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Large Language Models (LLMs) with MATLAB

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.

Requirements

MathWorks Products (https://www.mathworks.com)

Requires MATLAB release R2024a or newer.
Some examples require Text Analytics Toolbox™.

3rd Party Products:

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.

Setup

See these pages for instructions specific to the 3rd party product selected:

MATLAB Online

To use this repository with MATLAB Online, click

MATLAB Desktop

To use this repository with a local installation of MATLAB, first clone the repository.

In the system command prompt, run:

git clone https://github.com/matlab-deep-learning/llms-with-matlab.git

Open MATLAB and navigate to the directory where you cloned the repository.
Add the directory to the MATLAB path.
```
addpath('path/to/llms-with-matlab');
```

Examples

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.

License

The license is available in the license.txt file in this GitHub repository.

Community Support

MATLAB Central