Fastapi ebook example free. Add Postgresql config to alembic/env.

Fastapi ebook example free This repository contains a Python FastAPI application you can deploy on the Koyeb serverless platform for testing. - rafsaf/docker-fastapi-projects This is a sample implementation for OpenID Connect with Python, FastAPI and Authlib. The concepts around API are focused on how to put products in production quickly with FastAPI, regardless of your knowledge and experience Jul 29, 2022 · For optimal viewing of our eBooks, we recommend you download and install the free Adobe Reader version 9. This repo walks you through a simple demo on how to handle FastAPI with Redis server! - panosbik/FastAPI-RedisOM-example Apr 30, 2024 · FastAPI is a modern, high-performance web framework for building APIs with Python, based on standard Python type hints. Jul 31, 2023 · Learn all the features and best practices of FastAPI to build, deploy, and monitor powerful data science and AI apps, like object detection or image generation. FastAPI Simple application structure. FastAPI leverages the power of async/await and Python 3. You signed out in another tab or window. With this practical book, developers familiar with Python will learn how FastAPI lets you accomplish more in less time with less code. This book provides a comprehensive explanation of using Pydantic models to construct the request/response objects in a FASTAPI path operation. 26. " Yeah, I think it gives only a chapter or two away for free to anonymous users. I searched the FastAPI documentation, with the integrated search. Clone the repo to get started and feel free to contribute! - SagarOps/FastAPI 📘 This FastAPI-based project and its documentation represent my interpretation of Clean Architecture and Command Query Responsibility Segregation (CQRS) principles with subtle notes of Domain-Driven Design (DDD). FastAPI is a young yet solid framework that takes advantage of newer Python features in a clean design. FastAPI is a web framework for building APIs with Python 3. One real life example of FastAPI usage is Netflix’s Dispatch (crisis management orchestration framework). You'll be taken through all the aspects of Jul 29, 2022 · A fast-paced guide to building high-performance, robust web APIs with very little boilerplate code. Known for its speed, simplicity, and scalability, FastAPI empowers developers to create high-performing applications with ease. 8+, especially type annotations; Understand the differences between sync and async Python FastAPI is a minimal framework for building web application programming interfaces (APIs) in Python quickly. Aug 30, 2022 · Discover the secrets of building Python microservices using the FastAPI framework. Oct 9, 2020 · Description I'm not able to pass a None/ as an example for a model value created with pydantic. It's not the same as Adobe Reader Jun 26, 2024 · Example code for article - Simple Guide on Deploying Python FastAPI on Vercel — Free of Cost - SatCat/faraasat-fastapi-vercel-example Nov 6, 2023 · FastAPI is a young yet solid framework that takes advantage of newer Python features in a clean design. FastAPI is relatively new, but it has a growing community. FastAPI 0. 6 and its later versions based on standard Python-type hints. Top rated Microservices products. One of the many great reasons to use Python is the vast amount of mature and stable libraries to choose from. Well-documented examples of deployment-ready FastAPI applications written from scratch. All the Build Python web applications with the FARM stack. Mar 27, 2023 · Finally, different options of deployment of FastAPI app have been explored in this book. What Is FastAPI? Like any web framework, FastAPI helps you build web applications. 1 customer review. 7 throughout this book, which has more mature handling of the asynchronous paradigm. FastAPI: Modern Python Web Development - Ebook written by Bill Lubanovic. Get full access to FastAPI and 60K+ other titles, with a free 10-day trial of O'Reilly. Modern web apps use template engines to interact with the front-end. name: Used in product page & Cards; price: Used for payment; currency: Used for payment; info: used in cards Example code for article - Simple Guide on Deploying Python FastAPI on Vercel — Free of Cost - nanangsb/fastapi-vercel Oct 8, 2021 · We can now install the Python distribution of our choice. Top rated Web Development products. 28 installed, when fastapi currently requires <=0. For example: “FastAPI by Bill Lubanovic FastAPI is a web framework for building APIs with Python 3. Building Subscription As a Service application is one use case. The example shows how to create an API for the DataTables with FastAPI and using MySQL as a database. 7+ type hints to… FastAPI was developed by Sebastian Ramirez in December 2018. To get the most of the content, it is important that you have some experience working with Python (some, but no need to be a Python expert). This book starts with the basics of the FastAPI framework and associated modern Python programming language concepts. Perfect for beginners and intermediate users, it aims to help you build efficient APIs with FastAPI. Reload to refresh your session. 