Contents Menu Expand Light mode Dark mode Auto light/dark, in light mode Auto light/dark, in dark mode Skip to content
Python SDK documentation
Logo
Python SDK documentation

Getting Started

  • Installation
  • Quickstart
  • Authentication

Guides

  • How Pinecone Works
  • Sync vs Async Clients
  • Error Handling
  • Retries and Resilience
  • Pagination
  • Performance
  • How Bulk Ingest Behaves

Migration & FAQ

  • Migrating to V10
  • 10.0: gRPC upsert_from_dataframe reports partial failures instead of raising
  • Migrating from v8.x to v9.x
  • FAQ

Indexes

  • Working with Serverless Indexes
  • Working with pod-based indexes
  • Backups and restore

Vectors

  • Upserting and querying vectors
  • Reliable Large Ingests with upsert_from_dataframe
  • Bulk importing vectors
  • Working with namespaces

Inference

  • Generating embeddings
  • Reranking results

Assistant

  • Working with the assistant

Collections

  • Working with collections

Integrated Records

  • Integrated records (server-side embedding)

Sync (Pinecone)

  • Pinecone
  • Index

Async (AsyncPinecone)

  • AsyncPinecone
  • AsyncIndex

gRPC (GrpcIndex)

  • Using the gRPC Client
  • GrpcIndex

Admin

  • Admin

Shared Types

  • Models
  • Schema Builder
  • Exceptions
Back to top
Copyright ©
Made with Sphinx and @pradyunsg's Furo