{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 使用卷积神经网络进行图像分类\n", "\n", "本示例教程将会演示如何使用飞桨的卷积神经网络来完成图像分类任务。这是一个较为简单的示例,将会使用一个由三个卷积层组成的网络完成[cifar10](https://www.cs.toronto.edu/~kriz/cifar.html)数据集的图像分类任务。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 设置环境\n", "\n", "我们将使用飞桨2.0beta版本。" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0.0\n", "264e76cae6861ad9b1d4bcd8c3212f7a78c01e4d\n" ] } ], "source": [ "import paddle\n", "import paddle.nn.functional as F\n", "from paddle.vision.transforms import Normalize\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "paddle.disable_static()\n", "print(paddle.__version__)\n", "print(paddle.__git_commit__)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 加载并浏览数据集\n", "\n", "我们将会使用飞桨提供的API完成数据集的下载并为后续的训练任务准备好数据迭代器。cifar10数据集由60000张大小为32 * 32的彩色图片组成,其中有50000张图片组成了训练集,另外10000张图片组成了测试集。这些图片分为10个类别,我们的任务是训练一个模型能够把图片进行正确的分类。" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "cifar10_train = paddle.vision.datasets.cifar.Cifar10(mode='train', transform=None)\n", "\n", "train_images = np.zeros((50000, 32, 32, 3), dtype='float32')\n", "train_labels = np.zeros((50000, 1), dtype='int32')\n", "for i, data in enumerate(cifar10_train):\n", " train_image, train_label = data\n", " train_image = train_image.reshape((3, 32, 32 )).astype('float32') / 255.\n", " train_image = train_image.transpose(1, 2, 0)\n", " train_images[i, :, :, :] = train_image\n", " train_labels[i, 0] = train_label" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 浏览数据集\n", "\n", "接下来我们从数据集中随机挑选一些图片并显示,从而对数据集有一个直观的了解。" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "class_names = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n", "\n", "plt.figure(figsize=(10,10))\n", "sample_idxs = np.random.choice(50000, size=25, replace=False)\n", "\n", "for i in range(25):\n", " plt.subplot(5, 5, i+1)\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.imshow(train_images[sample_idxs[i]], cmap=plt.cm.binary)\n", " plt.xlabel(class_names[train_labels[sample_idxs[i]][0]])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 组建网络\n", "\n", "接下来我们使用飞桨定义一个使用了三个二维卷积(`Conv2d`)且每次卷积之后使用`relu`激活函数,两个二维池化层(`MaxPool2d`),和两个线性变换层组成的分类网络,来把一个`(32, 32, 3)`形状的图片通过卷积神经网络映射为10个输出,这对应着10个分类的类别。" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "class MyNet(paddle.nn.Layer):\n", " def __init__(self, num_classes=1):\n", " super(MyNet, self).__init__()\n", "\n", " self.conv1 = paddle.nn.Conv2d(in_channels=3, out_channels=32, kernel_size=(3, 3))\n", " self.pool1 = paddle.nn.MaxPool2d(kernel_size=2, stride=2)\n", " \n", " self.conv2 = paddle.nn.Conv2d(in_channels=32, out_channels=64, kernel_size=(3,3))\n", " self.pool2 = paddle.nn.MaxPool2d(kernel_size=2, stride=2) \n", " \n", " self.conv3 = paddle.nn.Conv2d(in_channels=64, out_channels=64, kernel_size=(3,3))\n", "\n", " self.flatten = paddle.nn.Flatten()\n", " \n", " self.linear1 = paddle.nn.Linear(in_features=1024, out_features=64)\n", " self.linear2 = paddle.nn.Linear(in_features=64, out_features=num_classes)\n", " \n", " def forward(self, x):\n", " x = self.conv1(x)\n", " x = F.relu(x)\n", " x = self.pool1(x)\n", " \n", " x = self.conv2(x)\n", " x = F.relu(x)\n", " x = self.pool2(x)\n", " \n", " x = self.conv3(x)\n", " x = F.relu(x)\n", "\n", " x = self.flatten(x)\n", " x = self.linear1(x)\n", " x = F.relu(x)\n", " x = self.linear2(x)\n", " return x" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 模型训练\n", "\n", "接下来,我们用一个循环来进行模型的训练,我们将会:\n", "- 使用`paddle.optimizer.Adam`优化器来进行优化。\n", "- 使用`F.softmax_with_cross_entropy`来计算损失值。\n", "- 使用`paddle.io.DataLoader`来加载数据并组建batch。