{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "woUA2J1bdsEV" }, "source": [ "# 遥感图像场景分类\n", "\n", "**目标:**\n", "\n", "\n", "1. 使用深度神经网络(Deep Neural network, DNN)来解决图像分类问题\n", "2. 学习基本的DNN训练方法\n", "3. 熟悉目前主流的深度学习框架Pytorch\n", "\n", "本次作业我们提供了训练集、验证集(均带有标签)以及测试集(不带标签),你可以通过训练集和验证集寻找最好的模型,并在测试集上得到你的预测结果。\n", "\n", "最后你需要将预测结果提交到kaggle上(https://www.kaggle.com/competitions/dl-geo-2025fall-homework2), 系统会自动返回精度\n", "\n", "总的来说,本次作业的目标就是基于我们给定的代码,发挥你在课堂上学习到的知识,修改代码,从而得到尽可能高的**测试集**精度。\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 研究准备" ] }, { "cell_type": "markdown", "metadata": { "id": "b_KqjLSSd4Di" }, "source": [ "### **下载数据**\n", "\n", "在这里,我们从google drive上下载训练集,验证集和测试集,并将其解压到data路径" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "DGKrjpord9cA", "outputId": "dd7230d8-080c-4db3-d1cf-ca7bce861340" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting gdown==4.6.0\n", " Downloading gdown-4.6.0-py3-none-any.whl (14 kB)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from gdown==4.6.0) (3.13.1)\n", "Requirement already satisfied: requests[socks] in /usr/local/lib/python3.10/dist-packages (from gdown==4.6.0) (2.31.0)\n", "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from gdown==4.6.0) (1.16.0)\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from gdown==4.6.0) (4.66.2)\n", "Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.10/dist-packages (from gdown==4.6.0) (4.12.3)\n", "Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.10/dist-packages (from beautifulsoup4->gdown==4.6.0) (2.5)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests[socks]->gdown==4.6.0) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests[socks]->gdown==4.6.0) (3.6)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests[socks]->gdown==4.6.0) (2.0.7)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests[socks]->gdown==4.6.0) (2024.2.2)\n", "Requirement already satisfied: PySocks!=1.5.7,>=1.5.6 in /usr/local/lib/python3.10/dist-packages (from requests[socks]->gdown==4.6.0) (1.7.1)\n", "Installing collected packages: gdown\n", " Attempting uninstall: gdown\n", " Found existing installation: gdown 4.7.3\n", " Uninstalling gdown-4.7.3:\n", " Successfully uninstalled gdown-4.7.3\n", "Successfully installed gdown-4.6.0\n", "/usr/local/lib/python3.10/dist-packages/gdown/cli.py:121: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n", " warnings.warn(\n", "Downloading...\n", "From: https://drive.google.com/uc?id=1hH8qoryxrzoVeOVr1xchGrrnNUG25F6l\n", "To: /content/data.zip\n", "100% 770M/770M [00:07<00:00, 97.4MB/s]\n", "Reading package lists... Done\n", "Building dependency tree... Done\n", "Reading state information... Done\n", "p7zip-full is already the newest version (16.02+dfsg-8).\n", "0 upgraded, 0 newly installed, 0 to remove and 39 not upgraded.