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RAG Processing - Manual Verification Checklist

This document provides a comprehensive manual verification checklist for the RAG (Retrieval-Augmented Generation) processing feature in NeuroLink.


Pre-Verification Setup

Environment Requirements

  • Node.js 18+ installed
  • pnpm package manager installed
  • Project built successfully (pnpm run build)
  • Dependencies installed (pnpm install)

Optional API Keys (for advanced tests)

  • OPENAI_API_KEY - For LLM-based reranking
  • COHERE_API_KEY - For Cohere reranker tests
  • ANTHROPIC_API_KEY - For Claude-based operations

1. Chunker Verification

1.1 ChunkerFactory Tests

TestCommand/ActionExpected ResultStatus
Singleton instanceChunkerFactory.getInstance() === ChunkerFactory.getInstance()Returns same instance[ ]
Available strategiesgetAvailableStrategies()Returns array with 9+ strategies[ ]
Create character chunkercreateChunker('character')Returns chunker with strategy: 'character'[ ]
Create recursive chunkercreateChunker('recursive')Returns chunker with strategy: 'recursive'[ ]
Create sentence chunkercreateChunker('sentence')Returns chunker with strategy: 'sentence'[ ]
Create token chunkercreateChunker('token')Returns chunker with strategy: 'token'[ ]
Create markdown chunkercreateChunker('markdown')Returns chunker with strategy: 'markdown'[ ]
Create HTML chunkercreateChunker('html')Returns chunker with strategy: 'html'[ ]
Create JSON chunkercreateChunker('json')Returns chunker with strategy: 'json'[ ]
Create LaTeX chunkercreateChunker('latex')Returns chunker with strategy: 'latex'[ ]
Create semantic-markdown chunkercreateChunker('semantic-markdown')Returns chunker with strategy: 'semantic-markdown'[ ]

1.2 Alias Resolution Tests

AliasExpected StrategyStatus
charcharacter[ ]
mdmarkdown[ ]
toktoken[ ]
sentsentence[ ]
texlatex[ ]

1.3 ChunkerRegistry Tests

TestCommand/ActionExpected ResultStatus
Singleton instanceChunkerRegistry.getInstance() === ChunkerRegistry.getInstance()Returns same instance[ ]
Get available chunkersgetAvailableChunkers()Returns array with 9+ chunkers[ ]
Has valid chunkerchunkerRegistry.hasChunker('recursive')Returns true[ ]
Has invalid chunkerchunkerRegistry.hasChunker('invalid')Returns false[ ]
Get by use casechunkerRegistry.getChunkersByUseCase('documentation')Includes 'markdown'[ ]

1.4 Chunking Execution Tests

For each chunker, verify the following with sample text:

const chunks = await chunker.chunk(sampleText, { maxSize: 200 });
ChunkerChunks GeneratedValid StructureMetadata PresentStatus
character>0 chunks[ ][ ][ ]
recursive>0 chunks[ ][ ][ ]
sentence>0 chunks[ ][ ][ ]
token>0 chunks[ ][ ][ ]
markdown>0 chunks[ ][ ][ ]
html>0 chunks[ ][ ][ ]
json>0 chunks[ ][ ][ ]
latex>0 chunks[ ][ ][ ]
semantic-markdown>0 chunks[ ][ ][ ]

Chunk structure validation:

// Each chunk should have:
{
id: string, // Non-empty UUID
text: string, // Non-empty content
metadata: {
documentId: string, // Parent document ID
chunkIndex: number, // 0-based index
startOffset: number,
endOffset: number
}
}

2. Reranker Verification

2.1 RerankerFactory Tests

TestCommand/ActionExpected ResultStatus
Singleton instanceRerankerFactory.getInstance() === RerankerFactory.getInstance()Returns same instance[ ]
Available typesgetAvailableRerankerTypes()Returns array with 5 types[ ]
Create simple rerankercreateReranker('simple')Returns reranker with type: 'simple'[ ]
Get metadatagetRerankerMetadata('simple')Returns description, defaultConfig, useCases[ ]
Model-free listrerankerFactory.getModelFreeRerankers()Includes 'simple'[ ]

2.2 Reranker Alias Resolution Tests

AliasExpected TypeStatus
fastsimple[ ]
basicsimple[ ]
semanticllm (requires model)[ ]

2.3 RerankerRegistry Tests

TestCommand/ActionExpected ResultStatus
Singleton instanceRerankerRegistry.getInstance() === RerankerRegistry.getInstance()Returns same instance[ ]
Available rerankersgetAvailableRerankers()Returns array with 4+ rerankers[ ]
Has valid rerankerrerankerRegistry.hasReranker('simple')Returns true[ ]
Has invalid rerankerrerankerRegistry.hasReranker('invalid')Returns false[ ]
Get by use casererankerRegistry.getRerankersByUseCase('fast')Includes 'simple'[ ]

