https://github.com/m15kh/fastapi_ai
https://github.com/m15kh/fastapi_ai
fastapi fastapi-ai-agent-langchain-startup
Last synced: about 1 month ago
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- Host: GitHub
- URL: https://github.com/m15kh/fastapi_ai
- Owner: m15kh
- Created: 2025-08-26T16:51:11.000Z (10 months ago)
- Default Branch: master
- Last Pushed: 2025-08-26T21:04:00.000Z (10 months ago)
- Last Synced: 2025-08-27T05:52:57.557Z (10 months ago)
- Topics: fastapi, fastapi-ai-agent-langchain-startup
- Language: Python
- Homepage:
- Size: 1000 Bytes
- Stars: 0
- Watchers: 0
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# FastAPI for AI Model Development
FastAPI is a modern, fast (high-performance) web framework for building APIs with Python. It is particularly well-suited for serving AI models due to its asynchronous capabilities and ease of use.
## Example: Connecting a Large Language Model (LLM) with FastAPI
Below is an example of how you can use FastAPI to serve an LLM model:
1. Load your AI model (e.g., an LLM) using a library like `transformers`.
2. Create FastAPI endpoints to interact with the model.
3. Deploy the FastAPI app to make the model accessible.
### Visual Representation
The following diagram illustrates the connection between FastAPI and an LLM model:
This setup allows you to send requests to the FastAPI app, which processes the input and returns the model's response.
---
## How to Run the Application
Follow these steps to run the FastAPI server and Streamlit client:
1. **Start the FastAPI Server**
Open a terminal and run the following command:
```bash
uvicorn server:app --reload
2. Start the streamlit Server
```bash
streamlit run client.py