This repository contains code to connect MATLAB® to the OpenAI® Chat Completions API (which powers ChatGPT™), OpenAI Images API (which powers DALL·E™), Azure® OpenAI Service, and both local and nonlocal Ollama™ models. This allows you to leverage the natural language processing capabilities of large language models directly within your MATLAB environment.
MathWorks Products (https://www.mathworks.com)
- Requires MATLAB release R2024a or newer.
- Some examples require Text Analytics Toolbox™.
- For OpenAI connections: An active OpenAI API subscription and API key.
- For Azure OpenAI Services: An active Azure subscription with OpenAI access, deployment, and API key.
- For Ollama: An Ollama installation.
See these pages for instructions specific to the 3rd party product selected:
To use this repository with MATLAB Online, click
To use this repository with a local installation of MATLAB, first clone the repository.
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In the system command prompt, run:
git clone https://github.com/matlab-deep-learning/llms-with-matlab.git
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Open MATLAB and navigate to the directory where you cloned the repository.
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Add the directory to the MATLAB path.
addpath('path/to/llms-with-matlab');
To learn how to use this in your workflows, see Examples.
- ProcessGeneratedTextinRealTimebyUsingChatGPTinStreamingMode.md: Learn to implement a simple chat that stream the response.
- SummarizeLargeDocumentsUsingChatGPTandMATLAB.md: Learn to create concise summaries of long texts with ChatGPT. (Requires Text Analytics Toolbox™)
- CreateSimpleChatBot.md: Build a conversational chatbot capable of handling various dialogue scenarios using ChatGPT. (Requires Text Analytics Toolbox)
- AnalyzeScientificPapersUsingFunctionCalls.md: Learn how to create agents capable of executing MATLAB functions.
- AnalyzeTextDataUsingParallelFunctionCallwithChatGPT.md: Learn how to take advantage of parallel function calling.
- RetrievalAugmentedGenerationUsingChatGPTandMATLAB.md: Learn about retrieval augmented generation with a simple use case. (Requires Text Analytics Toolbox™)
- DescribeImagesUsingChatGPT.md: Learn how to use GPT-4 Turbo with Vision to understand the content of an image.
- AnalyzeSentimentinTextUsingChatGPTinJSONMode.md: Learn how to use JSON mode in chat completions
- UsingDALLEToEditImages.md: Learn how to generate images
- UsingDALLEToGenerateImages.md: Create variations of images and editimages.
The license is available in the license.txt file in this GitHub repository.
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