From 4b8fa2f7a454d008a48328e69a9a267d9621addd Mon Sep 17 00:00:00 2001
From: zineb15022001 <zineb.kabbaj@etu.ec-lyon.fr>
Date: Fri, 1 Dec 2023 17:03:49 +0100
Subject: [PATCH] Update TD2 Deep Learning.ipynb

---
 TD2 Deep Learning.ipynb | 72 +++++++++++++++++++----------------------
 1 file changed, 33 insertions(+), 39 deletions(-)

diff --git a/TD2 Deep Learning.ipynb b/TD2 Deep Learning.ipynb
index c3503a6..bb92c82 100644
--- a/TD2 Deep Learning.ipynb	
+++ b/TD2 Deep Learning.ipynb	
@@ -1389,8 +1389,7 @@
    ],
    "source": [
     "\n",
-    "# Evaluate the accuracy of  the initial model and the quantized model\n",
-    "\n",
+    "# Evaluate the accuracy of  the initial model \n",
     "accuracy_before_quantization = evaluate_model(model2, test_loader)\n",
     "overall_accuracy_before_quantization = sum(accuracy_before_quantization.values()) / len(classes)\n",
     "\n",
@@ -1543,19 +1542,20 @@
     }
    ],
    "source": [
+    "# We add other images downloaded from the internet \n",
     "import json\n",
     "from PIL import Image\n",
     "import matplotlib.pyplot as plt\n",
     "from torchvision import transforms, models\n",
     "\n",
-    "# Choose an image to pass through the model\n",
+    "# We choose a cat image \n",
     "test_image = \"cat.png\"\n",
     "\n",
     "# Prepare the labels\n",
     "with open(\"imagenet-simple-labels.json\") as f:\n",
     "    labels = json.load(f)\n",
     "\n",
-    "# Prepare the transformations: resize the image to what the model was trained on and convert it to a tensor\n",
+    "# Prepare the transformations\n",
     "data_transform = transforms.Compose([\n",
     "    transforms.Resize((224, 224)),\n",
     "    transforms.ToTensor(),\n",
@@ -1614,14 +1614,14 @@
     "import matplotlib.pyplot as plt\n",
     "from torchvision import transforms, models\n",
     "\n",
-    "# Choose an image to pass through the model\n",
+    "# We choose a frog image\n",
     "test_image = \"frog.png\"\n",
     "\n",
     "# Prepare the labels\n",
     "with open(\"imagenet-simple-labels.json\") as f:\n",
     "    labels = json.load(f)\n",
     "\n",
-    "# Prepare the transformations: resize the image to what the model was trained on and convert it to a tensor\n",
+    "# Prepare the transformations\n",
     "data_transform = transforms.Compose([\n",
     "    transforms.Resize((224, 224)),\n",
     "    transforms.ToTensor(),\n",
@@ -2359,7 +2359,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 129,
+   "execution_count": 143,
    "metadata": {},
    "outputs": [
     {
@@ -2368,61 +2368,61 @@
      "text": [
       "Epoch 1/10\n",
       "----------\n",
-      "train Loss: 0.3783 Acc: 0.8197\n",
-      "val Loss: 0.1810 Acc: 0.9477\n",
+      "train Loss: 0.3774 Acc: 0.8320\n",
+      "val Loss: 0.1775 Acc: 0.9346\n",
       "\n",
       "Epoch 2/10\n",
       "----------\n",
-      "train Loss: 0.3373 Acc: 0.8689\n",
-      "val Loss: 0.1897 Acc: 0.9346\n",
+      "train Loss: 0.3462 Acc: 0.8566\n",
+      "val Loss: 0.1906 Acc: 0.9281\n",
       "\n",
       "Epoch 3/10\n",
       "----------\n",
-      "train Loss: 0.3545 Acc: 0.8402\n",
-      "val Loss: 0.1725 Acc: 0.9412\n",
+      "train Loss: 0.3196 Acc: 0.8934\n",
+      "val Loss: 0.1839 Acc: 0.9477\n",
       "\n",
       "Epoch 4/10\n",
       "----------\n",
-      "train Loss: 0.3417 Acc: 0.8320\n",
-      "val Loss: 0.1810 Acc: 0.9412\n",
+      "train Loss: 0.3737 Acc: 0.8238\n",
+      "val Loss: 0.1983 Acc: 0.9150\n",
       "\n",
       "Epoch 5/10\n",
       "----------\n",
-      "train Loss: 0.3439 Acc: 0.8443\n",
-      "val Loss: 0.1987 Acc: 0.9346\n",
+      "train Loss: 0.3362 Acc: 0.8320\n",
+      "val Loss: 0.1794 Acc: 0.9346\n",
       "\n",
       "Epoch 6/10\n",
       "----------\n",
-      "train Loss: 0.3766 Acc: 0.8238\n",
-      "val Loss: 0.1841 Acc: 0.9412\n",
+      "train Loss: 0.3135 Acc: 0.8607\n",
+      "val Loss: 0.1853 Acc: 0.9281\n",
       "\n",
       "Epoch 7/10\n",
       "----------\n",
-      "train Loss: 0.3908 Acc: 0.8115\n",
-      "val Loss: 0.1838 Acc: 0.9412\n",
+      "train Loss: 0.3163 Acc: 0.8566\n",
+      "val Loss: 0.2097 Acc: 0.9150\n",
       "\n",
       "Epoch 8/10\n",
       "----------\n",
-      "train Loss: 0.3553 Acc: 0.8402\n",
