Fastapi ebook github. A simple FastAPI application.

Fastapi ebook github With YOLOv8, you get a popular real-time object detection model and with FastAPI, you get a modern, fast (high-performance) web framework for building APIs. The FastAPI Email Validation API is a simple and efficient web service built using the FastAPI framework in Python. Its performance is on par with NodeJS and Go (thanks to Starlette and Pydantic). This is a hybrid Next. You can learn more about setting up a virtual environment in this article. This book is for Python web developers, advanced Python users, and backend developers using Flask or Django who want to learn how to use the FastAPI framework to implement microservices. py from fastapi import FastAPI from starlette. sleep to finish. py file, detects the FastAPI app in it, and starts a server using Uvicorn. Belajar Kubernetes. This code sample is part of the "Auth0 Developer Resources" , a place where you can explore the authentication and authorization features of the Auth0 Identity Platform. FastAPI framework, high performance, easy to learn, fast to code, ready for production - fastapi/fastapi/utils. This project follows a clean This project deploys a restaurant review web application using FastAPI with Python and Azure Database for PostgreSQL - Flexible Server. When good_ping finishes its work, server returns a response to the client; GET /perfect-ping. Serving - The model is pulled and FastAPI delivers the prediction, a streamlit app serves as the user interface. templating import Jinja2Templates from fasthx import Jinja from pydantic import BaseModel # Pydantic model of the data the example API is using. Contribute to astral-sh/uv-fastapi-example development by creating an account on GitHub. config. md: This file. Example Restful API using FastAPI connected to a MSSQL Database using pyodbc - esundberg/FastAPI-pyodbc-mssql-example This is a fastapi scaf. This is a small library which provides you with the ability to use lovely FastAPI interfaces in your own projects or tools. 원서의 저자가 제공하는 FastAPI is a high performance, easy to learn, fast to code, and ready for production Python 3. A project that manages books using two domains, Book and Author This repository contains trips and tricks for FastAPI. Contribute to khannedy/belajar-kubernetes development by creating an account on GitHub. Clone this repository or copy the contents of fastapi_endpoint. FastAPI framework, high performance, easy to learn, fast to code, ready for production - fastapi/fastapi White papers, Ebooks, Webinars Customer Stories This repository provides a simple example of a FastAPI application with a Server-Side Template Injection (SSTI) vulnerability using Jinja2's from_string method. As its name implies, FastAPI is indeed fast, rivaling similar frameworks in languages such as Golang. This project is a fullstack template combining Next. src/: Source files for the website. fastapi-org has 8 repositories available. Access to urls is different but similar to Flask FastAPI has some sintax from django like defination of models with which is also there in Flask. Access the application in your browser or through tools like curl or Postman, providing the username parameter in the query string. com. FastAPI is a modern, fast (high-performance), web framework for building APIs with Python 3. example/: The numbered Example code files from the book. data/: Python modules for the bottom Data layer. This will create a copy of the repository in your account. Both components are containerized using Docker for easy deployment and development. 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. Follow their code on GitHub. RESTful web services are commonly used to create APIs for web-based applications owing to their light weight and high scalability. And then when connection is created, our websocket will ready to communicate with frontend until connection closed. auth_app import BaseAuthRouterBuilder from fastapi_auth. This tutorial shows you how to use FastAPI with most of its features, step by step. base import Base from 微信公众号开发，Fastapi做后端. You can read more about it in the FastAPI CLI docs. Each example showcases a specific aspect of API development and code samples to help you understand and implement these concepts effectively. py into a new notebook cell. 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. 0) - gsinghjay/fast-api-ci-cd White papers, Ebooks, Webinars Comprehensive CI/CD pipeline with Apr 5, 2021 · In an example in the documentation, a functools. The FastAPI webapp has one endpoint, which: Inserts a row into a db table "greetings", which is a string representation of the current timestamp. 