{"id":50668384,"url":"https://github.com/humankernel/rag-revamped","last_synced_at":"2026-06-08T08:09:36.772Z","repository":{"id":283649154,"uuid":"952451303","full_name":"humankernel/rag-revamped","owner":"humankernel","description":"Advanced Iterative RAG pipeline + (Gradio UI), local","archived":false,"fork":false,"pushed_at":"2025-06-20T00:10:33.000Z","size":1272,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-06-20T01:21:30.319Z","etag":null,"topics":["gradio","nlp","retrieval-augmented-generation","vllm"],"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/humankernel.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":"2025-03-21T09:53:07.000Z","updated_at":"2025-06-20T00:09:56.000Z","dependencies_parsed_at":"2025-03-21T11:23:38.892Z","dependency_job_id":"eca86b5d-92ae-4766-bc58-81dc8ef44935","html_url":"https://github.com/humankernel/rag-revamped","commit_stats":null,"previous_names":["humankernel/rag-revamped"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/humankernel/rag-revamped","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/humankernel%2Frag-revamped","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/humankernel%2Frag-revamped/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/humankernel%2Frag-revamped/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/humankernel%2Frag-revamped/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/humankernel","download_url":"https://codeload.github.com/humankernel/rag-revamped/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/humankernel%2Frag-revamped/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34053662,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-08T02:00:07.615Z","response_time":111,"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":["gradio","nlp","retrieval-augmented-generation","vllm"],"created_at":"2026-06-08T08:07:56.895Z","updated_at":"2026-06-08T08:09:36.768Z","avatar_url":"https://github.com/humankernel.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Advanced RAG Chatbot\n\nThis project is a simple prototype developed for a [research paper](https://github.com/humankernel/rag-paper/blob/main/rcci_template.pdf) focused on democratizing AI tools for managing PDF documents in resource-limited contexts. It serves as an advanced Retrieval-Augmented Generation (RAG) pipeline example, showcasing how AI can facilitate document management.\n\n## Features\n\n-\n\n## Installation\n\nTo set up the project locally, follow these steps:\n\n1. Clone the repository:\n\n```bash\ngit clone https://github.com/humankernel/rag.git\ncd rag\n```\n\n2. Install the dependencies: `uv sync`\n\n(Optional) Setup PyPi cuban repos\n```shell\n# uv will use the cuban national pypi repos\n# if you don't want this open the `pyproject.toml`\n# and remove the following:\n# [[tool.uv.index]]\n# url = \"http://nexus.prod.uci.cu/repository/pypi-all/simple\"\n# default = true\n```\n\n3. Setup `.env` variables\n4. Execute `uv run main`, this will start the Gradio UI\n\n(Optional) In a local environment (e.g dev mode) you can start a separated `vLLM` instance.\n```shell\n# https://docs.vllm.ai/en/stable/serving/engine_args.html\n❯ vllm serve ./qwen2.5-1.5b-instruct-q8_0.gguf --device cuda --gpu-memory-utilization 0.6 --max-model-len 2048\n```\n\n## Tests\n\n```sh\npytest .\n```\n\n## License\nThis project is licensed under the MIT License - see the LICENSE file for details\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhumankernel%2Frag-revamped","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhumankernel%2Frag-revamped","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhumankernel%2Frag-revamped/lists"}