diff --git a/TD2 Deep Learning.ipynb b/TD2 Deep Learning.ipynb index 9c05bf6619ba538696fe2a73423dee5416f89bb7..385a56fdf157d77cae8c676140ff230503590b6d 100644 --- a/TD2 Deep Learning.ipynb +++ b/TD2 Deep Learning.ipynb @@ -1274,10 +1274,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 84, "id": "b4d13080", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\oscar\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\torchvision\\models\\_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", + " warnings.warn(\n", + "c:\\Users\\oscar\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\torchvision\\models\\_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet50_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet50_Weights.DEFAULT` to get the most up-to-date weights.\n", + " warnings.warn(msg)\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -1307,7 +1317,7 @@ "from PIL import Image\n", "import matplotlib.pyplot as plt\n", "import os\n", - "\n", + "from torchvision import models\n", "path = os.getcwd()\n", "images_path = path+\"/images\"\n", "images_names = os.listdir(images_path)\n", @@ -1548,6 +1558,104 @@ "By looking at the results, the quantized model is still able to classify correctly the images. The results seem the same as the ones of the non quantized model." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Test on an other pre-trained model: mobilenet_v3_large" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicted classes are: Whippet, ram; true class is: cheval_femme\n", + "Predicted classes are: tabby cat, Japanese Chin; true class is: chien_chat\n", + "Predicted classes are: Golden Retriever, Brittany; true class is: dog\n", + "Predicted classes are: jay, chickadee; true class is: mesange_bleue\n", + "Predicted classes are: yawl, schooner; true class is: sailboat\n", + "Predicted classes are: stingray, electric ray; true class is: Stringray\n", + "Predicted classes are: catamaran, amphibious vehicle; true class is: yacht\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from torchvision import models\n", + "\n", + "# import the new pre-trained model\n", + "from torchvision.models import mobilenet_v3_large\n", + "\n", + "path = os.getcwd()\n", + "images_path = path+\"/images\"\n", + "images_names = os.listdir(images_path)\n", + "\n", + "for image_name in images_names: # loop on all the test images in the folder\n", + " # Choose an image to pass through the model\n", + " test_image = \"images/\"+image_name\n", + " # Configure matplotlib for pretty inline plots\n", + " #%matplotlib inline\n", + " #%config InlineBackend.figure_format = 'retina'\n", + "\n", + " # Prepare the labels\n", + " with open(\"imagenet-simple-labels.json\") as f:\n", + " labels = json.load(f)\n", + "\n", + " # First prepare the transformations: resize the image to what the model was trained on and convert it to a tensor\n", + " data_transform = transforms.Compose(\n", + " [\n", + " transforms.Resize((224, 224)),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n", + " ]\n", + " )\n", + " # Load the image\n", + "\n", + " image = Image.open(test_image)\n", + " plt.imshow(image), plt.xticks([]), plt.yticks([])\n", + "\n", + " # Now apply the transformation, expand the batch dimension, and send the image to the GPU\n", + " # image = data_transform(image).unsqueeze(0).cuda()\n", + " image = data_transform(image).unsqueeze(0)\n", + "\n", + " # Download the new model if it's not there already. It will take a bit on the first run, after that it's fast\n", + " model = models.mobilenet_v3_large(pretrained=True)\n", + " # Send the model to the GPU\n", + " # model.cuda()\n", + " # Set layers such as dropout and batchnorm in evaluation mode\n", + " model.eval()\n", + "\n", + " # Get the 1000-dimensional model output\n", + " out = model(image)\n", + " # Find the predicted class\n", + " # The two first predicted classes are returned \n", + " class_index1 = out.argmax()\n", + " out[0][class_index1] = - np.inf\n", + " class_index2 = out.argmax()\n", + " print(\"Predicted classes are: {}, {}\".format(labels[class_index1], labels[class_index2])+\"; true class is: {}\".format(image_name[:-4]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The results are different from the resnet model, but seem coherents. The mobilenet_v3_large model can classify accuratly." + ] + }, { "cell_type": "markdown", "id": "5d57da4b", @@ -2574,7 +2682,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 79, "metadata": {}, "outputs": [ { @@ -2592,8 +2700,8 @@ "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32mc:\\Users\\oscar\\Documents\\GitHub\\mod_4_6-td2\\TD2 Deep Learning.ipynb Cell 69\u001b[0m line \u001b[0;36m8\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=5'>6</a>\u001b[0m optimizer_conv \u001b[39m=\u001b[39m optim\u001b[39m.\u001b[39mSGD(awareQuantized_model\u001b[39m.\u001b[39mparameters(), lr\u001b[39m=\u001b[39m\u001b[39m0.001\u001b[39m, momentum\u001b[39m=\u001b[39m\u001b[39m0.9\u001b[39m)\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=6'>7</a>\u001b[0m exp_lr_scheduler \u001b[39m=\u001b[39m lr_scheduler\u001b[39m.