7+ framework. It includes a basic example of a web application with a simple API and a frontend that consumes it, a simple web application that allows users to create notes. At the same time though, he takes the student through step-by-step building APIs with FastAPI. py and src/core This async function will await until accept connection from frontend via await websocket. FastAPI framework, high performance, easy to learn, fast to code, ready for production - fastapi/fastapi White papers, Ebooks, Webinars Customer Stories Mar 31, 2022 · I used the GitHub search to find a similar issue and didn't find it. This project deploys a web application for a restaurnant review site using FastAPI. Use this as a template or reference for accelerating O site gerado por esse repositório está disponível em: fastapidozero. Sample FastAPI server with JWT auth and Beanie ODM - devdupont/fastapi-beanie-jwt Asyncer is a small library built on top of AnyIO. The key features are: Go to the AWS Management Console. Discord OAuth FastAPI extension for APIs. 『FastAPI를 사용한 파이썬 웹 개발』(한빛미디어, 2023) 예제 코드 저장소입니다. Most are Python, but a few are Jinja templates. Readers familiar with the REST API and microservices will also benefit from this book. Here’s a breakdown of the features to be implemented: Database Design FastAPI framework, high performance, easy to learn, fast to code, ready for production - Pull requests · fastapi/fastapi 📚 FastAPI Book: Building Python Web APIs with FastAPI, published by Packt - Khayratdinov/FastAPI-book langchain-gemini-api is an AI-powered conversation API that integrates Google's Gemini API, designed to facilitate advanced text and image-based interactions. We used SQLite as a database. routers: Urls can be grouped into routers (also known as controllers) usecases: From there use cases are called; repositories: The use cases are communicating with the database through repositories located in the package with the same name You signed in with another tab or window. Contribute to amisadmin/fastapi-user-auth-demo development by creating an account on GitHub. It uses Pydantic models for request and response validation and SQLAlchemy for database operations. api_model import APIModel from fastapi_auth. 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 In this guide, we'll explore how to implement JWT (JSON Web Token) authentication in a FastAPI application. js as the frontend and FastAPI as the API backend. - GitHub - Nowado/fastapi-react-boilerplate: Minimal boilerplate of FastAPI backend, React frontend and SQLAlchemy setup organized within docker-compose for convenient local development and deployment. - fastapi/full-stack-fastapi-template To run this project create a virtual environment by running the below commands. The only one that I've used for that purpose for a long time was the mentioned "full-stack-fastapi-postgresql". orm. With your support, I will be able to create more content like this. Contribute to vastsa/Wechat-Fastapi development by creating an account on GitHub. py contains code relevant to spinning up the main FastAPI process; backend. If you are unfamiliar with Git and GitHub, please read the instructions on usage below carefully and follow the steps. js, Vuetify, and OAuth2. All you need to do is verify the token and then you can extract user ID info from it. Featured in Related Projects Redis Queue Docs Minimal example of a setup with docker-compose which starts a postgres database and a FastAPI webapp. I used the GitHub search to find a similar issue and didn't find it. NOTE: There A simple address book application using FASTApi and Python with features such as authentication, CRUD on address model - Apfirebolt/Address-book-API-using-FASTApi-and-Python This FastAPI backend serves as the core API for handling document uploads, processing PDF files, embedding document content into a vector database (Qdrant), and allowing users to ask questions based on the uploaded document. This is a project template which uses FastAPI, Alembic and async SQLModel as ORM. 3. app = FastAPI () # Create a FastAPI Jinja2Templates instance and use it to create a FastAPI is a young yet solid framework that takes advantage of newer Python features in a clean design. I searched the FastAPI documentation, with the integrated search. class User (BaseModel): first_name: str last_name: str # Create the app. I already searched in Google "How to X in FastAPI" and didn't find any information. From my experience I enjoyed much more "High Performance Web Apps with FastAPI" and "Building Python Web Api with FastApi". You signed out in another tab or window. With minimal setup and deep customization options, it helps projects of all sizes establish trust, protect sensitive endpoints, and scale seamlessly. White papers, Ebooks, Webinars Customer Stories FastAPI is a modern, fast (high-performance), web framework for building APIs with Python based on standard Python type hints. Step 2: Create a Fork of the repository by clicking on the fork button on top right side of the Following is what you need for this book: If you need to develop web applications quickly, where do you turn? Enter the FARM stack. py # main module of api_a