fastapi schema example

You can find the source code in the fastapi-vue repo on GitHub. 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. Create a "routes" folder in our "src" folder and add two files, users.py and notes.py. Need help? It manages state globally. Improve and simplify Vuex integration with TypeScript accessors. FastAPI was built with these three main concerns in mind: Speed; Developer experience; Open standards; You can think of FastAPI as the glue that brings together Starlette, Pydantic, OpenAPI, and JSON Schema.. So, we want to have our Hero model that declares the data in the database: But we also want to have a HeroCreate for the data we want to receive when creating a new hero, which is almost all the same data as Hero, except for the id, because that is created automatically by the database: And we want to have a HeroRead with the id field, but this time annotated with id: int, instead of id: Optional[int], to make it clear that it is required in responses read from the clients: The simplest way to solve it could be to create multiple models, each one with all the corresponding fields: Here's the important detail, and probably the most important feature of SQLModel: only Hero is declared with table = True. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. It now shows that to create a hero, we just pass the name, secret_name, and optionally age. Let's use multiple models to solve it. Optionally with Alpine. And each of those class attributes is equivalent to each table column. If the result is successful, the user is then redirected to the /dashboard. By default, it includes origins for production, staging and development, with ports commonly used during local development by several popular frontend frameworks (Vue with :8080, React, Angular). A recent and currently supported version of Python (right now, Python supports versions 3.6 and above). Along with the apps themselves, you'll add authentication and integrate them together. Again, review Developing and Testing an Asynchronous API with FastAPI and Pytest for help with this. Developed by Similar to the Note view, the id of the note is passed from the router object to the page as a prop. Dapr Dapr But if to avoid some duplication you end up with a crazy tree of models with inheritance, then it might be simpler to just duplicate some of those fields, and that might be easier to reason about and to maintain. E.g. But looking closely, we could see that these models have a lot of duplicated information. You can also declare singular values to be received as part of the body. For example, automatically generated clients in other languages (or also in Python) would have some declaration that this field id is optional. "Schema" A "schema" is a definition or description of something. prefix for local development vs the "staging" stag. Vuex is Vue's state management pattern and library. Several bug fixes since initial publication, including: This project is licensed under the terms of the MIT license. Typer, the FastAPI of CLIs. Frontend tests ran at build time (can be disabled too). That class Hero is a SQLModel model.. Your full project structure should now look like this: We'll be using Tortoise for our ORM (Object Relational Mapper) and Aerich for managing database migrations. Notice that the parent model HeroBase is not a table model, but still, we can declare name and age using Field(index=True). GitHub: https://github.com/tiangolo/full-stack-fastapi-postgresql, GitHub: https://github.com/tiangolo/full-stack-fastapi-couchbase. Example; secretsFile: Y: The path to the file where secrets are stored "path/to/file.json" nestedSeparator: N: Used by the store when flattening the JSON hierarchy to a map. You should now be able to see the new nav bar at http://localhost:8080/. Lastly, the token_response function is a helper function for returning Used to separate this stack from any other stack you might have. Image. Line 1: We import FastAPI, which is a Python class that provides all the functionality for the API.. Line 3: We create an instance of the class FastAPI and name it app.This is the app referred to by uvicorn in the above command.. Line 5: We create a GET path.. Line 6: We define the function that will execute whenever someone This is an intermediate-level tutorial, which focuses on developing backend and frontend apps with FastAPI and Vue, respectively. And now that we return it, FastAPI will validate the data with the response_model, which is a HeroRead: This will validate that all the data that we promised is there and will remove any data we didn't declare. If you click the small tab Schema instead of the Example Value, you will see something like this: The fields with a red asterisk (*) are "required". Test out the delete functionality as well. PR #17 by @ebreton. The "Delete" button triggers the deleteNote method, which, in turn, calls the deleteNote action and redirects the user back to the /dashboard route. * estimation based on tests on an internal development team, building production applications. The created function is called during the creation of the component, which hooks into the component lifecycle. By the end of this tutorial, you will be able to: FastAPI is a modern, batteries-included Python web framework that's perfect for building RESTful APIs. Frontend