{"id":30717215,"url":"https://github.com/m15kh/fastapi_ai","last_synced_at":"2026-05-20T07:02:02.753Z","repository":{"id":311828065,"uuid":"1045101518","full_name":"m15kh/FastAPI_Ai","owner":"m15kh","description":null,"archived":false,"fork":false,"pushed_at":"2025-08-26T21:04:00.000Z","size":1,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"master","last_synced_at":"2025-08-27T05:52:57.557Z","etag":null,"topics":["fastapi","fastapi-ai-agent-langchain-startup"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/m15kh.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-08-26T16:51:11.000Z","updated_at":"2025-08-26T21:04:03.000Z","dependencies_parsed_at":"2025-08-27T05:53:00.166Z","dependency_job_id":"f9586dde-a690-44eb-9f50-a5ab852be1fd","html_url":"https://github.com/m15kh/FastAPI_Ai","commit_stats":null,"previous_names":["m15kh/fastapi_ai"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/m15kh/FastAPI_Ai","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/m15kh%2FFastAPI_Ai","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/m15kh%2FFastAPI_Ai/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/m15kh%2FFastAPI_Ai/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/m15kh%2FFastAPI_Ai/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/m15kh","download_url":"https://codeload.github.com/m15kh/FastAPI_Ai/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/m15kh%2FFastAPI_Ai/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273417253,"owners_count":25101812,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-09-03T02:00:09.631Z","response_time":76,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["fastapi","fastapi-ai-agent-langchain-startup"],"created_at":"2025-09-03T08:49:50.900Z","updated_at":"2026-05-20T07:02:02.736Z","avatar_url":"https://github.com/m15kh.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# FastAPI for AI Model Development\n\nFastAPI 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.\n\n## Example: Connecting a Large Language Model (LLM) with FastAPI\n\nBelow is an example of how you can use FastAPI to serve an LLM model:\n\n1. Load your AI model (e.g., an LLM) using a library like `transformers`.\n2. Create FastAPI endpoints to interact with the model.\n3. Deploy the FastAPI app to make the model accessible.\n\n### Visual Representation\n\nThe following diagram illustrates the connection between FastAPI and an LLM model:\n\n\u003cdiv style=\"display: flex; justify-content: center; gap: 20px;\"\u003e\n    \u003cimg src=\"assets/llm.png\" alt=\"LLM Model with FastAPI Connection\" style=\"width: 300px; height: 300px; object-fit: cover;\"\u003e\n    \u003cimg src=\"assets/vison.png\" alt=\"Vision Generator Model with FastAPI Connection\" style=\"width: 300px; height: 300px; object-fit: cover;\"\u003e\n\u003c/div\u003e\n\nThis setup allows you to send requests to the FastAPI app, which processes the input and returns the model's response.\n\n---\n\n## How to Run the Application\n\nFollow these steps to run the FastAPI server and Streamlit client:\n\n1. **Start the FastAPI Server**  \n   Open a terminal and run the following command:\n   ```bash\n   uvicorn server:app --reload\n\n2. Start the streamlit Server\n    ```bash\n    streamlit run client.py\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fm15kh%2Ffastapi_ai","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fm15kh%2Ffastapi_ai","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fm15kh%2Ffastapi_ai/lists"}