{ "cells": [ { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Training a Classifier\n", "=====================\n", "\n", "This is it. You have seen how to define neural networks, compute loss and make\n", "updates to the weights of the network.\n", "\n", "Now you might be thinking,\n", "\n", "What about data?\n", "----------------\n", "\n", "Generally, when you have to deal with image, text, audio or video data,\n", "you can use standard python packages that load data into a numpy array.\n", "Then you can convert this array into a ``torch.*Tensor``.\n", "\n", "- For images, packages such as Pillow, OpenCV are useful\n", "- For audio, packages such as scipy and librosa\n", "- For text, either raw Python or Cython based loading, or NLTK and\n", " SpaCy are useful\n", "\n", "Specifically for vision, we have created a package called\n", "``torchvision``, that has data loaders for common datasets such as\n", "Imagenet, CIFAR10, MNIST, etc. and data transformers for images, viz.,\n", "``torchvision.datasets`` and ``torch.utils.data.DataLoader``.\n", "\n", "This provides a huge convenience and avoids writing boilerplate code.\n", "\n", "For this tutorial, we will use the CIFAR10 dataset.\n", "It has the classes: ‘airplane’, ‘automobile’, ‘bird’, ‘cat’, ‘deer’,\n", "‘dog’, ‘frog’, ‘horse’, ‘ship’, ‘truck’. The images in CIFAR-10 are of\n", "size 3x32x32, i.e. 3-channel color images of 32x32 pixels in size.\n", "\n", "![image.png](attachment:image.png)\n", "\n", "\n", "Training an image classifier\n", "----------------------------\n", "\n", "We will do the following steps in order:\n", "\n", "1. Load and normalizing the CIFAR10 training and test datasets using\n", " ``torchvision``\n", "2. Define a Convolutional Neural Network\n", "3. Define a loss function\n", "4. Train the network on the training data\n", "5. Test the network on the test data\n", "\n", "### Loading and normalizing CIFAR10\n", "\n", "Using ``torchvision``, it’s extremely easy to load CIFAR10. The output of torchvision datasets are PILImage images of range [0, 1]. We transform them to Tensors of normalized range [-1, 1].\n", "\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Files already downloaded and verified\n", "Files already downloaded and verified\n" ] } ], "source": [ "import torch\n", "import torchvision\n", "import torchvision.transforms as transforms\n", "\n", "transform = transforms.Compose(\n", " [transforms.ToTensor(),\n", " transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n", "\n", "trainset = torchvision.datasets.CIFAR10(root='./data', train=True,\n", " download=True, transform=transform)\n", "trainloader = torch.utils.data.DataLoader(trainset, batch_size=4,\n", " shuffle=True, num_workers=2)\n", "\n", "testset = torchvision.datasets.CIFAR10(root='./data', train=False,\n", " download=True, transform=transform)\n", "testloader = torch.utils.data.DataLoader(testset, batch_size=4,\n", " shuffle=False, num_workers=2)\n", "\n", "classes = ('plane', 'car', 'bird', 'cat',\n", " 'deer', 'dog', 'frog', 'horse', 'ship', 'truck')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us show some of the training images, for fun.\n", "\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " car deer deer dog\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# functions to show an image\n", "\n", "\n", "def imshow(img):\n", " img = img / 2 + 0.5 # unnormalize\n", " npimg = img.numpy()\n", " plt.imshow(np.transpose(npimg, (1, 2, 0)))\n", " plt.show()\n", "\n", "\n", "# get some random training images\n", "dataiter = iter(trainloader)\n", "images, labels = dataiter.next()\n", "\n", "\n", "# show images\n", "imshow(torchvision.utils.make_grid(images))\n", "# print labels\n", "print(' '.join('%5s' % classes[labels[j]] for j in range(4)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define a Convolutional Neural Network\n", "\n", "Copy the neural network from the Neural Networks section before and modify it to\n", "take 3-channel images (instead of 1-channel images as it was defined).\n", "\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "import torch.nn as nn\n", "import torch.nn.functional as F\n", "\n", "\n", "class Net(nn.Module):\n", " def __init__(self):\n", " super(Net, self).__init__()\n", " self.conv1 = nn.Conv2d(3, 6, 5)\n", " self.pool = nn.MaxPool2d(2, 2)\n", " self.conv2 = nn.Conv2d(6, 16, 5)\n", " self.fc1 = nn.Linear(16 * 5 * 5, 120)\n", " self.fc2 = nn.Linear(120, 84)\n", " self.fc3 = nn.Linear(84, 10)\n", "\n", " def forward(self, x):\n", " x = self.pool(F.relu(self.conv1(x)))\n", " x = self.pool(F.relu(self.conv2(x)))\n", " x = x.view(-1, 16 * 5 * 5)\n", " x = F.relu(self.fc1(x))\n", " x = F.relu(self.fc2(x))\n", " x = self.fc3(x)\n", " return x\n", "\n", "\n", "net = Net()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define a Loss function and optimizer\n", "\n", "Let's use a Classification Cross-Entropy loss and SGD with momentum.\n", "\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import torch.optim as optim\n", "\n", "criterion = nn.CrossEntropyLoss()\n", "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Train the network\n", "\n", "This is when things start to get interesting.\n", "We simply have to loop over our data iterator, and feed the inputs to the\n", "network and optimize.\n", "\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1, 2000] loss: 2.205\n", "[1, 4000] loss: 1.840\n", "[1, 6000] loss: 1.665\n", "[1, 8000] loss: 1.586\n", "[1, 10000] loss: 1.511\n", "[1, 12000] loss: 1.460\n", "[2, 2000] loss: 1.376\n", "[2, 4000] loss: 1.371\n", "[2, 6000] loss: 1.360\n", "[2, 8000] loss: 1.303\n", "[2, 10000] loss: 1.281\n", "[2, 12000] loss: 1.261\n", "Finished Training\n", "CPU times: user 31min, sys: 32.8 s, total: 31min 33s\n", "Wall time: 2min 19s\n" ] } ], "source": [ "%%time\n", "for epoch in range(2): # loop over the dataset multiple times\n", "\n", " running_loss = 0.0\n", " for i, data in enumerate(trainloader, 0):\n", " # get the inputs; data is a list of [inputs, labels]\n", " inputs, labels = data\n", "\n", " # zero the parameter gradients\n", " optimizer.zero_grad()\n", "\n", " # forward + backward + optimize\n", " outputs = net(inputs)\n", " loss = criterion(outputs, labels)\n", " loss.backward()\n", " optimizer.step()\n", "\n", " # print statistics\n", " running_loss += loss.item()\n", " if i % 2000 == 1999: # print every 2000 mini-batches\n", " print('[%d, %5d] loss: %.3f' %\n", " (epoch + 1, i + 1, running_loss / 2000))\n", " running_loss = 0.0\n", "\n", "print('Finished Training')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's quickly save our trained model:\n", "\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "PATH = './cifar_net.pth'\n", "torch.save(net.state_dict(), PATH)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See `here `_\n", "for more details on saving PyTorch models.\n", "\n", "### Test the network on the test data\n", "\n", "We have trained the network for 2 passes over the training dataset.\n", "But we need to check if the network has learnt anything at all.\n", "\n", "We will check this by predicting the class label that the neural network\n", "outputs, and checking it against the ground-truth. If the prediction is\n", "correct, we add the sample to the list of correct predictions.\n", "\n", "Okay, first step. Let us display an image from the test set to get familiar.\n", "\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "GroundTruth: cat ship ship plane\n" ] } ], "source": [ "dataiter = iter(testloader)\n", "images, labels = dataiter.next()\n", "\n", "# print images\n", "imshow(torchvision.utils.make_grid(images))\n", "print('GroundTruth: ', ' '.join('%5s' % classes[labels[j]] for j in range(4)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's load back in our saved model (note: saving and re-loading the model\n", "wasn't necessary here, we only did it to illustrate how to do so):\n", "\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "net = Net()\n", "net.load_state_dict(torch.load(PATH))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, now let us see what the neural network thinks these examples above are:\n", "\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[-1.4235, -1.9955, 0.6154, 2.4929, 0.1378, 1.3219, 0.6264, -0.5958,\n", " -0.6519, -0.7850],\n", " [ 4.3612, 4.4116, -2.2258, -2.9321, -2.9944, -4.7716, -5.0000, -1.8543,\n", " 4.5418, 4.4014],\n", " [ 2.2970, 3.3485, -0.9210, -1.8730, -2.9894, -3.0735, -3.1630, -1.9718,\n", " 3.5772, 3.1711],\n", " [ 3.6032, 0.0659, 0.9458, -1.2418, -0.3086, -2.9271, -2.4405, -1.6286,\n", " 2.8094, 0.2056]], grad_fn=)\n" ] } ], "source": [ "outputs = net(images)\n", "print(outputs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The outputs are energies for the 10 classes.