From c53f942a5e3c9783ff64fdd8070fcd15dadc332f Mon Sep 17 00:00:00 2001 From: ALLEN K ABRAHAM Date: Mon, 29 Jun 2020 17:28:53 +0530 Subject: [PATCH 1/4] Create Task_4.py --- Tasks/daily tasks/Allen K Abraham/Task_4.py | 125 ++++++++++++++++++++ 1 file changed, 125 insertions(+) create mode 100644 Tasks/daily tasks/Allen K Abraham/Task_4.py diff --git a/Tasks/daily tasks/Allen K Abraham/Task_4.py b/Tasks/daily tasks/Allen K Abraham/Task_4.py new file mode 100644 index 0000000..6cbd97c --- /dev/null +++ b/Tasks/daily tasks/Allen K Abraham/Task_4.py @@ -0,0 +1,125 @@ +import torch +import torch.nn as nn +import torch.nn.functional as F +import torchvision +import torchvision.transforms as transforms +import torch.optim as optim + +transform = transforms.Compose( + [ + transforms.ToTensor(), + transforms.Normalize( + (0.5, 0.5, 0.5), + (0.5, 0.5, 0.5) + ) + ] +) + +trainset = torchvision.datasets.CIFAR10( + root='./data', + train=True, + download=False, + transform=transform +) + +testset = torchvision.datasets.CIFAR10( + root='./data', + train=False, + download=False, + transform=transform +) + +trainloader = torch.utils.data.DataLoader( + trainset, + batch_size=4, + shuffle=True, + num_workers=2 +) + +testloader = torch.utils.data.DataLoader( + testset, + batch_size=4, + shuffle=False, + num_workers=2 +) + +classes = ( + 'plane', 'car', 'bird', 'cat', + 'deer', 'dog', 'frog', 'horse', 'ship', 'truck' +) + +class Net(nn.Module): + def __init__(self): + super(Net, self).__init__() + self.conv1 = nn.Conv2d(3, 6, 5) + self.pool = nn.MaxPool2d(2, 2) + self.conv2 = nn.Conv2d(6, 16, 5) + self.fc1 = nn.Linear(16 * 5 * 5, 120) + self.fc2 = nn.Linear(120, 84) + self.fc3 = nn.Linear(84, 10) + + def forward(self, x): + x = self.pool(F.relu(self.conv1(x))) + x = self.pool(F.relu(self.conv2(x))) + x = x.view(-1, 16 * 5 * 5) + x = F.relu(self.fc1(x)) + x = F.relu(self.fc2(x)) + x = self.fc3(x) + return x + + +net = Net() + +loss_function = nn.CrossEntropyLoss() +optimizer = optim.SGD( + net.parameters(), + lr=0.01 +) + +for epoch in range(20): + running_loss = 0.0 + for i, data in enumerate(trainloader, 0): + # data = (inputs, labels) + inputs, labels = data + optimizer.zero_grad() + + outputs = net(inputs) + loss = loss_function(outputs, labels) + loss.backward() + optimizer.step() + + running_loss = running_loss + loss.item() + if i % 2000 == 1999: + print( + '[%d, %5d] loss: %.3f' % + (epoch + 1, i+1, running_loss/2000) + ) + running_loss = 0.0 +print("vola") + +correct = 0 +total = 0 +with torch.no_grad(): + for data in testloader: + images, labels = data + outputs = net(images) + dumb, predicted = torch.max(outputs.data, 1) + total += labels.size(0) + correct += (predicted == labels).sum().item() + +print('accuracy: %f' % (correct / total)) + +### ======================== ### + +# epoch = 2, batch_size = 4, lr = 0.001 : loss = 1.814, accuracy = 35.5% +# epoch = 5, batch_size = 4, lr = 0.001 : loss = 1.469, accuracy = 46.3% +# epoch = 2, batch_size = 10, lr = 0.001 : loss = 2.275, accuracy = 19.8% +# epoch = 20, batch_size = 4, lr = 0.01 : loss = 0.721, accuracy = 60.8% + +### ======================== ### + +# Epochs = 2; Batch_size = 4; lr = 0.01; output_channel=24; kernel_size=5; Accuracy = 63 +# Epochs = 2; Batch_size = 4; lr = 0.01; output_channel=32; kernel_size=5; Accuracy = 59 +# Epochs = 2; Batch_size = 4; lr = 0.01; output_channel=256; kernel_size=3; Accuracy = 59 + +### ======================== ### From 45a2749272a5886354f47ee4f811e6168014179c Mon Sep 17 00:00:00 2001 From: ALLEN K ABRAHAM Date: Mon, 29 Jun 2020 17:29:35 +0530 Subject: [PATCH 2/4] Rename task2.ipynb to Task_3.ipynb --- Tasks/daily tasks/Allen K Abraham/{task2.ipynb => Task_3.ipynb} | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) rename Tasks/daily tasks/Allen K Abraham/{task2.ipynb => Task_3.ipynb} (99%) diff --git a/Tasks/daily tasks/Allen K Abraham/task2.ipynb b/Tasks/daily tasks/Allen K Abraham/Task_3.ipynb similarity index 99% rename from