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Fastapi learn Elevate your API functionality and interaction capabilities, empowering you to build more dynamic and responsive applications. import asyncio. 😎 Nov 26, 2023 · The future of FastAPI in machine learning deployment looks promising. Sep 26, 2022 · Explore the FastAPI framework and discover how you can use it to create APIs in Python. Deploy ML model as API using FastAPI: Wrap up your journey by deploying your Machine Learning model as an API using FastAPI, enabling seamless integration into real-world space applications. We want to bring in the culture of Clean Code, Test Driven Development. Create a requirements. io focus on developing and testing production-ready RESTful APIs, integrating FastAPI with Vue and React, and serving up machine learning models. Throughout the course, you will learn: How to work with LLMs and connect Generative AI with Python. In this video, I'll discuss 7 advantages that FastAPI has FastAPI Learn Tutorial - User Guide Middleware¶ You can add middleware to FastAPI applications. For example, if you want to read or manipulate the request body before it is processed by your application. 2. Have fun. In order to follow this post, you should be familiar with docker, scikit-learn, and the basics of APIs. This means that this code will be executed once, before the application starts receiving requests. Fast to run: It offers very high performance, on par with NodeJS and Go, thanks to Starlette and pydantic. Oct 29, 2023 · , FastAPI is a versatile and powerful web framework that is well-suited for serving machine learning models as APIs. I am fairly new to python as well, and thought this might be a great way to build my python knowledge and skills. md at master · fastapi/fastapi 9. Furthermore, it may not be suitable for simple small projects as it’s meant for high performance and scalability. Here’s an example: pandas fastapi uvicorn numpy pydantic joblib scikit-learn. FastAPI framework, high performance, easy to learn, fast to code, ready for production Sep 19, 2024 · In this blog post, we showed the process of providing a simple API for a pre-trained prediction model. In simple words, FastAPI is a collection of powerful tools that you don’t have to learn because they are just modern Python. After that, you would need to install FastAPI and any other packages you want to use. Or it might be the case that you just prefer to take other courses because they adapt better to your learning style. This tutorial is not in the order of official tutorials, but in the order of actual use. Feb 26, 2021 · FastAPI is an incredibly flexible Python library for creating API endpoints. This is a short but fun project that you can build on your own with limited knowledge about APIs and web development. from fastapi import FastAPI. Most of these ideas would be more or less independent, and in most cases you should only need to study them if they apply directly to your project. In what follows, we are going to show you how to use Bodywork to deploy a ‘Hello, production’ release for a hypothetical prediction service, using Scikit-Learn and FastAPI. Last, I will show you which dataset we are going to use for the actual modeling of the API. Origin¶ Sep 5, 2024 · In this tutorial, we will learn a little bit about FastAPI and use it to build an API for Machine Learning (ML) model inference. Welcome to my FastAPI learning journey! This repository documents my progress as I explore FastAPI, a modern Python framework for building APIs. Using FastAPI to create fast, secure, and scalable APIs. We will then use Jinja2 templates to create a proper web interface. FastAPI Learning Material I read a post a few weeks back about someone who is new to Python that built a project using FastAPI. So if you want to build APIs, you're in the right place. O verview This article will illustrate how one can deploy a trained machine learning model using FastAPI on a free or Freemium platform. By the end of it, you will be able to start creating production-ready web APIs, and you will have the understanding needed to go deeper and learn more for your specific use cases. The key feature is that it is fast and very high performance, on par with NodeJS and Go (thanks to Starlette and Pydantic). FastAPI is a simple, powerful, and fast Python web server. To see how to achieve this parallelism in production see the section about Deployment. You signed out in another tab or window. FastAPI framework, high performance, easy to learn, fast to code, ready for production FastAPI Learn Advanced User Guide Custom Response - HTML, Stream, File, others¶. Aug 12, 2023 · Welcome to our comprehensive tutorial on FastAPI, a high-performance, easy-to-learn Python web framework. I'm only on Unit 2 but this covers the foundations of async await, typing and it is well taught because he starts with the alternate, pre-fastapi ways of trying to do async await as he explains the concepts at a high level. FastAPI is a truly ASGI, async, cutting edge framework written in python 3. 