From 28b120769d3f34b16c722a31bc4a2ac93d21abfb Mon Sep 17 00:00:00 2001 From: Woj Date: Sun, 4 Jun 2023 00:09:57 +0200 Subject: [PATCH 1/4] neural network model + datasetconverter --- NeuralNetwork/neural_network_learning.py | 17 ++++++ NeuralNetwork/src/data_model.py | 58 +++++++++++++++++++ .../src/torchvision_resize_dataset.py | 22 +++++++ 3 files changed, 97 insertions(+) create mode 100644 NeuralNetwork/neural_network_learning.py create mode 100644 NeuralNetwork/src/data_model.py create mode 100644 NeuralNetwork/src/torchvision_resize_dataset.py diff --git a/NeuralNetwork/neural_network_learning.py b/NeuralNetwork/neural_network_learning.py new file mode 100644 index 0000000..a0c75e6 --- /dev/null +++ b/NeuralNetwork/neural_network_learning.py @@ -0,0 +1,17 @@ +from src.torchvision_resize_dataset import combined_dataset +import torch +import torch.nn as nn +from torch.utils.data import DataLoader +from torchvision import datasets +from torchvision.transforms import Compose, Lambda, ToTensor +import matplotlib.pyplot as plt + +device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + +train_loader = DataLoader( + combined_dataset, #dataset of images + batch_size=256, # accuracy + shuffle=True # rand order +) +classes = ["package", "list"] + diff --git a/NeuralNetwork/src/data_model.py b/NeuralNetwork/src/data_model.py new file mode 100644 index 0000000..74f40b1 --- /dev/null +++ b/NeuralNetwork/src/data_model.py @@ -0,0 +1,58 @@ +import torch.nn as nn +import torch + + +class DataModel(nn.Module): + def __init__(self, num_objects): + super(DataModel, self).__init__() + #input (batch=256, nr of channels rgb=3 , size=244x244) + + # convolution + self.conv1 = nn.Conv2d(in_channels=3, out_channels=12, kernel_size=3, stride=1, padding=1) + #shape (256, 12, 244x244) + + # batch normalization + self.bn1 = nn.BatchNorm2d(num_features=12) + #shape (256, 12, 244x244) + self.reul1 = nn.ReLU() + + self.pool=nn.MaxPool2d(kernel_size=2, stride=2) + # reduce image size by factor 2 + # pooling window moves by 2 pixels at a time instead of 1 + # shape (256, 12, 122x122) + + + + self.conv2 = nn.Conv2d(in_channels=12, out_channels=24, kernel_size=3, stride=1, padding=1) + self.bn2 = nn.BatchNorm2d(num_features=24) + self.reul2 = nn.ReLU() + # shape (256, 24, 122x122) + + self.conv3 = nn.Conv2d(in_channels=24, out_channels=48, kernel_size=3, stride=1, padding=1) + #shape (256, 48, 122x122) + self.bn3 = nn.BatchNorm2d(num_features=48) + #shape (256, 48, 122x122) + self.reul3 = nn.ReLU() + + # connected layer + self.fc = nn.Linear(in_features=48*122*122, out_features=num_objects) + + def forward(self, input): + output = self.conv1(input) + output = self.bn1(output) + output = self.reul1(output) + + output = self.pool(output) + output = self.conv2(output) + output = self.bn2(output) + output = self.reul2(output) + + output = self.conv3(output) + output = self.bn3(output) + output = self.reul3(output) + + # output shape matrix (256, 48, 122x122) + output = output.view(-1, 48*122*122) + output = self.fc(output) + + return output \ No newline at end of file diff --git a/NeuralNetwork/src/torchvision_resize_dataset.py b/NeuralNetwork/src/torchvision_resize_dataset.py new file mode 100644 index 0000000..7684909 --- /dev/null +++ b/NeuralNetwork/src/torchvision_resize_dataset.py @@ -0,0 +1,22 @@ +import torchvision.transforms as transforms +from torchvision.datasets import ImageFolder +from torch.utils.data import ConcatDataset +import os + +# images have to be the same size for the algorithm to work +transform = transforms.Compose([ + transforms.Resize((224, 224)), # Resize images to (224, 224) + transforms.ToTensor(), # Convert images to tensors, 0-255 to 0-1 + # transforms.RandomHorizontalFlip(), # 0.5 chance to flip the image + transforms.Normalize([0.5,0.5,0.5], [0.5,0.5,0.5]) +]) + +letters_path = './letters' +package_path = './package' + +# # Load images from folders +letter_folder = ImageFolder(letters_path, transform=transform) +package_folder = ImageFolder(package_path, transform=transform) + +# Combine the both datasets into a single dataset +combined_dataset = ConcatDataset([letter_folder, package_folder]) From 9172aa397fc309e7205f869b37ffecb61773fe4d Mon Sep 17 00:00:00 2001 From: Woj Date: Sun, 4 Jun 2023 12:38:13 +0200 Subject: [PATCH 2/4] learning algoritm --- NeuralNetwork/neural_network_learning.py | 51 +++++++++++++++++-- .../src/torchvision_resize_dataset.py | 1 - 2 files changed, 47 insertions(+), 5 deletions(-) diff --git a/NeuralNetwork/neural_network_learning.py b/NeuralNetwork/neural_network_learning.py index a0c75e6..9f71d86 100644 --- a/NeuralNetwork/neural_network_learning.py +++ b/NeuralNetwork/neural_network_learning.py @@ -1,10 +1,10 @@ -from src.torchvision_resize_dataset import combined_dataset +import glob +from src.torchvision_resize_dataset import combined_dataset, letters_path, package_path +import src.data_model +from torch.optim import Adam import torch import torch.nn as nn from torch.utils.data import DataLoader -from torchvision import datasets -from torchvision.transforms import Compose, Lambda, ToTensor -import matplotlib.pyplot as plt device = torch.device("cuda" if torch.cuda.is_available() else "cpu") @@ -15,3 +15,46 @@ train_loader = DataLoader( ) classes = ["package", "list"] +model = src.data_model.DataModel(num_objects=2).to(device) + +#optimizer +optimizer = Adam(model.parameters(), lr=0.001, weight_decay=0.0001) +#loss function +criterion = nn.CrossEntropyLoss() + +num_epochs = 10 +train_size = len(glob.glob(letters_path, '*.jpg')) + len(glob.glob(package_path, '*.png')) + +go_to_accuracy = 0.0 +for epoch in range(num_epochs): + #training on dataset + model.train() + train_accuracy = 0.0 + train_loss = 0.0 + for i, (images, labels) in enumerate(train_loader): + if torch.cuda.is_available(): + images = torch.Variable(images.cuda()) + labels = torch.Variable(labels.cuda()) + # clearing the optimizer gradients + optimizer.zero_grad() + + outputs = model(images) # predoction + loss = criterion(outputs, labels) #loss calculation + loss.backward() + optimizer.step() + + train_loss += loss.cpu().data*images.size(0) + _, prediction = torch.max(outputs.data, 1) + + train_accuracy += int(torch.sum(prediction == labels.data)) + + train_accuracy = train_accuracy/train_size + train_loss = train_loss/train_size + + print('Epoch: '+ str(epoch+1) +' Train Loss: '+ str(int(train_loss)) +' Train Accuracy: '+ str(train_accuracy)) + + if train_accuracy > go_to_accuracy: + go_to_accuracy= train_accuracy + torch.save(model.state_dict(), "best_model.pth") + + diff --git a/NeuralNetwork/src/torchvision_resize_dataset.py b/NeuralNetwork/src/torchvision_resize_dataset.py index 7684909..666d072 100644 --- a/NeuralNetwork/src/torchvision_resize_dataset.py +++ b/NeuralNetwork/src/torchvision_resize_dataset.py @@ -1,7 +1,6 @@ import torchvision.transforms as transforms from torchvision.datasets import ImageFolder from torch.utils.data import ConcatDataset -import os # images have to be the same size for the algorithm to work transform = transforms.Compose([ From 23d5dbd614d01c6e677dd7bc47334839e726967d Mon Sep 17 00:00:00 2001 From: Woj Date: Sun, 4 Jun 2023 13:13:03 +0200 Subject: [PATCH 3/4] fixed dataset structure --- NeuralNetwork/neural_network_learning.py | 5 ++--- .../src/torchvision_resize_dataset.py | 19 +++++++++++++----- .../{ => src/train_images}/letters/1.jpg | Bin .../{ => src/train_images}/letters/10.jpg | Bin .../{ => src/train_images}/letters/100.jpg | Bin .../{ => src/train_images}/letters/1000.jpg | Bin .../{ => src/train_images}/letters/101.jpg | Bin .../{ => src/train_images}/letters/102.jpg | Bin .../{ => src/train_images}/letters/103.jpg | Bin .../{ => src/train_images}/letters/104.jpg | Bin .../{ => src/train_images}/letters/105.jpg | Bin .../{ => src/train_images}/letters/106.jpg | Bin .../{ => src/train_images}/letters/107.jpg | Bin .../{ => src/train_images}/letters/108.jpg | Bin .../{ => 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src/train_images}/letters/170.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/171.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/172.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/173.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/174.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/175.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/176.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/177.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/178.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/179.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/18.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/180.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/181.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/182.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/183.jpg (100%) rename NeuralNetwork/{ 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NeuralNetwork/{ => src/train_images}/letters/198.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/199.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/2.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/20.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/200.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/201.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/202.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/203.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/204.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/205.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/206.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/207.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/208.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/209.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/21.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/210.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/211.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/212.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/213.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/214.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/215.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/216.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/217.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/218.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/219.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/22.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/220.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/221.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/222.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/223.jpg (100%) 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(100%) rename NeuralNetwork/{ => src/train_images}/letters/238.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/239.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/24.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/240.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/241.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/242.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/243.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/244.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/245.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/246.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/247.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/248.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/249.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/25.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/250.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/251.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/252.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/253.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/254.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/255.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/256.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/257.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/258.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/259.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/26.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/260.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/261.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/262.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/263.jpg (100%) rename NeuralNetwork/{ 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NeuralNetwork/{ => src/train_images}/letters/278.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/279.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/28.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/280.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/281.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/282.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/283.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/284.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/285.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/286.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/287.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/288.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/289.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/29.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/290.jpg (100%) 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(100%) rename NeuralNetwork/{ => src/train_images}/letters/304.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/305.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/306.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/307.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/308.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/309.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/31.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/310.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/311.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/312.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/313.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/314.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/315.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/316.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/317.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/318.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/319.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/32.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/320.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/321.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/322.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/323.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/324.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/325.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/326.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/327.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/328.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/329.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/33.jpg (100%) rename NeuralNetwork/{ 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NeuralNetwork/{ => src/train_images}/letters/344.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/345.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/346.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/347.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/348.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/349.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/35.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/350.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/351.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/352.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/353.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/354.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/355.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/356.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/357.jpg (100%) 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(100%) rename NeuralNetwork/{ => src/train_images}/letters/371.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/372.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/373.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/374.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/375.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/376.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/377.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/378.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/379.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/38.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/380.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/381.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/382.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/383.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/384.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/385.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/386.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/387.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/388.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/389.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/39.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/390.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/391.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/392.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/393.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/394.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/395.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/396.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/397.jpg (100%) rename NeuralNetwork/{ 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NeuralNetwork/{ => src/train_images}/letters/424.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/425.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/426.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/427.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/428.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/429.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/43.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/430.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/431.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/432.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/433.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/434.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/435.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/436.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/437.jpg (100%) 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(100%) rename NeuralNetwork/{ => src/train_images}/letters/451.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/452.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/453.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/454.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/455.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/456.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/457.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/458.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/459.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/46.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/460.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/461.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/462.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/463.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/464.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/465.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/466.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/467.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/468.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/469.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/47.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/470.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/471.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/472.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/473.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/474.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/475.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/476.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/477.jpg (100%) rename NeuralNetwork/{ 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NeuralNetwork/{ => src/train_images}/letters/491.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/492.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/493.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/494.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/495.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/496.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/497.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/498.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/499.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/5.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/50.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/500.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/501.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/502.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/503.jpg (100%) 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(100%) rename NeuralNetwork/{ => src/train_images}/letters/518.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/519.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/52.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/520.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/521.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/522.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/523.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/524.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/525.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/526.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/527.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/528.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/529.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/53.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/530.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/531.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/532.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/533.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/534.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/535.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/536.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/537.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/538.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/539.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/54.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/540.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/541.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/542.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/543.jpg (100%) rename NeuralNetwork/{ 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NeuralNetwork/{ => src/train_images}/letters/558.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/559.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/56.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/560.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/561.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/562.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/563.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/564.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/565.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/566.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/567.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/568.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/569.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/57.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/570.jpg (100%) 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(100%) rename NeuralNetwork/{ => src/train_images}/letters/585.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/586.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/587.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/588.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/589.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/59.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/590.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/591.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/592.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/593.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/594.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/595.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/596.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/597.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/598.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/599.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/6.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/60.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/600.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/601.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/602.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/603.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/604.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/605.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/606.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/607.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/608.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/609.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/61.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/610.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/611.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/612.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/613.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/614.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/615.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/616.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/617.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/618.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/619.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/62.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/620.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/621.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/622.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/623.jpg (100%) rename NeuralNetwork/{ 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NeuralNetwork/{ => src/train_images}/letters/638.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/639.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/64.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/640.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/641.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/642.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/643.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/644.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/645.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/646.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/647.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/648.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/649.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/65.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/650.jpg (100%) 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src/train_images}/letters/678.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/679.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/68.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/680.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/681.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/682.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/683.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/684.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/685.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/686.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/687.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/688.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/689.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/69.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/690.jpg (100%) rename NeuralNetwork/{ 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NeuralNetwork/{ => src/train_images}/letters/704.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/705.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/706.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/707.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/708.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/709.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/71.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/710.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/711.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/712.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/713.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/714.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/715.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/716.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/717.jpg (100%) 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(100%) rename NeuralNetwork/{ => src/train_images}/letters/731.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/732.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/733.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/734.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/735.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/736.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/737.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/738.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/739.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/74.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/740.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/741.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/742.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/743.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/744.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/745.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/746.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/747.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/748.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/749.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/75.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/750.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/751.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/752.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/753.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/754.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/755.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/756.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/757.jpg (100%) rename NeuralNetwork/{ 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NeuralNetwork/{ => src/train_images}/letters/771.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/772.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/773.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/774.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/775.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/776.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/777.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/778.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/779.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/78.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/780.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/781.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/782.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/783.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/784.jpg (100%) 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(100%) rename NeuralNetwork/{ => src/train_images}/letters/799.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/8.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/80.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/800.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/801.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/802.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/803.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/804.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/805.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/806.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/807.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/808.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/809.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/81.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/810.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/811.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/812.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/813.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/814.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/815.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/816.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/817.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/818.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/819.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/82.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/820.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/821.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/822.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/823.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/824.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/825.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/826.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/827.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/828.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/829.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/83.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/830.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/831.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/832.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/833.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/834.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/835.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/836.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/837.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/838.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/839.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/84.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/840.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/841.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/842.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/843.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/844.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/845.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/846.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/847.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/848.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/849.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/85.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/850.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/851.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/852.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/853.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/854.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/855.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/856.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/857.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/858.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/859.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/86.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/860.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/861.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/862.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/863.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/864.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/865.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/866.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/867.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/868.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/869.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/87.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/870.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/871.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/872.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/873.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/874.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/875.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/876.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/877.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/878.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/879.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/88.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/880.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/881.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/882.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/883.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/884.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/885.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/886.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/887.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/888.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/889.