tests ran at build time (can be disabled too). SQL databases in Python, designed for simplicity, compatibility, and robustness. Decouple & Reuse dependencies. If you are starting a new project from scratch, check the alternatives here. This won't affect this parent data model HeroBase. Join our mailing list to be notified about updates and new releases. . Using FastAPI, PostgreSQL as database, Docker, automatic HTTPS and more. It combines SQLAlchemy and Pydantic and tries to simplify the code you write as much as possible, allowing you to reduce the code duplication to a minimum, but while getting the best developer experience possible. Refactor dependencies, security, CRUD, models, schemas, etc. Next, we generated a migration file for our three models -- users, notes, and aerich -- inside "services/backend/migrations/models". PR, Update CRUD utils for users, handling password hashing. (You could easily modify it to use MySQL, MariaDB, etc). By default, based on the project slug. Receive token as body, not query. Ensure that after you register or log in, you are redirected to the dashboard and that it's now displayed correctly: You should be able to add a note as well: The "Delete Account" button calls deleteUser, which sends the user.id to the deleteUser action, logs the user out, and then redirects the user back to the home page. Your API almost always has to send a response body. In these cases, it could make sense to store the tags in an Enum.. FastAPI supports that the same way Next, add users.py and notes.py files to the "services/backend/src/crud" folder. Along with the apps themselves, you'll add authentication and integrate them together. It is both a Pydantic model and a SQLAlchemy model. smtp_port: Port to use to send emails via SMTP. docker_image_prefix: Prefix to use for Docker image names. Under the hood, FastAPI uses Pydantic for data validation and Starlette for tooling, making it blazing fast compared to Flask, giving Use Git or checkout with SVN using the web URL. Before we add the route handlers, let's wire up authentication to protect specific routes. . The function will be called in main.py with our config dict: Build the new images and spin up the containers: After the containers are up and running, run: The first command told Aerich where the config dict is for initializing the connection between the models and the database. Next, wire up the view to our routes in services/frontend/src/router/index.js: Navigate to http://localhost:8080/. Project Setup. You should see: You can view the Swagger UI at http://localhost:5000/docs. stateUser and stateNote are mapped into the component, via mapGetters, as user and note, respectively. FastAPI generates a "schema" with all your API using the OpenAPI standard for defining APIs. In this example we are going to use OAuth2, with the Password flow, FastAPI will know that it can use this dependency to define a "security scheme" in the OpenAPI schema (and the automatic API docs). Every JWT has an expiry date and/or time where it becomes invalid. The following is a step-by-step walkthrough of how to build and containerize a basic CRUD app with FastAPI, Vue, Docker, and Postgres. These were applied to the database as well. And because we can't leave the empty space when creating a new class, but we don't want to add any field, we just use pass. prefix. The alternative is Hero.parse_obj() that reads data from a dictionary. If it doesn't, it generates them using the utility function at fastapi.openapi.utils.get_openapi. ; Automatic data model documentation with JSON Schema (as OpenAPI itself is based on JSON Schema). smtp_user: The user to use in the SMTP connection. OpenAPI URL By default, the OpenAPI schema is served at /openapi.json. Stop hacking. . Alembic migrations included. Making both sides very clear will make it much easier to interact with the API. From the dashboard, click the link to view a new note. By default, based on the domain. SQLAlchemy and Pydantic. Let's start with the only table model, the Hero: Notice that Hero now doesn't inherit from SQLModel, but from HeroBase. Refactor DB sessions to use dependencies with. Of course, you can also declare additional query parameters whenever you need, additional to any body parameters. First, since we need to define schemas for serializing and deserializing our data, create two folders in "services/backend/src" called "crud" and "schemas". E.g. And in most of the cases, the developer of the client for that API will also be yourself, so you are doing your future self a favor by declaring those schemas for requests and responses. traefik_constraint_tag_staging: The Traefik tag to be used while on staging. They will be added to the OpenAPI schema and used by the automatic documentation interfaces: Tags with Enums. Docker image with Uvicorn and Gunicorn for FastAPI apps in Python 3.6+. first_superuser: The first superuser generated, with it you will be able to create more users, etc. If you are building a CLI app to be used in the terminal instead of a web API, check out Typer. On top of that, we can use inheritance to avoid duplicated information in these models. Document it as such in the OpenAPI schema (and so, in the user interfaces): Note. Refactor and simplify backend code, improve naming, imports, modules and "namespaces". This is a very simple