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z0+5nRA!UO1#P~S;uJJGIzcDCVw|vkpSO?-?bj_WKZj`Pmcg^uAFE1?}9iqf8LKJFd_0PHtCEXLV^ND&nbq0|D%SpjSTU;vb|?ob#y2T(eMP~!Bp0k*0j zxC0KPpn$^sUKltI3UPozQHp3R2qo_T2E)}=Aqr3!3a$hLD=I3X<*^tH7>j=DUYE0 p-+BZ7IsQ@L9|itV;J-rwW&#m~C;CxdmCO*Z0<)Nyj Date: Fri, 4 Oct 2024 22:11:55 +1000 Subject: [PATCH 03/93] Added gitignore --- .gitignore | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 .gitignore diff --git a/.gitignore b/.gitignore new file mode 100644 index 000000000..e69de29bb From 16e607f9345cc152e3aba26925f580f6401397e9 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Fri, 4 Oct 2024 22:25:44 +1000 Subject: [PATCH 04/93] gitignore update --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index e69de29bb..a494bf72d 100644 --- a/.gitignore +++ b/.gitignore @@ -0,0 +1 @@ +Data/ From 56ec3fd319076930fc2b77526de55714cb0a6883 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Fri, 4 Oct 2024 22:41:46 +1000 Subject: [PATCH 05/93] Move to indivial --- recognition/StyleGAN_s4653241/StyleGAN/dataset.py | 0 recognition/StyleGAN_s4653241/StyleGAN/modules.py | 0 recognition/StyleGAN_s4653241/StyleGAN/predict.py | 0 recognition/StyleGAN_s4653241/StyleGAN/train.py | 0 4 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 recognition/StyleGAN_s4653241/StyleGAN/dataset.py create mode 100644 recognition/StyleGAN_s4653241/StyleGAN/modules.py create mode 100644 recognition/StyleGAN_s4653241/StyleGAN/predict.py create mode 100644 recognition/StyleGAN_s4653241/StyleGAN/train.py diff --git a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py new file mode 100644 index 000000000..e69de29bb diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py new file mode 100644 index 000000000..e69de29bb diff --git a/recognition/StyleGAN_s4653241/StyleGAN/predict.py b/recognition/StyleGAN_s4653241/StyleGAN/predict.py new file mode 100644 index 000000000..e69de29bb diff --git a/recognition/StyleGAN_s4653241/StyleGAN/train.py b/recognition/StyleGAN_s4653241/StyleGAN/train.py new file mode 100644 index 000000000..e69de29bb From 7ea7b2c0b131acd045cb3e5df75fbab8bc6f253b Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Fri, 4 Oct 2024 22:50:43 +1000 Subject: [PATCH 06/93] general description of python file --- recognition/StyleGAN_s4653241/StyleGAN/dataset.py | 3 +++ recognition/StyleGAN_s4653241/StyleGAN/modules.py | 4 ++++ recognition/StyleGAN_s4653241/StyleGAN/predict.py | 4 ++++ recognition/StyleGAN_s4653241/StyleGAN/train.py | 5 +++++ 4 files changed, 16 insertions(+) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py index e69de29bb..63c0e16ef 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py @@ -0,0 +1,3 @@ +""" +containing the data loader for loading and preprocessing your data +""" \ No newline at end of file diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py index e69de29bb..14e6ec36b 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -0,0 +1,4 @@ +""" +Containing the source code of the components of your model. Each component must be +implementated as a class or a function +""" \ No newline at end of file diff --git a/recognition/StyleGAN_s4653241/StyleGAN/predict.py b/recognition/StyleGAN_s4653241/StyleGAN/predict.py index e69de29bb..4fbe2cb2b 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/predict.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/predict.py @@ -0,0 +1,4 @@ +""" +Shows example usage of your trained model. Print out any results and / or provide visu- +alisations where applicable +""" \ No newline at end of file diff --git a/recognition/StyleGAN_s4653241/StyleGAN/train.py b/recognition/StyleGAN_s4653241/StyleGAN/train.py index e69de29bb..5c2aad8a1 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/train.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/train.py @@ -0,0 +1,5 @@ +""" +Containing the source code for training, validating, testing and saving your model. The model +should be imported from “modules.py” and the data loader should be imported from “dataset.py”. Make +sure to plot the losses and metrics during training +""" \ No newline at end of file From 975825578f3dd6f0bb0e551417329e1a70898ceb Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sat, 5 Oct 2024 13:33:28 +1000 Subject: [PATCH 07/93] Inital of Dataset --- recognition/.DS_Store | Bin 6148 -> 6148 bytes .../StyleGAN_s4653241/StyleGAN/dataset.py | 46 +++++++++++++++++- 2 files changed, 45 insertions(+), 1 deletion(-) diff --git a/recognition/.DS_Store b/recognition/.DS_Store index 857db0d7de72e1e50db1058ceaf6a26e66136215..4e6bdc7dfccfd24e5842d62b13546fe58901669a 100644 GIT binary patch delta 69 zcmZoMXfc?O#KcfMaih9EBLf42AVV-i2}31A4nrz~JA)&GA45DtF@p(%8G|W7Elm! delta 56 zcmZoMXfc?O#FSDz@u0dqBLf2iCqpnp2}31A4nrz~JA)&GA47afadJ*letyozgKq2- MFNkku=lIJH0Ihita{vGU diff --git a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py index 63c0e16ef..7df8908f5 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py @@ -1,3 +1,47 @@ """ containing the data loader for loading and preprocessing your data -""" \ No newline at end of file +""" + +import os +from PIL import Image +from torch.utils.data import Dataset, DataLoader +import torchvision.transforms as transforms + +# Dataset class +class ImageDataset(Dataset): + def __init__(self, root, transform=None): + """ + Args: + root (str): The root directory of the dataset + transform (callable, optional): A function/transform that takes in an PIL image and returns a transformed version. + """ + self.root = root + self.transform = transform + + self.files = sorted(os.listdir(root)) + + def __getitem__(self, index): + img = Image.open(os.path.join(self.root, self.files[index])) + + if self.transform: + img = self.transform(img) + + return img + + def __len__(self): + return len(self.files) + + + +# Function to get the dataloader +def get_dataloader(root, image_size, batch_size): + transform = transforms.Compose([ + transforms.Resize(image_size), + transforms.CenterCrop(image_size), + transforms.ToTensor(), + transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5)), + ]) + + dataset = ImageDataset(root, transform) + + return DataLoader(dataset, batch_size=batch_size) \ No newline at end of file From f8b0d7da309f9d368fe510e1eb710281aadf3a82 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sat, 5 Oct 2024 19:42:51 +1000 Subject: [PATCH 08/93] dataset --- recognition/StyleGAN_s4653241/StyleGAN/dataset.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py index 7df8908f5..68440bf94 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py @@ -1,7 +1,5 @@ -""" -containing the data loader for loading and preprocessing your data -""" +# Importing libraries import os from PIL import Image from torch.utils.data import Dataset, DataLoader From 57e12833c6a0c959e7211b9e8bc12e4d18aa313e Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sun, 6 Oct 2024 15:26:11 +1000 Subject: [PATCH 09/93] Added class to Visualize Image --- .../StyleGAN_s4653241/StyleGAN/dataset.py | 60 ++++++++++++++++++- 1 file changed, 57 insertions(+), 3 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py index 68440bf94..057d4746e 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py @@ -5,6 +5,7 @@ from torch.utils.data import Dataset, DataLoader import torchvision.transforms as transforms + # Dataset class class ImageDataset(Dataset): def __init__(self, root, transform=None): @@ -32,14 +33,67 @@ def __len__(self): # Function to get the dataloader -def get_dataloader(root, image_size, batch_size): +def get_dataloader(root, image_size, batch_size): # Size of image (256,240) transform = transforms.Compose([ transforms.Resize(image_size), transforms.CenterCrop(image_size), transforms.ToTensor(), - transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5)), + transforms.Normalize([0.5], [0.5]) #Singel channel image ]) dataset = ImageDataset(root, transform) - return DataLoader(dataset, batch_size=batch_size) \ No newline at end of file + return DataLoader(dataset, batch_size=batch_size) + +# Function to get the image with transform + +class ImageVisualize: + def __init__(self, dataloader): + """ + Initializes the ImageVisualizer with a given DataLoader. + Args: + dataloader (DataLoader): PyTorch DataLoader containing the images. + """ + self.dataloader = dataloader + + def get_image(self): + for _, img in enumerate(self.dataloader): + return img + + def plot_image(self, img=None): + to_pil = transforms.ToPILImage() + + if img is None: + img = self.get_image() + + if len(img.size()) == 4: + img = img[0] + + img = to_pil(img) + img.show() + + def plot_image_with_matplotlib(self, img=None): + """ + Plots the given image using matplotlib. If no image is provided, it retrieves one from the DataLoader. + Args: + img (Tensor, optional): A 3D or 4D image tensor to be plotted. If None, fetches from DataLoader. + """ + # If no image is provided, retrieve one from the DataLoader + if img is None: + img = self.get_image() + + # If the image is 4D (batch, channels, height, width), use the first image in the batch + if len(img.size()) == 4: + img = img[0] # Select the first image in the batch + + # Convert the 3D tensor to numpy array and rearrange dimensions (Channels, Height, Width) -> (Height, Width, Channels) + img = img.permute(1, 2, 0).numpy() + + # If the image was normalized to [-1, 1], denormalize back to [0, 1] + img = img * 0.5 + 0.5 + + # Plot the image using matplotlib + plt.imshow(img) + plt.axis('off') + plt.show() + From b28472df881cff4a5620ddca3677083db675716b Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Mon, 7 Oct 2024 13:26:12 +1000 Subject: [PATCH 10/93] Added in ImageDataset raw_images and original and transformed images function. In Image Visualize, added functions to plot images, denormalize image and also demour images. 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""" img_path = os.path.join(self.root, self.files[index]) - raw_img = Image.open(img_ath).convert("L") # Always return the raw image in RGB format + raw_img = Image.open(img_path).convert("L") # Always return the raw image in RGB format return raw_img def compare(self, index): From 6b30b5831b5555a3d90c439773458ada9911f2a1 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Mon, 7 Oct 2024 14:09:08 +1000 Subject: [PATCH 12/93] deleted unnecessary functions in ImageVisualize --- .../StyleGAN_s4653241/StyleGAN/dataset.py | 78 ------------------- 1 file changed, 78 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py index 8b41c5534..f2f258403 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py @@ -151,85 +151,7 @@ def demour_image(self,img): """ return (img * 0.5 + 0.5) * 255 - def compare_img(self, img=None): - - if img is None: - img = self.get_image() - # # Convert tensor to PIL image if necessary - # if isinstance(img, torch.Tensor): - # to_pil = ToPILImage() - # original_image = to_pil(img[0]) # Convert the first image in the batch to PIL - # else: - # original_image = img - - to_pil = transforms.ToPILImage() - og_img = self.denormalize(img) - original_image = to_pil(og_img[0]) - - - - transform = get_transform() - transformed_image = transform(original_image) - - # Convert the transformed tensor back to a PIL image if needed for display - transformed_image_pil = to_pil(transformed_image) if isinstance(transformed_image, torch.Tensor) else transformed_image - - # Display the original and transformed image - fig, axes = plt.subplots(1, 2, figsize=(12, 6)) - axes[0].imshow(original_image) - axes[0].set_title("Original Image") - axes[0].axis('off') - - # Convert the transformed tensor back to a PIL image for visualization - transformed_image_pil = to_pil(transformed_image) - - axes[1].imshow(transformed_image_pil) - axes[1].set_title("Transformed Image") - axes[1].axis('off') - plt.show() - - def compare2_img(self, img=None): - # Get an image tensor from the DataLoader or use the provided one - if img is None: - img = self.get_image() - - # Convert tensor to PIL image if necessary - if isinstance(img, torch.Tensor): - to_pil = ToPILImage() - original_image = to_pil(img[0]) # Convert the first image in the batch to PIL - else: - original_image = img - - # Define a sample transformation pipeline (can be customized) - transform = transforms.Compose([ - transforms.Resize((128, 128)), - transforms.ColorJitter(brightness=0.5, contrast=0.5, saturation=0.5, hue=0.1), - transforms.RandomRotation(15), - transforms.ToTensor() # Convert back to Tensor for visualization if needed - ]) - - # Apply transformations to the PIL image - transformed_image = transform(original_image) - - # Convert the transformed tensor back to a PIL image if needed for display - transformed_image_pil = to_pil(transformed_image) if isinstance(transformed_image, torch.Tensor) else transformed_image - - # Display the original and transformed images side by side - fig, axes = plt.subplots(1, 2, figsize=(12, 6)) - - # Show the original image - axes[0].imshow(original_image) - axes[0].set_title("Original Image") - axes[0].axis('off') - - # Show the transformed image - axes[1].imshow(transformed_image_pil) - axes[1].set_title("Transformed Image") - axes[1].axis('off') - - plt.show() - def display_comparison(original, transformed): """ Display the original and transformed images side-by-side. 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Each component must be implementated as a class or a function -""" \ No newline at end of file +""" +import torch +import torch.nn as nn +import torch.nn.functional as F +import numpy as np +import math import sqrt # yet to use diff --git a/recognition/slurm.sbatch b/recognition/slurm.sbatch new file mode 100644 index 000000000..6e3ada778 --- /dev/null +++ b/recognition/slurm.sbatch @@ -0,0 +1,37 @@ +#!/bin/bash +#SBATCH --partition=a100 +#SBATCH --gres=gpu:1 + +# set name of job +#SBATCH --job-name=cifar_rf + +# total runtime, enable to use GPUs with max times +#SBATCH --time=1-00:00:00 #1 days + +# mail alert at start, end and abortion of execution +#SBATCH --mail-type=ALL + +# send mail to this address +#SBATCH --mail-user= + +# output file +#SBATCH --output=cifar_rf_1.out + +# load modules + +#conda init +source /home/Staff/${USER}/.bashrc + +#Conda envs +export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:$CONDA_PREFIX/lib/ +#conda activate conda-jax +conda activate conda-torch + +#go to data directory +cd Dev/deep-compute/projects/receptive_fields/ + +#print python version +python --version + +#run script +python test_cifar_complex.py \ No newline at end of file From 983cec87b3384ef2151cc21c3dc20f6ae34dc67b Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Thu, 17 Oct 2024 15:49:33 +1000 Subject: [PATCH 15/93] Added Class Structure --- recognition/StyleGAN_s4653241/StyleGAN/modules.py | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py index dfd849a22..65876f4a5 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -7,3 +7,17 @@ import torch.nn.functional as F import numpy as np import math import sqrt # yet to use + + +class MappingNetwork(nn.Module): + def __init__(self,z_dim,w_dim): + super().__init__() + + +class EqualizerStraights(nn.Module): + def __init__(self): + super().__init__() + +class EquilizerKG(nn.Module): + def __init__(self): + super().__init__() From dd939d0b031b4274dff5e54ff41e979ad34748e9 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Thu, 17 Oct 2024 17:21:39 +1000 Subject: [PATCH 16/93] finalize the Mapping Network --- .../StyleGAN_s4653241/StyleGAN/modules.py | 30 ++++++++++++++++--- 1 file changed, 26 insertions(+), 4 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py index 65876f4a5..39fd4edf3 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -6,18 +6,40 @@ import torch.nn as nn import torch.nn.functional as F import numpy as np -import math import sqrt # yet to use +from math import sqrt # yet to use class MappingNetwork(nn.Module): def __init__(self,z_dim,w_dim): super().__init__() - +# Equalizer for the fully connected layer +''' +Linear layer with learning rate equalizing weights and bias +Returns the output of the linear transformation of the tensor with bias +''' class EqualizerStraights(nn.Module): - def __init__(self): + def __init__(self, in_chanel, out_chanel, bias=0): super().__init__() + self.weight = EquilizerKG([out_chanel, in_chanel]) + self.bias = nn.Parameter(torch.ones(out_chanel) * bias) + + def forward(self, x): + # Linear transformation + return F.linear(x, self.weight(), bias = self.bias) +# Weight equalizer +''' +Maintains the weights in the network at a similar scale during training. +Scale the weights at each layer with a constant such that, + weight w' is scaled as w' = w * c where c is constant at each layer +''' class EquilizerKG(nn.Module): - def __init__(self): + def __init__(self,shape): super().__init__() + # self.constanted = 1 / sqrt(torch.prod(shape[1:])) # yet to use + self.constanted = 1 / sqrt(np.prod(shape[1:])) + self.weight = nn.Parameter(torch.randn(shape)) + + def forward(self): + return self.weight * self.constanted From c8796bfb0eb76d41afd9351140f3f0a64dd1d943 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Thu, 17 Oct 2024 17:24:46 +1000 Subject: [PATCH 17/93] Initiate class, yet to implement them --- .../StyleGAN_s4653241/StyleGAN/modules.py | 28 +++++++++++++++++++ 1 file changed, 28 insertions(+) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py index 39fd4edf3..b624568ca 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -43,3 +43,31 @@ def __init__(self,shape): def forward(self): return self.weight * self.constanted + +class Generator(nn.Module): + def __init__(self): + super().__init__() + + def forward(self, x): + pass + +class Discriminator(nn.Module): + def __init__(self): + super().__init__() + + def forward(self, x): + pass + +class StyleGAN2(nn.Module): + def __init__(self): + super().__init__() + + def forward(self, x): + pass + +class NoiseInjection(nn.Module): + def __init__(self): + super().__init__() + + def forward(self, x): + pass From 1e8ab0eb6a2720ce383e24942383d052075ae184 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Thu, 17 Oct 2024 18:02:21 +1000 Subject: [PATCH 18/93] Implement MappingNetwork Class --- .../StyleGAN_s4653241/StyleGAN/modules.py | 50 ++++++++++++++++++- 1 file changed, 48 insertions(+), 2 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py index b624568ca..963805d4a 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -6,13 +6,37 @@ import torch.nn as nn import torch.nn.functional as F import numpy as np -from math import sqrt # yet to use +from math import sqrt class MappingNetwork(nn.Module): - def __init__(self,z_dim,w_dim): + def __init__(self,z_dim,w_dim,activation = nn.ReLU): super().__init__() + # Mapping network + self.mapping = nn.Sequential( + EqualizerStraights(z_dim, w_dim), + activation(), + EqualizerStraights(w_dim, w_dim), + activation(), + EqualizerStraights(z_dim, w_dim), + activation(), + EqualizerStraights(w_dim, w_dim), + activation(), + EqualizerStraights(z_dim, w_dim), + activation(), + EqualizerStraights(w_dim, w_dim), + activation(), + EqualizerStraights(z_dim, w_dim), + activation(), + EqualizerStraights(w_dim, w_dim) + ) + + def forward(self, x): + # Normalize the input tensor + x = x / torch.sqrt(torch.mean(x**2, dim = 1, keepdim = True) + 1e-8) + return self.mapping(x) + # Equalizer for the fully connected layer ''' Linear layer with learning rate equalizing weights and bias @@ -44,6 +68,19 @@ def __init__(self,shape): def forward(self): return self.weight * self.constanted +''' +Not implemented yet +''' +class SynthesisNetwork(nn.Module): + def __init__(self): + super().__init__() + + def forward(self, x): + pass + +''' +Not implemented yet +''' class Generator(nn.Module): def __init__(self): super().__init__() @@ -51,6 +88,9 @@ def __init__(self): def forward(self, x): pass +''' +Not implemented yet +''' class Discriminator(nn.Module): def __init__(self): super().__init__() @@ -58,6 +98,9 @@ def __init__(self): def forward(self, x): pass +''' +Not implemented yet +''' class StyleGAN2(nn.Module): def __init__(self): super().__init__() @@ -65,6 +108,9 @@ def __init__(self): def forward(self, x): pass +''' +Not implemented yet +''' class NoiseInjection(nn.Module): def __init__(self): super().__init__() From 4ff51d69beb2ec01a8fc1778a2c254d33097b70d Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Fri, 18 Oct 2024 12:40:13 +1000 Subject: [PATCH 19/93] Initiating implementation of Discriminator --- recognition/StyleGAN_s4653241/StyleGAN/modules.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py index 963805d4a..c89c122ed 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -89,7 +89,8 @@ def forward(self, x): pass ''' -Not implemented yet +Implementation of the discriminator network +Is mostly the same as GAN discriminator network ''' class Discriminator(nn.Module): def __init__(self): From 89de36f8d20e2c875158db3133b1c7b795b7636b Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Fri, 18 Oct 2024 17:05:10 +1000 Subject: [PATCH 20/93] Finish implementing Discriminator --- .../StyleGAN_s4653241/StyleGAN/modules.py | 92 ++++++++++++++++++- 1 file changed, 90 insertions(+), 2 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py index c89c122ed..ab31980ee 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -3,6 +3,7 @@ implementated as a class or a function """ import torch +from torch.autograd.profiler_util import Kernel import torch.nn as nn import torch.nn.functional as F import numpy as np @@ -88,16 +89,103 @@ def __init__(self): def forward(self, x): pass +#-----------Discriminator----------------# ''' Implementation of the discriminator network Is mostly the same as GAN discriminator network ''' class Discriminator(nn.Module): - def __init__(self): + def __init__(self, log_reso, n_features = 64, max_features = 256, rgb = False): # log resolution 2^log_reso= image size super().__init__() + features = [min(max_features, n_features*(2**i)) for i in range(log_reso - 1)] + + # Not RGB unless trainined on CIFAR-10 images + if rgb: + self.rgb = nn.Sequential( + Dis_Conv2d(3, n_features, 1), + nn.LeakyReLU(0.2, True) + ) + else: + self.grey = nn.Sequential( + Dis_Conv2d(1, n_features, 1), + nn.LeakyReLU(0.2, True) + ) + + n_blocks = len(features) - 1 + + # Squential blocks generated from size for Discriminator blocks + blocks = [DiscriminatorBlock(features[i], features[i+1]) for i in range(n_blocks)] + self.blocks = nn.Sequential(*blocks) + + final_features = features[-1] + 1 + + # Final conv layer with 3x3 kernel + self.conv = Dis_Conv2d(final_features, final_features, 3) + # Final Equalized linear layer for classification + self.final = EqualizerStraights(2 * 2 * final_features, 1) + + def minibatch_std(self, x): + batch_statistics = ( + torch.std(x, dim=0).mean().repeat(x.shape[0], 1, x.shape[2], x.shape[3]) + ) + return torch.cat([x, batch_statistics], dim=1) + + def forward(self, x): - pass + x = self.rgb(x) + x = self.blocks(x) + + x = self.minibatch_std(x) + x = self.conv(x) + x = x.reshape(x.shape[0], -1) + return self.final(x) + + + +class DiscriminatorBlock(nn.Module): + def __init__(self,in_chanel,out_chanel,activation = nn.LeakyReLU(0.2,True),downsample = True): + super().__init__() + + + self.residual = nn.Sequential( + nn.AvgPool2d(kernel_size=2, stride=2), + Dis_Conv2d(in_chanel, out_chanel,kernel_size=1) + ) + + self.block = nn.Sequential( + Dis_Conv2d(in_chanel, out_chanel, 3, padding = 1), + activation(), + Dis_Conv2d(out_chanel, out_chanel, 3, padding = 1), + activation() + ) + + self.downsample = nn.AvgPool2d( kernel_size=2, stride=2) + + self.scale = 1 / sqrt(2) + + def forward(self, x): + residual = self.residual(x) + + x = self.block(x) + x = self.down_sample(x) + + return (x + residual) * self.scale + +# Discriminator convolutional layer with equalized learning rate +class Dis_Conv2d(nn.Module): + def __init__(self,in_chanel,out_chanel,kernel_size,padding=0): + super().__init__() + self.padding = padding + self.weight = EquilizerKG([out_chanel, in_chanel, kernel_size, kernel_size]) + self.bias = nn.Parameter(torch.zeros(out_chanel)) + + def forward(self, x: torch.Tensor): + return F.conv2d(x, self.weight(), bias = self.bias, padding = self.padding) + +#---------------------------# + + ''' Not implemented yet From 953b9305f960c95c9759be1e5c8ad7ded510087a Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Fri, 18 Oct 2024 17:23:49 +1000 Subject: [PATCH 21/93] Initatedimplementation of Synthesis Network --- .../StyleGAN_s4653241/StyleGAN/modules.py | 50 ++++++++++--------- 1 file changed, 27 insertions(+), 23 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py index ab31980ee..47ca09e0c 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -53,6 +53,7 @@ def forward(self, x): # Linear transformation return F.linear(x, self.weight(), bias = self.bias) + # Weight equalizer ''' Maintains the weights in the network at a similar scale during training. @@ -69,6 +70,31 @@ def __init__(self,shape): def forward(self): return self.weight * self.constanted +# -----------------Synthesis Network-----------------# + +# Drip Block, basically Style Block +class DripBlock(nn.Module): + def __init__(self): + super().