0. Uncover the secrets of FastAPI, including async I/O, type hinting, and dependency injection Product page description $ mkdir fastapi-data-science$ cd fastapi-data-science Tip for Windows with WSL users If you are on Windows with WSL, we recommend that you create your working folder on the Windows drive rather than the virtual filesystem of the Linux distribution. Contribute to Jason-CKY/fastapi-htmx-example development by creating an account on GitHub. Apr 14, 2021 · FastAPI is a modern, fast (high-performance), web framework for building APIs with Python 3. For optimal viewing of our eBooks, we recommend you download and install the free Adobe Reader version 9. About the technology Clean, clear APIs are essential to the success of microservice applications. This project uses PostgresSQL. I already searched in Google "How to X in FastAPI" and didn't find any information. This book will help Jul 2, 2019 · I run the sample notes app of the tutorial. Top rated Full Stack Web Development products. Commands: serve fastapi-mvc-example CLI serve command. In this book, you will learn to use jinja2 templates and static assets. Add Postgresql config to alembic/env. The key features are: Fast: Very high performance, on par with NodeJS and Go (thanks to Starlette and Pydantic). With this book, you'll be able to create fast and reliable data science API backends using practical examples. Actually, they’ll let you read several of their livebooks for free once signed in—I don’t know if there’s an upper limit. Its directory structure is designed to isolate boilerplate code within the core directory, which requires minimal attention, thereby facilitating quick and easy The mvc architecture is a common design pattern in python web, but the three-tier architecture is even more fascinating In python web development, there is no common standard for the concept of three-tier architecture, so we'll call it a pseudo three-tier architecture here But please note that we Develop, manage, and deploy efficient machine learning applications with Python. The AWS EC2 instance is free for the first year for new customers, after… Discover how to harness the power of the FARM stack—FastAPI, React, and MongoDB—to develop production-ready web applications of varying complexity. Oct 8, 2021 · $ mkdir fastapi-data-science $ cd fastapi-data-science Tip If you are on Windows with WSL, we recommend that you create your working folder on the Windows drive rather than the virtual filesystem of the Linux distribution. However, if you create an account with Manning, they’ll let you read the entire book for free. Provides a reference that contains definitions, illustrations, comparative analysis, and the implementation of real-world apps Companion for the O'Reilly book "FastAPI: Modern Python Web Development" - madscheme/fastapi FastAPI is a young yet solid framework that takes advantage of newer Python features in a clean design. So, let’s go ahead and install FastAPI (preferably in a virtual environment). As the name implies, FastAPI targets development of web APIs, although you can use it for traditional web content applications as well. All the examples in the book were tested with this version but should work flawlessly with newer versions. Every framework is designed to make some operations easier—by features, omissions, and defaults. - StackPuz/Example-File-Upload-FastAPI Jan 10, 2023 · Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. Arrow left icon Front End Web Development Web Programming Server Side Web Development CMS Full Stack Web Development Web Design Learning Management System Ecommerce Responsive Web Development Microservices Jul 29, 2022 · A fast-paced guide to building high-performance, robust web APIs with very little boilerplate code. The preconfigured prompt contains a context and a question as parameters. This book uses practical examples to empower you to build high performance APIs. It is a fast, lightweight modern API and has an easier learning curve when compared to other Python-based web frameworks, such as Flask and Django. The documentation has only an example with annotating a FastAPI object but not a pydantic class. 6 and later, we'll use Python 3. I used the GitHub search to find a similar issue and didn't find it. Top rated Data Science products. As such I left the need to create a template that provides a lot of base/out of the box features such as Configs, Migrations, Authentication, Authorization and Permissions. The service implementation patterns chapter is a must-read for every developer. I already checked if it is not related to FastAPI but to Pydantic. They automatically check the code and clean it. Learn how to build web applications with FastAPI; Understand the differences between FastAPI, Starlette, and pydantic; Learn two features that set FastAPI apart: asynchronous functions and data type checking and validation; Examine new features of Python 3. py and src/core Jul 29, 2022 · RESTful web services are commonly used to create APIs for web-based applications owing to their