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📝 Update project-generation.md #11326

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# Project Generation - Template

You can use a project generator to get started, as it includes a lot of the initial set up, security, database and some API endpoints already done for you.

A project generator will always have a very opinionated setup that you should update and adapt for your own needs, but it might be a good starting point for your project.

## Full Stack FastAPI PostgreSQL

GitHub: <a href="https://github.com/tiangolo/full-stack-fastapi-postgresql" class="external-link" target="_blank">https://github.com/tiangolo/full-stack-fastapi-postgresql</a>

### Full Stack FastAPI PostgreSQL - Features

* Full **Docker** integration (Docker based).
* Docker Swarm Mode deployment.
* **Docker Compose** integration and optimization for local development.
* **Production ready** Python web server using Uvicorn and Gunicorn.
* Python <a href="https://github.com/tiangolo/fastapi" class="external-link" target="_blank">**FastAPI**</a> backend:
* **Fast**: Very high performance, on par with **NodeJS** and **Go** (thanks to Starlette and Pydantic).
* **Intuitive**: Great editor support. <abbr title="also known as auto-complete, autocompletion, IntelliSense">Completion</abbr> everywhere. Less time debugging.
* **Easy**: Designed to be easy to use and learn. Less time reading docs.
* **Short**: Minimize code duplication. Multiple features from each parameter declaration.
* **Robust**: Get production-ready code. With automatic interactive documentation.
* **Standards-based**: Based on (and fully compatible with) the open standards for APIs: <a href="https://github.com/OAI/OpenAPI-Specification" class="external-link" target="_blank">OpenAPI</a> and <a href="https://json-schema.org/" class="external-link" target="_blank">JSON Schema</a>.
* <a href="https://fastapi.tiangolo.com/features/" class="external-link" target="_blank">**Many other features**</a> including automatic validation, serialization, interactive documentation, authentication with OAuth2 JWT tokens, etc.
* **Secure password** hashing by default.
* **JWT token** authentication.
* **SQLAlchemy** models (independent of Flask extensions, so they can be used with Celery workers directly).
* Basic starting models for users (modify and remove as you need).
* **Alembic** migrations.
* **CORS** (Cross Origin Resource Sharing).
* **Celery** worker that can import and use models and code from the rest of the backend selectively.
* REST backend tests based on **Pytest**, integrated with Docker, so you can test the full API interaction, independent on the database. As it runs in Docker, it can build a new data store from scratch each time (so you can use ElasticSearch, MongoDB, CouchDB, or whatever you want, and just test that the API works).
* Easy Python integration with **Jupyter Kernels** for remote or in-Docker development with extensions like Atom Hydrogen or Visual Studio Code Jupyter.
* **Vue** frontend:
* Generated with Vue CLI.
* **JWT Authentication** handling.
* Login view.
* After login, main dashboard view.
* Main dashboard with user creation and edition.
* Self user edition.
* **Vuex**.
* **Vue-router**.
* **Vuetify** for beautiful material design components.
* **TypeScript**.
* Docker server based on **Nginx** (configured to play nicely with Vue-router).
* Docker multi-stage building, so you don't need to save or commit compiled code.
* Frontend tests ran at build time (can be disabled too).
* Made as modular as possible, so it works out of the box, but you can re-generate with Vue CLI or create it as you need, and re-use what you want.
* **PGAdmin** for PostgreSQL database, you can modify it to use PHPMyAdmin and MySQL easily.
* **Flower** for Celery jobs monitoring.
* Load balancing between frontend and backend with **Traefik**, so you can have both under the same domain, separated by path, but served by different containers.
* Traefik integration, including Let's Encrypt **HTTPS** certificates automatic generation.
* GitLab **CI** (continuous integration), including frontend and backend testing.

## Full Stack FastAPI Couchbase

GitHub: <a href="https://github.com/tiangolo/full-stack-fastapi-couchbase" class="external-link" target="_blank">https://github.com/tiangolo/full-stack-fastapi-couchbase</a>

⚠️ **WARNING** ⚠️

If you are starting a new project from scratch, check the alternatives here.

For example, the project generator <a href="https://github.com/tiangolo/full-stack-fastapi-postgresql" class="external-link" target="_blank">Full Stack FastAPI PostgreSQL</a> might be a better alternative, as it is actively maintained and used. And it includes all the new features and improvements.

You are still free to use the Couchbase-based generator if you want to, it should probably still work fine, and if you already have a project generated with it that's fine as well (and you probably already updated it to suit your needs).

You can read more about it in the docs for the repo.

## Full Stack FastAPI MongoDB

...might come later, depending on my time availability and other factors. 😅 🎉

## Machine Learning models with spaCy and FastAPI

GitHub: <a href="https://github.com/microsoft/cookiecutter-spacy-fastapi" class="external-link" target="_blank">https://github.com/microsoft/cookiecutter-spacy-fastapi</a>

### Machine Learning models with spaCy and FastAPI - Features

* **spaCy** NER model integration.
* **Azure Cognitive Search** request format built in.
* **Production ready** Python web server using Uvicorn and Gunicorn.
* **Azure DevOps** Kubernetes (AKS) CI/CD deployment built in.
* **Multilingual** Easily choose one of spaCy's built in languages during project setup.
* **Easily extensible** to other model frameworks (Pytorch, Tensorflow), not just spaCy.
# Full Stack FastAPI Template

Templates, while typically come with a specific setup, are designed to be flexible and customizable. This allows you to modify and adapt them to your project's requirements, making them an excellent starting point. 🏁

You can use this template to get started, as it includes a lot of the initial set up, security, database and some API endpoints already done for you.

GitHub Repository: <a href="https://github.com/tiangolo/full-stack-fastapi-template" class="external-link" target="_blank">Full Stack FastAPI Template</a>

## Full Stack FastAPI Template - Technology Stack and Features

- ⚡ [**FastAPI**](https://fastapi.tiangolo.com) for the Python backend API.
- 🧰 [SQLModel](https://sqlmodel.tiangolo.com) for the Python SQL database interactions (ORM).
- 🔍 [Pydantic](https://docs.pydantic.dev), used by FastAPI, for the data validation and settings management.
- 💾 [PostgreSQL](https://www.postgresql.org) as the SQL database.
- 🚀 [React](https://react.dev) for the frontend.
- 💃 Using TypeScript, hooks, Vite, and other parts of a modern frontend stack.
- 🎨 [Chakra UI](https://chakra-ui.com) for the frontend components.
- 🤖 An automatically generated frontend client.
- 🦇 Dark mode support.
- 🐋 [Docker Compose](https://www.docker.com) for development and production.
- 🔒 Secure password hashing by default.
- 🔑 JWT token authentication.
- 📫 Email based password recovery.
- ✅ Tests with [Pytest](https://pytest.org).
- 📞 [Traefik](https://traefik.io) as a reverse proxy / load balancer.
- 🚢 Deployment instructions using Docker Compose, including how to set up a frontend Traefik proxy to handle automatic HTTPS certificates.
- 🏭 CI (continuous integration) and CD (continuous deployment) based on GitHub Actions.