2.4 Reranking Execution Tests

const results = [
{ id: "doc1", text: "Machine learning...", score: 0.85 },
{ id: "doc2", text: "Neural networks...", score: 0.92 },
{ id: "doc3", text: "Data science...", score: 0.78 },
];

const reranked = await reranker.rerank(results, "query", { topK: 3 });
TestExpected ResultStatus
Simple rerank returns topK resultsreranked.length === 3[ ]
Results sorted by score descendingreranked[0].score >= reranked[1].score[ ]
All results have id, text, scoreEach has required fields[ ]

3. Hybrid Search Verification

3.1 BM25 Index Tests

TestCommand/ActionExpected ResultStatus
Create indexnew InMemoryBM25Index()Index created[ ]
Add documentsawait bm25Index.addDocuments(docs)Documents indexed[ ]
Search returns resultsawait bm25Index.search('query', 3)Returns up to 3 results[ ]
Results have scoresEach result has score field[ ]
Results match queryTop results contain query terms[ ]

3.2 Fusion Method Tests

Reciprocal Rank Fusion (RRF)

const vectorRanking = [
{ id: "doc1", rank: 1 },
{ id: "doc2", rank: 2 },
];
const bm25Ranking = [
{ id: "doc2", rank: 1 },
{ id: "doc1", rank: 2 },
];
const fused = reciprocalRankFusion([vectorRanking, bm25Ranking], 60);
TestExpected ResultStatus
Fused scores existfused.size > 0[ ]
Docs in both lists have higher scoresdoc1, doc2 scores > doc3 score[ ]

Linear Combination

const vectorScores = new Map([
["doc1", 0.9],
["doc2", 0.7],
]);
const bm25Scores = new Map([
["doc1", 0.6],
["doc2", 0.8],
]);
const combined = linearCombination(vectorScores, bm25Scores, 0.5);
TestExpected ResultStatus
Combined scores existcombined.size > 0[ ]
Scores are weighted averagedoc1: ~0.75, doc2: ~0.75[ ]

4. Integration Tests

4.1 End-to-End Chunking Pipeline

// 1. Create chunker
const chunker = await createChunker("markdown", { maxSize: 300 });

// 2. Chunk document
const chunks = await chunker.chunk(markdownDocument, { maxSize: 300 });

// 3. Validate
TestExpected ResultStatus
Chunks generatedchunks.length > 0[ ]
All chunks validAll have id, text, metadata[ ]
Chunk sizes reasonableAverage < maxSize[ ]
No empty chunksAll chunk.text.length > 0[ ]

4.2 Multiple Chunker Comparison

ChunkerSame InputProduces ChunksDifferent ResultsStatus
character[ ][ ][ ]
sentence[ ][ ][ ]
recursive[ ][ ][ ]

5. Error Handling Tests

TestActionExpected ResultStatus
Invalid chunker strategycreateChunker('invalid-xyz')Throws "Unknown chunking strategy"[ ]
Invalid reranker typecreateReranker('invalid-xyz')Throws "Unknown reranker type"[ ]
Empty input to chunkerchunker.chunk('')Returns empty array or handles gracefully[ ]
Null input to chunkerchunker.chunk(null)Throws error or handles gracefully[ ]

6. Performance Verification

6.1 Chunking Performance

Test with documents of varying sizes:

Document SizeChunkerTime (ms)MemoryStatus
1 KBrecursive< 100< 10 MB[ ]
10 KBrecursive< 500< 50 MB[ ]
100 KBrecursive< 2000< 200 MB[ ]

6.2 Reranking Performance

Results CountRerankerTime (ms)Status
10simple< 10[ ]
100simple< 50[ ]
1000simple< 500[ ]

7. Test Suite Execution

Run Continuous Test Suite

npx tsx test/continuous-test-suite-rag.ts
Test SuiteStatus
ChunkerFactory[ ] PASS
ChunkerRegistry[ ] PASS
All 9 Chunkers[ ] PASS
RerankerFactory[ ] PASS
RerankerRegistry[ ] PASS
Simple Reranking[ ] PASS
Hybrid Search[ ] PASS
Chunker Integration[ ] PASS
Error Handling[ ] PASS

Run Unit Tests

pnpm test test/rag/
Test FileStatus
ChunkerFactory.test.ts[ ] PASS
ChunkerRegistry.test.ts[ ] PASS
integration/rag.integration.test.ts[ ] PASS
resilience/RetryHandler.test.ts[ ] PASS
resilience/CircuitBreaker.test.ts[ ] PASS

8. Documentation Verification

DocumentExistsAccurateCompleteStatus
TESTING.md[ ][ ][ ][ ]
CONFIGURATION.md[ ][ ][ ][ ]
VERIFICATION.md[ ][ ][ ][ ]
CLI-COVERAGE.md[ ][ ][ ][ ]

Sign-off

RoleNameDateSignature
Developer
QA
Tech Lead

Notes

Add any observations, issues, or recommendations here:

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