light weight and high scalability. Start your free trial Discover the secrets of building Python microservices using the FastAPI framework Key Features Provides a reference that contains definitions, illustrations, comparative analysis, and the implementation of real-world apps Covers concepts, … - Selection from Building Python Microservices with FastAPI [Book] Nov 13, 2024 · Below is an example of how to define a Pydantic model and use it in a FastAPI endpoint: from fastapi import FastAPI from pydantic import BaseModel app = FastAPI() class Item(BaseModel): name: str price: float is_offer: bool = None @app. Finally, different options of deployment of FastAPI app have been explored in this book. One endpoint is to send a simple text to Open AI and return the result. FastAPI is a cutting-edge Python framework that is revolutionizing the way web apps and APIs are built. Read this book using Google Play Books app on your PC, android, iOS devices. 6+ based on standard Python type hints. Swagger UI and OpenAPI standards are also covered in detail. 8+, especially type annotations; Understand the differences between sync and async Python FastAPI is an Asynchronous Server Gateway Interface (ASGI)-based framework that can help build modern, manageable, and fast microservices. Build APIs and web apps based on Asynchronous Server Gateway Interface (ASGI). You will: Develop robust and high-performance web apps; Deploy the FastAPI app for public availability using cloud services such as Deta and Docker container FastAPI is a web framework for building APIs with Python 3. Arrow left icon Front End Web Development Web Programming Server Side Web Development CMS Full Stack Web Development Web Design Learning Management System Ecommerce Microservices Responsive Web Development Sep 27, 2023 · I was so excited when implemented Flet into FastAPI that immediately started thinking about making a "dashboard" example for showing some stats from an API. What You'll Learn. It's document here: https://fastapi. Introducing each element of the stack, the FastAPI is a web framework which can be applied to various problems. There are also live events, courses curated by job role, and more. Jul 29, 2022 · A fast-paced guide to building high-performance, robust web APIs with very little boilerplate code. A practical guide to developing production-ready web APIs rapidly in Python; Learn how to put FastAPI into practice by implementing it in real-world scenarios; Explore FastAPI, its syntax, and configurations for deploying Enhance your web development skills, from setting up your environment and advanced integrations to building robust, high-traffic web applications with practical, scalable solutionsKey FeaturesExplore FastAPI in depth, from basic setup to advanced features such as custom middleware and WebSocketsDiscover practical strategies to optimize app performance and handle high trafficImplement SQL and Oct 8, 2021 · FastAPI is a web framework for building APIs with Python 3. Build secure, scalable, and structured Python microservices from design concepts to infrastructure. This book helps you unlock the power of FastAPI to build high-performing web apps and APIs by taking you through the basics like routing and data validation through to advanced topics, such as custom middleware and WebSockets. You can, however, use Depends in your own functions when that function is also a dependency, so could can have a chain of functions. What is this select Discover FastAPI features and best practices for building and deploying high-quality web APIs from scratch Key Features • A practical guide to developing production-ready web APIs rapidly in Python • Learn how to put FastAPI into practice by implementing it in real-world scenarios • Explore FastAPI, its syntax, and configurations for deploying applications Book Description RESTful web Build secure, scalable, and structured Python microservices from design concepts to infrastructure. For example, Django and Flask offer a great web development experience and troves of helpful documentation. A Python port from the primary Microsoft Flask example to a FastAPI app that uses similar helper functions & the Microsoft MSAL library to authenticate a user via SSO, get the JWT(s), & make an http request to the Graph API on behalf of the user. This book is a fast-paced, concise, and hands-on beginner’s guide that will equip you with the skills you need to quickly build web applications by diving just deep enough FastAPI Starter: A simple and intuitive example repository showcasing basic functionality and best practices for building web APIs with FastAPI. class User (BaseModel): first_name: str last_name: str # Create the app. While not claiming originality or strict adherence to every aspect of these Purchase of the print or Kindle book includes a free PDF eBook Description Discover how to harness the power of the FARM stack—FastAPI, React, and MongoDB—to develop production-ready web applications of varying complexity. Arrow left Icon Front End Web Development Web Programming Server Side Web Development CMS Full Stack Web Development Purchase