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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.8/site-packages/apex/pyprof/__init__.py:5: FutureWarning: pyprof will be removed by the end of June, 2022\n",
      "  warnings.warn(\"pyprof will be removed by the end of June, 2022\", FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    import fastkaggle\n",
    "except ModuleNotFoundError:\n",
    "    !pip install -Uq fastkaggle\n",
    "try:\n",
    "    import tqdm\n",
    "except ModuleNotFoundError:\n",
    "    !pip install tqdm\n",
    "try:\n",
    "    import pydicom\n",
    "except ModuleNotFoundError:\n",
    "    !pip install pydicom\n",
    "\n",
    "from fastkaggle import *\n",
    "from fastai.vision.all import *\n",
    "from fastai.medical.imaging import *\n",
    "from fastai.data.all import *\n",
    "from tqdm.notebook import tqdm\n",
    "import pydicom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /root/.kaggle/kaggle.json'\n"
     ]
    }
   ],
   "source": [
    "comp = \"rsna-pneumonia-detection-challenge\"\n",
    "path = setup_comp(comp, install='fastai \"timm>=0.6.2.dev0\"')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_path = path/\"stage_2_train_images\"\n",
    "bs = 64\n",
    "epochs = 3\n",
    "# arch = 'resnet26d'\n",
    "arch = 'convnext_tiny_in22k'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>patientId</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>width</th>\n",
       "      <th>height</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0004cfab-14fd-4e49-80ba-63a80b6bddd6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>00313ee0-9eaa-42f4-b0ab-c148ed3241cd</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00322d4d-1c29-4943-afc9-b6754be640eb</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>003d8fa0-6bf1-40ed-b54c-ac657f8495c5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00436515-870c-4b36-a041-de91049b9ab4</td>\n",
       "      <td>264.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>379.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              patientId      x      y  width  height  Target\n",
       "0  0004cfab-14fd-4e49-80ba-63a80b6bddd6    NaN    NaN    NaN     NaN       0\n",
       "1  00313ee0-9eaa-42f4-b0ab-c148ed3241cd    NaN    NaN    NaN     NaN       0\n",
       "2  00322d4d-1c29-4943-afc9-b6754be640eb    NaN    NaN    NaN     NaN       0\n",
       "3  003d8fa0-6bf1-40ed-b54c-ac657f8495c5    NaN    NaN    NaN     NaN       0\n",
       "4  00436515-870c-4b36-a041-de91049b9ab4  264.0  152.0  213.0   379.0       1"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels = pd.read_csv(path/\"stage_2_train_labels.csv\")\n",
    "labels = labels.drop_duplicates(\"patientId\")\n",
    "labels.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_dicom_file(fpath):\n",
    "    dcm = pydicom.read_file(fpath).pixel_array #/ 255\n",
    "    # dcm = cv2.resize(dcm, (224, 224))#.astype(np.float16)\n",
    "    img = Image.fromarray(dcm).convert(\"L\")\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def label_func(fname):\n",
    "    return labels.loc[labels.patientId == fname.name[:-4], \"Target\"].values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dblock = DataBlock(blocks=(ImageBlock(cls=PILImageBW), CategoryBlock),\n",
    "                   get_items=get_dicom_files,\n",
    "                   get_x=read_dicom_file,\n",
    "                   get_y=label_func,\n",
    "                   splitter=RandomSplitter(),\n",
    "                   item_tfms=Resize(192),\n",
    "                   batch_tfms=aug_transforms(size=128, min_scale=0.75))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "dls = dblock.dataloaders(train_path, bs=bs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "21348"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 648x648 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dls.show_batch()\n",
    "len(dls.train_ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.8/site-packages/timm/models/_factory.py:114: UserWarning: Mapping deprecated model name convnext_tiny_in22k to current convnext_tiny.fb_in22k.\n",
      "  model = create_fn(\n"
     ]
    }
   ],
   "source": [
    "learn = vision_learner(dls, arch, metrics=error_rate, path='.').to_fp16()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.8/site-packages/torch/nn/modules/module.py:1402: UserWarning: positional arguments and argument \"destination\" are deprecated. nn.Module.state_dict will not accept them in the future. Refer to https://pytorch.org/docs/master/generated/torch.nn.Module.html#torch.nn.Module.state_dict for details.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "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"
    },
    {
     "data": {
      "text/plain": [
       "SuggestedLRs(valley=0.0020892962347716093, slide=0.00363078061491251)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find(suggest_funcs=(valley, slide))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
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       "      <td>02:23</td>\n",
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   "source": [
    "learn.fine_tune(epochs=epochs, base_lr=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.export('models/model.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
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       "TensorBase(0.1544)"
      ]
     },
     "execution_count": 14,
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   ],
   "source": [
    "tta_preds, targs = learn.tta(dl=learn.dls.valid)\n",
    "error_rate(tta_preds, targs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.87      0.94      0.90      4119\n",
      "           1       0.73      0.51      0.60      1217\n",
      "\n",
      "    accuracy                           0.85      5336\n",
      "   macro avg       0.80      0.73      0.75      5336\n",
      "weighted avg       0.84      0.85      0.84      5336\n",
      "\n"
     ]
    },
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      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "interp = ClassificationInterpretation.from_learner(learn)\n",
    "interp.plot_confusion_matrix()\n",
    "interp.print_classification_report()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Submission"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Write .csv in following format:\n",
    "\n",
    "patientId,PredictionString  \n",
    "0004cfab-14fd-4e49-80ba-63a80b6bddd6,0.5 0 0 100 100  \n",
    "00313ee0-9eaa-42f4-b0ab-c148ed3241cd,  \n",
    "00322d4d-1c29-4943-afc9-b6754be640eb,0.8 10 10 50 50 0.75 100 100 5 5\n",
    "\n",
    "Sort file names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import csv\n",
    "\n",
    "# example data\n",
    "data = [\n",
    "    ['0004cfab-14fd-4e49-80ba-63a80b6bddd6', '0.5 0 0 100 100'],\n",
    "    ['00313ee0-9eaa-42f4-b0ab-c148ed3241cd', ''],\n",
    "    ['00322d4d-1c29-4943-afc9-b6754be640eb', '0.8 10 10 50 50 0.75 100 100 5 5']\n",
    "]\n",
    "\n",
    "# write data to CSV file\n",
    "with open('predictions.csv', 'w', newline='') as csvfile:\n",
    "    writer = csv.writer(csvfile)\n",
    "    writer.writerow(['patientId', 'PredictionString'])\n",
    "    for row in data:\n",
    "        writer.writerow(row)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "sort file name"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CAM"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "myenv",
   "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": "3.8.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}