{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T13:54:58.510464Z",
     "start_time": "2023-02-07T13:54:55.853132Z"
    }
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch import nn\n",
    "import torchvision\n",
    "from torchvision import transforms\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T13:55:09.718225Z",
     "start_time": "2023-02-07T13:55:09.712835Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.10.2'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T13:55:13.746734Z",
     "start_time": "2023-02-07T13:55:13.742446Z"
    }
   },
   "outputs": [],
   "source": [
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T13:55:17.553022Z",
     "start_time": "2023-02-07T13:55:17.547984Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "device(type='cpu')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "device"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T13:32:10.050424Z",
     "start_time": "2023-02-07T13:32:07.648461Z"
    },
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 12))\n",
    "for i in range(25):\n",
    "    plt.subplot(5,5,i+1)\n",
    "    plt.tight_layout()\n",
    "    plt.imshow(images[i][0], cmap='gray', interpolation='none')\n",
    "    plt.title(\"gt {}\".format(labels[i]))\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## dataset 与 dataloader"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T13:56:11.274862Z",
     "start_time": "2023-02-07T13:56:11.140278Z"
    }
   },
   "outputs": [],
   "source": [
    "train_dataset = torchvision.datasets.MNIST(root='../data', \n",
    "                                           train=True, \n",
    "                                           download=True, \n",
    "                                           transform=transforms.ToTensor())\n",
    "test_dataset = torchvision.datasets.MNIST(root='../data', \n",
    "                                          train=False, \n",
    "                                          download=True, \n",
    "                                          transform=transforms.ToTensor())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T13:27:27.970975Z",
     "start_time": "2023-02-07T13:27:27.961765Z"
    }
   },
   "source": [
    "- shape\n",
    "- dtype\n",
    "    - train_mean/std\n",
    "    - min/max\n",
    "- classs\n",
    "- getitem, len"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T13:58:15.700657Z",
     "start_time": "2023-02-07T13:58:15.696221Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([60000, 28, 28]) torch.Size([60000])\n",
      "torch.Size([10000, 28, 28]) torch.Size([10000])\n"
     ]
    }
   ],
   "source": [
    "print(train_dataset.data.shape, train_dataset.targets.shape)\n",
    "print(test_dataset.data.shape, test_dataset.targets.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T13:58:43.909717Z",
     "start_time": "2023-02-07T13:58:43.904735Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.uint8"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_dataset.data.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T13:59:10.813993Z",
     "start_time": "2023-02-07T13:59:10.737103Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(0, dtype=torch.uint8) tensor(255, dtype=torch.uint8)\n"
     ]
    }
   ],
   "source": [
    "print(train_dataset.data.min(), train_dataset.data.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T13:59:57.218293Z",
     "start_time": "2023-02-07T13:59:57.000216Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(33.3184) tensor(78.5675)\n"
     ]
    }
   ],
   "source": [
    "print(train_dataset.data.float().mean(), train_dataset.data.float().std())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T13:57:27.422580Z",
     "start_time": "2023-02-07T13:57:27.418660Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['0 - zero',\n",
       " '1 - one',\n",
       " '2 - two',\n",
       " '3 - three',\n",
       " '4 - four',\n",
       " '5 - five',\n",
       " '6 - six',\n",
       " '7 - seven',\n",
       " '8 - eight',\n",
       " '9 - nine']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_dataset.classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:02:19.331940Z",
     "start_time": "2023-02-07T14:02:19.328485Z"
    }
   },
   "outputs": [],
   "source": [
    "# train_dataset.__getitem__(0)\n",
    "image, label = train_dataset[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:01:30.752880Z",
     "start_time": "2023-02-07T14:01:30.748926Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 28, 28])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# c, h, w\n",
    "image.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:01:36.815397Z",
     "start_time": "2023-02-07T14:01:36.811716Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:01:50.635591Z",
     "start_time": "2023-02-07T14:01:50.630308Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "60000"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### dataloader"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 内存的考虑"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:03:07.466500Z",
     "start_time": "2023-02-07T14:03:07.461974Z"
    }
   },
   "outputs": [],
   "source": [
    "train_loader = torch.utils.data.DataLoader(dataset=train_dataset, \n",
    "                                           batch_size=64, \n",
    "                                           shuffle=True)\n",
    "test_loader = torch.utils.data.DataLoader(dataset=test_dataset, \n",
    "                                          batch_size=128, \n",
    "                                          shuffle=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T13:28:37.215375Z",
     "start_time": "2023-02-07T13:28:37.206498Z"
    }
   },
   "source": [
    "- batch, enumerte\n",
    "- last batch\n",
    "- visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:05:21.170933Z",
     "start_time": "2023-02-07T14:05:21.163467Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "937"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_dataset) // 64"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:05:04.786377Z",
     "start_time": "2023-02-07T14:05:04.781207Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "938"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:03:57.380357Z",
     "start_time": "2023-02-07T14:03:57.315505Z"
    }
   },
   "outputs": [],
   "source": [
    "images, labels = next(iter(train_loader))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:04:08.240633Z",
     "start_time": "2023-02-07T14:04:08.237009Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([64, 1, 28, 28]) torch.Size([64])\n"
     ]
    }
   ],
   "source": [
    "# batch, c, h, w\n",
    "print(images.shape, labels.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:07:34.212874Z",
     "start_time": "2023-02-07T14:07:29.849231Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([32, 28, 28]) torch.Size([32])\n"
     ]
    }
   ],
   "source": [
    "for batch_idx, (images, labels) in enumerate(train_loader):\n",
    "    images = images.reshape(-1, 28, 28).to(device)\n",
    "    if batch_idx == len(train_loader)-1:\n",
    "        print(images.shape, labels.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:06:22.324642Z",
     "start_time": "2023-02-07T14:06:22.316042Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_dataset) % 64"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:08:54.031413Z",
     "start_time": "2023-02-07T14:08:54.012405Z"
    }
   },
   "outputs": [],
   "source": [
    "images, labels = next(iter(train_loader))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:08:57.813919Z",
     "start_time": "2023-02-07T14:08:55.024370Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 12))\n",
    "for i in range(25):\n",
    "    plt.subplot(5,5,i+1)\n",
    "    plt.tight_layout()\n",
    "    plt.imshow(images[i][0], cmap='gray', interpolation='none')\n",
    "    plt.title(\"gt {}\".format(labels[i]))\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### fashionmnist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:09:42.986513Z",
     "start_time": "2023-02-07T14:09:42.839271Z"
    }
   },
   "outputs": [],
   "source": [
    "train_dataset = torchvision.datasets.FashionMNIST(root='../data', \n",
    "                                           train=True, \n",
    "                                           download=True, \n",
    "                                           transform=transforms.ToTensor())\n",
    "test_dataset = torchvision.datasets.FashionMNIST(root='../data', \n",
    "                                          train=False, \n",
    "                                          download=True, \n",
    "                                          transform=transforms.ToTensor())\n",
    "train_loader = torch.utils.data.DataLoader(dataset=train_dataset, \n",
    "                                           batch_size=64, \n",
    "                                           shuffle=True)\n",
    "test_loader = torch.utils.data.DataLoader(dataset=test_dataset, \n",
    "                                          batch_size=128, \n",
    "                                          shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:09:52.592953Z",
     "start_time": "2023-02-07T14:09:52.584613Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([60000, 28, 28])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_dataset.data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:10:18.444477Z",
     "start_time": "2023-02-07T14:10:18.440584Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['T-shirt/top',\n",
       " 'Trouser',\n",
       " 'Pullover',\n",
       " 'Dress',\n",
       " 'Coat',\n",
       " 'Sandal',\n",
       " 'Shirt',\n",
       " 'Sneaker',\n",
       " 'Bag',\n",
       " 'Ankle boot']"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_dataset.classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:10:44.323838Z",
     "start_time": "2023-02-07T14:10:44.305603Z"
    }
   },
   "outputs": [],
   "source": [
    "images, labels = next(iter(train_loader))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:11:01.267024Z",
     "start_time": "2023-02-07T14:10:57.777724Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 12))\n",
    "for i in range(25):\n",
    "    plt.subplot(5,5,i+1)\n",
    "    plt.tight_layout()\n",
    "    plt.imshow(images[i][0], cmap='gray', interpolation='none')\n",
    "    plt.title(\"gt {}\".format(labels[i]))\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### cifar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:11:45.248065Z",
     "start_time": "2023-02-07T14:11:43.007687Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "train_dataset = torchvision.datasets.CIFAR10(root='../data', \n",
    "                                           train=True, \n",
    "                                           download=True, \n",
    "                                           transform=transforms.ToTensor())\n",
    "test_dataset = torchvision.datasets.CIFAR10(root='../data', \n",
    "                                          train=False, \n",
    "                                          download=True, \n",
    "                                          transform=transforms.ToTensor())\n",
    "train_loader = torch.utils.data.DataLoader(dataset=train_dataset, \n",
    "                                           batch_size=64, \n",
    "                                           shuffle=True)\n",
    "test_loader = torch.utils.data.DataLoader(dataset=test_dataset, \n",
    "                                          batch_size=128, \n",
    "                                          shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:12:02.821631Z",
     "start_time": "2023-02-07T14:12:02.817522Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 32, 32, 3)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_dataset.data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:12:18.992386Z",
     "start_time": "2023-02-07T14:12:18.987691Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['airplane',\n",
       " 'automobile',\n",
       " 'bird',\n",
       " 'cat',\n",
       " 'deer',\n",
       " 'dog',\n",
       " 'frog',\n",
       " 'horse',\n",
       " 'ship',\n",
       " 'truck']"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_dataset.classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:12:33.789273Z",
     "start_time": "2023-02-07T14:12:33.757791Z"
    }
   },
   "outputs": [],
   "source": [
    "images, labels = next(iter(train_loader))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:13:00.164537Z",
     "start_time": "2023-02-07T14:13:00.159852Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([64, 3, 32, 32])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# batch, c, h, w\n",
    "images.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-07T14:13:35.177317Z",
     "start_time": "2023-02-07T14:13:32.200339Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 12))\n",
    "for i in range(25):\n",
    "    plt.subplot(5,5,i+1)\n",
    "    plt.tight_layout()\n",
    "    plt.imshow(np.transpose(images[i], (1, 2, 0)), interpolation='none')\n",
    "    plt.title(\"gt {}\".format(labels[i]))\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 调用顺序"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- enumerate(train_dataloader)\n",
    "    - DataLoader.\\_\\_next__\n",
    "        - dataset.\\_\\_getitem__\n",
    "            - transform\n",
    "        - dataset.\\_\\_len__"
   ]
  }
 ],
 "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": "3.6.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}