package │ │ │ └── submod. They automatically check the code and clean it. from fastapi import FastAPI from fastapi. py The command fastapi dev reads your main. FastAPI-HTMX is implemented as a decorator, so it can be used on endpoints selectively. The primary purpose of this API is to validate email addresses, either individually or in bulk, and provide quick and accurate results regarding their validity. Run the cell to execute the application. fastapi-nano ├── svc # primary service folder │ ├── apis # this houses all the API packages │ │ ├── api_a # api_a package │ │ │ ├── __init__. There's a performance penalty A markdown-powered blog engine and light CMS for FastAPI. ☝ Building Data Science Applications with FastAPI is the go-to resource for creating efficient and dependable data science API backends. py # submodule of api_a package │ │ └── api_b # api_b A complex project that can leverage your existing backend skills while challenging you to learn and implement FastAPI concepts. Rosado Following is what you need for this book: If you need to develop web applications quickly, where do you turn? Enter the FARM stack. Contribute to JakubKramp/FastAPI_cookbook development by creating an account on GitHub. Web App in Python FastApi . fastapi/full-stack-fastapi-template’s past year of commit activity TypeScript 28,812 MIT 5,191 163 18 Updated Dec 21, 2024 FastAPI JWT Auth is a lightweight library designed to simplify the integration of JWT authentication into FastAPI applications. lru_cache is used for caching (in memory) an object that is shared across many requests, in order to avoid reading from disk once per user request. SQLAlchemy Admin for FastAPI and Starlette. This repository contains the starter kit for each exercise in a separate branch. 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. The library aims for 100% test coverage. It answers questions based on search results using OpenAI Chat 快速、轻量级、跨平台、自动化API框架. e. js apps that use Python AI libraries on the backend and seamleslly work with a flexible MongoDB Atlas database A starting kit stack (boilerplate) for developing a web application using FastAPI, Vue. Furthermore it reduces boilerplate for Jinja2 template handling and allows for rapid FastAPI Designs This repository contains practical examples demonstrating various concepts and best practices for building powerful APIs using FastAPI. The tutorial covers essential FastAPI concepts and step-by-step implementation for building APIs and web applications. js app under /api/. FastAPI-HTMX is an opinionated extension for FastAPI to speed up development of lightly interactive web applications. That all being said fastapi-gen does a really great job of creating working POC frontend and backend services that can be used to quickly prototype ideas and test out new features! Table of Contents Features This is great if you just want to use something like Okta or google to handle your auth. Contribute to pratushdevelopment/ebooks development by creating an account on GitHub. FastAPI comes with websockets installed which I assume comes with uvicorn but this is my opinion. 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 Construite avec FastAPI et Tortoise-ORM, elle suit une architecture de couche bien structurée et inclut des opérations CRUD pour chaque modèle. Jul 2, 2020 · # file: middleware. This is a simple User Service CRUD (Create, Read, Update, Delete) API built with FastAPI and SQLite. py demonstrates how a trained model can be loaded into memory and run for inference. . Nos vemos no youtube em breve! O objetivo desse projeto é ensinar FastAPI para pessoas que Apr 28, 2024 · Follow their code on GitHub. Filter and order your endpoints. O objetivo final desse curso é que ele também seja disponibilizado em vídeo quando a escrita do material terminar. js, Docker, and Docker Compose, showcasing essential API features like rate limiting, pagination, logging, and metrics using Prometheus and Grafana. Contribute to softwaiter/fastapi. This repo is a companion to the O'Reilly book, FastAPI: Modern Python Web Development. Launch or enhance your venture with a solid foundation for a feature-rich online shopping experience. All the RESTful web services are commonly used to create APIs for web-based applications owing to their light weight and high scalability. (Login, Register, Auth, Panel, Whoiam, Hi) - BaseMax/FastAPISMSAuth Independently of main thread (i. GitHub account: A GitHub account is required to access the code Apr 14, 2021 · FastAPI is a modern, fast (high-performance), web framework for building APIs with Python 3. By default, fastapi dev will start with auto-reload enabled for local development. An example fastapi-user-auth application. This project is a template for a fullstack web application using Vue3 and FastAPI. auth_settings import get_auth_settings from fastapi_auth. Ebooks, Webinars React, SQLModel, PostgreSQL, Docker, GitHub