-      "val Loss: 0.2205 Acc: 0.9281\n",
+      "train Loss: 0.3578 Acc: 0.8566\n",
+      "val Loss: 0.2147 Acc: 0.9150\n",
       "\n",
       "Epoch 9/10\n",
       "----------\n",
-      "train Loss: 0.4331 Acc: 0.8033\n",
-      "val Loss: 0.1657 Acc: 0.9542\n",
+      "train Loss: 0.3574 Acc: 0.8484\n",
+      "val Loss: 0.1706 Acc: 0.9477\n",
       "\n",
       "Epoch 10/10\n",
       "----------\n",
-      "train Loss: 0.2844 Acc: 0.8525\n",
-      "val Loss: 0.1845 Acc: 0.9542\n",
+      "train Loss: 0.4048 Acc: 0.8279\n",
+      "val Loss: 0.1812 Acc: 0.9281\n",
       "\n",
-      "Training complete in 5m 51s\n",
-      "Best val Acc: 0.954248\n"
+      "Training complete in 9m 41s\n",
+      "Best val Acc: 0.947712\n"
      ]
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x500 with 2 Axes>"
       ]
@@ -2437,7 +2437,7 @@
      "traceback": [
       "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
       "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[1;32mc:\\Users\\ZINEB\\Documents\\GitHub\\mod_4_6-td2\\TD2 Deep Learning.ipynb Cell 54\u001b[0m line \u001b[0;36m3\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/ZINEB/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y210sZmlsZQ%3D%3D?line=26'>27</a>\u001b[0m model, epoch_time \u001b[39m=\u001b[39m train_model(\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/ZINEB/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y210sZmlsZQ%3D%3D?line=27'>28</a>\u001b[0m     model, criterion, optimizer_conv, exp_lr_scheduler, num_epochs\u001b[39m=\u001b[39m\u001b[39m10\u001b[39m\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/ZINEB/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y210sZmlsZQ%3D%3D?line=28'>29</a>\u001b[0m )\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/ZINEB/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y210sZmlsZQ%3D%3D?line=30'>31</a>\u001b[0m \u001b[39m# Plot the curves\u001b[39;00m\n\u001b[1;32m---> <a href='vscode-notebook-cell:/c%3A/Users/ZINEB/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y210sZmlsZQ%3D%3D?line=31'>32</a>\u001b[0m plot_curves(train_losses, val_losses, train_accuracies, val_accuracies, num_epochs\u001b[39m=\u001b[39m\u001b[39m10\u001b[39m)\n",
+      "\u001b[1;32mc:\\Users\\ZINEB\\Documents\\GitHub\\mod_4_6-td2\\TD2 Deep Learning.ipynb Cell 56\u001b[0m line \u001b[0;36m3\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/ZINEB/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y210sZmlsZQ%3D%3D?line=26'>27</a>\u001b[0m model, epoch_time \u001b[39m=\u001b[39m train_model(\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/ZINEB/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y210sZmlsZQ%3D%3D?line=27'>28</a>\u001b[0m     model, criterion, optimizer_conv, exp_lr_scheduler, num_epochs\u001b[39m=\u001b[39m\u001b[39m10\u001b[39m\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/ZINEB/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y210sZmlsZQ%3D%3D?line=28'>29</a>\u001b[0m )\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/ZINEB/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y210sZmlsZQ%3D%3D?line=30'>31</a>\u001b[0m \u001b[39m# Plot the curves\u001b[39;00m\n\u001b[1;32m---> <a href='vscode-notebook-cell:/c%3A/Users/ZINEB/Documents/GitHub/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y210sZmlsZQ%3D%3D?line=31'>32</a>\u001b[0m plot_curves(train_losses, val_losses, train_accuracies, val_accuracies, num_epochs\u001b[39m=\u001b[39m\u001b[39m10\u001b[39m)\n",
       "\u001b[1;31mNameError\u001b[0m: name 'train_losses' is not defined"
      ]
     }
@@ -2469,13 +2469,7 @@
     "    plt.tight_layout()\n",
     "    plt.show()\n",
     "\n",
-    "# Train the model\n",
-    "model, epoch_time = train_model(\n",
-    "    model, criterion, optimizer_conv, exp_lr_scheduler, num_epochs=10\n",
-    ")\n",
-    "\n",
-    "# Plot the curves\n",
-    "plot_curves(train_losses, val_losses, train_accuracies, val_accuracies, num_epochs=10)\n"
+    "\n"
    ]
   },
   {
@@ -2578,10 +2572,10 @@
     }
    ],
    "source": [
+    "#We add eval_model to the code \n",
     "import copy\n",
     "import os\n",
     "import time\n",
-    "\n",
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
     "import torch\n",
-- 
GitLab