code/40-实战Kaggle比赛：狗的品种识别.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Kaggle_Dogs.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "#调用GPU"
      ],
      "metadata": {
        "id": "tk16IbugJtW1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "%tensorflow_version 2.x\n",
        "import tensorflow as tf\n",
        "device_name = tf.test.gpu_device_name()\n",
        "if device_name != '/device:GPU:0':\n",
        "  raise SystemError('GPU device not found')\n",
        "print('Found GPU at: {}'.format(device_name))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f4oIuBdMylP5",
        "outputId": "15d743f6-d7b0-4075-f34c-8f4c059a2bb4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found GPU at: /device:GPU:0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#下载pytorch"
      ],
      "metadata": {
        "id": "cFboGXYoJvhH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip3 install torch torchvision torchaudio"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vTwmJf2Zymlh",
        "outputId": "bc9449dd-5c9b-476e-9095-11344f3ad39b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: torch in /usr/local/lib/python3.7/dist-packages (1.10.0+cu111)\n",
            "Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (0.11.1+cu111)\n",
            "Requirement already satisfied: torchaudio in /usr/local/lib/python3.7/dist-packages (0.10.0+cu111)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch) (3.10.0.2)\n",
            "Requirement already satisfied: pillow!=8.3.0,>=5.3.0 in /usr/local/lib/python3.7/dist-packages (from torchvision) (7.1.2)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from torchvision) (1.19.5)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip3 install d2l==0.14"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0TMFx8JvyrxJ",
        "outputId": "d259c6a1-0959-4a44-d451-5fdb898c791d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: d2l==0.14 in /usr/local/lib/python3.7/dist-packages (0.14.0)\n",
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            "Requirement already satisfied: ipywidgets in /usr/local/lib/python3.7/dist-packages (from jupyter->d2l==0.14) (7.6.5)\n",
            "Requirement already satisfied: nbconvert in /usr/local/lib/python3.7/dist-packages (from jupyter->d2l==0.14) (5.6.1)\n",
            "Requirement already satisfied: ipykernel in /usr/local/lib/python3.7/dist-packages (from jupyter->d2l==0.14) (4.10.1)\n",
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            "Requirement already satisfied: ipython>=4.0.0 in /usr/local/lib/python3.7/dist-packages (from ipykernel->jupyter->d2l==0.14) (5.5.0)\n",
            "Requirement already satisfied: traitlets>=4.1.0 in /usr/local/lib/python3.7/dist-packages (from ipykernel->jupyter->d2l==0.14) (5.1.1)\n",
            "Requirement already satisfied: decorator in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipykernel->jupyter->d2l==0.14) (4.4.2)\n",
            "Requirement already satisfied: simplegeneric>0.8 in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipykernel->jupyter->d2l==0.14) (0.8.1)\n",
            "Requirement already satisfied: pickleshare in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipykernel->jupyter->d2l==0.14) (0.7.5)\n",
            "Requirement already satisfied: pexpect in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipykernel->jupyter->d2l==0.14) (4.8.0)\n",
            "Requirement already satisfied: prompt-toolkit<2.0.0,>=1.0.4 in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipykernel->jupyter->d2l==0.14) (1.0.18)\n",
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            "Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipykernel->jupyter->d2l==0.14) (57.4.0)\n",
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            "Requirement already satisfied: wcwidth in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit<2.0.0,>=1.0.4->ipython>=4.0.0->ipykernel->jupyter->d2l==0.14) (0.2.5)\n",
            "Requirement already satisfied: widgetsnbextension~=3.5.0 in /usr/local/lib/python3.7/dist-packages (from ipywidgets->jupyter->d2l==0.14) (3.5.2)\n",
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            "Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->jupyter->d2l==0.14) (0.18.0)\n",
            "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->jupyter->d2l==0.14) (4.10.0)\n",
            "Requirement already satisfied: attrs>=17.4.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->jupyter->d2l==0.14) (21.4.0)\n",
            "Requirement already satisfied: importlib-resources>=1.4.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->jupyter->d2l==0.14) (5.4.0)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->jupyter->d2l==0.14) (3.10.0.2)\n",
