Neural_network #4

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s481894 merged 12 commits from Neural_network into master 2024-06-04 16:59:03 +02:00
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import torch
import torch.nn as nn
from torch.utils.data import DataLoader
from torchvision import datasets, transforms
from torchvision.transforms import Compose, Lambda, ToTensor
import matplotlib.pyplot as plt
import numpy as np
#data transform to tensors:
data_transformer = transforms.Compose
([
transforms.Resize((150, 150)),
transforms.ToTensor(),
transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))
])
#loading data:
train_set = datasets.ImageFolder(root='source/resources/train', transform=data_transformer)
test_set = datasets.ImageFolder(root='source/resources/test', transform=data_transformer)
#to mozna nawet przerzucic do funkcji train:
train_loader = DataLoader(train_set, batch_size=32, shuffle=True, num_workers=2)
test_loader = DataLoader(test_set, batch_size=32, shuffle=True, num_workers=2)
#test if classes work properly:
print(train_set.classes)
print(train_set.class_to_idx)
print(train_set.targets[3002])
#loading your own image: <-- zrobię to na koniec - wrzucanie konkretnego obrazka aby uzyskac wynik

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