Actions, automatic About the command fastapi dev main. This project leverages docker for containerization and provides the full setup to deploy to AWS Fargate using AWS CDK. If you have any tip that you believe is useful, feel free to open an issue or a pull request. middleware. The key features are: Fast: Very high performance, on par with NodeJS and Go (thanks to Starlette and Pydantic). Its directory structure is designed to isolate boilerplate code within the core directory, which requires minimal attention, thereby facilitating quick and easy You signed in with another tab or window. net development by creating an account on GitHub. Contribute to pixegami/fastapi-tutorial development by creating an account on GitHub. As it can be understood, this microservice is The Python/FastAPI server is mapped into to Nuxt. The application will start and print a public URL that you can use to access the API. FastAPI framework, high performance, easy to learn, fast to code, ready for production - Releases · fastapi/fastapi This is a simple example of how to use Python FastAPI to create a simple authentication system based on phone number with SMS verification. Dockerized FastAPI wrapper for Kokoro-82M text-to-speech model w/NVIDIA GPU support, queue handling, and auto-stitching - remsky/Kokoro-FastAPI The best model, BERT-base-uncased at the third epoch, was saved to be loaded in the FastAPI app. Monitoring - Metrics about the API usage/performance are pushed to Prometheus/Grafana and shown in a dashboard. The starter is created for and used in the Building Serverless Python Apps Using FastAPI and AWS book by Eidan J. It uses an async PostgreSQL connection with SqlAlchemy ORM. The key features are: Instead of cloning this repo and opening it on your machine, you can read and work with the notebooks using Google Colab. Consider sponsor me on GitHub to support my work. nextjs-fastapi/ ├── backend/ │ ├── alembic/ │ ├── app/ │ │ ├── api FastAPI Starter: A simple and intuitive example repository showcasing basic functionality and best practices for building web APIs with FastAPI. In the /api folder you will find the routes for rooms and users. But as the time passed, I started to have my own vision about how a FastAPI project should be organized, and which technologies should be used as recommendation. It contains: README. Contribute to Tert0/fastapi-discord development by creating an account on GitHub. - pydanny/fastapi-blog 基于fastapi构建的web开发框架. This FastAPI project, powered by SQLAlchemy and Pydantic, is your go-to starting point for building a modern, efficient, and highly customizable online shop. API Gateway performs many tasks: accepts, processes and distributes requests, controls traffic, monitors and controls access and security, caching, throttling. With this practical book, developers familiar with Python will learn how FastAPI lets you accomplish more in less time with less code. It includes a LangGraph agent, a FastAPI service to serve it, a client to interact with the service, and a Streamlit app that uses the client to provide a chat interface. Sender [Telethon] - Telegram Client that will be triggered to execute some business logic after successful processing of request received by API, in other words to send updates to user. RealWorld This codebase was created to demonstrate a fully fledged fullstack application built with FastAPI including CRUD operations, authentication, routing, pagination, and more. This project offers a See how SDK code generation seamlessly builds with FastAPI development by completing the following exercise: Extend the API by adding a POST /books endpoint that accepts a new pydantic model NewBook (contains all the same fields as Book without the id) This repository contains a comprehensive tutorial on FastAPI, a modern, fast, and high-performance web framework for Python. add Contribute to yjjeong-dev/fastapi development by creating an account on GitHub. FastAPI is an Asynchronous Server Gateway Interface (ASGI)-based framework that can help build modern, manageable, and fast microservices. FastDepends - FastAPI Dependency Injection system extracted from FastAPI and cleared of all HTTP logic. 6+ based on standard Python type hints. FastAPI is a young yet solid framework that takes advantage of newer Python features in a clean design. FastAPI server receives a request and starts handling it; FastAPI awaits asyncio See More. Choose an Amazon Machine Image (AMI), such as Ubuntu Server. The server API of Nuxt3 has been relocated to /backend/ to make it compatible with the Vercel API routes. The project also includes Docker, a platform for easily The following environment variables are required to run the application: RAG_OPENAI_API_KEY: The API key for OpenAI API Embeddings (if using default settings). This package is just a small change of the This Python code sample demonstrates how to implement Role-Based Access Control (RBAC) in FastAPI