{"id":22677984,"url":"https://github.com/manav-khandurie/fastapi_chromasearch","last_synced_at":"2026-05-08T04:03:03.126Z","repository":{"id":261476286,"uuid":"884422702","full_name":"Manav-Khandurie/FastAPI_ChromaSearch","owner":"Manav-Khandurie","description":"As a take-home task for CYBERNETYX, we propose implementing a lightweight FastAPl server for RAG. This server should utilize ChromaDB's persistent client for ingesting and querying documents (PDE DOC, DOCX, TXT). Leverage sentence-transformers/all-MiniLM-L6-v2 (CPU) from Hugging Face for embeddings.","archived":false,"fork":false,"pushed_at":"2024-11-06T19:39:04.000Z","size":21,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-29T12:47:32.210Z","etag":null,"topics":["fastapi","huggingface","rag"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Manav-Khandurie.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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}},"created_at":"2024-11-06T18:11:52.000Z","updated_at":"2024-11-07T15:21:13.000Z","dependencies_parsed_at":"2024-11-06T19:39:07.081Z","dependency_job_id":null,"html_url":"https://github.com/Manav-Khandurie/FastAPI_ChromaSearch","commit_stats":null,"previous_names":["manav-khandurie/fastapi_chromasearch"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Manav-Khandurie/FastAPI_ChromaSearch","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Manav-Khandurie%2FFastAPI_ChromaSearch","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Manav-Khandurie%2FFastAPI_ChromaSearch/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Manav-Khandurie%2FFastAPI_ChromaSearch/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Manav-Khandurie%2FFastAPI_ChromaSearch/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Manav-Khandurie","download_url":"https://codeload.github.com/Manav-Khandurie/FastAPI_ChromaSearch/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Manav-Khandurie%2FFastAPI_ChromaSearch/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":266052533,"owners_count":23869475,"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","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","huggingface","rag"],"created_at":"2024-12-09T18:13:39.899Z","updated_at":"2026-05-08T04:03:03.050Z","avatar_url":"https://github.com/Manav-Khandurie.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# FastAPI_ChromaSearch\nAs a take-home task for CYBERNETYX, we propose implementing a lightweight FastAPl server for RAG. This server should utilize ChromaDB's persistent client for ingesting and querying documents (PDE DOC, DOCX, TXT). Leverage sentence-transformers/all-MiniLM-L6-v2 (CPU) from Hugging Face for embeddings.\n\n\n# Steps\n\nS-1) Create a virtual environment\n        `python -m venv venv`\n\nS-2) Activate Virtual Environment\n        `.\\venv\\Scripts\\activate`\n\nS-3) Install packages\n        `pip install -r requirements.txt`\n\nS-4) Run FastAPI server\n        `uvicorn main:app --host 0.0.0.0 --port 8000 --reload`","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmanav-khandurie%2Ffastapi_chromasearch","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmanav-khandurie%2Ffastapi_chromasearch","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmanav-khandurie%2Ffastapi_chromasearch/lists"}