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BloomTech Labs Data Science API Template

Tech Stack

  • Logic: Python
  • API Framework: FastAPI
  • Validation: Pydantic
  • Database: MongoDB
  • Unit Testing: DocTest

API Structure

All endpoints must return JSON compatible data.

  • API Root / Swagger Docs
  • API Version /version () -> String
    • HTTP Method: GET
  • Create User /create-user (User) -> Bool
    • HTTP Method: POST
  • Read Users /read-users (Query) -> Array[User]
    • HTTP Method: PUT
  • Update Users /update-users (Query, Update) -> Bool
    • HTTP Method: PATCH
  • Delete Users /delete-users (Query) -> Bool
    • HTTP Method: DELETE

App Structure

  • /app/ Application Package
    • __init__
    • api.py API File
    • database.py Database Interface
    • generators.py Random Generators
    • seeds.py DB Seed Script
    • utilities.py General Tools
    • validation.py Data Validation Schema
  • .env Environment Variables
  • Procfile Server Run Script
  • requirements.txt Dependencies
  • run.sh Local Run Script

Data Schemas

The following classes are used to validate incoming data to the API.

User

  • name Required String (maxLength: 128 minLength: 3)
  • age Required Integer (maximum: 120, minimum: 1)
  • email Required String(EmailStr)
  • active Optional Boolean
  • score Required Float (maximum: 1, minimum: 0)

UserQuery

  • name Optional String (maxLength: 128 minLength: 3)
  • age Optional Integer (maximum: 120, minimum: 1)
  • email Optional String(EmailStr)
  • active Optional Boolean
  • score Optional Float (maximum: 1, minimum: 0)

UserUpdate

  • name Optional String (maxLength: 128 minLength: 3)
  • age Optional Integer (maximum: 120, minimum: 1)
  • email Optional String(EmailStr)
  • active Optional Boolean
  • score Optional Float (maximum: 1, minimum: 0)

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