{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f3264959",
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai.vision.all import *\n",
    "import imageio as iio\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ed3092b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "datadir = Path('/mnt/')\n",
    "imgdir = Path('/scratch/train_images')\n",
    "df_train = pd.read_csv(datadir/'train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1924a342",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_small = df_train.sample(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "45c54a13",
   "metadata": {},
   "outputs": [],
   "source": [
    "# img_id = df_small['image_id'].iloc[0]\n",
    "img_id = '3790f55cad63053e956fb73027179707'\n",
    "tiff_file = imgdir/f'{img_id}.tiff'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2b6f2678",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tifffile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "841c9f72",
   "metadata": {},
   "outputs": [],
   "source": [
    "img = tifffile.imread(tiff_file, key=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "09897659",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7936, 6400, 3)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "292404c5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "PILImage.create(img).save('example.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "aff2ceef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([7750, 6250,    0])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tile_size = 250\n",
    "crop = np.array(img.shape) // tile_size * tile_size; crop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1cfe82d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "imgc = img[:crop[0],:crop[1]]\n",
    "imgc = imgc.reshape(imgc.shape[0] // tile_size, tile_size, imgc.shape[1] // tile_size, tile_size, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a18aaef8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(31, 250, 25, 250, 3)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgc.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6e52c6e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Path('/scratch/train_images/3790f55cad63053e956fb73027179707.tiff')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tiff_file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "41801ed1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0., 775.,\n",
       "          0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.]),\n",
       " array([254.5 , 254.55, 254.6 , 254.65, 254.7 , 254.75, 254.8 , 254.85,\n",
       "        254.9 , 254.95, 255.  , 255.05, 255.1 , 255.15, 255.2 , 255.25,\n",
       "        255.3 , 255.35, 255.4 , 255.45, 255.5 ]),\n",
       " <BarContainer object of 20 artists>)"
      ]
     },
     "execution_count": 12,
     "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": [
    "plt.hist(imgc.mean(axis=1).mean(axis=2).mean(axis=-1).reshape(-1), bins=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f57581df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f318d0f8a60>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(imgc.mean(axis=1).mean(axis=2).mean(axis=-1))\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f083df0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "xs, ys = (imgc.mean(axis=1).mean(axis=2).mean(axis=-1) < 250).nonzero()\n",
    "if len(xs) == 0:\n",
    "    xs, ys = (imgc.mean(axis=1).mean(axis=2).mean(axis=-1)).nonzero()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4f3368e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "775"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(xs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ba94e82e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "PILImage mode=RGB size=1500x1500"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pidxs = random.choices(range(len(xs)), k=36)\n",
    "PILImage.create(imgc[xs[pidxs],:,ys[pidxs],:].reshape(6,6,tile_size,tile_size,3).transpose(0,2,1,3,4).reshape(6*tile_size,6*tile_size,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9926aafd",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_crops(x):\n",
    "    tile_size = 250\n",
    "    tiff_file = imgdir/f'{x[\"image_id\"]}.tiff'\n",
    "    img = tifffile.imread(tiff_file, key=1)\n",
    "    crop = np.array(img.shape) // tile_size * tile_size; crop\n",
    "    imgc = img[:crop[0],:crop[1]]\n",
    "    imgc = imgc.reshape(imgc.shape[0] // tile_size, tile_size, imgc.shape[1] // tile_size, tile_size, 3)\n",
    "    xs, ys = (imgc.mean(axis=1).mean(axis=2).mean(axis=-1) < 252).nonzero()\n",
    "    if len(xs) == 0:\n",
    "        xs, ys = (imgc.mean(axis=1).mean(axis=2).mean(axis=-1)).nonzero()\n",
    "#     if len(xs) < 2: print(\"no data in image:\", x)\n",
    "    pidxs = random.choices(list(range(len(xs))), k=36)\n",
    "    return PILImage.create(imgc[xs[pidxs],:,ys[pidxs],:].reshape(6,6,tile_size,tile_size,3).transpose(0,2,1,3,4).reshape(6*tile_size,6*tile_size,3))\n",
    "#     return imgc.mean(axis=1).mean(axis=2).mean(axis=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "fc804946",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " "
     ]
    }
   ],
   "source": [
    "%prun get_crops(df_train.iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e04056f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "image_id         0005f7aaab2800f6170c399693a96917\n",
       "data_provider                          karolinska\n",
       "isup_grade                                      0\n",
