{"id":25527113,"url":"https://github.com/subhamsarangi/ragsystemdemo","last_synced_at":"2026-04-11T11:01:48.673Z","repository":{"id":278351302,"uuid":"935333571","full_name":"subhamsarangi/RAGSystemDemo","owner":"subhamsarangi","description":"Use your own data with the power of an LLM","archived":false,"fork":false,"pushed_at":"2025-02-19T09:36:36.000Z","size":173,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-19T10:30:25.094Z","etag":null,"topics":["chromadb","chunking","embeddings","faiss","fastapi","huggingface","langchain","llm","ollama","python","rag","semantic-search","similarity-search"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/subhamsarangi.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}},"created_at":"2025-02-19T09:24:02.000Z","updated_at":"2025-02-19T09:36:39.000Z","dependencies_parsed_at":"2025-02-19T10:40:54.863Z","dependency_job_id":null,"html_url":"https://github.com/subhamsarangi/RAGSystemDemo","commit_stats":null,"previous_names":["subhamsarangi/ragsystemdemo"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/subhamsarangi%2FRAGSystemDemo","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/subhamsarangi%2FRAGSystemDemo/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/subhamsarangi%2FRAGSystemDemo/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/subhamsarangi%2FRAGSystemDemo/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/subhamsarangi","download_url":"https://codeload.github.com/subhamsarangi/RAGSystemDemo/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":239742416,"owners_count":19689310,"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":["chromadb","chunking","embeddings","faiss","fastapi","huggingface","langchain","llm","ollama","python","rag","semantic-search","similarity-search"],"created_at":"2025-02-19T22:17:11.655Z","updated_at":"2026-01-09T12:30:17.386Z","avatar_url":"https://github.com/subhamsarangi.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# LLM Augmentation\n\nUse your own data with the power of an LLM\n\n## RAG (Retrieval Augmented Generation)\nWay to add data to an llm model without retraining it. needed when llm model has a cutoff date or for using sensitive data.\n\n## Vector Embeddings\nA format of data which holds semantic information.\n\n## Semantic Search\nWay to identiify things which are similar in meaning, not in the characters. eg: dog is similar to cat; dog is not similar to dot.\n\n## Useful commands for setup\n```\nollama --version\nollama list\nollama pull llama3.2:1b\n\npoetry init --no-interaction\npoetry add faiss-cpu langchain langchain-community langchain_experimental sentence-transformers langchain-ollama langchain-huggingface fastapi uvicorn python-multipart\n```\n\nTo use deepseek r1\n`ollama pull deepseek-r1:1.5b`\n\n## running the files\n`python script.py` \n\nor\n\n`uvicorn server:app --reload`\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsubhamsarangi%2Fragsystemdemo","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsubhamsarangi%2Fragsystemdemo","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsubhamsarangi%2Fragsystemdemo/lists"}