diff --git "a/02_A_Gentle_Introduction_to_PyTorch.ipynb" "b/02_A_Gentle_Introduction_to_PyTorch.ipynb" new file mode 100644--- /dev/null +++ "b/02_A_Gentle_Introduction_to_PyTorch.ipynb" @@ -0,0 +1,999 @@ +{ + "cells": [ + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "---\n", + "title: 03 A Gentle Introduction to PyTorch\n", + "description: A detailed explanation introducing PyTorch concepts\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Colab\"" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "H7gQFbUxOQtb" + }, + "source": [ + "# A Gentle Introduction to PyTorch\n", + "\n", + "In our previous PyTorch [notebook](https://medium.com/dair-ai/pytorch-1-2-quickstart-with-google-colab-6690a30c38d), we learned about how to get started quickly with PyTorch using Google Colab. In this tutorial, we are going to take a step back and review some of the basic components of building a deep learning model using PyTorch. \n", + "\n", + "This will be a brief tutorial and will avoid using jargon and overcomplicated code. That said, this is perhaps the most basic of models you can build with PyTorch. \n", + "\n", + "If fact, it is so basic that it's ideal for those starting to learn about PyTorch and deep learning. So if you have a friend or colleague that wants to jump in, I highly encourage you to refer them to this tutorial as a starting point. Let's get started!\n", + "\n", + "\n", + "**Author:** [Elvis Saravia](https://twitter.com/omarsar0)\n", + "\n", + "**Complete Code Walkthrough:** [Blog post](https://medium.com/dair-ai/pytorch-1-2-introduction-guide-f6fa9bb7597c)\n", + "\n", + "---\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cA0Ke48uRkIM" + }, + "source": [ + "## Getting Started\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kaUbTa-dR4rh" + }, + "source": [ + "We need to import a few modules which will be useful to obtain the necessary functions that will help us to build our deep learning model. The main ones are `torch` and `torchvision`. They contain the majority of the functions that you need to get started with PyTorch. However, as this is a deep learning tutorial we will need `torch.nn`, `torch.nn.functional` and `torchvision.transforms` which all contain utility functions to build our model. We probably won't use all the modules listed below but they are the typical modules you will be importing when starting your deep learning projects. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "FuhJIaeXO2W9" + }, + "outputs": [], + "source": [ + "## The usual imports\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "import torchvision\n", + "import torchvision.transforms as transforms\n", + "\n", + "## for printing image\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0a2C_nneO_wp" + }, + "source": [ + "## Loading the Data\n", + "Let's get right into it! As with any machine learning project, you need to load your dataset. We are using the [MNIST dataset](http://yann.lecun.com/exdb/mnist/), which is the Hello World of datasets in the machine learning world. \n", + "\n", + "The data consists of number images that are of size `28 X 28`. We will discuss the images shortly, but our plan is to load data into batches of size `32`, similar to the figure below.\n", + "\n", + "\n", + "![alt text](https://drive.google.com/uc?export=view&id=19AC_WpscyXkrK_o4PaFFGpt_jG0aJm_f)\n", + "\n", + "\n", + "Here are the complete steps we are performing when importing our data:\n", + "- We will import and tranform the data into tensors using the `transforms` module\n", + "- We will use `DataLoader` to build convenient data loaders, which makes it easy to efficiently feed data in batches to deep learning models. We will get to the topic of batches in a bit but for now just think of them as subsets of your data. \n", + "- As hinted above, we will also create batches of the data by setting the `batch` parameter inside the data loader. Notice we use batches of `32` in this tutorial but you can change it to `64` if you like. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 440, + "referenced_widgets": [ + "0c9f2525ec5841999cc67301c64b9850", + "c2a7288b868c402a8e9eab843c91503d", + "422128e571764ceca623048bf599b273", + "a0a44cea4c0b4343ad11dd863552ecd2", + "3c26e14c1d6e4a0dafb03d6f0fb91f47", + "6db1e19db3e143ad93cfbee43002ddaa", + "cf92e501b5c449df998f041f0e1bac77", + "e6020502af5942968029b27a4c4b65be", + "f4a01b05afbd45ac807c19290c43ad96", + "68cc480eeb234e06bb54fe96898d7f73", + "ef30d60ee7054c3eabf2e41fceda40bc", + "871789363ebb4a0eb75dedb701430009", + "f9d36c002f9a4410ad8bb8cb72381a9a", + "0e198210ce954fa3b9b0bfb5086f59cf", + "789961a8dcbd4ddc9ab9e03fd3761112", + "17e6d0c853944b0692440a6fba1bfbae", + "370826e0e7a34ef6a2f64792a48011a9", + "026cae85837d4d2bba5ab17816d88665", + "f002d0e5624d4df3965f784e624dc42b", + "d1f55a38702142cfa08e4eb2f87ef63d", + "5216f95bb8584a6a9a4e11af227b9ed2", + "02cad360fb294ccaa8b94d7b3066618d", + "d9f470c0a994487fabdf69a58418d003", + "4a10dd014e9a4734b6e3b422208a0dc7", + "f39c640e74b64ce280b4ea1375d5f270", + "71a5541fc7e043d2b05fb4177d369eae", + "2dd204c0cc4d4b1aa0c3964b3d307df9", + "b02b20706ab840c49c67416216be700e", + "9435c501e99f42438594851185f4e088", + "07d00f32a5c944bebb5552315a9706ea", + "cd0e801b18de4746afac74afbf5537a1", + "410df7ec0d184335909aff4e4667f64f", + "ce13ccc1ae3d468381c9e9e63579f662", + "6c5a5f108abb4b52969f638204f1c97b", + "2fe16db3bffd41709dcd43e962aa1621", + "c65aa86a7532403db81d5d5a20bb0562", + "b1a29a524941481a8423ef0ed63d7998", + "20f3ad755d1b447eafc2b30c4c344342", + "9a9042d45e044b2c88bcfe79ed3b73ab", + "c97ba9d6b85a4f68b38494d9d235480c", + "0efbbc9c8f5a46b3963265e399f1f419", + "27b663a17ea2484eaaa4cfd2c6875dd7", + "4d1f6e6ccd7243ef91708df4dc7797b3", + "e79e6eb8fa5748dd9c4021434d8fd40c" + ] + }, + "id": "_DQKJhWGVSnA", + "outputId": "3d19ffef-3438-4310-89c7-73498de0fe12" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n", + "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to ./data/MNIST/raw/train-images-idx3-ubyte.gz\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0c9f2525ec5841999cc67301c64b9850", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/9912422 [00:00" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(image)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tsszgyIChv71" + }, + "source": [ + "Okay, we have our image sample. And now let's apply some dummy transformation to it. We are going to rotate the image by `45` degrees. The transformation below takes care of that:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "afjxe4WVgtNR", + "outputId": "dea003b4-8ca5-467f-fb09-a80b97f9e4d7" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "## dummy transformation\n", + "dummy_transform = transforms.Compose(\n", + " [transforms.RandomRotation(45)])\n", + "\n", + "dummy_result = dummy_transform(image)\n", + "\n", + "plt.imshow(dummy_result)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "iFd7BFYnkLy1" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "SUu-djsMkw9r" + }, + "source": [ + "Notice you can put the transformations within `transforms.Compose(...)`. You can use the built in transformations offered by PyTorch or you can build your own and compose as you wish. In fact, you can place as many transformation as you wish in there. Let's try another composition of transformations: rotate + vertical flip. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "48fDFFjhk9lO", + "outputId": "34632f45-c07f-457d-e4cb-bcd03d6d759f" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "## dummy transform \n", + "dummy2_transform = transforms.Compose(\n", + " [transforms.RandomRotation(45), transforms.RandomVerticalFlip()])\n", + "\n", + "dummy2_result = dummy2_transform(image)\n", + "\n", + "plt.imshow(dummy2_result)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "eQx_axfzlTlU" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tkMitRallkW4" + }, + "source": [ + "That's pretty cool right! Keep trying other transform methods. On the topic of exploring our data further, let's take a look at our images dataset. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HMUTV8ooxAbB" + }, + "source": [ + "## Exploring the Data\n", + "As a practioner and researcher, I am always spend a bit of time and effort exploring and understanding my datasets. It's fun and this is a good practise to ensure that everything is in order.\n", + "\n", + "Let's check what the train and test dataset contain. I will use matplotlib to print out some of the images from our dataset. With a bit of numpy I can convert images into numpy and print them out. Below I print out an entire batch. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 220 + }, + "id": "fNCwuSTHljxM", + "outputId": "11480e45-9db3-455a-a29d-2120d9802bae" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "## functions to show an image\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", + "\n", + "## get some random training images\n", + "dataiter = iter(trainloader)\n", + "images, labels = dataiter.next()\n", + "\n", + "## show images\n", + "imshow(torchvision.utils.make_grid(images))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eXfF53MCxf7M" + }, + "source": [ + "The dimensions of our batches are as follow:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "onfWHzacxkmi", + "outputId": "d1f00902-ebed-40e3-9818-17a0aafb9b0b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Image batch dimensions: torch.Size([32, 1, 28, 28])\n", + "Image label dimensions: torch.Size([32])\n" + ] + } + ], + "source": [ + "for images, labels in trainloader:\n", + " print(\"Image batch dimensions:\", images.shape)\n", + " print(\"Image label dimensions:\", labels.shape)\n", + " break" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Sko2xLi6x8ti" + }, + "source": [ + "## The Model\n", + "Now it's time to build the deep learning model that will be used to perform the image classification. We will keeps things simple and stack a few dense layers and a dropout layer to train our model.\n", + "\n", + "Let's discuss a bit about the model:\n", + "\n", + "- First of all the following structure involving a `class` is standard code that's used to build the neural network model in PyTorch:\n", + "\n", + "```python\n", + "class MyModel(nn.Module):\n", + " def __init__(self):\n", + " super(MyModel, self).__init__()\n", + " \n", + " # layers go here\n", + " \n", + " def forward(self, x):\n", + " \n", + " # computations go here\n", + "```\n", + "- The layers are defined inside `def __init__()`. `super(...).__init__()` is just there to stick things together. For our model, we stack a hidden layer (`self.d1`) followed by a dropout layer (`self.dropout`), which is then followed by an output layer (`self.d2`). \n", + "- `nn.Linear(...)` defines the dense layer and it requires the `in` and `out` dimensions, which corresponds to the size of the input feature and output feature of that layer, respectively. \n", + "- `nn.Dropout(...)` is used to define a dropout layer. Dropout is an approach in deep learning that helps a model to avoid overfitting. This means that dropout acts as a regularization technique that helps the model to not overfit on the images it has seen while training. We want this because we need a model that generalizes well to unseen examples -- in our case, the testing dataset. Dropout randomly zeroes some of the units of the neural network layer with probability of `p=0.2`. Read more about the dropout layer [here](https://pytorch.org/docs/stable/nn.html#dropout). \n", + "- The entry point of the model, i.e. where the data enters, is placed under the `forward(...)` function. Typically, we also place other transformations we perform on the data while training inside this function. \n", + "- In the `forward()` function we are performing a series of computations on the input data\n", + " - we flatten the images first, converting it from 2D (`28 X 28`) to 1D (`1 X 784`).\n", + " - then we feed the batches of those 1D images into the first hidden layer\n", + " - the output of that hidden layer is then applied a [non-linear activate function](https://en.wikipedia.org/wiki/Rectifier_(neural_networks)) called `ReLU`. It's not so important to know what `F.relu()` does at the moment, but the effect that it achieves is that it allows faster and more effective training of neural architectures on large datasets\n", + " - as explained above, the dropout also helps the model to train more efficiently by avoiding overfitting on the training data\n", + " - we then feed the output of that dropout layer into the output layer (`d2`)\n", + " - the result of that is then fed to the [softmax function](https://en.wikipedia.org/wiki/Softmax_function), which converts or normalized the output into a probability distribution which helps with outputting proper predictions values that are used to calculate the accuracy of the model; this will the final output of the model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "2FhO-24HxseW" + }, + "outputs": [], + "source": [ + "## the model\n", + "class MyModel(nn.Module):\n", + " def __init__(self):\n", + " super(MyModel, self).__init__()\n", + " self.d1 = nn.Linear(28 * 28, 128)\n", + " self.dropout = nn.Dropout(p=0.2)\n", + " self.d2 = nn.Linear(128, 10)\n", + " \n", + " def forward(self, x):\n", + " x = x.flatten(start_dim = 1)\n", + " x = self.d1(x)\n", + " x = F.relu(x)\n", + " x = self.dropout(x)\n", + " logits = self.d2(x)\n", + " out = F.softmax(logits, dim=1)\n", + " return out" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0ZqgEqSRBoKL" + }, + "source": [ + "Visually, the following is a diagram of the model we have built. Just keep in mind that the hidden layer is much bigger as shown in the diagram but due to space constraint, the diagram is just an approximation to the actual model. \n", + "\n", + "![alt text](https://drive.google.com/uc?export=view&id=1NuFflDPOW_hIAHTH2pXZAEhSINygPlnB)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Xi_c1Fos_4no" + }, + "source": [ + "As I have done in my previous tutorials, I always encourage to test the model with 1 batch to ensure that the output dimensions are what we expect. Notice how we are iterating over the dataloader which conveniently stores the `images` and `labels` pairs. `out` contains the output of the model, which are the logits applied a `softmax` layer which helps with prediction. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "eJuiB4J74N84", + "outputId": "f7e02d3c-6117-476b-b260-cd92f02c1637" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "batch size: torch.Size([32, 1, 28, 28])\n", + "torch.Size([32, 10])\n" + ] + } + ], + "source": [ + "## test the model with 1 batch\n", + "model = MyModel()\n", + "for images, labels in trainloader:\n", + " print(\"batch size:\", images.shape)\n", + " out = model(images)\n", + " print(out.shape)\n", + " break" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pxSu3yIbAn6B" + }, + "source": [ + "We can clearly see that we get back the batches with 10 output values associate with it. These are used to compute the performance of the model. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "SNQbf3WPBBne" + }, + "source": [ + "## Training the Model\n", + "Now we are ready to train the model but before that we are going to setup a loss function, an optimizer and a function to compute accuracy of the model. \n", + "\n", + "- The `learning_rate` is the rate at which the model will try to optimize its weights, which is just another parameter for the model. \n", + "- `num_epochs` is the number of training steps. \n", + "- `device` determines what hardware we will use to train the model. If a `gpu` is present, then that will be used, otherwise it defaults to the `cpu`.\n", + "- `model` is just the model instance.\n", + "- `model.to(device)` is in charge of setting the actaull device that will be used for training the model\n", + "- `criterion` is just the metric that's used to compute the loss of the model while it forward and backward trains to optimize its weights. \n", + "- `optimizer` is the optimization technique used to modify the weights in the backward propagation. Notice that it requires the `learning_rate` and the model parameters which are part of the calculation to optimize weights.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "HvFAg3D4A_oz" + }, + "outputs": [], + "source": [ + "learning_rate = 0.001\n", + "num_epochs = 5\n", + "\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "model = MyModel()\n", + "model = model.to(device)\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "OjhAkfrLZfvr" + }, + "source": [ + "The utility function below helps to calculate the accuracy of the model. For now, it's not important to understand how it's calculated but basically it compares the outputs of the model (predictions) with the actual target values (i.e., the labels of the dataset), and tries to compute the average of correct predictions." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "JMXFCP24BNGS" + }, + "outputs": [], + "source": [ + "## utility function to compute accuracy\n", + "def get_accuracy(output, target, batch_size):\n", + " ''' Obtain accuracy for training round '''\n", + " corrects = (torch.max(output, 1)[1].view(target.size()).data == target.data).sum()\n", + " accuracy = 100.0 * corrects/batch_size\n", + " return accuracy.item()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "czTadqw2Bapb" + }, + "source": [ + "## Training the Model\n", + "Now it's time to train the model. The code portion that follows can be descrive in the following steps:\n", + "\n", + "- The first thing in training a neural network model is defining the training loop, which is achieved by:\n", + "\n", + "```python\n", + "for epoch in range(num_epochs):\n", + " ...\n", + "```\n", + "\n", + "- We define two variables, `training_running_loss` and `train_acc` that will help us to monitor the running accuracy and loss of the modes while it trains over the different batches.\n", + "- `model.train()` explicitly indicates that we are ready to start training. \n", + "- Notice how we are iterating over the dataloader, which conveniently gives us the batches in image-label pairs. \n", + "- That second `for` loop means that for every training step we will iterate over all the batches and train the model over them.\n", + "- We feed the model the images via `model(images)` and the output are the predictions of the model. \n", + "- The predictions together with the target labels are used to compute the loss using the loss function we defined earlier.