            "Requirement already satisfied: zipp>=3.1.0 in /usr/local/lib/python3.7/dist-packages (from importlib-resources>=1.4.0->jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->jupyter->d2l==0.14) (3.7.0)\n",
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            "Requirement already satisfied: pyzmq>=13 in /usr/local/lib/python3.7/dist-packages (from jupyter-client->ipykernel->jupyter->d2l==0.14) (22.3.0)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from jupyter-client->ipykernel->jupyter->d2l==0.14) (2.8.2)\n",
            "Requirement already satisfied: ptyprocess in /usr/local/lib/python3.7/dist-packages (from terminado>=0.8.1->notebook->jupyter->d2l==0.14) (0.7.0)\n",
            "Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from jinja2->notebook->jupyter->d2l==0.14) (2.0.1)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->d2l==0.14) (3.0.6)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->d2l==0.14) (0.11.0)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->d2l==0.14) (1.3.2)\n",
            "Requirement already satisfied: bleach in /usr/local/lib/python3.7/dist-packages (from nbconvert->jupyter->d2l==0.14) (4.1.0)\n",
            "Requirement already satisfied: pandocfilters>=1.4.1 in /usr/local/lib/python3.7/dist-packages (from nbconvert->jupyter->d2l==0.14) (1.5.0)\n",
            "Requirement already satisfied: mistune<2,>=0.8.1 in /usr/local/lib/python3.7/dist-packages (from nbconvert->jupyter->d2l==0.14) (0.8.4)\n",
            "Requirement already satisfied: defusedxml in /usr/local/lib/python3.7/dist-packages (from nbconvert->jupyter->d2l==0.14) (0.7.1)\n",
            "Requirement already satisfied: entrypoints>=0.2.2 in /usr/local/lib/python3.7/dist-packages (from nbconvert->jupyter->d2l==0.14) (0.3)\n",
            "Requirement already satisfied: testpath in /usr/local/lib/python3.7/dist-packages (from nbconvert->jupyter->d2l==0.14) (0.5.0)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.7/dist-packages (from bleach->nbconvert->jupyter->d2l==0.14) (21.3)\n",
            "Requirement already satisfied: webencodings in /usr/local/lib/python3.7/dist-packages (from bleach->nbconvert->jupyter->d2l==0.14) (0.5.1)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas->d2l==0.14) (2018.9)\n",
            "Requirement already satisfied: qtpy in /usr/local/lib/python3.7/dist-packages (from qtconsole->jupyter->d2l==0.14) (2.0.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#下载数据集"
      ],
      "metadata": {
        "id": "eDOnSJYoJ0_w"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip uninstall -y kaggle\n",
        "!pip install --upgrade pip\n",
        "!pip install kaggle==1.5.6"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VjuB0Eb0OeJo",
        "outputId": "2c98b498-3503-41f0-929c-28d49e1088de"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[33mWARNING: Skipping kaggle as it is not installed.\u001b[0m\n",
            "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n",
            "Requirement already satisfied: pip in /usr/local/lib/python3.7/dist-packages (21.3.1)\n",
            "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n",
            "Collecting kaggle==1.5.6\n",
            "  Downloading kaggle-1.5.6.tar.gz (58 kB)\n",
            "     |████████████████████████████████| 58 kB 3.1 MB/s             \n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from kaggle==1.5.6) (1.24.3)\n",
            "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.7/dist-packages (from kaggle==1.5.6) (1.15.0)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from kaggle==1.5.6) (2021.10.8)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/dist-packages (from kaggle==1.5.6) (2.8.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from kaggle==1.5.6) (2.23.0)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from kaggle==1.5.6) (4.62.3)\n",
            "Requirement already satisfied: python-slugify in /usr/local/lib/python3.7/dist-packages (from kaggle==1.5.6) (5.0.2)\n",
            "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.7/dist-packages (from python-slugify->kaggle==1.5.6) (1.3)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle==1.5.6) (2.10)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle==1.5.6) (3.0.4)\n",
            "Building wheels for collected packages: kaggle\n",
            "  Building wheel for kaggle (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for kaggle: filename=kaggle-1.5.6-py3-none-any.whl size=72858 sha256=5749773082a14909ed85e25bf3d13dfde1d682ac40abca3e0f2c2008b0c2b1a8\n",
            "  Stored in directory: /root/.cache/pip/wheels/aa/e7/e7/eb3c3d514c33294d77ddd5a856bdd58dc9c1fabbed59a02a2b\n",
            "Successfully built kaggle\n",
            "Installing collected packages: kaggle\n",
            "Successfully installed kaggle-1.5.6\n",
            "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!cd /root && mkdir -p ./.kaggle && mv /root/kaggle.json /root/.kaggle/"
      ],
      "metadata": {
        "id": "bRhwA-fKPU44"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!cd /root/.kaggle && ls"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yfoUsOVbPvbH",
        "outputId": "503077ff-a46e-43d2-b355-f71dd4bac7f5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "kaggle.json\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!chmod 600 /root/.kaggle/kaggle.json"
      ],
      "metadata": {
        "id": "A-7iBU3KQox2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!kaggle competitions download -c dog-breed-identification -p /data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7VoQH6vFOCQc",
        "outputId": "8b15f88d-1314-4773-cf20-4b059652f29a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading dog-breed-identification.zip to /data\n",
            " 98% 679M/691M [00:06<00:00, 125MB/s]\n",
            "100% 691M/691M [00:06<00:00, 117MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip /data/dog-breed-identification.zip -d /data/dog-breed-identification"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VkjMNs5zX5Ke",
        "outputId": "d81c1800-ef9a-4f03-de36-e700bc4d5a9c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#狗的品种识别"
      ],
      "metadata": {
        "id": "RnU5TA1cJ5CK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import collections\n",
        "import math\n",
        "import os\n",
        "import shutil\n",
        "import pandas as pd\n",
        "import torch\n",
        "import torchvision\n",
        "from torch import nn\n",
        "from d2l import torch as d2l"
      ],
      "metadata": {
        "id": "ie60MoTC-9-I"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "##读取数据路径"
      ],
      "metadata": {
        "id": "ZlUKEbGuKERD"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "d2l.DATA_HUB['dog_tiny'] = (d2l.DATA_URL + 'kaggle_dog_tiny.zip','0cb91d09b814ecdc07b50f31f8dcad3e81d6a86d')\n",
        "\n",
        "demo = False\n",
        "if demo:\n",
        "    data_dir = d2l.download_extract('dog_tiny')\n",
        "else:\n",
        "    data_dir = os.path.join('..','data','dog-breed-identification')"
      ],
      "metadata": {
        "id": "IeK1QIXlyJbr"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#读取.csv类型的标签文件\n",
        "def read_csv_labels(fname):\n",
        "    with open(fname,'r') as f:\n",
        "        lines = f.readlines()[1:]\n",
        "    tokens = [l.rstrip().split(',') for l in lines]\n",
        "    return dict(((name,label) for name,label in tokens))\n",
        "\n",
        "#复制文件\n",
        "def copyfile(filename,target_dir):\n",
        "    os.makedirs(target_dir,exist_ok=True)\n",
        "    shutil.copy(filename,target_dir)\n",
        "\n",
        "#划分开发集\n",
        "def reorg_train_valid(data_dir,labels,valid_ratio):\n",
        "    #训练数据集中样本数量最少的类别中的样本数\n",
        "    n = collections.Counter(labels.values()).most_common()[-1][1]\n",
        "    #开发集中每个类别的样本数\n",
        "    n_valid_per_label = max(1, math.floor(n*valid_ratio))\n",
        "    label_count = {}\n",
        "    for train_file in os.listdir(os.path.join(data_dir,'train')):\n",
        "        label = labels[train_file.split('.')[0]]\n",
        "        fname = os.path.join(data_dir,'train',train_file)\n",
        "        copyfile(fname,os.path.join(data_dir,'train_valid_test','train_valid',label))\n",
        "        if label not in label_count or label_count[label] < n_valid_per_label:\n",
        "            copyfile(fname,os.path.join(data_dir,'train_valid_test','valid',label))\n",
        "            label_count[label] = label_count.get(label,0)+1\n",
        "        else:\n",
        "            copyfile(fname,os.path.join(data_dir,'train_valid_test','train',label))\n",
        "    return n_valid_per_label\n",
        "\n",
        "def reorg_test(data_dir):\n",
        "    #重整测试集\n",
        "    for test_file in os.listdir(os.path.join(data_dir,'test')):\n",
        "        copyfile(os.path.join(data_dir,'test',test_file),os.path.join(data_dir,'train_valid_test','test','unknown'))"
      ],
      "metadata": {
        "id": "aO2j0IUI0r-T"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#重整数据\n",
        "def reorg_dog_data(data_dir,valid_ratio):\n",
