diff --git a/paddle2.0_docs/convnet_image_classification/convnet_image_classification.ipynb b/paddle2.0_docs/convnet_image_classification/convnet_image_classification.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..2105459a5ac32dcb032c837efb7f43a0fc871aa6 --- /dev/null +++ b/paddle2.0_docs/convnet_image_classification/convnet_image_classification.ipynb @@ -0,0 +1,379 @@ +{ + "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": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0.0\n", + "7f2aa2db3c69cb9ebb8bae9e19280e75f964e1d0\n" + ] + } + ], + "source": [ + "import paddle\n", + "import paddle.nn.functional as F\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": 19, + "metadata": {}, + "outputs": [], + "source": [ + "train_reader = paddle.dataset.cifar.train10()\n", + "train_images = np.zeros((50000, 32, 32, 3))\n", + "train_labels = np.zeros((50000, 1), dtype='int32')\n", + "for batch_id, data in enumerate(train_reader()):\n", + " train_image, train_label = data\n", + " train_image = train_image.reshape((3,32,32 ))\n", + " train_image = train_image.transpose(1,2,0)\n", + " train_images[batch_id, :, :, :] = train_image\n", + " train_labels[batch_id, 0] = train_label\n" + ] + }, + { + "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": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 21, + "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.relu1 = paddle.nn.ReLU()\n", + " self.pool1 = paddle.nn.MaxPool2d(kernel_size=2, stride=2)\n", + " self.conv2 = paddle.nn.Conv2d(in_channels=32, out_channels=64, kernel_size=(3,3))\n", + " self.relu2 = paddle.nn.ReLU()\n", + " self.pool2 = paddle.nn.MaxPool2d(kernel_size=2, stride=2) \n", + " self.conv3 = paddle.nn.Conv2d(in_channels=64, out_channels=64, kernel_size=(3,3))\n", + " self.relu3 = paddle.nn.ReLU()\n", + " self.flatten = paddle.nn.Flatten()\n", + " self.linear1 = paddle.nn.Linear(in_features=1024, out_features=64)\n", + " self.relu4 = paddle.nn.ReLU()\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 = self.relu1(x)\n", + " x = self.pool1(x)\n", + " \n", + " x = self.conv2(x)\n", + " x = self.relu2(x)\n", + " x = self.pool2(x)\n", + " \n", + " x = self.conv3(x)\n", + " x = self.relu3(x)\n", + "\n", + " x = self.flatten(x)\n", + " x = self.linear1(x)\n", + " x = self.relu4(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.shuffle`来对数据进行shuffle,用`paddle.batch`来组建batch。\n", + "- 使用`paddle.shuffle`来对数据进行shuffle,用`paddle.batch`来组建batch。\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "epoch_num = 10\n", + "batch_size = 32\n", + "learning_rate = 0.001" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "start training ... \n", + "epoch: 0, batch_id: 0, loss is: [2.3028393]\n", + "epoch: 0, batch_id: 500, loss is: [1.8473616]\n", + "epoch: 0, batch_id: 1000, loss is: [1.5882388]\n", + "epoch: 0, batch_id: 1500, loss is: [1.1578615]\n", + "[validation] accuracy/loss: 0.5413661599159241/1.2748286724090576\n", + "epoch: 1, batch_id: 0, loss is: [1.2253952]\n", + "epoch: 1, batch_id: 500, loss is: [1.0341616]\n", + "epoch: 1, batch_id: 1000, loss is: [1.5632867]\n", + "epoch: 1, batch_id: 1500, loss is: [0.75082296]\n", + "[validation] accuracy/loss: 0.6122796535491943/1.1009116172790527\n", + "epoch: 2, batch_id: 0, loss is: [0.98696274]\n", + "epoch: 2, batch_id: 500, loss is: [0.871587]\n", + "epoch: 2, batch_id: 1000, loss is: [0.83417356]\n", + "epoch: 2, batch_id: 1500, loss is: [1.0958363]\n", + "[validation] accuracy/loss: 0.6662660241127014/0.9513699412345886\n", + "epoch: 3, batch_id: 0, loss is: [0.770068]\n", + "epoch: 3, batch_id: 500, loss is: [0.79785275]\n", + "epoch: 3, batch_id: 1000, loss is: [0.8374193]\n", + "epoch: 3, batch_id: 1500, loss is: [0.85562277]\n", + "[validation] accuracy/loss: 0.6543469429016113/0.9960767030715942\n", + "epoch: 4, batch_id: 0, loss is: [0.6897689]\n", + "epoch: 4, batch_id: 500, loss is: [0.7905601]\n", + "epoch: 4, batch_id: 1000, loss is: [0.7401571]\n", + "epoch: 