__init__() + def forward(self): + pass + +class Weight_Demod(nn.Module): + def __init__(self): + super().__init__() + + def forward(self): + pass +''' +Not implemented yet +''' +class NoiseInjection(nn.Module): + def __init__(self): + super().__init__() + + def forward(self, x): + pass + ''' Not implemented yet ''' @@ -82,7 +108,7 @@ def forward(self, x): ''' Not implemented yet ''' -class Generator(nn.Module): +class Generator_Block(nn.Module): def __init__(self): super().__init__() @@ -184,25 +210,3 @@ def forward(self, x: torch.Tensor): return F.conv2d(x, self.weight(), bias = self.bias, padding = self.padding) #---------------------------# - - - -''' -Not implemented yet -''' -class StyleGAN2(nn.Module): - def __init__(self): - super().__init__() - - def forward(self, x): - pass - -''' -Not implemented yet -''' -class NoiseInjection(nn.Module): - def __init__(self): - super().__init__() - - def forward(self, x): - pass From 1d71b1d3fc0b8856e9a30d7857c1f31f21b10a4d Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Fri, 18 Oct 2024 19:52:22 +1000 Subject: [PATCH 22/93] Added config.py for easy configuration of variables, yet to implement --- recognition/StyleGAN_s4653241/StyleGAN/config.py | 1 + 1 file changed, 1 insertion(+) create mode 100644 recognition/StyleGAN_s4653241/StyleGAN/config.py diff --git a/recognition/StyleGAN_s4653241/StyleGAN/config.py b/recognition/StyleGAN_s4653241/StyleGAN/config.py new file mode 100644 index 000000000..29bde8dc3 --- /dev/null +++ b/recognition/StyleGAN_s4653241/StyleGAN/config.py @@ -0,0 +1 @@ +''' Wil be used to store all the configuration variables for the project ''' From aaba7a5de405e52aec8b44e50bb5282a539b1b35 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Fri, 18 Oct 2024 19:55:01 +1000 Subject: [PATCH 23/93] Finish implementing Generator --- .../StyleGAN_s4653241/StyleGAN/modules.py | 189 ++++++++++++++++-- 1 file changed, 167 insertions(+), 22 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py index 47ca09e0c..b3fc63930 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -74,46 +74,147 @@ def forward(self): # Drip Block, basically Style Block class DripBlock(nn.Module): - def __init__(self): + def __init__(self,w_dim, in_chanel, out_chanel): super().__init__() - def forward(self): - pass + + self.need_face = EqualizerStraights(w_dim, in_chanel,bias=1) + + self.conv = Weight_Demod(in_chanel,out_chanel,kernel_size=3) + + # Noise and bias + self.scale_noise = nn.Parameter(torch.zeros(out_chanel)) + self.bias = nn.Parameter(torch.zeros(out_chanel)) + + self.activation = nn.LeakyReLU(0.2) + + def forward(self,x,w,noise): + s = self.need_face(w) + x = self.conv(x,s) + if noise is not None: + x = x + self.scale_noise[None,:,None,None] * noise + return self.activation(x + self.bias[None,:,None,None]) + class Weight_Demod(nn.Module): - def __init__(self): + def __init__(self, in_chanel, out_chanel, kernel_size, demodulate = True, eps = 1e-8): super().__init__() + self.out_chanel = out_chanel + self.demodulate = demodulate + self.padding = (kernel_size -1) // 2 - def forward(self): - pass -''' -Not implemented yet -''' -class NoiseInjection(nn.Module): - def __init__(self): + # Weights with Equalizer learning rate + self.weight = EquilizerKG([out_chanel, in_chanel, kernel_size, kernel_size]) + self.eps = eps # epsilon value for numerical stability + + def forward(self, x, s): + + # Get batch size, height and width + b, _, h, w = x.shape + + # Reshape the scales + s = s[:, None, :, None, None] + weights = self.weight()[None, :, :, :, :] + # The result has shape [batch_size, out_features, in_features, kernel_size, kernel_size]` + weights = weights * s + + # Weight Demodulation + if self.demodulate: + sigma_inv = torch.rsqrt((weights ** 2).sum(dim=(2, 3, 4), keepdim=True) + self.eps) + weights = weights * sigma_inv + + # Reshape x and weights + x = x.reshape(1, -1, h, w) + _, _, *ws = weights.shape + weights = weights.reshape(b * self.out_chanel, *ws) + + # Group b is used to define a different kernel (weights) for each sample in the batch + x = F.conv2d(x, weights, padding=self.padding, groups=b) + + # return x in shape of [batch_size, out_features, height, width] + return x.reshape(-1, self.out_chanel, h, w) + + +class ToRGB(nn.Module): + + def __init__(self, W_DIM, features): super().__init__() + self.to_style = EqualizerStraights(W_DIM, features, bias=1) - def forward(self, x): - pass + self.conv = Weight_Demod(features, 3, kernel_size=1, demodulate=False) + self.bias = nn.Parameter(torch.zeros(3)) + self.activation = nn.LeakyReLU(0.2, True) + + def forward(self, x, w): + style = self.to_style(w) + x = self.conv(x, style) + return self.activation(x + self.bias[None, :, None, None]) ''' Not implemented yet ''' -class SynthesisNetwork(nn.Module): - def __init__(self): +class Generator(nn.Module): + def __init__(self, log_reso,w_dim, n_features = 32, max_features = 256): super().__init__() - def forward(self, x): - pass + + + features = [min(max_features, n_features * (2 ** i)) for i in range(log_reso - 2, -1, -1)] + self.n_blocks = len(features) + + # Initialize the trainable 4x4 constant tensor + self.initial_constant = nn.Parameter(torch.randn((1, features[0], 4, 4))) + + # First style block and it's rgb output. Initialises the generator. + self.style_block = DripBlock(w_dim, features[0], features[0]) + self.to_rgb = ToRGB(w_dim, features[0]) + + # Creates a series of Generator Blocks based on features length. 5 in this case. + blocks = [GeneratorBlock(w_dim, features[i - 1], features[i]) for i in range(1, self.n_blocks)] + self.blocks = nn.ModuleList(blocks) + + def forward(self, w, input_noise): + batch_size = w.shape[1] + + # Expand the learnt constant to match the batch size + x = self.initial_constant.expand(batch_size, -1, -1, -1) + + # Get the first style block and the rgb img + x = self.style_block(x, w[0], input_noise[0][1]) + rgb = self.to_rgb(x, w[0]) + + # Rest of the blocks upsample the img using interpolation set in the config file and add to the rgb from the block + for i in range(1, self.n_blocks): + x = F.interpolate(x, scale_factor=2, mode="bilinear") + x, rgb_new = self.blocks[i - 1](x, w[i], input_noise[i]) + rgb = F.interpolate(rgb, scale_factor=2, mode="bilinear") + rgb_new + + # tanh is used to output rgb pixel values form -1 to 1 + return torch.tanh(rgb) + ''' -Not implemented yet +Testing ''' -class Generator_Block(nn.Module): - def __init__(self): +class GeneratorBlock(nn.Module): + def __init__(self,w_dim, in_chanel, out_chanel): super().__init__() - def forward(self, x): - pass + # First black changes the feature map size to the "out_chanel" + self.styled_block1 = DripBlock(w_dim, in_chanel, out_chanel) + self.styled_block2 = DripBlock(w_dim, out_chanel, out_chanel) + + + + def forward(self, x,w,noise): + + # Style blocks with Noise Tensor + x = self.styled_block1(x,w,noise[0]) + x = self.styled_block2(x,w,noise[1]) + + # RBG img + rgb = self.to_rgb(x,w) + + return x, rgb #-----------Discriminator----------------# ''' @@ -210,3 +311,47 @@ def forward(self, x: torch.Tensor): return F.conv2d(x, self.weight(), bias = self.bias, padding = self.padding) #---------------------------# + +class PathLengthPenalty(nn.Module): + + def __init__(self, beta): + super().__init__() + + self.beta = beta + self.steps = nn.Parameter(torch.tensor(0.), requires_grad=False) + + self.exp_sum_a = nn.Parameter(torch.tensor(0.), requires_grad=False) + + def forward(self, w, x): + + device = x.device + image_size = x.shape[2] * x.shape[3] + y = torch.randn(x.shape, device=device) + + # Scaling + output = (x * y).sum() / sqrt(image_size) + sqrt(image_size) + + # Computes gradient + gradients, *_ = torch.autograd.grad(outputs=output, + inputs=w, + grad_outputs=torch.ones(output.shape, device=device), + create_graph=True) + + # Calculated L2-norm + norm = (gradients ** 2).sum(dim=2).mean(dim=1).sqrt() + + # Regulatrise after first step + if self.steps > 0: + a = self.exp_sum_a / (1 - self.beta ** self.steps) + loss = torch.mean((norm - a) ** 2) + else: + # Return a dummpy loss tensor if computation fails + loss = norm.new_tensor(0) + + mean = norm.mean().detach() + self.exp_sum_a.mul_(self.beta).add_(mean, alpha=1 - self.beta) + self.steps.add_(1.) + + # return the penalty + return loss From 7eedbaa7a57a40206d752fc5d2bd2ab3a4eac0ac Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Fri, 18 Oct 2024 20:22:00 +1000 Subject: [PATCH 24/93] Added Utils --- recognition/StyleGAN_s4653241/StyleGAN/utils.py | 2 ++ 1 file changed, 2 insertions(+) create mode 100644 recognition/StyleGAN_s4653241/StyleGAN/utils.py diff --git a/recognition/StyleGAN_s4653241/StyleGAN/utils.py b/recognition/StyleGAN_s4653241/StyleGAN/utils.py new file mode 100644 index 000000000..eb305bcfc --- /dev/null +++ b/recognition/StyleGAN_s4653241/StyleGAN/utils.py @@ -0,0 +1,2 @@ + +'''Utils for the project''' From 63e93356a21dc40ea1cf2733b5c2af6d15a8cc80 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sat, 19 Oct 2024 15:00:23 +1000 Subject: [PATCH 25/93] Added save_model function --- recognition/StyleGAN_s4653241/StyleGAN/utils.py | 17 +++++++++++++++++ 1 file changed, 17 insertions(+) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/utils.py b/recognition/StyleGAN_s4653241/StyleGAN/utils.py index eb305bcfc..30bbb7a65 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/utils.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/utils.py @@ -1,2 +1,19 @@ '''Utils for the project''' + +import torch + +def save_model(epoch,G,D,optimizer_G,optimizer_D, gen_loss, disc_loss,path): + checkpoint = { + 'epoch': epoch, + 'G_state_dict': G.state_dict(), + 'D_state_dict': D.state_dict(), + 'optimizer_G_state_dict': optimizer_G.state_dict(), + 'optimizer_D_state_dict': optimizer_D.state_dict(), + 'random_state': torch.get_rng_state(), + 'cuda_random_state': torch.cuda.get_rng_state_all(), + 'gen_loss': gen_loss, + 'disc_loss': disc_loss, + + } + torch.save(checkpoint, path) From 35bd949488b521539ffa17dcf4c81d4c16b4e6ee Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sat, 19 Oct 2024 15:15:03 +1000 Subject: [PATCH 26/93] Added path variable --- recognition/StyleGAN_s4653241/StyleGAN/config.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/config.py b/recognition/StyleGAN_s4653241/StyleGAN/config.py index 29bde8dc3..8daabe0b0 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/config.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/config.py @@ -1 +1,3 @@ ''' Wil be used to store all the configuration variables for the project ''' + +path = 'recognition/checkpoints/' From ec001978615a8d8493c2cb073d3f0879e75fe037 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sat, 19 Oct 2024 15:50:33 +1000 Subject: [PATCH 27/93] Added checkpoint loader --- .../StyleGAN_s4653241/StyleGAN/utils.py | 19 +++++++++++++++++-- 1 file changed, 17 insertions(+), 2 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/utils.py b/recognition/StyleGAN_s4653241/StyleGAN/utils.py index 30bbb7a65..629a49ba1 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/utils.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/utils.py @@ -2,8 +2,9 @@ '''Utils for the project''' import torch +import config -def save_model(epoch,G,D,optimizer_G,optimizer_D, gen_loss, disc_loss,path): +def save_model(epoch,G,D,optimizer_G,optimizer_D, gen_loss, disc_loss,path = config.path + 'checkpoint.pth'): checkpoint = { 'epoch': epoch, 'G_state_dict': G.state_dict(), @@ -11,9 +12,23 @@ def save_model(epoch,G,D,optimizer_G,optimizer_D, gen_loss, disc_loss,path): 'optimizer_G_state_dict': optimizer_G.state_dict(), 'optimizer_D_state_dict': optimizer_D.state_dict(), 'random_state': torch.get_rng_state(), - 'cuda_random_state': torch.cuda.get_rng_state_all(), + 'cuda_random_state': torch.cuda.get_rng_state_all(), # Save the random state of the GPU 'gen_loss': gen_loss, 'disc_loss': disc_loss, } torch.save(checkpoint, path) + +def load_checkpoint(path, G, D, optimizer_G, optimizer_D): + checkpoint = torch.load(path) + G.load_state_dict(checkpoint['G_state_dict']) + D.load_state_dict(checkpoint['D_state_dict']) + optimizer_G.load_state_dict(checkpoint['optimizer_G_state_dict']) + optimizer_D.load_state_dict(checkpoint['optimizer_D_state_dict']) + epoch = checkpoint['epoch'] + gen_loss = checkpoint['gen_loss'] + disc_loss = checkpoint['disc_loss'] + torch.set_rng_state(checkpoint['random_state']) + torch.cuda.set_rng_state_all(checkpoint['cuda_random_state']) + + return epoch, gen_loss, disc_loss From ebb5779732ea81ed876b90ecd718f99c0ea6c1ac Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sat, 19 Oct 2024 16:04:53 +1000 Subject: [PATCH 28/93] Added plot_loss --- .../StyleGAN_s4653241/StyleGAN/predict.py | 24 ++++++++++++++++++- 1 file changed, 23 insertions(+), 1 deletion(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/predict.py b/recognition/StyleGAN_s4653241/StyleGAN/predict.py index 4fbe2cb2b..7d1837d07 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/predict.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/predict.py @@ -1,4 +1,26 @@ """ Shows example usage of your trained model. Print out any results and / or provide visu- alisations where applicable -""" \ No newline at end of file +""" + +# Importing the required libraries +import matplotlib.pyplot as plt + + +def plot_loss(G_loss,D_loss): + + plt.figure(figsize=(10,5)) + plt.title("Generator Loss During Training") + plt.plot(G_loss, label="G", color="blue") + plt.xlabel("Iterations") + plt.ylabel("Loss") + plt.legend() + plt.savefig('gen_loss.png') + + plt.figure(figsize=(10,5)) + plt.title("Discriminator Loss During Training") + plt.plot(D_loss, label="D", color="red") + plt.xlabel("Iterations") + plt.ylabel("Loss") + plt.legend() + plt.savefig('disc_loss.png') From df1b29f233cb0b8e58b462dc1a4e935eaeed8e65 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sat, 19 Oct 2024 16:18:43 +1000 Subject: [PATCH 29/93] Added print Checkpoint --- recognition/StyleGAN_s4653241/StyleGAN/utils.py | 1 + 1 file changed, 1 insertion(+) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/utils.py b/recognition/StyleGAN_s4653241/StyleGAN/utils.py index 629a49ba1..e09adc327 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/utils.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/utils.py @@ -18,6 +18,7 @@ def save_model(epoch,G,D,optimizer_G,optimizer_D, gen_loss, disc_loss,path = con } torch.save(checkpoint, path) + print(f"Checkpoint saved at epoch {epoch}.", flush =True) def load_checkpoint(path, G, D, optimizer_G, optimizer_D): checkpoint = torch.load(path) From c1cdfdbdcd4c0ed0b6968a6612543e22ea0eff9a Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sat, 19 Oct 2024 16:39:40 +1000 Subject: [PATCH 30/93] Added device finder --- recognition/StyleGAN_s4653241/StyleGAN/utils.py | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/utils.py b/recognition/StyleGAN_s4653241/StyleGAN/utils.py index e09adc327..d08d22193 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/utils.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/utils.py @@ -33,3 +33,15 @@ def load_checkpoint(path, G, D, optimizer_G, optimizer_D): torch.cuda.set_rng_state_all(checkpoint['cuda_random_state']) return epoch, gen_loss, disc_loss + +def devicer(): + # Prioritize CUDA, then MPS, and finally CPU + if torch.cuda.is_available(): + device = torch.device("cuda") + elif torch.backends.mps.is_available(): + device = torch.device("mps") + else: + device = torch.device("cpu") + + print(f'Using device: {device}', flush=True) + return device From 72cbe206bdc72a2eb5819594f1aeedf91da75dc0 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sat, 26 Oct 2024 03:50:04 +1000 Subject: [PATCH 31/93] Added get_w --- recognition/StyleGAN_s4653241/StyleGAN/utils.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/utils.py b/recognition/StyleGAN_s4653241/StyleGAN/utils.py index d08d22193..b85b9d914 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/utils.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/utils.py @@ -3,6 +3,7 @@ import torch import config +from config import log_resolution def save_model(epoch,G,D,optimizer_G,optimizer_D, gen_loss, disc_loss,path = config.path + 'checkpoint.pth'): checkpoint = { @@ -45,3 +46,10 @@ def devicer(): print(f'Using device: {device}', flush=True) return device + +def get_w(batch_size, mapping_network, device): + + z = torch.randn(batch_size, config.w_dim).to(device) + w = mapping_network(z) + # Expand w from the generator blocks + return w[None,:,:].expand(log_resolution, -1, -1) From 69da8872752c150f35b8ece7d73a56c003247b26 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sun, 27 Oct 2024 14:40:34 +1000 Subject: [PATCH 32/93] Added combine dataset --- .../StyleGAN_s4653241/StyleGAN/dataset.py | 36 ++++++++++++------- 1 file changed, 23 insertions(+), 13 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py index f2f258403..988834b58 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py @@ -1,13 +1,23 @@ # Importing libraries import os +from config import * from PIL import Image -from torch.utils.data import Dataset, DataLoader +from torch.utils.data import Dataset, DataLoader,ConcatDataset import torchvision.transforms as transforms from torchvision.transforms import ToPILImage import matplotlib.pyplot as plt import torch +def combine_datasets(BRAIN): + if BRAIN == 'AC': + train = ImageDataset(AC_train) + test = ImageDataset(AC_test) + return ConcatDataset([train, test]) + else: + train = ImageDataset(NC_train) + test = ImageDataset(NC_test) + return ConcatDataset([train, test]) # Dataset class class ImageDataset(Dataset): @@ -17,7 +27,7 @@ def __init__(self, root, transform=None): root (str): The root directory of the dataset transform (callable, optional): A function/transform that takes in an PIL image and returns a transformed version. """ - self.root = root + self.root = root self.transform = transform self.files = sorted(os.listdir(root)) @@ -32,11 +42,11 @@ def __getitem__(self, index): def __len__(self): return len(self.files) - + def get_raw_image(self, index): """ Returns the original, untransformed image. - + Args: index (int): Index of the image in the dataset. @@ -46,12 +56,12 @@ def get_raw_image(self, index): img_path = os.path.join(self.root, self.files[index]) raw_img = Image.open(img_path).convert("L") # Always return the raw image in RGB format return raw_img - + def compare(self, index): img = Image.open(os.path.join(self.root, self.files[index])) # img_path = os.path.join(self.root, self.files[index]) # raw_img = Image.open(img_path).convert("L") # Always return the raw image in RGB format - + if self.transform: trans_img = self.transform(img) to_pil = transforms.ToPILImage() @@ -89,15 +99,15 @@ def __init__(self, dataloader): """ self.dataloader = dataloader - - + + def get_image(self): for _, img in enumerate(self.dataloader): return img def plot_image(self, img=None): to_pil = transforms.ToPILImage() - + if img is None: img = self.get_image() @@ -140,7 +150,7 @@ def denormalize(self, img): Tensor: Denormalized image tensor. """ return img * 0.5 + 0.5 - + def demour_image(self,img): """ Denormalizes the given image tensor from [-1, 1] to [0, 255]. @@ -150,12 +160,12 @@ def demour_image(self,img): Tensor: Denormalized image tensor in the range [0, 255]. """ return (img * 0.5 + 0.5) * 255 - - + + def display_comparison(original, transformed): """ Display the original and transformed images side-by-side. - + Args: original (PIL.Image): The original image. transformed (PIL.Image or None): The transformed image (or None if not available). From 24e820eb9f3a1a77e4078f0c9c8ddfa096217107 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sun, 27 Oct 2024 17:11:16 +1000 Subject: [PATCH 33/93] Updated README.md --- recognition/StyleGAN_s4653241/README.md | 30 ++++++++++++++++++++++--- 1 file changed, 27 insertions(+), 3 deletions(-) diff --git a/recognition/StyleGAN_s4653241/README.md b/recognition/StyleGAN_s4653241/README.md index 727299411..e05ac5c3a 100644 --- a/recognition/StyleGAN_s4653241/README.md +++ b/recognition/StyleGAN_s4653241/README.md @@ -1,4 +1,28 @@ -# COMP3710 Project +# StyleGAN2 on AD_NC Brain Dataset -Task 8: -```Create a generative model of one of the ADNI brain data set (see Appendix for links) using either a variant of StyleGAN [10]/StyleGAN2 [11] or Stable Diffusion [12] that has a “reasonably clear image”. You should also include a TSNE or UMAP embeddings plot with ground truth in colors and provide a brief interpretation/discussion. See recent UQ work for hints of how to incorporate labels in style [13]. [Hard Difficulty]``` \ No newline at end of file +## Overview + +This StyleGAN2's application is to generate realistic like brain scans using the ADNI dataset for Alzheimer's disease. The primary goal is to provide a model that is able to generate "reasobably clear images". Using StyleGAN2 ability to + +## Table of Contents +[Installation](#installation) +[Requirements](#requirements) +[Dataset](#dataset) +[File Structure](#file-structure) + + +## Installation +1. Download [ADNI dataset for Alzheimer’s disease](https://filesender.aarnet.edu.au/?s=download&token=a2baeb2d-4b19-45cc-b0fb-ab8df33a1a24). +2. Set paths of dataset in config.py +3. Check neccessary [requirements](#requirements) are met + +## Requirements + +## Dataset + +## File Structure + + + +Task 8: +```Create a generative model of one of the ADNI brain data set (see Appendix for links) using either a variant of StyleGAN [10]/StyleGAN2 [11] or Stable Diffusion [12] that has a “reasonably clear image”. You should also include a TSNE or UMAP embeddings plot with ground truth in colors and provide a brief interpretation/discussion. See recent UQ work for hints of how to incorporate labels in style [13]. [Hard Difficulty]``` From ea547be8dabdee042331a67fbc1167946bbf839d Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sun, 27 Oct 2024 17:12:31 +1000 Subject: [PATCH 34/93] Added more section --- recognition/StyleGAN_s4653241/README.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/recognition/StyleGAN_s4653241/README.md b/recognition/StyleGAN_s4653241/README.md index e05ac5c3a..2b66fdbca 100644 --- a/recognition/StyleGAN_s4653241/README.md +++ b/recognition/StyleGAN_s4653241/README.md @@ -22,7 +22,11 @@ This StyleGAN2's application is to generate realistic like brain scans using the ## File Structure +## Results +## Conclusion + +## References Task 8: ```Create a generative model of one of the ADNI brain data set (see Appendix for links) using either a variant of StyleGAN [10]/StyleGAN2 [11] or Stable Diffusion [12] that has a “reasonably clear image”. You should also include a TSNE or UMAP embeddings plot with ground truth in colors and provide a brief interpretation/discussion. See recent UQ work for hints of how to incorporate labels in style [13]. [Hard Difficulty]``` From 8d4b487a6bfde3d61a7984c2bfad2186c1c37141 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sun, 27 Oct 2024 17:15:46 +1000 Subject: [PATCH 35/93] Corrected some error --- .../StyleGAN_s4653241/StyleGAN/modules.py | 22 +++++++++---------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py index b3fc63930..f5a432982 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -11,25 +11,25 @@ class MappingNetwork(nn.Module): - def __init__(self,z_dim,w_dim,activation = nn.ReLU): + def __init__(self,z_dim,w_dim,activation = nn.ReLU()): super().__init__() # Mapping network self.mapping = nn.Sequential( EqualizerStraights(z_dim, w_dim), - activation(), + activation, EqualizerStraights(w_dim, w_dim), - activation(), + activation, EqualizerStraights(z_dim, w_dim), - activation(), + activation, EqualizerStraights(w_dim, w_dim), - activation(), + activation, EqualizerStraights(z_dim, w_dim), - activation(), + activation, EqualizerStraights(w_dim, w_dim), - activation(), + activation, EqualizerStraights(z_dim, w_dim), - activation(), + activation, EqualizerStraights(w_dim, w_dim) ) @@ -203,7 +203,7 @@ def __init__(self,w_dim, in_chanel, out_chanel): self.styled_block1 = DripBlock(w_dim, in_chanel, out_chanel) self.styled_block2 = DripBlock(w_dim, out_chanel, out_chanel) - + self.to_rgb = ToRGB(w_dim, out_chanel) def forward(self, x,w,noise): @@ -282,9 +282,9 @@ def __init__(self,in_chanel,out_chanel,activation = nn.LeakyReLU(0.2,True),downs self.block = nn.Sequential( Dis_Conv2d(in_chanel, out_chanel, 3, padding = 1), - activation(), + activation, Dis_Conv2d(out_chanel, out_chanel, 3, padding = 1), - activation() + activation ) self.downsample = nn.AvgPool2d( kernel_size=2, stride=2) From 90e7ee606ba83467b325dbbde50ac457e504d1a5 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sun, 27 Oct 2024 17:53:29 +1000 Subject: [PATCH 36/93] Fixes minor errors in code --- recognition/StyleGAN_s4653241/StyleGAN/modules.