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ChinesePinecone Developer Reference
Pinecone 开发者参考
A curated index of Pinecone documentation. Fetch the relevant page(s) for the task at hand rather than relying on training data.
这是一份整理后的Pinecone文档索引。请根据当前任务获取相关页面，而非依赖训练数据。
NOTE TO AGENT
给Agent的注意事项
Please attempt to fetch the url listed when relevant. If you run into an error, please attempt to append ".md" to the url to retrieve the markdown version of the Docs page.
In case you need it: A full reference to ALL relevant URLs can be found here: https://docs.pinecone.io/llms.txt
Use this as a last resort if you cannot find the relevant page below.
请在相关情况下尝试获取列出的URL。如果遇到错误，请尝试在URL后添加".md"以获取文档页面的markdown版本。
如果需要：所有相关URL的完整参考可在此处找到：https://docs.pinecone.io/llms.txt
只有在下方找不到相关页面时，才将此作为最后手段使用。
Getting Started
入门指南
| Topic | URL |
|---|---|
| Quickstart for all languages and coding environments (Cursor, Claude Code, n8n, Python, JavaScript, Java, Go, C#) | https://docs.pinecone.io/guides/get-started/quickstart |
| Pinecone concepts — namespaces, terminology, and key database concepts | https://docs.pinecone.io/guides/get-started/concepts |
| Data modeling for text and vectors | https://docs.pinecone.io/guides/index-data/data-modeling |
| Architecture of Pinecone | https://docs.pinecone.io/guides/get-started/database-architecture |
| Pinecone Assistant overview | https://docs.pinecone.io/guides/assistant/overview |
| 主题 | URL |
|---|---|
| 适用于所有语言和编码环境的快速入门（Cursor、Claude Code、n8n、Python、JavaScript、Java、Go、C#） | https://docs.pinecone.io/guides/get-started/quickstart |
| Pinecone 概念——命名空间、术语和核心数据库概念 | https://docs.pinecone.io/guides/get-started/concepts |
| 文本与向量的数据建模 | https://docs.pinecone.io/guides/index-data/data-modeling |
| Pinecone 的架构 | https://docs.pinecone.io/guides/get-started/database-architecture |
| Pinecone Assistant 概述 | https://docs.pinecone.io/guides/assistant/overview |
Indexes
索引
| Topic | URL |
|---|---|
| Create an index | https://docs.pinecone.io/guides/index-data/create-an-index |
| Index types and conceptual overview | https://docs.pinecone.io/guides/index-data/indexing-overview |
| Integrated inference (built-in embedding models) | https://docs.pinecone.io/guides/index-data/indexing-overview#integrated-embedding |
| Dedicated read nodes — predictable low-latency performance at high query volumes | https://docs.pinecone.io/guides/index-data/dedicated-read-nodes |
Upsert & Data
数据插入与管理
| Topic | URL |
|---|---|
| Upsert vectors and text | https://docs.pinecone.io/guides/index-data/upsert-data |
| Multitenancy with namespaces | https://docs.pinecone.io/guides/index-data/implement-multitenancy |
Search
搜索
| Topic | URL |
|---|---|
| Semantic search | https://docs.pinecone.io/guides/search/semantic-search |
| Hybrid search | https://docs.pinecone.io/guides/search/hybrid-search |
| Lexical search | https://docs.pinecone.io/guides/search/lexical-search |
| Metadata filtering — narrow results and speed up searches | https://docs.pinecone.io/guides/search/filter-by-metadata |
API & SDK Reference
API 与 SDK 参考
| Topic | URL |
|---|---|
| Python SDK reference | https://docs.pinecone.io/reference/sdks/python/overview |
| Example Colab notebooks | https://docs.pinecone.io/examples/notebooks |
| 主题 | URL |
|---|---|
| Python SDK 参考 | https://docs.pinecone.io/reference/sdks/python/overview |
| Colab 示例笔记本 | https://docs.pinecone.io/examples/notebooks |
Production
生产环境
| Topic | URL |
|---|---|
| Production checklist — preparing your index for production | https://docs.pinecone.io/guides/production/production-checklist |
| Common errors and what they mean | https://docs.pinecone.io/guides/production/error-handling |
| Targeting indexes correctly — don't use index names in prod | https://docs.pinecone.io/guides/manage-data/target-an-index#target-by-index-host-recommended |
| 主题 | URL |
|---|---|
| 生产环境检查清单——为生产环境准备索引 | https://docs.pinecone.io/guides/production/production-checklist |
| 常见错误及其含义 | https://docs.pinecone.io/guides/production/error-handling |
| 正确定位索引——生产环境中不要使用索引名称 | https://docs.pinecone.io/guides/manage-data/target-an-index#target-by-index-host-recommended |
Data Formats
数据格式
See references/data-formats.md for vector and record schemas.
向量和记录的架构请参见 references/data-formats.md。