base on Building a quick conversation-based search demo with Lepton AI. <div align="center"> <h1 align="center">Search with Lepton</h1> Build your own conversational search engine using less than 500 lines of code. <br/> <a href="https://search.lepton.run/" target="_blank"> Live Demo </a> <br/> <img width="70%" src="https://github.com/leptonai/search_with_lepton/assets/1506722/845d7057-02cd-404e-bbc7-60f4bae89680"> </div> ## Features - Built-in support for LLM - Built-in support for search engine - Customizable pretty UI interface - Shareable, cached search results ## Setup Search Engine API There are two default supported search engines: Bing and Google. ### Bing Search To use the Bing Web Search API, please visit [this link](https://www.microsoft.com/en-us/bing/apis/bing-web-search-api) to obtain your Bing subscription key. ### Google Search You have three options for Google Search: you can use the [SearchApi Google Search API](https://www.searchapi.io/) from SearchApi, [Serper Google Search API](https://serper.dev) from Serper, or opt for the [Programmable Search Engine](https://developers.google.com/custom-search) provided by Google. ## Setup LLM and KV > [!NOTE] > We recommend using the built-in llm and kv functions with Lepton. > Running the following commands to set up them automatically. ```shell pip install -U leptonai openai && lep login ``` ## Obtain Your Lepton AI Workspace Token You can copy your workspace toke from the Lepton AI Dashboard &rarr; Settings &rarr; Tokens. ## Build 1. Set Bing subscription key ```shell export BING_SEARCH_V7_SUBSCRIPTION_KEY=YOUR_BING_SUBSCRIPTION_KEY ``` 2. Set Lepton AI workspace token ```shell export LEPTON_WORKSPACE_TOKEN=YOUR_LEPTON_WORKSPACE_TOKEN ``` 3. Build web ```shell cd web && npm install && npm run build ``` 4. Run server ```shell BACKEND=BING python search_with_lepton.py ``` For Google Search using SearchApi: ```shell export SEARCHAPI_API_KEY=YOUR_SEARCHAPI_API_KEY BACKEND=SEARCHAPI python search_with_lepton.py ``` For Google Search using Serper: ```shell export SERPER_SEARCH_API_KEY=YOUR_SERPER_API_KEY BACKEND=SERPER python search_with_lepton.py ``` For Google Search using Programmable Search Engine: ```shell export GOOGLE_SEARCH_API_KEY=YOUR_GOOGLE_SEARCH_API_KEY export GOOGLE_SEARCH_CX=YOUR_GOOGLE_SEARCH_ENGINE_ID BACKEND=GOOGLE python search_with_lepton.py ``` ## Deploy You can deploy this to Lepton AI with one click: [](https://dashboard.lepton.ai/workspace-redirect/explore/detail/search-by-lepton) You can also deploy your own version via ```shell lep photon run -n search-with-lepton-modified -m search_with_lepton.py --env BACKEND=BING --env BING_SEARCH_V7_SUBSCRIPTION_KEY=YOUR_BING_SUBSCRIPTION_KEY ``` Learn more about `lep photon` [here](https://www.lepton.ai/docs/references/lep_photon). ", Assign "at most 3 tags" to the expected json: {"id":"7315","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"