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py index f5a432982..69c924931 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -222,7 +222,7 @@ def forward(self, x,w,noise): Is mostly the same as GAN discriminator network ''' class Discriminator(nn.Module): - def __init__(self, log_reso, n_features = 64, max_features = 256, rgb = False): # log resolution 2^log_reso= image size + def __init__(self, log_reso, n_features = 64, max_features = 256, rgb = True): # log resolution 2^log_reso= image size super().__init__() features = [min(max_features, n_features*(2**i)) for i in range(log_reso - 1)] @@ -234,7 +234,7 @@ def __init__(self, log_reso, n_features = 64, max_features = 256, rgb = False): nn.LeakyReLU(0.2, True) ) else: - self.grey = nn.Sequential( + self.rgb = nn.Sequential( Dis_Conv2d(1, n_features, 1), nn.LeakyReLU(0.2, True) ) @@ -295,7 +295,7 @@ def forward(self, x): residual = self.residual(x) x = self.block(x) - x = self.down_sample(x) + x = self.downsample(x) return (x + residual) * self.scale From defdeb63eae75271460bd7d58e3e3761396b1d7a Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Sun, 27 Oct 2024 18:41:04 +1000 Subject: [PATCH 37/93] Added Requirements --- recognition/StyleGAN_s4653241/README.md | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/recognition/StyleGAN_s4653241/README.md b/recognition/StyleGAN_s4653241/README.md index 2b66fdbca..718dbcd34 100644 --- a/recognition/StyleGAN_s4653241/README.md +++ b/recognition/StyleGAN_s4653241/README.md @@ -18,6 +18,21 @@ This StyleGAN2's application is to generate realistic like brain scans using the ## Requirements +| Package | Version | +| --- | --- | +|torch | 2.5.0.dev20240904 | +|torchvision | 0.20.0.dev20240904 | +|tqdm | 4.66.5 | +|numpy | 1.26.4 | +|pandas | 2.2.2 | +|matplotlib | 3.9.2 | +|seaborn | 0.13.2 | +|scikit-learn | 1.5.1 | +|scipy | 1.13.1 | +|pillow | 10.3.0 | +|os | | + + ## Dataset ## File Structure From 7772340686874754b2b8fea2c2453208b6f1a046 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Mon, 28 Oct 2024 14:27:53 +1000 Subject: [PATCH 38/93] Initiate new modules --- recognition/StyleGAN_s4653241/StyleGAN/modules2.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 recognition/StyleGAN_s4653241/StyleGAN/modules2.py diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules2.py b/recognition/StyleGAN_s4653241/StyleGAN/modules2.py new file mode 100644 index 000000000..e69de29bb From 35def2ed89ccc1b7a3297d309376da33b312aca4 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Mon, 28 Oct 2024 17:42:53 +1000 Subject: [PATCH 39/93] Fix bugs in code --- .../StyleGAN_s4653241/StyleGAN/modules.py | 129 +++++++++++++----- 1 file changed, 93 insertions(+), 36 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py index 69c924931..cae2e9b05 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -35,7 +35,7 @@ def __init__(self,z_dim,w_dim,activation = nn.ReLU()): def forward(self, x): # Normalize the input tensor - x = x / torch.sqrt(torch.mean(x**2, dim = 1, keepdim = True) + 1e-8) + x = x / torch.sqrt(torch.mean(x**2, dim = 1, keepdim = True) + 1e-8) # for PixelNorm return self.mapping(x) # Equalizer for the fully connected layer @@ -44,14 +44,17 @@ def forward(self, x): Returns the output of the linear transformation of the tensor with bias ''' class EqualizerStraights(nn.Module): - def __init__(self, in_chanel, out_chanel, bias=0): + def __init__(self, in_chanel, out_chanel, bias=0.0): super().__init__() self.weight = EquilizerKG([out_chanel, in_chanel]) self.bias = nn.Parameter(torch.ones(out_chanel) * bias) + self.input_size = in_chanel + def forward(self, x): # Linear transformation - return F.linear(x, self.weight(), bias = self.bias) + weight = self.weight().to(x.device) + return F.linear(x, weight, bias = self.bias.to(x.device)) # Weight equalizer @@ -74,18 +77,18 @@ def forward(self): # Drip Block, basically Style Block class DripBlock(nn.Module): - def __init__(self,w_dim, in_chanel, out_chanel): + def __init__(self,W_DIM, in_chanel, out_chanel): super().__init__() - self.need_face = EqualizerStraights(w_dim, in_chanel,bias=1) + self.need_face = EqualizerStraights(W_DIM, in_chanel,bias=1.0) self.conv = Weight_Demod(in_chanel,out_chanel,kernel_size=3) # Noise and bias - self.scale_noise = nn.Parameter(torch.zeros(out_chanel)) + self.scale_noise = nn.Parameter(torch.zeros(1)) self.bias = nn.Parameter(torch.zeros(out_chanel)) - self.activation = nn.LeakyReLU(0.2) + self.activation = nn.LeakyReLU(0.2,True) def forward(self,x,w,noise): s = self.need_face(w) @@ -96,7 +99,15 @@ def forward(self,x,w,noise): class Weight_Demod(nn.Module): - def __init__(self, in_chanel, out_chanel, kernel_size, demodulate = True, eps = 1e-8): + def __init__( + self, + in_chanel, + out_chanel, + kernel_size, + demodulate = True, + eps = 1e-8 + ): + super().__init__() self.out_chanel = out_chanel self.demodulate = demodulate @@ -138,7 +149,7 @@ class ToRGB(nn.Module): def __init__(self, W_DIM, features): super().__init__() - self.to_style = EqualizerStraights(W_DIM, features, bias=1) + self.to_style = EqualizerStraights(W_DIM, features, bias=1.0) self.conv = Weight_Demod(features, 3, kernel_size=1, demodulate=False) self.bias = nn.Parameter(torch.zeros(3)) @@ -152,12 +163,10 @@ def forward(self, x, w): ''' Not implemented yet ''' -class Generator(nn.Module): +class GeneratorNOT(nn.Module): def __init__(self, log_reso,w_dim, n_features = 32, max_features = 256): super().__init__() - - features = [min(max_features, n_features * (2 ** i)) for i in range(log_reso - 2, -1, -1)] self.n_blocks = len(features) @@ -191,19 +200,49 @@ def forward(self, w, input_noise): # tanh is used to output rgb pixel values form -1 to 1 return torch.tanh(rgb) +class Generator(nn.Module): + + def __init__(self, log_resolution, W_DIM, n_features = 32, max_features = 256): + + super().__init__() + + features = [min(max_features, n_features * (2 ** i)) for i in range(log_resolution - 2, -1, -1)] + self.n_blocks = len(features) + + self.initial_constant = nn.Parameter(torch.randn((1, features[0], 4, 4))) + + self.style_block = DripBlock(W_DIM, features[0], features[0]) + self.to_rgb = ToRGB(W_DIM, features[0]) + + blocks = [GeneratorBlock(W_DIM, features[i - 1], features[i]) for i in range(1, self.n_blocks)] + self.blocks = nn.ModuleList(blocks) + + def forward(self, w, input_noise): + + batch_size = w.shape[1] + x = self.initial_constant.expand(batch_size, -1, -1, -1) + x = self.style_block(x, w[0], input_noise[0][1]) + rgb = self.to_rgb(x, w[0]) + + for i in range(1, self.n_blocks): + x = F.interpolate(x, scale_factor=2, mode="bilinear") + x, rgb_new = self.blocks[i - 1](x, w[i], input_noise[i]) + rgb = F.interpolate(rgb, scale_factor=2, mode="bilinear") + rgb_new + + return torch.tanh(rgb) ''' Testing ''' class GeneratorBlock(nn.Module): - def __init__(self,w_dim, in_chanel, out_chanel): + def __init__(self,W_DIM, in_chanel, out_chanel): super().__init__() # First black changes the feature map size to the "out_chanel" - self.styled_block1 = DripBlock(w_dim, in_chanel, out_chanel) - self.styled_block2 = DripBlock(w_dim, out_chanel, out_chanel) + self.styled_block1 = DripBlock(W_DIM, in_chanel, out_chanel) + self.styled_block2 = DripBlock(W_DIM, out_chanel, out_chanel) - self.to_rgb = ToRGB(w_dim, out_chanel) + self.to_rgb = ToRGB(W_DIM, out_chanel) def forward(self, x,w,noise): @@ -222,22 +261,26 @@ def forward(self, x,w,noise): Is mostly the same as GAN discriminator network ''' class Discriminator(nn.Module): - def __init__(self, log_reso, n_features = 64, max_features = 256, rgb = True): # log resolution 2^log_reso= image size + def __init__(self, log_reso, n_features = 64, max_features = 256,): # log resolution 2^log_reso= image size super().__init__() features = [min(max_features, n_features*(2**i)) for i in range(log_reso - 1)] - # Not RGB unless trainined on CIFAR-10 images - if rgb: - self.rgb = nn.Sequential( - Dis_Conv2d(3, n_features, 1), - nn.LeakyReLU(0.2, True) - ) - else: - self.rgb = nn.Sequential( - Dis_Conv2d(1, n_features, 1), - nn.LeakyReLU(0.2, True) - ) + # # Not RGB unless trainined on CIFAR-10 images + # if rgb: + # self.rgb = nn.Sequential( + # Dis_Conv2d(1, n_features, 1), + # nn.LeakyReLU(0.2, True) + # ) + # else: + # self.rgb = nn.Sequential( + # Dis_Conv2d(1, n_features, 1), + # nn.LeakyReLU(0.2, True) + # ) + self.from_rgb = nn.Sequential( + Dis_Conv2d(3, n_features, 1), + nn.LeakyReLU(0.2, True) + ) n_blocks = len(features) - 1 @@ -250,8 +293,7 @@ def __init__(self, log_reso, n_features = 64, max_features = 256, rgb = True): # # Final conv layer with 3x3 kernel self.conv = Dis_Conv2d(final_features, final_features, 3) # Final Equalized linear layer for classification - self.final = EqualizerStraights(2 * 2 * final_features, 1) - + self.final = EqualizerStraights(2*2*final_features, 1) def minibatch_std(self, x): batch_statistics = ( torch.std(x, dim=0).mean().repeat(x.shape[0], 1, x.shape[2], x.shape[3]) @@ -260,18 +302,21 @@ def minibatch_std(self, x): def forward(self, x): - x = self.rgb(x) + x = self.from_rgb(x) x = self.blocks(x) x = self.minibatch_std(x) x = self.conv(x) + x = x.reshape(x.shape[0], -1) + return self.final(x) + class DiscriminatorBlock(nn.Module): - def __init__(self,in_chanel,out_chanel,activation = nn.LeakyReLU(0.2,True),downsample = True): + def __init__(self,in_chanel,out_chanel,activation = nn.LeakyReLU(0.2,True)): super().__init__() @@ -281,9 +326,9 @@ def __init__(self,in_chanel,out_chanel,activation = nn.LeakyReLU(0.2,True),downs ) self.block = nn.Sequential( - Dis_Conv2d(in_chanel, out_chanel, 3, padding = 1), + Dis_Conv2d(in_chanel, in_chanel, kernel_size=3, padding = 1), activation, - Dis_Conv2d(out_chanel, out_chanel, 3, padding = 1), + Dis_Conv2d(out_chanel, out_chanel, kernel_size=3, padding = 1), activation ) @@ -303,13 +348,25 @@ def forward(self, x): class Dis_Conv2d(nn.Module): def __init__(self,in_chanel,out_chanel,kernel_size,padding=0): super().__init__() + # self.kernel_size = kernel_size self.padding = padding self.weight = EquilizerKG([out_chanel, in_chanel, kernel_size, kernel_size]) - self.bias = nn.Parameter(torch.zeros(out_chanel)) + self.bias = nn.Parameter(torch.ones(out_chanel)) def forward(self, x: torch.Tensor): - return F.conv2d(x, self.weight(), bias = self.bias, padding = self.padding) + # weight = self.weight().to(x.device) + + # # Use 1x1 kernel if input dimensions are too small + # if x.size(-1) < self.kernel_size or x.size(-2) < self.kernel_size: + # kernel_size = 1 # Switch to 1x1 kernel + # weight = weight[:, :, :kernel_size, :kernel_size] + # padding = 0 + # else: + # weight = self.weight() + # padding = self.padding + + return F.conv2d(x, self.weight(), bias=self.bias, padding=self.padding) #---------------------------# class PathLengthPenalty(nn.Module): From cdc0a0c6d6e1bc32855474f222a07f979aae73b7 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Mon, 28 Oct 2024 18:45:48 +1000 Subject: [PATCH 40/93] Added Generate Images --- .../StyleGAN_s4653241/StyleGAN/predict.py | 21 +++++++++++++++++++ 1 file changed, 21 insertions(+) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/predict.py b/recognition/StyleGAN_s4653241/StyleGAN/predict.py index 7d1837d07..8316b4f9d 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/predict.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/predict.py @@ -5,7 +5,13 @@ # Importing the required libraries import matplotlib.pyplot as plt +import torch +import os +from torchvision.utils import save_image +from modules import * +from config import * +from utils import * def plot_loss(G_loss,D_loss): @@ -24,3 +30,18 @@ def plot_loss(G_loss,D_loss): plt.ylabel("Loss") plt.legend() plt.savefig('disc_loss.png') + +def generate_examples(gen, epoch, n=100): + + gen.eval() + alpha = 1.0 + for i in range(n): + with torch.no_grad(): + w = get_w(1, gen.mapping_net) + noise = get_noise(1) + img = gen(w, noise) + if not os.path.exists(f'saved_examples/epoch{epoch}'): + os.makedirs(f'saved_examples/epoch{epoch}') + save_image(img*0.5+0.5, f"saved_examples/epoch{epoch}/img_{i}.png") + + gen.train() From 033b52db6460ab291350f1c09389e2ecba5d0a9d Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Mon, 28 Oct 2024 23:01:38 +1000 Subject: [PATCH 41/93] Fixes some error and comments --- .../StyleGAN_s4653241/StyleGAN/modules.py | 29 ++++++++++++------- 1 file changed, 19 insertions(+), 10 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py index cae2e9b05..3c14ce730 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -8,7 +8,7 @@ import torch.nn.functional as F import numpy as np from math import sqrt - +from config import * class MappingNetwork(nn.Module): def __init__(self,z_dim,w_dim,activation = nn.ReLU()): @@ -71,6 +71,7 @@ def __init__(self,shape): self.weight = nn.Parameter(torch.randn(shape)) def forward(self): + print(self.weight.shape) return self.weight * self.constanted # -----------------Synthesis Network-----------------# @@ -144,6 +145,10 @@ def forward(self, x, s): # return x in shape of [batch_size, out_features, height, width] return x.reshape(-1, self.out_chanel, h, w) +''' +Generators RGB images from the feature maps +CHANNELS: Number of channels in the RGB image +''' class ToRGB(nn.Module): @@ -151,8 +156,8 @@ def __init__(self, W_DIM, features): super().__init__() self.to_style = EqualizerStraights(W_DIM, features, bias=1.0) - self.conv = Weight_Demod(features, 3, kernel_size=1, demodulate=False) - self.bias = nn.Parameter(torch.zeros(3)) + self.conv = Weight_Demod(features, CHANNELS, kernel_size=1, demodulate=False) + self.bias = nn.Parameter(torch.zeros(CHANNELS)) self.activation = nn.LeakyReLU(0.2, True) def forward(self, x, w): @@ -278,7 +283,7 @@ def __init__(self, log_reso, n_features = 64, max_features = 256,): # log resolu # nn.LeakyReLU(0.2, True) # ) self.from_rgb = nn.Sequential( - Dis_Conv2d(3, n_features, 1), + Dis_Conv2d(3, n_features, 1), # Change here nn.LeakyReLU(0.2, True) ) @@ -302,14 +307,17 @@ def minibatch_std(self, x): def forward(self, x): + print("forward") x = self.from_rgb(x) + print("rgb") x = self.blocks(x) - + print("blocks") x = self.minibatch_std(x) + print("minibatch") x = self.conv(x) - + print("conv") x = x.reshape(x.shape[0], -1) - + print("reshape") return self.final(x) @@ -328,7 +336,7 @@ def __init__(self,in_chanel,out_chanel,activation = nn.LeakyReLU(0.2,True)): self.block = nn.Sequential( Dis_Conv2d(in_chanel, in_chanel, kernel_size=3, padding = 1), activation, - Dis_Conv2d(out_chanel, out_chanel, kernel_size=3, padding = 1), + Dis_Conv2d(in_chanel, out_chanel, kernel_size=3, padding = 1), activation ) @@ -338,8 +346,9 @@ def __init__(self,in_chanel,out_chanel,activation = nn.LeakyReLU(0.2,True)): def forward(self, x): residual = self.residual(x) - + print("residual") x = self.block(x) + print("block") x = self.downsample(x) return (x + residual) * self.scale @@ -365,7 +374,7 @@ def forward(self, x: torch.Tensor): # else: # weight = self.weight() # padding = self.padding - + print("conv2d") return F.conv2d(x, self.weight(), bias=self.bias, padding=self.padding) #---------------------------# From e656ce6b0cfc9f96da1ab80c41507c94eb8da8b3 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Mon, 28 Oct 2024 23:04:06 +1000 Subject: [PATCH 42/93] Deleted print statments --- .../StyleGAN_s4653241/StyleGAN/modules.py | 22 +------------------ 1 file changed, 1 insertion(+), 21 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py index 3c14ce730..d903f4a78 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -71,7 +71,6 @@ def __init__(self,shape): self.weight = nn.Parameter(torch.randn(shape)) def forward(self): - print(self.weight.shape) return self.weight * self.constanted # -----------------Synthesis Network-----------------# @@ -283,7 +282,7 @@ def __init__(self, log_reso, n_features = 64, max_features = 256,): # log resolu # nn.LeakyReLU(0.2, True) # ) self.from_rgb = nn.Sequential( - Dis_Conv2d(3, n_features, 1), # Change here + Dis_Conv2d(CHANNELS, n_features, 1), # Change here nn.LeakyReLU(0.2, True) ) @@ -307,17 +306,11 @@ def minibatch_std(self, x): def forward(self, x): - print("forward") x = self.from_rgb(x) - print("rgb") x = self.blocks(x) - print("blocks") x = self.minibatch_std(x) - print("minibatch") x = self.conv(x) - print("conv") x = x.reshape(x.shape[0], -1) - print("reshape") return self.final(x) @@ -346,9 +339,7 @@ def __init__(self,in_chanel,out_chanel,activation = nn.LeakyReLU(0.2,True)): def forward(self, x): residual = self.residual(x) - print("residual") x = self.block(x) - print("block") x = self.downsample(x) return (x + residual) * self.scale @@ -364,17 +355,6 @@ def __init__(self,in_chanel,out_chanel,kernel_size,padding=0): def forward(self, x: torch.Tensor): - # weight = self.weight().to(x.device) - - # # Use 1x1 kernel if input dimensions are too small - # if x.size(-1) < self.kernel_size or x.size(-2) < self.kernel_size: - # kernel_size = 1 # Switch to 1x1 kernel - # weight = weight[:, :, :kernel_size, :kernel_size] - # padding = 0 - # else: - # weight = self.weight() - # padding = self.padding - print("conv2d") return F.conv2d(x, self.weight(), bias=self.bias, padding=self.padding) #---------------------------# From aa4cd02ac89cc34f3863d6e9fd516357e77d189a Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 00:31:49 +1000 Subject: [PATCH 43/93] Added Functions --- .../StyleGAN_s4653241/StyleGAN/utils.py | 66 +++++++++++++++++-- 1 file changed, 60 insertions(+), 6 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/utils.py b/recognition/StyleGAN_s4653241/StyleGAN/utils.py index b85b9d914..8a8aaf5a8 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/utils.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/utils.py @@ -2,10 +2,13 @@ '''Utils for the project''' import torch +import warnings import config -from config import log_resolution +from config import * -def save_model(epoch,G,D,optimizer_G,optimizer_D, gen_loss, disc_loss,path = config.path + 'checkpoint.pth'): + + +def save_model(epoch,G,D,optimizer_G,optimizer_D, gen_loss, disc_loss): checkpoint = { 'epoch': epoch, 'G_state_dict': G.state_dict(), @@ -18,6 +21,7 @@ def save_model(epoch,G,D,optimizer_G,optimizer_D, gen_loss, disc_loss,path = con 'disc_loss': disc_loss, } + path = config.save_path + 'checkpoint.pth' torch.save(checkpoint, path) print(f"Checkpoint saved at epoch {epoch}.", flush =True) @@ -44,12 +48,62 @@ def devicer(): else: device = torch.device("cpu") - print(f'Using device: {device}', flush=True) + # print(f'Using device: {device}', flush=True) return device -def get_w(batch_size, mapping_network, device): +def get_w(batch_size, mapping_network,device=devicer()): - z = torch.randn(batch_size, config.w_dim).to(device) + z = torch.randn(batch_size, W_DIM).to(device) w = mapping_network(z) # Expand w from the generator blocks - return w[None,:,:].expand(log_resolution, -1, -1) + return w[None,:,:].expand(config.log_resolution, -1, -1) + +def get_noise(batch_size,device=devicer()): + + noise = [] + #noise res starts from 4x4 + resolution = 4 + + # For each gen block + for i in range(config.log_resolution): + # First block uses 3x3 conv + if i == 0: + n1 = None + # For rest of conv layer + else: + n1 = torch.randn(batch_size, 1, resolution, resolution, device= device) + n2 = torch.randn(batch_size, 1, resolution, resolution,device= device) + + # add the noise tensors to the lsit + noise.append((n1, n2)) + # subsequent block has 2x2 res + resolution *= 2 + + return noise + +def gradient_penalty(critic, real, fake,device=devicer()): + BATCH_SIZE, C, H, W = real.shape + beta = torch.rand((BATCH_SIZE, 1, 1, 1)).repeat(1, C, H, W).to(device) + interpolated_images = real * beta + fake.detach() * (1 - beta) + interpolated_images.requires_grad_(True) + + # Calculate critic scores + mixed_scores = critic(interpolated_images) + + # Calculates the gradient of scores with respect to the images + # and we need to create and retain graph since we have to compute gradients + # with respect to weight on this loss. + gradient = torch.autograd.grad( + inputs=interpolated_images, + outputs=mixed_scores, + grad_outputs=torch.ones_like(mixed_scores), + create_graph=True, + retain_graph=True, + )[0] + # Reshape gradients to calculate the norm + gradient = gradient.view(gradient.shape[0], -1) + # Calculate the norm and then the loss + gradient_norm = gradient.norm(2, dim=1) + gradient_penalty = torch.mean((gradient_norm - 1) ** 2) + + return gradient_penalty From e9d3642809e9e7e23268687fc6feafb680544bd0 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 00:32:25 +1000 Subject: [PATCH 44/93] Fixed image size, model is working now --- .../StyleGAN_s4653241/StyleGAN/dataset.py | 27 ++++++++++--------- 1 file changed, 15 insertions(+), 12 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py index 988834b58..07c58bf40 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py @@ -9,14 +9,15 @@ import matplotlib.pyplot as plt import torch -def combine_datasets(BRAIN): - if BRAIN == 'AC': - train = ImageDataset(AC_train) - test = ImageDataset(AC_test) +def combine_datasets(transform): + + if BRAIN == 'AD': + train = ImageDataset(AD_train, transform) + test = ImageDataset(AD_test, transform) return ConcatDataset([train, test]) else: - train = ImageDataset(NC_train) - test = ImageDataset(NC_test) + train = ImageDataset(NC_train, transform) + test = ImageDataset(NC_test,transform) return ConcatDataset([train, test]) # Dataset class @@ -72,22 +73,24 @@ def compare(self, index): return img, trans_img, -def get_transform(image_size=(256, 240)): +def get_transform(image_size=(256, 256)): transform = transforms.Compose([ - transforms.Resize(image_size), - transforms.CenterCrop(image_size), + transforms.Resize((image_height, image_width), interpolation=transforms.InterpolationMode.BICUBIC), + # transforms.CenterCrop(image_size), + transforms.Grayscale(), transforms.ToTensor(), transforms.Normalize([0.5], [0.5]) #Singel channel image ]) return transform # Function to get the dataloader -def get_dataloader(root, image_size, batch_size, shuffle = False): # Size of image (256,240) +def get_dataloader(image_size=IMAGE_SIZE, batch_size=BATCH_SIZE, shuffle = False): # Size of image (256,240) transform = get_transform(image_size) - dataset = ImageDataset(root, transform) - return DataLoader(dataset, batch_size=batch_size, shuffle=shuffle) + dataset = combine_datasets(transform) + + return DataLoader(dataset, batch_size, shuffle=shuffle) # Function to get the image with transform class ImageVisualize: From 41361e703c2c1370cd3ea7167fe5645fcd1bb485 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 03:05:51 +1000 Subject: [PATCH 45/93] Added config --- .../StyleGAN_s4653241/StyleGAN/config.py | 46 ++++++++++++++++++- 1 file changed, 45 insertions(+), 1 deletion(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/config.py b/recognition/StyleGAN_s4653241/StyleGAN/config.py index 8daabe0b0..b7bacc1d0 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/config.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/config.py @@ -1,3 +1,47 @@ ''' Wil be used to store all the configuration variables for the project ''' -path = 'recognition/checkpoints/' + + + + + +# Data path +# AD_train = "/home/groups/comp3710/ADNI/AD_NC/train/AD" +# AD_test = "/home/groups/comp3710/ADNI/AD_NC/test/AD" +# NC_train = "/home/groups/comp3710/ADNI/AD_NC/train/NC" +# NC_test = "/home/groups/comp3710/ADNI/AD_NC/test/NC" + +AD_train = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/train/AD" +AD_test = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/test/AD" +NC_train = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/train/NC" +NC_test = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/test/NC" + +BRAIN = 'NC' + +# ----Image Parameters---- +# +log_resolution = 7 # 256x256 image size as such 2^8 = 256 # use 2^7 for single gpu (faster) +IMAGE_SIZE = (256, 240) # this resizes the image +image_height = 2**log_resolution # The height of the generated image +image_width = 2**log_resolution # The width of the generated image +#------------------------ +BATCH_SIZE = 64 +LEARNING_RATE = 0.0002 +CHANNELS = 1 # Single channel image !!!! +interpolation = 'bilinear' +channels = 1 + +N_FEATURES = 256 +MAX_FEATURES = 512 +EPOCHS = 10 + +#------ New code ------ +lambda_gp = 10 +W_DIM = 256 +Z_DIM = 256 # Should I change this to 256? +w_dim = 256 + +# ---------------------- + +save_path = 'recognition/checkpoints/' +load_path = '' From 71ff9fc14bbd2fcba1345a9a53fc42bd92344d16 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 03:07:06 +1000 Subject: [PATCH 46/93] Fix utils --- recognition/StyleGAN_s4653241/StyleGAN/utils.