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

Connect MATLAB to LLM APIs, including OpenAI® Chat Completions, Azure® OpenAI Services, and Ollama™
https://github.com/matlab-deep-learning/llms-with-matlab

azure chatgpt-api llm matlab ollama ollama-api openai-api openai-chatgpt

Last synced: about 4 hours ago
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Connect MATLAB to LLM APIs, including OpenAI® Chat Completions, Azure® OpenAI Services, and Ollama™

Host: GitHub
URL: https://github.com/matlab-deep-learning/llms-with-matlab
Owner: matlab-deep-learning
License: other
Created: 2023-10-09T14:39:17.000Z (over 1 year ago)
Default Branch: main
Last Pushed: 2024-10-29T10:27:45.000Z (2 months ago)
Last Synced: 2024-10-29T12:10:04.328Z (2 months ago)
Topics: azure, chatgpt-api, llm, matlab, ollama, ollama-api, openai-api, openai-chatgpt
Language: MATLAB
Homepage:
Size: 73.9 MB
Stars: 107
Watchers: 17
Forks: 23
Open Issues: 3
Metadata Files:
- Readme: README.md
- License: license.txt
- Codeowners: .github/CODEOWNERS
- Security: SECURITY.md

Awesome Lists containing this project

README

        # Large Language Models (LLMs) with MATLAB

[![Open in MATLAB Online](https://www.mathworks.com/images/responsive/global/open-in-matlab-online.svg)](https://matlab.mathworks.com/open/github/v1?repo=matlab-deep-learning/llms-with-matlab) [![View Large Language Models (LLMs) with MATLAB on File Exchange](https://www.mathworks.com/matlabcentral/images/matlab-file-exchange.svg)](https://www.mathworks.com/matlabcentral/fileexchange/163796-large-language-models-llms-with-matlab) 

This repository contains code to connect MATLAB® to the [OpenAI® Chat Completions API](https://platform.openai.com/docs/guides/text-generation/chat-completions-api) (which powers ChatGPT™), OpenAI Images API (which powers DALL·E™), [Azure® OpenAI Service](https://learn.microsoft.com/en-us/azure/ai-services/openai/), and both local and nonlocal [Ollama™](https://ollama.com/) 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:

* [OpenAI](doc/OpenAI.md)

* [Azure](doc/Azure.md)

* [Ollama](doc/Ollama.md)

### MATLAB Online

To use this repository with MATLAB Online, click [![Open in MATLAB Online](https://www.mathworks.com/images/responsive/global/open-in-matlab-online.svg)](https://matlab.mathworks.com/open/github/v1?repo=matlab-deep-learning/llms-with-matlab)

### MATLAB Desktop

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

1. In the system command prompt, run:

    ```bash

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

    ```

   

2. Open MATLAB and navigate to the directory where you cloned the repository.

3. Add the directory to the MATLAB path.

    ```matlab

    addpath('path/to/llms-with-matlab');

    ```

## Examples

To learn how to use this in your workflows, see [Examples](/examples/).

- [ProcessGeneratedTextinRealTimebyUsingChatGPTinStreamingMode.md](/examples/ProcessGeneratedTextinRealTimebyUsingChatGPTinStreamingMode.md): Learn to implement a simple chat that stream the response. 

- [SummarizeLargeDocumentsUsingChatGPTandMATLAB.md](/examples/SummarizeLargeDocumentsUsingChatGPTandMATLAB.md): Learn to create concise summaries of long texts with ChatGPT. (Requires Text Analytics Toolbox™)

- [CreateSimpleChatBot.md](/examples/CreateSimpleChatBot.md): Build a conversational chatbot capable of handling various dialogue scenarios using ChatGPT. (Requires Text Analytics Toolbox)

- [AnalyzeScientificPapersUsingFunctionCalls.md](/examples/AnalyzeScientificPapersUsingFunctionCalls.md): Learn how to create agents capable of executing MATLAB functions. 

- [AnalyzeTextDataUsingParallelFunctionCallwithChatGPT.md](/examples/AnalyzeTextDataUsingParallelFunctionCallwithChatGPT.md): Learn how to take advantage of parallel function calling. 

- [RetrievalAugmentedGenerationUsingChatGPTandMATLAB.md](/examples/RetrievalAugmentedGenerationUsingChatGPTandMATLAB.md): Learn about retrieval augmented generation with a simple use case. (Requires Text Analytics Toolbox™)

- [DescribeImagesUsingChatGPT.md](/examples/DescribeImagesUsingChatGPT.md): Learn how to use GPT-4 Turbo with Vision to understand the content of an image. 

- [AnalyzeSentimentinTextUsingChatGPTinJSONMode.md](/examples/AnalyzeSentimentinTextUsingChatGPTinJSONMode.md): Learn how to use JSON mode in chat completions

- [UsingDALLEToEditImages.md](/examples/UsingDALLEToEditImages.md): Learn how to generate images

- [UsingDALLEToGenerateImages.md](/examples/UsingDALLEToGenerateImages.md): Create variations of images and editimages. 

## License

The license is available in the [license.txt](license.txt) file in this GitHub repository.

## Community Support

[MATLAB Central](https://www.mathworks.com/matlabcentral)

Copyright 2023-2024 The MathWorks, Inc.