\n", "\n", "7-Zip [64] 16.02 : Copyright (c) 1999-2016 Igor Pavlov : 2016-05-21\n", "p7zip Version 16.02 (locale=en_US.UTF-8,Utf16=on,HugeFiles=on,64 bits,2 CPUs Intel(R) Xeon(R) CPU @ 2.00GHz (50653),ASM,AES-NI)\n", "\n", "Scanning the drive for archives:\n", " 0M Scan\b\b\b\b\b\b\b\b\b \b\b\b\b\b\b\b\b\b1 file, 770278550 bytes (735 MiB)\n", "\n", "Extracting archive: data.zip\n", "--\n", "Path = data.zip\n", "Type = zip\n", "Physical Size = 770278550\n", "\n", " 0%\b\b\b\b \b\b\b\b 1% 39 - test/132.jpg\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b 2% 90 - test/179.jpg\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b 4% 143 - test/226.jpg\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b 5% 189 - 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80% 2638 - train/storagetanks_211.jpg\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b 82% 2692 - train/storagetanks_265.jpg\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b 85% 2738 - train/storagetanks_310.jpg\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b 87% 2791 - train/storagetanks_50.jpg\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b 90% 2859 - val/airport_83.jpg\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b 93% 2983 - val/mountain_67.jpg\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b 96% 3043 - val/pond_1.jpg\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b 98% 3152 - val/storagetanks_10.jpg\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bEverything is Ok\n", "\n", "Folders: 3\n", "Files: 3178\n", "Size: 801904654\n", "Compressed: 770278550\n" ] } ], "source": [ "#!pip install -U --no-cache-dir gdown --pre\n", "!pip install gdown==4.6.0\n", "!gdown --id 1hH8qoryxrzoVeOVr1xchGrrnNUG25F6l --output \"data.zip\"\n", "!sudo apt-get install p7zip-full\n", "!7z x data.zip -odata\n", "# 每个地物所对应的类别标签\n", "labels = {\"airport\":0,\"bridge\":1,\"church\":2,\"commercial\":3,\"mountain\":4,\"parking\":5,\"pond\":6,\"resort\":7,\"river\":8,\"storagetanks\":9}" ] }, { "cell_type": "markdown", "metadata": { "id": "0IbB4PUY1NlM" }, "source": [ "### **环境配置**" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "R0glyaBS1OAr", "outputId": "ed3928d0-fa1d-4511-cdb9-b12df82807b9" }, "outputs": [ { "data": { "text/plain": [ "device(type='cuda')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 如果你引入了新的库,可以从这里导入\n", "import torch # pytorch,目前主流的深度学习框架\n", "from torch.utils import data # 从torch.utils导入data模块,用来构建pytorch中的数据结构--->dataloader\n", "from torch import nn # 从torch导入nn模块,用来提供基本的神经网络接口,如全连接层nn.Linear()\n", "import numpy as np # 导入numpy,并将其重命名为np,numpy是一个高效的用来处理矩阵的库\n", "from tqdm import tqdm # tqdm是一个可视化代码进程的模块\n", "import skimage.io # skimage.io 可以用来读取图像\n", "import cv2 # 用来处理图像的库\n", "import os # os库用来处理磁盘读写过程\n", "import csv # 读写csv文件的库\n", "import torchvision.transforms as transforms\n", "import torch.nn.functional as F\n", "import matplotlib.pyplot as plt\n", "from glob import glob\n", "import time\n", "\n", "# 为了处理大批量数据,在目前主流的深度学习框架下,数据都是以矩阵的形式表示的\n", "# 而对于CPU来讲,其对于矩阵数据处理效率欠佳,而GPU(显卡)则擅长处理矩阵,因此深度学习模型都会部署到GPU上\n", "# 这段代码的意思是,判断目前的设备中是否有安装CUDA(GPU加速模块)。\n", "# 如果有的话,我们就让模型部署到GPU上,如果没有,我们继续用CPU(速度会慢一点)\n", "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "device" ] }, { "cell_type": "markdown", "metadata": { "id": "BYevDVcv3VM-" }, "source": [ "### **数据说明**\n", "\n", "本次作业我们的任务是利用神经网络准确地识别出每张图像所对应的类别。