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/utils.py b/recognition/StyleGAN_s4653241/StyleGAN/utils.py index 8a8aaf5a8..a08115c03 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/utils.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/utils.py @@ -39,6 +39,8 @@ def load_checkpoint(path, G, D, optimizer_G, optimizer_D): return epoch, gen_loss, disc_loss +# def load_generator(path,G): + def devicer(): # Prioritize CUDA, then MPS, and finally CPU if torch.cuda.is_available(): From 43efdfc0c4b738ff5bd216abf4cb372639270159 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 03:07:43 +1000 Subject: [PATCH 47/93] fix generate_example --- recognition/StyleGAN_s4653241/StyleGAN/predict.py | 9 ++------- 1 file changed, 2 insertions(+), 7 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/predict.py b/recognition/StyleGAN_s4653241/StyleGAN/predict.py index 8316b4f9d..0d718fbe2 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/predict.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/predict.py @@ -1,8 +1,3 @@ -""" -Shows example usage of your trained model. Print out any results and / or provide visu- -alisations where applicable -""" - # Importing the required libraries import matplotlib.pyplot as plt import torch @@ -31,13 +26,13 @@ def plot_loss(G_loss,D_loss): plt.legend() plt.savefig('disc_loss.png') -def generate_examples(gen, epoch, n=100): +def generate_examples(gen, mapping_net,epoch, n=5): gen.eval() alpha = 1.0 for i in range(n): with torch.no_grad(): - w = get_w(1, gen.mapping_net) + w = get_w(1, mapping_net) noise = get_noise(1) img = gen(w, noise) if not os.path.exists(f'saved_examples/epoch{epoch}'): From 4b0436f0f3fd388c9bc9f4de368bc502162bbd9f Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 03:08:04 +1000 Subject: [PATCH 48/93] Implemented Train.py --- .../StyleGAN_s4653241/StyleGAN/train.py | 110 +++++++++++++++++- 1 file changed, 109 insertions(+), 1 deletion(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/train.py b/recognition/StyleGAN_s4653241/StyleGAN/train.py index 5c2aad8a1..1633db3e6 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/train.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/train.py @@ -2,4 +2,112 @@ Containing the source code for training, validating, testing and saving your model. The model should be imported from “modules.py” and the data loader should be imported from “dataset.py”. Make sure to plot the losses and metrics during training -""" \ No newline at end of file +""" + +# Importing the required libraries +import torch +from torch import optim +from tqdm import tqdm + +# Local libraries +from dataset import * +from modules import * +import predict +from config import * +from utils import * + +def train( + generator, + discriminator, + journey_penalty, + optimizer_G, + optimizer_D, + dataloader , + mapping_net, + optim_mapping, + visualize=False): + + # Initialize tqdm progress bar + # progress_bar = tqdm(dataloader, total=len(dataloader), desc=f"Epoch {epoch+1}/{epochs}", leave=True, dynamic_ncols=True) + progress_bar = tqdm(dataloader,leave=True,dynamic_ncols=True) + + device = devicer() + current_G_loss = [] + current_D_loss = [] + + for batch_idx, real in enumerate(progress_bar): # Chanes here rea,_ in enumerate(progress_bar) + real = real.to(device) + current_batch_size = real.shape[0] + w = get_w(current_batch_size, mapping_net) + noise = get_noise(current_batch_size) + fake = generator(w, noise) + critic_fake = discriminator(fake.detach()) + critic_real = discriminator(real) + gp = gradient_penalty(discriminator, real, fake, device=device) + loss_critic = ( + -(torch.mean(critic_real) - torch.mean(critic_fake)) + + lambda_gp * gp + + (0.001 * torch.mean(critic_real ** 2)) + ) + + + current_D_loss.append(loss_critic.item()) + # Normal backward pass + optimizer_D.zero_grad() + loss_critic.backward() + optimizer_D.step() + gen_fake = discriminator(fake) + loss_gen = -torch.mean(gen_fake) + # Apply path length penalty on every 16 Batches + if batch_idx % 16 == 0: + plp = journey_penalty(w, fake) + if not torch.isnan(plp): + loss_gen = loss_gen + plp + + # Append the observed Generator loss to the list + current_G_loss.append(loss_gen.item()) + + mapping_net.zero_grad() + generator.zero_grad() + loss_gen.backward() + optimizer_G.step() + optim_mapping.step() + + progress_bar.set_postfix( + gp=gp.item(), + loss_critic=loss_critic.item(), + ) + + return (current_D_loss, current_G_loss) + + +if __name__ == '__main__': + + device=devicer() + dataloader = get_dataloader() + generator = Generator(log_resolution,W_DIM).to(device) + discriminator = Discriminator(log_resolution).to(device) + mapping_net = MappingNetwork(Z_DIM, W_DIM).to(device) + journey_penalty = PathLengthPenalty(0.99).to(device) + + + optimizer_G = optim.Adam(generator.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) + optimizer_D = optim.Adam(discriminator.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) + optim_mapping = optim.Adam(mapping_net.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) + + G_losses = [] + D_losses = [] + + generator.train() + discriminator.train() + mapping_net.train() + + for epoch in range(EPOCHS): + G_loss, D_loss = train(generator, discriminator, journey_penalty, optimizer_G, optimizer_D, dataloader, mapping_net, optim_mapping) + + G_losses.append(G_loss) + D_losses.append(D_loss) + + if epoch % 10 == 0: + predict.plot_loss(G_losses, D_losses) + predict.plot_loss(G_losses, D_losses) From ca4a8ab774c58ec9c080dd12766a333d37f61132 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 03:10:54 +1000 Subject: [PATCH 49/93] gitignore --- .gitignore | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index c17fd4c7b..1484b81dc 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,8 @@ Data/ -recognition/StyleGAN_s4653241/StyleGAN/test.ipynb +recognition/StyleGAN_s4653241/StyleGAN/StyleSlurm.sh +recognition/StyleGAN_s4653241/StyleGAN/saved_examples pyproject.toml .zed +recognition/StyleGAN_s4653241/StyleGAN/__pycache__ +recognition/StyleGAN_s4653241/StyleGAN/modules2.py +checkpoints From d26ca85728637475eb43b5616008018b911a8fae Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 03:11:39 +1000 Subject: [PATCH 50/93] Changes to README.MD --- recognition/StyleGAN_s4653241/README.md | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/recognition/StyleGAN_s4653241/README.md b/recognition/StyleGAN_s4653241/README.md index 718dbcd34..cf6af5a01 100644 --- a/recognition/StyleGAN_s4653241/README.md +++ b/recognition/StyleGAN_s4653241/README.md @@ -29,8 +29,8 @@ This StyleGAN2's application is to generate realistic like brain scans using the |seaborn | 0.13.2 | |scikit-learn | 1.5.1 | |scipy | 1.13.1 | -|pillow | 10.3.0 | -|os | | +|pillow | 10.4.0 | + ## Dataset @@ -43,5 +43,9 @@ This StyleGAN2's application is to generate realistic like brain scans using the ## References +NVIDIA Corporation. (2020). StyleGAN2-ADA-PyTorch [Computer software]. GitHub. https://github.com/NVlabs/stylegan2-ada-pytorch + + + Task 8: ```Create a generative model of one of the ADNI brain data set (see Appendix for links) using either a variant of StyleGAN [10]/StyleGAN2 [11] or Stable Diffusion [12] that has a “reasonably clear image”. You should also include a TSNE or UMAP embeddings plot with ground truth in colors and provide a brief interpretation/discussion. See recent UQ work for hints of how to incorporate labels in style [13]. [Hard Difficulty]``` From fac0faffe327815eeec6920f3108fd76de403447 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 03:21:06 +1000 Subject: [PATCH 51/93] Clean up repo and add .DS_Store to .gitignore --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index 1484b81dc..ef479e9c8 100644 --- a/.gitignore +++ b/.gitignore @@ -6,3 +6,4 @@ pyproject.toml recognition/StyleGAN_s4653241/StyleGAN/__pycache__ recognition/StyleGAN_s4653241/StyleGAN/modules2.py checkpoints +.DS_Store From 0b9d185e90e8a01a6889967f1c52b7ed3395000a Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 03:21:52 +1000 Subject: [PATCH 52/93] Cleaned up --- .DS_Store | Bin 6148 -> 0 bytes recognition/.DS_Store | Bin 6148 -> 0 bytes .../__pycache__/dataset.cpython-312.pyc | Bin 7961 -> 8642 bytes .../StyleGAN_s4653241/StyleGAN/modules2.py | 382 ++++++++++++++++++ 4 files changed, 382 insertions(+) delete mode 100644 .DS_Store delete mode 100644 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a/recognition/StyleGAN_s4653241/StyleGAN/modules2.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules2.py @@ -0,0 +1,382 @@ +''' +Source code of the StyleGAN components +Implements the Mapping Network, Generator, Discriminator and Path Length Penalty. +Underlying components such as convolution layer, styleblocks and such are grouped under their respective class. +''' + +import torch +from torch import nn +import torch.nn.functional as F +from math import sqrt #math sqrt is about 7 times faster than numpy sqrt +import numpy as np + +from config import channels, interpolation + +''' +MLP with 8 Equalised Linear layers +The mapping network maps the latent vector z to an intermediate latent space w. +w space will be disentangled from the image space where the factors of variation become more linear. +z_dim and w_dim can be found in config file. +''' +class MappingNetwork(nn.Module): + def __init__(self, z_dim, w_dim): + super().__init__() + + # Create a Sequential container with 8 Equalized Linear layer using ReLU activ fn + self.mapping = nn.Sequential( + EqualizedLinear(z_dim, w_dim), + nn.ReLU(), + EqualizedLinear(z_dim, w_dim), + nn.ReLU(), + EqualizedLinear(z_dim, w_dim), + nn.ReLU(), + EqualizedLinear(z_dim, w_dim), + nn.ReLU(), + EqualizedLinear(z_dim, w_dim), + nn.ReLU(), + EqualizedLinear(z_dim, w_dim), + nn.ReLU(), + EqualizedLinear(z_dim, w_dim), + nn.ReLU(), + EqualizedLinear(z_dim, w_dim) + ) + + def forward(self, x): + # Normalize z + x = x / torch.sqrt(torch.mean(x ** 2, dim=1, keepdim=True) + 1e-8) # for PixelNorm + # Maps z to w + return self.mapping(x) + +''' +Define a linear layer with learning rate equalised weight and bias +Returns the linear transfromation of the tensor with addition of bias +''' + +class EqualizedLinear(nn.Module): + def __init__(self, in_features, out_features, bias=0): + super().__init__() + self.weight = EqualizedWeight([out_features, in_features]) + self.bias = nn.Parameter(torch.ones(out_features) * bias) + + def forward(self, x: torch.Tensor): + # Linear transformation + return F.linear(x, self.weight(), bias=self.bias) + +# Weight equalization layer +''' +keeps the weights in the network at a similar scale during training. +Scale the weights at each layer with a constant such that, + the updated weight w' is scaled to be w' = w /c, where c is a constant at each layer +''' +class EqualizedWeight(nn.Module): + def __init__(self, shape): + super().__init__() + self.c = 1 / sqrt(np.prod(shape[1:])) + self.weight = nn.Parameter(torch.randn(shape)) + + def forward(self): + return self.weight * self.c + +''' +The generator starts with a learned constant. +Then it has a series of blocks (5 in this case). The feature map resolution may be doubled at each block (in this instance it has repeated features) +Uses a broadcast and scaling operation (noise is a single channel for the first layer). +Each block outputs an RGB image and they are scaled up and summed to get the final RGB image. +The image is scaled using interpolation from the config file +''' +class Generator(nn.Module): + + def __init__(self, log_resolution, W_DIM, n_features = 32, max_features = 256): + super().__init__() + + # Define a series of progressively increasing features from n_features to max_features for each block. + # [32, 64, 128, 256, 256] + features = [min(max_features, n_features * (2 ** i)) for i in range(log_resolution - 2, -1, -1)] + self.n_blocks = len(features) + + # Initialize the trainable 4x4 constant tensor + self.initial_constant = nn.Parameter(torch.randn((1, features[0], 4, 4))) + + # First style block and it's rgb output. Initialises the generator. + self.style_block = StyleBlock(W_DIM, features[0], features[0]) + self.to_rgb = ToRGB(W_DIM, features[0]) + + # Creates a series of Generator Blocks based on features length. 5 in this case. + blocks = [GeneratorBlock(W_DIM, features[i - 1], features[i]) for i in range(1, self.n_blocks)] + self.blocks = nn.ModuleList(blocks) + + def forward(self, w, input_noise): + batch_size = w.shape[1] + + # Expand the learnt constant to match the batch size + x = self.initial_constant.expand(batch_size, -1, -1, -1) + + # Get the first style block and the rgb img + x = self.style_block(x, w[0], input_noise[0][1]) + rgb = self.to_rgb(x, w[0]) + + # Rest of the blocks upsample the img using interpolation set in the config file and add to the rgb from the block + for i in range(1, self.n_blocks): + x = F.interpolate(x, scale_factor=2, mode=interpolation) + x, rgb_new = self.blocks[i - 1](x, w[i], input_noise[i]) + rgb = F.interpolate(rgb, scale_factor=2, mode=interpolation) + rgb_new + + # tanh is used to output rgb pixel values form -1 to 1 + return torch.tanh(rgb) + +''' +The generator block consists of two style blocks and a 3x3 convolutions with style modulation +Returns the feature map and an RGB img. +''' +class GeneratorBlock(nn.Module): + + def __init__(self, W_DIM, in_features, out_features): + super().__init__() + + # First block changes the feature map size to the 'out features' + self.style_block1 = StyleBlock(W_DIM, in_features, out_features) + self.style_block2 = StyleBlock(W_DIM, out_features, out_features) + + self.to_rgb = ToRGB(W_DIM, out_features) + + def forward(self, x, w, noise): + + # Style blocks with Noise tensor + x = self.style_block1(x, w, noise[0]) + x = self.style_block2(x, w, noise[1]) + + # get RGB img + rgb = self.to_rgb(x, w) + + return x, rgb + +# Style block has a weight modulation convolution layer. +class StyleBlock(nn.Module): + + def __init__(self, W_DIM, in_features, out_features): + super().__init__() + + # Get style vector from equalized linear layer + self.to_style = EqualizedLinear(W_DIM, in_features, bias=1.0) + # Weight Modulated conv layer + self.conv = Conv2dWeightModulate(in_features, out_features, kernel_size=3) + # Noise and bias + self.scale_noise = nn.Parameter(torch.zeros(1)) + self.bias = nn.Parameter(torch.zeros(out_features)) + + self.activation = nn.LeakyReLU(0.2, True) + + def forward(self, x, w, noise): + s = self.to_style(w) + x = self.conv(x, s) + if noise is not None: + x = x + self.scale_noise[None, :, None, None] * noise + return self.activation(x + self.bias[None, :, None, None]) + +''' +Generates an RGB image from a feature map using 1x1 convolution. +Uses the style vector from the mapping network through the Equalized Linear layer +''' +class ToRGB(nn.Module): + + def __init__(self, W_DIM, features): + + super().__init__() + self.to_style = EqualizedLinear(W_DIM, features, bias=1.0) + # Weight modulated conv layer without demodulation + self.conv = Conv2dWeightModulate(features, channels, kernel_size=1, demodulate=False) + self.bias = nn.Parameter(torch.zeros(channels)) + self.activation = nn.LeakyReLU(0.2, True) + + def forward(self, x, w): + + style = self.to_style(w) + x = self.conv(x, style) + return self.activation(x + self.bias[None, :, None, None]) + +''' +This layer scales the convolution weights by the style vector and demodulates by normalizing it. +''' +class Conv2dWeightModulate(nn.Module): + + def __init__(self, in_features, out_features, kernel_size, + demodulate = True, eps = 1e-8): + + super().__init__() + self.out_features = out_features + self.demodulate = demodulate + self.padding = (kernel_size - 1) // 2 + + # Weights with Equalized learning rate + self.weight = EqualizedWeight([out_features, in_features, kernel_size, kernel_size]) + self.eps = eps #epsilon + + def forward(self, x, s): + + # Get batch size, height and width + b, _, h, w = x.shape + + # Reshape the scales + s = s[:, None, :, None, None] + weights = self.weight()[None, :, :, :, :] + # The result has shape [batch_size, out_features, in_features, kernel_size, kernel_size]` + weights = weights * s + + # Weight Demodulation + if self.demodulate: + sigma_inv = torch.rsqrt((weights ** 2).sum(dim=(2, 3, 4), keepdim=True) + self.eps) + weights = weights * sigma_inv + + # Reshape x and weights + x = x.reshape(1, -1, h, w) + _, _, *ws = weights.shape + weights = weights.reshape(b * self.out_features, *ws) + + # Group b is used to define a different kernel (weights) for each sample in the batch + x = F.conv2d(x, weights, padding=self.padding, groups=b) + + # return x in shape of [batch_size, out_features, height, width] + return x.reshape(-1, self.out_features, h, w) + +''' +Discriminator first transforms the image to a feature map of the same resolution and then +runs it through a series of blocks with residual connections. +The resolution is down-sampled by 2x at each block while doubling the number of features. +''' +class Discriminator(nn.Module): + + def __init__(self, log_resolution, n_features = 64, max_features = 256): + super().__init__() + + # Calculate the number of features for each block. + features = [min(max_features, n_features * (2 ** i)) for i in range(log_resolution - 1)] + + # Layer to convert RGB image to a feature map with `n_features`. + self.from_rgb = nn.Sequential( + EqualizedConv2d(channels, n_features, 1), + nn.LeakyReLU(0.2, True), + ) + n_blocks = len(features) - 1 + + # A sequential container for Discriminator blocks + blocks = [DiscriminatorBlock(features[i], features[i + 1]) for i in range(n_blocks)] + self.blocks = nn.Sequential(*blocks) + + final_features = features[-1] + 1 + # Final conv layer with 3x3 kernel + self.conv = EqualizedConv2d(final_features, final_features, 3) + # Final Equalized linear layer for classification + self.final = EqualizedLinear(2 * 2 * final_features, 1) + + ''' + Mini-batch standard deviation calculates the standard deviation + across a mini-batch (or a subgroups within the mini-batch) + for each feature in the feature map. Then it takes the mean of all + the standard deviations and appends it to the feature map as one extra feature. + ''' + def minibatch_std(self, x): + batch_statistics = ( + torch.std(x, dim=0).mean().repeat(x.shape[0], 1, x.shape[2], x.shape[3]) + ) + return torch.cat([x, batch_statistics], dim=1) + + def forward(self, x): + + x = self.from_rgb(x) + x = self.blocks(x) + + x = self.minibatch_std(x) + x = self.conv(x) + x = x.reshape(x.shape[0], -1) + return self.final(x) + +# Discriminator block consists of two $3 \times 3$ convolutions with a residual connection. +class DiscriminatorBlock(nn.Module): + + def __init__(self, in_features, out_features): + super().__init__() + + # Down-sampling with AvgPool with 2x2 kernel and 1x1 convolution layer for the residual connection + self.residual = nn.Sequential(nn.AvgPool2d(kernel_size=2, stride=2), # down sampling using avg pool + EqualizedConv2d(in_features, out_features, kernel_size=1)) + + # 2 conv layer with 3x3 kernel + self.block = nn.Sequential( + EqualizedConv2d(in_features, in_features, kernel_size=3, padding=1), + nn.LeakyReLU(0.2, True), + EqualizedConv2d(in_features, out_features, kernel_size=3, padding=1), + nn.LeakyReLU(0.2, True), + ) + + # down sampling using avg pool + self.down_sample = nn.AvgPool2d( kernel_size=2, stride=2) + + # Scaling factor after adding the residual + self.scale = 1 / sqrt(2) + + def forward(self, x): + residual = self.residual(x) + + x = self.block(x) + x = self.down_sample(x) + + return (x + residual) * self.scale + +# Learning-rate Equalized 2D Convolution Layer +class EqualizedConv2d(nn.Module): + + def __init__(self, in_features, out_features, kernel_size, padding = 0): + super().__init__() + self.padding = padding + self.weight = EqualizedWeight([out_features, in_features, kernel_size, kernel_size]) + self.bias = nn.Parameter(torch.ones(out_features)) + + def forward(self, x: torch.Tensor): + return F.conv2d(x, self.weight(), bias=self.bias, padding=self.padding) + +''' +This regularization encourages a fixed-size step in $w$ to result in a fixed-magnitude change in the image. +''' +class PathLengthPenalty(nn.Module): + + def __init__(self, beta): + super().__init__() + + self.beta = beta + self.steps = nn.Parameter(torch.tensor(0.), requires_grad=False) + + self.exp_sum_a = nn.Parameter(torch.tensor(0.), requires_grad=False) + + def forward(self, w, x): + + device = x.device + image_size = x.shape[2] * x.shape[3] + y = torch.randn(x.shape, device=device) + + # Scaling + output = (x * y).sum() / sqrt(image_size) + sqrt(image_size) + + # Computes gradient + gradients, *_ = torch.autograd.grad(outputs=output, + inputs=w, + grad_outputs=torch.ones(output.shape, device=device), + create_graph=True) + + # Calculated L2-norm + norm = (gradients ** 2).sum(dim=2).mean(dim=1).sqrt() + + # Regulatrise after first step + if self.steps > 0: + a = self.exp_sum_a / (1 - self.beta ** self.steps) + loss = torch.mean((norm - a) ** 2) + else: + # Return a dummpy loss tensor if computation fails + loss = norm.new_tensor(0) + + mean = norm.mean().detach() + self.exp_sum_a.mul_(self.beta).add_(mean, alpha=1 - self.beta) + self.steps.add_(1.) + + # return the penalty + return loss From 07df630fefecccf4e13ea3c2d7441a64157382e6 Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Tue, 29 Oct 2024 12:02:05 +1000 Subject: [PATCH 53/93] Added plot loss for epoch --- recognition/StyleGAN_s4653241/StyleGAN/predict.py | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/predict.py b/recognition/StyleGAN_s4653241/StyleGAN/predict.py index 0d718fbe2..3987c89e2 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/predict.