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 API key (create a free account).

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

Recently added/updated 🆕 ✨

• Embeddings playground (streamlit app) [May 19th, 2023]
• How to use a multi-step prompt to write unit tests [May 19, 2023]
• How to create dynamic masks with DALL·E and Segment Anything [May 19th, 2023]
• Question answering using embeddings [Apr 14th, 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
• GPT
  • How to format inputs to ChatGPT models
  • How to stream completions
  • How to use a multi-step prompt to write unit tests
  • Guide: How to work with large language models
  • Guide: Techniques to improve reliability
• Embeddings
  • Text comparison examples
  • How to get embeddings
  • Question answering using embeddings
  • Using vector databases for embeddings search
  • Semantic search using embeddings
  • Recommendations using embeddings
  • Clustering embeddings
  • Visualizing embeddings in 2D or 3D
  • Embedding long texts
  • Embeddings playground (streamlit app)
• Apps
  • File Q&A
  • Web Crawl Q&A
  • Powering your products with ChatGPT and your own data
• 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
  • How to create dynamic masks with DALL·E and Segment Anything
• Azure OpenAI (alternative API from Microsoft Azure)
  • How to use ChatGPT with Azure OpenAI
  • How to get completions from Azure OpenAI
  • How to get embeddings from Azure OpenAI
  • How to fine-tune GPT-3 with Azure OpenAI

Related resources

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

• Experiment with ChatGPT
• 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
• 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.