{"id":28951212,"url":"https://github.com/passadis/azure-weights-biases","last_synced_at":"2026-05-04T12:32:24.711Z","repository":{"id":299134798,"uuid":"1002155903","full_name":"passadis/azure-weights-biases","owner":"passadis","description":"Boost your RAG Applications with Model Feedback","archived":false,"fork":false,"pushed_at":"2026-02-19T19:09:33.000Z","size":697,"stargazers_count":0,"open_issues_count":3,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-02-19T22:00:14.802Z","etag":null,"topics":["aifoundry","azureai","azureaistudio","fastapi","llm","rag","vue","weights-and-biases"],"latest_commit_sha":null,"homepage":"https://www.cloudblogger.eu/2025/06/10/how-to-boost-and-track-your-ai-models/","language":"Vue","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/passadis.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":"SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-06-14T20:48:49.000Z","updated_at":"2026-02-19T19:09:29.000Z","dependencies_parsed_at":"2025-06-14T22:21:04.681Z","dependency_job_id":"64803e07-ffb0-4b04-a879-3d8ac78d81a0","html_url":"https://github.com/passadis/azure-weights-biases","commit_stats":null,"previous_names":["passadis/azure-weights-biases"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/passadis/azure-weights-biases","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/passadis%2Fazure-weights-biases","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/passadis%2Fazure-weights-biases/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/passadis%2Fazure-weights-biases/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/passadis%2Fazure-weights-biases/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/passadis","download_url":"https://codeload.github.com/passadis/azure-weights-biases/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/passadis%2Fazure-weights-biases/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32607455,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-04T10:08:07.713Z","status":"ssl_error","status_checked_at":"2026-05-04T10:08:02.005Z","response_time":58,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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":["aifoundry","azureai","azureaistudio","fastapi","llm","rag","vue","weights-and-biases"],"created_at":"2025-06-23T14:09:11.603Z","updated_at":"2026-05-04T12:32:24.706Z","avatar_url":"https://github.com/passadis.png","language":"Vue","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://skillicons.dev\"\u003e\n    \u003cimg src=\"https://skillicons.dev/icons?i=azure,vue,cs,python,github\" /\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\n\u003ch1 align=\"center\"\u003eBoost your AI RAG Apps with Feedback and analysis from W\u0026B\u003c/h1\u003e\n\n## Introduction\n\nTrack user satisfaction in your AI chatbot using a lightweight thumbs up/down feedback system integrated with Weights \u0026 Biases. This repo shows how to capture, log,and analyze user feedback to inform continuous model improvement.\n\n\n\n## Technologies Used\n\n- **Frontend**: Vue modern UI with thumbs up, thumbs down components for user Feedback\n- **Backend**: Python with FAST Api\n- **Jupyter Notebooks**: Sample scrapper for blog, AI Search deployment, content upload and embeddings generation\n- **AI Features**: Azure OpenAI for text generation and embeddings (gpt-4o and text-embeddings)\n- **Vector Search**: Vector and Semantic search functionality using Azure AI Search\n- **Weights and Biases**: Trial Cloud Account on Weights and Biases Platform\n\n\n## Features\n\n- 👍👎 Inline thumbs feedback for chat responses\n- Logs feedback and interaction metadata to Weights \u0026 Biases\n- Custom W\u0026B dashboard for insights\n- Built with FastAPI + Azure AI Studio\n- Lightweight frontend in Vite/Vue\n\n## Setup and Deployment\n\n- **Clone the repo**\n- **Create Weights and Biases Trial account**\n- **Deploy gpt-4o and text-embeddings-ada-002**\n- **Install dependencies**\n\n```\nnpm install\n```\n\n- **Configure environment**\n\n```env\n\nAZURE_SEARCH_ENDPOINT=\nAZURE_SEARCH_KEY=\nAZURE_SEARCH_INDEX=\n\nAZURE_OPENAI_ENDPOINT=\nAZURE_OPENAI_KEY=\nAZURE_OPENAI_DEPLOYMENT=\n\nAZURE_OPENAI_EMBEDDING_DEPLOYMENT=\n```\n- **Get the Data or use the sample Notebook**\n  \n***extractblog.py***\n\n- **Create Azure AI Search with Notebooks and upload content and embeddings**\n\n ***create_azure_ai_index.ipynb***\n \n ***embed_and_upload_blog_docs.ipynb***\n\n- **Run Local Dev**\n\n ```\nuvicorn app.main:app --reload - Python backend\nnpm run dev - Vue frontend\n ``` \n\n## Sample Dashboard\n\n![wnball](https://github.com/user-attachments/assets/cf393ba2-87b4-4726-ba12-be511d92ebb0)\n\n\n\n## Contributing\n\nContributions are welcome! Please feel free to submit a Pull Request. For major changes, please open an issue first to discuss what you would like to change.\n\n## License\n\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%2Fpassadis%2Fazure-weights-biases","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpassadis%2Fazure-weights-biases","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpassadis%2Fazure-weights-biases/lists"}