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/predict.py @@ -25,6 +25,18 @@ def plot_loss(G_loss,D_loss): plt.ylabel("Loss") plt.legend() plt.savefig('disc_loss.png') + plt.close() + +def plot_loss_epoch(G_loss, D_loss, epoch): + plt.figure(figsize=(10, 5)) + plt.plot(G_loss, label="Generator Loss", color="blue") + plt.plot(D_loss, label="Discriminator Loss", color="red") + plt.title(f"Loss During Training (Epoch {epoch})") + plt.xlabel("Iterations") + plt.ylabel("Loss") + plt.legend() + plt.savefig(f'loss_epoch_{epoch}.png') + plt.close() def generate_examples(gen, mapping_net,epoch, n=5): From caf2e8a9c3e702b49f91a89f055fea06fae44edd Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 14:06:04 +1000 Subject: [PATCH 54/93] Added files for assets for markdown --- .../StyleGAN_s4653241/assets/Data_Samples.png | Bin 0 -> 182439 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 recognition/StyleGAN_s4653241/assets/Data_Samples.png diff --git a/recognition/StyleGAN_s4653241/assets/Data_Samples.png b/recognition/StyleGAN_s4653241/assets/Data_Samples.png new file mode 100644 index 0000000000000000000000000000000000000000..3609d9eb9092ca8280badea12be14c3eef22f5d9 GIT binary patch literal 182439 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insertions(+), 1 deletion(-) diff --git a/recognition/StyleGAN_s4653241/README.md b/recognition/StyleGAN_s4653241/README.md index cf6af5a01..bb2b3946b 100644 --- a/recognition/StyleGAN_s4653241/README.md +++ b/recognition/StyleGAN_s4653241/README.md @@ -9,7 +9,10 @@ This StyleGAN2's application is to generate realistic like brain scans using the [Requirements](#requirements) [Dataset](#dataset) [File Structure](#file-structure) - +[StyleGAN2](#stylegan2) +[Results](#results) +[Conclusion](#conclusion) +[References](#references) ## Installation 1. Download [ADNI dataset for Alzheimer’s disease](https://filesender.aarnet.edu.au/?s=download&token=a2baeb2d-4b19-45cc-b0fb-ab8df33a1a24). @@ -34,9 +37,29 @@ This StyleGAN2's application is to generate realistic like brain scans using the ## Dataset +The ADNI dataset for Alzheimer's disease is hosted on the [ADNI website](https://adni.loni.usc.edu/) for download. ADNI stands for Alzheimer's Disease Neuroimaging Initiative (ADNI) and is a longitudinal, multi-center, observational study. + +In this project I used the preprocessed dataset from this [website](https://filesender.aarnet.edu.au/?s=download&token=a2baeb2d-4b19-45cc-b0fb-ab8df33a1a24). The dataset is split into two classes: AD (Alzheimer's disease) and NC (normal control). Each class contains 15660 brain scans + +The dataset specification is as follows: + +| Attribute | Values | +| --- | --- | +| Class | AD, NC | +| Number of samples each | 15660 | +| train set each |11200 | +| test set each | 4460 | +| Image size | 256x240 | +| Image format | .jpg | +| Number of channels | 1 | + +Below is a sample of the dataset: +![AD_NC Dataset](assets/Data_Samples.png) ## File Structure +## StyleGAN2 + ## Results ## Conclusion From 01a8cd91e5cadde8fcaac3d04112fdef075ddcf5 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 14:26:01 +1000 Subject: [PATCH 56/93] Added File Sturcture --- recognition/StyleGAN_s4653241/README.md | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/recognition/StyleGAN_s4653241/README.md b/recognition/StyleGAN_s4653241/README.md index bb2b3946b..66c50d7c2 100644 --- a/recognition/StyleGAN_s4653241/README.md +++ b/recognition/StyleGAN_s4653241/README.md @@ -58,6 +58,17 @@ Below is a sample of the dataset: ## File Structure +Folder contains the following files: + +config.py: Contains the configuration settings for the project +dataset.py: Contains the data loader for the AD_NC dataset +modules.py: Contains the StyleGAN2 model +predict.py: Contains the prediction function for the StyleGAN2 model +utils.py: Contains utility functions for the project +train.py: Contains the training loop for the StyleGAN2 model + +## StyleGAN + ## StyleGAN2 ## Results From 048687f736648c56adc5fe96cd616442aba0abbd Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 15:53:04 +1000 Subject: [PATCH 57/93] Added styleGAN statement --- recognition/StyleGAN_s4653241/README.md | 13 ++++++++++++ .../StyleGAN_s4653241/StyleGAN/predict.py | 19 ++++++++++++++++++ .../assets/Compare_models.png | Bin 0 -> 83404 bytes 3 files changed, 32 insertions(+) create mode 100644 recognition/StyleGAN_s4653241/assets/Compare_models.png diff --git a/recognition/StyleGAN_s4653241/README.md b/recognition/StyleGAN_s4653241/README.md index 66c50d7c2..a261cff10 100644 --- a/recognition/StyleGAN_s4653241/README.md +++ b/recognition/StyleGAN_s4653241/README.md @@ -69,14 +69,27 @@ train.py: Contains the training loop for the StyleGAN2 model ## StyleGAN +Style Generative Adversarial Network or StyleGAN is the next generation of generative model for synthesizing high-resoultion images with striking realism. Developed by NVIDIA in 2018, StyleGAN advances the capabilities of generative adversarial networks (GANs) through its unique “style-based” architecture, which allows for detailed control over image attributes such as facial structure, textures, and backgrounds. This model achieves fine-grained manipulation by leveraging a multi-level latent space, where individual layers influence specific visual characteristics, enabling seamless transitions between styles. Using a progressive training technique, StyleGAN gradually refines image resolution, while noise inputs introduce authentic variability. A discriminator network further enhances image quality by guiding the model to improve authenticity at each step. + ## StyleGAN2 +Sovles the problem of "Blob" Artifacts + +## Model Architecture + +![Model Architecture](assets/Compare_models.png) + + +## Training Configuration + ## Results ## Conclusion ## References +NVIDIA. (2018). StyleGAN: Official TensorFlow implementation. GitHub repository. https://github.com/NVlabs/stylegan + NVIDIA Corporation. (2020). StyleGAN2-ADA-PyTorch [Computer software]. GitHub. https://github.com/NVlabs/stylegan2-ada-pytorch diff --git a/recognition/StyleGAN_s4653241/StyleGAN/predict.py b/recognition/StyleGAN_s4653241/StyleGAN/predict.py index 0d718fbe2..3a1fb0052 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/predict.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/predict.py @@ -3,6 +3,8 @@ import torch import os from torchvision.utils import save_image +from torch.utils.data import Dataset +import random from modules import * from config import * @@ -40,3 +42,20 @@ def generate_examples(gen, mapping_net,epoch, n=5): save_image(img*0.5+0.5, f"saved_examples/epoch{epoch}/img_{i}.png") gen.train() + +''' +Generate samples from the dataset +''' +def generate_samples(Dataset, n=5): + + indices = random.sample(range(len(Dataset)), n) + # Display the images + fig, axes = plt.subplots(1, n, figsize=(15, 3)) + for i, index in enumerate(indices): + raw_img = Dataset.get_raw_image(index) + axes[i].imshow(raw_img, cmap='gray') + axes[i].axis('off') + 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zRk{Y0=%jZpTQ@zjOySZCN#XKP$`bv0C?1}xtfD8xi-&YUK1x_3|8?T3;1sUREdf-8 z%D^Tuhz5(rYlQve=J{xfyN;>vsv$AAX!^9> z(ej3_uj(?k1eS1PlqD#~-R+38I|x+T&b(^siP^cid%=nWaBMzg!ts1!IN(Bvc4_J` zbjb5?w^SAvAtayk(Sw4b)BYnB#5P;lO6sy?84IAGl}1GrtM$*&sTTTcyQf#5pU9M>{QCJ1DSi313mY82E!F%` l^m`H$cqk1A;qTn|-`--$>3WXjca01{;OXk;vd$@?2>>B|7uNs) literal 0 HcmV?d00001 From 34da1f86ef4baf26f248bca05623581fa331d03f Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 16:00:47 +1000 Subject: [PATCH 58/93] Updated Table Contents --- recognition/StyleGAN_s4653241/README.md | 23 +++++++++++++++-------- 1 file changed, 15 insertions(+), 8 deletions(-) diff --git a/recognition/StyleGAN_s4653241/README.md b/recognition/StyleGAN_s4653241/README.md index a261cff10..39ccb9f03 100644 --- a/recognition/StyleGAN_s4653241/README.md +++ b/recognition/StyleGAN_s4653241/README.md @@ -5,14 +5,21 @@ This StyleGAN2's application is to generate realistic like brain scans using the ADNI dataset for Alzheimer's disease. The primary goal is to provide a model that is able to generate "reasobably clear images". Using StyleGAN2 ability to ## Table of Contents -[Installation](#installation) -[Requirements](#requirements) -[Dataset](#dataset) -[File Structure](#file-structure) -[StyleGAN2](#stylegan2) -[Results](#results) -[Conclusion](#conclusion) -[References](#references) + +- [StyleGAN2 on AD\_NC Brain Dataset](#stylegan2-on-ad_nc-brain-dataset) + - [Overview](#overview) + - [Table of Contents](#table-of-contents) + - [Installation](#installation) + - [Requirements](#requirements) + - [Dataset](#dataset) + - [File Structure](#file-structure) + - [StyleGAN](#stylegan) + - [StyleGAN2](#stylegan2) + - [Model Architecture](#model-architecture) + - [Training Configuration](#training-configuration) + - [Results](#results) + - [Conclusion](#conclusion) + - [References](#references) ## Installation 1. Download [ADNI dataset for Alzheimer’s disease](https://filesender.aarnet.edu.au/?s=download&token=a2baeb2d-4b19-45cc-b0fb-ab8df33a1a24). From b92a131b2312e3956b716ed9031f6346536af708 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 16:37:52 +1000 Subject: [PATCH 59/93] Added StyleGAN2 summary --- recognition/StyleGAN_s4653241/README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/recognition/StyleGAN_s4653241/README.md b/recognition/StyleGAN_s4653241/README.md index 39ccb9f03..091e27fff 100644 --- a/recognition/StyleGAN_s4653241/README.md +++ b/recognition/StyleGAN_s4653241/README.md @@ -80,7 +80,8 @@ Style Generative Adversarial Network or StyleGAN is the next generation of gener ## StyleGAN2 -Sovles the problem of "Blob" Artifacts +StyleGAM2 is an improvement over the original styleGAN model, introduced by NVIDIA in 2019. StyleGAN2 builds upon StyleGAN2 and introduces several key enhancements. The primary improvements inclues tackling "blob artifacts" +and enchances overall image quality. The model achieves this by introducing a new regularization techniques, such as weight demodulation to prevent visual artifacts. StyleGAN2 also introduces a new data augmentation technique called "adaptive discriminator augmentation" (ADA), which improves the model's generalization capabilities. The model also maintaince StyleGANs ability to control specific image feature and styles, enabling for fine-grained manipulation of generated images. With a higher resolution and improved image quality, StyleGAN2 is able to generate more realistic images with greater detail and fidelity thus setting a new benchmark for generative models. ## Model Architecture From a5be86090b74009c219b4257872aba4281fcc688 Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Tue, 29 Oct 2024 18:08:13 +1000 Subject: [PATCH 60/93] fix bugs --- recognition/StyleGAN_s4653241/StyleGAN/predict.py | 7 ++----- 1 file changed, 2 insertions(+), 5 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/predict.py b/recognition/StyleGAN_s4653241/StyleGAN/predict.py index 3987c89e2..c54dd794a 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/predict.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/predict.py @@ -31,8 +31,8 @@ def plot_loss_epoch(G_loss, D_loss, epoch): plt.figure(figsize=(10, 5)) plt.plot(G_loss, label="Generator Loss", color="blue") plt.plot(D_loss, label="Discriminator Loss", color="red") - plt.title(f"Loss During Training (Epoch {epoch})") - plt.xlabel("Iterations") + plt.title(f"Loss During Training") + plt.xlabel("Epoch") plt.ylabel("Loss") plt.legend() plt.savefig(f'loss_epoch_{epoch}.png') @@ -40,8 +40,6 @@ def plot_loss_epoch(G_loss, D_loss, epoch): def generate_examples(gen, mapping_net,epoch, n=5): - gen.eval() - alpha = 1.0 for i in range(n): with torch.no_grad(): w = get_w(1, mapping_net) @@ -51,4 +49,3 @@ def generate_examples(gen, mapping_net,epoch, n=5): os.makedirs(f'saved_examples/epoch{epoch}') save_image(img*0.5+0.5, f"saved_examples/epoch{epoch}/img_{i}.png") - gen.train() From 65a42b98cddb9462f411714b93a443a9d59e86ff Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 18:56:37 +1000 Subject: [PATCH 61/93] Edited Model Arch --- recognition/StyleGAN_s4653241/README.md | 30 +++++++++++++++++++++---- 1 file changed, 26 insertions(+), 4 deletions(-) diff --git a/recognition/StyleGAN_s4653241/README.md b/recognition/StyleGAN_s4653241/README.md index 091e27fff..aadcc42b0 100644 --- a/recognition/StyleGAN_s4653241/README.md +++ b/recognition/StyleGAN_s4653241/README.md @@ -16,6 +16,12 @@ This StyleGAN2's application is to generate realistic like brain scans using the - [StyleGAN](#stylegan) - [StyleGAN2](#stylegan2) - [Model Architecture](#model-architecture) + - [Mapping Network](#mapping-network) + - [Adaptive Instance Normalization (AdaIN) Replacement](#adaptive-instance-normalization-adain-replacement) + - [Progressive Growing](#progressive-growing) + - [Noise Injection](#noise-injection) + - [Discriminator Network](#discriminator-network) + - [Path Length Regularization](#path-length-regularization) - [Training Configuration](#training-configuration) - [Results](#results) - [Conclusion](#conclusion) @@ -46,7 +52,7 @@ This StyleGAN2's application is to generate realistic like brain scans using the ## Dataset The ADNI dataset for Alzheimer's disease is hosted on the [ADNI website](https://adni.loni.usc.edu/) for download. ADNI stands for Alzheimer's Disease Neuroimaging Initiative (ADNI) and is a longitudinal, multi-center, observational study. -In this project I used the preprocessed dataset from this [website](https://filesender.aarnet.edu.au/?s=download&token=a2baeb2d-4b19-45cc-b0fb-ab8df33a1a24). The dataset is split into two classes: AD (Alzheimer's disease) and NC (normal control). Each class contains 15660 brain scans +In this project I used the preprocessed dataset from this [website](https://filesender.aarnet.edu.au/?s=download&token=a2baeb2d-4b19-45cc-b0fb-ab8df33a1a24). The dataset is split into two classes: AD (Alzheimer's disease) and NC (normal control). Each class contains 15660 brain scans. The dataset specification is as follows: @@ -54,8 +60,8 @@ The dataset specification is as follows: | --- | --- | | Class | AD, NC | | Number of samples each | 15660 | -| train set each |11200 | -| test set each | 4460 | +| training set each |11200 | +| testing set each | 4460 | | Image size | 256x240 | | Image format | .jpg | | Number of channels | 1 | @@ -87,6 +93,22 @@ and enchances overall image quality. The model achieves this by introducing a ne ![Model Architecture](assets/Compare_models.png) +### Mapping Network +Similar to StyleGAN, StyleGAN2 uses a mapping netwokr to transform the latent space $z$ from a simple Gaussian distribution to a more complex distribution, the intermediate latent space $w$. The mapping network consists of 8 fully connected layers that equalize the learning rate and apply leaky ReLU activation functions. + +### Adaptive Instance Normalization (AdaIN) Replacement +In StyleGAN, AdaIN layers were introduce to inject style information into each layer of the generator. Later replaced with Weight Demodulation, which eliminated "Blob" artifacts caused by AdaIN. This provided better control over visuals and realistic images. Weight Demodulation adjusts the style weights per layer without disrupting the generator's output. + +### Progressive Growing +Different from StyleGAN where it each layer is introduce one at a time starting from low-resolution images and gradually increase the resoulution as during training. StyleGAN2 uses fixed-resolution architecture with all layers active from the start. This stabilizes training and simplifies the overall process, as the network learns at a consistent resolution. +### Noise Injection +As is in StyleGAN, adds random noise to each layer to introduce variability in texture and fine-grainded details in generated images. + +### Discriminator Network +Updated from previous generation to better handle complex features and improve image realism. Discriminator role is to distinguish real from synthetic images and guides the generator to produce more authentic-looking outputs over time. + +### Path Length Regularization +Enforces a consistent relationship between the latent space and the generated image. This helps reduce artifacts and enhances the model's ability to interpolate smoothly between different styles. ## Training Configuration @@ -100,7 +122,7 @@ NVIDIA. (2018). StyleGAN: Official TensorFlow implementation. GitHub repository. NVIDIA Corporation. (2020). StyleGAN2-ADA-PyTorch [Computer software]. GitHub. https://github.com/NVlabs/stylegan2-ada-pytorch - +Paperspace. (2020, February 19). Implementing StyleGAN2 from scratch. Paperspace Blog. https://blog.paperspace.com/implementation-stylegan2-from-scratch/ Task 8: ```Create a generative model of one of the ADNI brain data set (see Appendix for links) using either a variant of StyleGAN [10]/StyleGAN2 [11] or Stable Diffusion [12] that has a “reasonably clear image”. You should also include a TSNE or UMAP embeddings plot with ground truth in colors and provide a brief interpretation/discussion. See recent UQ work for hints of how to incorporate labels in style [13]. [Hard Difficulty]``` From a3274b79dc3e375b208729f6cdfc854e38f6e7ba Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Tue, 29 Oct 2024 19:04:27 +1000 Subject: [PATCH 62/93] Added Data Aug --- recognition/StyleGAN_s4653241/README.md | 25 ++++++++++++++++--------- 1 file changed, 16 insertions(+), 9 deletions(-) diff --git a/recognition/StyleGAN_s4653241/README.md b/recognition/StyleGAN_s4653241/README.md index aadcc42b0..91e3223c4 100644 --- a/recognition/StyleGAN_s4653241/README.md +++ b/recognition/StyleGAN_s4653241/README.md @@ -9,10 +9,11 @@ This StyleGAN2's application is to generate realistic like brain scans using the - [StyleGAN2 on AD\_NC Brain Dataset](#stylegan2-on-ad_nc-brain-dataset) - [Overview](#overview) - [Table of Contents](#table-of-contents) + - [File Structure](#file-structure) - [Installation](#installation) - [Requirements](#requirements) - [Dataset](#dataset) - - [File Structure](#file-structure) + - [Data Augmentation](#data-augmentation) - [StyleGAN](#stylegan) - [StyleGAN2](#stylegan2) - [Model Architecture](#model-architecture) @@ -27,6 +28,17 @@ This StyleGAN2's application is to generate realistic like brain scans using the - [Conclusion](#conclusion) - [References](#references) +## File Structure + +Folder contains the following files: + +config.py: Contains the configuration settings for the project +dataset.py: Contains the data loader for the AD_NC dataset +modules.py: Contains the StyleGAN2 model +predict.py: Contains the prediction function for the StyleGAN2 model +utils.py: Contains utility functions for the project +train.py: Contains the training loop for the StyleGAN2 model + ## Installation 1. Download [ADNI dataset for Alzheimer’s disease](https://filesender.aarnet.edu.au/?s=download&token=a2baeb2d-4b19-45cc-b0fb-ab8df33a1a24). 2. Set paths of dataset in config.py @@ -49,6 +61,7 @@ This StyleGAN2's application is to generate realistic like brain scans using the + ## Dataset The ADNI dataset for Alzheimer's disease is hosted on the [ADNI website](https://adni.loni.usc.edu/) for download. ADNI stands for Alzheimer's Disease Neuroimaging Initiative (ADNI) and is a longitudinal, multi-center, observational study. @@ -69,16 +82,10 @@ The dataset specification is as follows: Below is a sample of the dataset: ![AD_NC Dataset](assets/Data_Samples.png) -## File Structure +## Data Augmentation + -Folder contains the following files: -config.py: Contains the configuration settings for the project -dataset.py: Contains the data loader for the AD_NC dataset -modules.py: Contains the StyleGAN2 model -predict.py: Contains the prediction function for the StyleGAN2 model -utils.py: Contains utility functions for the project -train.py: Contains the training loop for the StyleGAN2 model ## StyleGAN From 80e0ff63fa3dc9868044e9bf31e55382f089f481 Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 00:27:04 +1000 Subject: [PATCH 63/93] Added LOAD,TRAIN,TEST options --- .../StyleGAN_s4653241/StyleGAN/train.py | 54 ++++++++++++++----- 1 file changed, 42 insertions(+), 12 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/train.py b/recognition/StyleGAN_s4653241/StyleGAN/train.py index 1633db3e6..ede6e01c1 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/train.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/train.py @@ -12,7 +12,7 @@ # Local libraries from dataset import * from modules import * -import predict +from predict import * from config import * from utils import * @@ -25,11 +25,13 @@ def train( dataloader , mapping_net, optim_mapping, + epoch, # Current Epoch + epochs = EPOCHS, # Total Epoch Left visualize=False): # Initialize tqdm progress bar # progress_bar = tqdm(dataloader, total=len(dataloader), desc=f"Epoch {epoch+1}/{epochs}", leave=True, dynamic_ncols=True) - progress_bar = tqdm(dataloader,leave=True,dynamic_ncols=True) + progress_bar = tqdm(dataloader,desc=f"Epoch {epoch+1}/{epochs}",leave=True,dynamic_ncols=True) device = devicer() current_G_loss = [] @@ -76,6 +78,8 @@ def train( progress_bar.set_postfix( gp=gp.item(), loss_critic=loss_critic.item(), + D_loss = loss_critic.item(), + G_loss = loss_gen.item() ) return (current_D_loss, current_G_loss) @@ -83,6 +87,7 @@ def train( if __name__ == '__main__': + device=devicer() dataloader = get_dataloader() generator = Generator(log_resolution,W_DIM).to(device) @@ -98,16 +103,41 @@ def train( G_losses = [] D_losses = [] - generator.train() - discriminator.train() - mapping_net.train() + if LOAD: + Loaded_epoch, G_losses,D_losses = load_checkpoint(LOAD_CHECK,generator,discriminator,optimizer_G,optimizer_D,optim_mapping) + print("Loaded checkpoint") + else: + Loaded_epoch = 0 - for epoch in range(EPOCHS): - G_loss, D_loss = train(generator, discriminator, journey_penalty, optimizer_G, optimizer_D, dataloader, mapping_net, optim_mapping) + if TRAIN: - G_losses.append(G_loss) - D_losses.append(D_loss) + generator.train() + discriminator.train() + mapping_net.train() - if epoch % 10 == 0: - predict.plot_loss(G_losses, D_losses) - predict.plot_loss(G_losses, D_losses) + for epoch in range(Loaded_epoch,EPOCHS): + G_loss, D_loss = train(generator, discriminator, journey_penalty, optimizer_G, optimizer_D, dataloader, mapping_net, optim_mapping,epoch,EPOCHS) + + G_losses.extend(G_loss) + D_losses.extend(D_loss) + + generate_examples(generator, mapping_net,epoch, n=5) + + if epoch % 5 == 0: + save_model(epoch,generator,discriminator,optimizer_G,optimizer_D,optim_mapping,G_losses,D_losses) + # predict.generator_example(gen,mapping_net,epoch,device) + + plot_loss(G_losses, D_losses) + + if TEST: + # if LOAD: + # device=devicer() + + # generator = Generator(log_resolution,W_DIM).to(device) + # mapping_net = MappingNetwork(Z_DIM, W_DIM).to(device) + + # checkpoint = torch.load(LOAD_CHECK) + # epoch = checkpoint['epoch'] + # gen.load_state_dict(checkpoint['G_state_dict']) + + generate_examples(generator, mapping_net,epoch, n=5) From d18980a98f83253afca922cde7b09b8a840803be Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 00:27:43 +1000 Subject: [PATCH 64/93] Added print_sampleBatch --- .../StyleGAN_s4653241/StyleGAN/predict.py | 27 +++++++++++++++++++ 1 file changed, 27 insertions(+) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/predict.py b/recognition/StyleGAN_s4653241/StyleGAN/predict.py index c54dd794a..d5fff38b4 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/predict.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/predict.py @@ -3,6 +3,7 @@ import torch import os from torchvision.utils import save_image +from PIL import Image from modules import * from config import * @@ -49,3 +50,29 @@ def generate_examples(gen, mapping_net,epoch, n=5): os.makedirs(f'saved_examples/epoch{epoch}') save_image(img*0.5+0.5, f"saved_examples/epoch{epoch}/img_{i}.png") + +def print_sampleBatch(data_iter): + save_dir = "/home/Student/s4653241/StyleGAN2/recognition/StyleGAN_s4653241/StyleGAN/saved_examples" + for i in range(5): + images= next(data_iter) # Get a batch of images and labels + + + # Save the first few images in each batch + for j in range(len(images)): + # Convert the image tensor to a numpy array and scale properly + img = images[j].permute(1, 2, 0).cpu().numpy() # Convert to (H, W, C) and numpy + + if img.max() <= 1.0: # If normalized between 0-1, scale to 0-255 + img = (img * 255).astype(np.uint8) + + # Ensure it has three channels; convert grayscale to RGB + if img.shape[2] == 1: + img = np.repeat(img, 3, axis=2) # Convert single channel to RGB + + # Create PIL image + pil_img = Image.fromarray(img) + + # Save the image + pil_img.save(os.path.join(save_dir, f"batch_{i+1}_img_{j+1}.png")) + + print(f"Images saved to {save_dir}") \ No newline at end of file From 18d7851094e8ab647ce33ba4359bd55135acfbee Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 00:28:25 +1000 Subject: [PATCH 65/93] Change and add more transform sequence --- recognition/StyleGAN_s4653241/StyleGAN/dataset.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py index 07c58bf40..2e90de4a4 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py @@ -78,6 +78,11 @@ def get_transform(image_size=(256, 256)): transforms.Resize((image_height, image_width), interpolation=transforms.InterpolationMode.BICUBIC), # transforms.CenterCrop(image_size), transforms.Grayscale(), + + transforms.RandomRotation(15), # Rotate image by ±15 degrees + transforms.ColorJitter(brightness=0.2, contrast=0.2), # Randomly adjust brightness and contrast + transforms.RandomHorizontalFlip(p=0.5), # Flip 50% of the images horizontally + transforms.ToTensor(), transforms.Normalize([0.5], [0.5]) #Singel channel image ]) From 785b868c75f210cd84345875d65d35190afa6e64 Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 00:29:05 +1000 Subject: [PATCH 66/93] Added more configuration --- .../StyleGAN_s4653241/StyleGAN/config.py | 35 ++++++++++--------- 1 file changed, 18 insertions(+), 17 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/config.py b/recognition/StyleGAN_s4653241/StyleGAN/config.py index b7bacc1d0..51915d899 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/config.