pytorch accelerated read the docs

Real Ratel answered on June 16, 2020 Popularity 3/10 Helpfulness 1/10

answer pytorch accelerated read the docs

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pytorch accelerated read the docs

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# examples/vision/train_mnist.py
import os

from torch import nn, optim
from torch.utils.data import random_split
from torchvision import transforms
from torchvision.datasets import MNIST

from pytorch_accelerated import Trainer

class MNISTModel(nn.Module):
    def __init__(self):
        super().__init__()
        self.main = nn.Sequential(
            nn.Linear(in_features=784, out_features=128),
            nn.ReLU(),
            nn.Linear(in_features=128, out_features=64),
            nn.ReLU(),
            nn.Linear(in_features=64, out_features=10),
        )

    def forward(self, input):
        return self.main(input.view(input.shape[0], -1))

def main():
    dataset = MNIST(os.getcwd(), download=True, transform=transforms.ToTensor())
    train_dataset, validation_dataset, test_dataset = random_split(dataset, [50000, 5000, 5000])
    model = MNISTModel()
    optimizer = optim.SGD(model.parameters(), lr=0.001, momentum=0.9)
    loss_func = nn.CrossEntropyLoss()

    trainer = Trainer(
            model,
            loss_func=loss_func,
            optimizer=optimizer,
    )

    trainer.train(
        train_dataset=train_dataset,
        eval_dataset=validation_dataset,
        num_epochs=8,
        per_device_batch_size=32,
    )

    trainer.evaluate(
        dataset=test_dataset,
        per_device_batch_size=64,
    )

if __name__ == "__main__":
    main()

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Source: pytorch-accelerated.readthedocs.io

Tags: python pytorch read-the-docs

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Contributed on Jan 17 2025

Real Ratel

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express

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You can use express for high based sites.

const express = require('express')
const app = express()
const port = 3000

app.get('/', (req, res) => {
  res.send('Hello World!')
})

app.listen(port, () => {
  console.log(`Example app listening at http://localhost:${port}`)

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Contributed on Apr 29 2023

turkwr

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express

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const express = require('express');
const app = express();
const port = 3000;
const rotas = require('./rotas');

app.use(express.json());
app.use(rotas); // app.get('/', (req, res) => {
 // res.send('Hello World!')
//})

app.listen(port, () => console.log(`Servidor rodando na porta ${port}!`))

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Source: expressjs.com

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Contributed on May 19 2022

Henrique D

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express

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1)Express is minimal node.js framework,higher level of abstraction.
2)Express contains robust set of features:complex routing,easier handling of request
and responses,middleware,server-side rendering etc.
3)express allows application into the MVC architecture.

//index.js
const express = require('express');
const app = express();

app.get('/', (req, res) => {
  res.json({ msg: 'Hello from server' });
});

app.listen(4000, () => {
  console.log('Hello from server');
});

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Contributed on Oct 11 2022

Shirshak Kandel

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express

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const express = require('express')
const App = express()
const Port = 3000

App.get('/', (req, res) => {
  res.send('Hello World!')
})

App.listen(Port, () => {
  console.log(`Express app listening at ${Port}`)
})

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Contributed on Jul 16 2021

jub0t

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express

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$ npm install express

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Source: expressjs.com

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Contributed on May 28 2023

Sajjad Mugdho

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express

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const path = require('path');
const methodOverride = require('method-override');
engine = require('ejs-mate');

app.engine('ejs', engine);
app.set('views', path.join(__dirname, 'views'));
app.set('view engine', 'ejs');
app.use(express.static(path.join(__dirname, 'public')))
app.use(methodOverride("_method"));
app.use(express.urlencoded({ extended: true }))
app.use(express.json());

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Contributed on Dec 10 2022

Magnificent Manatee

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express

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$ npm install express

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Source: www.npmjs.com

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Contributed on Apr 19 2022

Azkaprata

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express

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Express.js, or simply Express, is a web application framework for Node.js,
released as free and open-source software under the MIT License.

It is designed for building web applications and APIs.
It has been called the de facto standard server framework for Node.js.

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Contributed on Jun 16 2020

Fylls

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express

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package.json: { "type": "module" }
import express from 'express';
const app = express();
app.get('/', (req, res) => res.send("Hello world");
app.listen(3000, () => {})

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Contributed on Dec 23 2022

Arnav Katyal

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pytorch accelerated read the docs

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