7 (1,325 ratings) 11,072 students Learn FastAPI by Coding Open-source project provided by AppSeed to help beginners accommodate faster with FastAPI. Porting Flask to FastAPI for ML Model Serving - Comparison of Flask vs FastAPI. There are plenty of resources to learn about FastAPI, and the best way to get started is with the official documentation. Nevertheless, if you just use pip directly, the packages would be installed in your global Python environment (the global installation of Python). After trying it out, I was instantly drawn to FastAPI's simplicity and modern features like Asynchronous Server Gateway Interface (ASGI) support and built-in OpenAPI spec (Swagger). Get the username and password¶ We are going to use FastAPI security utilities to get the username and password. In particular, this may be a good alternative to logic in a middleware. This would allow you to re-use the model in multiple places and also to declare validations and metadata for all the parameters at once. And also with every response before returning it. PATH Environment Variable ¶ There is a special environment variable called PATH that is used by the operating systems (Linux, macOS, Windows) to find programs to run. This is the start of exploring more advanced features and building strong web apps with FastAPI. 100. In this course, you’ll learn how to build a REST API in Python using FastAPI and deploy you API on Microsoft Azure. Here you will see different recipes or "how to" guides for several topics. It has many features that make it a great choice for ML models: Extensible plugins that allow you to add new features without having to alter the core code. It's normally done using Docker. Definitely, Udemy's best and most comprehensive FastAPI course!" Seeking to learn the most fancy technology at start is not always the best approach. So, if you already know or use Starlette, most of the functionality will work the same way. Prerequisites Before you proceed, make sure that you understand the basics of procedural and object-oriented programming in Python. FastAPI , while more powerful, has a steeper learning curve due to its use of modern Python features like type hints and async support. Why This Course Matters: With the rapid advancements in space technology, Python has become an indispensable tool for space engineers, scientists, and The tutorials and articles on TestDriven. Python has support for optional "type hints" (also called "type annotations"). It is designed to be very simple to use, and to make it very easy for any developer to integrate other components with FastAPI. FastAPI framework, high performance, easy to learn, fast to code, ready for production FastAPI framework, high performance, easy to learn, fast to code, ready for production Pet-project API for an online store. For machine learning models. " "Very well put together explanation is easy and simple and quizes and assignments really helps to learn and understand better" "Excellent in-depth explanations and great content. You can also see the sponsors FastAPI has (it's a big indicative of companies that are using it). At the same time though, he takes the student through step-by-step building APIs with FastAPI. You will learn more about using environment variables for handling application settings in the Advanced User Guide - Settings and Environment Variables. FastAPI Learn Tutorial - User Guide Query Parameter Models¶ If you have a group of query parameters that are related, you can create a Pydantic model to declare them. To learn more about FastAPI, I would suggest checking out the official FastAPI documentation. 6. You can override it by returning a Response directly as seen in Return a Response directly. Mar 20, 2024 · FastAPI también puede serializar clases de Pydantic, con el agregado que los datos son convertidos automáticamente al tipo correcto, de ser posible. You will also leverage FastAPI's interactive OpenAPI docs to test endpoints and generate curl commands. By the end, you’ll be able to implement FastAPI into your own projects. We will also learn how to setup and install FastAPI framework in a virtual environment and will create our first and the most basic API. Learn how to install Python and FastAPI by going through the first important steps and how you can test it. Lastly, you'll learn how to exploit FastAPI's powerful OpenAPI documentation, which aids smooth collaboration between frontend and backend developers. FastAPI is used to build modern web APIs. FastAPI framework, high performance, easy to learn, fast to code, ready for production Dec 29, 2024 · In FastAPI, singleton dependencies are a powerful feature that allows you to manage shared resources efficiently across your application. This means that FastAPI can handle multiple requests concurrently without blocking the main thread, improving performance. In conclusion, FastAPI is a fast web framework with support for asynchronous code and has very good documentation. Although the Tutorial - User Guide and this Advanced User Guide are written as a guided tutorial (like a book) and should be enough for you to learn FastAPI, you might want to complement it with additional courses. FastAPI Learn Python Types Intro¶. The procedure for deployment will involve "The instructor makes the concept easy to understand and learn. It takes each request that comes to your application. A "middleware" is a function that works with every request before it is processed by any specific path operation. You’ve successfully deployed a machine learning model as a RESTful API using FastAPI, containerized it with Docker, and deployed it on AWS ECS for scalability and availability. Create a Learn fastapi with duckdb. FastAPI framework, high performance, easy to learn, fast to code, ready for production - fastapi/README. FastAPI is a Python web framework that allows developers to create web applications FastAPI framework, high performance, easy to learn, fast to code, ready for production Sep 29, 2023 · Disadvantage of FastAPI. FastAPI Learn Tutorial - User Guide Security Simple OAuth2 with Password and Bearer¶ Now let's build from the previous chapter and add the missing parts to have a complete security flow. With FastAPI you get all of Starlette's features (as FastAPI is just Starlette on steroids): FastAPI Learn How To - Recipes General - How To - Recipes¶ Here are several pointers to other places in the docs, for general or frequent questions. . You can combine normal FastAPI path operations with GraphQL on the same application. Learn Python API development in one of the most comprehensive courses ever on the topic. Sep 17, 2024 · In this article. We also jump into learning about the FastAPI framework and how it helps create high performance APIs in no time. We claim that it will take your under 15 minutes to work through the steps below, which includes setting-up a local Kubernetes cluster for testing. Its ability to simplify and expedite the deployment process, while ensuring high performance, is crucial for developers and Multitenancy with FastAPI, SQLAlchemy and PostgreSQL - Learn how to make FastAPI applications multi-tenant ready. Jun 26, 2023 · FastAPI是在Python中構建RESTful API的現代Web框架，於2018年首次發布。在Python眾多的框架中，FastAPI雖然名氣可能還不如Flask或Django那麼大，但卻有著自己 FastAPI Learn Deployment FastAPI in Containers - Docker¶ When deploying FastAPI applications a common approach is to build a Linux container image. Focusing on Large Language Models (LLMs), and using FrameWork FastAPI. FastAPI Learn Tutorial - User Guide Security OAuth2 with Password (and hashing), Bearer with JWT tokens¶. You will FastAPI Learn Advanced User Guide Lifespan Events¶ You can define logic (code) that should be executed before the application starts up. When developing a RESTful API with FastAPI, you can follow a REST architectural style, which stands for Representational State Transfer. Note: FastAPI sponsors both encode, the organization that is in charge of maintaining httpx, uvicorn, and starlette and also Samuel Colvin (Pydantic's creator). That said, FastAPI is excellent and possibly the best framework for building APIs in Python. Here, you'll find my experiments, projects, and notes as I learn and grow Mar 14, 2022 · Learning curve: FastAPI is very easy to learn and is helpful for those who are new to web development. These "type hints" or annotations are a special syntax that allow declaring the type of a variable. In this article, we will learn about the FastAPI-Rest Architecture. Dec 3, 2024 · FastAPI framework, high performance, easy to learn, fast to code, ready for production FastAPI Learn Tutorial - User Guide Header Parameter Models¶. It is also extremely easy to learn. You will create routes to handle requests and responses, define request body models with validation, serve dynamic content, and run the API with Uvicorn. API Design. Eric Roby is an excellent educator. Learn to handle asynchronous requests, process POST, PUT, and DELETE requests, and create versatile endpoints. Apr 30, 2023 · We will discuss the fundamental concepts and guide you through each step to build a basic API using FastAPI. The same way, you can define logic (code) that should be executed when the application is shutting down. That's when I came across FastAPI. FastAPI framework, high performance, easy to learn, fast to code, ready for production FastAPI is built on top of Starlette, which is an asynchronous ASGI framework. FastAPI framework, high performance, easy to learn, fast to code, ready for production But whenever you need them and go and learn them, know that you can already use them directly in FastAPI. The seamless move from experimental notebooks to backend deployment for serving inference on any platform. Documentation Tags - OpenAPI¶ FastAPI is a modern, fast (high-performance), web framework for building APIs with Python based on standard Python type hints. FastAPI Learning Example 1. So, any additional Starlette code you have, will also work. Here are the introductory sections and the