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/config.py @@ -1,22 +1,23 @@ ''' Wil be used to store all the configuration variables for the project ''' - - +TRAIN = True +LOAD = False +TEST = False # Data path -# AD_train = "/home/groups/comp3710/ADNI/AD_NC/train/AD" -# AD_test = "/home/groups/comp3710/ADNI/AD_NC/test/AD" -# NC_train = "/home/groups/comp3710/ADNI/AD_NC/train/NC" -# NC_test = "/home/groups/comp3710/ADNI/AD_NC/test/NC" +AD_train = "/home/groups/comp3710/ADNI/AD_NC/train/AD" +AD_test = "/home/groups/comp3710/ADNI/AD_NC/test/AD" +NC_train = "/home/groups/comp3710/ADNI/AD_NC/train/NC" +NC_test = "/home/groups/comp3710/ADNI/AD_NC/test/NC" -AD_train = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/train/AD" -AD_test = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/test/AD" -NC_train = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/train/NC" -NC_test = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/test/NC" +# AD_train = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/train/AD" +# AD_test = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/test/AD" +# NC_train = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/train/NC" +# NC_test = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/test/NC" -BRAIN = 'NC' +BRAIN = 'AD' # ----Image Parameters---- # @@ -25,23 +26,23 @@ image_height = 2**log_resolution # The height of the generated image image_width = 2**log_resolution # The width of the generated image #------------------------ -BATCH_SIZE = 64 -LEARNING_RATE = 0.0002 +BATCH_SIZE = 16 +LEARNING_RATE = 0.001 CHANNELS = 1 # Single channel image !!!! interpolation = 'bilinear' channels = 1 N_FEATURES = 256 MAX_FEATURES = 512 -EPOCHS = 10 +EPOCHS = 30 #------ New code ------ -lambda_gp = 10 +lambda_gp = 10 # gradient penalty W_DIM = 256 Z_DIM = 256 # Should I change this to 256? w_dim = 256 # ---------------------- -save_path = 'recognition/checkpoints/' -load_path = '' +save_path = '/home/Student/s4653241/checkpoints/' +LOAD_CHECK= "/home/Student/s4653241/checkpoints/checkpoint_StyleGAN2_Epoch16.pth" # LOAD checkpoint \ No newline at end of file From ea43356a69997aef445fa778bfffe35e98ee03e8 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Wed, 30 Oct 2024 00:52:46 +1000 Subject: [PATCH 67/93] Added Data Aug --- recognition/StyleGAN_s4653241/README.md | 31 +++++++++++++++---------- 1 file changed, 19 insertions(+), 12 deletions(-) diff --git a/recognition/StyleGAN_s4653241/README.md b/recognition/StyleGAN_s4653241/README.md index 91e3223c4..e7e001f23 100644 --- a/recognition/StyleGAN_s4653241/README.md +++ b/recognition/StyleGAN_s4653241/README.md @@ -2,7 +2,9 @@ ## Overview -This StyleGAN2's application is to generate realistic like brain scans using the ADNI dataset for Alzheimer's disease. The primary goal is to provide a model that is able to generate "reasobably clear images". Using StyleGAN2 ability to +This StyleGAN2's application is to generate realistic like brain scans using the ADNI dataset for Alzheimer's disease. The primary goal is to provide a model that is able to generate "reasobably clear images". Using StyleGAN2 ability to generate high-resolution images, I will be att + +This project leverages StyleGAN2 to generate synthetic MRI scan images that closely resemble authentic ones. The model is trained on the subset of the OASIS brain dataset. ## Table of Contents @@ -48,16 +50,12 @@ train.py: Contains the training loop for the StyleGAN2 model | Package | Version | | --- | --- | -|torch | 2.5.0.dev20240904 | -|torchvision | 0.20.0.dev20240904 | +|pytorch | 2.0.1 | +|torchvision | 0.15.2 | |tqdm | 4.66.5 | -|numpy | 1.26.4 | -|pandas | 2.2.2 | -|matplotlib | 3.9.2 | -|seaborn | 0.13.2 | -|scikit-learn | 1.5.1 | -|scipy | 1.13.1 | -|pillow | 10.4.0 | +|numpy | 1.25.2 | +|matplotlib | 3.8.0 | +|pillow | 9.4.0 | @@ -83,10 +81,16 @@ Below is a sample of the dataset: ![AD_NC Dataset](assets/Data_Samples.png) ## Data Augmentation +- **Resize**: Images are resized to lower resolution to reduce computational cost. +- **Grayscale**: Images are Greyscaled but in case converted to grayscale. +- **Random Rotation**: Images are randomly rotated to introduce variability. +- **Color Jitter**: Randomly adjust brightness, contrast, saturation, and hue. +- **Random Horizontal Flip**: Images are flipped horizontally to introduce variability. +- **Normalize**: Images are normalized to have a mean of 0.5 and a standard deviation of 0.5. +Few examples after augmentation: - - +![Data Augmentation Pic1](assets/Data_Aug1.png)![](assets/Data_Aug2.png)![](assets/Data_Aug3.png)![](assets/Data_Aug4.png)![](assets/Data_Aug5.png) ## StyleGAN Style Generative Adversarial Network or StyleGAN is the next generation of generative model for synthesizing high-resoultion images with striking realism. Developed by NVIDIA in 2018, StyleGAN advances the capabilities of generative adversarial networks (GANs) through its unique “style-based” architecture, which allows for detailed control over image attributes such as facial structure, textures, and backgrounds. This model achieves fine-grained manipulation by leveraging a multi-level latent space, where individual layers influence specific visual characteristics, enabling seamless transitions between styles. Using a progressive training technique, StyleGAN gradually refines image resolution, while noise inputs introduce authentic variability. A discriminator network further enhances image quality by guiding the model to improve authenticity at each step. @@ -123,6 +127,9 @@ Enforces a consistent relationship between the latent space and the generated im ## Conclusion + + + ## References NVIDIA. (2018). StyleGAN: Official TensorFlow implementation. 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HcmV?d00001 From dc797a54cbf94da3fd92e9054b66a323c7ddcca3 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Wed, 30 Oct 2024 01:25:27 +1000 Subject: [PATCH 69/93] Added Conclusion --- recognition/StyleGAN_s4653241/README.md | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/recognition/StyleGAN_s4653241/README.md b/recognition/StyleGAN_s4653241/README.md index e7e001f23..e3f45eead 100644 --- a/recognition/StyleGAN_s4653241/README.md +++ b/recognition/StyleGAN_s4653241/README.md @@ -127,8 +127,12 @@ Enforces a consistent relationship between the latent space and the generated im ## Conclusion +StyleGAN2 represents a significant advancement in generative modeling,with it's strengths in generating high-resolution images and addressing the predecessor's issue of image artifacts and stability issues. With it's new tool kit of fixed-resolution architecture, weight demodulation, and path length regularization, StyleGAN2 is able to +achieve superior image quality and realism. - +After >10 epochs of training, the model was able to generate "reasonably clear images" of the ADNI brain dataset. The model was able to capture the key features of the brain scans, such as the shape of the brain, and somewhat structue of it inside. +Further improvements could be made to enhance the model's ability to generate more realistic images, such as larger dataset, longer training time, and fine-tuning the model's hyperparameters. +Hyperparameters such as learning rate, batch size, gradient penalty, and noise regularization could be adjusted to improve the model's performance. ## References From 4eca96785bfb545ad83686066ce1c49d97a0ab31 Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 04:15:20 +1000 Subject: [PATCH 70/93] Clean up and added docs --- .../StyleGAN_s4653241/StyleGAN/utils.py | 87 ++++++++++++++++--- 1 file changed, 74 insertions(+), 13 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/utils.py b/recognition/StyleGAN_s4653241/StyleGAN/utils.py index a08115c03..0743fafcc 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/utils.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/utils.py @@ -1,6 +1,3 @@ - -'''Utils for the project''' - import torch import warnings import config @@ -8,29 +5,60 @@ -def save_model(epoch,G,D,optimizer_G,optimizer_D, gen_loss, disc_loss): +def save_model(epoch,G,D,optimizer_G,optimizer_D,optim_mapping, gen_loss, disc_loss): + """ + Saves the model checkpoint including the state of models, optimizers, and training parameters. + + Parameters: + - epoch (int): The current epoch number. + - G (nn.Module): Generator model. + - D (nn.Module): Discriminator model. + - optimizer_G (torch.optim.Optimizer): Optimizer for the generator. + - optimizer_D (torch.optim.Optimizer): Optimizer for the discriminator. + - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. + - gen_loss (float): Generator loss. + - disc_loss (float): Discriminator loss. + """ checkpoint = { 'epoch': epoch, 'G_state_dict': G.state_dict(), 'D_state_dict': D.state_dict(), 'optimizer_G_state_dict': optimizer_G.state_dict(), 'optimizer_D_state_dict': optimizer_D.state_dict(), + "optim_mapping_state": optim_mapping.state_dict(), 'random_state': torch.get_rng_state(), 'cuda_random_state': torch.cuda.get_rng_state_all(), # Save the random state of the GPU 'gen_loss': gen_loss, 'disc_loss': disc_loss, } - path = config.save_path + 'checkpoint.pth' + path = config.save_path + f'checkpoint_StyleGAN2_Epoch{epoch+1}.pth' torch.save(checkpoint, path) - print(f"Checkpoint saved at epoch {epoch}.", flush =True) - -def load_checkpoint(path, G, D, optimizer_G, optimizer_D): + print(f"Checkpoint saved at epoch {epoch+1}.", flush =True) + +def load_checkpoint(path, G, D, optimizer_G, optimizer_D,optim_mapping): + """ + Loads a saved checkpoint to resume training. + + Parameters: + - path (str): Path to the checkpoint file. + - G (nn.Module): Generator model to load state into. + - D (nn.Module): Discriminator model to load state into. + - optimizer_G (torch.optim.Optimizer): Generator optimizer. + - optimizer_D (torch.optim.Optimizer): Discriminator optimizer. + - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. + + Returns: + - epoch (int): Epoch to resume from. + - gen_loss (float): Saved generator loss. + - disc_loss (float): Saved discriminator loss. + """ checkpoint = torch.load(path) G.load_state_dict(checkpoint['G_state_dict']) D.load_state_dict(checkpoint['D_state_dict']) optimizer_G.load_state_dict(checkpoint['optimizer_G_state_dict']) optimizer_D.load_state_dict(checkpoint['optimizer_D_state_dict']) + optim_mapping.load_state_dict(checkpoint['optim_mapping_state']) epoch = checkpoint['epoch'] gen_loss = checkpoint['gen_loss'] disc_loss = checkpoint['disc_loss'] @@ -39,10 +67,15 @@ def load_checkpoint(path, G, D, optimizer_G, optimizer_D): return epoch, gen_loss, disc_loss -# def load_generator(path,G): + def devicer(): - # Prioritize CUDA, then MPS, and finally CPU + """ + Selects the best available device (CUDA, MPS, or CPU) for computation. + + Returns: + - device (torch.device): The computation device. + """ if torch.cuda.is_available(): device = torch.device("cuda") elif torch.backends.mps.is_available(): @@ -54,14 +87,33 @@ def devicer(): return device def get_w(batch_size, mapping_network,device=devicer()): + """ + Generates the latent vector `w` for StyleGAN2, expanded to match the required shape. + Parameters: + - batch_size (int): Number of samples in the batch. + - mapping_network (nn.Module): Network that maps latent `z` to latent `w`. + - device (torch.device): Device for computation. + + Returns: + - w (torch.Tensor): Expanded `w` tensor for generator blocks. + """ z = torch.randn(batch_size, W_DIM).to(device) w = mapping_network(z) # Expand w from the generator blocks return w[None,:,:].expand(config.log_resolution, -1, -1) def get_noise(batch_size,device=devicer()): + """ + Generates a list of noise tensors of increasing resolution for each generator block in StyleGAN2. + + Parameters: + - batch_size (int): Number of samples in the batch. + - device (torch.device): Device for computation. + Returns: + - noise (list of torch.Tensor): List of noise tensors for generator layers. + """ noise = [] #noise res starts from 4x4 resolution = 4 @@ -84,6 +136,18 @@ def get_noise(batch_size,device=devicer()): return noise def gradient_penalty(critic, real, fake,device=devicer()): + """ + Computes the gradient penalty for WGAN-GP, helping improve discriminator stability. + + Parameters: + - critic (nn.Module): Discriminator or critic model. + - real (torch.Tensor): Real images. + - fake (torch.Tensor): Generated (fake) images. + - device (torch.device): Device for computation. + + Returns: + - gradient_penalty (torch.Tensor): Computed gradient penalty to add to the loss. + """ BATCH_SIZE, C, H, W = real.shape beta = torch.rand((BATCH_SIZE, 1, 1, 1)).repeat(1, C, H, W).to(device) interpolated_images = real * beta + fake.detach() * (1 - beta) @@ -92,9 +156,6 @@ def gradient_penalty(critic, real, fake,device=devicer()): # Calculate critic scores mixed_scores = critic(interpolated_images) - # Calculates the gradient of scores with respect to the images - # and we need to create and retain graph since we have to compute gradients - # with respect to weight on this loss. gradient = torch.autograd.grad( inputs=interpolated_images, outputs=mixed_scores, From d391693e929a82613eb358575faa4849ab9f6194 Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 04:22:36 +1000 Subject: [PATCH 71/93] Finalize dataset and docs --- .../StyleGAN_s4653241/StyleGAN/dataset.py | 67 ++++++++++++++++--- 1 file changed, 57 insertions(+), 10 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py index 2e90de4a4..8d17a8bef 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py @@ -1,5 +1,3 @@ - -# Importing libraries import os from config import * from PIL import Image @@ -9,8 +7,17 @@ import matplotlib.pyplot as plt import torch +# Function to combine datasets based on configuration def combine_datasets(transform): - + """ + Combines datasets for training and testing based on specified conditions. + + Args: + transform (callable): The transformations to be applied to images. + + Returns: + ConcatDataset: Concatenated training and testing datasets. + """ if BRAIN == 'AD': train = ImageDataset(AD_train, transform) test = ImageDataset(AD_test, transform) @@ -20,13 +27,15 @@ def combine_datasets(transform): test = ImageDataset(NC_test,transform) return ConcatDataset([train, test]) -# Dataset class +# Custom Dataset class to handle image loading and transformations class ImageDataset(Dataset): def __init__(self, root, transform=None): """ + Initializes the dataset by setting the root directory and transformations. + Args: - root (str): The root directory of the dataset - transform (callable, optional): A function/transform that takes in an PIL image and returns a transformed version. + root (str): Directory of images. + transform (callable, optional): Transformations applied to each image. """ self.root = root self.transform = transform @@ -34,6 +43,15 @@ def __init__(self, root, transform=None): self.files = sorted(os.listdir(root)) def __getitem__(self, index): + """ + Loads an image and applies transformations. + + Args: + index (int): Index of the image to load. + + Returns: + Tensor: Transformed image. + """ img = Image.open(os.path.join(self.root, self.files[index])) if self.transform: @@ -59,10 +77,17 @@ def get_raw_image(self, index): return raw_img def compare(self, index): + """ + Returns original and transformed versions of an image. + + Args: + index (int): Index of the image. + + Returns: + tuple: Original and transformed images. + """ img = Image.open(os.path.join(self.root, self.files[index])) - # img_path = os.path.join(self.root, self.files[index]) - # raw_img = Image.open(img_path).convert("L") # Always return the raw image in RGB format - + if self.transform: trans_img = self.transform(img) to_pil = transforms.ToPILImage() @@ -73,7 +98,18 @@ def compare(self, index): return img, trans_img, + +# Function to apply transformation to images def get_transform(image_size=(256, 256)): + """ + Defines transformations for resizing, grayscale conversion, and data augmentation. + + Args: + image_size (tuple): Desired output image size. + + Returns: + transforms.Compose: A composition of image transformations. + """ transform = transforms.Compose([ transforms.Resize((image_height, image_width), interpolation=transforms.InterpolationMode.BICUBIC), # transforms.CenterCrop(image_size), @@ -89,7 +125,18 @@ def get_transform(image_size=(256, 256)): return transform # Function to get the dataloader -def get_dataloader(image_size=IMAGE_SIZE, batch_size=BATCH_SIZE, shuffle = False): # Size of image (256,240) +def get_dataloader(image_size=IMAGE_SIZE, batch_size=BATCH_SIZE, shuffle = False): + """ + Creates a DataLoader with specified transformations, batch size, and shuffle settings. + + Args: + image_size (tuple): Desired image size. + batch_size (int): Number of images per batch. + shuffle (bool): Whether to shuffle the dataset. + + Returns: + DataLoader: DataLoader for the combined dataset. + """ transform = get_transform(image_size) From b21a3ea1ab51244716cb12e15d6dc84e1d46a96c Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 04:40:27 +1000 Subject: [PATCH 72/93] Finalise and doc modules --- .../StyleGAN_s4653241/StyleGAN/modules.py | 192 ++++++++++-------- 1 file changed, 108 insertions(+), 84 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py index d903f4a78..18d829d7f 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -1,7 +1,3 @@ -""" -Containing the source code of the components of your model. Each component must be -implementated as a class or a function -""" import torch from torch.autograd.profiler_util import Kernel import torch.nn as nn @@ -10,8 +6,18 @@ from math import sqrt from config import * +# Mapping Network used for mapping latent vector z to intermediate latent vector w class MappingNetwork(nn.Module): + """ + Initializes a mapping network to map a latent space to another latent space. + + Args: + z_dim (int): Dimension of input latent vector z. + w_dim (int): Dimension of intermediate latent vector w. + activation (nn.Module): Activation function used in the mapping layers. + """ def __init__(self,z_dim,w_dim,activation = nn.ReLU()): + super().__init__() # Mapping network @@ -39,12 +45,17 @@ def forward(self, x): return self.mapping(x) # Equalizer for the fully connected layer -''' -Linear layer with learning rate equalizing weights and bias -Returns the output of the linear transformation of the tensor with bias -''' class EqualizerStraights(nn.Module): + """ + Fully connected layer with learnable weights and bias. + + Args: + in_chanel (int): Input dimension. + out_chanel (int): Output dimension. + bias (float): Initial bias value. + """ def __init__(self, in_chanel, out_chanel, bias=0.0): + super().__init__() self.weight = EquilizerKG([out_chanel, in_chanel]) self.bias = nn.Parameter(torch.ones(out_chanel) * bias) @@ -58,13 +69,15 @@ def forward(self, x): # Weight equalizer -''' -Maintains the weights in the network at a similar scale during training. -Scale the weights at each layer with a constant such that, - weight w' is scaled as w' = w * c where c is constant at each layer -''' class EquilizerKG(nn.Module): + """ + Weight equalizer to stabilize network weights across layers. + + Args: + shape (list): Shape of the weight tensor. + """ def __init__(self,shape): + super().__init__() # self.constanted = 1 / sqrt(torch.prod(shape[1:])) # yet to use self.constanted = 1 / sqrt(np.prod(shape[1:])) @@ -73,11 +86,19 @@ def __init__(self,shape): def forward(self): return self.weight * self.constanted -# -----------------Synthesis Network-----------------# -# Drip Block, basically Style Block +# DripBlock for the generator, essentially a style block with noise and transformation class DripBlock(nn.Module): + """ + Style-based block with noise addition and activation. + + Args: + W_DIM (int): Dimension of style vector w. + in_chanel (int): Input channels. + out_chanel (int): Output channels. + """ def __init__(self,W_DIM, in_chanel, out_chanel): + super().__init__() self.need_face = EqualizerStraights(W_DIM, in_chanel,bias=1.0) @@ -99,6 +120,16 @@ def forward(self,x,w,noise): class Weight_Demod(nn.Module): + """ + Weight demodulation for adaptive instance normalization. + + Args: + in_chanel (int): Input channels. + out_chanel (int): Output channels. + kernel_size (int): Kernel size. + demodulate (bool): Whether to apply weight demodulation. + eps (float): Small value for numerical stability. + """ def __init__( self, in_chanel, @@ -107,6 +138,7 @@ def __init__( demodulate = True, eps = 1e-8 ): + super().__init__() self.out_chanel = out_chanel @@ -144,14 +176,17 @@ def forward(self, x, s): # return x in shape of [batch_size, out_features, height, width] return x.reshape(-1, self.out_chanel, h, w) -''' -Generators RGB images from the feature maps -CHANNELS: Number of channels in the RGB image -''' class ToRGB(nn.Module): - + """ + Converts feature maps to RGB images in the generator. + + Args: + W_DIM (int): Style vector dimension. + features (int): Number of features. + """ def __init__(self, W_DIM, features): + super().__init__() self.to_style = EqualizerStraights(W_DIM, features, bias=1.0) @@ -164,50 +199,20 @@ def forward(self, x, w): style = self.to_style(w) x = self.conv(x, style) return self.activation(x + self.bias[None, :, None, None]) -''' -Not implemented yet -''' -class GeneratorNOT(nn.Module): - def __init__(self, log_reso,w_dim, n_features = 32, max_features = 256): - super().__init__() - - features = [min(max_features, n_features * (2 ** i)) for i in range(log_reso - 2, -1, -1)] - self.n_blocks = len(features) - - # Initialize the trainable 4x4 constant tensor - self.initial_constant = nn.Parameter(torch.randn((1, features[0], 4, 4))) - - # First style block and it's rgb output. Initialises the generator. - self.style_block = DripBlock(w_dim, features[0], features[0]) - self.to_rgb = ToRGB(w_dim, features[0]) - - # Creates a series of Generator Blocks based on features length. 5 in this case. - blocks = [GeneratorBlock(w_dim, features[i - 1], features[i]) for i in range(1, self.n_blocks)] - self.blocks = nn.ModuleList(blocks) - - def forward(self, w, input_noise): - batch_size = w.shape[1] - - # Expand the learnt constant to match the batch size - x = self.initial_constant.expand(batch_size, -1, -1, -1) - - # Get the first style block and the rgb img - x = self.style_block(x, w[0], input_noise[0][1]) - rgb = self.to_rgb(x, w[0]) - - # Rest of the blocks upsample the img using interpolation set in the config file and add to the rgb from the block - for i in range(1, self.n_blocks): - x = F.interpolate(x, scale_factor=2, mode="bilinear") - x, rgb_new = self.blocks[i - 1](x, w[i], input_noise[i]) - rgb = F.interpolate(rgb, scale_factor=2, mode="bilinear") + rgb_new - # tanh is used to output rgb pixel values form -1 to 1 - return torch.tanh(rgb) class Generator(nn.Module): - + """ + Progressive growing GAN generator. + + Args: + log_resolution (int): Resolution level (e.g., log2 of image width). + W_DIM (int): Style vector dimension. + n_features (int): Base number of features. + max_features (int): Maximum feature limit per layer. + """ def __init__(self, log_resolution, W_DIM, n_features = 32, max_features = 256): - + super().__init__() features = [min(max_features, n_features * (2 ** i)) for i in range(log_resolution - 2, -1, -1)] @@ -235,10 +240,17 @@ def forward(self, w, input_noise): rgb = F.interpolate(rgb, scale_factor=2, mode="bilinear") + rgb_new return torch.tanh(rgb) -''' -Testing -''' + + class GeneratorBlock(nn.Module): + """ + A block within the generator, consisting of styled layers and RGB output conversion. + + Args: + W_DIM (int): Dimensionality of the style vector `w`. + in_channel (int): Number of input channels. + out_channel (int): Number of output channels. + """ def __init__(self,W_DIM, in_chanel, out_chanel): super().__init__() @@ -259,28 +271,22 @@ def forward(self, x,w,noise): return x, rgb -#-----------Discriminator----------------# -''' -Implementation of the discriminator network -Is mostly the same as GAN discriminator network -''' + +# Discriminator for assessing real vs. generated images class Discriminator(nn.Module): + """ + The discriminator network for distinguishing real from generated images. + + Args: + log_reso (int): Logarithmic resolution of the image (e.g., `log_reso=8` for 256x256 images). + n_features (int): Initial number of features. + max_features (int): Maximum number of features per layer. + """ def __init__(self, log_reso, n_features = 64, max_features = 256,): # log resolution 2^log_reso= image size super().__init__() features = [min(max_features, n_features*(2**i)) for i in range(log_reso - 1)] - # # Not RGB unless trainined on CIFAR-10 images - # if rgb: - # self.rgb = nn.Sequential( - # Dis_Conv2d(1, n_features, 1), - # nn.LeakyReLU(0.2, True) - # ) - # else: - # self.rgb = nn.Sequential( - # Dis_Conv2d(1, n_features, 1), - # nn.LeakyReLU(0.2, True) - # ) self.from_rgb = nn.Sequential( Dis_Conv2d(CHANNELS, n_features, 1), # Change here nn.LeakyReLU(0.2, True) @@ -313,10 +319,15 @@ def forward(self, x): x = x.reshape(x.shape[0], -1) return self.final(x) - - - class DiscriminatorBlock(nn.Module): + """ + A block within the discriminator that includes convolutional layers, downsampling, and residual connections. + + Args: + in_channel (int): Input channels. + out_channel (int): Output channels. + activation (nn.Module, optional): Activation function to use within the block. Defaults to LeakyReLU(0.2). + """ def __init__(self,in_chanel,out_chanel,activation = nn.LeakyReLU(0.2,True)): super().