from fastapi import FastAPI
import uvicorn
from sklearn.datasets import load_iris
from sklearn.naive_bayes import GaussianNB
from pydantic import BaseModel
 
# Creating FastAPI instance
app = FastAPI()
 
# Creating class to define the request body
# and the type hints of each attribute
class request_body(BaseModel):
    sepal_length : float
    sepal_width : float
    petal_length : float
    petal_width : float
 
# Loading Iris Dataset
iris = load_iris()
 
# Getting our Features and Targets
X = iris.data
Y = iris.target
 
# Creating and Fitting our Model
clf = GaussianNB()
clf.fit(X,Y)
 
# Creating an Endpoint to receive the data
# to make prediction on.
@app.post('/predict')
def predict(data : request_body):
    # Making the data in a form suitable for prediction
    test_data = [[
            data.sepal_length,
            data.sepal_width,
            data.petal_length,
            data.petal_width
    ]]
     
    # Predicting the Class
    class_idx = clf.predict(test_data)[0]
     
    # Return the Result
    return { 'class' : iris.target_names[class_idx]}

Popularity 10/10 Helpfulness 2/10 Language python

Source: www.geeksforgeeks.org

Tags: fastapi

Link to this answer
Share Copy Link

Contributed on Apr 04 2022

Hurt Horse

0 Answers Avg Quality 2/10

instalar en windows symfony cli

Comment

composer require

Popularity 1/10 Helpfulness 1/10 Language shell

Source: symfony.com

Tags: shell symfony-cli windows

Link to this answer
Share Copy Link

Contributed on Oct 24 2024

Andrés Alvarez

0 Answers Avg Quality 2/10

how to reset password when computer is not in the same domain

Comment

Reset-ComputerMachinePassword

Popularity 1/10 Helpfulness 1/10 Language whatever

Source: learn.microsoft.com

Tags: reset-password whatever when

Link to this answer
Share Copy Link

Contributed on Oct 24 2024

mauricio oporto demonte

0 Answers Avg Quality 2/10

Create fastApi Project

Contents

More Related Answers

Create fastApi Project

Closely Related Answers

How to create FastApi

instalar en windows symfony cli

how to reset password when computer is not in the same domain

Grepper

Documentation

Social

Legal

Contact

Oops, You will need to install Grepper and log-in to perform this action.