tutorials to learn FastAPI. In this comprehensive guide, we‘ll learn how to use these technologies together to build a full-stack web application. For newcomers, FastAPI is a modern, fast (high-performance), web framework for building APIs with Python 3. FastAPI framework, high performance, easy to learn, fast to code, ready for production FastAPI framework, high performance, easy to learn, fast to code, ready for production - fastapi/fastapi FastAPI is especially useful for building RESTful APIs — APIs that exchange data between clients and servers with HTTP — because it’s quick to code, easy to learn, and contains few bugs. Previously, we looked at the very basics of FastAPI, and I introduced an API for a… FastAPI is my absolute favorite Python API because of its modern features not found in other APIs. Developers with no prior experience in Python may also need to learn Python first. It is built using Flask so you can use the code to create scalable and fast RESTful APIs and machine learning models. The system will allow users to access course details, view chapters, rate individual chapters, and aggregate ratings. Dec 7, 2024 · Deploying models via APIs built with FastAPI and Heroku is a powerful design pattern for integrating machine learning into production systems. Before going let's understand FastAPI framework, high performance, easy to learn, fast to code, ready for production FastAPI Learn Tutorial - User Guide CORS (Cross-Origin Resource Sharing)¶ CORS or "Cross-Origin Resource Sharing" refers to the situations when a frontend running in a browser has JavaScript code that communicates with a backend, and the backend is in a different "origin" than the frontend. Tutorial ini menunjukan cara menggunakan FastAPI dengan semua fitur-fiturnya, tahap demi tahap. 1. txt FastAPI framework, high performance, easy to learn, fast to code, ready for production FastAPI is fully compatible with (and based on) Starlette. Contribute to Dewnur/fastApi-learn development by creating an account on GitHub. Jinja is more integrated to Flask than to FastAPI and Flask has way more plugins. Pydantic v1 regex instead of pattern ¶ Before Pydantic version 2 and before FastAPI 0. 😎 With a good ASGI server (FastAPI is designed to couple to uvicorn, running on top of uvloop) this can get us performance on par with fast asynchronous webservers in Go or Node, without losing the benefits of Python’s broader machine learning ecosystem. Author Bill Lubanovic covers the nuts and bolts of FastAPI development with how-to guides on various topics such as forms, database access, graphics, maps, and more that will take you beyond the basics. As we delve into the world of coding and building dynamic APIs, we invite learners of all levels to join us on this exciting journey! FastAPI Learn Tutorial - User Guide Dependencies Dependencies¶. Reload to refresh your session. Exploring FastAPI, you'll learn how to handle requests and set up routes. The key features are: Nov 6, 2024 · For algo traders and individual investors considering whether to learn Django, Flask, or FastAPI, the choice largely depends on their specific goals, expertise, and project requirements. 6+ based on standard Python type hints. Most of these settings are variable (can change), like database URLs. This tutorial shows you how to deploy a Python Flask or FastAPI web app to Azure App Service using the Web App for Containers feature. Happy mkdir fastapi_learn_project cd fastapi_learn_project virtualenv -p python3 env source env/bin/activate pip3 install fastapi uvicorn graphene graphene-pydantic==0. You switched accounts on another tab or window. async and await¶ Learn how to BUILD and DEPLOY FastAPI applications from scratch! Including RESTful APIs and Full Stack applications! FastAPI and Python are two of the hottest technologies in the market for building high performing APIs. Here are some potential disadvantages of using FastAPI: Learning Curve: While FastAPI is designed to be developer-friendly, it may still have a learning curve for those new to asynchronous programming or web frameworks in general. Handling Requests with FastAPI. You can then deploy that container image in one of a few possible ways. This project is designed to help you learn FastAPI through practical examples and hands-on exercises. tiangolo. 😎 The FastAPI trademark is owned by @tiangolo and is registered in the US and across other regions FastAPI Reference Reference¶ Here's the reference or code API, the classes, functions, parameters, attributes, and all the FastAPI parts you can use in your applications. 