        "    labels = read_csv_labels(os.path.join(data_dir,'labels.csv'))\n",
        "    reorg_train_valid(data_dir,labels,valid_ratio)\n",
        "    reorg_test(data_dir)\n",
        "\n",
        "#制定超参数\n",
        "#完整数据集batch_size为128\n",
        "batch_size = 32 if demo else 128\n",
        "valid_ratio = 0.1\n",
        "reorg_dog_data(data_dir,valid_ratio)"
      ],
      "metadata": {
        "id": "eEjLdQuuykxs"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#图像增广\n",
        "transform_train = torchvision.transforms.Compose([\n",
        "                                                  #随机剪裁图像，所得图像为原始面积的0.08到1之间，高宽比在3/4和4/3之间\n",
        "                                                  #然后，缩放图像以创建224x224的新图像\n",
        "                                                  torchvision.transforms.RandomResizedCrop(224,scale=(0.08,1.0),\n",
        "                                                                                           ratio=(3.0/4.0,4.0/3.0)),\n",
        "                                                  torchvision.transforms.RandomHorizontalFlip(),\n",
        "                                                  #随机更改亮度，对比度和饱和度\n",
        "                                                  torchvision.transforms.ColorJitter(brightness=0.4,\n",
        "                                                                                     contrast=0.4,\n",
        "                                                                                     saturation=0.4),\n",
        "                                                  #添加随机噪声\n",
        "                                                  torchvision.transforms.ToTensor(),\n",
        "                                                  #标准化图像的每个通道\n",
        "                                                  torchvision.transforms.Normalize([0.485,0.456,0.406],\n",
        "                                                                                   [0.229,0.224,0.225])])\n",
        "transform_test = torchvision.transforms.Compose([\n",
        "                                                  torchvision.transforms.Resize(256),\n",
        "                                                  #从图像中心裁切224x224大小的图片\n",
        "                                                  torchvision.transforms.CenterCrop(224),\n",
        "                                                  torchvision.transforms.ToTensor(),\n",
        "                                                  torchvision.transforms.Normalize([0.485,0.456,0.406],\n",
        "                                                                                   [0.229,0.224,0.225])])"
      ],
      "metadata": {
        "id": "r43yT5DJ7LYX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#读取训练集、开发集和测试集\n",
        "train_ds,train_valid_ds = [torchvision.datasets.ImageFolder(\n",
        "    os.path.join(data_dir,'train_valid_test',folder),\n",
        "    transform=transform_train) for folder in ['train','train_valid']]\n",
        "\n",
        "valid_ds,test_ds = [torchvision.datasets.ImageFolder(\n",
        "    os.path.join(data_dir,'train_valid_test',folder),\n",
        "    transform=transform_test) for folder in ['valid','test']]"
      ],
      "metadata": {
        "id": "gimT8zzw-d2u"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_iter,train_valid_iter = [torch.utils.data.DataLoader(\n",
        "    dataset,batch_size,shuffle=True,drop_last=True) for dataset in (train_ds,train_valid_ds)]\n",
        "\n",
        "valid_iter = torch.utils.data.DataLoader(valid_ds,batch_size,shuffle=False,drop_last=True)\n",
        "test_iter = torch.utils.data.DataLoader(test_ds,batch_size,shuffle=False,drop_last=False)"
      ],
      "metadata": {
        "id": "BRU5m0PBA8F7"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#搭建微调预训练模型\n",
        "def get_net(devices):\n",
        "    finetune_net = nn.Sequential()\n",
        "    finetune_net.features = torchvision.models.resnet34(pretrained=True)\n",
        "    #定义一个新的输出网络，共有120个输出类别\n",
        "    finetune_net.output_new = nn.Sequential(nn.Linear(1000,256),\n",
        "                                            nn.ReLU(),\n",
        "                                            nn.Linear(256,120))\n",
        "    #将模型参数分配给用于计算的CPU或GPU\n",
        "    finetune_net = finetune_net.to(devices[0])\n",
        "    #冻结参数\n",
        "    for param in finetune_net.features.parameters():\n",
        "        param.requires_grad = False\n",
        "    return finetune_net"
      ],
      "metadata": {
        "id": "eWwOhaKIBwfb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "loss = nn.CrossEntropyLoss(reduction='none')\n",
        "\n",
        "def evaluate_loss(data_iter,net,devices):\n",
        "    l_sum,n = 0.0,0\n",
        "    for features,labels in data_iter:\n",
        "        features,labels = features.to(devices[0]),labels.to(devices[0])\n",
        "        outputs = net(features)\n",
        "        l = loss(outputs,labels)\n",
        "        l_sum += l.sum()\n",
        "        n += labels.numel()\n",
        "    return (l_sum / n).to('cpu')"
      ],
      "metadata": {
        "id": "csI76GUYCv3_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def train(net,train_iter,valid_iter,num_epochs,lr,wd,devices,lr_period,lr_decay):\n",
        "    net = nn.DataParallel(net,device_ids=devices).to(devices[0])\n",
        "    trainer = torch.optim.SGD((param for param in net.parameters() if param.requires_grad),lr=lr,momentum=0.9,weight_decay=wd)\n",
        "    scheduler = torch.optim.lr_scheduler.StepLR(trainer,lr_period,lr_decay)\n",
        "    num_batches,timer = len(train_iter),d2l.Timer()\n",
        "    legend = ['train_loss']\n",
        "    if valid_iter is not None:\n",
        "        legend.append('valid loss')\n",
        "    animator = d2l.Animator(xlabel='epoch',xlim=[1,num_epochs],legend=legend)\n",
        "    for epoch in range(num_epochs):\n",
        "        metric = d2l.Accumulator(2)\n",
        "        for i,(features,labels) in enumerate(train_iter):\n",
        "            timer.start()\n",
        "            features, labels = features.to(devices[0]),labels.to(devices[0])\n",
        "            trainer.zero_grad()\n",
        "            output = net(features)\n",
        "            l = loss(output,labels).sum()\n",
        "            l.backward()\n",
        "            trainer.step()\n",
        "            metric.add(l,labels.shape[0])\n",
        "            timer.stop()\n",
        "            if (i+1)%(num_batches // 5) == 0 or i == num_batches - 1:\n",
        "                animator.add(epoch + (i+1) / num_batches,(metric[0] / metric[1],None))\n",
        "        measures = f'train loss {metric[0] / metric[1]:.3f}'\n",
        "        if valid_iter is not None:\n",
        "            valid_loss = evaluate_loss(valid_iter,net,devices)\n",
        "            animator.add(epoch+1,(None,valid_loss.detach()))\n",
        "        scheduler.step()\n",
        "    if valid_iter is not None:\n",
        "        measures += f',valid loss {valid_loss:.3f}'\n",
        "    print(measures + f'\\n{metric[1] * num_epochs / timer.sum():.1f}' f' examples/sec on {str(devices)}')"
      ],
      "metadata": {
        "id": "JSj77usZDfF0"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "devices,num_epochs,lr,wd = d2l.try_all_gpus(),10,1e-4,1e-4\n",
        "lr_period,lr_decay,net = 2,0.9,get_net(devices)\n",
        "train(net,train_iter,valid_iter,num_epochs,lr,wd,devices,lr_period,lr_decay)"
      ],
      "metadata": {
        "id": "TEMwTePZG7GH",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "7abbc346-4d84-4196-cdf5-2746f9f8a1ee"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "train loss 0.973,valid loss 0.730\n",
            "349.3 examples/sec on [device(type='cuda', index=0)]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 252x180 with 1 Axes>"
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          "metadata": {
            "needs_background": "light"
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        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "net = get_net(devices)\n",
        "train(net,train_valid_iter,None,num_epochs,lr,wd,devices,lr_period,lr_decay)\n",
        "\n",
        "preds = []\n",
        "for data,label in test_iter:\n",
        "    output = torch.nn.functional.softmax(net(data.to(devices[0])),dim=0)\n",
        "    preds.extend(output.cpu().detach().numpy())\n",
        "ids = sorted(os.listdir(os.path.join(data_dir,'train_valid_test','test','unknown')))\n",
        "with open('submission.csv','w') as f:\n",
        "    f.write('id,'+','.join(train_valid_ds.classes)+'\\n')\n",
        "    for i,output in zip(ids,preds):\n",
        "        f.write(i.split('.')[0] + ',' + ','.join([str(num) for num in output]) + '\\n')"
      ],
      "metadata": {
        "id": "iIM1XTmCImSc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "62b9c2f9-bffd-4bc9-8cb4-364e7adc8ba6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "train loss 0.987\n",
            "348.7 examples/sec on [device(type='cuda', index=0)]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 252x180 with 1 Axes>"
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      "metadata": {
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}