base on Super simple MLX (apple silicon) CLIP based photo similarity web app # 📸 Embed-Photos 🖼️ [](LICENSE) Welcome to Embed-Photos, a powerful photo similarity search engine built by [@harperreed](https://github.com/harperreed)! 🎉 This project leverages the CLIP (Contrastive Language-Image Pre-training) model to find visually similar images based on textual descriptions. 🔍🖼️ ## 🌟 Features - 🚀 Fast and efficient image search using the CLIP model - 💻 Works on Apple Silicon (MLX) only - 💾 Persistent storage of image embeddings using SQLite and Chroma - 🌐 Web interface for easy interaction and exploration - 🔒 Secure image serving and handling - 📊 Logging and monitoring for performance analysis - 🔧 Configurable settings using environment variables ## Screenshot  ## 📂 Repository Structure ``` embed-photos/ ├── README.md ├── generate_embeddings.py ├── requirements.txt ├── start_web.py └── templates ├── README.md ├── base.html ├── display_image.html ├── index.html ├── output.txt └── query_results.html ``` - `generate_embeddings.py`: Script to generate image embeddings using the CLIP model - `requirements.txt`: Lists the required Python dependencies - `start_web.py`: Flask web application for the photo similarity search - `templates/`: Contains HTML templates for the web interface ## 🚀 Getting Started 1. Clone the repository: ``` git clone https://github.com/harperreed/photo-similarity-search.git ``` 2. Install the required dependencies: ``` pip install -r requirements.txt ``` 3. Configure the application by setting the necessary environment variables in a `.env` file. 4. Generate image embeddings: ``` python generate_embeddings.py ``` 5. Start the web application: ``` python start_web.py ``` 6. Open your web browser and navigate to `http://localhost:5000` to explore the photo similarity search! ## Todo - Use siglip instead of clip - add a more robust config - make mlx optional ## 🙏 Acknowledgments The Embed-Photos project builds upon the work of the Apple (mlx!), the CLIP model and leverages various open-source libraries. We extend our gratitude to the authors and contributors of these projects. Happy searching! 🔍✨ ", Assign "at most 3 tags" to the expected json: {"id":"9469","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"