\u001b[39mStepLR(optimizer_conv, step_size\u001b[39m=\u001b[39m\u001b[39m7\u001b[39m, gamma\u001b[39m=\u001b[39m\u001b[39m0.1\u001b[39m)\n\u001b[1;32m----> <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=7'>8</a>\u001b[0m awareQuantized_model, epoch_time \u001b[39m=\u001b[39m train_model(\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=8'>9</a>\u001b[0m awareQuantized_model, criterion, optimizer_conv, exp_lr_scheduler, num_epochs\u001b[39m=\u001b[39;49m\u001b[39m10\u001b[39;49m\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=9'>10</a>\u001b[0m )\n", - "\u001b[1;32mc:\\Users\\oscar\\Documents\\GitHub\\mod_4_6-td2\\TD2 Deep Learning.ipynb Cell 69\u001b[0m line \u001b[0;36m1\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=130'>131</a>\u001b[0m \u001b[39m# backward + optimize only if in training phase\u001b[39;00m\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=131'>132</a>\u001b[0m \u001b[39mif\u001b[39;00m phase \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mtrain\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[1;32m--> <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=132'>133</a>\u001b[0m loss\u001b[39m.\u001b[39;49mbackward()\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=133'>134</a>\u001b[0m optimizer\u001b[39m.\u001b[39mstep()\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=135'>136</a>\u001b[0m \u001b[39m# Statistics\u001b[39;00m\n", + "\u001b[1;32mc:\\Users\\oscar\\Documents\\GitHub\\mod_4_6-td2\\TD2 Deep Learning.ipynb Cell 71\u001b[0m line \u001b[0;36m8\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=5'>6</a>\u001b[0m optimizer_conv \u001b[39m=\u001b[39m optim\u001b[39m.\u001b[39mSGD(awareQuantized_model\u001b[39m.\u001b[39mparameters(), lr\u001b[39m=\u001b[39m\u001b[39m0.001\u001b[39m, momentum\u001b[39m=\u001b[39m\u001b[39m0.9\u001b[39m)\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=6'>7</a>\u001b[0m exp_lr_scheduler \u001b[39m=\u001b[39m lr_scheduler\u001b[39m.\u001b[39mStepLR(optimizer_conv, step_size\u001b[39m=\u001b[39m\u001b[39m7\u001b[39m, gamma\u001b[39m=\u001b[39m\u001b[39m0.1\u001b[39m)\n\u001b[1;32m----> <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=7'>8</a>\u001b[0m awareQuantized_model, epoch_time \u001b[39m=\u001b[39m train_model(\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=8'>9</a>\u001b[0m awareQuantized_model, criterion, optimizer_conv, exp_lr_scheduler, num_epochs\u001b[39m=\u001b[39;49m\u001b[39m10\u001b[39;49m\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=9'>10</a>\u001b[0m )\n", + "\u001b[1;32mc:\\Users\\oscar\\Documents\\GitHub\\mod_4_6-td2\\TD2 Deep Learning.ipynb Cell 71\u001b[0m line \u001b[0;36m1\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=130'>131</a>\u001b[0m \u001b[39m# backward + optimize only if in training phase\u001b[39;00m\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=131'>132</a>\u001b[0m \u001b[39mif\u001b[39;00m phase \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mtrain\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[1;32m--> <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=132'>133</a>\u001b[0m loss\u001b[39m.\u001b[39;49mbackward()\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=133'>134</a>\u001b[0m optimizer\u001b[39m.\u001b[39mstep()\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/oscar/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y162sZmlsZQ%3D%3D?line=135'>136</a>\u001b[0m \u001b[39m# Statistics\u001b[39;00m\n", "File \u001b[1;32mc:\\Users\\oscar\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\torch\\_tensor.py:492\u001b[0m, in \u001b[0;36mTensor.backward\u001b[1;34m(self, gradient, retain_graph, create_graph, inputs)\u001b[0m\n\u001b[0;32m 482\u001b[0m \u001b[39mif\u001b[39;00m has_torch_function_unary(\u001b[39mself\u001b[39m):\n\u001b[0;32m 483\u001b[0m \u001b[39mreturn\u001b[39;00m handle_torch_function(\n\u001b[0;32m 484\u001b[0m Tensor\u001b[39m.\u001b[39mbackward,\n\u001b[0;32m 485\u001b[0m (\u001b[39mself\u001b[39m,),\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 490\u001b[0m inputs\u001b[39m=\u001b[39minputs,\n\u001b[0;32m 491\u001b[0m )\n\u001b[1;32m--> 492\u001b[0m torch\u001b[39m.\u001b[39;49mautograd\u001b[39m.\u001b[39;49mbackward(\n\u001b[0;32m 493\u001b[0m \u001b[39mself\u001b[39;49m, gradient, retain_graph, create_graph, inputs\u001b[39m=\u001b[39;49minputs\n\u001b[0;32m 494\u001b[0m )\n", "File \u001b[1;32mc:\\Users\\oscar\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\torch\\autograd\\__init__.py:251\u001b[0m, in \u001b[0;36mbackward\u001b[1;34m(tensors, grad_tensors, retain_graph, create_graph, grad_variables, inputs)\u001b[0m\n\u001b[0;32m 246\u001b[0m retain_graph \u001b[39m=\u001b[39m create_graph\n\u001b[0;32m 248\u001b[0m \u001b[39m# The reason we repeat the same comment below is that\u001b[39;00m\n\u001b[0;32m 249\u001b[0m \u001b[39m# some Python versions print out the first line of a multi-line function\u001b[39;00m\n\u001b[0;32m 250\u001b[0m \u001b[39m# calls in the traceback and some print out the last line\u001b[39;00m\n\u001b[1;32m--> 251\u001b[0m Variable\u001b[39m.\u001b[39;49m_execution_engine\u001b[39m.\u001b[39;49mrun_backward( \u001b[39m# Calls into the C++ engine to run the backward pass\u001b[39;49;00m\n\u001b[0;32m 252\u001b[0m tensors,\n\u001b[0;32m 253\u001b[0m grad_tensors_,\n\u001b[0;32m 254\u001b[0m retain_graph,\n\u001b[0;32m 255\u001b[0m create_graph,\n\u001b[0;32m 256\u001b[0m inputs,\n\u001b[0;32m 257\u001b[0m allow_unreachable\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m,\n\u001b[0;32m 258\u001b[0m accumulate_grad\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m,\n\u001b[0;32m 259\u001b[0m )\n", "\u001b[1;31mRuntimeError\u001b[0m: element 0 of tensors does not require grad and does not have a grad_fn"