__init__() @@ -346,6 +357,15 @@ def forward(self, x): # Discriminator convolutional layer with equalized learning rate class Dis_Conv2d(nn.Module): + """ + Convolutional layer with equalized learning rate for the discriminator. + + Args: + in_channel (int): Number of input channels. + out_channel (int): Number of output channels. + kernel_size (int): Kernel size. + padding (int, optional): Padding for convolution. Defaults to 0. + """ def __init__(self,in_chanel,out_chanel,kernel_size,padding=0): super().__init__() # self.kernel_size = kernel_size @@ -356,10 +376,14 @@ def __init__(self,in_chanel,out_chanel,kernel_size,padding=0): def forward(self, x: torch.Tensor): return F.conv2d(x, self.weight(), bias=self.bias, padding=self.padding) -#---------------------------# class PathLengthPenalty(nn.Module): - + """ + Path length penalty to regularize the generator by penalizing deviation in pixel norms. + + Args: + beta (float): Decay rate for moving average of path length. + """ def __init__(self, beta): super().__init__() From e4cdca471a30bee7b4632b0101ee69cc4bcd6583 Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 04:47:08 +1000 Subject: [PATCH 73/93] Finalize and doc predict --- .../StyleGAN_s4653241/StyleGAN/predict.py | 26 +++++++++++++++++-- 1 file changed, 24 insertions(+), 2 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/predict.py b/recognition/StyleGAN_s4653241/StyleGAN/predict.py index d5fff38b4..5ff5becf9 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/predict.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/predict.py @@ -1,4 +1,3 @@ -# Importing the required libraries import matplotlib.pyplot as plt import torch import os @@ -10,6 +9,13 @@ from utils import * def plot_loss(G_loss,D_loss): + """ + Plots and saves the Generator and Discriminator losses separately as two images. + + Args: + G_loss (list of float): Generator loss values over iterations. + D_loss (list of float): Discriminator loss values over iterations. + """ plt.figure(figsize=(10,5)) plt.title("Generator Loss During Training") @@ -29,6 +35,14 @@ def plot_loss(G_loss,D_loss): plt.close() def plot_loss_epoch(G_loss, D_loss, epoch): + """ + Plots and saves Generator and Discriminator losses for each epoch on the same plot. + + Args: + G_loss (list of float): Generator loss values per epoch. + D_loss (list of float): Discriminator loss values per epoch. + epoch (int): Current epoch number, used in the plot title and filename. + """ plt.figure(figsize=(10, 5)) plt.plot(G_loss, label="Generator Loss", color="blue") plt.plot(D_loss, label="Discriminator Loss", color="red") @@ -40,7 +54,15 @@ def plot_loss_epoch(G_loss, D_loss, epoch): plt.close() def generate_examples(gen, mapping_net,epoch, n=5): + """ + Generates and saves example images from the Generator model at a specific training epoch. + Args: + gen (nn.Module): Generator model. + mapping_net (nn.Module): Mapping network for generating latent vectors. + epoch (int): Current epoch number, used to name the output directory. + n (int): Number of example images to generate. + """ for i in range(n): with torch.no_grad(): w = get_w(1, mapping_net) @@ -51,7 +73,7 @@ def generate_examples(gen, mapping_net,epoch, n=5): save_image(img*0.5+0.5, f"saved_examples/epoch{epoch}/img_{i}.png") -def print_sampleBatch(data_iter): + save_dir = "/home/Student/s4653241/StyleGAN2/recognition/StyleGAN_s4653241/StyleGAN/saved_examples" for i in range(5): images= next(data_iter) # Get a batch of images and labels From 17a2bc14b2fca350035b6cb6863f51e587721d8c Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 04:58:24 +1000 Subject: [PATCH 74/93] Finalize and doc train.py --- .../StyleGAN_s4653241/StyleGAN/train.py | 43 ++++++++++--------- 1 file changed, 22 insertions(+), 21 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/train.py b/recognition/StyleGAN_s4653241/StyleGAN/train.py index ede6e01c1..65a1463be 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/train.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/train.py @@ -1,10 +1,3 @@ -""" -Containing the source code for training, validating, testing and saving your model. The model -should be imported from “modules.py” and the data loader should be imported from “dataset.py”. Make -sure to plot the losses and metrics during training -""" - -# Importing the required libraries import torch from torch import optim from tqdm import tqdm @@ -25,12 +18,29 @@ def train( dataloader , mapping_net, optim_mapping, - epoch, # Current Epoch + epoch, # Current Epoch epochs = EPOCHS, # Total Epoch Left visualize=False): - + """ + Trains the generator and discriminator for one epoch and applies a path length penalty. + + Args: + generator (nn.Module): The generator model. + discriminator (nn.Module): The discriminator model. + journey_penalty (nn.Module): Path length penalty for the generator. + optimizer_G (torch.optim.Optimizer): Optimizer for the generator. + optimizer_D (torch.optim.Optimizer): Optimizer for the discriminator. + dataloader (DataLoader): DataLoader providing batches of real images. + mapping_net (nn.Module): Mapping network for latent space transformation. + optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. + epoch (int): Current epoch. + epochs (int): Total epochs for training. + visualize (bool): If True, enables visualization of training. + + Returns: + tuple: Lists of current discriminator and generator losses. + """ # Initialize tqdm progress bar - # progress_bar = tqdm(dataloader, total=len(dataloader), desc=f"Epoch {epoch+1}/{epochs}", leave=True, dynamic_ncols=True) progress_bar = tqdm(dataloader,desc=f"Epoch {epoch+1}/{epochs}",leave=True,dynamic_ncols=True) device = devicer() @@ -123,21 +133,12 @@ def train( generate_examples(generator, mapping_net,epoch, n=5) - if epoch % 5 == 0: + if epoch % 5 == 0 and SAVE_MODEL : save_model(epoch,generator,discriminator,optimizer_G,optimizer_D,optim_mapping,G_losses,D_losses) - # predict.generator_example(gen,mapping_net,epoch,device) + plot_loss(G_losses, D_losses) if TEST: - # if LOAD: - # device=devicer() - - # generator = Generator(log_resolution,W_DIM).to(device) - # mapping_net = MappingNetwork(Z_DIM, W_DIM).to(device) - - # checkpoint = torch.load(LOAD_CHECK) - # epoch = checkpoint['epoch'] - # gen.load_state_dict(checkpoint['G_state_dict']) generate_examples(generator, mapping_net,epoch, n=5) From 6de69dccaab27faec05a35f0e8eb7d136d5bfd36 Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 05:03:44 +1000 Subject: [PATCH 75/93] Fix size --- recognition/StyleGAN_s4653241/StyleGAN/dataset.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py index 8d17a8bef..9bab484ff 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py @@ -100,7 +100,7 @@ def compare(self, index): # Function to apply transformation to images -def get_transform(image_size=(256, 256)): +def get_transform(image_size=(256, 240)): """ Defines transformations for resizing, grayscale conversion, and data augmentation. From 5f1af79b2790c7f9deb105e45bfd2d574df1a13e Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 05:06:45 +1000 Subject: [PATCH 76/93] Finalize and commented config --- .../StyleGAN_s4653241/StyleGAN/config.py | 27 ++++++++----------- 1 file changed, 11 insertions(+), 16 deletions(-) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/config.py b/recognition/StyleGAN_s4653241/StyleGAN/config.py index 51915d899..1710da247 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/config.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/config.py @@ -1,9 +1,10 @@ ''' Wil be used to store all the configuration variables for the project ''' -TRAIN = True -LOAD = False -TEST = False +TRAIN = True # When Training +LOAD = False # Load Checkpoint from LOAD_CHECK +SAVE_MODEL = False # Saves model to save_path +TEST = False # TEST loaded model usually when using checkpoint model # Data path @@ -12,37 +13,31 @@ NC_train = "/home/groups/comp3710/ADNI/AD_NC/train/NC" NC_test = "/home/groups/comp3710/ADNI/AD_NC/test/NC" -# AD_train = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/train/AD" -# AD_test = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/test/AD" -# NC_train = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/train/NC" -# NC_test = "/Users/solomontjipto/Documents/COMP3710/PatternAnalysis-2024/recognition/Data/AD_NC/test/NC" - -BRAIN = 'AD' +BRAIN = 'AD' # Change for different type of Brain # ----Image Parameters---- # log_resolution = 7 # 256x256 image size as such 2^8 = 256 # use 2^7 for single gpu (faster) -IMAGE_SIZE = (256, 240) # this resizes the image +IMAGE_SIZE = (256, 240) image_height = 2**log_resolution # The height of the generated image image_width = 2**log_resolution # The width of the generated image #------------------------ BATCH_SIZE = 16 LEARNING_RATE = 0.001 -CHANNELS = 1 # Single channel image !!!! +CHANNELS = 1 interpolation = 'bilinear' -channels = 1 N_FEATURES = 256 MAX_FEATURES = 512 -EPOCHS = 30 +EPOCHS = 41 # ! Training Epoch #------ New code ------ lambda_gp = 10 # gradient penalty W_DIM = 256 -Z_DIM = 256 # Should I change this to 256? -w_dim = 256 +Z_DIM = 256 # + # ---------------------- save_path = '/home/Student/s4653241/checkpoints/' -LOAD_CHECK= "/home/Student/s4653241/checkpoints/checkpoint_StyleGAN2_Epoch16.pth" # LOAD checkpoint \ No newline at end of file +LOAD_CHECK= "/home/Student/s4653241/checkpoints/checkpoint_StyleGAN2_Epoch26.pth" # LOAD checkpoint \ No newline at end of file From cbd39dad38af7d0b5f3579535a4c05fba9e64664 Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 05:09:54 +1000 Subject: [PATCH 77/93] Clean up folder --- .gitignore | 4 ++ .../StyleGAN_s4653241/PDF/Report Task.pdf | Bin 243829 -> 0 bytes recognition/slurm.sbatch | 37 ------------------ 3 files changed, 4 insertions(+), 37 deletions(-) delete mode 100644 recognition/StyleGAN_s4653241/PDF/Report Task.pdf delete mode 100644 recognition/slurm.sbatch diff --git a/.gitignore b/.gitignore 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recognition/StyleGAN_s4653241/StyleGAN/config.py delete mode 100644 recognition/StyleGAN_s4653241/StyleGAN/dataset.py delete mode 100644 recognition/StyleGAN_s4653241/StyleGAN/modules.py delete mode 100644 recognition/StyleGAN_s4653241/StyleGAN/predict.py delete mode 100644 recognition/StyleGAN_s4653241/StyleGAN/train.py delete mode 100644 recognition/StyleGAN_s4653241/StyleGAN/utils.py diff --git a/recognition/StyleGAN_s4653241/StyleGAN/config.py b/recognition/StyleGAN_s4653241/StyleGAN/config.py deleted file mode 100644 index 1710da247..000000000 --- a/recognition/StyleGAN_s4653241/StyleGAN/config.py +++ /dev/null @@ -1,43 +0,0 @@ -''' Wil be used to store all the configuration variables for the project ''' - - -TRAIN = True # When Training -LOAD = False # Load Checkpoint from LOAD_CHECK -SAVE_MODEL = False # Saves model to save_path -TEST = False # TEST loaded model usually when using checkpoint model - - -# Data path -AD_train = "/home/groups/comp3710/ADNI/AD_NC/train/AD" -AD_test = "/home/groups/comp3710/ADNI/AD_NC/test/AD" -NC_train = "/home/groups/comp3710/ADNI/AD_NC/train/NC" -NC_test = "/home/groups/comp3710/ADNI/AD_NC/test/NC" - -BRAIN = 'AD' # Change for different type of Brain - -# ----Image Parameters---- -# -log_resolution = 7 # 256x256 image size as such 2^8 = 256 # use 2^7 for single gpu (faster) -IMAGE_SIZE = (256, 240) -image_height = 2**log_resolution # The height of the generated image -image_width = 2**log_resolution # The width of the generated image -#------------------------ -BATCH_SIZE = 16 -LEARNING_RATE = 0.001 -CHANNELS = 1 -interpolation = 'bilinear' - -N_FEATURES = 256 -MAX_FEATURES = 512 -EPOCHS = 41 # ! Training Epoch - -#------ New code ------ -lambda_gp = 10 # gradient penalty -W_DIM = 256 -Z_DIM = 256 # - - -# ---------------------- - -save_path = '/home/Student/s4653241/checkpoints/' -LOAD_CHECK= "/home/Student/s4653241/checkpoints/checkpoint_StyleGAN2_Epoch26.pth" # LOAD checkpoint \ No newline at end of file diff --git a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py deleted file mode 100644 index 9bab484ff..000000000 --- a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py +++ /dev/null @@ -1,243 +0,0 @@ -import os -from config import * -from PIL import Image -from torch.utils.data import Dataset, DataLoader,ConcatDataset -import torchvision.transforms as transforms -from torchvision.transforms import ToPILImage -import matplotlib.pyplot as plt -import torch - -# Function to combine datasets based on configuration -def combine_datasets(transform): - """ - Combines datasets for training and testing based on specified conditions. - - Args: - transform (callable): The transformations to be applied to images. - - Returns: - ConcatDataset: Concatenated training and testing datasets. - """ - if BRAIN == 'AD': - train = ImageDataset(AD_train, transform) - test = ImageDataset(AD_test, transform) - return ConcatDataset([train, test]) - else: - train = ImageDataset(NC_train, transform) - test = ImageDataset(NC_test,transform) - return ConcatDataset([train, test]) - -# Custom Dataset class to handle image loading and transformations -class ImageDataset(Dataset): - def __init__(self, root, transform=None): - """ - Initializes the dataset by setting the root directory and transformations. - - Args: - root (str): Directory of images. - transform (callable, optional): Transformations applied to each image. - """ - self.root = root - self.transform = transform - - self.files = sorted(os.listdir(root)) - - def __getitem__(self, index): - """ - Loads an image and applies transformations. - - Args: - index (int): Index of the image to load. - - Returns: - Tensor: Transformed image. - """ - img = Image.open(os.path.join(self.root, self.files[index])) - - if self.transform: - img = self.transform(img) - - return img - - def __len__(self): - return len(self.files) - - def get_raw_image(self, index): - """ - Returns the original, untransformed image. - - Args: - index (int): Index of the image in the dataset. - - Returns: - PIL.Image: Raw image without any transformations. - """ - img_path = os.path.join(self.root, self.files[index]) - raw_img = Image.open(img_path).convert("L") # Always return the raw image in RGB format - return raw_img - - def compare(self, index): - """ - Returns original and transformed versions of an image. - - Args: - index (int): Index of the image. - - Returns: - tuple: Original and transformed images. - """ - img = Image.open(os.path.join(self.root, self.files[index])) - - if self.transform: - trans_img = self.transform(img) - to_pil = transforms.ToPILImage() - trans_img = to_pil(trans_img) - - else: - trans_img = None # No transformation applied - - return img, trans_img, - - -# Function to apply transformation to images -def get_transform(image_size=(256, 240)): - """ - Defines transformations for resizing, grayscale conversion, and data augmentation. - - Args: - image_size (tuple): Desired output image size. - - Returns: - transforms.Compose: A composition of image transformations. - """ - transform = transforms.Compose([ - transforms.Resize((image_height, image_width), interpolation=transforms.InterpolationMode.BICUBIC), - # transforms.CenterCrop(image_size), - transforms.Grayscale(), - - transforms.RandomRotation(15), # Rotate image by ±15 degrees - transforms.ColorJitter(brightness=0.2, contrast=0.2), # Randomly adjust brightness and contrast - transforms.RandomHorizontalFlip(p=0.5), # Flip 50% of the images horizontally - - transforms.ToTensor(), - transforms.Normalize([0.5], [0.5]) #Singel channel image - ]) - return transform - -# Function to get the dataloader -def get_dataloader(image_size=IMAGE_SIZE, batch_size=BATCH_SIZE, shuffle = False): - """ - Creates a DataLoader with specified transformations, batch size, and shuffle settings. - - Args: - image_size (tuple): Desired image size. - batch_size (int): Number of images per batch. - shuffle (bool): Whether to shuffle the dataset. - - Returns: - DataLoader: DataLoader for the combined dataset. - """ - transform = get_transform(image_size) - - - dataset = combine_datasets(transform) - - return DataLoader(dataset, batch_size, shuffle=shuffle) - -# Function to get the image with transform -class ImageVisualize: - def __init__(self, dataloader): - """ - Initializes the ImageVisualizer with a given DataLoader. - Args: - dataloader (DataLoader): PyTorch DataLoader containing the images. - """ - self.dataloader = dataloader - - - - def get_image(self): - for _, img in enumerate(self.dataloader): - return img - - def plot_image(self, img=None): - to_pil = transforms.ToPILImage() - - if img is None: - img = self.get_image() - - if len(img.size()) == 4: - img = img[0] - - img = to_pil(img) - img.show() - - def plot_image_with_matplotlib(self, img=None): - """ - Plots the given image using matplotlib. If no image is provided, it retrieves one from the DataLoader. - Args: - img (Tensor, optional): A 3D or 4D image tensor to be plotted. If None, fetches from DataLoader. - """ - # If no image is provided, retrieve one from the DataLoader - if img is None: - img = self.get_image() - - # If the image is 4D (batch, channels, height, width), use the first image in the batch - if len(img.size()) == 4: - img = img[0] # Select the first image in the batch - - # Convert the 3D tensor to numpy array and rearrange dimensions (Channels, Height, Width) -> (Height, Width, Channels) - img = img.permute(1, 2, 0).numpy() - - # If the image was normalized to [-1, 1], denormalize back to [0, 1] - img = img * 0.5 + 0.5 - - # Plot the image using matplotlib - plt.imshow(img) - plt.axis('off') - plt.show() - def denormalize(self, img): - """ - Denormalizes the given image tensor from [-1, 1] to [0, 1]. - Args: - img (Tensor): Image tensor to be denormalized. - Returns: - Tensor: Denormalized image tensor. - """ - return img * 0.5 + 0.5 - - def demour_image(self,img): - """ - Denormalizes the given image tensor from [-1, 1] to [0, 255]. - Args: - img (Tensor): Image tensor to be denormalized. - Returns: - Tensor: Denormalized image tensor in the range [0, 255]. - """ - return (img * 0.5 + 0.5) * 255 - - - def display_comparison(original, transformed): - """ - Display the original and transformed images side-by-side. - - Args: - original (PIL.Image): The original image. - transformed (PIL.Image or None): The transformed image (or None if not available). - """ - fig, axes = plt.subplots(1, 2, figsize=(12, 6)) - - # Display the original image - axes[0].imshow(original) - axes[0].set_title("Original Image") - axes[0].axis('off') - - # Display the transformed image if available - if transformed: - axes[1].imshow(transformed) - axes[1].set_title("Transformed Image") - else: - axes[1].text(0.5, 0.5, "No Transformation Applied", fontsize=15, ha='center') - axes[1].axis('off') - - plt.show() diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py deleted file mode 100644 index 18d829d7f..000000000 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ /dev/null @@ -1,427 +0,0 @@ -import torch -from torch.autograd.profiler_util import Kernel -import torch.nn as nn -import torch.nn.functional as F -import numpy as np -from math import sqrt -from config import * - -# Mapping Network used for mapping latent vector z to intermediate latent vector w -class MappingNetwork(nn.Module): - """ - Initializes a mapping network to map a latent space to another latent space. - - Args: - z_dim (int): Dimension of input latent vector z. - w_dim (int): Dimension of intermediate latent vector w. - activation (nn.Module): Activation function used in the mapping layers. - """ - def __init__(self,z_dim,w_dim,activation = nn.ReLU()): - - super().__init__() - - # Mapping network - self.mapping = nn.Sequential( - EqualizerStraights(z_dim, w_dim), - activation, - EqualizerStraights(w_dim, w_dim), - activation, - EqualizerStraights(z_dim, w_dim), - activation, - EqualizerStraights(w_dim, w_dim), - activation, - EqualizerStraights(z_dim, w_dim), - activation, - EqualizerStraights(w_dim, w_dim), - activation, - EqualizerStraights(z_dim, w_dim), - activation, - EqualizerStraights(w_dim, w_dim) - ) - - def forward(self, x): - # Normalize the input tensor - x = x / torch.sqrt(torch.mean(x**2, dim = 1, keepdim = True) + 1e-8) # for PixelNorm - return self.mapping(x) - -# Equalizer for the fully connected layer -class EqualizerStraights(nn.Module): - """ - Fully connected layer with learnable weights and bias. - - Args: - in_chanel (int): Input dimension. - out_chanel (int): Output dimension. - bias (float): Initial bias value. - """ - def __init__(self, in_chanel, out_chanel, bias=0.0): - - super().__init__() - self.weight = EquilizerKG([out_chanel, in_chanel]) - self.bias = nn.Parameter(torch.ones(out_chanel) * bias) - - self.input_size = in_chanel - - def forward(self, x): - # Linear transformation - weight = self.weight().to(x.device) - return F.linear(x, weight, bias = self.bias.to(x.device)) - - -# Weight equalizer -class EquilizerKG(nn.Module): - """ - Weight equalizer to stabilize network weights across layers. - - Args: - shape (list): Shape of the weight tensor. - """ - def __init__(self,shape): - - super().__init__() - # self.constanted = 1 / sqrt(torch.prod(shape[1:])) # yet to use - self.constanted = 1 / sqrt(np.prod(shape[1:])) - self.weight = nn.Parameter(torch.randn(shape)) - - def forward(self): - return self.weight * self.constanted - - -# DripBlock for the generator, essentially a style block with noise and transformation -class DripBlock(nn.Module): - """ - Style-based block with noise addition and activation. - - Args: - W_DIM (int): Dimension of style vector w. - in_chanel (int): Input channels. - out_chanel (int): Output channels. - """ - def __init__(self,W_DIM, in_chanel, out_chanel): - - super().__init__() - - self.need_face = EqualizerStraights(W_DIM, in_chanel,bias=1.0) - - self.conv = Weight_Demod(in_chanel,out_chanel,kernel_size=3) - - # Noise and bias - self.scale_noise = nn.Parameter(torch.zeros(1)) - self.bias = nn.Parameter(torch.zeros(out_chanel)) - - self.activation = nn.LeakyReLU(0.2,True) - - def forward(self,x,w,noise): - s = self.need_face(w) - x = self.conv(x,s) - if noise is not None: - x = x + self.scale_noise[None,:,None,None] * noise - return self.activation(x + self.bias[None,:,None,None]) - - -class Weight_Demod(nn.Module): - """ - Weight demodulation for adaptive instance normalization. - - Args: - in_chanel (int): Input channels. - out_chanel (int): Output channels. - kernel_size (int): Kernel size. - demodulate (bool): Whether to apply weight demodulation. - eps (float): Small value for numerical stability. - """ - def __init__( - self, - in_chanel, - out_chanel, - kernel_size, - demodulate = True, - eps = 1e-8 - ): - - - super().__init__() - self.out_chanel = out_chanel - self.demodulate = demodulate - self.padding = (kernel_size -1) // 2 - - # Weights with Equalizer learning rate - self.weight = EquilizerKG([out_chanel, in_chanel, kernel_size, kernel_size]) - self.eps = eps # epsilon value for numerical stability - - def forward(self, x, s): - - # Get batch size, height and width - b, _, h, w = x.shape - - # Reshape the scales - s = s[:, None, :, None, None] - weights = self.weight()[None, :, :, :, :] - # The result has shape [batch_size, out_features, in_features, kernel_size, kernel_size]` - weights = weights * s - - # Weight Demodulation - if self.demodulate: - sigma_inv = torch.rsqrt((weights ** 2).sum(dim=(2, 3, 4), keepdim=True) + self.eps) - weights = weights * sigma_inv - - # Reshape x and weights - x = x.reshape(1, -1, h, w) - _, _, *ws = weights.shape - weights = weights.reshape(b * self.out_chanel, *ws) - - # Group b is used to define a different kernel (weights) for each sample in the batch - x = F.conv2d(x, weights, padding=self.padding, groups=b) - - # return x in shape of [batch_size, out_features, height, width] - return x.reshape(-1, self.out_chanel, h, w) - - -class ToRGB(nn.Module): - """ - Converts feature maps to RGB images in the generator. - - Args: - W_DIM (int): Style vector dimension. - features (int): Number of features. - """ - def __init__(self, W_DIM, features): - - super().