base on Create-tsi is a generative AI RAG toolkit which generates AI Applications with low code. <!-- SPDX-FileCopyrightText: 2024 Deutsche Telekom AG, LlamaIndex, Vercel, Inc. SPDX-License-Identifier: MIT --> # Create TSI `create-tsi` is a generative AI RAG toolkit that generates AI Applications using [LlamaIndex](https://www.llamaindex.ai/) with low code. AI Applications generated by `create-tsi`, use LLMs hosted by T-Systems on Open Telekom Cloud. The purpose of `create-tsi` is to make the AI Application creation process easy, flexible and fast. With `create-tsi` you can generate bots, write agents and customize them for specific use cases. ### Please Note To get started with `create-tsi`, you need a T-Systems API key. You can request trial access via [this form](https://forms.gle/1HzUGWGG12CmCnbk6). Once you have the key, just run ```bash npx create-tsi@latest ``` to get started. Once your app is generated, read the generated `README.md` file to start the app. ## What you'll get - A Next.js-powered front-end. The app is set up as a chat interface that can answer questions about your data (see below) - **Python FastAPI** backend: You’ll get a backend powered by the [llama-index python package](https://pypi.org/project/llama-index/) - The back-end has a single endpoint that allows you to send the state of your chat and receive additional responses ## Using your data Unless you selected to generate a simple chat, you can supply your own data and the app will index it and be able to answer questions on the data. Your generated app will have a folder called `data` in the `backend` directory. The app will ingest any supported files you put in this directory. ## Example The simplest thing to do is run `create-tsi` in interactive mode: ```bash npx create-tsi@latest # or npm create tsi@latest # or yarn create tsi # or pnpm create tsi@latest ``` You will be asked for the name of your project, along with other configuration options, something like this: ```bash >> npm create-tsi@latest ✔ What is your project named? … my-app ✔ Would you like to generate a NextJS frontend for your FastAPI (Python) backend? … No / Yes ✔ Please provide your T-Systems API key (or reuse TSI_API_KEY env variable): … ✔ Which model would you like to use? › Mixtral-8x7B-Instruct-v0.1 ✔ Which embedding model would you like to use? › paraphrase-multilingual-mpnet-base-v2 ? Which data source would you like to use? › - Use arrow-keys. Return to submit. No data, just a simple chat ❯ Use an example PDF Use local files (.pdf, .doc, .docx, .xls, .xlsx, .csv) Use local folders Use website content (requires Chrome) Use data from a database (Mysql) ``` ## Code of Conduct This project has adopted the [Contributor Covenant](https://www.contributor-covenant.org/) in version 2.1 as our code of conduct. Please see the details in our [CODE_OF_CONDUCT.md](CODE_OF_CONDUCT.md). All contributors must abide by the code of conduct. By participating in this project, you agree to abide by its [Code of Conduct](./CODE_OF_CONDUCT.md) at all times. ## Licensing This project follows the [REUSE standard for software licensing](https://reuse.software/). Each file contains copyright and license information, and license texts can be found in the [./LICENSES](./LICENSES) folder. For more information visit https://reuse.software/. You can find a guide for developers at https://telekom.github.io/reuse-template/. To annotate your files with licensing information, run: ```shell pipx run reuse annotate --copyright="Deutsche Telekom AG, LlamaIndex, Vercel, Inc." --license="MIT" --recursive --fallback-dot-license --skip-existing . ``` ## LlamaIndex Documentation - [TS/JS docs](https://ts.llamaindex.ai/) - [Python docs](https://docs.llamaindex.ai/en/stable/) Inspired by and adapted from [create-next-app](https://github.com/vercel/next.js/tree/canary/packages/create-next-app) ", Assign "at most 3 tags" to the expected json: {"id":"9539","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"