4, batch_id: 1500, loss is: [0.6510505]\n", + "[validation] accuracy/loss: 0.6997195482254028/0.8779451251029968\n", + "epoch: 5, batch_id: 0, loss is: [0.73970246]\n", + "epoch: 5, batch_id: 500, loss is: [0.60127914]\n", + "epoch: 5, batch_id: 1000, loss is: [0.5879363]\n", + "epoch: 5, batch_id: 1500, loss is: [0.56943804]\n", + "[validation] accuracy/loss: 0.7140424847602844/0.8338967561721802\n", + "epoch: 6, batch_id: 0, loss is: [0.46329767]\n", + "epoch: 6, batch_id: 500, loss is: [0.61541206]\n", + "epoch: 6, batch_id: 1000, loss is: [0.6429749]\n", + "epoch: 6, batch_id: 1500, loss is: [0.331716]\n", + "[validation] accuracy/loss: 0.6819911599159241/0.9132778644561768\n", + "epoch: 7, batch_id: 0, loss is: [0.63193345]\n", + "epoch: 7, batch_id: 500, loss is: [0.72201824]\n", + "epoch: 7, batch_id: 1000, loss is: [0.4608595]\n", + "epoch: 7, batch_id: 1500, loss is: [0.38353235]\n", + "[validation] accuracy/loss: 0.7024238705635071/0.8756686449050903\n", + "epoch: 8, batch_id: 0, loss is: [0.50559604]\n", + "epoch: 8, batch_id: 500, loss is: [0.5902186]\n", + "epoch: 8, batch_id: 1000, loss is: [0.56506926]\n", + "epoch: 8, batch_id: 1500, loss is: [0.6376423]\n", + "[validation] accuracy/loss: 0.710036039352417/0.8683590888977051\n", + "epoch: 9, batch_id: 0, loss is: [0.50042725]\n", + "epoch: 9, batch_id: 500, loss is: [0.58576906]\n", + "epoch: 9, batch_id: 1000, loss is: [0.80821896]\n", + "epoch: 9, batch_id: 1500, loss is: [0.66153216]\n", + "[validation] accuracy/loss: 0.7099359035491943/0.8683099746704102\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.batch(paddle.shuffle(paddle.dataset.cifar.train10(), 50000), \n", + " batch_size=batch_size, \n", + " drop_last=True)\n", + " valid_loader = paddle.batch(paddle.dataset.cifar.test10(), batch_size=batch_size, drop_last=True)\n", + "\n", + " for epoch in range(epoch_num):\n", + " for batch_id, data in enumerate(train_loader()):\n", + " x_data = np.array([item[0] for item in data], dtype='float32').reshape(-1, 3, 32, 32)\n", + " y_data = np.array([item[1] for item in data], dtype='int64').reshape(-1, 1)\n", + "\n", + " img = paddle.to_tensor(x_data)\n", + " label = paddle.to_tensor(y_data)\n", + " \n", + " logits = model(img)\n", + " loss = F.softmax_with_cross_entropy(logits, label)\n", + " avg_loss = paddle.mean(loss)\n", + " \n", + " if batch_id % 500 == 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 = np.array([item[0] for item in data], dtype='float32').reshape(-1, 3, 32, 32)\n", + " y_data = np.array([item[1] for item in data], dtype='int64').reshape(-1, 1)\n", + " img = paddle.to_tensor(x_data)\n", + " label = paddle.to_tensor(y_data)\n", + " logits = model(img)\n", + " pred = F.softmax(logits)\n", + " loss = F.softmax_with_cross_entropy(logits, label)\n", + " acc = paddle.metric.accuracy(pred, label)\n", + " accuracies.append(acc.numpy())\n", + " losses.append(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": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "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 +} diff --git a/paddle2.0_docs/dynamic_graph/dynamic_graph.ipynb b/paddle2.0_docs/dynamic_graph/dynamic_graph.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..a909e487f298b465f359d9367b14e1e22033f883 --- /dev/null +++ b/paddle2.0_docs/dynamic_graph/dynamic_graph.ipynb @@ -0,0 +1,258 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 动态图\n", + "\n", + "从飞桨开源框架2.0beta版本开始,飞桨默认为用户开启了动态图模式。在这种模式下,每次执行一个运算,可以立即得到结果(而不是事先定义好网络结构,然后再执行)。\n", + "\n", + "在动态图模式下,您可以更加方便的组织代码,更容易的调试程序,本示例教程将向你介绍飞桨的动态图的使用。\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 设置环境\n", + "\n", + "我们将使用飞桨2.0beta版本,并确认已经开启了动态图模式。" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0.0\n", + "7f2aa2db3c69cb9ebb8bae9e19280e75f964e1d0\n" + ] + } + ], + "source": [ + "import paddle\n", + "import paddle.nn.functional as F\n", + "import numpy as np\n", + "\n", + "paddle.disable_static()\n", + "print(paddle.