Charlie5DH / openai-cookbook

Examples and guides for using the OpenAI API

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 or updated 🆕 ✨

• Question answering using embeddings [Apr 14th, 2023]
• Using vector databases for embeddings search [various dates]
• Powering your products with ChatGPT and your own data [Mar 10th, 2023]
• How to format inputs to ChatGPT models [Mar 1st, 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
  • Powering your products with ChatGPT and your own data
• GPT
  • Guide: How to work with large language models
  • Guide: Techniques to improve reliability
  • How to use a multi-step prompt to write unit tests
• 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
• 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 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
• 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:

• 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.