base on Deploy your agentic worfklows to production [](https://github.com/astral-sh/uv) [](https://pypi.org/project/llama-deploy)  [](https://docs.llamaindex.ai/en/latest/module_guides/llama_deploy/) [](https://github.com/run-llama/llama_deploy/actions/workflows/unit_test.yml) [](https://github.com/run-llama/llama_deploy/actions/workflows/e2e_test.yml) [](https://coveralls.io/github/run-llama/llama_deploy?branch=main) # 🦙 LlamaDeploy 🤖 LlamaDeploy (formerly `llama-agents`) is an async-first framework for deploying, scaling, and productionizing agentic multi-service systems based on [workflows from `llama_index`](https://docs.llamaindex.ai/en/stable/understanding/workflows/). With LlamaDeploy, you can build any number of workflows in `llama_index` and then run them as services, accessible through a HTTP API by a user interface or other services part of your system. The goal of LlamaDeploy is to easily transition something that you built in a notebook to something running on the cloud with the minimum amount of changes to the original code, possibly zero. In order to make this transition a pleasant one, you can interact with LlamaDeploy in two ways: - Using the [`llamactl`](https://docs.llamaindex.ai/en/latest/module_guides/llama_deploy/40_llamactl/) CLI from a shell. - Through the [_LlamaDeploy SDK_](https://docs.llamaindex.ai/en/latest/module_guides/llama_deploy/30_python_sdk/) from a Python application or script. Both the SDK and the CLI are part of the LlamaDeploy Python package. To install, just run: ```bash pip install -U llama-deploy ``` > [!TIP] > For a comprehensive guide to LlamaDeploy's architecture and detailed descriptions of its components, visit our [official documentation](https://docs.llamaindex.ai/en/latest/module_guides/llama_deploy/). ## Why LlamaDeploy? 1. **Seamless Deployment**: It bridges the gap between development and production, allowing you to deploy `llama_index` workflows with minimal changes to your code. 3. **Flexibility**: By using a hub-and-spoke architecture, you can easily swap out components (like message queues) or add new services without disrupting the entire system. 4. **Fault Tolerance**: With built-in retry mechanisms and failure handling, LlamaDeploy adds robustness in production environments. 6. **Async-First**: Designed for high-concurrency scenarios, making it suitable for real-time and high-throughput applications. > [!NOTE] > This project was initially released under the name `llama-agents`, but the introduction of [Workflows](https://docs.llamaindex.ai/en/stable/module_guides/workflow/#workflows) in `llama_index` turned out to be the most intuitive way for our users to develop agentic applications. We then decided to add new agentic features in `llama_index` directly, and focus LlamaDeploy on closing the gap between local development and remote execution of agents as services. ## Quick Start with `llamactl` Spin up a running deployment in minutes using the interactive CLI wizard: ```bash # 1. Install the package & CLI pip install -U llama-deploy # 2. Scaffold a new project (interactive) llamactl init # or non-interactive llamactl init --name project-name --template basic # 3. Enter the project cd project-name # 4. Start the control-plane API server (new terminal) python -m llama_deploy.apiserver # 5. Deploy the generated workflow (another terminal) llamactl deploy deployment.yml # 6. Call it! llamactl run --deployment hello-deploy --arg message "Hello world!" ``` Looking for more templates or integrations? Check the [`examples`](examples) directory for end-to-end demos (message queues, web UIs, etc.) or read the full [documentation](https://docs.llamaindex.ai/en/latest/module_guides/llama_deploy/). ", Assign "at most 3 tags" to the expected json: {"id":"11722","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"