2 FastAPI’s speed and advanced capabilities have made it popular within the software development community and an important skill for aspiring software Feb 15, 2021 · FastAPI is the fastest Python Web FrameworkLet's learn fastAPI by creating a full API for crud of blog with user authenticationFastAPI is using Pydantic libr FastAPI framework, high performance, easy to learn, fast to code, ready for production FastAPI framework, high performance, easy to learn, fast to code, ready for production FastAPI framework, high performance, easy to learn, fast to code, ready for production With this practical book, developers familiar with Python will learn how FastAPI lets you accomplish more in less time with less code. Real-time data streaming using FastAPI and WebSockets - Learn how to stream data from FastAPI directly into a real-time chart. FastAPI is actually a sub-class of Starlette. Jul 25, 2023 · In this walkthrough project, we'll create a Python backend system using FastAPI, a fast web framework, and a MongoDB database for course information storage and retrieval. This file lists all the necessary dependencies for your FastAPI app. We know, we might make it hard for you but definitely worth the efforts. Sep 11, 2024 · Objective. 😎 See full list on fastapi. Get started using FastAPI today with this detailed tutorial. It caught my attention for being one of the most loved frameworks in the Stack Overflow Developer Survey 2022. FastAPI is a modern, fast (high-performance), web framework for building APIs with Python 3 🐍. Mar 14, 2024 · Conclusion. To install packages you would normally use the pip command that comes with Python (or similar alternatives). This book is for Python developers who want to learn FastAPI in a pragmatic way to create robust web APIs with ease. FastAPI 学習 学習¶. 0 python-arango fastapi-jwt-auth pip3 freeze > requirements. Sep 24, 2024 · Is Flask easier to learn than FastAPI? Flask is known for its simplicity and ease of use, making it a great option for beginners or developers building smaller applications. We are writing concise and powerful code without learning the peculiarities of a framework. No prior API experience is needed, just basic Python knowledge and a willingness to FastAPI Learn Tutorial - User Guide Cookie Parameter Models¶ If you have a group of cookies that are related, you can create a Pydantic model to declare them. 🍪. Learn¶ Here are the introductory sections and the tutorials to learn FastAPI . Sep 15, 2024 · 1. 6+ based on standard Python type hints. ここでは、FastAPI を学習するための入門セクションとチュートリアルを紹介します。 これは、FastAPIを学習するにあたっての書籍やコースであり、公式かつ推奨される方法とみなすことができます 😎 Learn¶. You could consider this a book, a course, the official and recommended way to learn FastAPI. Its performance, data validation, documentation generation, and asynchronous capabilities make it. Whereas Django can be a little tough for newbies but it has many courses, tutorials, and much FastAPI framework, high performance, easy to learn, fast to code, ready for production FastAPI framework, high performance, easy to learn, fast to code, ready for production Learn to build APIs from scratch with FastAPI – perfect for complete beginners! Through real-world examples drawn from industry experience, you’ll quickly master creating APIs that can serve as backends for your tools or become profitable digital products. Fast to code: It allows for significant increases in development speed. Unlock the power of HTTP methods in FastAPI. 0, the parameter was called regex instead of pattern , but it's now deprecated. FastAPI is perfect for APIs (who knew) but has less focus on integrating the front-end like Flask does. Contribute to ammarsaf/fastapi_duckdb development by creating an account on GitHub. app 欢迎来到 FastAPI 学习项目！这个项目旨在系统地学习和实践 FastAPI 的核心功能，包括构建 API、处理表单数据与文件上传、实现用户认证与授权、与数据库集成、部署应用以及使用 WebSockets 构建实时应用。 通过这个项目，您将 FastAPI framework, high performance, easy to learn, fast to code, ready for production FastAPI framework, high performance, easy to learn, fast to code, ready for production Learning FastAPI right now. Dec 15, 2024 · The FARM stack is a modern web development stack comprised of FastAPI, React, and MongoDB. FastAPI Learn How To - Recipes GraphQL¶ As FastAPI is based on the ASGI standard, it's very easy to integrate any GraphQL library also compatible with ASGI. If you are a Django or Flask developer looking to try something new that's faster, more efficient, and produces fewer bugs, this FastAPI Python book is for you. FastAPI framework, high performance, easy to learn, fast to code, ready for production Brige the gap between Tutorial hell and Industry. Latest Posts (19) Aug 4, 2020 · Deploying and Hosting a Machine Learning Model with FastAPI and Heroku by Michael Herman - A detailed tutorial on how to serve ML models using FastAPI from creation to deployment, with open source example in GitHub. By default, FastAPI will return the responses using JSONResponse. Section 2: Path & Query FastAPI framework, high performance, easy to learn, fast to code, ready for production Learn everything about FastApi with Python, Full Stack, OAuth2, SQLAlchemy, RESTful APIs, and practice projects Rating: 4. Dec 17, 2024 · Learn how to use FastAPI to quickly create powerful REST API servers in this hands-on interactive course. 