of the print or Kindle book includes a free PDF eBook; Book Description. You'll be taken through all the aspects of Nov 8, 2024 · FastAPI is a young yet solid framework that takes advantage of newer Python features in a clean design. If you need to develop web applications quickly, where do you turn? Enter the FARM stack. Here is an example how it works with examples (CreateRequest1) but CreateRequest2 with openapi_examples does not work like I would expect: Gotta go Fast: Writing an API with Python and FastAPI. Get well-versed with FastAPI features and best practices for testing, monitoring, and deployment to run high-quality and robust data science applications Key Features • Cover the concepts of the FastAPI framework, including aspects relating to asynchronous programming, type hinting, and dependency injection • Develop efficient RESTful APIs for data science with modern Python • Build Nov 22, 2023 · What I want to achieve is to offer multiple examples to the users in the SwaggerUI with the dropdown menu. The FARM stack combines the power of the Python ecosystem with REST and MongoDB and makes building web applications easy and fast. White papers, Ebooks, Webinars Customer Saved searches Use saved searches to filter your results more quickly Develop, manage, and deploy efficient machine learning applications with Python. You'll find tutorials, practical code examples, best practices, and helpful resources. 2 – The FARM stack. com. To read this ebook on a mobile device (phone or tablet) you'll need to install one of these free apps: Ebook Reader (recommended) PocketBook (iOS / Android) Bluefire Reader (paid app) To download and read this eBook on a PC or Mac: Adobe Digital Editions (This is a free app specially developed for eBooks. FastAPI is a cutting It has many practical examples and written in simple language. Download it once and read it on your Kindle device, PC, phones or tablets. As its name implies, FastAPI is indeed fast, rivaling similar frameworks in languages such as Golang. Additionally, we will go over a high-level overview of the features that make it a protagonist in our FARM stack. It runs basic format checking, code linting, and functionality testing using pytest. Use this as a template or reference for accelerating RESTful web services are commonly used to create APIs for web-based applications owing to their light weight and high scalability. Jan 19, 2022 · I searched the FastAPI documentation, with the integrated search. Sep 23, 2022 · Figure 1. from fastapi import FastAPI from fastapi. Requires the &quot;postgresql&quot; service to be running. This project uses Poetry to manage dependencies. Field Looks like parser can't find a difference between example=None as a NoneType variable and "missing example field" class SomeResponse(Bas Purchase of the print or Kindle book includes a free PDF eBook Book Description FastAPI is a cutting-edge Python framework that is revolutionizing the way web apps and APIs are built. May 30, 2019 · The problem I would like to tie a schema example to my pydantic model, but currently the only way to do it is to declare the example when you're using the model, as far as I can understand. Author Bill Lubanovic covers the nuts and bolts of $ mkdir fastapi-data-science $ cd fastapi-data-science Tip If you are on Windows with WSL, we recommend that you create your working folder on the Windows drive rather than the virtual filesystem of the Linux distribution. 1:8000 port, which is where the FastAPI server is running. Build Python web applications with the FARM stack. Contribute to amisadmin/fastapi-user-auth-demo development by creating an account on GitHub. Key Features: Comprehensive coverage of FastAPI from basics to advanced topics; Step-by-step tutorials and practical examples to reinforce learning $ mkdir fastapi-data-science $ cd fastapi-data-science Tip If you are on Windows with WSL, we recommend that you create your working folder on the Windows drive rather than the virtual filesystem of the Linux distribution. Download for offline reading, highlight, bookmark or take notes while you read FastAPI: Modern Python Web Development. Key Features. Feb 18, 2020 · The auto-generated interactive documentation page is real plus when using FastAPI, so at some point one wants to make it complete with descriptions and examples. In spite of being very young, it has very quickly climbed up on the popularity charts and is one of the most loved web frameworks. There is an alembic config also. Even though FastAPI is compatible with Python 3. I will try to compare FastAPI with Python and JavaScript alternatives and explain why it can be a great fit for a modern and flexible Oct 8, 2021 · FastAPI is a web framework for building APIs with Python 3. You signed in with another tab or window. Fastapi-mvc-example CLI root. Jul 29, 2022 · Discover FastAPI features and best practices for building and deploying high-quality web APIs from scratch. 