diff --git "a/sn_transfert_leaning.ipynb" "b/sn_transfert_leaning.ipynb" new file mode 100644--- /dev/null +++ "b/sn_transfert_leaning.ipynb" @@ -0,0 +1,993 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### SESSION DE TRANSFERT LEARNING\n", + "\n", + "#### INFORMATION DE L'ETUDIANT\n", + "##### Nom et prenom: Nchourupouo Mohamed\n", + "##### Matricule: " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1 - Importation de librairies" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from torchvision import transforms, datasets, models\n", + "from torch.utils.data import DataLoader, random_split\n", + "import torch.nn as nn\n", + "import torch.optim as optim\n", + "import torch\n", + "from torchinfo import summary\n", + "\n", + "import pathlib\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import splitfolders\n", + "import itertools\n", + "import time\n", + "from torch.optim.lr_scheduler import ReduceLROnPlateau\n", + "\n", + "from sklearn.metrics import confusion_matrix, classification_report\n", + "import itertools \n", + "from tqdm.notebook import trange, tqdm \n", + "import warnings" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2 - Pretraitement de l'image à partir des transformations." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "transform = transforms.Compose(\n", + " [\n", + " transforms.Grayscale(num_output_channels = 3),\n", + " transforms.Resize((224,224)),\n", + " transforms.RandomHorizontalFlip(p=0.5),\n", + " transforms.RandomVerticalFlip(p=0.5),\n", + " transforms.RandomRotation(30),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize(mean = [0.485, 0.456, 0.406],std = [0.229, 0.224, 0.225])\n", + " ]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3 - Upload de l'ensemble de données et division de donnnées en Train, Test et Val" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Division de l'ensemble de données en train/val/test" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous devons évaluer le modèle sur des ensembles de données de validation pour suivre les performances du modèle pendant la formation. Ensuite, utilisons 15 % de l'ensemble de données pour l'ensemble de test et utilisons le reste comme ensemble de formation, nous avons donc une répartition 70% pour le train, 15% pour la validation et 15 % pour le test !" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Copying files: 5000 files [00:06, 820.16 files/s]\n" + ] + } + ], + "source": [ + "#preparation dataset\n", + "data_path = 'Dataset SN\\Brain Tumor MRI images'\n", + "data_path = pathlib.Path(data_path)\n", + "\n", + "data_dir = 'dataset'\n", + "data_dir = pathlib.Path(data_dir)\n", + "\n", + "splitfolders.ratio(data_path,output='dataset',seed=555,ratio=(0.7,0.15,0.15))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Transformation des ces données avec les transformations definient ci-dessus" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Compose(\n", + " Grayscale(num_output_channels=3)\n", + " Resize(size=(224, 224), interpolation=bilinear, max_size=None, antialias=True)\n", + " RandomHorizontalFlip(p=0.5)\n", + " RandomVerticalFlip(p=0.5)\n", + " RandomRotation(degrees=[-30.0, 30.0], interpolation=nearest, expand=False, fill=0)\n", + " ToTensor()\n", + " Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n", + ")" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_set = datasets.ImageFolder(data_dir.joinpath(\"train\"), transform=transform) \n", + "train_set.transform\n", + "val_set = datasets.ImageFolder(data_dir.joinpath(\"val\"), transform=transform)\n", + "val_set.transform\n", + "test_set = datasets.ImageFolder(data_dir.joinpath(\"test\"), transform=transform)\n", + "test_set.transform" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Visualisation de quelques images du dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualiztion some images from Train Set\n", + "CLA_label = {\n", + " 0 : 'Healthy',\n", + " 1 : 'Brain Tumor'\n", + "} \n", + "figure = plt.figure(figsize=(10, 10))\n", + "cols, rows = 4, 4\n", + "for i in range(1, cols * rows + 1):\n", + " sample_idx = torch.randint(len(train_set), size=(1,)).item()\n", + " img, label = train_set[sample_idx]\n", + " figure.add_subplot(rows, cols, i)\n", + " plt.title(CLA_label[label])\n", + " plt.axis(\"off\")\n", + " img_np = img.numpy().transpose((1, 2, 0))\n", + " # Clip pixel values to [0, 1]\n", + " img_valid_range = np.clip(img_np, 0, 1)\n", + " plt.imshow(img_valid_range)\n", + " plt.suptitle('Brain Images', y=0.95)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Creation du dataLoader" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "batch_size = 32\n", + "\n", + "train_gen = torch.utils.data.DataLoader(\n", + " train_set, \n", + " batch_size = batch_size, \n", + " shuffle = True, \n", + " num_workers = 1\n", + ")\n", + "\n", + "val_gen = torch.utils.data.DataLoader(\n", + " val_set, \n", + " batch_size = batch_size, \n", + " shuffle = True, \n", + " num_workers = 1\n", + ")\n", + "\n", + "test_gen = torch.utils.data.DataLoader(\n", + " test_set, \n", + " batch_size = batch_size, \n", + " num_workers =1\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Affichage du shape de differents ensembles de donnees." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training data:\n", + "Shape of X : torch.Size([32, 3, 224, 224])\n", + "Shape of y: torch.Size([32]) torch.int64\n", + "\n", + "Validation data:\n", + "Shape of X : torch.Size([32, 3, 224, 224])\n", + "Shape of y: torch.Size([32]) torch.int64\n", + "\n", + "testing data:\n", + "Shape of X : torch.Size([32, 3, 224, 224])\n", + "Shape of y: torch.Size([32]) torch.int64\n", + "\n" + ] + } + ], + "source": [ + "for key, value in {'Training data': train_gen, \"Validation data\": val_gen,\"testing data\": test_gen}.items():\n", + " for X, y in value:\n", + " print(f\"{key}:\")\n", + " print(f\"Shape of X : {X.shape}\")\n", + " print(f\"Shape of y: {y.shape} {y.dtype}\\n\")\n", + " break" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4 - Construction du model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Instancions du modèle d'apprentissage par transfert à l'aide de torchvision.\n", + "- `EfficientNet_B0` est le modèle CNN que nous allons utiliser par apprentissage par transfert.\n", + "- Définition de tous les poids pré-entraînés sur non traînables en desactivant les paramètres de chaque couche comme étant faux.\n", + "- Construction de la couche supérieure en créant une couche séquentielle de sortie personnalisée et attribuez-la au fc du modèle." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'cpu'" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", + "device" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Instancions du modèle d'apprentissage par transfert à l'aide de torchvision.\n", + "weights = models.EfficientNet_B0_Weights.DEFAULT # .DEFAULT = Meilleurs poids disponibles avec ImageNet\n", + "model = models.efficientnet_b0(weights=weights).to(device) " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "============================================================================================================================================\n", + "Layer (type (var_name)) Input Shape Output Shape Param # Trainable\n", + "============================================================================================================================================\n", + "EfficientNet (EfficientNet) [32, 3, 224, 224] [32, 