tokens, maximum tokens, and more, to match your specific use case.

Receive the "Validate a RAG dataset before re-indexing" output

Monitor the progress in real time. You will be notified as soon as your dataset is complete and ready for review. Each result includes data such as gate, action, source type, and more.

Integrate into your workflow

The final output is delivered in JSON, CSV, or Excel format, ready to be plugged into your workflow. You can also run the "Validate a RAG dataset before re-indexing" task via API.

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