0 is the currently available version (released in July 2022). Sep 23, 2022 · Full Stack FastAPI, React, and MongoDB: Build Python web applications with the FARM stack - Kindle edition by Aleksendric, Marko. Jun 12, 2019 · @duebbert This doesn't solve the problem, but I can at least identify the source -- it's a version issue with pydantic -- it looks like you got version 0. $ mkdir fastapi-data-science$ cd fastapi-data-science Tip for Windows with WSL users If you are on Windows with WSL, we recommend that you create your working folder on the Windows drive rather than the virtual filesystem of the Linux distribution. Therefore, it is recommended to use the poetry command, and you can proceed with the dependency installation to run this application with the above command. Because of its asynchronous core platform, this ASGI-based framework provides the best option when it comes to performance, reliability, and scalability over the WSGI-based Django and Flask. In Stack Overflow 2021 Developer Survey, FastAPI is the third most loved web framework. 9 customer reviews. This book will show you how FastAPI, a high-performance web framework for building RESTful APIs in Python, allows you to build robust web APIs that are simple and intuitive and makes it easy to build quickly with very little boilerplate code. With this book, you’ll be able to create fast and reliable data science API backends using practical examples. When the code is pushed to origin/main branch, the Github Action is triggered. Oct 8, 2021 · FastAPI is a web framework for building APIs with Python 3. It's not the same as Adobe Reader Aug 20, 2023 · I searched the FastAPI documentation, with the integrated search. I Saved searches Use saved searches to filter your results more quickly An example fastapi-user-auth application. The Python/FastAPI server is mapped into to Next. This boilerplate follows a layered architecture that includes a model layer, a repository layer, a controller layer, and an API layer. htmx web server written in fastapi. This example application is designed to show how a Python RESTful web services are commonly used to create APIs for web-based applications owing to their light weight and high scalability. A fast-paced guide to building high-performance, robust web APIs with very little boilerplate code. Maybe this can help, #1693 (comment) you can't use Depends in your own functions, it has to be in FastAPI functions, mainly routes. post("/items/") async def create_item(item: Item): return item Understanding the Code We can now install the Python distribution of our choice. Oct 30, 2022 · First Check I added a very descriptive title to this issue. js rewrites to map any request to /api/:path* to the FastAPI API, which is hosted in the /api folder. Written by a team of industry experts, including MongoDB champions and product leaders, this fast-paced, hands-on guide equips beginners with essential skills to build web applications efficiently. React enables the developers to create dynamic applications in a much easier way by relying on JSX – a mix of JavaScript and XML that has an intuitive tag-based syntax and provides developers with a way to think of the application in terms of components that go on to form other, more Get full access to Building Data Science Applications with FastAPI and 60K+ other titles, with a free 10-day trial of O'Reilly. This book is for Python developers who want to learn FastAPI in a pragmatic way to create robust web APIs with ease. Top rated Web Services products. Buy on Amazon Buy on ebooks. js app under /api/. 79. First of all, we want a streamlined and structured way of building UIs. Purchase of the print or Kindle book includes a free PDF eBook Description Discover how to harness the power of the FARM stack—FastAPI, React, and MongoDB—to develop production-ready web applications of varying complexity. To prevent syntax errors and keep high code quality, pre-commit hooks are used. Instant delivery. Now we will look at a brief introduction to the Python REST-API framework of choice – FastAPI. --help Show this message and exit. This project includes authentication APIs (login, register, verify, forgot-password, reset-password, update-password) and article list and create APIs. Start your free trial Get full access to FastAPI and 60K+ other titles, with a free 10-day trial of O'Reilly. Well-designed APIs enable reliable integrations between services and help simplify maintenance, scaling, and redesigns. No-ops, servers, or infrastructure management. Contribute to alexvanzyl/fastapi-simple-app-example development by creating an account on GitHub. " —William Jamir Silva, Adjust "A perfect introduction to microservice web APIs in Python. The example demonstrates how to implement file uploads in FastAPI. Oct 22, 2023 · This guide will help you deploy a FastAPI application on an AWS EC2 instance and make it available to the public with nginx. Options: -v, --verbose Enable verbose logging. templating import Jinja2Templates from fasthx import Jinja from pydantic import BaseModel # Pydantic model of the data the example API is using. This is implemented using next. Nov 6, 2023 · Learn how to build web applications with FastAPI; Understand the differences between FastAPI, Starlette, and pydantic; Learn two