These functions is to be most likely depend on some 3rd party packages. Let's get started. The second command creates our virtual environment, where all our dependencies get installed, and the third will add Flask as our first dependency. SmartBed-RESTApi-Example. As in the previous example, our application returns a "Hello, world!" This is the closest SO question on this topic that I could find. Implemented endpoints: Headrest adjustment (at the user's prefference) Detection of the bed sheet. It will not affect the other layers. What is important is that you are running at least Python 3.7 or newer. Besides the tremendous support provided by the overall community, the Python Software Foundation also provides excellent documentation, where new adopters can learn its essence fast. Boost Model Accuracy of Imbalanced COVID-19 Mortality Prediction Using GAN-based.. If we use something like sql alchemy or mongo engine we can define those model classes in here. In this folder/layer we can write all our end points in separate files. Flask API | Learn the Creation and Examples of Flask API - EDUCBA To subscribe to this RSS feed, copy and paste this URL into your RSS reader. In this script, we will define the first endpoint of our application. Affiliate disclosure: As an Amazon Associate, we may earn commissions from qualifying purchases from Amazon.com and its subsidiaries. Flask server starts and API is exposed React UI is loaded by the user browser React initiate the login, get the credentials provided by the user React send user credentials to the API server Flask API checks the credentials and generates a JWT Token React UI saves the user information and JET Token https://github.com/cosmic-byte/flask-restplus-boilerplate The templates and static files can be added to the application and to the controllers to host the pages. Designing a RESTful API using Flask-RESTful. A quick project i created while following Jose Salvatierra's excellent flask tutorial on Udemy. Instead of importing myproject.api.app in db.py, I would create my own module level global variable in db.py to store database configuration: Then in api.py initialize db by calling myproject.common.db.init(), This way db.py no longer has a dependency on api.py. Though, as mentioned, we will use marshmallow to serialize and deserialize entities through our endpoints. In its place, we defined an endpoint to handle HTTP GET requests to return incomes and another endpoint to handle HTTP POST requests to add new ones. Explanation ~ We will create a tracking application by importing Track Usage, Input writer, and output writer from the package installed. Therefore, no matter if the user sends a positive or a negative value, we will always store it as negative to facilitate calculations. module from python, and I try to build tests for each component. It updates the wrapped function by copying all its arguments. The above code defines a wrapper class Server which aggregates the flask and the flask-restplus server instances called app and api . Then we need to place the code for our application, to eventually return an object from the API. We create the second decorator for monitoring cookies and IP addresses, so make the below function. We are building a simple RESTful API, thus Flask is perfect for our needs. When it comes to web development on Python, there are three predominant frameworks: Django, Flask, and a relatively new player FastAPI. Please make sure that the Python version in both Dockerfile and Pipfile are aligned, or the docker container won't be able to start the server. Create RESTFul API with Flask: now that the Flask application background is set up and is well structured, we would be to architecture relevant endpoints. The goal of this file is to facilitate the start-up of our application. Returns a contact by username. Example - flask-openapi3 - GitHub Pages , where I provide at the beginning of the file the parent route, in this case /api and all the subsequent routes will be relative to this one. }', # create model directory inside the cashman module, '', # installing marshmallow as a project dependency, '{ If we are using some recent version of a popular Linux distribution (like Ubuntu) or macOS, we might already have Python 3 installed on our computer. A must-have on any computer I work with. Any cookies that may not be particularly necessary for the website to function and is used specifically to collect user personal data via analytics, ads, other embedded contents are termed as non-necessary cookies. . Flask Rest API -Part:2- Better Structure with Blueprint and Flask Python Examples of flask_restful.Api - ProgramCreek.com First and foremost, we will need to install some dependencies on our development machine. APIs will enable you to get or send data to a website and perform some action to get your task done over a web service. Python Flask API - Starter Kit and Project Layout, A more detailed description of the endpoint, # If we recalculate the hash on the block we should get the same result as we have stored. On GitHub, the language also shows signs of mass adoption, occupying the second position among the top programming languages in 2021. Full example Flask-RESTPlus 0.13.0 documentation - Read the Docs In this article, we learned about the basic components needed to develop a well-structured Flask application. That worked to demonstrate how the Connexion module helps you build a nice REST API along with interactive documentation. In this article you learn how to write a REST server using the Flask. It is designed to make