Pinecone tutorial

Fully managed, zero ops, serverless.

Setup¶

pip install pinecone-client import pinecone pc = pinecone.Pinecone(api_key=’key’) pc.create_index(name=’docs’, dimension=1536, metric=’cosine’, spec=pinecone.ServerlessSpec(cloud=’aws’, region=’us-east-1’))

Operace¶

index = pc.Index(‘docs’) index.upsert(vectors=[(‘d1’,[0.1,0.2,…],{‘text’:’PG guide’})]) results = index.query(vector=[0.1,…], top_k=5, include_metadata=True)

• Zero ops
• Serverless
• Metadata filtering
• LangChain integrace

Pinecone pro produkci¶

Nejjednodušší managed řešení.