features that set FastAPI apart: asynchronous functions and data type checking and validation; Examine new features of Python 3. You switched accounts on another tab or window. $ fastapi-mvc-example serve --help Usage: fastapi-mvc-example serve [OPTIONS] Run production gunicorn (WSGI) server with uvicorn (ASGI) workers. One of the fastest Python frameworks available. One endpoint to send a preconfigured prompt to Open AI. These parameters will be replaced by the provided values of the endpoint invocation and sent to FastAPI User Authentication: A high-performance, open-source user authentication framework for FastAPI, featuring Role-Based Access Control (RBAC), job scheduling, email verification, async SQLAlchemy for concurrent requests. dev article with your example/notes or you could create a separate blog post? I feel like we should cover more of Flet+FastAPI :) Go to src/templates/products directory; Create a new JSON file with data: . tiangolo. app = FastAPI () # Create a FastAPI Jinja2Templates instance and use it to create a . Develop robust and high-performance web apps; Deploy the FastAPI app for public availability using cloud services such as Deta and Docker container FastAPI MVC this is an example of using FastAPI and built upon the Model-View-Controller (MVC) architectural pattern. Do you think we should extend flet. This repository shares FastAPI knowledge, tips, and examples. FastAPI is the Python web framework that we are going to use in this book. To ins The book will try to cover the absolute minimum necessary for you to be able to build a simple FastAPI system, but along the way it will consider various web server solutions and deployment options (such as Deta, Heroku, and DigitalOcean) for your FastAPI Python-based backend, while trying to opt for free solutions. import router_example from fastapi import FastAPI app = FastAPI() Purchase of the print or Kindle book includes a free PDF eBook Description. I already read and followed all the tutorial in the docs and didn't find an answer. Author Bill Lubanovic covers the nuts and bolts of Through hands-on examples, real-world projects, and clear explanations, you'll gain a deep understanding of FastAPI's capabilities and how to leverage them in your projects. A project that manages books using two domains, Book and Author Learn all the features and best practices of FastAPI to build, deploy, and monitor powerful data science and AI apps, like object detection or image generation. This book starts with the basics of the FastAPI framework and associated modern Python programming language Mar 31, 2023 · eBook Description: High-Performance Web Apps with FastAPI: The Asynchronous Web Framework Based on Modern Python. Mar 27, 2023 · This book thoroughly explains how FastAPI interacts asynchronously with relational as well as NOSQL databases. $ mkdir fastapi-data-science $ cd fastapi-data-science Tip If you are on Windows with WSL, we recommend that you create your working folder on the Windows drive rather than the virtual filesystem of the Linux distribution. - StackPuz/Example-DataTables-FastAPI Product page description Koyeb is a developer-friendly serverless platform to deploy apps globally. Perform CRUD operations using SQL and FastAPI; Manage concurrency in FastAPI applications; Implement authentication in a FastAPI application; Deploy a FastAPI application to any platform; Who this book is for. Mar 21, 2022 · I searched the FastAPI documentation, with the integrated search. Instead of skimming through multiple pages searching for this documentation-related information, it would be absolutely great to have a first-class "Documenting your API" page with a Sep 23, 2022 · Build Python web applications with the FARM stack. It uses an async PostgreSQL connection with SqlAlchemy ORM. It uses Authorization Code Flow; Cookie to store ID token Oct 10, 2023 · Currently the FastAPI example provided looks like this """ Example demonstrating use with the FastAPI web framework. Opening the API documentation with Swagger UI, I found an empty select box labeled "Examples" in Request body block as images below. License This project is open-source and available under the MIT License. This book will help Feel free to submit issues or pull requests if you have suggestions for improvements or find any bugs. co FastAPI Azure SSO demo. config. Purchase of the print or Kindle book includes a free PDF eBookKey Features; Uncover the secrets of FastAPI, including async I/O, type hinting, and dependency injection To read this ebook on a mobile device (phone or tablet) you'll need to install one of these free apps: Ebook Reader (recommended) PocketBook (iOS / Android) Bluefire Reader (paid app) To download and read this eBook on a PC or Mac: Adobe Digital Editions (This is a free app specially developed for eBooks. On localhost, the rewrite will be made to the 127. Purchase of the print or Kindle book includes a free PDF eBook. Mar 7, 2023 · "An insightful guide for creating REST and GraphQL APIs, with neat examples using FastAPI and Flask. enwobh fglggmg lorluuhs ffpdhf btlsie rxcf rbgjg uvzdfpqn vuvniwbu cjhd