\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "epoch_num = 10\n", "batch_size = 32\n", "learning_rate = 0.001" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "start training ... \n", "epoch: 0, batch_id: 0, loss is: [2.3024805]\n", "epoch: 0, batch_id: 1000, loss is: [1.1422595]\n", "[validation] accuracy/loss: 0.5575079917907715/1.2516425848007202\n", "epoch: 1, batch_id: 0, loss is: [0.9350736]\n", "epoch: 1, batch_id: 1000, loss is: [1.3825703]\n", "[validation] accuracy/loss: 0.5959464907646179/1.1320706605911255\n", "epoch: 2, batch_id: 0, loss is: [0.979844]\n", "epoch: 2, batch_id: 1000, loss is: [0.87730503]\n", "[validation] accuracy/loss: 0.6607428193092346/0.9754576086997986\n", "epoch: 3, batch_id: 0, loss is: [0.7345351]\n", "epoch: 3, batch_id: 1000, loss is: [1.0982555]\n", "[validation] accuracy/loss: 0.6671326160430908/0.9667007327079773\n", "epoch: 4, batch_id: 0, loss is: [0.9291839]\n", "epoch: 4, batch_id: 1000, loss is: [1.1812104]\n", "[validation] accuracy/loss: 0.6895966529846191/0.9075900316238403\n", "epoch: 5, batch_id: 0, loss is: [0.5072213]\n", "epoch: 5, batch_id: 1000, loss is: [0.60360587]\n", "[validation] accuracy/loss: 0.6944888234138489/0.8740479350090027\n", "epoch: 6, batch_id: 0, loss is: [0.5917944]\n", "epoch: 6, batch_id: 1000, loss is: [0.7963876]\n", "[validation] accuracy/loss: 0.7072683572769165/0.8597638607025146\n", "epoch: 7, batch_id: 0, loss is: [0.50116754]\n", "epoch: 7, batch_id: 1000, loss is: [0.95844793]\n", "[validation] accuracy/loss: 0.700579047203064/0.876727819442749\n", "epoch: 8, batch_id: 0, loss is: [0.87496114]\n", "epoch: 8, batch_id: 1000, loss is: [0.68749857]\n", "[validation] accuracy/loss: 0.7198482155799866/0.8403064608573914\n", "epoch: 9, batch_id: 0, loss is: [0.8548105]\n", "epoch: 9, batch_id: 1000, loss is: [0.6488569]\n", "[validation] accuracy/loss: 0.7106629610061646/0.874437153339386\n" ] } ], "source": [ "val_acc_history = []\n", "val_loss_history = []\n", "\n", "def train(model):\n", " print('start training ... ')\n", " # turn into training mode\n", " model.train()\n", "\n", " opt = paddle.optimizer.Adam(learning_rate=learning_rate, \n", " parameters=model.parameters())\n", "\n", " train_loader = paddle.io.DataLoader(cifar10_train,\n", " places=paddle.CPUPlace(), \n", " shuffle=True, \n", " batch_size=batch_size)\n", " \n", " cifar10_test = paddle.vision.datasets.cifar.Cifar10(mode='test', transform=None)\n", " valid_loader = paddle.io.DataLoader(cifar10_test, places=paddle.CPUPlace(), batch_size=batch_size)\n", "\n", " for epoch in range(epoch_num):\n", " for batch_id, data in enumerate(train_loader()):\n", " x_data = paddle.cast(data[0], 'float32')\n", " x_data = paddle.reshape(x_data, (-1, 3, 32, 32)) / 255.0\n", " \n", " y_data = paddle.cast(data[1], 'int64')\n", " y_data = paddle.reshape(y_data, (-1, 1))\n", " \n", " logits = model(x_data)\n", " loss = F.softmax_with_cross_entropy(logits, y_data)\n", " avg_loss = paddle.mean(loss)\n", " \n", " if batch_id % 1000 == 0:\n", " print(\"epoch: {}, batch_id: {}, loss is: {}\".format(epoch, batch_id, avg_loss.numpy()))\n", " avg_loss.backward()\n", " opt.minimize(avg_loss)\n", " model.clear_gradients()\n", "\n", " # evaluate model after one epoch\n", " model.eval()\n", " accuracies = []\n", " losses = []\n", " for batch_id, data in enumerate(valid_loader()): \n", " x_data = paddle.cast(data[0], 'float32')\n", " x_data = paddle.reshape(x_data, (-1, 3, 32, 32)) / 255.0\n", " \n", " y_data = paddle.cast(data[1], 'int64')\n", " y_data = paddle.reshape(y_data, (-1, 1)) \n", " \n", " logits = model(x_data) \n", " loss = F.softmax_with_cross_entropy(logits, y_data)\n", " acc = paddle.metric.accuracy(logits, y_data)\n", " accuracies.append(np.mean(acc.numpy()))\n", " losses.append(np.mean(loss.numpy()))\n", " \n", " avg_acc, avg_loss = np.mean(accuracies), np.mean(losses)\n", " print(\"[validation] accuracy/loss: {}/{}\".format(avg_acc, avg_loss))\n", " val_acc_history.append(avg_acc)\n", " val_loss_history.append(avg_loss)\n", " model.train()\n", "\n", "model = MyNet(num_classes=10)\n", "train(model)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "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.plot(val_acc_history, label = 'validation accuracy')\n", "\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Accuracy')\n", "plt.ylim([0.5, 0.8])\n", "plt.legend(loc='lower right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The End\n", "\n", "从上面的示例可以看到,在cifar10数据集上,使用简单的卷积神经网络,用飞桨可以达到71%以上的准确率。" ] } ], "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }