├── LICENSE ├── README.md ├── eval.py ├── eval_ds ├── 0 │ ├── download (1).jpg │ ├── download (10).jpg │ ├── download (11).jpg │ ├── download (12).jpg │ ├── download (13).jpg │ ├── download (14).jpg │ ├── download (15).jpg │ ├── download (16).jpg │ ├── download (17).jpg │ ├── download (18).jpg │ ├── download (19).jpg │ ├── download (2).jpg │ ├── download (20).jpg │ ├── download (21).jpg │ ├── download (22).jpg │ ├── download (23).jpg │ ├── download (24).jpg │ ├── download (25).jpg │ ├── download (26).jpg │ ├── download (27).jpg │ ├── download (28).jpg │ ├── download (29).jpg │ ├── download (3).jpg │ ├── download (30).jpg │ ├── download (31).jpg │ ├── download (32).jpg │ ├── download (33).jpg │ ├── download (34).jpg │ ├── download (35).jpg │ ├── download (36).jpg │ ├── download (4).jpg │ ├── download (5).jpg │ ├── download (6).jpg │ ├── download (7).jpg │ ├── download (8).jpg │ ├── download (9).jpg │ ├── download.jpg │ ├── images (1).jpg │ ├── images (10).jpg │ ├── images (11).jpg │ ├── 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(23).jpg │ ├── download (24).jpg │ ├── download (25).jpg │ ├── download (26).jpg │ ├── download (27).jpg │ ├── download (29).jpg │ ├── download (3).jpg │ ├── download (30).jpg │ ├── download (32).jpg │ ├── download (33).jpg │ ├── download (34).jpg │ ├── download (35).jpg │ ├── download (36).jpg │ ├── download (37).jpg │ ├── download (38).jpg │ ├── download (39).jpg │ ├── download (4).jpg │ ├── download (40).jpg │ ├── download (42).jpg │ ├── download (43).jpg │ ├── download (44).jpg │ ├── download (45).jpg │ ├── download (46).jpg │ ├── download (47).jpg │ ├── download (48).jpg │ ├── download (49).jpg │ ├── download (5).jpg │ ├── download (7).jpg │ ├── download (8).jpg │ ├── download (9).jpg │ ├── download.jpg │ ├── images (1).jpg │ ├── images (2).jpg │ ├── images (3).jpg │ ├── images (4).jpg │ ├── images (5).jpg │ ├── images (6).jpg │ └── images.jpg ├── models ├── mobilenetv2.pth └── resnet18.pth ├── nets.py ├── results ├── mobilenetv2.png ├── output.png └── resnet18.png ├── test.py ├── test ├── apple.jpeg ├── atm_card.jpeg ├── banana.jpeg ├── bangle.jpeg ├── bottle.jpeg ├── bulb.jpeg ├── calender.jpeg ├── camera.jpeg └── cat.jpeg └── train.py /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2021 anilsathyan 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | ## Pytorch-Image-Classification 2 | 3 | A simple demo of **image classification** using pytorch. Here, we use a **custom dataset** containing **43956 images** belonging to **11 classes** for training(and validation). Also, we compare three different approaches for training viz. **training from scratch, finetuning the convnet and convnet as a feature extractor**, with the help of **pretrained** pytorch models. The models used include: **VGG11, Resnet18 and MobilenetV2**. 4 | 5 | ### Dependencies 6 | 7 | * Python3, Scikit-learn 8 | * Pytorch, PIL 9 | * Torchsummary, Tensorboard 10 | 11 | ```python 12 | pip install torchsummary # keras-summary 13 | pip install tensorboard # tensoflow-logging 14 | ``` 15 | 16 | **NB**: Update the libraries to their latest versions before training. 17 | 18 | ### How to run 19 | 20 | **Download** and extract training dataset: [imds_small](https://drive.google.com/file/d/1fPDnom5uGTpCb0abkzCvKbLadtNx8FlW/view?usp=sharing) 21 | 22 | Run the following **scripts** for training and/or testing 23 | 24 | ```python 25 | python train.py # For training the model [--mode=finetune/transfer/scratch] 26 | python test.py test # For testing the model on sample images 27 | python eval.py eval_ds # For evaluating the model on new dataset 28 | ``` 29 | 30 | ### Training results 31 | 32 | | | Accuracy | Size | Training Time | Training Mode | 33 | |----|----|----|----|-----| 34 | | **VGG11** | 96.73 | 515.3 MB | 900 mins | scratch | 35 | | **Resnet18** | 99.85 | 44.8 MB | 42 mins | finetune | 36 | | **MobilenetV2** | 97.72 | 9.2 MB | 32 mins | transfer | 37 | 38 | **Batch size**: 64, **GPU**: Tesla K80 39 | 40 | Both **Resnet18 and MobilenetV2**(transfer leraning) were trained for **10 epochs**; whereas **VGG11**(training from scratch) was trained for **100 epochs**. 41 | 42 | 43 | ### Training graphs 44 | 45 | **Resnet18:-** 46 | 47 | Finetuning the pretrained resnet18 model. 48 | ![Screenshot](results/resnet18.png) 49 | 50 | **Mobilenetv2:-** 51 | 52 | Mobilenetv2 as a fixed feature extractor. 53 | ![Screenshot](results/mobilenetv2.png) 54 | 55 | ### Sample outputs 56 | 57 | Sample classification results 58 | 59 | ![Screenshot](results/output.png) 60 | 61 | ### Evaluation 62 | 63 | Here we **evaluate** the performance of our **best model - resnet18** on a **new data-set** containing 50 images per class. 64 | 65 | **Accuracy** of the network on the 550 test images: **99.09%** 66 | 67 | **Confusion Matrix** 68 | ``` 69 | [[50 0 0 0 0 0 0 0 0 0 0] 70 | [ 0 50 0 0 0 0 0 0 0 0 0] 71 | [ 0 0 50 0 0 0 0 0 0 0 0] 72 | [ 0 0 0 50 0 0 0 0 0 0 0] 73 | [ 0 0 0 0 50 0 0 0 0 0 0] 74 | [ 0 4 0 0 0 46 0 0 0 0 0] 75 | [ 0 1 0 0 0 0 49 0 0 0 0] 76 | [ 0 0 0 0 0 0 0 50 0 0 0] 77 | [ 0 0 0 0 0 0 0 0 50 0 0] 78 | [ 0 0 0 0 0 0 0 0 0 50 0] 79 | [ 0 0 0 0 0 0 0 0 0 0 50]] 80 | ``` 81 | **Per class accuracy** 82 | ``` 83 | Accuracy of class apple : 100.00 % 84 | Accuracy of class atm card : 100.00 % 85 | Accuracy of class camera : 100.00 % 86 | Accuracy of class cat : 100.00 % 87 | Accuracy of class banana : 100.00 % 88 | Accuracy of class bangle : 92.00 % 89 | Accuracy of class battery : 98.00 % 90 | Accuracy of class bottle : 100.00 % 91 | Accuracy of class broom : 100.00 % 92 | Accuracy of class bulb : 100.00 % 93 | Accuracy of class calender : 100.00 % 94 | ``` 95 | ### Observations 96 | 97 | 1. In **transfer learning**, if your custom dataset is **similar** to the pretrained model's training dataset, then you can easily acheive very **high accuracy**(>90) with very **few training epochs**(<10). 98 | 2. The **VGG11 network** with 128M params has a very large size i.e **0.5 GB**, compared to other models like **Resnet18(40 MB)** with 11M params and **MobilnetV2(10 MB)**, with 2M parameters. 99 | 3. In comparison to other models the **VGG** network is **computationally inefficient**, since they use **large convolutional layer widths**. Also, multiple **fully connected layers** at the end of the network drastically increases the **number of paramters** and memory requirements. 100 | 4. The **MobilenetV2** with **depthwise convolution** and **inverted residuals** has **fewer operations**(faster) and **less parameters**(smaller) compared to other models. Additionally, it has a tunable **depth-multiplier** parameter(speed-accuracy) for application specific requirements. 101 | 5. Adjusting parameters like **batch size, number of workers, pin_memory, non_blocking** etc. may help you **reduce training time**, especially if you have a big dataset and a high-end machine(hardware). 102 | 103 | ### Todo 104 | 105 | 1. Experiments with different **learning-rate and optimizers**. 106 | 2. **Converting and optimizing** pytorch models for **mobile** deployment. 107 | 108 | ### License 109 | 110 | This project is licensed under the terms of the [MIT](LICENSE) license. 111 | 112 | ### Versioning 113 | 114 | Version 1.0 115 | 116 | ### Authors 117 | 118 | Anil Sathyan 119 | 120 | ### Citations 121 | 122 | If you find this code useful in your research, please consider citing: [![DOI](https://zenodo.org/badge/219696552.svg)](https://zenodo.org/badge/latestdoi/219696552) 123 | 124 | ### Acknowledgments 125 | * "https://pytorch.org/tutorials/beginner/transfer_learning_tutorial.html" 126 | * "https://pytorch.org/tutorials/beginner/finetuning_torchvision_models_tutorial.html" 127 | * "https://www.learnopencv.com/image-classification-using-transfer-learning-in-pytorch/" 128 | * "https://towardsdatascience.com/https-medium-com-dinber19-take-a-deeper-look-at-your-pytorch-model-with-the-new-tensorboard-built-in-513969cf6a72" 129 | * "https://www.aiworkbox.com/lessons/how-to-define-a-convolutional-layer-in-pytorch#lesson-transcript-section" 130 | * "https://medium.com/udacity-pytorch-challengers/ideas-on-how-to-fine-tune-a-pre-trained-model-in-pytorch-184c47185a20" 131 | * "https://github.com/FrancescoSaverioZuppichini/Pytorch-how-and-when-to-use-Module-Sequential-ModuleList-and-ModuleDict" 132 | * "https://www.kaggle.com/c/understanding_cloud_organization/discussion/112582" 133 | * "https://stackoverflow.com/questions/53290306/confusion-matrix-and-test-accuracy-for-pytorch-transfer-learning-tutorial" 134 | -------------------------------------------------------------------------------- /eval.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import torch 3 | import torchvision 4 | from torchvision import datasets, models, transforms 5 | import torch.utils.data as data 6 | import multiprocessing 7 | from sklearn.metrics import confusion_matrix 8 | 9 | # Paths for image directory and model 10 | EVAL_DIR=sys.argv[1]) 11 | EVAL_MODEL='models/mobilenetv2.pth' 12 | 13 | # Load the model for evaluation 14 | model = torch.load(EVAL_MODEL) 15 | model.eval() 16 | 17 | # Configure batch size and nuber of cpu's 18 | num_cpu = multiprocessing.cpu_count() 19 | bs = 8 20 | 21 | # Prepare the eval data loader 22 | eval_transform=transforms.Compose([ 23 | transforms.Resize(size=256), 24 | transforms.CenterCrop(size=224), 25 | transforms.ToTensor(), 26 | transforms.Normalize([0.485, 0.456, 0.406], 27 | [0.229, 0.224, 0.225])]) 28 | 29 | eval_dataset=datasets.ImageFolder(root=EVAL_DIR, transform=eval_transform) 30 | eval_loader=data.DataLoader(eval_dataset, batch_size=bs, shuffle=True, 31 | num_workers=num_cpu, pin_memory=True) 32 | 33 | # Enable gpu mode, if cuda available 34 | device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") 35 | 36 | # Number of classes and dataset-size 37 | num_classes=len(eval_dataset.classes) 38 | dsize=len(eval_dataset) 39 | 40 | # Class label names 41 | class_names=['apple','atm card','cat','banana','bangle','battery','bottle','broom','bulb','calender','camera'] 42 | 43 | # Initialize the prediction and label lists 44 | predlist=torch.zeros(0,dtype=torch.long, device='cpu') 45 | lbllist=torch.zeros(0,dtype=torch.long, device='cpu') 46 | 47 | # Evaluate the model accuracy on the dataset 48 | correct = 0 49 | total = 0 50 | with torch.no_grad(): 51 | for images, labels in eval_loader: 52 | images, labels = images.to(device), labels.to(device) 53 | outputs = model(images) 54 | _, predicted = torch.max(outputs.data, 1) 55 | 56 | total += labels.size(0) 57 | correct += (predicted == labels).sum().item() 58 | 59 | predlist=torch.cat([predlist,predicted.view(-1).cpu()]) 60 | lbllist=torch.cat([lbllist,labels.view(-1).cpu()]) 61 | 62 | # Overall accuracy 63 | overall_accuracy=100 * correct / total 64 | print('Accuracy of the network on the {:d} test images: {:.2f}%'.format(dsize, 65 | overall_accuracy)) 66 | 67 | # Confusion matrix 68 | conf_mat=confusion_matrix(lbllist.numpy(), predlist.numpy()) 69 | print('Confusion Matrix') 70 | print('-'*16) 71 | print(conf_mat,'\n') 72 | 73 | # Per-class accuracy 74 | class_accuracy=100*conf_mat.diagonal()/conf_mat.sum(1) 75 | print('Per class accuracy') 76 | print('-'*18) 77 | for label,accuracy in zip(eval_dataset.classes, class_accuracy): 78 | class_name=class_names[int(label)] 79 | print('Accuracy of class %8s : %0.2f %%'%(class_name, accuracy)) 80 | 81 | ''' 82 | Sample run: python eval.py eval_ds 83 | ''' 84 | -------------------------------------------------------------------------------- /eval_ds/0/download (1).jpg: -------------------------------------------------------------------------------- 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def vgg_block_double(in_ch, out_ch, kernel_size=3, padding=1): 12 | return nn.Sequential( 13 | nn.Conv2d(in_ch, out_ch, kernel_size=kernel_size, padding=padding), 14 | nn.ReLU(), 15 | nn.Conv2d(out_ch, out_ch, kernel_size=kernel_size, padding=padding), 16 | nn.ReLU(), 17 | nn.MaxPool2d(kernel_size=2, stride=2) 18 | ) 19 | 20 | 21 | class MyVGG11(nn.Module): 22 | def __init__(self, in_ch, num_classes): 23 | super().__init__() 24 | 25 | self.conv_block1 =vgg_block_single(in_ch,64) 26 | self.conv_block2 =vgg_block_single(64,128) 27 | 28 | self.conv_block3 =vgg_block_double(128,256) 29 | self.conv_block4 =vgg_block_double(256,512) 30 | self.conv_block5 =vgg_block_double(512,512) 31 | 32 | self.fc_layers = nn.Sequential( 33 | nn.Linear(512 * 7 * 7, 4096), nn.ReLU(inplace=True), nn.Dropout(), 34 | nn.Linear(4096, 4096), nn.ReLU(inplace=True), nn.Dropout(), 35 | nn.Linear(4096, num_classes) 36 | ) 37 | 38 | def forward(self, x): 39 | 40 | x=self.conv_block1(x) 41 | x=self.conv_block2(x) 42 | 43 | x=self.conv_block3(x) 44 | x=self.conv_block4(x) 45 | x=self.conv_block5(x) 46 | 47 | x=x.view(x.size(0), -1) 48 | 49 | x=self.fc_layers(x) 50 | 51 | return x 52 | -------------------------------------------------------------------------------- /results/mobilenetv2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/anilsathyan7/pytorch-image-classification/4b3b1f4ba1984b6016b90844c9634f345c1e52c9/results/mobilenetv2.png -------------------------------------------------------------------------------- /results/output.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/anilsathyan7/pytorch-image-classification/4b3b1f4ba1984b6016b90844c9634f345c1e52c9/results/output.png -------------------------------------------------------------------------------- /results/resnet18.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/anilsathyan7/pytorch-image-classification/4b3b1f4ba1984b6016b90844c9634f345c1e52c9/results/resnet18.png -------------------------------------------------------------------------------- /test.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import sys, random 3 | import torch 4 | from torchvision import models, transforms 5 | from PIL import Image 6 | from pathlib import Path 7 | import matplotlib.pyplot as plt 8 | 9 | # Paths for image directory and model 10 | IMDIR=sys.argv[1]) 11 | MODEL='models/resnet18.pth' 12 | 13 | # Load the model for testing 14 | model = torch.load(MODEL) 15 | model.eval() 16 | 17 | # Class labels for prediction 18 | class_names=['apple','atm card','cat','banana','bangle','battery','bottle','broom','bulb','calender','camera'] 19 | 20 | # Retreive 9 random images from directory 21 | files=Path(IMDIR).resolve().glob('*.*') 22 | images=random.sample(list(files), 9) 23 | 24 | # Configure plots 25 | fig = plt.figure(figsize=(9,9)) 26 | rows,cols = 3,3 27 | 28 | # Preprocessing transformations 29 | preprocess=transforms.Compose([ 30 | transforms.Resize(size=256), 31 | transforms.CenterCrop(size=224), 32 | transforms.ToTensor(), 33 | transforms.Normalize([0.485, 0.456, 0.406], 34 | [0.229, 0.224, 0.225]) 35 | ]) 36 | 37 | # Enable gpu mode, if cuda available 38 | device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") 39 | 40 | # Perform prediction and plot results 41 | with torch.no_grad(): 42 | for num,img in enumerate(images): 43 | img=Image.open(img).convert('RGB') 44 | inputs=preprocess(img).unsqueeze(0).to(device) 45 | outputs = model(inputs) 46 | _, preds = torch.max(outputs, 1) 47 | label=class_names[preds] 48 | plt.subplot(rows,cols,num+1) 49 | plt.title("Pred: "+label) 50 | plt.axis('off') 51 | plt.imshow(img) 52 | ''' 53 | Sample run: python test.py test 54 | ''' 55 | -------------------------------------------------------------------------------- /test/apple.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/anilsathyan7/pytorch-image-classification/4b3b1f4ba1984b6016b90844c9634f345c1e52c9/test/apple.jpeg -------------------------------------------------------------------------------- /test/atm_card.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/anilsathyan7/pytorch-image-classification/4b3b1f4ba1984b6016b90844c9634f345c1e52c9/test/atm_card.jpeg -------------------------------------------------------------------------------- /test/banana.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/anilsathyan7/pytorch-image-classification/4b3b1f4ba1984b6016b90844c9634f345c1e52c9/test/banana.jpeg 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-------------------------------------------------------------------------------- /train.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import torch 3 | import torchvision 4 | from torchvision import datasets, models, transforms 5 | import torch.utils.data as data 6 | from torch.utils.tensorboard import SummaryWriter 7 | import torch.nn as nn 8 | import torch.optim as optim 9 | from torch.optim import lr_scheduler 10 | from nets import * 11 | import time, os, copy, argparse 12 | import multiprocessing 13 | from torchsummary import summary 14 | from matplotlib import pyplot as plt 15 | 16 | # Construct argument parser 17 | ap = argparse.ArgumentParser() 18 | ap.add_argument("--mode", required=True, help="Training mode: finetue/transfer/scratch") 19 | args= vars(ap.parse_args()) 20 | 21 | # Set training mode 22 | train_mode=args["mode"] 23 | 24 | # Set the train and validation directory paths 25 | train_directory = 'imds_small/train' 26 | valid_directory = 'imds_small/val' 27 | # Set the model save path 28 | PATH="model.pth" 29 | 30 | # Batch size 31 | bs = 64 32 | # Number of epochs 33 | num_epochs = 10 34 | # Number of classes 35 | num_classes = 11 36 | # Number of workers 37 | num_cpu = multiprocessing.cpu_count() 38 | 39 | # Applying transforms to the data 40 | image_transforms = { 41 | 'train': transforms.Compose([ 42 | transforms.RandomResizedCrop(size=256, scale=(0.8, 1.0)), 43 | transforms.RandomRotation(degrees=15), 44 | transforms.RandomHorizontalFlip(), 45 | transforms.CenterCrop(size=224), 46 | transforms.ToTensor(), 47 | transforms.Normalize([0.485, 0.456, 0.406], 48 | [0.229, 0.224, 0.225]) 49 | ]), 50 | 'valid': transforms.Compose([ 51 | transforms.Resize(size=256), 52 | transforms.CenterCrop(size=224), 53 | transforms.ToTensor(), 54 | transforms.Normalize([0.485, 0.456, 0.406], 55 | [0.229, 0.224, 0.225]) 56 | ]) 57 | } 58 | 59 | # Load data from folders 60 | dataset = { 61 | 'train': datasets.ImageFolder(root=train_directory, transform=image_transforms['train']), 62 | 'valid': datasets.ImageFolder(root=valid_directory, transform=image_transforms['valid']) 63 | } 64 | 65 | # Size of train and validation data 66 | dataset_sizes = { 67 | 'train':len(dataset['train']), 68 | 'valid':len(dataset['valid']) 69 | } 70 | 71 | # Create iterators for data loading 72 | dataloaders = { 73 | 'train':data.DataLoader(dataset['train'], batch_size=bs, shuffle=True, 74 | num_workers=num_cpu, pin_memory=True, drop_last=True), 75 | 'valid':data.DataLoader(dataset['valid'], batch_size=bs, shuffle=True, 76 | num_workers=num_cpu, pin_memory=True, drop_last=True) 77 | } 78 | 79 | # Class names or target labels 80 | class_names = dataset['train'].classes 81 | print("Classes:", class_names) 82 | 83 | # Print the train and validation data sizes 84 | print("Training-set size:",dataset_sizes['train'], 85 | "\nValidation-set size:", dataset_sizes['valid']) 86 | 87 | # Set default device as gpu, if available 88 | device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") 89 | 90 | if train_mode=='finetune': 91 | # Load a pretrained model - Resnet18 92 | print("\nLoading resnet18 for finetuning ...\n") 93 | model_ft = models.resnet18(pretrained=True) 94 | 95 | # Modify fc layers to match num_classes 96 | num_ftrs = model_ft.fc.in_features 97 | model_ft.fc = nn.Linear(num_ftrs,num_classes ) 98 | 99 | elif train_mode=='scratch': 100 | # Load a custom model - VGG11 101 | print("\nLoading VGG11 for training from scratch ...\n") 102 | model_ft = MyVGG11(in_ch=3,num_classes=11) 103 | 104 | # Set number of epochs to a higher value 105 | num_epochs=100 106 | 107 | elif train_mode=='transfer': 108 | # Load a pretrained model - MobilenetV2 109 | print("\nLoading mobilenetv2 as feature extractor ...\n") 110 | model_ft = models.mobilenet_v2(pretrained=True) 111 | 112 | # Freeze all the required layers (i.e except last conv block and fc layers) 113 | for params in list(model_ft.parameters())[0:-5]: 114 | params.requires_grad = False 115 | 116 | # Modify fc layers to match num_classes 117 | num_ftrs=model_ft.classifier[-1].in_features 118 | model_ft.classifier=nn.Sequential( 119 | nn.Dropout(p=0.2, inplace=False), 120 | nn.Linear(in_features=num_ftrs, out_features=num_classes, bias=True) 121 | ) 122 | 123 | # Transfer the model to GPU 124 | model_ft = model_ft.to(device) 125 | 126 | # Print model summary 127 | print('Model Summary:-\n') 128 | for num, (name, param) in enumerate(model_ft.named_parameters()): 