😎 By following these steps, you'll make your first fastapi tutorial and run a first fastapi application. That, plus the simple fact that Python is the main language for Data Science, Machine Learning and especially Deep Learning, make FastAPI a very good match for Data Science / Machine Learning web APIs and applications (among many others). If you want to learn FastAPI you are much better off reading the FastAPI Tutorial. You could consider this a book , a course , the official and recommended way to learn FastAPI. FastAPI has a very powerful but intuitive Dependency Injection system. Jan 10, 2019 · Here we explore how to easily deploy your scikit-learn model as an API endpoint using the FastAPI framework. Now that we have all the security flow, let's make the application actually secure, using JWT tokens and secure password hashing. Feb 19, 2024 · A con that could be observed when using FastAPI is that its learning curve may be higher compared to other Python web frameworks due to its async programming and usage of type annotation. To write asynchronous code in FastAPI, you can use coroutines and asynchronous functions. com This tutorial is designed for developers who want to learn how to build REST APIs using Python. I followed the tutorial for adding the databases ORM and the tutorial for "Bigger Applications - Multiple Files", but the combined code results in a circular dependency. I would learn Flask first and then FastAPI. Introducing the FARM Stack The acronym FARM stands for: FastAPI – A modern, high-performance Python web framework React – A popular JavaScript […] This section covers what an API is and the purpose and API serves. About. In this course, instructor FastAPI framework, high performance, easy to learn, fast to code, ready for production Contribute to imsnto/fastapi-learn development by creating an account on GitHub. In this 2-hour hands-on course, you will build a web application with FastAPI. 😎 FastAPI framework, high performance, easy to learn, fast to code, ready for production Sep 15, 2023 · FastAPI is a modern web framework for building APIs with Python. FastAPI Learn How To - Recipes How To - Recipes¶. Jul 2, 2021 · To get started learning these concepts and more, check out Educative’s course Build a REST API Using Python and Deploy it to Microsoft Azure. Jul 5, 2020 · PyTorch meets FastAPI an: Streamlining Deep Learning Model Deployment. In this part, you learn how to design and build an API by using methods, based on the resources of your data set. Web App for Containers provides an easy on-ramp for developers to take advantage of the fully managed Azure App Service platform, but who also want a single deployable artifact containing an app and all of its dependencies. FastAPI Learn Advanced User Guide Settings and Environment Variables¶ In many cases your application could need some external settings or configurations, for example secret keys, database credentials, credentials for email services, etc. txt File. Remember, knowing what you're building and why it's useful is an essential part of becoming a competent developer. You signed in with another tab or window. FastAPI performance and documentation are second to none, making it easy to master and use. Here’s a comparison of each framework and how they align with trading and investment applications: You signed in with another tab or window. When you define a dependency as a singleton, it ensures that the same instance of the dependency is used throughout the application lifecycle, which can be particularly useful for resources like database connections or configuration settings. Each case in this tutorial can run independently, provided that the dependency package is installed. Oct 17, 2020 · FastAPI is a powerful choice for deploying machine learning models due to its key features: high performance, easy syntax, and built-in… Sep 17, 2024 See more recommendations FastAPI framework, high performance, easy to learn, fast to code, ready for production FastAPI framework, high performance, easy to learn, fast to code, ready for production FastAPI Learn How To - Recipes Custom Request and APIRoute class¶ In some cases, you may want to override the logic used by the Request and APIRoute classes. If you have a group of related header parameters, you can create a Pydantic model to declare them. In this tutorial, you will learn the main concepts of FastAPI and how to use it to quickly create web APIs that implement best practices by default. Following the docs and testing as I go. 2K subscribers in the FastAPI community. Filter Data - Security¶ To ensure that you don't return more data than you should, read the docs for Tutorial - Response Model - Return Type. The frameworks abstract away many of the complexities of model serving infrastructure, allowing data scientists and ML engineers to focus on building accurate, reliable models. I've put, seen and know about many FastAPI applications in production, and I recommend it. 7 out of 5 4. You will build a full-fledged API in Python using FastAPI. FastAPI Learn Tutorial - Pedoman Pengguna - Pengenalan Tutorial - Pedoman Pengguna - Pengenalan¶. dtum kypjgbzp htdnagu uymi vjh xngva njezr txjd sdrn dujsia