\n", "The higher the energy for a class, the more the network\n", "thinks that the image is of the particular class.\n", "So, let's get the index of the highest energy:\n", "\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Predicted: cat ship ship plane\n" ] } ], "source": [ "_, predicted = torch.max(outputs, 1)\n", "\n", "print('Predicted: ', ' '.join('%5s' % classes[predicted[j]]\n", " for j in range(4)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The results seem pretty good.\n", "\n", "Let us look at how the network performs on the whole dataset.\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy of the network on the 10000 test images: 55 %\n" ] } ], "source": [ "correct = 0\n", "total = 0\n", "with torch.no_grad():\n", " for data in testloader:\n", " images, labels = data\n", " outputs = net(images)\n", " _, predicted = torch.max(outputs.data, 1)\n", " total += labels.size(0)\n", " correct += (predicted == labels).sum().item()\n", "\n", "print('Accuracy of the network on the 10000 test images: %d %%' % (\n", " 100 * correct / total))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That looks way better than chance, which is 10% accuracy (randomly picking\n", "a class out of 10 classes).\n", "Seems like the network learnt something.\n", "\n", "Hmmm, what are the classes that performed well, and the classes that did\n", "not perform well:\n", "\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy of plane : 55 %\n", "Accuracy of car : 52 %\n", "Accuracy of bird : 54 %\n", "Accuracy of cat : 46 %\n", "Accuracy of deer : 51 %\n", "Accuracy of dog : 21 %\n", "Accuracy of frog : 64 %\n", "Accuracy of horse : 62 %\n", "Accuracy of ship : 73 %\n", "Accuracy of truck : 70 %\n" ] } ], "source": [ "class_correct = list(0. for i in range(10))\n", "class_total = list(0. for i in range(10))\n", "with torch.no_grad():\n", " for data in testloader:\n", " images, labels = data\n", " outputs = net(images)\n", " _, predicted = torch.max(outputs, 1)\n", " c = (predicted == labels).squeeze()\n", " for i in range(4):\n", " label = labels[i]\n", " class_correct[label] += c[i].item()\n", " class_total[label] += 1\n", "\n", "\n", "for i in range(10):\n", " print('Accuracy of %5s : %2d %%' % (\n", " classes[i], 100 * class_correct[i] / class_total[i]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, so what next?\n", "\n", "How do we run these neural networks on the GPU?\n", "\n", "Training on GPU\n", "----------------\n", "Just like how you transfer a Tensor onto the GPU, you transfer the neural\n", "net onto the GPU.\n", "\n", "Let's first define our device as the first visible cuda device if we have\n", "CUDA available:\n", "\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cuda:0\n" ] } ], "source": [ "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", "\n", "# Assuming that we are on a CUDA machine, this should print a CUDA device:\n", "\n", "print(device)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The rest of this section assumes that ``device`` is a CUDA device.\n", "\n", "Then these methods will recursively go over all modules and convert their\n", "parameters and buffers to CUDA tensors:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember that you will have to send the inputs and targets at every step\n", "to the GPU too:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "48\n", "Files already downloaded and verified\n", "Files already downloaded and verified\n", "[1, 48] loss: 2.283\n", "Accuracy of the network on the 10000 test images: 18.28 %\n", "[2, 48] loss: 2.052\n", "Accuracy of the network on the 10000 test images: 29.48 %\n", "[3, 48] loss: 1.807\n", "Accuracy of the network on the 10000 test images: 37.51 %\n", "[4, 48] loss: 1.635\n", "Accuracy of the network on the 10000 test images: 42.83 %\n", "[5, 48] loss: 1.528\n", "Accuracy of the network on the 10000 test images: 46.74 %\n", "[6, 48] loss: 1.448\n", "Accuracy of the network on the 10000 test images: 48.84 %\n", "[7, 48] loss: 1.386\n", "Accuracy of the network on the 10000 test images: 51.40 %\n", "[8, 48] loss: 1.322\n", "Accuracy of the network on the 10000 test images: 51.35 %\n", "[9, 48] loss: 1.286\n", "Accuracy of the network on the 10000 test images: 54.47 %\n", "[10, 48] loss: 1.226\n", "Accuracy of the network on the 10000 test images: 55.97 %\n", "[11, 48] loss: 1.198\n", "Accuracy of the network on the 10000 test images: 55.41 %\n", "[12, 48] loss: 1.169\n", "Accuracy of the network on the 10000 test images: 57.73 %\n", "[13, 48] loss: 1.144\n", "Accuracy of the network on the 10000 test images: 58.52 %\n", "[14, 48] loss: 1.107\n", "Accuracy of the network on the 10000 test images: 58.70 %\n", "[15, 48] loss: 1.084\n", "Accuracy of the network on the 10000 test images: 60.21 %\n", "[16, 48] loss: 1.050\n", "Accuracy of the network on the 10000 test images: 60.70 %\n", "[17, 48] loss: 1.031\n", "Accuracy of the network on the 10000 test images: 60.42 %\n", "[18, 48] loss: 1.002\n", "Accuracy of the network on the 10000 test images: 59.75 %\n", "[19, 48] loss: 0.996\n", "Accuracy of the network on the 10000 test images: 62.09 %\n", "[20, 48] loss: 0.960\n", "Accuracy of the network on the 10000 test images: 61.42 %\n", "[21, 48] loss: 0.938\n", "Accuracy of the network on the 10000 test images: 62.70 %\n", "[22, 48] loss: 0.923\n", "Accuracy of the network on the 10000 test images: 62.51 %\n", "[23, 48] loss: 0.912\n", "Accuracy of the network on the 10000 test images: 61.14 %\n", "[24, 48] loss: 0.899\n", "Accuracy of the network on the 10000 test images: 62.50 %\n", "[25, 48] loss: 0.874\n", "Accuracy of the network on the 10000 test images: 63.09 %\n", "[26, 48] loss: 0.860\n", "Accuracy of the network on the 10000 test images: 63.33 %\n", "[27, 48] loss: 0.838\n", "Accuracy of the network on the 10000 test images: 63.39 %\n", "[28, 48] loss: 0.809\n", "Accuracy of the network on the 10000 test images: 63.15 %\n", "[29, 48] loss: 0.787\n", "Accuracy of the network on the 10000 test images: 63.53 %\n", "[30, 48] loss: 0.781\n", "Accuracy of the network on the 10000 test images: 63.27 %\n", "[31, 48] loss: 0.768\n", "Accuracy of the network on the 10000 test images: 62.57 %\n", "[32, 48] loss: 0.748\n", "Accuracy of the network on the 10000 test images: 64.45 %\n", "[33, 48] loss: 0.717\n", "Accuracy of the network on the 10000 test images: 64.04 %\n", "[34, 48] loss: 0.702\n", "Accuracy of the network on the 10000 test images: 62.87 %\n", "[35, 48] loss: 0.699\n", "Accuracy of the network on the 10000 test images: 63.34 %\n", "[36, 48] loss: 0.681\n", "Accuracy of the network on the 10000 test images: 62.12 %\n", "[37, 48] loss: 0.671\n", "Accuracy of the network on the 10000 test images: 63.91 %\n", "[38, 48] loss: 0.657\n", "Accuracy of the network on the 10000 test images: 63.17 %\n", "[39, 48] loss: 0.639\n", "Accuracy of the network on the 10000 test images: 63.84 %\n", "[40, 48] loss: 0.628\n", "Accuracy of the network on the 10000 test images: 63.08 %\n", "[41, 48] loss: 0.616\n", "Accuracy of the network on the 10000 test images: 62.92 %\n", "[42, 48] loss: 0.614\n", "Accuracy of the network on the 10000 test images: 62.51 %\n", "[43, 48] loss: 0.590\n", "Accuracy of the network on the 10000 test images: 62.78 %\n", "[44, 48] loss: 0.572\n", "Accuracy of the network on the 10000 test images: 62.72 %\n", "[45, 48] loss: 0.576\n", "Accuracy of the network on the 10000 test images: 62.31 %\n", "[46, 48] loss: 0.547\n", "Accuracy of the network on the 10000 test images: 62.09 %\n", "[47, 48] loss: 0.548\n", "Accuracy of the network on the 10000 test images: 61.66 %\n", "[48, 48] loss: 0.554\n", "Accuracy of the network on the 10000 test images: 62.38 %\n", "[49, 48] loss: 0.513\n", "Accuracy of the network on the 10000 test images: 62.48 %\n", "[50, 48] loss: 0.510\n", "Accuracy of the network on the 10000 test images: 62.18 %\n", "[51, 48] loss: 0.505\n", "Accuracy of the network on the 10000 test images: 60.70 %\n", "[52, 48] loss: 0.487\n", "Accuracy of the network on the 10000 test images: 61.94 %\n", "[53, 48] loss: 0.472\n", "Accuracy of the network on the 10000 test images: 62.13 %\n", "[54, 48] loss: 0.468\n", "Accuracy of the network on the 10000 test images: 62.50 %\n", "[55, 48] loss: 0.438\n", "Accuracy of the network on the 10000 test images: 61.41 %\n", "[56, 48] loss: 0.442\n", "Accuracy of the network on the 10000 test images: 61.57 %\n", "[57, 48] loss: 0.416\n", "Accuracy of the network on the 10000 test images: 60.88 %\n", "[58, 48] loss: 0.419\n", "Accuracy of the network on the 10000 test images: 61.49 %\n", "[59, 48] loss: 0.425\n", "Accuracy of the network on the 10000 test images: 60.62 %\n", "[60, 48] loss: 0.412\n", "Accuracy of the network on the 10000 test images: 61.49 %\n", "Finished Training\n", "CPU times: user 32.8 s, sys: 26 s, total: 58.8 s\n", "Wall time: 2min 37s\n" ] } ], "source": [ "%%time\n", "BATCH_SIZE = 1024\n", "EPOCHS = 60\n", "OUTPUTS= 1\n", "LR = 0.025\n", "MINI_BATCH_SIZE = int((50000/BATCH_SIZE)/OUTPUTS)\n", "print(MINI_BATCH_SIZE)\n", "\n", "net = Net()\n", "net.to(device)\n", "\n", "trainset = torchvision.datasets.CIFAR10(root='./data', train=True,\n", " download=True, transform=transform)\n", "trainloader = torch.utils.data.DataLoader(trainset, batch_size=BATCH_SIZE,\n", " shuffle=True, num_workers=6)\n", "testset = torchvision.datasets.CIFAR10(root='./data', train=False,\n", " download=True, transform=transform)\n", "testloader = torch.utils.data.DataLoader(testset, batch_size=BATCH_SIZE,\n", " shuffle=False, num_workers=6)\n", "\n", "criterion = nn.CrossEntropyLoss()\n", "optimizer = optim.SGD(net.parameters(), lr=LR, momentum=0.9)\n", "\n", "for epoch in range(EPOCHS): # loop over the dataset multiple times\n", "\n", " running_loss = 0.0\n", " for i, data in enumerate(trainloader, 0):\n", " # get the inputs; data is a list of [inputs, labels]\n", " \n", " inputs, labels = data[0].to(device), data[1].to(device)\n", "\n", " # zero the parameter gradients\n", " optimizer.zero_grad()\n", "\n", " # forward + backward + optimize\n", " outputs = net(inputs)\n", " loss = criterion(outputs, labels)\n", " loss.backward()\n", " optimizer.step()\n", "\n", " # print statistics\n", " running_loss += loss.item()\n", " if i % MINI_BATCH_SIZE == MINI_BATCH_SIZE - 1: # print every 2000 mini-batches\n", " print('[%d, %5d] loss: %.3f' %\n", " (epoch + 1, i + 1, running_loss / MINI_BATCH_SIZE))\n", " running_loss = 0.0\n", " correct = 0\n", " total = 0\n", " with torch.no_grad():\n", " for data in testloader:\n", " images, labels = data[0].to(device), data[1].to(device)\n", " outputs = net(images)\n", " _, predicted = torch.max(outputs.data, 1)\n", " total += labels.size(0)\n", " correct += (predicted == labels).sum().item()\n", " print('Accuracy of the network on the 10000 test images: %.2f %%' % (\n", " 100.0 * correct / total))\n", "\n", "print('Finished Training')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Why dont I notice MASSIVE speedup compared to CPU? Because your network\n", "is really small.\n", "\n", "**Exercise:** Try increasing the width of your network (argument 2 of\n", "the first ``nn.Conv2d``, and argument 1 of the second ``nn.Conv2d`` –\n", "they need to be the same number), see what kind of speedup you get.\n", "\n", "**Goals achieved**:\n", "\n", "- Understanding PyTorch's Tensor library and neural networks at a high level.\n", "- Train a small neural network to classify images\n", "\n", "Training on multiple GPUs\n", "-------------------------\n", "If you want to see even more MASSIVE speedup using all of your GPUs,\n", "please check out :doc:`data_parallel_tutorial`.\n", "\n", "Where do I go next?\n", "-------------------\n", "\n", "- :doc:`Train neural nets to play video games `\n", "- `Train a state-of-the-art ResNet network on imagenet`_\n", "- `Train a face generator using Generative Adversarial Networks`_\n", "- `Train a word-level language model using Recurrent LSTM networks`_\n", "- `More examples`_\n", "- `More tutorials`_\n", "- `Discuss PyTorch on the Forums`_\n", "- `Chat with other users on Slack`_\n", "\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 1 }