From 62b836237a8ac627650ea2eff54f49e3f82ee762 Mon Sep 17 00:00:00 2001 From: XiaPengning <2322256052@qq.com> Date: Fri, 15 Sep 2023 12:38:04 +0000 Subject: [PATCH] exe1 --- exercise_01.ipynb | 147 ++++++++++++++++++++++++++++++++++------------ 1 file changed, 111 insertions(+), 36 deletions(-) diff --git a/exercise_01.ipynb b/exercise_01.ipynb index 7840901..662fc51 100644 --- a/exercise_01.ipynb +++ b/exercise_01.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -73,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -116,12 +116,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -159,17 +159,31 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ - "def count_class_instances(train_dataloader):\n", - " # write your code there\n", - " print(1)\n", - " \n", - " # The output of the function should be a tensor that contains the sample size of each class.\n", - " # class_counts is an tensors with shape torch.Size([10])\n", - " return class_counts" + "import torch\n", + "\n", + "def count_class_instances(data_loader):\n", + " # 初始化一个字典以存储每个类别的样本数量\n", + " class_counts = {}\n", + "\n", + " # 使用 DataLoader 遍历数据集\n", + " for _, labels in data_loader:\n", + " for label in labels:\n", + " label = int(label) # 确保标签是整数\n", + " if label in class_counts:\n", + " class_counts[label] += 1\n", + " else:\n", + " class_counts[label] = 1\n", + "\n", + " # 将字典转换为 PyTorch 张量\n", + " count_tensor = torch.zeros(len(class_counts))\n", + " for label, count in class_counts.items():\n", + " count_tensor[label] = count\n", + "\n", + " return count_tensor" ] }, { @@ -181,19 +195,23 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { - "ename": "NameError", - "evalue": "name 'class_counts' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[13], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m class_counts \u001b[38;5;241m=\u001b[39m \u001b[43mcount_class_instances\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain_dataloader\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i, count \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(class_counts):\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mclass_names[i]\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mint\u001b[39m(count)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m samples\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "Cell \u001b[0;32mIn[12], line 6\u001b[0m, in \u001b[0;36mcount_class_instances\u001b[0;34m(train_dataloader)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcount_class_instances\u001b[39m(train_dataloader):\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m# write your code there\u001b[39;00m\n\u001b[1;32m 3\u001b[0m \n\u001b[1;32m 4\u001b[0m \u001b[38;5;66;03m# The output of the function should be a tensor that contains the sample size of each class.\u001b[39;00m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;66;03m# class_counts is an tensors with shape torch.Size([10])\u001b[39;00m\n\u001b[0;32m----> 6\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mclass_counts\u001b[49m\n", - "\u001b[0;31mNameError\u001b[0m: name 'class_counts' is not defined" + "name": "stdout", + "output_type": "stream", + "text": [ + "airplane: 5000 samples\n", + "automobile: 3871 samples\n", + "bird: 2997 samples\n", + "cat: 2320 samples\n", + "deer: 1796 samples\n", + "dog: 1391 samples\n", + "frog: 1077 samples\n", + "horse: 834 samples\n", + "ship: 645 samples\n", + "truck: 500 samples\n" ] } ], @@ -222,16 +240,32 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ - "def compute_channel_mean_std(train_dataloader):\n", - " # write your code there\n", - " \n", - " # The outputs of the function should be two tensors: mu and std, which contain three values corresponding to the three channels.\n", - " # channel_means, channel_stddevs are tensors with shape torch.Size([3])\n", - " return channel_means, channel_stddevs" + "import torch\n", + "\n", + "\n", + "def compute_channel_mean_std(data_loader):\n", + " # 初始化变量以累积和\n", + " mean_sum = 0.0\n", + " std_sum = 0.0\n", + " num_samples = 0\n", + "\n", + " # 遍历 DataLoader 以计算均值和标准差\n", + " for data, _ in data_loader:\n", + " batch_size, num_channels, height, width = data.size()\n", + " data = data.view(batch_size, num_channels, -1)\n", + " mean_sum += data.mean(2).sum(0)\n", + " std_sum += data.std(2).sum(0)\n", + " num_samples += batch_size\n", + "\n", + " # 计算整个数据集上的均值和标准差\n", + " overall_mean = mean_sum / num_samples\n", + " overall_std = std_sum / num_samples\n", + "\n", + " return overall_mean, overall_std" ] }, { @@ -243,15 +277,15 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Channel means: tensor([0.4935, 0.4900, 0.4632])\n", - "Channel standard deviations: tensor([0.2483, 0.2452, 0.2669])\n" + "Channel means: tensor([0.4941, 0.4908, 0.4645])\n", + "Channel standard deviations: tensor([0.1987, 0.1956, 0.1991])\n" ] } ], @@ -270,9 +304,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Files already downloaded and verified\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "transform = transforms.Compose([transforms.ToTensor(), transforms.Normalize(mean = channel_means, std = channel_stddevs)])\n", "trainset_normalize = Cifar10Imbanlance(imbanlance_rate, transform=transform, train=True, file_path=root)\n", @@ -281,6 +349,13 @@ "images, labels = next(dataiter)\n", "plot_cifar10(images,labels)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {