RAG w/ langchain

1. Setup Qdrant database:

• docker pull qdrant/qdrant
• docker run -p 6333:6333 -v $(pwd)/qdrant_storage:/qdrant/storage qdrant/qdrant

2. Create new qdrant collection:

• curl -X PUT 'http://localhost:6333/collections/rag' \
    -H 'Content-Type: application/json' \
    --data-raw '{
      "vectors": {
        "size": 4096,
        "distance": "Dot"
      }
    }'
  

3. Install dependencies:

• npm install

4. Run import:

• npm run start langchain-qdrant.ts import

5. Ask question:

• npm run start langchain-qdrant.ts ask