\n", + "- Before we update our weights for the next round of training, we perform the following steps:\n", + " - we use the optimizer object to reset all the gradients for the variables it will update. This is a safe step and it doesn't overwrites the gradients the model accumulates while training (those are stored in a buffer [link text](https://pytorch.org/tutorials/beginner/pytorch_with_examples.html#pytorch-optim) via the `loss.backward() call)\n", + " - `loss.backward()` simply computes the gradient of the loss w.r.t to the model parameters\n", + " - `optimizer.step()` then ensures that the model parameters are updated\n", + "\n", + "- Then we gather and accumulate the loss and accuracy, which is what we will use to tell us if the model is learning properly" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "a-WMQXIWBZ3U", + "outputId": "c5661d0d-a23f-49be-a631-ccda3ca74694" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch: 0 | Loss: 1.5963 | Train Accuracy: 88.70\n", + "Epoch: 1 | Loss: 1.5291 | Train Accuracy: 94.00\n", + "Epoch: 2 | Loss: 1.5145 | Train Accuracy: 95.28\n", + "Epoch: 3 | Loss: 1.5056 | Train Accuracy: 96.07\n", + "Epoch: 4 | Loss: 1.4998 | Train Accuracy: 96.59\n" + ] + } + ], + "source": [ + "## train the model\n", + "for epoch in range(num_epochs):\n", + " train_running_loss = 0.0\n", + " train_acc = 0.0\n", + "\n", + " ## commence training\n", + " model = model.train()\n", + "\n", + " ## training step\n", + " for i, (images, labels) in enumerate(trainloader):\n", + " \n", + " images = images.to(device)\n", + " labels = labels.to(device)\n", + "\n", + " ## forward + backprop + loss\n", + " predictions = model(images)\n", + " loss = criterion(predictions, labels)\n", + " optimizer.zero_grad()\n", + " loss.backward()\n", + "\n", + " ## update model params\n", + " optimizer.step()\n", + "\n", + " train_running_loss += loss.detach().item()\n", + " train_acc += get_accuracy(predictions, labels, BATCH_SIZE)\n", + " \n", + " model.eval()\n", + " print('Epoch: %d | Loss: %.4f | Train Accuracy: %.2f' \\\n", + " %(epoch, train_running_loss / i, train_acc/i)) " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NxSFFoeDjQj_" + }, + "source": [ + "After all the training steps are over, we can clearly see that the loss keeps decreasing while the training accuracy of the model keeps rising, which is a good sign that the model is effectively learning to classify images.\n", + "\n", + "We can verify that by computing the accuracy on the testing dataset to see how well the model performs on the image classificaiton task. As you can see below, our basic CNN model is performing very well on the MNIST classification task." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "vWU90wx9jpDS", + "outputId": "862c9e27-a65d-42e5-9f8e-d3df838c7456" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Accuracy: 97.08\n" + ] + } + ], + "source": [ + "test_acc = 0.0\n", + "for i, (images, labels) in enumerate(testloader, 0):\n", + " images = images.to(device)\n", + " labels = labels.to(device)\n", + " outputs = model(images)\n", + " test_acc += get_accuracy(outputs, labels, BATCH_SIZE)\n", + " \n", + "print('Test Accuracy: %.2f'%( test_acc/i))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ozX4V1GhPLyr" + }, + "source": [ + "## Final Words\n", + "\n", + "Congratulation! You have made it to the end of this tutorial. This is a really long tutorial that aims to give an very basic introduction to the fundamentals of image classification using neural networks and PyTorch.\n", + "\n", + "*This tutorial was heavily inspired by this [TensorFlow tutorial.](https://www.tensorflow.org/beta/tutorials/quickstart/beginner) We thank the authors of the corresponding reference for their valuable work.*" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4-o4w9vpPHZz" + }, + "source": [ + "## References\n", + "- [PyTorch 1.2 Quickstart with Google Colab](https://medium.com/dair-ai/pytorch-1-2-quickstart-with-google-colab-6690a30c38d)\n", + "- [Get started with TensorFlow 2.0 for beginners](https://www.tensorflow.org/beta/tutorials/quickstart/beginner)\n", + "- [PyTorch Data Loading Tutorial](https://pytorch.org/tutorials/beginner/data_loading_tutorial.html)\n", + "-[ Neural Networks with PyTorch](https://pytorch.org/tutorials/beginner/blitz/neural_networks_tutorial.html#sphx-glr-beginner-blitz-neural-networks-tutorial-py)" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "name": "A Gentle Introduction to PyTorch.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}