API servers using Auth0. Discover how to harness the power of the FARM stack—FastAPI, React, and MongoDB—to develop production-ready web applications of varying complexity. It's set up for easy deployment with the Azure Developer CLI. Created and managed by @tiangolo. You switched accounts on another tab or window. JWT is a powerful and widely used method for securing APIs, enabling stateless authentication between clients and servers. This repository serves as a template for object detection using YOLOv8 and FastAPI. Add Postgresql config to alembic/env. The platform is built using the FastAPI web framework and a MySQL database, and includes features such as user This project is designed to help you learn FastAPI through practical examples and hands-on exercises. py at master · fastapi/fastapi This project includes authentication APIs (login, register, verify, forgot-password, reset-password, update-password) and article list and create APIs. This project is a web-based e-commerce platform that allows users to browse and purchase products, and provides administrators with tools for managing products, sales, and inventory. Git: Version control is essential, and Git is a widely used system. Author Bill Lubanovic covers the nuts and bolts of FastAPI-APScheduler is a simple scheduled task manager for FastAPI based on APScheduler. This repository provides a blueprint and full toolkit for a LangGraph-based agent service architecture. Contribute to binkuolo/fastapi development by creating an account on GitHub. There is an alembic config also. Cette API REST offre une plateforme complète pour la gestion des livres électroniques, des catégories, des favoris des utilisateurs et des comptes d'utilisateurs. Goal of this package is to ease integration into FastAPI-Applications and provide a Docker Image for convenience. Our implementation utilizes the newest version of FastAPI and incorporates typing hints that are fully compatible with Python 3. js + Python app that uses Next. 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. Click on "Services" and select "EC2" under the "Compute" section. 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. Click on "Launch Instance". About the command fastapi dev main. Each section gradually builds on the previous ones, but it's structured to separate topics, so that you can go directly to any specific one to solve your specific API needs. Single Email Validation FastAPI framework, high performance, easy to learn, fast to code, ready for production - fastapi/LICENSE at master · fastapi/fastapi FastAPI codebase containing real world examples (CRUD, auth, advanced patterns, etc) that adheres to the RealWorld spec and API. This book covers the following exciting features: FastAPI automatically generates and hosts Swagger UI, so you can use it right out of the box. Dec 30, 2024 · FastAPI and friends open source projects. I already read and followed all the tutorial in the docs and didn't find an answer. Using FastAPI, React, SQLModel, PostgreSQL, Docker, GitHub Actions, automatic HTTPS and more. Minimal boilerplate of FastAPI backend, React frontend and SQLAlchemy setup organized within docker-compose for convenient local development and deployment. 이 저장소의 코드는 원서의 저자가 제공하는 코드 중 실행 오류가 발생하거나 오탈자가 있는 부분을 수정한 것입니다. For ⚙️ fastapi-gateway is async single entry point for microservices. js rewrites to map any request to /api/:path* to the FastAPI API, which is hosted in the /api folder. Sync operation blocks only the side thread, not the main one. - gebeyaw/fastapi-docs-practice To prevent syntax errors and keep high code quality, pre-commit hooks are used. A sample python book-api project using FastAPI and GraphQL. This project uses PostgresSQL. Implement a robust backend system using Python FastAPI for handling user requests and interactions. This second edition incorporates the latest Python and FastAPI advancements, along with two new AI projects – a real-time object detection system and a text-to-image generation platform using Stable Diffusion. One of the fastest Python frameworks available. dunossauro. We'll walk you through setting up JWT-based authentication, from Like any web framework, FastAPI helps you to build web applications. 