       "gleason_score                                 0+0\n",
       "Name: 0, dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a67eca9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_labels(x):\n",
    "    return np.arange(5) <= x['isup_grade']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1166ac05",
   "metadata": {},
   "outputs": [],
   "source": [
    "dblock = DataBlock(\n",
    "    blocks=(ImageBlock, MultiCategoryBlock(encoded=True, vocab=[f'isup{i}' for i in range(5)])),\n",
    "    splitter=RandomSplitter(),\n",
    "    get_x=get_crops,\n",
    "    get_y=get_labels,\n",
    "    item_tfms=Resize(224),\n",
    "    batch_tfms=[Normalize.from_stats(*imagenet_stats), *aug_transforms()]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b4362361",
   "metadata": {},
   "outputs": [],
   "source": [
    "dls = dblock.dataloaders(df_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b44ee887",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x648 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dls.show_batch()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "91349b86",
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = vision_learner(dls, resnet18, metrics=accuracy_multi, pretrained=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "28867c39",
   "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-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"
    },
    {
     "data": {
      "text/plain": [
       "SuggestedLRs(valley=0.0020892962347716093)"
      ]
     },
     "execution_count": 25,
     "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": [
    "learn.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "41118852",
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = vision_learner(dls, resnet18, metrics=accuracy_multi, pretrained=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8ae9d82f",
   "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-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": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy_multi</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.586116</td>\n",
       "      <td>0.438427</td>\n",
       "      <td>0.781347</td>\n",
       "      <td>06:53</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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-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": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy_multi</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.407527</td>\n",
       "      <td>0.464973</td>\n",
       "      <td>0.790391</td>\n",
       "      <td>06:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.378727</td>\n",
       "      <td>0.426012</td>\n",
       "      <td>0.801696</td>\n",
       "      <td>06:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.372889</td>\n",
       "      <td>0.403132</td>\n",
       "      <td>0.796609</td>\n",
       "      <td>06:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.357856</td>\n",
       "      <td>0.342520</td>\n",
       "      <td>0.839001</td>\n",
       "      <td>06:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.352649</td>\n",
       "      <td>0.362229</td>\n",
       "      <td>0.826849</td>\n",
       "      <td>06:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>0.346437</td>\n",
       "      <td>0.346925</td>\n",
       "      <td>0.837965</td>\n",
       "      <td>06:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>0.336075</td>\n",
       "      <td>0.331800</td>\n",
       "      <td>0.841262</td>\n",
       "      <td>06:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>0.326002</td>\n",
       "      <td>0.343816</td>\n",
       "      <td>0.837871</td>\n",
       "      <td>06:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>0.319828</td>\n",
       "      <td>0.351854</td>\n",
       "      <td>0.832407</td>\n",
       "      <td>06:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>0.313144</td>\n",
       "      <td>0.340698</td>\n",
       "      <td>0.840791</td>\n",
       "      <td>06:49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fine_tune(10, 5e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "22e7f5a7",
   "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-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": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy_multi</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.596322</td>\n",
       "      <td>0.608544</td>\n",
       "      <td>0.731512</td>\n",
       "      <td>06:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.415303</td>\n",
       "      <td>0.457695</td>\n",
       "      <td>0.790862</td>\n",
       "      <td>06:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.385843</td>\n",
       "      <td>0.401575</td>\n",
       "      <td>0.806406</td>\n",
       "      <td>06:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.361729</td>\n",
       "      <td>0.403461</td>\n",
       "      <td>0.801036</td>\n",
       "      <td>06:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.356290</td>\n",
       "      <td>0.436885</td>\n",
       "      <td>0.794254</td>\n",
       "      <td>06:47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(5, 5e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "da8b2f62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Path('models/panda-model-1.pth')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn.save('panda-model-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "0b3b6fef",
