06，fastai_example.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8068f820",
   "metadata": {},
   "source": [
    "# FastAi Example"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b84d3f83",
   "metadata": {},
   "source": [
    "You can install fastai using pip:\n",
    "`pip install fastai`\n",
    "\n",
    "Here is the mnist example using fastai.learner.Learner to train the model \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a1920bc7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "from matplotlib import pyplot as plt\n",
    "import torch\n",
    "from torch import nn\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import Dataset,DataLoader\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e73ca619",
   "metadata": {},
   "source": [
    "### 1, prepare data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "25ab4939",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchvision \n",
    "from torchvision import transforms\n",
    "\n",
    "transform = transforms.Compose([transforms.ToTensor()])\n",
    "ds_train = torchvision.datasets.MNIST(root=\"mnist/\",train=True,download=True,transform=transform)\n",
    "ds_val = torchvision.datasets.MNIST(root=\"mnist/\",train=False,download=True,transform=transform)\n",
    "dl_train =  torch.utils.data.DataLoader(ds_train, batch_size=128, shuffle=True, num_workers=2)\n",
    "dl_val =  torch.utils.data.DataLoader(ds_val, batch_size=128, shuffle=False, num_workers=2)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "85a45abd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([128, 1, 28, 28])\n",
      "torch.Size([128])\n"
     ]
    }
   ],
   "source": [
    "for features,labels in dl_train:\n",
    "    break\n",
    "print(features.shape)\n",
    "print(labels.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c484c0b4",
   "metadata": {},
   "outputs": [
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       "<Figure size 800x800 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "from matplotlib import pyplot as plt \n",
    "\n",
    "plt.figure(figsize=(8,8)) \n",
    "for i in range(9):\n",
    "    img,label = ds_train[i]\n",
    "    img = img.permute(1,2,0)\n",
    "    ax=plt.subplot(3,3,i+1)\n",
    "    ax.imshow(img.numpy())\n",
    "    ax.set_title(\"label = %d\"%label)\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([]) \n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "485da125",
   "metadata": {},
   "source": [
    "### 2, create the  model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ab16580e-6d3d-44d7-8ade-88e8eb3bfe5e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_net():\n",
    "    net = nn.Sequential()\n",
    "    net.add_module(\"conv1\",nn.Conv2d(in_channels=1,out_channels=32,kernel_size = 3))\n",
    "    net.add_module(\"pool1\",nn.MaxPool2d(kernel_size = 2,stride = 2))\n",
    "    net.add_module(\"conv2\",nn.Conv2d(in_channels=32,out_channels=64,kernel_size = 5))\n",
    "    net.add_module(\"pool2\",nn.MaxPool2d(kernel_size = 2,stride = 2))\n",
    "    net.add_module(\"dropout\",nn.Dropout2d(p = 0.1))\n",
    "    net.add_module(\"adaptive_pool\",nn.AdaptiveMaxPool2d((1,1)))\n",
    "    net.add_module(\"flatten\",nn.Flatten())\n",
    "    net.add_module(\"linear1\",nn.Linear(64,32))\n",
    "    net.add_module(\"relu\",nn.ReLU())\n",
    "    net.add_module(\"linear2\",nn.Linear(32,10))\n",
    "    return net\n",
    "\n",
    "net = create_net()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8db20e5a-ee7a-41cd-b53d-aeefc2ccc2ef",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "343aea60-3fba-4ed0-ad3b-dc2b19073299",
   "metadata": {},
   "source": [
    "## 3, train the model "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cbbbb9d2-7638-4c94-b678-43057cca81e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai.learner import Learner \n",
    "from fastai.data.core import DataLoaders\n",
    "from fastai.optimizer import OptimWrapper\n",
    "from fastai.metrics import accuracy\n",
    "import fastai.callback.schedule # To get `fit_one_cycle`, `lr_find`\n",
    "\n",
    "\n",
    "from torch import optim\n",
    "from functools import partial\n",
    "\n",
    "\n",
    "dls = DataLoaders(dl_train,dl_val)\n",
    "net = create_net()\n",
    "loss_fn = nn.CrossEntropyLoss()\n",
    "\n",
    "opt_fn = partial(OptimWrapper, opt=optim.Adam)\n",
    "\n",
    "learner = Learner(dls , model = net, loss_func=loss_fn,\n",
    "                opt_func=opt_fn, metrics=[accuracy])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "71f2f795-d6cd-43d2-9ce5-ee4a170aad9f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start Fit\n",
      "   - before_fit     : [TrainEvalCallback, Recorder, ProgressCallback]\n",
      "  Start Epoch Loop\n",
      "     - before_epoch   : [Recorder, ProgressCallback]\n",
      "    Start Train\n",
      "       - before_train   : [TrainEvalCallback, Recorder, ProgressCallback]\n",
      "      Start Batch Loop\n",
      "         - before_batch   : [CastToTensor]\n",
      "         - after_pred     : []\n",
      "         - after_loss     : []\n",
      "         - before_backward: []\n",
      "         - before_step    : []\n",
      "         - after_step     : []\n",
      "         - after_cancel_batch: []\n",
      "         - after_batch    : [TrainEvalCallback, Recorder, ProgressCallback]\n",
      "      End Batch Loop\n",
      "    End Train\n",
      "     - after_cancel_train: [Recorder]\n",
      "     - after_train    : [Recorder, ProgressCallback]\n",
      "    Start Valid\n",
      "       - before_validate: [TrainEvalCallback, Recorder, ProgressCallback]\n",
      "      Start Batch Loop\n",
      "         - **CBs same as train batch**: []\n",
      "      End Batch Loop\n",
      "    End Valid\n",
      "     - after_cancel_validate: [Recorder]\n",
      "     - after_validate : [Recorder, ProgressCallback]\n",
      "  End Epoch Loop\n",
      "   - after_cancel_epoch: []\n",
      "   - after_epoch    : [Recorder]\n",
      "End Fit\n",
      " - after_cancel_fit: []\n",
      " - after_fit      : [ProgressCallback]\n"
     ]
    }
   ],
   "source": [
    "learner.show_training_loop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d65a9f28-7c41-4381-a8c4-cbc367c80575",
   "metadata": {},
   "outputs": [
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       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
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      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n"
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      "Better model found at epoch 0 with valid_loss value: 0.9257552623748779.\n"
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      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
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      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n"
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      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
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      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
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     "text": [
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 5 with valid_loss value: 0.13593119382858276.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 6 with valid_loss value: 0.12042373418807983.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 7 with valid_loss value: 0.11085397750139236.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 8 with valid_loss value: 0.10265593230724335.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 9 with valid_loss value: 0.09656772017478943.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 10 with valid_loss value: 0.08970329910516739.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 11 with valid_loss value: 0.08510923385620117.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 12 with valid_loss value: 0.08120527863502502.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 13 with valid_loss value: 0.07857459783554077.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 14 with valid_loss value: 0.07587641477584839.\n"
     ]
    }
   ],
   "source": [
    "from fastai.callback.all import EarlyStoppingCallback, SaveModelCallback, ShowGraphCallback \n",
    "\n",
    "early_stopping = EarlyStoppingCallback(monitor='valid_loss', comp=np.less, min_delta=0.0,\n",
    "                        patience=3, reset_on_fit=True)\n",
    "\n",
    "save_model = SaveModelCallback (monitor='valid_loss', comp=np.less, min_delta=0.0,\n",
    "                    fname='model', every_epoch=False, at_end=False,\n",
    "                    with_opt=False, reset_on_fit=True)\n",
    "\n",
    "learner.add_cbs([ShowGraphCallback(),early_stopping, save_model])\n",
    "\n",
    "learner.fit(n_epoch = 15, lr = 1e-4) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ca53649d-bc17-46a9-8027-45ae6375f78f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "36bcdad3",
   "metadata": {},
   "source": [
    "### 4, evaluate the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a179179f-65ff-434e-b317-17ca56355e7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
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       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 0 with valid_loss value: 0.9786333441734314.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(#2) [0.0697634220123291,0.9786333441734314]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#训练集\n",
    "learner.validate(dl = dl_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "62f8cf7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n",
      "[W ParallelNative.cpp:229] Warning: Cannot set number of intraop threads after parallel work has started or after set_num_threads call when using native parallel backend (function set_num_threads)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 0 with valid_loss value: 0.9769999980926514.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(#2) [0.07587641477584839,0.9769999980926514]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#验证集指标\n",
    "learner.validate(dl = dl_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0405a48f-000b-40aa-8869-409d571f512e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "96911b58",
   "metadata": {},
   "source": [
    "### 5, use the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "91b21a4e-be1c-4fba-ae99-7fe4962c67b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "y_pred =  0\n",
      "y_prob =  0.9997939467430115\n"
     ]
    },
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learner.eval();\n",
    "device = torch.device('cpu') #torch.device('mps')\n",
    "\n",
    "img,label = ds_train[1]\n",
    "tensor = img.to(device)\n",
    "\n",
    "net.to(device)\n",
    "\n",
    "y_pred = torch.argmax(net(tensor[None,...])) \n",
    "y_prob = torch.softmax(net(tensor[None,...]),dim=-1).max() \n",
    "\n",
    "img = img.permute(1,2,0)\n",
    "plt.imshow(img)\n",
    "print('y_pred = ', y_pred.item())\n",
    "print('y_prob = ', y_prob.item())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81da8622",
   "metadata": {},
   "source": [
    "### 6, save the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "4f6301ef-fd6c-4772-98bb-e8bdde34153a",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "torch.save(learner.model.state_dict(),'checkpoint.pt')\n",
    "\n",
    "net_clone = create_net() \n",
    "net_clone.load_state_dict(torch.load('checkpoint.pt'))\n",
    "\n"
   ]
  }
 ],
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