Tasks/daily tasks/Allen K Abraham/task2.ipynb rename to Tasks/daily tasks/Allen K Abraham/Task_3.ipynb index 9157f15..dd8e888 100644 --- a/Tasks/daily tasks/Allen K Abraham/task2.ipynb +++ b/Tasks/daily tasks/Allen K Abraham/Task_3.ipynb @@ -119,4 +119,4 @@ "outputs": [] } ] -} \ No newline at end of file +} From 88bea35ed0163a5d711bd3640c6017a441fdc701 Mon Sep 17 00:00:00 2001 From: ALLEN K ABRAHAM Date: Mon, 29 Jun 2020 17:30:16 +0530 Subject: [PATCH 3/4] Rename task_day_2.py to Task_2.py --- Tasks/daily tasks/Allen K Abraham/{task_day_2.py => Task_2.py} | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) rename Tasks/daily tasks/Allen K Abraham/{task_day_2.py => Task_2.py} (98%) diff --git a/Tasks/daily tasks/Allen K Abraham/task_day_2.py b/Tasks/daily tasks/Allen K Abraham/Task_2.py similarity index 98% rename from Tasks/daily tasks/Allen K Abraham/task_day_2.py rename to Tasks/daily tasks/Allen K Abraham/Task_2.py index 7d26dda..ea03e87 100644 --- a/Tasks/daily tasks/Allen K Abraham/task_day_2.py +++ b/Tasks/daily tasks/Allen K Abraham/Task_2.py @@ -18,4 +18,4 @@ def main(): if __name__ == "__main__": - main() \ No newline at end of file + main() From 34f42073b169cf266fbf1fdc1e8b860d389a6f2a Mon Sep 17 00:00:00 2001 From: ALLEN K ABRAHAM Date: Mon, 29 Jun 2020 17:39:11 +0530 Subject: [PATCH 4/4] Add files via upload --- .../daily tasks/Allen K Abraham/Task_5.ipynb | 166 ++++++++++++++++++ 1 file changed, 166 insertions(+) create mode 100644 Tasks/daily tasks/Allen K Abraham/Task_5.ipynb diff --git a/Tasks/daily tasks/Allen K Abraham/Task_5.ipynb b/Tasks/daily tasks/Allen K Abraham/Task_5.ipynb new file mode 100644 index 0000000..5e5ed9b --- /dev/null +++ b/Tasks/daily tasks/Allen K Abraham/Task_5.ipynb @@ -0,0 +1,166 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Task_5.ipynb", + "provenance": [], + "collapsed_sections": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "code", + "metadata": { + "id": "PHZZjEdke2KJ", + "colab_type": "code", + "colab": {} + }, + "source": [ + "path = \"image.jpg\"" + ], + "execution_count": 1, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "YQxlTHCae53S", + "colab_type": "code", + "colab": {} + }, + "source": [ + "import torch\n", + "from PIL import Image\n", + "from torchvision import transforms\n", + "import torchvision.transforms.functional as F" + ], + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "bbdPiXnA-Ami", + "colab_type": "code", + "colab": {} + }, + "source": [ + "transform = transforms.Compose([\n", + "transforms.Resize(300),\n", + "transforms.CenterCrop(200),\n", + "transforms.ColorJitter(brightness=0.5, contrast=0.5, saturation=0.5, hue=0.5),\n", + "transforms.RandomRotation((-60,60), resample=False, expand=False, center=None, fill=None),\n", + "transforms.RandomHorizontalFlip(),\n", + "transforms.RandomVerticalFlip(),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize(\n", + " (0.5, 0.5, 0.5),\n", + " (0.5, 0.5, 0.5)\n", + " ),\n", + "\n", + "\n", + "])" + ], + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ne9aL7ZM-DZy", + "colab_type": "code", + "colab": {} + }, + "source": [ + "img=Image.open(path)\n", + "\n", + "img = transform(img)\n", + "\n", + "a = F.to_pil_image(img)\n", + "b = F.to_grayscale(a, num_output_channels=1)" + ], + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "hMnNP4NK-GCI", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 217 + }, + "outputId": "1d60db03-c86b-40db-bbb5-48352fc6ff17" + }, + "source": [ + "a" + ], + "execution_count": 5, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 5 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "T53VNgWo-HWm", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 217 + }, + "outputId": "b7ae5127-eaed-49cd-fae0-0f333eb4cae2" + }, + "source": [ + "b" + ], + "execution_count": 6, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 6 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "12ojh6A4-JMR", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file