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Python SDK documentation
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Python SDK documentation

Getting started

  • Installation
  • Quickstart
  • Authentication

Concepts and guides

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

Indexes

  • Working with serverless indexes
  • Working with pod-based indexes
  • Backups and restore
  • Working with collections
  • Working with namespaces

Documents

  • Declare a schema and upsert documents
  • Search documents
  • Fetch, update, delete, and list documents

Vectors

  • Upserting and querying vectors
  • Large ingests with upsert_from_dataframe
  • Bulk importing vectors

Inference

  • Generating embeddings
  • Reranking results

Assistant

  • Working with the assistant

Legacy integrated indexes

  • Legacy integrated indexes (legacy Records API)

Migration and FAQ

  • Upgrading from 10.0 to 10.1
  • Migrating to V10
  • 10.0: gRPC upsert_from_dataframe reports partial failures instead of raising
  • Migrating from v8.x to v9.x
  • FAQ

Reference

  • Pinecone
  • Index
  • AsyncPinecone
  • AsyncIndex
  • GrpcIndex
  • Admin
  • Schema builder
  • Models
  • Exceptions
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