getting started quick and easy. Create a project directory called RestAPI. We will start improving it in a second, but first, let's create an executable file called bootstrap.sh in the root directory of our application. Step 0: Setting up the application. Besides that, we have also changed the implementation of both methods that deal with incomes. Does it make sense to say that if someone was hired for an academic position, that means they were the "best"? Easier to understand for other developers. Flask & React - From Zero to Full-Stack (with Samples) API Module. However, in most applications we would rather have the API routes configured with a prefix such as /api/v1 to enforce our versioning system.. As mentioned before, the goal of our application is to help users to manage incomes and expenses. I hope this tutorial and project help you build your next API and as usual please let me know if you have any other ideas on twitter at @bajcmartinez 1. Now, to start creating a serious Flask application, let's create a new directory that will hold our source code. Import flask and flask-restful and create the minimal API as shown below: To run it, we execute the following command: On Ubuntu, we might need to edit the $PATH variable to be able to run flask directly. The Top 391 Flask Rest Api Open Source Projects Here we create a new file, and I will show you by creating two decorators. We highly recommend creating a new python environment using Conda or pip so you can easily create your requirements.txt file that contains all the libraries that you are using in the project. So this was all for this article. A similar pattern is discussed here (see the Circular Imports section at the bottom of the page). Thanks for contributing an answer to Stack Overflow! Create a new python file and type the below code. Welcome to Flask Flask Documentation (2.0.x) We are going to learn two ways of structuring the flask application: Blueprint: It is used to structure the Flask application into different components, making structuring the application based on different functionality. Updates a Contact Deletes a Contact to users. In this video, we go into building a simple REST API that serves the book data. So I hope that you have a simple API created with you. Create A REST API with Python Flask and Flask-RestX -Project Tutorial So for example when registering the resource api . However, the work is so straightforward that I don't think an extension is necessary. In order to implement CORS for your ReST API, install flask_cors. Rest API with Flask In this project, you'll create a RESTful API using Python Flask. Designing a RESTful API using Flask-RESTful - miguelgrinberg.com I hope it was easy to catch up with each heading and if you have any queries, feel free to post them in the comment section below or connect with me. We also use third-party cookies that help us analyze and understand how you use this website. we will review today. Python REST APIs With Flask, Connexion, and SQLAlchemy - Part 2 Therefore, we will create a directory called cashman-flask-project. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide. How to Build RESTful APIs with Python and Flask | Codementor To know more about Flask Basic Authorization, you can visit this blog. . Among the things that we can improve, we are going to cover the following topics in the following article: # create our project directory and move to it, # use pipenv to create a Python 3 (--three) virtualenv for our project, # install flask a dependency on our project, '{ py and add five lines of code to it. 2022 Moderator Election Q&A Question Collection, Getting the database connection from application context with Flask-Restful, Flask-PyMongo - init_app() missing 1 required positional argument: 'app'. 2020 - Live Code Stream - Everything related to Programming, AI and computer science! Now that our application is structured, we can start coding some relevant endpoints. Therefore, let's check if we need to install pip separately or already have it. Hence we have created a basic API which on browser return, hello but on the backend, you will get all the persons information. Restful APIs make it possible to establish communication between the backend and the frontend of mobile and web applications. python - Flask-RESTful Project Structure - Stack Overflow How To Write REST API With Python and Flask - Medium First, we create a primary function to match username and password and a GET method that says that anyone who hits on this API so without login we cannot access the data. It encourages best practices and is very easy to set up. The usage of the requirements.txt file is widespread and useful in Python projects since it easily allows you to share and have the project with the same packages installed. You can find a complete REST API built with this architecture in here. If we run our Flask application now, we will be able to interact with the endpoints, as shown here: As we are planning to eventually release our API in the cloud, we are going to create a Dockerfile to describe what is needed to run the application on a Docker container. Build a REST API with Flask and marshmallow. Securing Python APIs with Auth0 is very easy and brings a lot of great features to the table. Corrected that. REST API stands for Restful API that allows integrating applications or interaction with RESTful web services. The Flask is microframework which is top on the Python.I am assuming virtualenv installed in your system, if . Build python flask rest api with example | python tutorial 1 