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Development preview built from commit 5737e89d15a8. This is not a released version and the APIs shown here may still change. Released documentation: sdk.pinecone.io/python.
Python SDK documentation (development preview)
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Python SDK documentation (development preview)

Getting Started

  • Installation
  • Quickstart
  • Authentication

Guides

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

Migration & FAQ

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

Indexes

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

Vectors

  • Upserting and querying vectors
  • 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
  • Models
  • Schema Builder
  • Exceptions

Async (AsyncPinecone)

  • AsyncPinecone
  • AsyncIndex

gRPC (GrpcIndex)

  • Using the gRPC Client
  • GrpcIndex

Admin

  • Admin
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