7+ based on standard Python type hints. By strictly adhering to FastAPI conventions, it provides a seamless and straightforward authentication setup process. ; This would involve: 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. Sep 20, 2023 · Here is one way to fix this issue in FastAPI: Add support for alias in Body, Form, and File parameters similar to how it is already supported in Path, Cookie, etc. This app uses a couple of 3rd party resources This boilerplate follows a layered architecture that includes a model layer, a repository layer, a controller layer, and an API layer. Returns the list of all the rows of the table. This API was built to support the chat_app_FE. New notes and deleted notes are broadcasted to all This project demonstrates the integration of FastAPI, SQLModel, PostgreSQL, Redis, Next. fastapi_util. js for the frontend and FastAPI for the backend. This project uses Poetry to manage dependencies. mkdir [% NAME_OF_YOUR_DIRECTORY %] cd [% NAME_OF_YOUR_DIRECTORY %] python3 -m venv venv source venv/bin/activate Make sure your virtual Welcome to the FastAPI Blog 🔥 - a modern, fast (high-performance) blogging platform built with FastAPI and SQLAlchemy. Contribute to aminalaee/sqladmin development by creating an account on GitHub. If not already installed, you can get it from git-scm. accept(). This is the recommended approach for folks who are just getting started -- there's no need to set up a Python development environment on your own machine, since you can just work directly in your web-browser. By the end of it, you'll be a master of FastAPI and ready to start developing your own APIs! Basis for extendable, high-performance Telegram Bot microservice. How to Use FastAPI: A Detailed Python Tutorial In this tutorial, I'll show you the ropes to help you build Python APIs quickly and efficiently. 10 and later versions. our FastAPI app), worker thread will be waiting for time. A simple FastAPI application. Asyncer has a small number of utility functions that allow working with async, await, and concurrent code in a more convenient way under my (@tiangolo - Sebastián Ramírez) very opinionated and subjective point of view. This is implemented using nuxt. The FARM stack combines the power of the Python ecosystem with REST and MongoDB and makes building web applications easy and fast. When the code is pushed to origin/main branch, the Github Action is triggered. Utilize LangChain for natural language understanding and processing, enabling the AI agent to comprehend user intents and context. Reload to refresh your session. - ywiyogo/FastAPI-Vuetify Cookiecutter API for creating Custom Skills for Azure Search using Python and Docker - microsoft/cookiecutter-spacy-fastapi Aug 30, 2022 · If you will build the app only by the code from this book, your app will not work, because some code is missing, and you need to get it from GitHub, and again you should figure it out by your own, what is missing. Note: OPENAI_API_KEY will work but RAG_OPENAI_API_KEY will override it in order to not conflict with LibreChat setting. It shows a complete async CRUD template using authentication. py # empty init file to make the api_a folder a package │ │ │ ├── mainmod. It's intuitive and standards-based (based on API standards like OpenAPI (previously known as Swagger) and JSON Schema). This project combines the capabilities of modern deep learning models with FastAPI for high performance and scalability, Langchain for FastAPI Auth JWT empowers developers to implement secure, reliable, and efficient JWT-based authentication in their FastAPI applications. Step 2: Create a Fork of the repository by clicking on the fork button on top right side of the webpage as shown below. Every framework is designed to make some operations easier — by features, omissions, and defaults. Contribute to arthurio/fastapi-filter development by creating an account on GitHub. main. - grelinfo/fastapi-apscheduler4 5 days ago · FastAPI Full Stack with CI Template (Working Version: v6. Thanks to fastapi and pydantic projects for this great functionality. base import BaseHTTPMiddleware from exceptions import server_exception_handler async def http_middleware(request: Request, call_next): try: response = await call_next(request) return response except Exception as exception: return await server_exception_handler(request, exception) def register_app(app: FastAPI): app. (fastapi脚手架，一键生成项目或api，让开发变得更简单) - atpuxiner/fastapi-scaf RQ Dashboard FastAPI is a general purpose, lightweight FastAPI-based web frontend to monitor your RQ queues, jobs, and workers in real-time. The application Full stack, modern web application template. You signed in with another tab or window. One great use case of this is to write Next. It runs basic format checking, code linting, and functionality testing using pytest. This being a FastAPI app, you will also be able to get quick documenatation on the routes and request types after getting it up and running. This application provides a robust backend system for blog management, offering features like user authentication, blog creation, updating, deletion, and real-time blog updates. The API allows you to create, read, update, and delete users. An end-to-end RAG application (from scratch) based on FastAPI that processes PDFs, images, and web pages to obtain OCR data, generates embeddings using OpenAI's embedding models, and utilizes Pinecone as a vector database for search. - zamaniamin/fastapi-shop from typing import Optional import sqlalchemy as sa from fastapi import FastAPI from pydantic import EmailStr from fastapi_auth. diy bbh acyvtqf aiu htxh qtw pads nqq vmooj qfqh