From 19a67fabf7126e3d4e04457161d4ed359de09a56 Mon Sep 17 00:00:00 2001 From: AbdelsalamHaa <35866217+AbdelsalamHaa@users.noreply.github.com> Date: Mon, 13 Dec 2021 00:03:26 +0800 Subject: [PATCH] Add files via upload --- alexnet.ipynb | 403 +++++++++----------------------------------------- 1 file changed, 71 insertions(+), 332 deletions(-) diff --git a/alexnet.ipynb b/alexnet.ipynb index fbef35c..62b65a2 100644 --- a/alexnet.ipynb +++ b/alexnet.ipynb @@ -6,15 +6,14 @@ "metadata": {}, "outputs": [ { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'Augmentor'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 17\u001b[0m \u001b[1;31m#from scipy.misc.pilutil import imread\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 18\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mimageio\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mimread\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 19\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mAugmentor\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 20\u001b[0m \u001b[0mtorch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcuda\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mempty_cache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 21\u001b[0m \u001b[0mtorch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcuda\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mis_available\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'Augmentor'" - ] + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -43,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -52,60 +51,7 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "################## ONlY in THE DATA PREPERATION ##############################\n", - "def resize_image(image, size):\n", - " return image.resize(size, Image.ANTIALIAS)\n", - "\n", - "def resize_images(image_dir, output_dir, size):\n", - " if not os.path.exists(output_dir):\n", - " os.makedirs(output_dir)\n", - " \n", - " images = os.listdir(image_dir)\n", - " num_images = len(images)\n", - " for i, image in enumerate(images):\n", - " with open(os.path.join(image_dir, image), 'r+b') as f:\n", - " with Image.open(f) as img:\n", - " try:\n", - " img = resize_image(img, size)\n", - " img.save(os.path.join(output_dir, image), img.format)\n", - " except:\n", - " print(\"Cannot read image\")\n", - " if (i+1) % 100 == 0:\n", - " print (\"[{}/{}] Resized the images and saved into '{}'.\"\n", - " .format(i+1, num_images, output_dir))\n", - "image_dir = './resized/val/Moderate/' \n", - "output_dir = './resized/Moderate/'\n", - "image_size = [64, 64]\n", - "resize_images(image_dir, output_dir, image_size)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "################## ONlY in THE DATA PREPERATION ##############################\n", - "p = Augmentor.Pipeline(\"resized/val/Moderate\")\n", - "p.rotate(probability=0.7, max_left_rotation=25, max_right_rotation=25)\n", - "p.zoom(probability=0.3, min_factor=1.1, max_factor=1.6)\n", - "p.sample(5000)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -119,7 +65,7 @@ " 'val': transforms.Compose([transforms.Resize(224), transforms.ToTensor(),\n", " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])]),}\n", "\n", - "data_dir = 'resized'\n", + "data_dir = './Data'\n", "image_datasets = {x: datasets.ImageFolder(os.path.join(data_dir, x),\n", " data_transforms[x])\n", " for x in ['train', 'val']}\n", @@ -134,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -154,14 +100,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -186,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -275,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -309,36 +255,15 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Downloading: \"https://download.pytorch.org/models/alexnet-owt-7be5be79.pth\" to C:\\Users\\user/.cache\\torch\\hub\\checkpoints\\alexnet-owt-7be5be79.pth\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "08657038dc4b4586bbd05335a0ac0353", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0.00/233M [00:00" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "################## TRAIN ##############################\n", "model_ft.eval()\n", @@ -576,25 +425,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "predicted: Good\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\user\\anaconda3\\lib\\site-packages\\torchvision\\transforms\\transforms.py:317: UserWarning: The use of the transforms.Scale transform is deprecated, please use transforms.Resize instead.\n", - " warnings.warn(\"The use of the transforms.Scale transform is deprecated, \" +\n" - ] - } - ], + "outputs": [], "source": [ "from torch.autograd import Variable \n", "imsize = 63\n", @@ -620,22 +453,9 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "TT0 = Training_accurecy[0].cpu().detach().numpy()\n", "TT1 = Training_accurecy[1].cpu().detach().numpy()\n", @@ -694,20 +501,9 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[230 17 2]\n", - " [ 26 290 0]\n", - " [ 3 0 115]]\n", - "[92.36947791 91.7721519 97.45762712]\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.metrics import confusion_matrix\n", "\n", @@ -739,7 +535,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -774,32 +570,9 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Confusion matrix, without normalization\n", - "[[230 17 2]\n", - " [ 26 290 0]\n", - " [ 3 0 115]]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(10,10))\n", "plot_confusion_matrix(conf_mat, class_names)" @@ -807,20 +580,9 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 964 32 0]\n", - " [ 102 1164 1]\n", - " [ 5 0 467]]\n", - "[96.78714859 91.87056038 98.94067797]\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.metrics import confusion_matrix\n", "\n", @@ -852,32 +614,9 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Confusion matrix, without normalization\n", - "[[ 964 32 0]\n", - " [ 102 1164 1]\n", - " [ 5 0 467]]\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(10,10))\n", "plot_confusion_matrix(conf_mat, class_names)"