1000] -- True\n", + "├─Sequential (features) [32, 3, 224, 224] [32, 1280, 7, 7] -- True\n", + "│ └─Conv2dNormActivation (0) [32, 3, 224, 224] [32, 32, 112, 112] -- True\n", + "│ │ └─Conv2d (0) [32, 3, 224, 224] [32, 32, 112, 112] 864 True\n", + "│ │ └─BatchNorm2d (1) [32, 32, 112, 112] [32, 32, 112, 112] 64 True\n", + "│ │ └─SiLU (2) [32, 32, 112, 112] [32, 32, 112, 112] -- --\n", + "│ └─Sequential (1) [32, 32, 112, 112] [32, 16, 112, 112] -- True\n", + "│ │ └─MBConv (0) [32, 32, 112, 112] [32, 16, 112, 112] 1,448 True\n", + "│ └─Sequential (2) [32, 16, 112, 112] [32, 24, 56, 56] -- True\n", + "│ │ └─MBConv (0) [32, 16, 112, 112] [32, 24, 56, 56] 6,004 True\n", + "│ │ └─MBConv (1) [32, 24, 56, 56] [32, 24, 56, 56] 10,710 True\n", + "│ └─Sequential (3) [32, 24, 56, 56] [32, 40, 28, 28] -- True\n", + "│ │ └─MBConv (0) [32, 24, 56, 56] [32, 40, 28, 28] 15,350 True\n", + "│ │ └─MBConv (1) [32, 40, 28, 28] [32, 40, 28, 28] 31,290 True\n", + "│ └─Sequential (4) [32, 40, 28, 28] [32, 80, 14, 14] -- True\n", + "│ │ └─MBConv (0) [32, 40, 28, 28] [32, 80, 14, 14] 37,130 True\n", + "│ │ └─MBConv (1) [32, 80, 14, 14] [32, 80, 14, 14] 102,900 True\n", + "│ │ └─MBConv (2) [32, 80, 14, 14] [32, 80, 14, 14] 102,900 True\n", + "│ └─Sequential (5) [32, 80, 14, 14] [32, 112, 14, 14] -- True\n", + "│ │ └─MBConv (0) [32, 80, 14, 14] [32, 112, 14, 14] 126,004 True\n", + "│ │ └─MBConv (1) [32, 112, 14, 14] [32, 112, 14, 14] 208,572 True\n", + "│ │ └─MBConv (2) [32, 112, 14, 14] [32, 112, 14, 14] 208,572 True\n", + "│ └─Sequential (6) [32, 112, 14, 14] [32, 192, 7, 7] -- True\n", + "│ │ └─MBConv (0) [32, 112, 14, 14] [32, 192, 7, 7] 262,492 True\n", + "│ │ └─MBConv (1) [32, 192, 7, 7] [32, 192, 7, 7] 587,952 True\n", + "│ │ └─MBConv (2) [32, 192, 7, 7] [32, 192, 7, 7] 587,952 True\n", + "│ │ └─MBConv (3) [32, 192, 7, 7] [32, 192, 7, 7] 587,952 True\n", + "│ └─Sequential (7) [32, 192, 7, 7] [32, 320, 7, 7] -- True\n", + "│ │ └─MBConv (0) [32, 192, 7, 7] [32, 320, 7, 7] 717,232 True\n", + "│ └─Conv2dNormActivation (8) [32, 320, 7, 7] [32, 1280, 7, 7] -- True\n", + "│ │ └─Conv2d (0) [32, 320, 7, 7] [32, 1280, 7, 7] 409,600 True\n", + "│ │ └─BatchNorm2d (1) [32, 1280, 7, 7] [32, 1280, 7, 7] 2,560 True\n", + "│ │ └─SiLU (2) [32, 1280, 7, 7] [32, 1280, 7, 7] -- --\n", + "├─AdaptiveAvgPool2d (avgpool) [32, 1280, 7, 7] [32, 1280, 1, 1] -- --\n", + "├─Sequential (classifier) [32, 1280] [32, 1000] -- True\n", + "│ └─Dropout (0) [32, 1280] [32, 1280] -- --\n", + "│ └─Linear (1) [32, 1280] [32, 1000] 1,281,000 True\n", + "============================================================================================================================================\n", + "Total params: 5,288,548\n", + "Trainable params: 5,288,548\n", + "Non-trainable params: 0\n", + "Total mult-adds (Units.GIGABYTES): 12.35\n", + "============================================================================================================================================\n", + "Input size (MB): 19.27\n", + "Forward/backward pass size (MB): 3452.35\n", + "Params size (MB): 21.15\n", + "Estimated Total Size (MB): 3492.77\n", + "============================================================================================================================================" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "summary(model=model, \n", + " input_size=(32, 3, 224, 224), # make sure this is \"input_size\", not \"input_shape\"\n", + " # col_names=[\"input_size\"], # uncomment for smaller output\n", + " col_names=[\"input_size\", \"output_size\", \"num_params\", \"trainable\"],\n", + " col_width=20,\n", + " row_settings=[\"var_names\"]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 6 - Geler le modèle de base et modifier la couche de sortie en fonction de nos besoins" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "for param in model.features.parameters():\n", + " param.requires_grad = False" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ajustons maintenant la couche de sortie ou la partie classificateur de notre modèle pré-entraîné à nos besoins. À l'heure actuelle, notre modèle pré-entraîné a out_features=1000 car il y a 1000 classes dans ImageNet. Cependant, nous n'avons pas 1000 classes, nous n'en avons que deux, `Brain Tumor` et `Healthy`.\n", + "Nous pouvons modifier la partie classificateur de notre modèle en créant une nouvelle série de couches.\n", + "Le classificateur actuel se compose de :" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Sequential(\n", + "# (0): Dropout(p=0.2, inplace=True)\n", + "# (1): Linear(in_features=1280, out_features=1000, bias=True)\n", + "# )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "creation de la nouvelle couche de classification" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "output_shape = 2\n", + "model.classifier = torch.nn.Sequential(\n", + " torch.nn.Dropout(p=0.2, inplace=True), \n", + " torch.nn.Linear(in_features=1280, \n", + " out_features=output_shape, \n", + " bias=True)\n", + " ).to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "============================================================================================================================================\n", + "Layer (type (var_name)) Input Shape Output Shape Param # Trainable\n", + "============================================================================================================================================\n", + "EfficientNet (EfficientNet) [32, 3, 224, 224] [32, 2] -- Partial\n", + "├─Sequential (features) [32, 3, 224, 224] [32, 1280, 7, 7] -- False\n", + "│ └─Conv2dNormActivation (0) [32, 3, 224, 224] [32, 32, 112, 112] -- False\n", + "│ │ └─Conv2d (0) [32, 3, 224, 224] [32, 32, 112, 112] (864) False\n", + "│ │ └─BatchNorm2d (1) [32, 32, 112, 112] [32, 32, 112, 112] (64) False\n", + "│ │ └─SiLU (2) [32, 32, 112, 112] [32, 32, 112, 112] -- --\n", + "│ └─Sequential (1) [32, 32, 112, 112] [32, 16, 112, 112] -- False\n", + "│ │ └─MBConv (0) [32, 32, 112, 112] [32, 16, 112, 112] (1,448) False\n", + "│ └─Sequential (2) [32, 16, 112, 112] [32, 24, 56, 56] -- False\n", + "│ │ └─MBConv (0) [32, 16, 112, 112] [32, 24, 56, 56] (6,004) False\n", + "│ │ └─MBConv (1) [32, 24, 56, 56] [32, 24, 56, 56] (10,710) False\n", + "│ └─Sequential (3) [32, 24, 56, 56] [32, 40, 28, 28] -- False\n", + "│ │ └─MBConv (0) [32, 24, 56, 56] [32, 40, 28, 28] (15,350) False\n", + "│ │ └─MBConv (1) [32, 40, 28, 28] [32, 40, 28, 28] (31,290) False\n", + "│ └─Sequential (4) [32, 40, 28, 28] [32, 80, 14, 14] -- False\n", + "│ │ └─MBConv (0) [32, 40, 28, 28] [32, 80, 14, 14] (37,130) False\n", + "│ │ └─MBConv (1) [32, 80, 14, 14] [32, 80, 14, 14] (102,900) False\n", + "│ │ └─MBConv (2) [32, 80, 14, 14] [32, 80, 14, 14] (102,900) False\n", + "│ └─Sequential (5) [32, 80, 14, 14] [32, 112, 14, 14] -- False\n", + "│ │ └─MBConv (0) [32, 80, 14, 14] [32, 112, 14, 14] (126,004) False\n", + "│ │ └─MBConv (1) [32, 112, 14, 14] [32, 112, 14, 14] (208,572) False\n", + "│ │ └─MBConv (2) [32, 112, 14, 14] [32, 112, 14, 14] (208,572) False\n", + "│ └─Sequential (6) [32, 112, 14, 14] [32, 192, 7, 7] -- False\n", + "│ │ └─MBConv (0) [32, 112, 14, 14] [32, 192, 7, 7] (262,492) False\n", + "│ │ └─MBConv (1) [32, 192, 7, 7] [32, 192, 7, 7] (587,952) False\n", + "│ │ └─MBConv (2) [32, 192, 7, 7] [32, 192, 7, 7] (587,952) False\n", + "│ │ └─MBConv (3) [32, 192, 7, 7] [32, 192, 7, 7] (587,952) False\n", + "│ └─Sequential (7) [32, 192, 7, 7] [32, 320, 7, 7] -- False\n", + "│ │ └─MBConv (0) [32, 192, 7, 7] [32, 320, 7, 7] (717,232) False\n", + "│ └─Conv2dNormActivation (8) [32, 320, 7, 7] [32, 1280, 7, 7] -- False\n", + "│ │ └─Conv2d (0) [32, 320, 7, 7] [32, 1280, 7, 7] (409,600) False\n", + "│ │ └─BatchNorm2d (1) [32, 1280, 7, 7] [32, 1280, 7, 7] (2,560) False\n", + "│ │ └─SiLU (2) [32, 1280, 7, 7] [32, 1280, 7, 7] -- --\n", + "├─AdaptiveAvgPool2d (avgpool) [32, 1280, 7, 7] [32, 1280, 1, 1] -- --\n", + "├─Sequential (classifier) [32, 1280] [32, 2] -- True\n", + "│ └─Dropout (0) [32, 1280] [32, 1280] -- --\n", + "│ └─Linear (1) [32, 1280] [32, 2] 2,562 True\n", + "============================================================================================================================================\n", + "Total params: 4,010,110\n", + "Trainable params: 2,562\n", + "Non-trainable params: 4,007,548\n", + "Total mult-adds (Units.GIGABYTES): 12.31\n", + "============================================================================================================================================\n", + "Input size (MB): 19.27\n", + "Forward/backward pass size (MB): 3452.09\n", + "Params size (MB): 16.04\n", + "Estimated Total Size (MB): 3487.40\n", + "============================================================================================================================================" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "summary(model=model, \n", + " input_size=(32, 3, 224, 224), # make sure this is \"input_size\", not \"input_shape\"\n", + " col_names=[\"input_size\", \"output_size\", \"num_params\", \"trainable\"],\n", + " col_width=20,\n", + " row_settings=[\"var_names\"]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous constatons que les parametres sont maintenant non-trainable" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7 - Train du model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Définir la fonction de perte du modèle sur CrossEntropyLoss\n", + "- Définissez l'optimiseur SGD avec un élan de 0,9 et un taux d'apprentissage de 3e-4 comme optimiseur du modèle.\n", + "- Exécutez le modèle pour 10 epochs au total\n", + "- Créez des listes vides pour stocker les pertes de formation, les pertes de validation, les précisions de formation et les précisions de validation" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# La fonction de perte\n", + "loss_func = nn.NLLLoss(reduction=\"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# L'optimizer\n", + "opt = optim.SGD(model.parameters(), lr=0.001, momentum=0.9)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\USER\\Documents\\Keyce I & IA\\deep learning-CNN\\code\\.env_2_sn\\Lib\\site-packages\\torch\\optim\\lr_scheduler.py:62: UserWarning: The verbose parameter is deprecated. Please use get_last_lr() to access the learning rate.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "lr_scheduler = ReduceLROnPlateau(opt, mode='min',factor=0.5, patience=20,verbose=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# Function to get the learning rate\n", + "def get_lr(opt):\n", + " for param_group in opt.param_groups:\n", + " return param_group['lr']\n", + "\n", + "# Function to compute the loss value per batch of data\n", + "def loss_batch(loss_func, output, target, opt=None):\n", + " \n", + " loss = loss_func(output, target) # get loss\n", + " pred = output.argmax(dim=1, keepdim=True) # Get Output Class\n", + " metric_b=pred.eq(target.view_as(pred)).sum().item() # get performance metric\n", + " \n", + " if opt is not None:\n", + " opt.zero_grad()\n", + " loss.backward()\n", + " opt.step()\n", + "\n", + " return loss.item(), metric_b\n", + "\n", + "# Compute the loss value & performance metric for the entire dataset (epoch)\n", + "def loss_epoch(model,loss_func,dataset_dl,opt=None):\n", + " \n", + " run_loss=0.0 \n", + " t_metric=0.0\n", + " len_data=len(dataset_dl.dataset)\n", + "\n", + " # internal loop over dataset\n", + " for xb, yb in dataset_dl:\n", + " # move batch to device\n", + " xb=xb.to(device)\n", + " yb=yb.to(device)\n", + " output=model(xb) # get model output\n", + " loss_b,metric_b=loss_batch(loss_func, output, yb, opt) # get loss per batch\n", + " run_loss+=loss_b # update running loss\n", + "\n", + " if metric_b is not None: # update running metric\n", + " t_metric+=metric_b \n", + " \n", + " loss=run_loss/float(len_data) # average loss value\n", + " metric=t_metric/float(len_data) # average metric value\n", + " \n", + " return loss, metric" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "import copy" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "def Train_Val(model, params,verbose=False):\n", + " \n", + " # Get the parameters\n", + " epochs=params[\"epochs\"]\n", + " loss_func=params[\"f_loss\"]\n", + " opt=params[\"optimiser\"]\n", + " train_dl=params[\"train\"]\n", + " val_dl=params[\"val\"]\n", + " lr_scheduler=params[\"lr_change\"]\n", + " weight_path=params[\"weight_path\"]\n", + " \n", + " # history of loss values in each epoch\n", + " loss_history={\"train\": [],\"val\": []} \n", + " # histroy of metric values in each epoch\n", + " metric_history={\"train\": [],\"val\": []} \n", + " # a deep copy of weights for the best performing model\n", + " best_model_wts = copy.deepcopy(model.state_dict()) \n", + " # initialize best loss to a large value\n", + " best_loss=float('inf') \n", + "\n", + "# Train Model n_epochs (the progress of training by printing the epoch number and the associated learning rate. It can be helpful for debugging, monitoring the learning rate schedule, or gaining insights into the training process.) \n", + " \n", + " for epoch in tqdm(range(epochs)):\n", + " \n", + " # Get the Learning Rate\n", + " current_lr=get_lr(opt)\n", + " if(verbose):\n", + " print('Epoch {}/{}, current lr={}'.format(epoch, epochs - 1, current_lr))\n", + "\n", + " \n", + "# Train Model Process\n", + "\n", + " \n", + " model.train()\n", + " train_loss, train_metric = loss_epoch(model,loss_func,train_dl,opt)\n", + "\n", + " # collect losses\n", + " loss_history[\"train\"].append(train_loss)\n", + " metric_history[\"train\"].append(train_metric)\n", + " \n", + "\n", + "# Evaluate Model Process\n", + "\n", + " \n", + " model.eval()\n", + " with torch.no_grad():\n", + " val_loss, val_metric = loss_epoch(model,loss_func,val_dl)\n", + " \n", + " # store best model\n", + " if(val_loss < best_loss):\n", + " best_loss = val_loss\n", + " best_model_wts = copy.deepcopy(model.state_dict())\n", + " \n", + " # store weights into a local file\n", + " torch.save(model.state_dict(), weight_path)\n", + " if(verbose):\n", + " print(\"Copied best model weights!\")\n", + " \n", + " # collect loss and metric for validation dataset\n", + " loss_history[\"val\"].append(val_loss)\n", + " metric_history[\"val\"].append(val_metric)\n", + " \n", + " # learning rate schedule\n", + " lr_scheduler.step(val_loss)\n", + " if current_lr != get_lr(opt):\n", + " if(verbose):\n", + " print(\"Loading best model weights!\")\n", + " model.load_state_dict(best_model_wts) \n", + "\n", + " if(verbose):\n", + " print(f\"train loss: {train_loss:.6f}, dev loss: {val_loss:.6f}, accuracy: {100*val_metric:.2f}\")\n", + " print(\"-\"*10) \n", + "\n", + " # load best model weights\n", + " model.load_state_dict(best_model_wts)\n", + " \n", + " return model, loss_history, metric_history" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Entrainement" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "params_train={\n", + " \"train\": train_gen,\"val\": val_gen,\n", + " \"epochs\": 20,\n", + " \"optimiser\": optim.Adam(model.parameters(),lr=3e-4),\n", + " \"lr_change\": ReduceLROnPlateau(opt,\n", + " mode='min',\n", + " factor=0.5,\n", + " patience=20,\n", + " verbose=0),\n", + " \"f_loss\": nn.NLLLoss(reduction=\"sum\"),\n", + " \"weight_path\": \"weights.pt\",\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "dce93a5144ef4f47bbcb0b89d8f9182c", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/20 [00:00" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "\n", + "# Convergence History Plot\n", + "epochs=params_train[\"epochs\"]\n", + "fig,ax = plt.subplots(1,2,figsize=(12,5))\n", + "\n", + "sns.lineplot(x=[*range(1,epochs+1)],y=loss_hist[\"train\"],ax=ax[0],label='loss_hist[\"train\"]')\n", + "sns.lineplot(x=[*range(1,epochs+1)],y=loss_hist[\"val\"],ax=ax[0],label='loss_hist[\"val\"]')\n", + "sns.lineplot(x=[*range(1,epochs+1)],y=metric_hist[\"train\"],ax=ax[1],label='Acc_hist[\"train\"]')\n", + "sns.lineplot(x=[*range(1,epochs+1)],y=metric_hist[\"val\"],ax=ax[1],label='Acc_hist[\"val\"]')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Classification report et la matrice de confusion" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0.0 0.94 0.22 0.36 300\n", + " 1.0 0.66 0.99 0.79 450\n", + "\n", + " accuracy 0.68 750\n", + " macro avg 0.80 0.61 0.58 750\n", + "weighted avg 0.77 0.68 0.62 750\n", + " \n", + "\n", + "\n" + ] + } + ], + "source": [ + "# define function For Classification Report\n", + "def Ture_and_Pred(val_loader, model):\n", + " i = 0\n", + " y_true = []\n", + " y_pred = []\n", + " for images, labels in val_loader:\n", + " images = images.to(device)\n", + " labels = labels.numpy()\n", + " outputs = model(images)\n", + " _, pred = torch.max(outputs.data, 1)\n", + " pred = pred.detach().cpu().numpy()\n", + " \n", + " y_true = np.append(y_true, labels)\n", + " y_pred = np.append(y_pred, pred)\n", + " \n", + " return y_true, y_pred\n", + "\n", + "\n", + "# check confusion matrix for error analysis\n", + "y_true, y_pred = Ture_and_Pred(val_gen, tf_model)\n", + "\n", + "print(classification_report(y_true, y_pred), '\\n\\n')\n", + "cm = confusion_matrix(y_true, y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Healthy': 0, 'Tumor': 1}" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_set.class_to_idx" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Confusion Matrix Plotting Function\n", + "def show_confusion_matrix(cm, CLA_label, title='Confusion matrix', cmap=plt.cm.YlGnBu):\n", + " \n", + " plt.figure(figsize=(10,7))\n", + " plt.grid(False)\n", + " plt.imshow(cm, interpolation='nearest', cmap=cmap)\n", + " plt.title(title)\n", + " plt.colorbar()\n", + " tick_marks = np.arange(len(CLA_label))\n", + "\n", + " plt.xticks(tick_marks, [f\"{value}={key}\" for key , value in CLA_label.items()], rotation=45)\n", + " plt.yticks(tick_marks, [f\"{value}={key}\" for key , value in CLA_label.items()])\n", + "\n", + " thresh = cm.max() / 2.\n", + " for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n", + " plt.text(j, i, f\"{cm[i,j]}\\n{cm[i,j]/np.sum(cm)*100:.2f}%\", horizontalalignment=\"center\", color=\"white\" if cm[i, j] > thresh else \"black\")\n", + "\n", + " plt.ylabel('Actual')\n", + " plt.xlabel('Predicted')\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "show_confusion_matrix(cm, CLA_label)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 8 - Sauvegarde du model" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "torch.save(model, 'Brain_tumor_effmodel.pth')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".env_2_sn", + "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": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}