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/89.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/890.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/891.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/892.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/893.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/894.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/895.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/896.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/897.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/898.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/899.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/9.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/90.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/900.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/901.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/902.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/903.jpg (100%) rename NeuralNetwork/{ 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NeuralNetwork/{ => src/train_images}/letters/918.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/919.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/92.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/920.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/921.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/922.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/923.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/924.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/925.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/926.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/927.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/928.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/929.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/93.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/930.jpg (100%) 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(100%) rename NeuralNetwork/{ => src/train_images}/letters/945.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/946.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/947.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/948.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/949.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/95.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/950.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/951.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/952.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/953.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/954.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/955.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/956.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/957.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/958.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/959.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/96.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/960.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/961.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/962.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/963.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/964.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/965.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/966.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/967.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/968.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/969.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/97.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/970.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/971.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/972.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/973.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/974.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/975.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/976.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/977.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/978.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/979.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/98.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/980.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/981.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/982.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/983.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/984.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/985.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/986.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/987.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/988.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/989.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/99.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/990.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/991.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/992.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/993.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/994.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/995.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/996.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/997.jpg (100%) rename NeuralNetwork/{ => src/train_images}/letters/998.jpg (100%) 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=> src/train_images}/package/paczka (108).jpg (100%) rename NeuralNetwork/{ => src/train_images}/package/paczka (109).jpg (100%) rename NeuralNetwork/{ => src/train_images}/package/paczka (11).jpg (100%) rename NeuralNetwork/{ => src/train_images}/package/paczka (110).jpg (100%) rename NeuralNetwork/{ => src/train_images}/package/paczka (111).jpg (100%) rename NeuralNetwork/{ => src/train_images}/package/paczka (112).jpg (100%) rename NeuralNetwork/{ => src/train_images}/package/paczka (113).jpg (100%) rename NeuralNetwork/{ => src/train_images}/package/paczka (114).jpg (100%) rename NeuralNetwork/{ => src/train_images}/package/paczka (115).jpg (100%) rename NeuralNetwork/{ => src/train_images}/package/paczka (116).jpg (100%) rename NeuralNetwork/{ => src/train_images}/package/paczka (117).jpg (100%) rename NeuralNetwork/{ => src/train_images}/package/paczka (118).jpg (100%) rename NeuralNetwork/{ => src/train_images}/package/paczka (119).jpg (100%) rename NeuralNetwork/{ => 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src/train_images}/package/paczka (999).jpg (100%) rename NeuralNetwork/{ => src/train_images}/package/paczka.jpg (100%) diff --git a/NeuralNetwork/neural_network_learning.py b/NeuralNetwork/neural_network_learning.py index 9f71d86..7b3430d 100644 --- a/NeuralNetwork/neural_network_learning.py +++ b/NeuralNetwork/neural_network_learning.py @@ -1,5 +1,5 @@ import glob -from src.torchvision_resize_dataset import combined_dataset, letters_path, package_path +from src.torchvision_resize_dataset import combined_dataset, images_path, classes import src.data_model from torch.optim import Adam import torch @@ -13,7 +13,6 @@ train_loader = DataLoader( batch_size=256, # accuracy shuffle=True # rand order ) -classes = ["package", "list"] model = src.data_model.DataModel(num_objects=2).to(device) @@ -23,7 +22,7 @@ optimizer = Adam(model.parameters(), lr=0.001, weight_decay=0.0001) criterion = nn.CrossEntropyLoss() num_epochs = 10 -train_size = len(glob.glob(letters_path, '*.jpg')) + len(glob.glob(package_path, '*.png')) +train_size = len(glob.glob(images_path, '*.jpg')) go_to_accuracy = 0.0 for epoch in range(num_epochs): diff --git a/NeuralNetwork/src/torchvision_resize_dataset.py b/NeuralNetwork/src/torchvision_resize_dataset.py index 666d072..ce465ed 100644 --- a/NeuralNetwork/src/torchvision_resize_dataset.py +++ b/NeuralNetwork/src/torchvision_resize_dataset.py @@ -1,3 +1,4 @@ +import pathlib import torchvision.transforms as transforms from torchvision.datasets import ImageFolder from torch.utils.data import ConcatDataset @@ -10,12 +11,20 @@ transform = transforms.Compose([ transforms.Normalize([0.5,0.5,0.5], [0.5,0.5,0.5]) ]) -letters_path = './letters' -package_path = './package' +letters_path = 'C:/Users/wojmed/Documents/VS repositories/Inteligentny_Wozek/NeuralNetwork/src/train_images/letters' +package_path = 'C:/Users/wojmed/Documents/VS repositories/Inteligentny_Wozek/NeuralNetwork/src/train_images/package' +images_path = 'C:/Users/wojmed/Documents/VS repositories/Inteligentny_Wozek/NeuralNetwork/src/train_images' # # Load images from folders -letter_folder = ImageFolder(letters_path, transform=transform) -package_folder = ImageFolder(package_path, transform=transform) +# letter_folder = ImageFolder(letters_path, transform=transform) +# package_folder = ImageFolder(package_path, transform=transform) # Combine the both datasets into a single dataset -combined_dataset = ConcatDataset([letter_folder, package_folder]) +#combined_dataset = ConcatDataset([letter_folder, package_folder]) +combined_dataset = ImageFolder(images_path, transform=transform) + +#image classes +path=pathlib.Path(images_path) +classes = sorted([i.name.split("/")[-1] for i in path.iterdir()]) + +# print(classes) diff --git a/NeuralNetwork/letters/1.jpg b/NeuralNetwork/src/train_images/letters/1.jpg similarity index 100% rename from NeuralNetwork/letters/1.jpg rename to NeuralNetwork/src/train_images/letters/1.jpg diff --git a/NeuralNetwork/letters/10.jpg 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