   "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-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": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy_multi</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.806250</td>\n",
       "      <td>0.903598</td>\n",
       "      <td>0.582007</td>\n",
       "      <td>04:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.575439</td>\n",
       "      <td>0.994854</td>\n",
       "      <td>0.668205</td>\n",
       "      <td>04:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.492601</td>\n",
       "      <td>0.457235</td>\n",
       "      <td>0.766934</td>\n",
       "      <td>04:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.456506</td>\n",
       "      <td>2.686543</td>\n",
       "      <td>0.551295</td>\n",
       "      <td>04:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.445834</td>\n",
       "      <td>0.449718</td>\n",
       "      <td>0.774376</td>\n",
       "      <td>04:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>0.427653</td>\n",
       "      <td>0.846616</td>\n",
       "      <td>0.683090</td>\n",
       "      <td>04:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>0.411711</td>\n",
       "      <td>0.464807</td>\n",
       "      <td>0.777956</td>\n",
       "      <td>04:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>0.400866</td>\n",
       "      <td>0.642778</td>\n",
       "      <td>0.652661</td>\n",
       "      <td>04:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>0.385093</td>\n",
       "      <td>0.370160</td>\n",
       "      <td>0.823740</td>\n",
       "      <td>04:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>0.376269</td>\n",
       "      <td>0.371028</td>\n",
       "      <td>0.824211</td>\n",
       "      <td>04:01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = vision_learner(dls, resnet18, metrics=accuracy_multi, pretrained=False)\n",
    "learn.fit_one_cycle(10, 2e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "cf40190e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading: \"https://download.pytorch.org/models/resnet18-f37072fd.pth\" to /root/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "89483f83bb5b4f0aa7e7534ea7b014df",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0.00/44.7M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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-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": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy_multi</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.592588</td>\n",
       "      <td>0.523750</td>\n",
       "      <td>0.774470</td>\n",
       "      <td>04:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.411496</td>\n",
       "      <td>0.509110</td>\n",
       "      <td>0.761281</td>\n",
       "      <td>04:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.379333</td>\n",
       "      <td>0.510984</td>\n",
       "      <td>0.772492</td>\n",
       "      <td>04:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.361162</td>\n",
       "      <td>0.424922</td>\n",
       "      <td>0.797927</td>\n",
       "      <td>04:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.354500</td>\n",
       "      <td>0.415694</td>\n",
       "      <td>0.793217</td>\n",
       "      <td>04:04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = vision_learner(dls, resnet18, metrics=accuracy_multi, pretrained=True)\n",
    "learn.fit_one_cycle(5, 5e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e1a40d7d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading: \"https://download.pytorch.org/models/resnet34-b627a593.pth\" to /root/.cache/torch/hub/checkpoints/resnet34-b627a593.pth\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3e7d6a03e2ee4f7980e211326973ac1d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0.00/83.3M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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-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": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy_multi</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.605144</td>\n",
       "      <td>0.581619</td>\n",
       "      <td>0.733679</td>\n",
       "      <td>04:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.413913</td>\n",
       "      <td>0.426949</td>\n",
       "      <td>0.805276</td>\n",
       "      <td>04:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.377119</td>\n",
       "      <td>0.392726</td>\n",
       "      <td>0.808102</td>\n",
       "      <td>04:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.349997</td>\n",
       "      <td>0.419309</td>\n",
       "      <td>0.798304</td>\n",
       "      <td>04:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.347294</td>\n",
       "      <td>0.435015</td>\n",
       "      <td>0.789826</td>\n",
       "      <td>04:07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = vision_learner(dls, resnet34, metrics=accuracy_multi, pretrained=True)\n",
    "learn.fit_one_cycle(5, 5e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "fdf661b9",
   "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-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": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy_multi</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.605606</td>\n",
       "      <td>0.750713</td>\n",
       "      <td>0.764390</td>\n",
       "      <td>04:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.505155</td>\n",
       "      <td>0.470446</td>\n",
       "      <td>0.745643</td>\n",
       "      <td>04:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.466967</td>\n",
       "      <td>0.424027</td>\n",
       "      <td>0.789260</td>\n",
       "      <td>04:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.448360</td>\n",
       "      <td>0.429743</td>\n",
       "      <td>0.785869</td>\n",
       "      <td>04:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.419179</td>\n",
       "      <td>0.398916</td>\n",
       "      <td>0.806406</td>\n",
       "      <td>04:07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = vision_learner(dls, resnet34, metrics=accuracy_multi, pretrained=False)\n",
    "learn.fit_one_cycle(5, 5e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "cbcb4d14",
   "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-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": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy_multi</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.698953</td>\n",
       "      <td>0.591168</td>\n",
       "      <td>0.750353</td>\n",
       "      <td>04:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.510290</td>\n",
       "      <td>0.525390</td>\n",
       "      <td>0.774282</td>\n",
       "      <td>04:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.479293</td>\n",
       "      <td>0.616633</td>\n",
       "      <td>0.779557</td>\n",
       "      <td>04:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.460059</td>\n",
       "      <td>0.571600</td>\n",
       "      <td>0.754781</td>\n",
       "      <td>04:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.469525</td>\n",
       "      <td>0.527529</td>\n",
       "      <td>0.768347</td>\n",
       "      <td>04:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>0.447092</td>\n",
       "      <td>0.719126</td>\n",
       "      <td>0.708149</td>\n",
       "      <td>04:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>0.422371</td>\n",
       "      <td>0.419577</td>\n",
       "      <td>0.789072</td>\n",
       "      <td>04:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>0.412372</td>\n",
       "      <td>0.423861</td>\n",
       "      <td>0.812247</td>\n",
       "      <td>04:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>0.400462</td>\n",
       "      <td>0.377407</td>\n",
       "      <td>0.817428</td>\n",
       "      <td>04:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>0.388969</td>\n",
       "      <td>0.373023</td>\n",
       "      <td>0.818841</td>\n",
       "      <td>04:03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = vision_learner(dls, resnet18, metrics=accuracy_multi, pretrained=False)\n",
    "learn.fit_one_cycle(10, 5e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d0dbbaee",
   "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-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"
    },
    {
     "ename": "AttributeError",
     "evalue": "'TensorBase' object has no attribute 'vocab'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "Input \u001b[0;32mIn [31]\u001b[0m, in \u001b[0;36m<cell line: 2>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m preds,y,losses \u001b[38;5;241m=\u001b[39m learn\u001b[38;5;241m.\u001b[39mget_preds(with_loss\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m----> 2\u001b[0m interp \u001b[38;5;241m=\u001b[39m \u001b[43mClassificationInterpretation\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlearn\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpreds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlosses\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/fastai/interpret.py:80\u001b[0m, in \u001b[0;36mClassificationInterpretation.__init__\u001b[0;34m(self, learn, dl, losses, act)\u001b[0m\n\u001b[1;32m     78\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, learn, dl, losses, act\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m     79\u001b[0m     \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__init__\u001b[39m(learn, dl, losses, act)\n\u001b[0;32m---> 80\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvocab \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdl\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvocab\u001b[49m\n\u001b[1;32m     81\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m is_listy(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvocab): \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvocab \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvocab[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'TensorBase' object has no attribute 'vocab'"
     ]
    }
   ],
   "source": [
    "preds,y,losses = learn.get_preds(with_loss=True)\n",
    "interp = ClassificationInterpretation(learn, preds, y, losses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "2c5c3171",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'MultiLabelClassificationInterpretation' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Input \u001b[0;32mIn [32]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m interp \u001b[38;5;241m=\u001b[39m \u001b[43mMultiLabelClassificationInterpretation\u001b[49m(learn, preds, y, losses)\n",
      "\u001b[0;31mNameError\u001b[0m: name 'MultiLabelClassificationInterpretation' is not defined"
     ]
    }
   ],
   "source": [
    "interp = MultiLabel(learn, preds, y, losses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2e858791",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}