__version__)\n", + "print(paddle.__git_commit__)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 基本用法\n", + "\n", + "在动态图模式下,您可以直接运行一个飞桨提供的API,它会立刻返回结果到python。不再需要首先创建一个计算图,然后再给定数据去运行。" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0.40741017 0.2083312 ]\n", + " [-1.7567089 0.72117436]\n", + " [ 0.8870686 -1.1389219 ]\n", + " [ 1.1233491 0.34348443]]\n", + "[1. 2.]\n", + "[[ 1.4074101 2.208331 ]\n", + " [-0.75670886 2.7211742 ]\n", + " [ 1.8870686 0.86107814]\n", + " [ 2.1233492 2.3434844 ]]\n", + "[ 0.8240726 -0.31436014 -1.3907751 1.810318 ]\n" + ] + } + ], + "source": [ + "a = paddle.randn([4, 2])\n", + "b = paddle.arange(1, 3, dtype='float32')\n", + "\n", + "print(a.numpy())\n", + "print(b.numpy())\n", + "\n", + "c = a + b\n", + "print(c.numpy())\n", + "\n", + "d = paddle.matmul(a, b)\n", + "print(d.numpy())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 使用python的控制流\n", + "\n", + "动态图模式下,您可以使用python的条件判断和循环,这类控制语句来执行神经网络的计算。(不再需要`cond`, `loop`这类OP)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 +> [5 6 7]\n", + "1 +> [5 7 9]\n", + "2 +> [ 5 9 15]\n", + "3 -> [-3 3 21]\n", + "4 +> [ 5 21 87]\n", + "5 +> [ 5 37 249]\n", + "6 -> [ -3 59 723]\n", + "7 +> [ 5 133 2193]\n", + "8 -> [ -3 251 6555]\n", + "9 -> [ -3 507 19677]\n" + ] + } + ], + "source": [ + "a = paddle.to_tensor(np.array([1, 2, 3]))\n", + "b = paddle.to_tensor(np.array([4, 5, 6]))\n", + "\n", + "for i in range(10):\n", + " r = paddle.rand([1,])\n", + " if r > 0.5:\n", + " c = paddle.pow(a, i) + b\n", + " print(\"{} +> {}\".format(i, c.numpy()))\n", + " else:\n", + " c = paddle.pow(a, i) - b\n", + " print(\"{} -> {}\".format(i, c.numpy()))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 构建更加灵活的网络\n", + "\n", + "- 使用动态图可以用来创建更加灵活的网络,比如根据控制流选择不同的分支网络,和方便的构建权重共享的网络。接下来我们来看一个具体的例子,在这个例子中,第二个线性变换只有0.5的可能性会运行。\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "class MyModel(paddle.nn.Layer):\n", + " def __init__(self, input_size, hidden_size):\n", + " super(MyModel, self).__init__()\n", + " self.linear1 = paddle.nn.Linear(input_size, hidden_size)\n", + " self.linear2 = paddle.nn.Linear(hidden_size, hidden_size)\n", + " self.linear3 = paddle.nn.Linear(hidden_size, 1)\n", + "\n", + " def forward(self, inputs):\n", + " x = self.linear1(inputs)\n", + " x = F.relu(x)\n", + "\n", + " if paddle.rand([1,]) > 0.5: \n", + " x = self.linear2(x)\n", + " x = F.relu(x)\n", + "\n", + " x = self.linear3(x)\n", + " \n", + " return x " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 [2.0915627]\n", + "200 [0.67530334]\n", + "400 [0.52042854]\n", + "600 [0.28010666]\n", + "800 [0.09739777]\n", + "1000 [0.09307177]\n", + "1200 [0.04252927]\n", + "1400 [0.03095707]\n", + "1600 [0.03022156]\n", + "1800 [0.01616007]\n", + "2000 [0.01069116]\n", + "2200 [0.0055158]\n", + "2400 [0.00195092]\n", + "2600 [0.00101116]\n", + "2800 [0.00192219]\n" + ] + } + ], + "source": [ + "total_data, batch_size, input_size, hidden_size = 1000, 64, 128, 256\n", + "\n", + "x_data = np.random.randn(total_data, input_size).astype(np.float32)\n", + "y_data = np.random.randn(total_data, 1).astype(np.float32)\n", + "\n", + "model = MyModel(input_size, hidden_size)\n", + "\n", + "loss_fn = paddle.nn.MSELoss(reduction='mean')\n", + "optimizer = paddle.optimizer.SGD(learning_rate=0.01, \n", + " parameters=model.parameters())\n", + "\n", + "for t in range(200 * (total_data // batch_size)):\n", + " idx = np.random.choice(total_data, batch_size, replace=False)\n", + " x = paddle.to_tensor(x_data[idx,:])\n", + " y = paddle.to_tensor(y_data[idx,:])\n", + " y_pred = model(x)\n", + "\n", + " loss = loss_fn(y_pred, y)\n", + " if t % 200 == 0:\n", + " print(t, loss.numpy())\n", + "\n", + " loss.backward()\n", + " optimizer.minimize(loss)\n", + " model.clear_gradients()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# The end\n", + "\n", + "可以看到使用动态图带来了更灵活易用的方式来组网和训练。" + ] + } + ], + "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 +}