diff --git "a/train01.ipynb" "b/train01.ipynb"
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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "c:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\torchvision\\io\\image.py:13: UserWarning: Failed to load image Python extension: [WinError 127] The specified procedure could not be found\n",
+ " warn(f\"Failed to load image Python extension: {e}\")\n"
+ ]
+ }
+ ],
+ "source": [
+ "# install fastkaggle if not available\n",
+ "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 tqdm.notebook import tqdm\n",
+ "import pydicom\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "comp = \"rsna-pneumonia-detection-challenge\"\n",
+ "path = setup_comp(comp, install='fastai \"timm>=0.6.2.dev0\"')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " patientId x y width height Target\n",
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+ },
+ "execution_count": 3,
+ "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": 86,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train_path = Path(\"data\")\n",
+ "if not os.path.exists(train_path):\n",
+ " os.makedirs(train_path)\n",
+ " os.makedirs(train_path/\"0\")\n",
+ " os.makedirs(train_path/\"1\")"
+ ]
+ },
+ {
+ "attachments": {},
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Preprocess"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 87,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Only process if no files in folder\n",
+ "files = get_image_files(train_path)\n",
+ "if len(files) == 0:\n",
+ " for c, patient_id in enumerate(tqdm(labels.patientId)):\n",
+ " label = labels.Target.iloc[c]\n",
+ " dcm = pydicom.read_file(path/f\"stage_2_train_images/{patient_id}.dcm\").pixel_array #/ 255\n",
+ " # dcm = cv2.resize(dcm, (224, 224))#.astype(np.float16)\n",
+ " img = Image.fromarray(dcm).convert(\"L\")\n",
+ " if label == 0:\n",
+ " img.save(train_path/f\"0/{patient_id}.jpg\")\n",
+ " elif label == 1:\n",
+ " img.save(train_path/f\"1/{patient_id}.jpg\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 88,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "files = get_image_files(train_path)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 89,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(1024, 1024)\n"
+ ]
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 89,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "img = PILImage.create(files[0])\n",
+ "print(img.size)\n",
+ "img.to_thumb(128)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# from fastcore.parallel import *\n",
+ "# def f(o): return PILImage.create(o).size\n",
+ "# sizes = parallel(f, files, n_workers=6)\n",
+ "# pd.Series(sizes).value_counts()"
+ ]
+ },
+ {
+ "attachments": {},
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Classification"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "['0', '1']\n"
+ ]
+ }
+ ],
+ "source": [
+ "# # get a subset of data\n",
+ "# import pathlib\n",
+ "# src = train_path\n",
+ "# dst = train_path/'_subset'\n",
+ "# dir_path = r'C:\\path\\to\\directory'\n",
+ "# dst_path = r'C:\\path\\to\\destination\\directory'\n",
+ "# max_files = 100\n",
+ "\n",
+ "# files = [f for f in os.listdir(dir_path) if os.path.isfile(os.path.join(dir_path, f))]\n",
+ "\n",
+ "# for i, file in enumerate(files):\n",
+ "# if i >= max_files:\n",
+ "# break\n",
+ "# src_file = os.path.join(dir_path, file)\n",
+ "# dst_file = os.path.join(dst_path, file)\n",
+ "# shutil.copy2(src_file, dst_file)\n",
+ "\n",
+ "\n",
+ "# # train_path = dst\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1000"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
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+ "