example, and it might look a bit meh. vuex-persistedstate let's you persist Vuex state to local storage so that you can rehydrate the Vuex state after page reloads. And you can instruct FastAPI to If you are using GitLab Docker registry it would be based on your code repository. First, let's add a new service for Postgres to docker-compose.yml: Take note of the environment variables in db along with the new DATABASE_URL environment variable in the backend service. Ensure that you can view your profile at http://localhost:8080/profile. Converting datetime objects into strings, etc. As for "pure python" solutions: the package index lists: pyxsd, the description says it uses xml.etree.cElementTree, which is not "pure python" (but included in stdlib), but source code indicates that it falls back to xml.etree.ElementTree, so this would count as pure python.Haven't used it, but according to the docs, it does do schema validation. Start ensuring that your applications work as expected. pydantic_model_creator is a Tortoise helper that allows us to create pydantic models from Tortoise models, which we'll use to create and retrieve database records. You should be able to view the page but no data loads, right? PR, Fix showing email in dashboard when there's no user's full name. For an introduction to databases, SQL, and everything else, see the SQLModel documentation. 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. FastAPI follows a similar "micro" approach to Flask, though it provides more tools like automatic Swagger UI and is an excellent choice for APIs. this.Register is then called and passed the user object. PR, Simplify scripts and development, update docs and configs. Using latest. On top of that, we could easily decide in the future that we want to receive more data when creating a new hero apart from the data in HeroBase (for example, a password), and now we already have the class to put those extra fields. PR, Add docs about reporting test coverage in HTML. code:. Authenticated users will be able to view, add, update, and delete notes, Authenticated users will also be able to view their user info and delete themselves. Please refer to DockerSwarm.rocks to see how to deploy such a cluster in 20 minutes. When you need to send data from a client (let's say, a browser) to your API, you send it as a request body.. A request body is data sent by the client to your API. This project is licensed under the terms of the MIT license. Are you sure you want to create this branch? As dependencies will also be called by FastAPI (the same as your path operation functions), the same rules apply while defining your functions.. You can use async def or normal def.. And you can declare dependencies with async def inside of normal def path operation functions, or def dependencies inside of async def path operation functions, etc. . So, it will then use the parameter names as keys (field names) in the body, and expect a body like: Notice that even though the item was declared the same way as before, it is now expected to be inside of the body with a key item. Copyright 2017 - 2022 TestDriven Labs. You can use a project generator to get started, as it includes a lot of the initial set up, security, database and first API endpoints already done for you. Typer, the FastAPI of CLIs. Then you could write queries to select from that same database, for example with: SQLModel was carefully designed to give you the best developer experience and editor support, even after selecting data from the database: But at the same time, it is a SQLAlchemy model . We'll also set up a front-end application with Vue that interacts with the back-end API: This tutorial mostly just deals with the happy path. But once the child model Hero (the actual table model) inherits those fields, it will use those field configurations to create the indexes when creating the tables in the database. By default, FastAPI will then expect its body directly. If you see you have a lot of overlap between two models, then you can probably avoid some of that duplication with a base model. It could feel like you need to have a profound reason why to inherit from one model or another, because "in some mystical way" they separate different concepts or something like that. You can use SQLModel to declare multiple models: Only the table models will create tables in the database. Notice the http vs https and the dev. In the code block above, we imported the time, typing, jwt, and decouple modules. Fix JWT tokens using user email/ID as the subject in, Add docs about removing the frontend, for an API-only app. By default, based on your Docker image prefix. With that, let's turn our attention to the frontend. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. Welcome back! If you feel like you need to inherit from a table model, then instead create a base class that is only a data model and has all those fields, like HeroBase. Let's see the new UI for creating a hero: Nice! And of course, all these fields will be in the columns for the resulting hero table in the database. too much duplication, too much complexity), then change it. If nothing happens, download GitHub Desktop and try again. PR, Add new CRUD utils based on DB and Pydantic models. These status codes have a name associated to recognize them, but the important part is the number. Generate Clients. For example, extending the previous model, you could decide that you want to have another key importance in the same body, besides the item and user. You can use inheritance with it to define all your data models while avoiding code duplication. Another example would be 201, "Created". Learn more. There was a problem preparing your codespace, please try again. First time with FastAPI? This filtering could be very important and could be a very good security feature, for example, to make sure you filter private data, hashed passwords, etc. Editor Support Everywhere. You can learn a lot more about SQLModel by quickly following the tutorial, but if you need a taste right now of how to put all that together and save to the database, you can do this: That will save a SQLite database with the 3 heroes. So, we can jump to the docs UI right away and see how they look with the updated data. Coming back to the previous code example, FastAPI will: Validate that there is an item_id in the path for GET and PUT requests. Create a config.py file in the "services/backend/src/database" folder: Here, we specified the configuration for both Tortoise and Aerich. Update types for SQLAlchemy models with plugin. Let's start by reviewing the automatically generated schemas from the docs UI. For more on Vue, along with the pros and cons of using it vs. React and Angular, review the following articles: Our goal is to design a backend RESTful API, powered by Python and FastAPI, for two resources -- users and notes. This is an object with attributes, so we use .from_orm() to read those attributes. If nothing happens, download Xcode and try again. For example, even though users would go after items in alphabetical order, it is shown before them, because we added their metadata as the first dictionary in the list. flower_auth: Basic HTTP authentication for flower, in the formuser:password. The Register action is mapped (imported) into the component via mapActions. The isLoggedIn property is used to check if a user is logged in from the store. Coming back to the previous code example, FastAPI will: But now, we define them in a smarter way with inheritance. And to create fluffy, you are "calling" Cat.. We added a check to ensure that the request is coming from the note author. . uvicorn src.main:app --reload --host 0.0.0.0 --port 5000, # enable schemas to read relationship between models, SECRET_KEY=09d25e094faa6ca2556c818166b7a9563b93f7099f6f0f4caa6cf63b88e8d3e7, "You've successfully logged in. If you declare it as is, because it is a singular value, FastAPI will assume that it is a query parameter. Then, test http://localhost:8080/profile again. In this course, you'll learn how to build, test, and deploy a text summarization service with Python, FastAPI, and Docker. Fix security on resetting a password. services/frontend/src/components/NavBar.vue: The NavBar is used for navigating to other pages in the application. PR, Simplify env var files, merge to a single, Make the Traefik public network a fixed default of, Use Poetry for package management. Fix documentation for path operation to get user by ID. Forward arguments from script to pytest inside container. It's assumed that you have experience with FastAPI, Vue, and Docker. And those inherited fields will also be in the autocompletion and inline errors in editors, etc. first_superuser_password: First superuser password. A tag already exists with the provided branch name. . In this article, you'll learn how to implement JWT (JSON Web Token) authentication in FastAPI with a practical example. The generator (cookiecutter) will ask you for some data, you might want to have at hand before generating the project. When you add an example inside of a Pydantic model, using schema_extra or Field(example="something") that example is added to the JSON Schema for that Pydantic model.. And that JSON Schema of the Pydantic model is included in the OpenAPI of your API, and then it's used in the docs UI.. JSON Schema doesn't really have a field example in the standards. SQLModel is designed to simplify interacting with SQL databases in FastAPI applications, it was created by the same author. To handle this, let's add an Axios Interceptor to services/frontend/src/main.js: If you'd like to test, change ACCESS_TOKEN_EXPIRE_MINUTES = 30 to something like ACCESS_TOKEN_EXPIRE_MINUTES = 1. Keep in mind that the cookie itself still lasts for 30 minutes. Use the method above to generate it. You can use the open source version or a free account. PR #10 by @ebreton. So, it's possible to create models with SQLModel that don't represent tables in the database. Then we just add it to the session, commit, and refresh it, and finally, we return the same db_hero variable that has the just refreshed Hero instance. You signed in with another tab or window. Validate the data. Will be used by the automatic documentation systems. And depending on your environment, a different tag will be appended ( prod, stag, branch ). This means that there's nothing else special in this class apart from the fact that it is named HeroCreate and that it inherits from HeroBase. By default, based on the project name. But FastAPI will handle it, give you the correct data in your function, and validate and document the correct schema in the path operation.. You can also declare singular values to be received as part of the body. To get started with our frontend, we'll scaffold out a project using the Vue CLI. This view loads the note details of any note ID passed to it from it's route as a prop. traefik_public_constraint_tag: The tag that should be used by stack services that should communicate with the public. Instead, "HeroCreate" is a bit more explicit about what it is for. The logout function dispatches the logOut action and redirects the user to the /login route. And even though we don't declare the other fields explicitly, because they are inherited, they are also part of this Hero model. But clients don't necessarily need to send request bodies all the time. And the code those clients write depends on what our API tells them they need to send, and what they can expect to receive. Take note of the update_note and delete_note helpers. Python 3.7+ FastAPI stands on the shoulders of giants: Starlette for the web parts. As an alternative, we could use HeroBase directly in the API code instead of HeroCreate, but it would show up in the automatic docs UI with that name "HeroBase" which could be confusing for clients. And documentation about TemporaryFile says:. Did you notice that some routes have meta: {requiresAuth: true}, attached to them? The status_code parameter receives a number with the HTTP status code. services/frontend/src/views/Dashboard.vue: The dashboard displays all notes from the API and also allows users to create new notes. UploadFile is just a wrapper around SpooledTemporaryFile, which can be accessed as UploadFile.file.. SpooledTemporaryFile() [] function operates exactly as TemporaryFile() does. New nav bar at http: //localhost:8080/profile you fastapi schema example rehydrate the Vuex state after page.! Parameters whenever you need, additional to any branch on this repository, and may belong to a fork of. Allows users to create this branch to deploy such a cluster in 20 minutes token_response function is during! Query parameter bit more explicit about what it is both a Pydantic model and a SQLAlchemy model ''. Will: but now, we define them in a smarter way with inheritance both and. To it from it 's assumed that you have experience with FastAPI, Vue, and it might a. Configuration for both Tortoise and aerich -- inside `` services/backend/migrations/models '' JSON schema fastapi schema example as OpenAPI is. You need, additional to any branch on this repository, and Docker simplify code... Simplify backend code, improve naming, imports, modules and `` namespaces.! About what it is both a Pydantic model and a SQLAlchemy model and see to. If it does n't, it generates them using the utility function at fastapi.openapi.utils.get_openapi see. '' is a bit more explicit about what it is a helper function for returning to! 'S full name stack from any other stack you might have have a name associated to recognize them, the... We generated a migration file for our three models -- users,.... The time, typing, JWT, and Docker does n't, it 's route as a prop information these! Additional to any branch on this repository, and decouple modules in services/frontend/src/router/index.js Navigate... The Swagger UI at http: //localhost:8080/ schema '' is a definition or of! Added to the docs UI right away and see how they look with http... User is then called and passed the user is logged in from the dashboard all! Add docs about removing the frontend, for an introduction to databases, SQL and... By reviewing the automatically generated schemas from the API and also allows users to create new notes data! Attention to the /login route http status code if nothing happens, download GitHub Desktop and again! After page reloads an introduction to databases, SQL, and everything else, the. Create tables in the formuser: password with Enums: //localhost:5000/docs schema is at.: Port to use for Docker image with Uvicorn and Gunicorn for FastAPI apps in,... This project is licensed under the terms of the MIT license starting a new project from scratch, check Typer... Join our mailing list to be used in the columns for the web parts, it was created by automatic... Here, we can use SQLModel to declare multiple models: Only the table models will create tables the... As user and note, respectively as is, because it is a bit meh /dashboard. `` staging '' stag password hashing and above ) and new releases state after page reloads instead of web! The MIT license of any note ID passed to it from it assumed! And Pytest for help with this the created function is called during the creation the... Data, you can also declare singular values to be used while on staging is... With all your data models while avoiding code duplication to get user by.! Prod, stag, branch ) previous code example, and it might look a bit meh is... Coming back to the previous code example, and may belong to a fork outside the! And those inherited fields will also be in the SMTP connection but now, Python supports 3.6! Generates them using the OpenAPI schema and used by the same author and decouple modules: {:! A bit meh in dashboard when there 's no user 's full name with... With SQL databases in FastAPI with a practical example can instruct FastAPI if... The updated data in Python, designed for simplicity, compatibility, may... Cookie itself still lasts for 30 minutes, Update CRUD utils for users, notes, and.! Your codespace, please try again development vs the `` services/backend/src/database '' folder in our `` src folder... Two files, users.py and notes.py also be in the database pass the name, secret_name, aerich... Authentication and integrate them together, designed for simplicity, compatibility, and decouple modules a user logged... Using FastAPI, Vue, and it might look a bit more explicit about it! -- inside `` services/backend/migrations/models '' SQLModel that do n't necessarily need to send response... The user object is licensed under the terms of the repository a project using the OpenAPI standard for defining.... In editors, etc ) the isLoggedIn property is used for navigating to other pages the! Cli app to be received as part of the MIT license: Nice DB. Course, all these fields will be added to the docs UI:!! All these fields will also be in the database to have at hand before generating the project create with. A response body if nothing happens, download Xcode and try again (,... Logout action and redirects the user is logged in from the dashboard displays all notes from the displays. To interact with the apps themselves, you can view the page but no loads! Have at hand before generating the project state after page reloads codespace please. Folder: here, we can jump to the previous code example FastAPI... '' with all your data models while avoiding code duplication generator ( cookiecutter ) will ask for... And simplify backend code, improve naming, imports, modules and `` namespaces '' configuration... Traefik_Public_Constraint_Tag: the first superuser generated, with it you will be in the.. That these models have a name associated to recognize them, but the important part is the number before add. Docker, automatic https and more page but no data loads, right the component lifecycle the token_response function called... Schema and used by stack services that should be able to create this?! ) will ask you for some data, you 'll learn how to deploy such a cluster in minutes. With FastAPI and Pytest for help with this need, additional to any on. Into the component via mapActions will: but now, we define them in a smarter with. The isLoggedIn property is used for navigating to other pages in the autocompletion and inline errors in editors etc. With that, we generated a migration file for our three models -- users handling... Automatic https and more both Tortoise and aerich component, via mapGetters, as user note... As database, Docker, automatic https and more to read those attributes with our frontend, we a! Db and Pydantic models our mailing list to be used in the database make it much easier interact! Pytest for help with this this commit does not belong to a fork outside of the body so, can! Logout action and redirects the user object: Navigate to http: //localhost:8080/profile generated with... File in the columns for the web parts route handlers, let 's persist! Tag to be notified about updates and new releases project using the Vue CLI persist state. Code, improve naming fastapi schema example imports, modules and `` namespaces '' ( prod, stag, branch.... The logout action and redirects the user object SQL, and robustness get started with our frontend for. Both a Pydantic model and a SQLAlchemy model duplication, too much duplication, too much,. Documentation for path operation to get user by ID cluster in 20 minutes fixes since initial publication including. Not belong to a fork outside of the repository if nothing happens download. Pr, add docs about reporting test coverage in HTML is logged in from the docs.! Notes from the store affect this parent data model HeroBase because it is both a Pydantic model and SQLAlchemy. You should now be able to see how they look with the http status code always has send! Send a response body with it to use MySQL, MariaDB, etc ) any other you. Them together and try again them, but the important part is the number hero. Assume that it is a helper function for returning used to separate this stack from any other stack you want., all these fields will also be in the SMTP connection returning used to separate this stack from any stack! A different tag will be in the code block above, we generated a migration file for three... Utils for users, etc please refer to DockerSwarm.rocks to see the new UI for creating hero. Source code in the OpenAPI standard for defining APIs: prefix to use MySQL, MariaDB etc. With that, let 's turn our attention to the frontend the source code in autocompletion! May belong to a fork outside of the repository, as user and,. 'S route as a prop looking closely, we 'll scaffold out a project using the OpenAPI (..., schemas, etc it was created by the automatic documentation interfaces Tags! 'Ll add authentication and integrate them together more users, notes, and aerich will! A config.py file in the user interfaces ): note in FastAPI applications, it 's to... Starlette for the resulting hero table in the columns for the web parts with FastAPI Pytest! Data model documentation fastapi schema example JSON schema ( as OpenAPI itself is based JSON! Singular values to be received as part of the body }, to. Creating a hero, we can use SQLModel to declare multiple models: Only table!

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fastapi schema example