\n", "下面是几个图像的示例" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 308 }, "id": "xKnbYdTO3wNE", "outputId": "74daa4d0-1195-4ab6-a7b2-3600e65c626c" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image1,image2 = skimage.io.imread(\"/content/data/train/airport_153.jpg\"), skimage.io.imread(\"/content/data/train/bridge_221.jpg\")\n", "fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2)\n", "ax1.imshow(image1)\n", "ax2.imshow(image2)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "Wjoh5UZb4GjU" }, "source": [ "### **构建数据(TODO)**" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "mAl1Ngn039sC" }, "outputs": [], "source": [ "# training 时做 data augmentation\n", "train_transform = transforms.Compose([\n", " transforms.ToPILImage(),\n", " transforms.RandomHorizontalFlip(), # 图像上下翻转\n", " transforms.RandomRotation(15), # 图像旋转\n", " transforms.ToTensor(), # 将图像转成 Tensor,并把数值 normalize 到 [0,1] (data normalization)\n", "])\n", "# testing 时不需要做 data augmentation\n", "test_transform = transforms.Compose([\n", " transforms.ToPILImage(),\n", " transforms.ToTensor(),\n", "])\n", "class RsDataset(data.Dataset):\n", " def __init__(self, mode):\n", " self.mode = mode\n", " self.data_tokens = glob(os.path.join(f\"/content/data/{mode}/*.jpg\"))\n", " def __getitem__(self, index):\n", " image_path = self.data_tokens[index]\n", " image = skimage.io.imread(image_path)\n", " image_name = os.path.basename(image_path)\n", " if self.mode == \"test\":\n", " image = test_transform(image)\n", " return image,image_name\n", "\n", " elif self.mode == \"val\":\n", " image = test_transform(image)\n", " label_tag = image_name.split(\"_\")[0]\n", " label = labels[label_tag]\n", " label = torch.tensor(label)\n", " return image,label\n", " else:\n", " image = train_transform(image)\n", " label_tag = image_name.split(\"_\")[0]\n", " label = labels[label_tag]\n", " label = torch.tensor(label)\n", " return image,label\n", " def __len__(self):\n", " return len(self.data_tokens)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "lSaWTKmX_shc" }, "source": [ "### **搭建模型(TODO)**\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "UlQ8KELv_eAI" }, "outputs": [], "source": [ "class Classifier(nn.Module):\n", " def __init__(self):\n", " super(Classifier, self).__init__()\n", " # torch.nn.Conv2d(in_channels, out_channels, kernel_size, stride, padding)\n", " # torch.nn.MaxPool2d(kernel_size, stride, padding)\n", " # input 维度 [3, 600, 600]\n", " self.cnn = nn.Sequential(\n", " nn.Conv2d(3, 64, 3, 1, 1), # [64, 600, 600]\n", " nn.BatchNorm2d(64),\n", " nn.ReLU(),\n", " nn.MaxPool2d(2, 2, 0), # [64, 300, 300]\n", "\n", " nn.Conv2d(64, 128, 3, 1, 1), # [128, 300, 300]\n", " nn.BatchNorm2d(128),\n", " nn.ReLU(),\n", " nn.MaxPool2d(2, 2, 0), # [128, 150, 150]\n", "\n", " nn.Conv2d(128, 256, 3, 1, 1), # [256, 150, 150]\n", " nn.BatchNorm2d(256),\n", " nn.ReLU(),\n", " nn.MaxPool2d(2, 2, 0), # [256, 75, 75]\n", "\n", " nn.Conv2d(256, 512, 3, 1, 1), # [512, 75, 75]\n", " nn.BatchNorm2d(512),\n", " nn.ReLU(),\n", " nn.MaxPool2d(2, 2, 0), # [512, 37, 37]\n", "\n", " nn.Conv2d(512, 512, 3, 1, 1), # [512, 37, 37]\n", " nn.BatchNorm2d(512),\n", " nn.ReLU(),\n", " nn.MaxPool2d(2, 2, 0), # [512, 18, 18]\n", " )\n", " self.avg_pool = nn.AdaptiveAvgPool2d((4,4)) # [512, 4, 4]\n", " self.fc = nn.Sequential(\n", " nn.Linear(512*4*4, 1024),\n", " nn.ReLU(),\n", " nn.Linear(1024, 512),\n", " nn.ReLU(),\n", " nn.Linear(512, 10)\n", " )\n", "\n", " def forward(self, x):\n", " out = self.cnn(x)\n", " out = self.avg_pool(out)\n", " out = out.view(out.size()[0], -1)\n", " return self.fc(out)" ] }, { "cell_type": "markdown", "metadata": { "id": "5ATl9nr8DOIR" }, "source": [ "### **训练与验证**\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "PUsuER98EY4q" }, "source": [ "#### 超参数配置(TODO)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "YvCXIxJtBEp2" }, "outputs": [], "source": [ "model = Classifier().cuda()\n", "loss = nn.CrossEntropyLoss()\n", "learning_rate = 0.001\n", "num_epoch = 10\n", "batch_size = 16\n", "optimizer = torch.optim.SGD(model.parameters(), lr=learning_rate) # optimizer 使用 SGD" ] }, { "cell_type": "markdown", "metadata": { "id": "EtLHjPjiE_ve" }, "source": [ "#### 构建数据集" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "KKKiq4XPFClZ" }, "outputs": [], "source": [ "train_set = RsDataset(\"train\")\n", "val_set = RsDataset(\"val\")\n", "test_set = RsDataset(\"test\")\n", "train_loader = data.DataLoader(train_set,batch_size = batch_size, num_workers = 1)\n", "val_loader = data.DataLoader(val_set, batch_size = batch_size, num_workers = 1)\n", "test_loader = data.DataLoader(test_set, batch_size = 1, shuffle=False, num_workers = 1)" ] }, { "cell_type": "markdown", "metadata": { "id": "UCx6xjGCKBdg" }, "source": [ "#### 训练与验证(TODO)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kC6xmW3dBIjO", "outputId": "2e8c3d09-81ba-403f-edc5-0f71465cce0e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[001/002] 105.79 sec(s) Train Acc: 0.253333 Loss: 0.136799 | Val Acc: 0.234463 loss: 0.137319\n", "epoch 1, best model saved. (accuracy=0.2345)\n", "[002/002] 102.35 sec(s) Train Acc: 0.343226 Loss: 0.125063 | Val Acc: 0.333333 loss: 0.126044\n", "epoch 2, best model saved. (accuracy=0.3333)\n" ] } ], "source": [ "os.makedirs('models', exist_ok=True)\n", "os.makedirs('pre',exist_ok=True)\n", "loss_log = {\"train_loss\": [], \"val_loss\": []}\n", "acc_log = {\"train_acc\": [], \"val_acc\": []}\n", "best_acc = 0.0\n", "for epoch in range(num_epoch):\n", " epoch_start_time = time.time()\n", " train_acc = 0.0\n", " train_loss = 0.0\n", " val_acc = 0.0\n", " val_loss = 0.0\n", " best_acc = 0.0\n", " model.train()\n", " for i, data in enumerate(train_loader):\n", " optimizer.zero_grad()\n", " train_pred = model(data[0].cuda())\n", " batch_loss = loss(train_pred, data[1].cuda())\n", " batch_loss.backward() # 梯度回传\n", " optimizer.step()\n", " train_acc += np.sum(np.argmax(train_pred.cpu().data.numpy(), axis=1) == data[1].numpy()) # 输出结果是对每一个类别的预测概率,因此需要获取概率最大的类别,然后再与标签计算acc\n", " train_loss += batch_loss.item()\n", "\n", " model.eval()\n", " with torch.no_grad():\n", " for i, data in enumerate(val_loader):\n", " val_pred = model(data[0].cuda())\n", " batch_loss = loss(val_pred, data[1].cuda())\n", "\n", " val_acc += np.sum(np.argmax(val_pred.cpu().data.numpy(), axis=1) == data[1].numpy())\n", " val_loss += batch_loss.item()\n", "\n", " print('[%03d/%03d] %2.2f sec(s) Train Acc: %3.6f Loss: %3.6f | Val Acc: %3.6f loss: %3.6f' % \\\n", " (epoch + 1, num_epoch, time.time()-epoch_start_time, \\\n", " train_acc/train_set.__len__(), train_loss/train_set.__len__(), val_acc/val_set.__len__(), val_loss/val_set.__len__()))\n", " if (val_acc/val_set.__len__())>best_acc:\n", " best_acc = (val_acc/val_set.__len__())\n", " best_state_dict = model.state_dict()\n", " loss_log[\"train_loss\"].append(train_loss/train_set.__len__())\n", " loss_log[\"val_loss\"].append(val_loss/val_set.__len__())\n", " acc_log[\"train_acc\"].append(train_acc/train_set.__len__())\n", " acc_log[\"val_acc\"].append(val_acc/val_set.__len__())\n", " if best_state_dict is not None:\n", " torch.save(best_state_dict, \"models/model\" + \".ckpt\")\n", " print(f\"epoch {epoch + 1}, best model saved. (accuracy={(val_acc/val_set.__len__()):.4f})\")\n", " best_state_dict = None" ] }, { "cell_type": "markdown", "metadata": { "id": "t4aw4S9Q12pt" }, "source": [ "#### 查看损失和精度曲线" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 803 }, "id": "hbuPthUCBNHW", "outputId": "ac05b062-8f03-4b0c-b06c-4e49085af75a" }, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt # 用来绘制曲线\n", "from matplotlib.pyplot import figure\n", "\n", "def plot_learning_curve(loss_record, title='',y_max=1):\n", " total_steps = len(loss_record[f'train_{title}'])\n", " x_1 = range(total_steps)\n", " x_2 = x_1[::len(loss_record[f'train_{title}']) // len(loss_record[f'val_{title}'])]\n", " figure(figsize=(6, 4))\n", " plt.plot(x_1, loss_record[f'train_{title}'], c='tab:red', label='train')\n", " plt.plot(x_2, loss_record[f'val_{title}'], c='tab:cyan', label='val')\n", " plt.ylim(0.0, y_max)\n", " plt.xlabel('Training steps')\n", " plt.title('Learning curve of {}'.format(title))\n", " plt.legend()\n", " plt.show()\n", "\n", "plot_learning_curve(loss_log,\"loss\",1) # loss的变化曲线\n", "plot_learning_curve(acc_log,\"acc\",1) # acc的变化曲线" ] }, { "cell_type": "markdown", "metadata": { "id": "ZVECyxJ92aeU" }, "source": [ "#### 利用训练好的模型在测试集上生成测试结果\n", "运行完这段代码后,你会在左侧文件目录下方找到\"pred.csv\"文件,下载该文件并提交到kaggle上,系统会返回给你测试精度" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "G38D0T6-2iVO", "outputId": "5abc39be-8ae0-4c7e-c5b3-8f63fbfb3e19" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "成功得到了测试集的预测结果!\n" ] } ], "source": [ "checkPoint=torch.load(\"/content/models/model.ckpt\")\n", "model.load_state_dict(checkPoint)\n", "model.eval()\n", "header = [\"ID\", \"label\"]\n", "with open(\"pred.csv\", \"w\", newline=\"\") as f:\n", " writer = csv.writer(f)\n", " writer.writerow(header)\n", " for i, (x,image_name) in enumerate(test_loader):\n", " with torch.no_grad():\n", " test_pred = model(x.cuda())\n", " test_label = np.argmax(test_pred.cpu().data.numpy(), axis=1)\n", " in_data = [image_name[0], test_label[0]]\n", " writer.writerow(in_data)\n", " print(\"成功得到了测试集的预测结果!\")" ] }, { "cell_type": "markdown", "metadata": { "id": "CZKL78G7O1WT" }, "source": [ "## 你需要做什么\n", "\n", "\n", "**基本要求**\n", "\n", "\n", "* 弄明白这些代码都在干什么\n", "\n", "\n", "\n", "**中等要求**\n", "\n", "* 参数调整:在主程序中,有很多超参数,如learning rate,batch size等,调整他们会改进模型的精度吗。关于优化器(optimizer),我们使用的是SGD,有没有其它的优化器可以使用呢,这些优化器里的超参数(如momentum)需要怎么设置呢?\n", "\n", "\n", "* 数据增强:数据增强也叫数据扩增,意思是在不实质性的增加数据的情况下,让有限的数据产生等价于更多数据的价值。对于图像来说,常见的数据增强包括旋转、平移、缩放等。你可以实现这些数据增强吗?实现这些数据增强会提升模型的泛化性能吗?\n", "\n", "* 训练方式:用于训练的数据量的大小对模型的精度有较大影响, 在进行最终测试集验证前,可以尝试把验证集并入训练集再进行几个epoch的训练来提升模型泛化性能。\n", "\n", "**终极要求**\n", "\n", "* 自己对模型的结构进行修改,或直接引入更先进的模型,从而提高最终精度\n", "\n", "* 其它:发挥你的想法,尽可能地减小测试集误差,并解释为什么" ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "T4", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }