first_step_of_pytorch_MNIST.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from sklearn.datasets import fetch_openml\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#mnist 데이터 셋 다운로드\n",
    "mnist=fetch_openml('mnist_784',data_home=\"/home/ha-mulan/Desktop/ha-mulan/reinforcementLearning/mnist/\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#데이터 전처리\n",
    "x=mnist.data/255\n",
    "y=mnist.target\n",
    "plt.imshow(x[0].reshape(28,28),cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Dataloader 생성\n",
    "from torch.utils.data import TensorDataset,DataLoader\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.int64'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4fccea2ee0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X=mnist.data/255\n",
    "y=mnist.target\n",
    "y=y.astype(int)\n",
    "print(type(y[0]))\n",
    "plt.imshow(X[2].reshape(28,28),cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#data loader\n",
    "import torch\n",
    "from torch.utils.data import TensorDataset,DataLoader\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train,X_test,y_train,y_test=train_test_split(X,y,test_size=1/7,random_state=0)\n",
    "\n",
    "X_train=torch.Tensor(X_train)\n",
    "X_test=torch.Tensor(X_test)\n",
    "y_train=torch.LongTensor(y_train)\n",
    "y_test=torch.LongTensor(y_test)\n",
    "\n",
    "ds_train=TensorDataset(X_train,y_train)\n",
    "ds_test=TensorDataset(X_test,y_test)\n",
    "\n",
    "loader_train=DataLoader(ds_train,batch_size=64,shuffle=True)\n",
    "loader_test=DataLoader(ds_test,batch_size=64,shuffle=False)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* dataLoader 구조  \n",
    "1.데이터를 훈련데이터와 테스트 데이터로 구별  \n",
    "2.numpy변수를 텐서를 변환  \n",
    "3.dataset객체생성  \n",
    "4.dataset객체를 dataLoader 객체로 변환  \n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Net(\n",
      "  (fc1): Linear(in_features=784, out_features=100, bias=True)\n",
      "  (fc2): Linear(in_features=100, out_features=100, bias=True)\n",
      "  (fc3): Linear(in_features=100, out_features=10, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "# from torch import nn\n",
    "\n",
    "\n",
    "# model=nn.Sequential()\n",
    "# model.add_module('fc1',nn.Linear(28*28*1,100))\n",
    "# model.add_module('relu1',nn.ReLU())\n",
    "# model.add_module('fc2',nn.Linear(100,100))\n",
    "# model.add_module('relu2',nn.ReLU())\n",
    "# model.add_module('fc3',nn.Linear(100,10))\n",
    "# print(model)\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "\n",
    "class Net(nn.Module):\n",
    "    def __init__(self,n_in,n_mid,n_out):\n",
    "        super(Net,self).__init__()\n",
    "        self.fc1=nn.Linear(n_in,n_mid)\n",
    "        #self.relu1=nn.ReLU()\n",
    "        self.fc2=nn.Linear(n_mid,n_mid)\n",
    "        #self.relu2=nn.ReLU()\n",
    "        self.fc3=nn.Linear(n_mid,n_out)\n",
    "    \n",
    "    def forward(self,x):\n",
    "        h1=F.relu(self.fc1(x))\n",
    "        h2=F.relu(self.fc2(h1))\n",
    "        output=self.fc3(h2)\n",
    "        return output\n",
    "model=Net(28*28,100,10)\n",
    "print(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch import optim\n",
    "\n",
    "\n",
    "loss_fn=nn.CrossEntropyLoss()\n",
    "optimizer=optim.Adam(model.parameters(),lr=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(epoch):\n",
    "    model.train()\n",
    "    for data,targets in loader_train:\n",
    "        optimizer.zero_grad()\n",
    "        outputs=model(data)\n",
    "        loss=loss_fn(outputs,targets)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "    print(\"epoch{} : 완료\".format(epoch))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test():\n",
    "    model.eval()\n",
    "    correct=0\n",
    "    \n",
    "    with torch.no_grad():\n",
    "        for data,targets in loader_test:\n",
    "            print(targets)\n",
    "            outputs=model(data)\n",
    "            _,predicted=torch.max(outputs.data,1)\n",
    "#             print(predicted)\n",
    "            correct+=predicted.eq(targets.data.view_as(predicted)).sum()\n",
    "    data_num=len(loader_test.dataset)\n",
    "    print(correct,data_num)\n",
    "    print(\"정확도 {}\".format(100*correct/data_num))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch0 : 완료\n",
      "epoch1 : 완료\n",
      "epoch2 : 완료\n",
      "tensor([0, 4, 1, 2, 7, 9, 7, 1, 1, 7, 1, 3, 4, 2, 6, 4, 6, 7, 3, 3, 7, 0, 5, 7,\n",
      "        6, 5, 6, 4, 7, 4, 3, 5, 0, 1, 4, 6, 3, 9, 4, 5, 8, 0, 9, 6, 0, 9, 7, 5,\n",
      "        7, 1, 0, 1, 3, 5, 5, 0, 5, 0, 0, 3, 7, 5, 1, 8])\n",
      "tensor([4, 5, 2, 8, 2, 4, 4, 4, 3, 4, 3, 4, 5, 0, 8, 4, 0, 5, 2, 0, 4, 9, 7, 2,\n",
      "        1, 5, 1, 0, 7, 5, 4, 0, 4, 4, 7, 8, 7, 1, 3, 7, 0, 8, 0, 8, 2, 9, 1, 9,\n",
      "        3, 6, 6, 6, 4, 2, 4, 1, 8, 0, 2, 1, 1, 1, 6, 4])\n",
      "tensor([9, 3, 3, 2, 3, 8, 9, 6, 7, 0, 8, 3, 1, 8, 3, 7, 0, 5, 9, 1, 2, 3, 4, 5,\n",
      "        7, 0, 3, 0, 7, 1, 9, 2, 7, 3, 2, 5, 5, 5, 6, 1, 8, 8, 1, 3, 1, 9, 2, 6,\n",
      "        5, 7, 5, 3, 4, 7, 9, 1, 8, 3, 1, 7, 0, 8, 8, 2])\n",
      "tensor([5, 4, 4, 5, 6, 8, 1, 6, 1, 6, 1, 4, 8, 8, 7, 0, 7, 3, 6, 4, 0, 3, 1, 4,\n",
      "        6, 4, 7, 5, 0, 1, 7, 9, 9, 9, 9, 8, 8, 7, 6, 3, 9, 2, 6, 3, 7, 8, 4, 7,\n",
      "        2, 8, 3, 8, 3, 2, 4, 0, 6, 0, 8, 9, 7, 7, 8, 0])\n",
      "tensor([3, 3, 4, 8, 4, 7, 4, 4, 3, 4, 3, 6, 8, 4, 8, 4, 7, 9, 0, 2, 8, 0, 2, 2,\n",
      "        6, 4, 2, 8, 3, 6, 5, 9, 7, 3, 0, 4, 3, 0, 9, 2, 0, 2, 5, 3, 1, 3, 1, 9,\n",
      "        6, 4, 1, 8, 2, 2, 7, 5, 7, 6, 8, 6, 8, 3, 2, 2])\n",
      "tensor([2, 8, 8, 0, 7, 7, 9, 8, 8, 4, 3, 9, 3, 3, 8, 8, 7, 3, 6, 6, 9, 1, 8, 7,\n",
      "        2, 4, 7, 9, 5, 8, 3, 4, 2, 7, 3, 1, 7, 2, 3, 9, 0, 7, 5, 9, 3, 0, 8, 0,\n",
      "        2, 3, 7, 6, 4, 7, 8, 4, 4, 7, 4, 5, 3, 9, 2, 5])\n",
      "tensor([9, 8, 7, 6, 4, 1, 1, 6, 5, 6, 8, 1, 3, 7, 1, 1, 1, 5, 8, 9, 5, 6, 0, 8,\n",
      "        4, 6, 7, 2, 9, 7, 8, 5, 2, 7, 0, 3, 7, 6, 3, 5, 6, 5, 5, 8, 2, 9, 0, 2,\n",
      "        4, 3, 1, 2, 8, 8, 0, 2, 9, 5, 5, 8, 8, 0, 8, 1])\n",
      "tensor([8, 7, 3, 5, 9, 7, 0, 7, 1, 4, 0, 2, 9, 9, 2, 8, 3, 6, 6, 8, 6, 8, 5, 2,\n",
      "        1, 1, 7, 1, 3, 2, 2, 5, 8, 9, 0, 9, 4, 4, 2, 2, 8, 7, 4, 0, 0, 4, 5, 0,\n",
      "        0, 0, 9, 5, 1, 8, 7, 9, 3, 4, 4, 4, 7, 7, 1, 9])\n",
      "tensor([6, 1, 9, 6, 3, 2, 1, 5, 0, 2, 4, 9, 3, 4, 1, 7, 3, 2, 6, 6, 7, 2, 7, 3,\n",
      "        1, 4, 7, 8, 2, 6, 3, 5, 9, 6, 7, 9, 2, 6, 0, 6, 3, 3, 6, 7, 1, 8, 2, 3,\n",
      "        1, 1, 3, 6, 1, 9, 9, 9, 3, 1, 6, 8, 3, 2, 0, 7])\n",
      "tensor([8, 5, 1, 9, 1, 8, 1, 5, 8, 1, 2, 6, 8, 0, 6, 9, 7, 0, 5, 2, 6, 5, 7, 7,\n",
      "        3, 4, 2, 7, 9, 5, 6, 7, 6, 6, 3, 7, 6, 1, 1, 1, 9, 4, 3, 8, 6, 8, 6, 2,\n",
      "        9, 7, 8, 2, 6, 0, 1, 3, 7, 0, 3, 8, 7, 6, 8, 7])\n",
      "tensor([3, 0, 4, 1, 8, 7, 9, 9, 3, 9, 7, 1, 1, 3, 8, 9, 6, 3, 0, 0, 0, 7, 2, 2,\n",
      "        3, 4, 1, 2, 8, 3, 4, 7, 8, 3, 8, 3, 3, 8, 8, 4, 5, 5, 8, 4, 3, 9, 1, 7,\n",
      "        6, 7, 7, 0, 6, 7, 1, 5, 3, 6, 8, 4, 8, 5, 7, 9])\n",
      "tensor([8, 2, 6, 7, 6, 8, 5, 4, 0, 6, 5, 7, 2, 6, 8, 2, 7, 1, 9, 4, 5, 8, 4, 9,\n",
      "        3, 7, 3, 6, 9, 8, 7, 8, 6, 4, 3, 1, 9, 1, 8, 9, 8, 8, 8, 8, 0, 8, 5, 1,\n",
      "        1, 1, 5, 8, 3, 6, 2, 5, 9, 0, 2, 7, 0, 1, 8, 4])\n",
      "tensor([3, 6, 7, 0, 5, 2, 2, 6, 6, 9, 2, 6, 7, 7, 7, 4, 1, 0, 5, 8, 7, 1, 9, 9,\n",
      "        1, 2, 7, 9, 8, 5, 8, 8, 6, 5, 5, 5, 9, 1, 0, 9, 1, 1, 6, 0, 6, 2, 9, 3,\n",
      "        5, 1, 3, 5, 9, 8, 8, 9, 8, 2, 2, 6, 0, 1, 8, 7])\n",
      "tensor([6, 8, 2, 9, 5, 6, 4, 0, 8, 6, 0, 6, 6, 4, 9, 6, 2, 4, 5, 2, 2, 3, 2, 0,\n",
      "        8, 2, 6, 6, 7, 8, 8, 3, 5, 0, 7, 7, 4, 1, 6, 1, 3, 8, 7, 5, 1, 5, 9, 6,\n",
      "        7, 3, 4, 6, 6, 0, 3, 5, 2, 2, 6, 6, 9, 7, 3, 7])\n",
      "tensor([7, 5, 7, 0, 4, 3, 2, 3, 6, 3, 6, 8, 0, 7, 8, 9, 2, 6, 8, 0, 9, 9, 0, 4,\n",
      "        8, 1, 9, 3, 4, 8, 4, 3, 2, 1, 8, 8, 5, 3, 7, 9, 6, 8, 2, 6, 5, 9, 5, 7,\n",
      "        9, 4, 6, 6, 0, 4, 9, 5, 9, 4, 0, 8, 5, 2, 0, 5])\n",
      "tensor([1, 7, 1, 5, 9, 1, 8, 6, 1, 7, 4, 6, 0, 0, 4, 3, 4, 0, 0, 1, 0, 2, 9, 4,\n",
      "        7, 4, 9, 2, 4, 2, 4, 6, 4, 9, 6, 4, 0, 0, 8, 0, 1, 7, 3, 3, 5, 1, 9, 7,\n",
      "        2, 8, 2, 0, 7, 0, 1, 1, 7, 2, 4, 9, 2, 3, 9, 7])\n",
      "tensor([3, 6, 6, 5, 8, 9, 4, 9, 8, 8, 3, 6, 5, 8, 8, 0, 1, 6, 7, 1, 9, 8, 6, 7,\n",
      "        4, 5, 3, 9, 1, 4, 3, 8, 6, 8, 8, 9, 3, 4, 4, 2, 3, 8, 6, 3, 9, 2, 9, 7,\n",
      "        1, 1, 5, 7, 9, 5, 1, 2, 5, 2, 6, 0, 3, 8, 2, 8])\n",
      "tensor([3, 1, 6, 1, 2, 8, 4, 9, 1, 4, 1, 3, 0, 1, 2, 8, 9, 1, 1, 0, 1, 6, 2, 6,\n",
      "        4, 7, 8, 1, 6, 0, 0, 0, 7, 0, 6, 1, 9, 2, 2, 7, 0, 7, 0, 5, 0, 2, 0, 7,\n",
      "        2, 2, 7, 7, 9, 1, 2, 7, 8, 2, 7, 0, 5, 7, 0, 5])\n",
      "tensor([4, 4, 6, 2, 1, 1, 1, 8, 7, 1, 3, 0, 8, 4, 6, 1, 4, 3, 5, 1, 9, 1, 0, 2,\n",
      "        4, 0, 2, 9, 9, 5, 0, 3, 9, 8, 8, 1, 9, 8, 9, 2, 5, 1, 6, 7, 5, 4, 9, 0,\n",
      "        0, 4, 5, 8, 2, 0, 6, 9, 2, 1, 1, 2, 2, 6, 4, 1])\n",
      "tensor([9, 0, 3, 5, 9, 3, 4, 3, 6, 5, 9, 2, 0, 7, 0, 1, 4, 6, 7, 1, 0, 6, 2, 5,\n",
      "        1, 4, 2, 7, 9, 6, 1, 9, 7, 2, 9, 4, 2, 8, 1, 4, 1, 7, 2, 1, 2, 1, 4, 4,\n",
      "        4, 0, 7, 7, 7, 7, 1, 7, 4, 1, 3, 2, 3, 9, 2, 4])\n",
      "tensor([8, 6, 1, 8, 6, 1, 1, 2, 2, 7, 5, 2, 0, 2, 8, 9, 8, 6, 2, 0, 4, 5, 2, 8,\n",
      "        0, 0, 9, 1, 9, 1, 0, 2, 2, 0, 3, 4, 1, 0, 9, 2, 9, 6, 1, 4, 6, 0, 8, 1,\n",
      "        1, 1, 6, 5, 4, 3, 8, 5, 2, 2, 7, 8, 4, 0, 8, 1])\n",
      "tensor([0, 8, 8, 6, 1, 9, 6, 0, 7, 2, 9, 9, 8, 1, 1, 2, 9, 6, 2, 1, 3, 4, 0, 4,\n",
      "        0, 7, 9, 9, 2, 2, 4, 2, 7, 7, 1, 5, 3, 7, 1, 4, 3, 7, 7, 1, 2, 2, 1, 8,\n",
      "        9, 7, 4, 5, 0, 4, 9, 7, 8, 7, 1, 6, 5, 2, 0, 0])\n",
      "tensor([0, 4, 2, 2, 7, 2, 0, 2, 4, 2, 7, 3, 8, 2, 0, 1, 2, 3, 3, 4, 8, 5, 4, 7,\n",
      "        5, 1, 6, 8, 5, 4, 4, 9, 0, 2, 2, 3, 5, 4, 8, 8, 7, 6, 2, 7, 9, 3, 6, 5,\n",
      "        1, 4, 2, 4, 9, 4, 0, 7, 9, 0, 3, 3, 6, 1, 3, 3])\n",
      "tensor([4, 9, 3, 4, 6, 1, 2, 1, 6, 1, 9, 5, 9, 6, 9, 5, 0, 9, 3, 0, 7, 8, 3, 6,\n",
      "        3, 0, 1, 1, 7, 5, 9, 5, 8, 1, 4, 4, 1, 7, 7, 2, 6, 6, 1, 0, 9, 0, 0, 9,\n",
      "        5, 4, 1, 0, 8, 4, 2, 8, 9, 8, 7, 8, 7, 6, 6, 1])\n",
      "tensor([3, 4, 6, 3, 2, 0, 0, 7, 2, 1, 8, 5, 5, 2, 3, 0, 1, 5, 9, 6, 5, 0, 6, 8,\n",
      "        9, 5, 1, 1, 2, 5, 7, 3, 7, 8, 7, 4, 4, 8, 7, 2, 0, 4, 0, 1, 8, 5, 0, 4,\n",
      "        6, 7, 1, 0, 9, 2, 7, 2, 4, 3, 7, 7, 3, 7, 9, 1])\n",
      "tensor([5, 9, 0, 5, 5, 2, 2, 6, 6, 8, 7, 4, 3, 5, 5, 6, 3, 6, 4, 3, 8, 9, 0, 8,\n",
      "        5, 7, 0, 5, 1, 7, 1, 2, 1, 6, 0, 9, 0, 6, 2, 7, 5, 2, 9, 4, 8, 0, 3, 5,\n",
      "        5, 0, 5, 9, 2, 9, 7, 3, 1, 7, 2, 2, 4, 5, 9, 0])\n",
      "tensor([7, 9, 2, 8, 1, 5, 5, 1, 3, 5, 9, 8, 1, 6, 3, 3, 7, 8, 6, 6, 8, 5, 3, 7,\n",
      "        0, 1, 4, 7, 2, 0, 9, 0, 8, 5, 3, 0, 9, 7, 9, 0, 7, 6, 2, 3, 6, 0, 7, 9,\n",
      "        2, 9, 0, 5, 9, 7, 0, 5, 2, 2, 6, 4, 2, 3, 0, 5])\n",
      "tensor([5, 9, 2, 9, 9, 1, 0, 9, 1, 4, 0, 2, 0, 7, 1, 0, 4, 1, 9, 5, 0, 6, 7, 9,\n",
      "        1, 9, 3, 7, 1, 8, 3, 9, 0, 7, 4, 1, 4, 4, 8, 7, 2, 2, 8, 6, 3, 4, 8, 2,\n",
      "        6, 6, 9, 7, 9, 1, 8, 1, 9, 3, 4, 4, 6, 3, 2, 3])\n",
      "tensor([6, 1, 1, 6, 1, 1, 9, 7, 4, 1, 8, 5, 4, 1, 0, 4, 7, 6, 7, 0, 8, 7, 8, 5,\n",
      "        4, 1, 1, 3, 7, 3, 2, 1, 3, 8, 0, 8, 9, 3, 6, 6, 8, 0, 3, 7, 5, 0, 1, 9,\n",
      "        9, 2, 7, 1, 9, 1, 4, 8, 6, 8, 7, 5, 1, 4, 5, 5])\n",
      "tensor([9, 5, 6, 9, 8, 1, 4, 2, 8, 5, 2, 3, 2, 2, 7, 5, 4, 0, 6, 8, 9, 9, 4, 4,\n",
      "        4, 0, 2, 7, 1, 0, 7, 6, 4, 2, 2, 2, 4, 9, 9, 3, 0, 5, 2, 0, 2, 8, 3, 2,\n",
      "        7, 0, 0, 9, 2, 4, 2, 1, 8, 1, 7, 8, 2, 9, 8, 3])\n",
      "tensor([5, 6, 0, 8, 7, 6, 4, 1, 7, 8, 6, 6, 9, 1, 3, 4, 9, 0, 0, 6, 7, 1, 3, 7,\n",
      "        2, 6, 1, 2, 5, 2, 8, 0, 6, 9, 0, 9, 7, 6, 0, 2, 4, 3, 8, 9, 2, 5, 8, 8,\n",
      "        1, 0, 9, 7, 2, 3, 6, 9, 5, 8, 5, 5, 4, 7, 9, 0])\n",
      "tensor([0, 1, 4, 8, 7, 8, 9, 8, 8, 9, 9, 0, 6, 8, 7, 2, 7, 8, 1, 9, 3, 7, 9, 4,\n",
      "        9, 6, 9, 3, 0, 3, 7, 1, 4, 3, 2, 2, 6, 6, 2, 7, 4, 9, 4, 3, 5, 3, 5, 8,\n",
      "        8, 2, 2, 6, 0, 3, 4, 2, 8, 0, 1, 6, 0, 6, 4, 7])\n",
      "tensor([1, 4, 8, 3, 1, 3, 2, 9, 5, 6, 8, 4, 9, 7, 7, 2, 7, 2, 9, 7, 0, 8, 0, 2,\n",
      "        1, 1, 6, 7, 4, 3, 9, 1, 9, 1, 0, 7, 3, 8, 4, 0, 6, 1, 0, 9, 1, 9, 5, 2,\n",
      "        9, 9, 7, 4, 2, 5, 6, 0, 0, 9, 5, 9, 6, 4, 9, 7])\n",
      "tensor([6, 7, 4, 2, 6, 9, 1, 8, 9, 6, 8, 2, 7, 3, 8, 2, 6, 9, 1, 2, 4, 5, 1, 8,\n",
      "        4, 2, 9, 6, 9, 9, 9, 7, 6, 4, 8, 1, 7, 0, 1, 2, 9, 5, 2, 6, 1, 9, 7, 3,\n",
      "        1, 7, 4, 6, 0, 7, 2, 6, 0, 0, 0, 4, 8, 6, 2, 5])\n",
      "tensor([5, 3, 0, 7, 0, 1, 8, 0, 2, 7, 2, 0, 5, 1, 2, 0, 3, 1, 6, 5, 0, 7, 3, 0,\n",
      "        5, 8, 7, 2, 8, 8, 4, 4, 8, 0, 0, 0, 3, 8, 7, 9, 9, 9, 4, 7, 5, 1, 7, 7,\n",
      "        0, 4, 6, 3, 4, 8, 0, 8, 8, 6, 2, 7, 9, 2, 1, 6])\n",
      "tensor([6, 3, 4, 3, 8, 7, 1, 7, 2, 0, 0, 2, 3, 1, 6, 6, 8, 4, 0, 0, 6, 4, 0, 3,\n",
      "        1, 8, 1, 3, 9, 6, 8, 5, 0, 7, 3, 5, 7, 3, 8, 1, 4, 7, 5, 3, 8, 4, 6, 3,\n",
      "        1, 9, 2, 6, 1, 0, 5, 4, 9, 7, 2, 0, 9, 2, 8, 5])\n",
      "tensor([4, 2, 6, 4, 7, 5, 9, 6, 0, 6, 7, 7, 2, 6, 7, 7, 7, 8, 0, 5, 9, 3, 6, 7,\n",
      "        1, 3, 0, 5, 7, 6, 0, 1, 9, 4, 6, 7, 2, 1, 8, 4, 5, 1, 4, 6, 8, 8, 0, 3,\n",
      "        1, 7, 5, 9, 6, 6, 1, 7, 8, 3, 9, 1, 4, 8, 3, 9])\n",
      "tensor([3, 0, 5, 2, 9, 2, 3, 4, 4, 0, 9, 0, 8, 2, 4, 3, 9, 4, 3, 9, 1, 7, 4, 1,\n",
      "        1, 5, 2, 5, 6, 8, 0, 4, 9, 1, 2, 5, 8, 4, 1, 8, 0, 6, 0, 0, 7, 5, 5, 8,\n",
      "        8, 0, 3, 1, 0, 0, 6, 4, 2, 0, 1, 9, 1, 3, 1, 1])\n",
      "tensor([1, 2, 6, 3, 9, 4, 2, 6, 3, 0, 1, 3, 6, 1, 5, 2, 0, 7, 7, 4, 7, 5, 0, 7,\n",
      "        0, 1, 3, 2, 3, 5, 4, 1, 1, 4, 2, 1, 7, 9, 6, 7, 5, 2, 8, 1, 5, 5, 4, 6,\n",
      "        1, 1, 4, 9, 9, 1, 0, 5, 6, 3, 5, 7, 5, 9, 5, 0])\n",
      "tensor([1, 0, 9, 9, 4, 2, 1, 7, 6, 4, 9, 4, 7, 2, 8, 5, 3, 1, 8, 8, 9, 7, 1, 9,\n",
      "        0, 6, 4, 2, 7, 7, 8, 4, 0, 5, 2, 0, 2, 3, 3, 5, 4, 1, 2, 0, 9, 4, 3, 4,\n",
      "        8, 7, 3, 0, 1, 5, 5, 7, 1, 3, 0, 1, 7, 2, 2, 2])\n",
      "tensor([3, 7, 0, 3, 0, 3, 0, 9, 0, 8, 8, 1, 5, 1, 7, 7, 4, 1, 7, 7, 1, 4, 3, 9,\n",
      "        8, 4, 4, 9, 1, 9, 9, 2, 2, 8, 5, 3, 6, 8, 3, 8, 7, 0, 0, 6, 3, 4, 3, 4,\n",
      "        8, 5, 1, 6, 1, 3, 0, 0, 8, 2, 5, 6, 9, 9, 4, 3])\n",
      "tensor([3, 2, 1, 6, 9, 1, 0, 1, 1, 6, 1, 7, 8, 6, 1, 0, 4, 0, 5, 7, 8, 4, 6, 1,\n",
      "        8, 6, 7, 7, 5, 3, 0, 8, 1, 5, 6, 0, 3, 6, 6, 7, 3, 6, 5, 2, 1, 0, 1, 4,\n",
      "        0, 0, 9, 8, 2, 4, 3, 1, 1, 6, 1, 0, 0, 7, 1, 3])\n",
      "tensor([1, 1, 6, 6, 1, 5, 9, 3, 2, 4, 7, 8, 1, 3, 6, 9, 3, 6, 2, 3, 9, 2, 6, 6,\n",
      "        7, 9, 8, 5, 6, 6, 5, 9, 1, 8, 8, 4, 4, 4, 5, 9, 7, 0, 5, 6, 1, 4, 1, 6,\n",
      "        8, 2, 4, 1, 8, 7, 2, 9, 4, 1, 6, 6, 1, 3, 8, 6])\n",
      "tensor([5, 5, 3, 7, 3, 3, 8, 1, 8, 4, 4, 1, 2, 3, 8, 9, 7, 0, 9, 7, 8, 7, 0, 8,\n",
      "        0, 1, 1, 5, 5, 1, 3, 9, 4, 4, 7, 8, 3, 3, 7, 3, 5, 1, 6, 6, 9, 2, 8, 4,\n",
      "        4, 4, 0, 1, 4, 4, 4, 8, 4, 6, 7, 8, 4, 4, 3, 4])\n",
      "tensor([0, 0, 7, 3, 5, 3, 1, 6, 1, 9, 4, 1, 4, 8, 1, 3, 8, 8, 8, 6, 5, 0, 7, 7,\n",
      "        0, 7, 6, 8, 9, 4, 5, 3, 6, 5, 9, 5, 3, 6, 2, 7, 3, 1, 2, 0, 9, 2, 7, 9,\n",
      "        1, 9, 0, 0, 2, 4, 5, 7, 4, 9, 3, 3, 2, 9, 4, 0])\n",
      "tensor([3, 2, 8, 4, 8, 3, 2, 2, 5, 6, 0, 2, 1, 1, 8, 0, 5, 3, 6, 0, 0, 7, 9, 9,\n",
      "        1, 6, 9, 3, 3, 9, 9, 5, 7, 9, 5, 9, 0, 8, 9, 8, 2, 8, 9, 5, 6, 7, 8, 0,\n",
      "        1, 4, 4, 3, 7, 2, 4, 4, 7, 2, 7, 1, 8, 3, 1, 4])\n",
      "tensor([4, 3, 2, 5, 5, 4, 6, 1, 8, 7, 0, 8, 6, 0, 0, 6, 3, 2, 1, 4, 7, 2, 0, 3,\n",
      "        4, 3, 5, 5, 7, 1, 6, 4, 1, 6, 8, 6, 3, 0, 3, 9, 7, 6, 3, 0, 3, 4, 3, 0,\n",
      "        9, 5, 7, 2, 5, 6, 1, 1, 6, 1, 8, 0, 0, 3, 5, 9])\n",
      "tensor([3, 2, 2, 8, 4, 2, 5, 8, 4, 8, 6, 2, 4, 1, 9, 3, 4, 1, 4, 1, 7, 8, 1, 1,\n",
      "        4, 1, 9, 3, 2, 3, 5, 4, 3, 7, 1, 3, 9, 3, 1, 8, 9, 8, 7, 3, 4, 0, 1, 7,\n",
      "        4, 6, 8, 7, 5, 3, 1, 3, 3, 9, 5, 9, 8, 0, 2, 1])\n",
      "tensor([3, 0, 7, 5, 1, 3, 9, 3, 6, 6, 3, 2, 6, 6, 6, 1, 6, 1, 8, 5, 8, 8, 6, 0,\n",
      "        5, 2, 4, 7, 5, 3, 4, 8, 8, 6, 6, 5, 6, 8, 1, 7, 7, 7, 2, 2, 6, 6, 2, 5,\n",
      "        9, 4, 3, 1, 9, 6, 4, 1, 1, 9, 5, 8, 0, 0, 8, 1])\n",
      "tensor([2, 9, 3, 4, 4, 9, 7, 1, 2, 7, 4, 8, 4, 5, 5, 7, 1, 8, 5, 4, 9, 6, 0, 6,\n",
      "        4, 3, 3, 1, 5, 7, 3, 5, 6, 6, 2, 0, 9, 6, 2, 7, 7, 0, 5, 1, 3, 6, 7, 9,\n",
      "        6, 3, 8, 5, 9, 1, 2, 7, 2, 4, 5, 0, 7, 1, 9, 2])\n",
      "tensor([1, 9, 4, 7, 9, 7, 8, 9, 8, 0, 4, 3, 1, 9, 6, 2, 9, 3, 2, 7, 4, 7, 5, 9,\n",
      "        2, 9, 1, 8, 2, 6, 5, 2, 4, 9, 2, 2, 3, 7, 6, 6, 6, 8, 5, 6, 9, 8, 9, 9,\n",
      "        1, 5, 7, 3, 1, 6, 9, 8, 7, 5, 7, 7, 2, 3, 7, 3])\n",
      "tensor([2, 2, 5, 1, 8, 7, 9, 5, 7, 3, 7, 8, 4, 5, 2, 8, 4, 5, 0, 8, 3, 6, 9, 2,\n",
      "        1, 3, 1, 4, 6, 0, 3, 9, 3, 1, 1, 2, 2, 6, 3, 7, 0, 3, 1, 0, 8, 6, 2, 8,\n",
      "        9, 9, 1, 6, 9, 1, 1, 9, 2, 5, 2, 1, 3, 8, 3, 9])\n",
      "tensor([4, 3, 9, 0, 1, 3, 9, 4, 5, 9, 4, 6, 3, 5, 7, 2, 4, 2, 7, 2, 7, 9, 5, 4,\n",
      "        2, 3, 0, 2, 4, 1, 2, 4, 7, 7, 3, 1, 2, 5, 8, 3, 0, 3, 9, 0, 1, 3, 7, 7,\n",
      "        8, 7, 0, 9, 2, 7, 3, 1, 2, 8, 6, 0, 0, 6, 1, 1])\n",
      "tensor([7, 1, 6, 7, 8, 2, 2, 5, 1, 8, 1, 5, 7, 0, 8, 5, 7, 0, 7, 3, 2, 1, 8, 2,\n",
      "        3, 6, 2, 7, 8, 4, 5, 0, 0, 6, 1, 3, 8, 0, 6, 5, 5, 9, 4, 8, 6, 3, 0, 9,\n",
      "        5, 4, 7, 7, 6, 7, 5, 1, 1, 5, 1, 0, 1, 0, 3, 6])\n",
      "tensor([6, 3, 1, 1, 0, 1, 2, 4, 0, 3, 3, 7, 7, 2, 3, 3, 5, 0, 9, 1, 3, 1, 5, 5,\n",
      "        3, 6, 3, 0, 0, 8, 0, 6, 3, 3, 6, 5, 3, 8, 2, 2, 6, 8, 5, 5, 6, 1, 6, 0,\n",
      "        7, 0, 0, 9, 5, 0, 8, 3, 7, 8, 6, 0, 8, 5, 7, 7])\n",
      "tensor([4, 6, 2, 5, 3, 2, 2, 6, 0, 8, 8, 6, 8, 2, 8, 6, 2, 0, 1, 0, 1, 5, 4, 9,\n",
      "        7, 9, 1, 7, 2, 6, 6, 9, 0, 4, 8, 7, 4, 5, 2, 0, 6, 9, 4, 2, 1, 0, 7, 2,\n",
      "        1, 0, 5, 9, 7, 1, 2, 5, 8, 5, 1, 4, 0, 1, 5, 8])\n",
      "tensor([1, 9, 7, 5, 2, 7, 9, 6, 5, 9, 5, 4, 2, 1, 0, 3, 7, 1, 3, 8, 3, 4, 3, 6,\n",
      "        0, 9, 6, 2, 6, 4, 9, 2, 8, 4, 0, 8, 1, 9, 0, 7, 0, 9, 5, 3, 0, 6, 9, 4,\n",
      "        2, 2, 5, 6, 5, 8, 7, 0, 6, 6, 4, 7, 1, 7, 2, 6])\n",
      "tensor([6, 8, 4, 0, 9, 5, 1, 8, 5, 0, 9, 8, 9, 9, 4, 3, 0, 7, 4, 7, 8, 4, 1, 4,\n",
      "        3, 7, 9, 3, 9, 3, 4, 3, 7, 1, 2, 4, 1, 8, 6, 6, 4, 9, 0, 7, 0, 7, 1, 0,\n",
      "        1, 5, 4, 4, 7, 6, 2, 6, 7, 3, 5, 1, 2, 5, 7, 1])\n",
      "tensor([9, 9, 9, 8, 4, 1, 5, 7, 0, 1, 4, 1, 5, 4, 3, 8, 0, 3, 5, 8, 4, 1, 0, 2,\n",
      "        6, 7, 5, 3, 7, 8, 7, 8, 0, 2, 4, 1, 5, 9, 7, 3, 7, 1, 3, 6, 6, 4, 4, 0,\n",
      "        3, 6, 3, 9, 4, 6, 0, 9, 2, 1, 4, 2, 1, 1, 0, 6])\n",
      "tensor([9, 7, 0, 8, 7, 8, 0, 9, 4, 8, 9, 2, 2, 1, 0, 0, 4, 0, 8, 7, 3, 9, 2, 9,\n",
      "        5, 6, 9, 9, 8, 3, 8, 7, 2, 0, 4, 5, 8, 9, 8, 2, 6, 6, 0, 6, 6, 8, 4, 9,\n",
      "        3, 9, 2, 5, 2, 7, 3, 3, 7, 1, 7, 1, 9, 7, 7, 2])\n",
      "tensor([1, 8, 1, 6, 9, 3, 3, 4, 7, 5, 0, 5, 0, 8, 7, 6, 5, 3, 8, 2, 7, 0, 6, 1,\n",
      "        3, 9, 3, 0, 4, 8, 4, 2, 7, 3, 9, 0, 7, 8, 9, 8, 3, 8, 0, 6, 4, 9, 5, 1,\n",
      "        0, 7, 3, 8, 0, 9, 2, 9, 5, 9, 7, 2, 6, 5, 7, 7])\n",
      "tensor([2, 7, 1, 8, 4, 8, 4, 6, 8, 3, 2, 9, 0, 9, 1, 7, 4, 8, 9, 6, 5, 7, 5, 2,\n",
      "        6, 9, 3, 9, 5, 1, 9, 1, 7, 1, 7, 0, 0, 6, 1, 4, 6, 2, 8, 9, 3, 2, 5, 7,\n",
      "        8, 7, 7, 9, 1, 0, 6, 5, 0, 4, 7, 0, 7, 3, 0, 3])\n",
      "tensor([0, 0, 9, 4, 3, 0, 7, 1, 4, 2, 9, 6, 5, 4, 1, 1, 6, 3, 5, 5, 0, 9, 2, 7,\n",
      "        2, 3, 2, 3, 0, 2, 7, 2, 4, 6, 5, 1, 5, 2, 5, 3, 5, 9, 8, 6, 2, 3, 1, 1,\n",
      "        7, 3, 7, 9, 1, 2, 2, 9, 8, 9, 2, 9, 8, 1, 1, 3])\n",
      "tensor([0, 9, 1, 9, 8, 1, 2, 9, 0, 9, 4, 4, 9, 2, 4, 9, 6, 5, 4, 1, 2, 2, 2, 5,\n",
      "        7, 4, 2, 5, 3, 4, 5, 5, 1, 2, 0, 0, 4, 1, 2, 4, 0, 0, 7, 7, 7, 0, 5, 8,\n",
      "        3, 3, 0, 8, 6, 9, 3, 4, 1, 1, 8, 4, 9, 5, 9, 2])\n",
      "tensor([4, 1, 1, 5, 5, 9, 4, 1, 8, 8, 7, 1, 0, 6, 1, 2, 3, 5, 5, 7, 8, 4, 7, 8,\n",
      "        5, 3, 8, 3, 3, 3, 0, 9, 1, 1, 7, 3, 0, 1, 9, 1, 3, 6, 2, 9, 0, 1, 7, 0,\n",
      "        9, 7, 5, 1, 6, 7, 0, 9, 3, 1, 1, 9, 2, 4, 2, 5])\n",
      "tensor([6, 9, 8, 5, 2, 2, 0, 4, 0, 6, 1, 2, 3, 3, 3, 0, 6, 6, 1, 6, 0, 6, 9, 3,\n",
      "        7, 2, 0, 0, 6, 2, 6, 8, 9, 1, 2, 8, 0, 1, 5, 8, 0, 6, 4, 1, 7, 2, 4, 4,\n",
      "        8, 7, 1, 5, 1, 8, 3, 9, 5, 9, 2, 5, 6, 1, 4, 6])\n",
      "tensor([5, 0, 8, 0, 0, 3, 1, 9, 4, 2, 9, 8, 0, 6, 7, 2, 8, 4, 2, 5, 6, 9, 0, 1,\n",
      "        9, 9, 4, 1, 5, 7, 5, 5, 5, 4, 4, 8, 1, 6, 1, 1, 2, 5, 0, 1, 0, 1, 1, 3,\n",
      "        9, 4, 8, 7, 6, 8, 7, 9, 7, 1, 2, 0, 7, 9, 7, 3])\n",
      "tensor([9, 3, 2, 3, 5, 1, 8, 0, 0, 3, 1, 8, 5, 4, 8, 5, 9, 9, 1, 5, 0, 4, 6, 6,\n",
      "        3, 8, 7, 2, 4, 4, 6, 0, 1, 9, 8, 3, 0, 6, 3, 7, 5, 0, 7, 3, 8, 6, 0, 4,\n",
      "        0, 4, 8, 5, 5, 3, 0, 1, 1, 9, 7, 3, 9, 3, 7, 7])\n",
      "tensor([4, 8, 7, 2, 6, 9, 2, 7, 9, 6, 4, 8, 2, 5, 6, 7, 9, 8, 0, 5, 7, 7, 4, 1,\n",
      "        9, 5, 4, 9, 9, 1, 1, 6, 8, 6, 5, 4, 1, 6, 7, 6, 1, 4, 6, 4, 9, 4, 0, 3,\n",
      "        1, 1, 5, 7, 9, 3, 9, 9, 6, 5, 9, 6, 8, 1, 7, 1])\n",
      "tensor([8, 1, 1, 0, 9, 1, 9, 2, 5, 6, 5, 0, 3, 7, 8, 8, 5, 0, 1, 9, 7, 8, 9, 7,\n",
      "        1, 4, 4, 7, 3, 5, 3, 9, 4, 5, 5, 9, 2, 3, 2, 7, 3, 5, 3, 0, 1, 3, 3, 2,\n",
      "        9, 1, 3, 6, 3, 0, 6, 1, 3, 4, 3, 9, 3, 7, 2, 4])\n",
      "tensor([0, 1, 3, 5, 4, 6, 0, 9, 7, 6, 5, 0, 9, 3, 3, 9, 6, 5, 9, 7, 9, 3, 9, 7,\n",
      "        5, 8, 9, 9, 7, 0, 8, 0, 1, 4, 6, 8, 2, 8, 7, 7, 2, 4, 3, 7, 3, 4, 0, 8,\n",
      "        3, 4, 2, 9, 6, 4, 9, 9, 2, 4, 2, 8, 7, 3, 3, 8])\n",
      "tensor([7, 2, 7, 7, 3, 3, 9, 0, 6, 7, 2, 9, 7, 6, 3, 4, 3, 8, 9, 4, 1, 9, 3, 7,\n",
      "        0, 1, 4, 8, 8, 2, 3, 5, 2, 2, 4, 0, 2, 6, 9, 2, 2, 9, 3, 7, 7, 4, 6, 6,\n",
      "        9, 3, 9, 3, 2, 0, 6, 6, 0, 0, 1, 1, 1, 3, 8, 4])\n",
      "tensor([7, 7, 6, 3, 1, 0, 9, 3, 0, 0, 7, 3, 2, 7, 2, 7, 4, 2, 1, 3, 4, 0, 3, 9,\n",
      "        7, 9, 9, 5, 2, 4, 2, 6, 6, 1, 0, 2, 5, 4, 3, 3, 5, 1, 8, 3, 5, 4, 6, 9,\n",
      "        0, 5, 1, 2, 2, 7, 0, 3, 7, 1, 3, 8, 2, 9, 0, 1])\n",
      "tensor([2, 6, 0, 1, 2, 7, 6, 2, 5, 8, 4, 8, 4, 1, 1, 1, 7, 8, 4, 3, 7, 9, 2, 7,\n",
      "        4, 1, 3, 2, 2, 7, 7, 4, 9, 1, 4, 9, 5, 2, 4, 2, 1, 3, 4, 4, 7, 1, 8, 3,\n",
      "        1, 0, 3, 0, 5, 1, 1, 8, 9, 7, 5, 5, 2, 0, 8, 0])\n",
      "tensor([8, 4, 3, 7, 7, 3, 3, 3, 5, 1, 1, 1, 8, 7, 5, 6, 6, 1, 2, 7, 2, 1, 1, 0,\n",
      "        8, 6, 7, 6, 7, 1, 4, 9, 6, 8, 7, 4, 7, 9, 2, 9, 2, 2, 9, 7, 7, 0, 8, 6,\n",
      "        8, 0, 9, 5, 3, 4, 9, 4, 7, 8, 8, 6, 8, 0, 8, 5])\n",
      "tensor([9, 5, 0, 8, 1, 3, 1, 9, 5, 1, 7, 4, 6, 8, 6, 8, 8, 7, 8, 2, 2, 7, 6, 3,\n",
      "        6, 1, 7, 0, 5, 8, 0, 2, 2, 0, 5, 4, 8, 2, 4, 5, 1, 5, 6, 4, 0, 0, 6, 7,\n",
      "        2, 9, 9, 4, 5, 4, 9, 8, 1, 3, 8, 0, 7, 5, 8, 7])\n",
      "tensor([9, 8, 0, 8, 1, 9, 9, 3, 6, 5, 5, 3, 4, 4, 5, 2, 4, 1, 5, 8, 9, 6, 6, 7,\n",
      "        2, 6, 6, 0, 4, 9, 1, 6, 3, 6, 2, 8, 4, 9, 9, 2, 1, 0, 2, 5, 7, 3, 1, 0,\n",
      "        5, 8, 1, 1, 4, 8, 8, 9, 1, 1, 7, 8, 1, 1, 3, 6])\n",
      "tensor([5, 7, 4, 7, 3, 0, 8, 3, 5, 3, 7, 7, 6, 1, 8, 2, 7, 4, 5, 0, 7, 8, 6, 7,\n",
      "        3, 1, 7, 0, 8, 0, 0, 2, 3, 8, 8, 0, 8, 5, 2, 1, 8, 3, 7, 7, 1, 8, 6, 8,\n",
      "        7, 0, 2, 4, 2, 3, 9, 8, 9, 5, 9, 3, 6, 2, 9, 3])\n",
      "tensor([2, 1, 8, 6, 8, 2, 5, 4, 2, 8, 4, 4, 9, 2, 3, 0, 6, 1, 0, 8, 9, 1, 5, 2,\n",
      "        9, 4, 1, 6, 2, 5, 6, 4, 8, 8, 7, 1, 9, 9, 5, 6, 2, 6, 8, 7, 4, 1, 6, 5,\n",
      "        5, 3, 5, 3, 1, 7, 3, 8, 7, 3, 3, 4, 7, 1, 2, 6])\n",
      "tensor([0, 6, 5, 3, 8, 6, 4, 9, 2, 8, 1, 2, 7, 4, 7, 6, 2, 0, 4, 2, 2, 7, 7, 9,\n",
      "        9, 0, 8, 5, 2, 3, 5, 1, 0, 8, 1, 3, 6, 8, 7, 6, 9, 4, 0, 6, 1, 0, 2, 0,\n",
      "        1, 9, 4, 7, 6, 8, 1, 5, 9, 6, 9, 2, 3, 3, 8, 6])\n",
      "tensor([4, 2, 7, 8, 4, 1, 7, 1, 7, 3, 2, 7, 3, 4, 6, 3, 3, 4, 7, 0, 4, 7, 1, 2,\n",
      "        0, 8, 5, 7, 2, 2, 9, 2, 4, 5, 2, 5, 9, 3, 9, 1, 6, 4, 4, 9, 3, 0, 8, 1,\n",
      "        3, 2, 7, 2, 4, 1, 6, 6, 7, 8, 0, 0, 8, 9, 8, 5])\n",
      "tensor([1, 2, 2, 2, 3, 8, 1, 6, 2, 5, 4, 2, 0, 3, 3, 1, 1, 3, 3, 4, 0, 3, 8, 7,\n",
      "        0, 5, 4, 2, 0, 4, 0, 6, 1, 8, 1, 3, 6, 7, 8, 7, 7, 4, 0, 7, 9, 6, 4, 3,\n",
      "        4, 0, 7, 9, 6, 8, 0, 1, 5, 0, 6, 3, 2, 8, 1, 3])\n",
      "tensor([2, 1, 9, 3, 1, 6, 8, 0, 7, 9, 1, 2, 8, 2, 1, 8, 0, 7, 3, 5, 4, 0, 2, 3,\n",
      "        0, 8, 3, 9, 9, 7, 5, 5, 9, 9, 4, 6, 1, 7, 3, 1, 4, 2, 2, 7, 2, 9, 4, 1,\n",
      "        2, 2, 9, 5, 9, 4, 3, 2, 0, 2, 8, 9, 4, 5, 6, 1])\n",
      "tensor([5, 4, 4, 0, 8, 5, 5, 3, 6, 8, 1, 6, 3, 4, 4, 7, 1, 3, 9, 2, 1, 1, 5, 0,\n",
      "        0, 0, 2, 6, 7, 2, 9, 7, 5, 5, 7, 8, 0, 9, 4, 2, 3, 8, 7, 3, 4, 3, 1, 2,\n",
      "        1, 1, 8, 3, 1, 4, 1, 9, 2, 5, 6, 7, 2, 6, 2, 6])\n",
      "tensor([6, 8, 6, 9, 5, 2, 0, 9, 1, 4, 8, 4, 0, 6, 2, 7, 0, 5, 1, 2, 9, 4, 1, 2,\n",
      "        8, 8, 9, 3, 8, 6, 2, 1, 4, 7, 5, 2, 3, 0, 1, 0, 8, 0, 7, 6, 0, 1, 1, 4,\n",
      "        1, 0, 0, 3, 5, 8, 6, 1, 9, 5, 8, 7, 6, 3, 0, 0])\n",
      "tensor([9, 7, 7, 1, 1, 5, 0, 1, 1, 0, 5, 0, 7, 6, 1, 2, 9, 8, 1, 1, 2, 6, 9, 6,\n",
      "        8, 5, 9, 3, 4, 7, 4, 5, 9, 1, 9, 0, 7, 5, 4, 3, 8, 4, 2, 8, 0, 0, 5, 6,\n",
      "        1, 9, 8, 2, 3, 5, 7, 8, 5, 1, 1, 0, 6, 1, 7, 9])\n",
      "tensor([6, 8, 6, 5, 9, 3, 8, 0, 6, 9, 7, 0, 1, 3, 4, 7, 3, 4, 1, 8, 1, 6, 7, 0,\n",
      "        9, 9, 8, 1, 1, 6, 4, 0, 9, 7, 8, 6, 7, 5, 4, 5, 7, 1, 5, 1, 1, 4, 0, 4,\n",
      "        2, 7, 1, 2, 8, 5, 5, 5, 1, 4, 0, 5, 8, 2, 1, 3])\n",
      "tensor([5, 7, 0, 6, 9, 1, 9, 4, 3, 4, 1, 2, 0, 1, 2, 6, 8, 9, 6, 6, 8, 0, 2, 3,\n",
      "        1, 9, 1, 6, 0, 1, 8, 3, 1, 3, 1, 3, 6, 6, 4, 5, 7, 9, 2, 1, 2, 3, 7, 1,\n",
      "        1, 5, 2, 4, 0, 7, 8, 9, 1, 3, 8, 3, 4, 8, 0, 2])\n",
      "tensor([9, 9, 6, 1, 0, 2, 9, 3, 7, 6, 3, 4, 2, 2, 4, 8, 4, 2, 2, 6, 5, 0, 7, 3,\n",
      "        7, 0, 6, 0, 1, 3, 7, 0, 7, 4, 6, 5, 0, 6, 8, 9, 2, 3, 1, 5, 5, 8, 1, 7,\n",
      "        3, 6, 2, 5, 2, 0, 5, 6, 2, 1, 6, 7, 7, 0, 4, 3])\n",
      "tensor([9, 1, 4, 1, 9, 5, 8, 0, 1, 4, 7, 1, 7, 5, 0, 2, 1, 2, 2, 5, 3, 7, 4, 3,\n",
      "        0, 5, 4, 8, 1, 0, 8, 8, 6, 9, 1, 8, 2, 1, 8, 4, 2, 6, 0, 8, 9, 9, 1, 4,\n",
      "        0, 3, 8, 3, 0, 2, 2, 3, 0, 1, 1, 3, 2, 7, 7, 1])\n",
      "tensor([1, 9, 2, 1, 4, 6, 0, 2, 9, 1, 1, 3, 4, 0, 8, 1, 6, 5, 1, 0, 9, 7, 2, 9,\n",
      "        6, 7, 7, 0, 2, 5, 8, 8, 0, 3, 9, 4, 3, 9, 4, 7, 2, 9, 6, 3, 0, 3, 6, 0,\n",
      "        8, 9, 4, 7, 6, 6, 6, 5, 9, 9, 1, 1, 6, 3, 2, 2])\n",
      "tensor([4, 0, 9, 3, 9, 8, 8, 4, 5, 7, 4, 8, 0, 2, 8, 5, 4, 7, 3, 6, 0, 0, 6, 8,\n",
      "        2, 4, 1, 3, 5, 9, 5, 3, 8, 4, 1, 2, 0, 7, 2, 9, 8, 7, 2, 5, 3, 8, 0, 5,\n",
      "        6, 3, 0, 7, 9, 8, 5, 2, 1, 3, 9, 7, 2, 1, 2, 9])\n",
      "tensor([2, 9, 5, 9, 7, 8, 2, 7, 0, 6, 1, 2, 4, 9, 2, 7, 8, 7, 6, 8, 5, 7, 4, 1,\n",
      "        8, 5, 4, 0, 2, 3, 6, 2, 6, 7, 4, 1, 1, 4, 9, 9, 9, 8, 0, 1, 6, 4, 3, 7,\n",
      "        4, 5, 4, 7, 8, 1, 5, 8, 1, 4, 0, 0, 8, 9, 9, 3])\n",
      "tensor([7, 1, 3, 6, 6, 4, 1, 8, 6, 3, 8, 7, 8, 2, 4, 9, 3, 8, 1, 1, 8, 7, 1, 3,\n",
      "        9, 9, 1, 4, 6, 6, 0, 6, 2, 5, 9, 6, 2, 9, 9, 9, 7, 7, 9, 4, 9, 8, 4, 5,\n",
      "        4, 6, 2, 0, 8, 4, 0, 5, 9, 7, 0, 1, 1, 3, 5, 0])\n",
      "tensor([4, 2, 5, 3, 8, 0, 6, 8, 1, 7, 1, 5, 7, 7, 9, 0, 3, 1, 9, 3, 0, 3, 7, 3,\n",
      "        3, 7, 0, 3, 3, 5, 4, 5, 8, 9, 1, 1, 9, 6, 7, 0, 2, 6, 6, 1, 0, 1, 3, 5,\n",
      "        5, 3, 1, 5, 6, 0, 1, 8, 6, 7, 6, 9, 6, 7, 6, 7])\n",
      "tensor([2, 6, 7, 7, 1, 7, 7, 9, 1, 1, 1, 8, 5, 7, 7, 8, 6, 7, 3, 1, 2, 4, 2, 9,\n",
      "        7, 7, 2, 7, 4, 5, 3, 5, 3, 8, 6, 9, 2, 0, 6, 6, 2, 6, 9, 3, 2, 2, 4, 9,\n",
      "        4, 3, 7, 9, 7, 3, 0, 0, 6, 3, 9, 5, 8, 4, 4, 1])\n",
      "tensor([4, 2, 1, 9, 4, 1, 5, 0, 1, 2, 7, 8, 4, 3, 7, 7, 5, 4, 1, 4, 3, 5, 1, 9,\n",
      "        7, 3, 2, 0, 0, 7, 4, 7, 3, 2, 6, 2, 4, 3, 0, 1, 4, 0, 1, 2, 5, 6, 4, 5,\n",
      "        7, 8, 4, 6, 6, 5, 8, 4, 4, 7, 1, 5, 8, 9, 3, 5])\n",
      "tensor([2, 2, 0, 1, 5, 7, 4, 3, 3, 5, 1, 8, 7, 6, 2, 1, 6, 0, 2, 4, 1, 2, 7, 8,\n",
      "        4, 6, 8, 6, 4, 4, 8, 6, 4, 0, 0, 7, 0, 5, 2, 2, 1, 4, 7, 7, 8, 1, 2, 6,\n",
      "        6, 8, 9, 7, 6, 8, 1, 3, 6, 3, 9, 6, 3, 1, 2, 8])\n",
      "tensor([2, 6, 1, 6, 6, 2, 3, 5, 9, 1, 2, 1, 1, 4, 8, 8, 5, 5, 8, 7, 4, 7, 4, 8,\n",
      "        4, 2, 2, 9, 2, 1, 4, 6, 1, 7, 3, 7, 4, 0, 4, 2, 5, 1, 4, 7, 3, 2, 4, 5,\n",
      "        1, 7, 4, 0, 5, 8, 1, 0, 2, 8, 6, 8, 0, 8, 8, 5])\n",
      "tensor([6, 2, 0, 1, 2, 6, 5, 9, 9, 7, 8, 3, 4, 5, 0, 9, 8, 8, 0, 3, 9, 5, 2, 8,\n",
      "        2, 8, 7, 1, 2, 4, 5, 5, 8, 1, 3, 0, 6, 4, 9, 4, 4, 8, 6, 0, 2, 9, 2, 6,\n",
      "        7, 2, 6, 5, 3, 3, 5, 2, 3, 2, 6, 6, 9, 9, 6, 1])\n",
      "tensor([6, 9, 5, 7, 2, 2, 4, 3, 9, 7, 4, 1, 7, 4, 5, 7, 5, 0, 5, 1, 6, 2, 9, 5,\n",
      "        5, 3, 0, 3, 3, 9, 3, 6, 2, 8, 9, 2, 3, 2, 0, 6, 0, 4, 6, 0, 1, 6, 5, 9,\n",
      "        2, 1, 0, 1, 7, 1, 3, 4, 9, 5, 8, 0, 7, 6, 8, 1])\n",
      "tensor([5, 0, 6, 3, 4, 7, 9, 8, 7, 3, 7, 7, 0, 3, 0, 6, 7, 0, 7, 7, 9, 9, 6, 6,\n",
      "        3, 5, 3, 1, 3, 5, 2, 1, 1, 3, 7, 0, 9, 7, 2, 6, 4, 3, 6, 6, 4, 4, 4, 0,\n",
      "        0, 5, 9, 9, 6, 0, 8, 9, 6, 3, 1, 2, 4, 1, 1, 9])\n",
      "tensor([3, 5, 6, 5, 2, 8, 6, 4, 0, 9, 9, 2, 2, 5, 9, 4, 6, 3, 2, 0, 1, 9, 8, 4,\n",
      "        2, 7, 2, 2, 3, 4, 0, 0, 1, 6, 7, 4, 0, 7, 8, 0, 1, 6, 1, 5, 9, 1, 2, 1,\n",
      "        5, 3, 9, 0, 2, 6, 5, 4, 4, 5, 2, 1, 6, 1, 0, 9])\n",
      "tensor([0, 6, 3, 0, 2, 6, 5, 1, 0, 3, 8, 1, 0, 2, 1, 0, 0, 5, 9, 2, 7, 9, 6, 8,\n",
      "        7, 1, 9, 2, 5, 1, 7, 8, 6, 9, 1, 2, 1, 6, 5, 4, 8, 6, 9, 0, 7, 9, 9, 6,\n",
      "        3, 2, 6, 6, 0, 3, 5, 8, 4, 7, 4, 3, 9, 0, 3, 6])\n",
      "tensor([0, 7, 5, 9, 7, 1, 5, 1, 9, 1, 0, 3, 6, 1, 4, 1, 4, 1, 8, 8, 8, 7, 1, 2,\n",
      "        2, 2, 9, 2, 4, 6, 3, 4, 6, 1, 0, 3, 8, 0, 3, 5, 7, 6, 8, 7, 0, 2, 0, 3,\n",
      "        4, 8, 0, 4, 5, 7, 3, 2, 9, 9, 4, 8, 3, 5, 5, 3])\n",
      "tensor([6, 7, 0, 9, 0, 9, 3, 9, 3, 2, 7, 5, 6, 1, 6, 3, 7, 8, 1, 5, 3, 5, 6, 8,\n",
      "        5, 1, 0, 0, 0, 2, 5, 1, 4, 5, 8, 2, 6, 6, 0, 5, 3, 5, 8, 7, 8, 6, 1, 0,\n",
      "        6, 1, 0, 3, 1, 7, 5, 7, 2, 8, 8, 6, 8, 9, 4, 1])\n",
      "tensor([1, 1, 5, 8, 2, 2, 7, 2, 7, 2, 8, 1, 5, 7, 2, 1, 5, 1, 5, 3, 2, 6, 4, 0,\n",
      "        5, 3, 6, 1, 6, 7, 4, 8, 7, 7, 3, 5, 9, 3, 9, 3, 6, 8, 7, 2, 3, 6, 2, 5,\n",
      "        6, 0, 5, 9, 9, 8, 5, 7, 5, 5, 3, 3, 2, 0, 5, 7])\n",
      "tensor([1, 4, 9, 1, 2, 2, 3, 2, 8, 8, 0, 7, 0, 8, 7, 0, 0, 0, 1, 8, 8, 0, 2, 8,\n",
      "        5, 3, 5, 8, 7, 1, 7, 7, 2, 3, 0, 5, 8, 8, 8, 5, 4, 6, 9, 4, 4, 3, 4, 1,\n",
      "        1, 8, 4, 6, 6, 3, 5, 7, 3, 8, 7, 1, 1, 7, 9, 0])\n",
      "tensor([7, 6, 2, 0, 6, 9, 4, 4, 7, 9, 1, 0, 9, 1, 0, 7, 8, 1, 0, 2, 9, 8, 7, 5,\n",
      "        6, 1, 3, 0, 0, 7, 0, 4, 0, 7, 7, 9, 1, 7, 0, 4, 6, 4, 8, 2, 0, 2, 3, 5,\n",
      "        9, 0, 7, 7, 8, 6, 7, 8, 6, 5, 1, 5, 3, 9, 2, 2])\n",
      "tensor([8, 9, 7, 5, 7, 7, 0, 4, 6, 7, 7, 7, 8, 5, 2, 1, 5, 1, 2, 3, 0, 3, 4, 0,\n",
      "        8, 8, 0, 5, 9, 3, 7, 7, 0, 6, 1, 9, 6, 6, 7, 3, 0, 3, 8, 4, 2, 2, 2, 8,\n",
      "        1, 9, 2, 2, 2, 9, 3, 7, 2, 5, 3, 0, 3, 0, 8, 4])\n",
      "tensor([4, 8, 8, 8, 3, 5, 1, 3, 5, 2, 2, 3, 8, 6, 8, 4, 4, 5, 3, 4, 1, 2, 7, 3,\n",
      "        1, 1, 7, 9, 1, 2, 6, 7, 1, 9, 3, 0, 9, 7, 2, 5, 2, 0, 8, 2, 1, 8, 8, 3,\n",
      "        1, 2, 6, 0, 1, 0, 7, 4, 9, 7, 8, 0, 1, 3, 6, 8])\n",
      "tensor([1, 9, 4, 2, 5, 1, 4, 6, 0, 5, 7, 8, 4, 2, 3, 0, 5, 0, 0, 7, 5, 0, 3, 2,\n",
      "        7, 7, 1, 5, 6, 0, 6, 7, 6, 6, 1, 9, 7, 4, 6, 1, 8, 4, 0, 1, 0, 8, 8, 1,\n",
      "        6, 3, 7, 0, 2, 4, 7, 1, 3, 6, 2, 3, 4, 0, 5, 7])\n",
      "tensor([8, 6, 3, 3, 2, 6, 7, 5, 0, 8, 0, 2, 3, 8, 6, 3, 9, 9, 1, 6, 9, 7, 8, 5,\n",
      "        6, 6, 8, 7, 2, 4, 2, 6, 1, 1, 8, 5, 6, 6, 3, 9, 6, 6, 2, 2, 6, 2, 7, 2,\n",
      "        4, 6, 4, 4, 2, 5, 0, 9, 2, 8, 6, 1, 0, 0, 2, 7])\n",
      "tensor([2, 4, 4, 7, 4, 7, 5, 7, 6, 2, 3, 9, 7, 1, 3, 1, 2, 8, 4, 1, 5, 1, 0, 2,\n",
      "        3, 2, 6, 5, 2, 3, 6, 5, 4, 8, 3, 4, 0, 6, 2, 8, 1, 3, 0, 0, 7, 0, 4, 5,\n",
      "        6, 6, 4, 0, 0, 1, 8, 1, 5, 7, 2, 8, 8, 4, 2, 7])\n",
      "tensor([4, 9, 1, 2, 9, 2, 6, 9, 0, 7, 7, 6, 1, 5, 6, 7, 3, 8, 3, 8, 1, 3, 2, 8,\n",
      "        6, 8, 2, 4, 4, 3, 7, 1, 7, 9, 6, 6, 0, 9, 3, 1, 7, 4, 8, 0, 6, 6, 1, 9,\n",
      "        4, 2, 3, 2, 8, 5, 8, 5, 0, 3, 6, 9, 1, 3, 2, 6])\n",
      "tensor([2, 2, 0, 8, 6, 7, 8, 1, 6, 1, 7, 2, 0, 5, 1, 7, 2, 0, 2, 8, 8, 9, 5, 2,\n",
      "        1, 6, 5, 8, 1, 8, 2, 1, 2, 6, 7, 3, 7, 1, 2, 1, 6, 6, 5, 8, 6, 5, 3, 6,\n",
      "        5, 3, 4, 3, 3, 7, 0, 4, 7, 2, 6, 9, 7, 4, 4, 0])\n",
      "tensor([0, 0, 9, 9, 2, 4, 9, 3, 4, 6, 4, 2, 4, 3, 2, 8, 0, 4, 6, 4, 7, 9, 9, 4,\n",
      "        1, 1, 0, 6, 6, 3, 4, 4, 5, 1, 2, 4, 2, 7, 7, 6, 6, 8, 3, 9, 9, 2, 2, 6,\n",
      "        5, 4, 5, 2, 4, 1, 2, 5, 7, 0, 9, 0, 1, 0, 4, 5])\n",
      "tensor([8, 9, 3, 4, 5, 2, 6, 2, 2, 0, 6, 7, 6, 7, 4, 9, 0, 3, 8, 0, 9, 4, 1, 1,\n",
      "        3, 7, 0, 2, 3, 4, 6, 5, 7, 7, 1, 3, 2, 6, 4, 1, 7, 1, 5, 6, 0, 5, 3, 2,\n",
      "        1, 9, 5, 9, 2, 4, 6, 3, 1, 4, 8, 8, 5, 3, 1, 3])\n",
      "tensor([4, 5, 3, 0, 2, 3, 1, 8, 2, 9, 4, 3, 5, 4, 9, 5, 6, 3, 0, 6, 3, 7, 9, 2,\n",
      "        4, 0, 5, 4, 6, 6, 2, 1, 1, 7, 0, 4, 8, 4, 3, 3, 5, 2, 9, 8, 7, 9, 0, 6,\n",
      "        3, 0, 0, 9, 8, 4, 8, 1, 8, 0, 7, 2, 9, 0, 4, 9])\n",
      "tensor([9, 5, 1, 2, 4, 0, 4, 0, 0, 3, 0, 2, 8, 7, 4, 2, 3, 5, 7, 8, 7, 0, 9, 7,\n",
      "        5, 5, 2, 3, 9, 7, 5, 1, 6, 6, 1, 7, 9, 4, 2, 7, 0, 5, 3, 6, 7, 1, 6, 4,\n",
      "        0, 1, 2, 9, 3, 7, 2, 2, 8, 0, 0, 2, 9, 5, 4, 7])\n",
      "tensor([0, 9, 7, 2, 9, 3, 2, 5, 2, 1, 1, 4, 3, 6, 4, 9, 8, 9, 2, 4, 4, 1, 0, 6,\n",
      "        4, 4, 9, 1, 7, 7, 1, 4, 4, 1, 9, 4, 0, 1, 3, 7, 7, 0, 9, 3, 3, 3, 5, 1,\n",
      "        3, 0, 2, 5, 6, 4, 2, 1, 4, 9, 3, 6, 5, 6, 5, 3])\n",
      "tensor([5, 9, 2, 3, 1, 5, 5, 2, 6, 1, 0, 2, 1, 7, 7, 6, 7, 6, 3, 3, 8, 6, 3, 5,\n",
      "        0, 0, 7, 5, 8, 1, 3, 4, 0, 6, 1, 1, 7, 9, 1, 8, 3, 9, 7, 0, 5, 7, 0, 5,\n",
      "        9, 7, 9, 0, 8, 8, 7, 2, 5, 5, 1, 0, 2, 5, 4, 5])\n",
      "tensor([6, 1, 4, 8, 7, 1, 4, 9, 3, 6, 2, 0, 9, 7, 6, 6, 0, 3, 7, 2, 4, 8, 2, 0,\n",
      "        7, 7, 9, 0, 9, 6, 3, 1, 0, 3, 0, 7, 1, 7, 6, 2, 0, 0, 6, 8, 2, 7, 7, 0,\n",
      "        6, 7, 9, 0, 2, 4, 3, 0, 1, 0, 3, 3, 7, 7, 4, 7])\n",
      "tensor([9, 4, 2, 7, 0, 7, 7, 2, 7, 2, 3, 8, 3, 9, 1, 5, 0, 7, 3, 5, 6, 9, 2, 8,\n",
      "        5, 3, 9, 5, 9, 0, 8, 4, 8, 6, 5, 0, 0, 7, 3, 9, 9, 3, 7, 9, 4, 4, 0, 2,\n",
      "        9, 8, 7, 2, 5, 6, 9, 0, 2, 2, 4, 3, 4, 4, 3, 3])\n",
      "tensor([0, 2, 0, 9, 5, 0, 6, 2, 9, 8, 2, 8, 4, 8, 2, 3, 9, 7, 5, 0, 3, 3, 3, 8,\n",
      "        5, 8, 2, 2, 8, 3, 8, 1, 9, 6, 9, 6, 8, 6, 0, 4, 3, 3, 3, 4, 0, 8, 4, 3,\n",
      "        3, 6, 9, 7, 2, 2, 2, 0, 6, 6, 1, 3, 9, 3, 5, 8])\n",
      "tensor([1, 3, 9, 6, 7, 4, 8, 2, 9, 6, 9, 8, 2, 4, 4, 4, 3, 2, 3, 7, 6, 1, 1, 7,\n",
      "        0, 4, 4, 0, 1, 2, 2, 3, 7, 2, 6, 5, 4, 5, 0, 4, 8, 4, 1, 2, 7, 1, 1, 1,\n",
      "        8, 0, 8, 8, 8, 9, 6, 9, 6, 6, 2, 2, 7, 5, 2, 9])\n",
      "tensor([2, 6, 7, 4, 8, 6, 9, 5, 1, 0, 6, 5, 4, 9, 5, 3, 2, 3, 5, 2, 9, 3, 5, 7,\n",
      "        8, 4, 6, 6, 5, 7, 2, 4, 7, 8, 5, 8, 5, 7, 5, 6, 1, 7, 3, 0, 7, 5, 3, 4,\n",
      "        5, 1, 4, 4, 1, 0, 0, 0, 9, 1, 2, 4, 8, 5, 9, 5])\n",
      "tensor([6, 4, 6, 5, 6, 9, 3, 7, 4, 7, 2, 4, 4, 6, 1, 1, 4, 4, 9, 0, 3, 5, 3, 9,\n",
      "        3, 0, 0, 6, 0, 8, 1, 3, 6, 6, 5, 0, 0, 9, 4, 1, 8, 5, 3, 2, 8, 6, 8, 8,\n",
      "        6, 5, 6, 9, 7, 6, 9, 4, 8, 9, 9, 8, 3, 8, 2, 6])\n",
      "tensor([1, 8, 7, 7, 8, 0, 6, 0, 7, 4, 2, 7, 6, 0, 6, 4, 9, 3, 7, 0, 0, 3, 8, 1,\n",
      "        6, 6, 6, 7, 8, 5, 4, 6, 1, 6, 4, 0, 1, 2, 2, 2, 2, 7, 0, 7, 5, 2, 5, 9,\n",
      "        4, 1, 6, 9, 6, 1, 7, 4, 9, 3, 3, 3, 3, 3, 2, 9])\n",
      "tensor([6, 2, 1, 3, 7, 9, 8, 8, 5, 8, 1, 6, 6, 8, 1, 1, 1, 8, 3, 4, 9, 3, 2, 1,\n",
      "        2, 2, 1, 9, 9, 6, 6, 8, 0, 1, 4, 3, 9, 2, 8, 6, 5, 5, 4, 6, 1, 1, 7, 7,\n",
      "        1, 6, 6, 1, 8, 3, 7, 2, 3, 7, 7, 3, 1, 3, 2, 4])\n",
      "tensor([6, 2, 4, 6, 4, 8, 4, 8, 3, 8, 6, 6, 0, 3, 9, 5, 2, 2, 7, 9, 0, 3, 5, 2,\n",
      "        1, 0, 0, 7, 2, 4, 3, 1, 9, 8, 1, 7, 8, 3, 5, 4, 1, 7, 6, 5, 4, 4, 0, 4,\n",
      "        1, 0, 9, 9, 6, 4, 1, 9, 7, 1, 6, 9, 2, 2, 9, 5])\n",
      "tensor([0, 2, 2, 4, 7, 9, 4, 1, 0, 5, 3, 6, 9, 1, 4, 6, 4, 0, 0, 6, 2, 4, 2, 9,\n",
      "        4, 1, 1, 0, 0, 1, 5, 3, 1, 2, 1, 1, 8, 7, 5, 5, 1, 3, 4, 1, 0, 4, 4, 9,\n",
      "        1, 3, 4, 1, 6, 3, 9, 5, 1, 8, 6, 7, 8, 8, 3, 6])\n",
      "tensor([0, 6, 8, 7, 2, 2, 4, 6, 7, 1, 9, 0, 2, 1, 9, 3, 5, 2, 0, 1, 4, 6, 7, 6,\n",
      "        1, 4, 3, 3, 2, 1, 7, 4, 3, 1, 9, 0, 5, 4, 4, 1, 4, 2, 4, 9, 9, 5, 6, 0,\n",
      "        6, 9, 4, 6, 1, 0, 5, 6, 7, 0, 3, 0, 4, 3, 3, 1])\n",
      "tensor([0, 9, 9, 5, 6, 3, 4, 5, 9, 5, 7, 7, 9, 4, 9, 9, 2, 3, 1, 7, 6, 8, 1, 0,\n",
      "        8, 0, 8, 0, 5, 8, 1, 7, 3, 8, 7, 2, 2, 3, 1, 4, 1, 6, 3, 1, 4, 8, 2, 6,\n",
      "        2, 6, 9, 1, 0, 0, 0, 0, 3, 0, 0, 9, 6, 7, 2, 3])\n",
      "tensor([8, 1, 7, 0, 1, 1, 0, 1, 6, 3, 3, 7, 9, 0, 4, 7, 0, 2, 4, 1, 7, 9, 9, 7,\n",
      "        0, 3, 1, 8, 4, 0, 1, 8, 0, 1, 8, 6, 4, 7, 2, 1, 8, 6, 7, 8, 5, 3, 3, 1,\n",
      "        3, 2, 9, 6, 5, 1, 3, 7, 0, 2, 9, 9, 2, 3, 7, 9])\n",
      "tensor([3, 0, 5, 5, 2, 8, 9, 2, 2, 9, 9, 1, 7, 5, 9, 0, 4, 8, 2, 7, 9, 7, 7, 2,\n",
      "        1, 8, 7, 6, 9, 1, 2, 6, 1, 1, 5, 9, 4, 2, 2, 2, 0, 6, 0, 7, 0, 1, 7, 6,\n",
      "        2, 8, 8, 4, 0, 5, 6, 8, 6, 9, 6, 7, 8, 1, 1, 1])\n",
      "tensor([2, 8, 3, 5, 4, 7, 9, 6, 3, 4, 2, 6, 4, 2, 2, 1, 7, 9, 6, 4, 1, 9, 7, 3,\n",
      "        3, 2, 7, 4, 4, 6, 9, 1, 6, 6, 9, 1, 9, 8, 8, 0, 3, 1, 9, 7, 5, 7, 4, 4,\n",
      "        7, 3, 5, 1, 7, 1, 3, 1, 5, 1, 9, 1, 0, 0, 7, 1])\n",
      "tensor([0, 5, 9, 3, 4, 3, 7, 8, 2, 3, 4, 2, 6, 4, 1, 3, 8, 3, 3, 5, 9, 2, 1, 6,\n",
      "        7, 0, 2, 3, 7, 6, 2, 6, 0, 4, 2, 1, 1, 8, 9, 4, 6, 7, 2, 3, 1, 9, 5, 1,\n",
      "        2, 6, 3, 1, 7, 7, 4, 2, 8, 5, 7, 9, 9, 4, 7, 0])\n",
      "tensor([8, 7, 4, 0, 8, 5, 6, 5, 2, 3, 5, 7, 2, 1, 9, 9, 5, 2, 1, 9, 8, 4, 9, 1,\n",
      "        1, 6, 2, 7, 3, 2, 0, 7, 5, 4, 4, 3, 4, 5, 5, 9, 2, 6, 3, 7, 1, 8, 7, 4,\n",
      "        3, 1, 1, 8, 7, 5, 7, 0, 2, 2, 7, 5, 9, 7, 0, 2])\n",
      "tensor([5, 5, 0, 8, 5, 0, 0, 6, 6, 3, 3, 0, 5, 4, 1, 4, 3, 4, 7, 1, 2, 8, 8, 7,\n",
      "        1, 7, 1, 7, 9, 7, 5, 3, 8, 6, 3, 1, 5, 9, 9, 9, 4, 5, 8, 2, 1, 3, 2, 7,\n",
      "        4, 0, 9, 9, 2, 9, 4, 8, 7, 3, 6, 7, 3, 1, 4, 1])\n",
      "tensor([8, 3, 0, 7, 6, 6, 6, 1, 0, 8, 5, 5, 4, 4, 0, 4, 0, 7, 9, 0, 9, 6, 4, 1,\n",
      "        0, 5, 7, 1, 1, 2, 4, 6, 8, 0, 2, 8, 7, 3, 9, 2, 8, 6, 1, 2, 3, 3, 8, 1,\n",
      "        3, 6, 8, 4, 0, 6, 3, 4, 0, 7, 0, 9, 9, 1, 4, 5])\n",
      "tensor([0, 1, 1, 7, 1, 7, 0, 3, 9, 7, 7, 7, 6, 3, 5, 2, 2, 2, 2, 7, 6, 3, 6, 7,\n",
      "        6, 5, 7, 7, 7, 8, 3, 4, 6, 2, 7, 7, 3, 4, 4, 1, 8, 9, 2, 5, 9, 8, 9, 1,\n",
      "        0, 8, 7, 4, 1, 2, 2, 1, 8, 6, 2, 8, 8, 2, 7, 9])\n",
      "tensor([3, 5, 9, 9, 6, 5, 1, 5, 8, 8, 6, 3, 7, 7, 1, 8, 8, 2, 7, 3, 0, 0, 3, 2,\n",
      "        0, 6, 6, 4, 9, 5, 1, 5, 3, 5, 0, 1, 3, 2, 5, 3, 2, 4, 0, 8, 5, 9, 3, 3,\n",
      "        9, 8, 8, 4, 3, 8, 1, 6, 0, 2, 8, 4, 0, 6, 1, 6])\n",
      "tensor([6, 0, 4, 0, 0, 0, 9, 7, 8, 8, 6, 1, 2, 3, 7, 4, 4, 6, 6, 5, 5, 9, 0, 0,\n",
      "        1, 2, 4, 3, 5, 4, 3, 6, 0, 0, 7, 5, 4, 9, 0, 5, 5, 1, 1, 8, 4, 6, 3, 9,\n",
      "        8, 3, 5, 9, 4, 6, 5, 8, 3, 8, 4, 9, 7, 6, 0, 6])\n",
      "tensor([4, 2, 4, 5, 9, 2, 5, 6, 5, 4, 4, 8, 5, 2, 9, 7, 4, 7, 2, 2, 7, 7, 8, 3,\n",
      "        1, 1, 6, 0, 7, 3, 1, 4, 9, 4, 4, 9, 6, 7, 4, 1, 8, 6, 7, 3, 2, 6, 2, 6,\n",
      "        9, 3, 3, 5, 2, 4, 8, 6, 0, 1, 6, 8, 8, 5, 7, 6])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([9, 7, 2, 2, 1, 9, 2, 4, 7, 4, 2, 0, 8, 8, 9, 6, 1, 8, 0, 6, 6, 6, 3, 0,\n",
      "        1, 3, 3, 8, 9, 5, 5, 2, 3, 0, 2, 6, 1, 0, 8, 4, 7, 0, 3, 6, 4, 4, 0, 2,\n",
      "        3, 7, 4, 9, 1, 0, 1, 5, 5, 7, 5, 6, 5, 1, 8, 2])\n",
      "tensor([2, 1, 2, 5, 5, 8, 1, 2, 4, 9, 6, 3, 9, 4, 2, 6, 1, 3, 8, 8, 5, 3, 1, 0,\n",
      "        1, 8, 5, 4, 6, 5, 9, 6, 3, 4, 3, 0, 9, 9, 3, 5, 9, 9, 2, 5, 3, 3, 8, 2,\n",
      "        1, 6, 3, 0, 3, 0, 4, 8, 8, 4, 2, 3, 7, 9, 8, 5])\n",
      "tensor([9, 6, 1, 3, 8, 5, 9, 1, 1, 3, 4, 5, 9, 3, 5, 9, 3, 5, 1, 5, 4, 8, 1, 3,\n",
      "        6, 7, 3, 3, 5, 6, 1, 3, 7, 3, 7, 5, 6, 2, 6, 2, 0, 5, 0, 2, 6, 2, 1, 8,\n",
      "        2, 3, 8, 1, 9, 6, 5, 0, 9, 9, 5, 6, 2, 1, 6, 2])\n",
      "tensor([4, 0, 2, 7, 0, 8, 4, 4, 0, 5, 2, 2, 6, 5, 8, 7, 9, 7, 0, 1, 0, 6, 3, 9,\n",
      "        3, 7, 8, 8, 1, 2, 2, 1, 8, 3, 7, 7, 3, 6, 9, 5, 6, 6, 3, 0, 3, 1, 3, 5,\n",
      "        6, 0, 7, 7, 6, 2, 3, 5, 2, 1, 2, 4, 5, 2, 5, 6])\n",
      "tensor([7, 2, 3, 4, 6, 4, 7, 6, 9, 1, 6, 2, 3, 2, 3, 8, 7, 3, 2, 9, 8, 3, 3, 6,\n",
      "        2, 0, 2, 8, 3, 8, 3, 9, 3, 6, 1, 4, 0, 3, 4, 3, 6, 8, 1, 2, 3, 6, 3, 9,\n",
      "        6, 0, 5, 8, 1, 4, 6, 8, 0, 7, 1, 0, 7, 7, 4, 6])\n",
      "tensor([3, 3, 7, 8, 9, 2, 1, 5, 8, 8, 2, 1, 3, 7, 1, 3, 5, 9, 3, 6, 1, 5, 3, 0,\n",
      "        8, 9, 7, 9, 2, 5, 0, 6, 4, 9, 4, 0, 0, 7, 3, 4, 0, 4, 1, 2, 3, 3, 0, 4,\n",
      "        3, 7, 1, 1, 5, 4, 7, 0, 3, 8, 5, 0, 3, 8, 7, 5])\n",
      "tensor([9, 8, 9, 4, 7, 6, 2, 1, 5, 5, 1, 1, 9, 4, 5, 1, 0, 0, 2, 5, 9, 2, 0, 7,\n",
      "        6, 4, 1, 4, 9, 5, 0, 0, 4, 1, 8, 2, 3, 8, 9, 6, 9, 6, 0, 3, 1, 5, 9, 3,\n",
      "        9, 3, 6, 5, 5, 4, 3, 5, 5, 7, 1, 9, 0, 0, 1, 1])\n",
      "tensor([5, 4, 9, 4, 7, 1, 9, 9, 0, 5, 1, 4, 8, 4, 5, 4, 1, 5, 0, 8, 3, 4, 0, 3,\n",
      "        9, 9, 0, 2, 4, 7, 8, 8, 1, 4, 5, 7, 0, 8, 6, 1, 3, 7, 1, 2, 8, 6, 0, 3,\n",
      "        0, 6, 0, 5, 8, 3, 8, 4, 8, 0, 1, 9, 5, 2, 1, 4])\n",
      "tensor([1, 0, 7, 2, 2, 6, 2, 3, 1, 7, 4, 9, 3, 2, 0, 2, 4, 8, 3, 3, 7, 6, 9, 7,\n",
      "        3, 6, 4, 2, 7, 1, 1, 6, 7, 2, 2, 8, 7, 4, 2, 3, 4, 2, 1, 5, 7, 8, 8, 7,\n",
      "        6, 5, 0, 8, 5, 4, 6, 1, 8, 6, 3, 1, 4, 4, 3, 6])\n",
      "tensor([7, 5, 1, 2, 7, 1, 6, 9, 0, 3, 8, 3, 2, 6, 8, 6, 7, 1, 2, 2, 3, 6, 7, 8,\n",
      "        2, 7, 1, 7, 4, 5, 1, 3, 6, 9, 8, 0, 5, 6, 4, 9, 8, 2, 8, 3, 8, 2, 9, 2,\n",
      "        5, 8, 2, 6, 8, 2, 9, 8, 4, 4, 7, 7, 0, 7, 4, 5])\n",
      "tensor([0, 2, 7, 2, 7, 2, 3, 9, 4, 2, 2, 2, 7, 8, 9, 5, 3, 2, 2, 2, 0, 9, 6, 9,\n",
      "        5, 5, 1, 3, 1, 2, 7, 0, 4, 6, 0, 2, 5, 8, 2, 8, 3, 3, 3, 4, 6, 0, 8, 2,\n",
      "        8, 5, 7, 0, 6, 1, 6, 7, 5, 4, 3, 1, 8, 5, 2, 9])\n",
      "tensor([2, 1, 5, 5, 8, 9, 1, 9, 1, 1, 1, 7, 6, 1, 3, 0])\n",
      "tensor(9574) 10000\n",
      "정확도 95\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Net(\n",
       "  (fc1): Linear(in_features=784, out_features=100, bias=True)\n",
       "  (fc2): Linear(in_features=100, out_features=100, bias=True)\n",
       "  (fc3): Linear(in_features=100, out_features=10, bias=True)\n",
       ")"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for i in range(3):\n",
    "    train(i)\n",
    "test()\n",
    "model.eval()\n",
    "\n",
    "#print(\"예상결과: {} 정답: {}\",format(output,y_test[2]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([-1.4789, -0.4305,  7.8574, -0.8066, -3.7333, -4.2805, -6.9907,  3.0042,\n",
      "        -2.2804, -7.1956])\n",
      "torch.return_types.max(\n",
      "values=tensor(7.8574),\n",
      "indices=tensor(2))\n",
      "tensor(2)\n"
     ]
    }
   ],
   "source": [
    "output=model(X_test[3])\n",
    "print(output.data)\n",
    "predicted=torch.max(output.data,0)\n",
    "print(predicted)\n",
    "print(y_test[3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Net(\n",
      "  (fc1): Linear(in_features=784, out_features=100, bias=True)\n",
      "  (relu1): ReLU()\n",
      "  (fc2): Linear(in_features=100, out_features=100, bias=True)\n",
      "  (relu2): ReLU()\n",
      "  (fc3): Linear(in_features=100, out_features=10, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "language_info": {
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    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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