However, for more complex applications that deal with different entities and have multiple business rules and validations, we might need to encapsulate our data into Python classes. We need to create object of Flask to add flask framework flavour in python project and this api is going to listen port 5000 and it'll run as debug mode, so any code change it'll . We will use python 3 and flask to create api wrapper.This flask application will consume sample rest api and return json data. Python Flask REST API | Code Underscored LO Writer: Easiest way to put line of words into table as rows (list). G stands for global that says data is global within the context. What is flask-restful-swagger? Flask restful swagger 1.0.0 documentation Awesome Open Source. Defining a Docker recipe (Dockerfile) will help us run the API in different environments. Developing RESTful Flask APIs with Python: A Comprehensive Guide 101 See my edit above. Project Layout Creating RESTful Web APIs using Flask and Python To create a module on a Python application, we need to create a folder and add an empty file called __init__.py. Flask offers suggestions, but doesn't enforce any dependencies or a project layout. If you're familiar with NPM or Ruby's bundler, it's similar in spirit to those tools. You may also want to check out all available functions/classes of the module flask_restful, or try the search function . The first step is to use pip to install Flask: After installing the package, we will create a file called hello.py and add five lines of code to it. Start Postgres or SQL Server db and update credentials on config.py Flask, although less popular, is not far behind. We won't dive into validation in this article, as it will be the subject of another one. . The app module will serve as a main application entry point following one of the classic Flask patterns (See Larger Applications and Application Factories).. Is there a way to make trades similar/identical to a university endowment manager to copy them? flask-rest-api relies on marshmallow, webargs and apispec to provide a complete REST API framework. This article is divided into the following sections: Nowadays, choosing Python to develop applications is becoming a very popular choice. You can find other examples in the github repository examples folder. Below is an example of the implementation that can be found in the Flask Postgres Reference API. https://www.udemy.com/course/rest-api-flask-and-python/learn/lecture/6038434?start=0#overview Now updated with Flask 2.0 and Flask-Extended!! Finally, we will look at how to run the API on a Docker container. Creating a RESTFul API With Flask 1 - Getting Started Creating a Basic Flask Application We need a central class that will be used by all modules in Angular to interact with server either to fetch the data or send the data to server when required for our example Python REST APIs + Flask + Angular CRUD Exmple. This is often how the backend of web apps is created. Marshmallow is a popular Python package for converting complex datatypes, such as objects, to and from built-in Python datatypes. After this, we create a basic routing on slash and include our track application as a decorator. How it looks like to build traditional REST API with Flask? Complete Guide on Rest API with Python and Flask - Analytics Vidhya lets get over to code editor. message. It provides a coherent collection of decorators and tools to describe your API and expose its documentation properly (using Swagger). If you run Flask in production, we recommend updating these settings for production. By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. There will be an admin section also. Pip is the recommended tool for installing Python packages. The huge community forming around Python is improving every aspect of the language. You need to install this flask module using the pip command. If you prefer the command line to create the folders and files, you can use the below . First, create the structure of the app at any location on your system: project/ app.py migrate.py Model.py requirements.txt resources Hello.py run.py. Being lightweight, easy to adopt, well-documented, and popular, Flask is a good option for developing RESTful APIs. in one single file called App.py But. You can use any Python IDE that you are comfortable with. "amount": 20, Not the answer you're looking for? Does the Fog Cloud spell work in conjunction with the Blind Fighting fighting style the way I think it does? In order to use these end points in our main app.js we have to use something call Blueprint which provided by Flask. Generate RESTful API and OpenAPI document for your Flask project. While the official installation page states that pip comes installed if we're using Python 2 >= 2.7.9 or Python 3 >= 3.4, installing Python through apt on Ubuntu doesn't install pip. We will use the latter to deserialize and serialize instances of Transaction from and to JSON objects. In this article I am going to show you how to architect your Flask REST API. Return ImmutableMultiDict Python Examples of flask_restful.Resource - ProgramCreek.com Most of this can be found on the Intermediate Usage page in the Flask-RESTful User's Guide. We also used filter to extract incomes only from the transactions list. When the migration is complete, you will access your Teams at stackoverflowteams.com, and they will no longer appear in the left sidebar on stackoverflow.com. We import the wrap decorator applied to the wrapper function from thefunctools module(standard module for higher-order python functions). In this tutorial, we will create a working Restful API with Flask and MySQL database. For a example lets say you have an endpoint to get product data. If the command above produces an output similar to pip 9.0.1 (python 3.X), then we are good to go. What is a good way to make an abstract board game truly alien? Prerequisites Python 3.7.4 - 3.9.1, Flask 1.1.1 - 1.1.2 (pip install flask) Project Directory Flask API Tutorial With Example | Extending Flask With APIs Connect and share knowledge within a single location that is structured and easy to search. Check that all the keys we are accessing are present in API data processing. Method name should be the same as its corresponding HTTP method and written in lowercase. So that logic is going to written in this layer. It's just a matter of defining another port on the host or even another host. The first step is to use pip to install Flask: # we might need to replace pip with pip3 pip install Flask After installing the package, we will create a file called hello. You can also use routing with APIs like creating a function in a separate file and using it as a decorator with a main Application use case. flasgger: It's a module that helps us integrate swagger docs to a flask API. As StackOverflow recently analyzed, Python is one of the fastest-growing programming languages, having surpassed even Java in the number of questions asked on the platform. Let's create a model directory inside the cashman module and add an empty file called __init__.py on it. For tests Im simply using unittest The Most Comprehensive Guide to K-Means Clustering Youll Ever Need, Understanding Support Vector Machine(SVM) algorithm from examples (along with code), print(Execution Time : {} .format(e-s)). There are a few Flask extensions that assist with establishing RESTful services. Saves a Contact. We have learned how we can secure our API from unauthorized login, but what if we also want to know the location(latitude and longitude points), IP address, server name like details of a person who is accessing our API so we can configure the basic flask Tracking application with our REST API. Flask-restful: It is an extension for Flask that helps your build REST APIs quickly and following best practices. I am a passionate learner, and a data science enthusiast. Conclusion. I often clone the below github project for flask restx boilerplate. An example of data being processed may be a unique identifier stored in a cookie. # requirements.txt Flask==1.1.2 After that, you just need to run the following command: pip install -r requirements.txt Now we are ready to start developing our REST API. This tutorial help to consume rest api using Python3 and flask .I got a change to work with python language. Flask RESTful API For User Creation We'll start by creating the CreateUser API. message. "description": "lottery ticket" The first thing is to install a flask with. The environment_config ["swagger-url"] parameter defines the URL path of the Swagger UI for the project. To follow along with this tutorial, you should already have a good grasp of Python, Flask, and SQLAlchemy. rev2022.11.3.43005. In this article, we will create Cashman, a small RESTful API that allows users to manage incomes and expenses. But how are we going to use these end points in our app.py? Regex: Delete all lines before STRING, except one particular line. Notify me of follow-up comments by email. Now, execute the following in your project folder to initialize the application and register it with AWS Elastic Beanstalk (be sure to change the region accordingly; below, eu-west-1 is selected): Terminal. This elegant framework built for high-performance and fast-to-code APIs is not one to miss. }', # Defining working directory and adding source code, # run a new docker container named cashman, # fetch incomes from the dockerized instance, # Format error response and append status code, """Obtains the access token from the Authorization Header Site design / logo 2022 Stack Exchange Inc; user contributions licensed under CC BY-SA. So to elaborate basically if you have done web scraping, then a 200 response code means your request to a particular URL is successfully made, which returns a response. FastAPI follows a similar "micro" approach to Flask, though it provides more tools like automatic Swagger UI and is an excellent choice for APIs. Flask restful defines the resource class, which contains methods for each HTTP method. To view the purposes they believe they have legitimate interest for, or to object to this data processing use the vendor list link below. In flask_restful, the main building block is a resource. Building Restful APIs With Flask and SQLAlchemy (Part 1) It just defines a class called TransactionType that inherits from Enum and that defines two types: INCOME and EXPENSE. How can we build a space probe's computer to survive centuries of interstellar travel? Constructing web services using Flask is surprisingly easy, far more straightforward than building whole server-side apps. If this command produces the correct output, we must replace all commands throughout the article to use python3 instead of just python. Developing RESTful APIs with Python and Flask - Auth0 You can observe this in the above code. The client send authentication information to the API (usually, username and password) The API validates them and generates an access token (in our case, a JWT) Inside the JWT, the user's unique ID is stored. Installing Flask_restful into your system To install the Flask_RestFull package, run the pip command: pip install flask_restful Now that it is installed, lets move on to the Database part 2. Hello, I hope you are fine. Here are some sample schemas from my blockchain code Inside the application's directory, let's create another one with the same name, cashman. """, "All good. Manage Settings . Flask keeps its core simple yet extensible. The access token is sent back to the client for storage (i.e. We have learned to create Flask REST API from scratch and its maintenance easily and securely. The rest of the docs describe each component of Flask in detail, with a full reference in . How to structure a Flask-RESTPlus web service for production builds So let's get started !! flask-rest-api PyPI TL;DR: Throughout this article, we will use Flask and Python to develop a RESTful API. | Powered by . More and more open source libraries are being released to address many different subjects, like Artificial Intelligence, Machine Learning, and web development. "Flask allows Python developers to create lightweight RESTful APIs.". FastAPI is growing at high speed, with 48k stars on Github, 370 contributors, and more than 3.9k forks. It is now growing as the most common method for connecting components in a microservice architecture. We and our partners use data for Personalised ads and content, ad and content measurement, audience insights and product development. A decorator is a function that takes another function as an argument and returns another function. Let's create our first module on our application, the main module, with all our RESTful endpoints. Best Practices for Flask API Development - Auth0 G stands for RESTful API for user Creation we & # x27 ; t enforce any dependencies or a layout. On some 3rd party packages directory inside the cashman module and add an empty called... Designed to make an abstract board game truly alien for converting complex datatypes, such objects. Blind Fighting Fighting style the way I think it does the recommended tool for installing packages. First module on our application far more straightforward than building whole server-side apps an abstract game. Product development, AI and computer science coherent collection of decorators and to! Of Transaction from and to json objects for RESTful API for user Creation we & # x27 s... Flask application will consume sample REST API stands for RESTful API using Python Flask and returns another.... Http: //flask-restful-swagger.readthedocs.io/en/latest/articles/README.html '' > best practices for Flask that helps us integrate swagger docs to Flask. Module that helps your build REST APIs quickly and following best practices best! __Init__.Py on it mongo engine we can start coding some relevant endpoints learner and. Code for our needs json objects working RESTful API that allows integrating applications or with! Think an extension is necessary of this file is to install pip separately or already have a simple RESTful that! Api from scratch and its subsidiaries Python Flask repository examples folder start-up of our application, language... And Flask-Extended! swagger 1.0.0 documentation < /a > Awesome Open source dive into validation this... Function from thefunctools module ( standard module for higher-order Python functions ) deserialize entities through our endpoints using and! Documentation < /a > Awesome Open source, Where developers & technologists worldwide structured, recommend... Createuser API by clicking Post your Answer, you can find other examples in the Flask is for..., AI and computer science, it 's similar in spirit to those tools should be same... Will be the subject of another one survive centuries of interstellar travel used filter to incomes. Main module, with 48k stars on github, the main building block is a popular Python package converting! Similar pattern is discussed here ( see the Circular Imports section at the bottom the. All lines before STRING, except one particular line ; s prefference Detection! The Answer you 're looking for - Auth0 < /a > Awesome Open source for storage ( i.e using Flask! Sense to say that if someone was hired for an academic position, that means they were the `` ''! Cloud spell work in conjunction with the Blind Fighting Fighting style the way I it. The wrap decorator applied to the wrapper function from thefunctools module ( module! To miss to extract incomes only from the transactions list Flask and the flask-restplus instances! Processed may be a unique identifier stored in a microservice architecture we need to pip... Development - Auth0 < /a > Awesome Open source, we have also changed implementation... On github, 370 contributors, and output writer from the API, flask rest api example project &. Dependencies or a project layout and our partners use data for Personalised ads and content measurement audience. Is sent back to the client for storage ( i.e another function an! To eventually return an object from the transactions list insights and product development COVID-19 Mortality Prediction using... Open source resources Hello.py run.py Python datatypes t think an extension is necessary ( Python 3.X,... Quick project I created while following Jose Salvatierra & # x27 ; s )! The REST of the module flask_restful, or try the search function to the table Flask allows Python developers create. New directory that will hold our source code pip 9.0.1 ( Python 3.X ), then need... For a example lets say you have an endpoint to get product data github project for Flask API the... Defining a Docker recipe ( Dockerfile ) will flask rest api example project us analyze and how... Backend of web apps is created Imports section at the bottom of swagger! Serves the book data for an academic position, that means they were the `` ''. Spell work in conjunction with the Blind Fighting Fighting style the way think... Http: //flask-restful-swagger.readthedocs.io/en/latest/articles/README.html '' > best practices I often clone the below Transaction... Recipe ( Dockerfile ) will help us run the API contributors, and more than 3.9k forks, create second! This file is to install a Flask with a small RESTful API allows. Be most likely depend on some 3rd party packages will use marshmallow serialize. Ticket '' the first endpoint of our application, the work is so straightforward that I &... Defines the resource class, which contains methods for each component a coherent collection of and... Writer, and output writer from the package installed Hello, world! ``... And brings a lot of great features to the wrapper function from thefunctools module ( module. For a example lets say you have an endpoint to get product data the tool! Its maintenance easily and securely you prefer the command above produces an output similar pip! Are comfortable with '' the first thing is to facilitate the start-up of our application to! Place the code for our needs section at the bottom of the swagger UI for the.. Command line to create the structure of the language also shows signs mass! With this architecture in here content, ad and content, ad and,... Our main app.js we have to use something call Blueprint which provided by Flask > Awesome Open.! For RESTful API using Python3 and Flask.I got a change to work Python. Properly ( using swagger ) most likely depend on some 3rd party packages first thing is to install pip or! How can we build a nice REST API with Flask in this.! After this, we will use marshmallow to serialize and deserialize entities through our endpoints lightweight, to... From thefunctools module ( standard module for higher-order Python functions ) [ & ;... `` amount '': `` lottery ticket '' the first endpoint of application. The closest so question on this topic that I could find project, you already. User & # x27 ; ll start by creating the CreateUser API as an Amazon Associate we! Applications or interaction with RESTful web services pattern is discussed here ( see the Circular Imports section at the &! Less popular, Flask is a popular Python package for converting complex datatypes such! Only from the transactions list Connexion module helps you build a space 's! Improving every aspect of the page ) is now growing as the most common method for connecting in... Wrapped function by copying all its arguments Imports section at the user & # x27 s! You should already have a good way to make getting started quick and easy, work! Familiar with NPM or Ruby 's bundler, it 's just a matter of defining port... Flask is surprisingly easy, far more straightforward than building whole server-side apps however, the main building block a... Say that if someone was hired for an academic position, that means they were the `` best?. Assuming virtualenv installed in your system, if which is top on the host or even another.! Third-Party cookies that help us run the API in different environments amount '': 20, the... Application is structured, we have also changed the implementation of both methods that deal with incomes go building. Associate, we will use marshmallow to serialize and deserialize entities through our endpoints it updates wrapped. Our needs board game truly alien module and add an empty file called on... Marshmallow to serialize and deserialize entities through our endpoints a tracking application importing... Components in a microservice architecture top programming languages in 2021 is an extension is necessary make an abstract game. Or even another host is global within the context however, the main module with! Wrapper class Server which aggregates the Flask 's bundler, it 's similar in spirit those... Another one speed, with all our RESTful endpoints thing is to facilitate start-up... The backend of web apps is created data is global within the context this topic that could! Start-Up of our application, to eventually return an object from the package installed to work Python... Straightforward that I don & # x27 ; t think an extension is necessary out all available of. ( Python 3.X ), then we are accessing are present in API processing! Decorators and tools to describe your API and return json data if we need to install pip separately or have. All its arguments Imports section at the bottom of the bed sheet is very easy to adopt, well-documented and... Is top on the host or even another host a working RESTful API for user we... Name should be the same as its corresponding HTTP method and written in lowercase mobile and web applications and! We build a nice REST API that allows integrating applications or interaction with RESTful web services REST APIs quickly following... Thing is to be most likely depend on some 3rd party packages though as... Speed, with all our end points in our main app.js we have also changed the that. As the most common method for connecting components in a cookie application, to eventually return object... Of Transaction from and to json objects output, we recommend updating these settings for production tracking by... Data processing Salvatierra & # x27 ; ll start by creating the CreateUser API manage. Technologists share private knowledge with coworkers, Reach developers & technologists worldwide Flask RESTful swagger 1.0.0 <.

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