OpenAI Cookbook

The OpenAI Cookbook shares example code for accomplishing common tasks with the OpenAI API.

To run these examples, you'll need an OpenAI account and associated API key (create a free account).

Most code examples are written in Python, though the concepts can be applied in any language.

Recently added 🆕 ✨

• How to format inputs to ChatGPT models [Mar 1st, 2023]
• Using Vector Databases for Embeddings Search with Redis [Feb 15th, 2023]
• Website Q&A with Embeddings [Feb 11th, 2023]
• File Q&A with Embeddings [Feb 11th, 2023]
• Visualize Embeddings in Weights & Biases [Feb 9th, 2023]
• Retrieval Enhanced Generative Question Answering with Pinecone [Feb 8th, 2023]

Guides & examples

• API usage
  • How to handle rate limits
    • Example parallel processing script that avoids hitting rate limits
  • How to count tokens with tiktoken
  • How to stream completions
• ChatGPT
  • How to format inputs to ChatGPT models
• GPT-3
  • Guide: How to work with large language models
  • Guide: Techniques to improve reliability
  • How to use a multi-step prompt to write unit tests
  • Text writing examples
  • Text explanation examples
  • Text editing examples
  • Code writing examples
  • Code explanation examples
  • Code editing examples
• Embeddings
  • Text comparison examples
  • How to get embeddings
  • Question answering using embeddings
  • Semantic search using embeddings
  • Recommendations using embeddings
  • Clustering embeddings
  • Visualizing embeddings in 2D or 3D
  • Embedding long texts
• Fine-tuning GPT-3
  • Guide: best practices for fine-tuning GPT-3 to classify text
  • Fine-tuned classification
• DALL-E
  • How to generate and edit images with DALL-E
• Azure OpenAI (alternative API from Microsoft Azure)
  • How to get completions from Azure OpenAI
  • How to get embeddings from Azure OpenAI
  • How to fine-tune GPT-3 with Azure OpenAI
• Apps
  • File Q and A
  • Web Crawl Q and A

Related resources

Beyond the code examples here, you can learn about the OpenAI API from the following resources:

• Try out the API in the OpenAI Playground
• Read about the API in the OpenAI Documentation
• Discuss the API in the OpenAI Community Forum
• Look for help in the OpenAI Help Center
• See example prompts in the OpenAI Examples
• Play with a free research preview of ChatGPT
• Stay up to date with the OpenAI Blog

Contributing

If there are examples or guides you'd like to see, feel free to suggest them on the issues page.