129 | print(num, name, param.requires_grad ) 130 | summary(model_ft, input_size=(3, 224, 224)) 131 | print(model_ft) 132 | 133 | # Loss function 134 | criterion = nn.CrossEntropyLoss() 135 | 136 | # Optimizer 137 | optimizer_ft = optim.SGD(model_ft.parameters(), lr=0.001, momentum=0.9) 138 | 139 | # Learning rate decay 140 | exp_lr_scheduler = lr_scheduler.StepLR(optimizer_ft, step_size=7, gamma=0.1) 141 | 142 | # Model training routine 143 | print("\nTraining:-\n") 144 | def train_model(model, criterion, optimizer, scheduler, num_epochs=30): 145 | since = time.time() 146 | 147 | best_model_wts = copy.deepcopy(model.state_dict()) 148 | best_acc = 0.0 149 | 150 | # Tensorboard summary 151 | writer = SummaryWriter() 152 | 153 | for epoch in range(num_epochs): 154 | print('Epoch {}/{}'.format(epoch, num_epochs - 1)) 155 | print('-' * 10) 156 | 157 | # Each epoch has a training and validation phase 158 | for phase in ['train', 'valid']: 159 | if phase == 'train': 160 | model.train() # Set model to training mode 161 | else: 162 | model.eval() # Set model to evaluate mode 163 | 164 | running_loss = 0.0 165 | running_corrects = 0 166 | 167 | # Iterate over data. 168 | for inputs, labels in dataloaders[phase]: 169 | inputs = inputs.to(device, non_blocking=True) 170 | labels = labels.to(device, non_blocking=True) 171 | 172 | # zero the parameter gradients 173 | optimizer.zero_grad() 174 | 175 | # forward 176 | # track history if only in train 177 | with torch.set_grad_enabled(phase == 'train'): 178 | outputs = model(inputs) 179 | _, preds = torch.max(outputs, 1) 180 | loss = criterion(outputs, labels) 181 | 182 | # backward + optimize only if in training phase 183 | if phase == 'train': 184 | loss.backward() 185 | optimizer.step() 186 | 187 | # statistics 188 | running_loss += loss.item() * inputs.size(0) 189 | running_corrects += torch.sum(preds == labels.data) 190 | if phase == 'train': 191 | scheduler.step() 192 | 193 | epoch_loss = running_loss / dataset_sizes[phase] 194 | epoch_acc = running_corrects.double() / dataset_sizes[phase] 195 | 196 | print('{} Loss: {:.4f} Acc: {:.4f}'.format( 197 | phase, epoch_loss, epoch_acc)) 198 | 199 | # Record training loss and accuracy for each phase 200 | if phase == 'train': 201 | writer.add_scalar('Train/Loss', epoch_loss, epoch) 202 | writer.add_scalar('Train/Accuracy', epoch_acc, epoch) 203 | writer.flush() 204 | else: 205 | writer.add_scalar('Valid/Loss', epoch_loss, epoch) 206 | writer.add_scalar('Valid/Accuracy', epoch_acc, epoch) 207 | writer.flush() 208 | 209 | # deep copy the model 210 | if phase == 'valid' and epoch_acc > best_acc: 211 | best_acc = epoch_acc 212 | best_model_wts = copy.deepcopy(model.state_dict()) 213 | 214 | print() 215 | 216 | time_elapsed = time.time() - since 217 | print('Training complete in {:.0f}m {:.0f}s'.format( 218 | time_elapsed // 60, time_elapsed % 60)) 219 | print('Best val Acc: {:4f}'.format(best_acc)) 220 | 221 | # load best model weights 222 | model.load_state_dict(best_model_wts) 223 | return model 224 | 225 | # Train the model 226 | model_ft = train_model(model_ft, criterion, optimizer_ft, exp_lr_scheduler, 227 | num_epochs=num_epochs) 228 | # Save the entire model 229 | print("\nSaving the model...") 230 | torch.save(model_ft, PATH) 231 | 232 | ''' 233 | Sample run: python train.py --mode=finetue 234 | ''' 235 | --------------------------------------------------------------------------------