{"id":26901650,"url":"https://github.com/tameronline/prompt_public","last_synced_at":"2025-07-08T19:06:00.306Z","repository":{"id":282320234,"uuid":"948172086","full_name":"TamerOnLine/prompt_public","owner":"TamerOnLine","description":null,"archived":false,"fork":false,"pushed_at":"2025-03-14T13:36:50.000Z","size":46,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-06-08T00:47:49.466Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/TamerOnLine.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,"zenodo":null}},"created_at":"2025-03-13T21:46:16.000Z","updated_at":"2025-03-14T13:37:41.000Z","dependencies_parsed_at":"2025-06-08T00:39:27.791Z","dependency_job_id":"d972edd4-dce9-4b1a-b253-482c0d31ef3e","html_url":"https://github.com/TamerOnLine/prompt_public","commit_stats":null,"previous_names":["tameronline/prompt_public"],"tags_count":0,"template":true,"template_full_name":"TamerOnLine/prompt_faiss","purl":"pkg:github/TamerOnLine/prompt_public","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TamerOnLine%2Fprompt_public","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TamerOnLine%2Fprompt_public/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TamerOnLine%2Fprompt_public/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TamerOnLine%2Fprompt_public/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/TamerOnLine","download_url":"https://codeload.github.com/TamerOnLine/prompt_public/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TamerOnLine%2Fprompt_public/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":264330518,"owners_count":23591954,"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":[],"created_at":"2025-04-01T08:54:55.407Z","updated_at":"2025-07-08T19:06:00.278Z","avatar_url":"https://github.com/TamerOnLine.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"Z# 🔍 FAISS Similarity Search Project\n\n## 📌 Introduction\nThis project focuses on **similarity search using FAISS**, a powerful library by **Facebook AI** that enables fast search in high-dimensional data.\n\n## ⚡ Features\n- Supports **multiple data types** (text, images, audio, video, medical, geospatial, tabular, etc.).\n- Uses **LangChain and Ollama** to generate AI-driven similarity search guides.\n- Compatible with **multiple operating systems** with dedicated setup scripts.\n- **GitHub Actions integration** for automated testing and validation.\n\n---\n\n## 📂 Project Structure\n\n```bash\n├── README.md  # This file\n├── requirements.txt  # Dependencies\n├── runtime.txt  # Python version required\n├── src/  # Source code\n│   ├── __init__.py\n│   ├── main.py  # Main script for generating FAISS search guides using LangChain and Ollama\n│   ├── runner.py  # Interactive script execution\n├── tests/  # Unit tests\n│   ├── __init__.py\n│   ├── ollama.py  # Ollama test script\n│   ├── test.py  # Main test runner\n├── .github/workflows/  # CI/CD with GitHub Actions\n│   ├── main.yml\n├── Virtual Environment Setup\n│   ├── activate_project.sh  (Linux \u0026 Mac)\n│   ├── activate_project.bat  (Windows - CMD)\n│   ├── activate_project.ps1  (Windows - PowerShell)\n\n```\n# FAISS Similarity Search Guides\n---\n\n### [🔍 Text Similarity Search](text_faiss_similarity_search.md)\n### [📸 Image Similarity Search](images_faiss_similarity_search.md)\n### [🎵 Audio Similarity Search](audio_faiss_similarity_search.md)\n### [🎥 Video Similarity Search](video_faiss_similarity_search.md)\n### [🏥 Medical Similarity Search](medical_faiss_similarity_search.md)\n### [📊 Tabular Similarity Search](tabular_faiss_similarity_search.md)\n### [🗺️ Geospatial Similarity Search](geospatial_faiss_similarity_search.md)\n### [🤖 AI Embeddings Similarity Search](ai_embeddings_faiss_similarity_search.md)\n\n## 🚀 How to Run\n\n### 1️⃣ Install Dependencies\n```bash\npip install -r requirements.txt\n```\n\n### 2️⃣ Activate Virtual Environment\n- **Linux \u0026 Mac:**\n  ```bash\n  source activate_project.sh\n  ```\n- **Windows (CMD):**\n  ```cmd\n  activate_project.bat\n  ```\n- **Windows (PowerShell):**\n  ```powershell\n  .\\activate_project.ps1\n  ```\n\n### 3️⃣ Run the Project\n```bash\npython src/main.py\n```\n\n### 4️⃣ Run Tests\n```bash\npytest tests/\n```\n\n---\n\n## 🛠️ Technologies Used\n- **FAISS** - Facebook AI Similarity Search\n- **LangChain** - AI workflow management\n- **Ollama** - Local AI query execution\n- **Python 3.10+**\n- **GitHub Actions** - CI/CD automation\n\n---\n\n## 📜 License\nThis project is licensed under the [MIT License](LICENSE).\n\n---\n\n## 📞 Contact \u0026 Contributions\nIf you'd like to **contribute**, feel free to open a **Pull Request** or **create an Issue** on GitHub!\n\n\u003e **👨‍💻 Developer:** [TamerOnLine](https://github.com/TamerOnLine)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftameronline%2Fprompt_public","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftameronline%2Fprompt_public","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftameronline%2Fprompt_public/lists"}