__init__() - self.to_style = EqualizerStraights(W_DIM, features, bias=1.0) - - self.conv = Weight_Demod(features, CHANNELS, kernel_size=1, demodulate=False) - self.bias = nn.Parameter(torch.zeros(CHANNELS)) - self.activation = nn.LeakyReLU(0.2, True) - - def forward(self, x, w): - - style = self.to_style(w) - x = self.conv(x, style) - return self.activation(x + self.bias[None, :, None, None]) - - -class Generator(nn.Module): - """ - Progressive growing GAN generator. - - Args: - log_resolution (int): Resolution level (e.g., log2 of image width). - W_DIM (int): Style vector dimension. - n_features (int): Base number of features. - max_features (int): Maximum feature limit per layer. - """ - def __init__(self, log_resolution, W_DIM, n_features = 32, max_features = 256): - - super().__init__() - - features = [min(max_features, n_features * (2 ** i)) for i in range(log_resolution - 2, -1, -1)] - self.n_blocks = len(features) - - self.initial_constant = nn.Parameter(torch.randn((1, features[0], 4, 4))) - - self.style_block = DripBlock(W_DIM, features[0], features[0]) - self.to_rgb = ToRGB(W_DIM, features[0]) - - blocks = [GeneratorBlock(W_DIM, features[i - 1], features[i]) for i in range(1, self.n_blocks)] - self.blocks = nn.ModuleList(blocks) - - def forward(self, w, input_noise): - - batch_size = w.shape[1] - - x = self.initial_constant.expand(batch_size, -1, -1, -1) - x = self.style_block(x, w[0], input_noise[0][1]) - rgb = self.to_rgb(x, w[0]) - - for i in range(1, self.n_blocks): - x = F.interpolate(x, scale_factor=2, mode="bilinear") - x, rgb_new = self.blocks[i - 1](x, w[i], input_noise[i]) - rgb = F.interpolate(rgb, scale_factor=2, mode="bilinear") + rgb_new - - return torch.tanh(rgb) - - -class GeneratorBlock(nn.Module): - """ - A block within the generator, consisting of styled layers and RGB output conversion. - - Args: - W_DIM (int): Dimensionality of the style vector `w`. - in_channel (int): Number of input channels. - out_channel (int): Number of output channels. - """ - def __init__(self,W_DIM, in_chanel, out_chanel): - super().__init__() - - # First black changes the feature map size to the "out_chanel" - self.styled_block1 = DripBlock(W_DIM, in_chanel, out_chanel) - self.styled_block2 = DripBlock(W_DIM, out_chanel, out_chanel) - - self.to_rgb = ToRGB(W_DIM, out_chanel) - - def forward(self, x,w,noise): - - # Style blocks with Noise Tensor - x = self.styled_block1(x,w,noise[0]) - x = self.styled_block2(x,w,noise[1]) - - # RBG img - rgb = self.to_rgb(x,w) - - return x, rgb - - -# Discriminator for assessing real vs. generated images -class Discriminator(nn.Module): - """ - The discriminator network for distinguishing real from generated images. - - Args: - log_reso (int): Logarithmic resolution of the image (e.g., `log_reso=8` for 256x256 images). - n_features (int): Initial number of features. - max_features (int): Maximum number of features per layer. - """ - def __init__(self, log_reso, n_features = 64, max_features = 256,): # log resolution 2^log_reso= image size - super().__init__() - - features = [min(max_features, n_features*(2**i)) for i in range(log_reso - 1)] - - self.from_rgb = nn.Sequential( - Dis_Conv2d(CHANNELS, n_features, 1), # Change here - nn.LeakyReLU(0.2, True) - ) - - n_blocks = len(features) - 1 - - # Squential blocks generated from size for Discriminator blocks - blocks = [DiscriminatorBlock(features[i], features[i+1]) for i in range(n_blocks)] - self.blocks = nn.Sequential(*blocks) - - final_features = features[-1] + 1 - - # Final conv layer with 3x3 kernel - self.conv = Dis_Conv2d(final_features, final_features, 3) - # Final Equalized linear layer for classification - self.final = EqualizerStraights(2*2*final_features, 1) - def minibatch_std(self, x): - batch_statistics = ( - torch.std(x, dim=0).mean().repeat(x.shape[0], 1, x.shape[2], x.shape[3]) - ) - return torch.cat([x, batch_statistics], dim=1) - - - def forward(self, x): - x = self.from_rgb(x) - x = self.blocks(x) - x = self.minibatch_std(x) - x = self.conv(x) - x = x.reshape(x.shape[0], -1) - return self.final(x) - -class DiscriminatorBlock(nn.Module): - """ - A block within the discriminator that includes convolutional layers, downsampling, and residual connections. - - Args: - in_channel (int): Input channels. - out_channel (int): Output channels. - activation (nn.Module, optional): Activation function to use within the block. Defaults to LeakyReLU(0.2). - """ - def __init__(self,in_chanel,out_chanel,activation = nn.LeakyReLU(0.2,True)): - super().__init__() - - - self.residual = nn.Sequential( - nn.AvgPool2d(kernel_size=2, stride=2), - Dis_Conv2d(in_chanel, out_chanel,kernel_size=1) - ) - - self.block = nn.Sequential( - Dis_Conv2d(in_chanel, in_chanel, kernel_size=3, padding = 1), - activation, - Dis_Conv2d(in_chanel, out_chanel, kernel_size=3, padding = 1), - activation - ) - - self.downsample = nn.AvgPool2d( kernel_size=2, stride=2) - - self.scale = 1 / sqrt(2) - - def forward(self, x): - residual = self.residual(x) - x = self.block(x) - x = self.downsample(x) - - return (x + residual) * self.scale - -# Discriminator convolutional layer with equalized learning rate -class Dis_Conv2d(nn.Module): - """ - Convolutional layer with equalized learning rate for the discriminator. - - Args: - in_channel (int): Number of input channels. - out_channel (int): Number of output channels. - kernel_size (int): Kernel size. - padding (int, optional): Padding for convolution. Defaults to 0. - """ - def __init__(self,in_chanel,out_chanel,kernel_size,padding=0): - super().__init__() - # self.kernel_size = kernel_size - self.padding = padding - self.weight = EquilizerKG([out_chanel, in_chanel, kernel_size, kernel_size]) - self.bias = nn.Parameter(torch.ones(out_chanel)) - - def forward(self, x: torch.Tensor): - - return F.conv2d(x, self.weight(), bias=self.bias, padding=self.padding) - -class PathLengthPenalty(nn.Module): - """ - Path length penalty to regularize the generator by penalizing deviation in pixel norms. - - Args: - beta (float): Decay rate for moving average of path length. - """ - def __init__(self, beta): - super().__init__() - - self.beta = beta - self.steps = nn.Parameter(torch.tensor(0.), requires_grad=False) - - self.exp_sum_a = nn.Parameter(torch.tensor(0.), requires_grad=False) - - def forward(self, w, x): - - device = x.device - image_size = x.shape[2] * x.shape[3] - y = torch.randn(x.shape, device=device) - - # Scaling - output = (x * y).sum() / sqrt(image_size) - sqrt(image_size) - - # Computes gradient - gradients, *_ = torch.autograd.grad(outputs=output, - inputs=w, - grad_outputs=torch.ones(output.shape, device=device), - create_graph=True) - - # Calculated L2-norm - norm = (gradients ** 2).sum(dim=2).mean(dim=1).sqrt() - - # Regulatrise after first step - if self.steps > 0: - a = self.exp_sum_a / (1 - self.beta ** self.steps) - loss = torch.mean((norm - a) ** 2) - else: - # Return a dummpy loss tensor if computation fails - loss = norm.new_tensor(0) - - mean = norm.mean().detach() - self.exp_sum_a.mul_(self.beta).add_(mean, alpha=1 - self.beta) - self.steps.add_(1.) - - # return the penalty - return loss diff --git a/recognition/StyleGAN_s4653241/StyleGAN/predict.py b/recognition/StyleGAN_s4653241/StyleGAN/predict.py deleted file mode 100644 index 5ff5becf9..000000000 --- a/recognition/StyleGAN_s4653241/StyleGAN/predict.py +++ /dev/null @@ -1,100 +0,0 @@ -import matplotlib.pyplot as plt -import torch -import os -from torchvision.utils import save_image -from PIL import Image - -from modules import * -from config import * -from utils import * - -def plot_loss(G_loss,D_loss): - """ - Plots and saves the Generator and Discriminator losses separately as two images. - - Args: - G_loss (list of float): Generator loss values over iterations. - D_loss (list of float): Discriminator loss values over iterations. - """ - - plt.figure(figsize=(10,5)) - plt.title("Generator Loss During Training") - plt.plot(G_loss, label="G", color="blue") - plt.xlabel("Iterations") - plt.ylabel("Loss") - plt.legend() - plt.savefig('gen_loss.png') - - plt.figure(figsize=(10,5)) - plt.title("Discriminator Loss During Training") - plt.plot(D_loss, label="D", color="red") - plt.xlabel("Iterations") - plt.ylabel("Loss") - plt.legend() - plt.savefig('disc_loss.png') - plt.close() - -def plot_loss_epoch(G_loss, D_loss, epoch): - """ - Plots and saves Generator and Discriminator losses for each epoch on the same plot. - - Args: - G_loss (list of float): Generator loss values per epoch. - D_loss (list of float): Discriminator loss values per epoch. - epoch (int): Current epoch number, used in the plot title and filename. - """ - plt.figure(figsize=(10, 5)) - plt.plot(G_loss, label="Generator Loss", color="blue") - plt.plot(D_loss, label="Discriminator Loss", color="red") - plt.title(f"Loss During Training") - plt.xlabel("Epoch") - plt.ylabel("Loss") - plt.legend() - plt.savefig(f'loss_epoch_{epoch}.png') - plt.close() - -def generate_examples(gen, mapping_net,epoch, n=5): - """ - Generates and saves example images from the Generator model at a specific training epoch. - - Args: - gen (nn.Module): Generator model. - mapping_net (nn.Module): Mapping network for generating latent vectors. - epoch (int): Current epoch number, used to name the output directory. - n (int): Number of example images to generate. - """ - for i in range(n): - with torch.no_grad(): - w = get_w(1, mapping_net) - noise = get_noise(1) - img = gen(w, noise) - if not os.path.exists(f'saved_examples/epoch{epoch}'): - os.makedirs(f'saved_examples/epoch{epoch}') - save_image(img*0.5+0.5, f"saved_examples/epoch{epoch}/img_{i}.png") - - - - save_dir = "/home/Student/s4653241/StyleGAN2/recognition/StyleGAN_s4653241/StyleGAN/saved_examples" - for i in range(5): - images= next(data_iter) # Get a batch of images and labels - - - # Save the first few images in each batch - for j in range(len(images)): - # Convert the image tensor to a numpy array and scale properly - img = images[j].permute(1, 2, 0).cpu().numpy() # Convert to (H, W, C) and numpy - - if img.max() <= 1.0: # If normalized between 0-1, scale to 0-255 - img = (img * 255).astype(np.uint8) - - # Ensure it has three channels; convert grayscale to RGB - if img.shape[2] == 1: - img = np.repeat(img, 3, axis=2) # Convert single channel to RGB - - # Create PIL image - pil_img = Image.fromarray(img) - - # Save the image - pil_img.save(os.path.join(save_dir, f"batch_{i+1}_img_{j+1}.png")) - - print(f"Images saved to {save_dir}") \ No newline at end of file diff --git a/recognition/StyleGAN_s4653241/StyleGAN/train.py b/recognition/StyleGAN_s4653241/StyleGAN/train.py deleted file mode 100644 index 65a1463be..000000000 --- a/recognition/StyleGAN_s4653241/StyleGAN/train.py +++ /dev/null @@ -1,144 +0,0 @@ -import torch -from torch import optim -from tqdm import tqdm - -# Local libraries -from dataset import * -from modules import * -from predict import * -from config import * -from utils import * - -def train( - generator, - discriminator, - journey_penalty, - optimizer_G, - optimizer_D, - dataloader , - mapping_net, - optim_mapping, - epoch, # Current Epoch - epochs = EPOCHS, # Total Epoch Left - visualize=False): - """ - Trains the generator and discriminator for one epoch and applies a path length penalty. - - Args: - generator (nn.Module): The generator model. - discriminator (nn.Module): The discriminator model. - journey_penalty (nn.Module): Path length penalty for the generator. - optimizer_G (torch.optim.Optimizer): Optimizer for the generator. - optimizer_D (torch.optim.Optimizer): Optimizer for the discriminator. - dataloader (DataLoader): DataLoader providing batches of real images. - mapping_net (nn.Module): Mapping network for latent space transformation. - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. - epoch (int): Current epoch. - epochs (int): Total epochs for training. - visualize (bool): If True, enables visualization of training. - - Returns: - tuple: Lists of current discriminator and generator losses. - """ - # Initialize tqdm progress bar - progress_bar = tqdm(dataloader,desc=f"Epoch {epoch+1}/{epochs}",leave=True,dynamic_ncols=True) - - device = devicer() - current_G_loss = [] - current_D_loss = [] - - for batch_idx, real in enumerate(progress_bar): # Chanes here rea,_ in enumerate(progress_bar) - real = real.to(device) - current_batch_size = real.shape[0] - w = get_w(current_batch_size, mapping_net) - noise = get_noise(current_batch_size) - fake = generator(w, noise) - critic_fake = discriminator(fake.detach()) - critic_real = discriminator(real) - gp = gradient_penalty(discriminator, real, fake, device=device) - loss_critic = ( - -(torch.mean(critic_real) - torch.mean(critic_fake)) - + lambda_gp * gp - + (0.001 * torch.mean(critic_real ** 2)) - ) - - - current_D_loss.append(loss_critic.item()) - # Normal backward pass - optimizer_D.zero_grad() - loss_critic.backward() - optimizer_D.step() - gen_fake = discriminator(fake) - loss_gen = -torch.mean(gen_fake) - # Apply path length penalty on every 16 Batches - if batch_idx % 16 == 0: - plp = journey_penalty(w, fake) - if not torch.isnan(plp): - loss_gen = loss_gen + plp - - # Append the observed Generator loss to the list - current_G_loss.append(loss_gen.item()) - - mapping_net.zero_grad() - generator.zero_grad() - loss_gen.backward() - optimizer_G.step() - optim_mapping.step() - - progress_bar.set_postfix( - gp=gp.item(), - loss_critic=loss_critic.item(), - D_loss = loss_critic.item(), - G_loss = loss_gen.item() - ) - - return (current_D_loss, current_G_loss) - - -if __name__ == '__main__': - - - device=devicer() - dataloader = get_dataloader() - generator = Generator(log_resolution,W_DIM).to(device) - discriminator = Discriminator(log_resolution).to(device) - mapping_net = MappingNetwork(Z_DIM, W_DIM).to(device) - journey_penalty = PathLengthPenalty(0.99).to(device) - - - optimizer_G = optim.Adam(generator.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) - optimizer_D = optim.Adam(discriminator.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) - optim_mapping = optim.Adam(mapping_net.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) - - G_losses = [] - D_losses = [] - - if LOAD: - Loaded_epoch, G_losses,D_losses = load_checkpoint(LOAD_CHECK,generator,discriminator,optimizer_G,optimizer_D,optim_mapping) - print("Loaded checkpoint") - else: - Loaded_epoch = 0 - - if TRAIN: - - generator.train() - discriminator.train() - mapping_net.train() - - for epoch in range(Loaded_epoch,EPOCHS): - G_loss, D_loss = train(generator, discriminator, journey_penalty, optimizer_G, optimizer_D, dataloader, mapping_net, optim_mapping,epoch,EPOCHS) - - G_losses.extend(G_loss) - D_losses.extend(D_loss) - - generate_examples(generator, mapping_net,epoch, n=5) - - if epoch % 5 == 0 and SAVE_MODEL : - save_model(epoch,generator,discriminator,optimizer_G,optimizer_D,optim_mapping,G_losses,D_losses) - - - plot_loss(G_losses, D_losses) - - if TEST: - - generate_examples(generator, mapping_net,epoch, n=5) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/utils.py b/recognition/StyleGAN_s4653241/StyleGAN/utils.py deleted file mode 100644 index 0743fafcc..000000000 --- a/recognition/StyleGAN_s4653241/StyleGAN/utils.py +++ /dev/null @@ -1,172 +0,0 @@ -import torch -import warnings -import config -from config import * - - - -def save_model(epoch,G,D,optimizer_G,optimizer_D,optim_mapping, gen_loss, disc_loss): - """ - Saves the model checkpoint including the state of models, optimizers, and training parameters. - - Parameters: - - epoch (int): The current epoch number. - - G (nn.Module): Generator model. - - D (nn.Module): Discriminator model. - - optimizer_G (torch.optim.Optimizer): Optimizer for the generator. - - optimizer_D (torch.optim.Optimizer): Optimizer for the discriminator. - - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. - - gen_loss (float): Generator loss. - - disc_loss (float): Discriminator loss. - """ - checkpoint = { - 'epoch': epoch, - 'G_state_dict': G.state_dict(), - 'D_state_dict': D.state_dict(), - 'optimizer_G_state_dict': optimizer_G.state_dict(), - 'optimizer_D_state_dict': optimizer_D.state_dict(), - "optim_mapping_state": optim_mapping.state_dict(), - 'random_state': torch.get_rng_state(), - 'cuda_random_state': torch.cuda.get_rng_state_all(), # Save the random state of the GPU - 'gen_loss': gen_loss, - 'disc_loss': disc_loss, - - } - path = config.save_path + f'checkpoint_StyleGAN2_Epoch{epoch+1}.pth' - torch.save(checkpoint, path) - print(f"Checkpoint saved at epoch {epoch+1}.", flush =True) - -def load_checkpoint(path, G, D, optimizer_G, optimizer_D,optim_mapping): - """ - Loads a saved checkpoint to resume training. - - Parameters: - - path (str): Path to the checkpoint file. - - G (nn.Module): Generator model to load state into. - - D (nn.Module): Discriminator model to load state into. - - optimizer_G (torch.optim.Optimizer): Generator optimizer. - - optimizer_D (torch.optim.Optimizer): Discriminator optimizer. - - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. - - Returns: - - epoch (int): Epoch to resume from. - - gen_loss (float): Saved generator loss. - - disc_loss (float): Saved discriminator loss. - """ - checkpoint = torch.load(path) - G.load_state_dict(checkpoint['G_state_dict']) - D.load_state_dict(checkpoint['D_state_dict']) - optimizer_G.load_state_dict(checkpoint['optimizer_G_state_dict']) - optimizer_D.load_state_dict(checkpoint['optimizer_D_state_dict']) - optim_mapping.load_state_dict(checkpoint['optim_mapping_state']) - epoch = checkpoint['epoch'] - gen_loss = checkpoint['gen_loss'] - disc_loss = checkpoint['disc_loss'] - torch.set_rng_state(checkpoint['random_state']) - torch.cuda.set_rng_state_all(checkpoint['cuda_random_state']) - - return epoch, gen_loss, disc_loss - - - -def devicer(): - """ - Selects the best available device (CUDA, MPS, or CPU) for computation. - - Returns: - - device (torch.device): The computation device. - """ - if torch.cuda.is_available(): - device = torch.device("cuda") - elif torch.backends.mps.is_available(): - device = torch.device("mps") - else: - device = torch.device("cpu") - - # print(f'Using device: {device}', flush=True) - return device - -def get_w(batch_size, mapping_network,device=devicer()): - """ - Generates the latent vector `w` for StyleGAN2, expanded to match the required shape. - - Parameters: - - batch_size (int): Number of samples in the batch. - - mapping_network (nn.Module): Network that maps latent `z` to latent `w`. - - device (torch.device): Device for computation. - - Returns: - - w (torch.Tensor): Expanded `w` tensor for generator blocks. - """ - z = torch.randn(batch_size, W_DIM).to(device) - w = mapping_network(z) - # Expand w from the generator blocks - return w[None,:,:].expand(config.log_resolution, -1, -1) - -def get_noise(batch_size,device=devicer()): - """ - Generates a list of noise tensors of increasing resolution for each generator block in StyleGAN2. - - Parameters: - - batch_size (int): Number of samples in the batch. - - device (torch.device): Device for computation. - - Returns: - - noise (list of torch.Tensor): List of noise tensors for generator layers. - """ - noise = [] - #noise res starts from 4x4 - resolution = 4 - - # For each gen block - for i in range(config.log_resolution): - # First block uses 3x3 conv - if i == 0: - n1 = None - # For rest of conv layer - else: - n1 = torch.randn(batch_size, 1, resolution, resolution, device= device) - n2 = torch.randn(batch_size, 1, resolution, resolution,device= device) - - # add the noise tensors to the lsit - noise.append((n1, n2)) - # subsequent block has 2x2 res - resolution *= 2 - - return noise - -def gradient_penalty(critic, real, fake,device=devicer()): - """ - Computes the gradient penalty for WGAN-GP, helping improve discriminator stability. - - Parameters: - - critic (nn.Module): Discriminator or critic model. - - real (torch.Tensor): Real images. - - fake (torch.Tensor): Generated (fake) images. - - device (torch.device): Device for computation. - - Returns: - - gradient_penalty (torch.Tensor): Computed gradient penalty to add to the loss. - """ - BATCH_SIZE, C, H, W = real.shape - beta = torch.rand((BATCH_SIZE, 1, 1, 1)).repeat(1, C, H, W).to(device) - interpolated_images = real * beta + fake.detach() * (1 - beta) - interpolated_images.requires_grad_(True) - - # Calculate critic scores - mixed_scores = critic(interpolated_images) - - gradient = torch.autograd.grad( - inputs=interpolated_images, - outputs=mixed_scores, - grad_outputs=torch.ones_like(mixed_scores), - create_graph=True, - retain_graph=True, - )[0] - # Reshape gradients to calculate the norm - gradient = gradient.view(gradient.shape[0], -1) - # Calculate the norm and then the loss - gradient_norm = gradient.norm(2, dim=1) - gradient_penalty = torch.mean((gradient_norm - 1) ** 2) - - return gradient_penalty From caeb8455e63cc17ee40cf32e8aca8b8462dce03e Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 05:19:09 +1000 Subject: [PATCH 80/93] move files to parent file --- recognition/StyleGAN_s4653241/config.py | 43 +++ recognition/StyleGAN_s4653241/dataset.py | 243 +++++++++++++ recognition/StyleGAN_s4653241/modules.py | 427 +++++++++++++++++++++++ recognition/StyleGAN_s4653241/predict.py | 100 ++++++ recognition/StyleGAN_s4653241/train.py | 144 ++++++++ recognition/StyleGAN_s4653241/utils.py | 172 +++++++++ 6 files changed, 1129 insertions(+) create mode 100644 recognition/StyleGAN_s4653241/config.py create mode 100644 recognition/StyleGAN_s4653241/dataset.py create mode 100644 recognition/StyleGAN_s4653241/modules.py create mode 100644 recognition/StyleGAN_s4653241/predict.py create mode 100644 recognition/StyleGAN_s4653241/train.py create mode 100644 recognition/StyleGAN_s4653241/utils.py diff --git a/recognition/StyleGAN_s4653241/config.py b/recognition/StyleGAN_s4653241/config.py new file mode 100644 index 000000000..1710da247 --- /dev/null +++ b/recognition/StyleGAN_s4653241/config.py @@ -0,0 +1,43 @@ +''' Wil be used to store all the configuration variables for the project ''' + + +TRAIN = True # When Training +LOAD = False # Load Checkpoint from LOAD_CHECK +SAVE_MODEL = False # Saves model to save_path +TEST = False # TEST loaded model usually when using checkpoint model + + +# Data path +AD_train = "/home/groups/comp3710/ADNI/AD_NC/train/AD" +AD_test = "/home/groups/comp3710/ADNI/AD_NC/test/AD" +NC_train = "/home/groups/comp3710/ADNI/AD_NC/train/NC" +NC_test = "/home/groups/comp3710/ADNI/AD_NC/test/NC" + +BRAIN = 'AD' # Change for different type of Brain + +# ----Image Parameters---- +# +log_resolution = 7 # 256x256 image size as such 2^8 = 256 # use 2^7 for single gpu (faster) +IMAGE_SIZE = (256, 240) +image_height = 2**log_resolution # The height of the generated image +image_width = 2**log_resolution # The width of the generated image +#------------------------ +BATCH_SIZE = 16 +LEARNING_RATE = 0.001 +CHANNELS = 1 +interpolation = 'bilinear' + +N_FEATURES = 256 +MAX_FEATURES = 512 +EPOCHS = 41 # ! Training Epoch + +#------ New code ------ +lambda_gp = 10 # gradient penalty +W_DIM = 256 +Z_DIM = 256 # + + +# ---------------------- + +save_path = '/home/Student/s4653241/checkpoints/' +LOAD_CHECK= "/home/Student/s4653241/checkpoints/checkpoint_StyleGAN2_Epoch26.pth" # LOAD checkpoint \ No newline at end of file diff --git a/recognition/StyleGAN_s4653241/dataset.py b/recognition/StyleGAN_s4653241/dataset.py new file mode 100644 index 000000000..9bab484ff --- /dev/null +++ b/recognition/StyleGAN_s4653241/dataset.py @@ -0,0 +1,243 @@ +import os +from config import * +from PIL import Image +from torch.utils.data import Dataset, DataLoader,ConcatDataset +import torchvision.transforms as transforms +from torchvision.transforms import ToPILImage +import matplotlib.pyplot as plt +import torch + +# Function to combine datasets based on configuration +def combine_datasets(transform): + """ + Combines datasets for training and testing based on specified conditions. + + Args: + transform (callable): The transformations to be applied to images. + + Returns: + ConcatDataset: Concatenated training and testing datasets. + """ + if BRAIN == 'AD': + train = ImageDataset(AD_train, transform) + test = ImageDataset(AD_test, transform) + return ConcatDataset([train, test]) + else: + train = ImageDataset(NC_train, transform) + test = ImageDataset(NC_test,transform) + return ConcatDataset([train, test]) + +# Custom Dataset class to handle image loading and transformations +class ImageDataset(Dataset): + def __init__(self, root, transform=None): + """ + Initializes the dataset by setting the root directory and transformations. + + Args: + root (str): Directory of images. + transform (callable, optional): Transformations applied to each image. + """ + self.root = root + self.transform = transform + + self.files = sorted(os.listdir(root)) + + def __getitem__(self, index): + """ + Loads an image and applies transformations. + + Args: + index (int): Index of the image to load. + + Returns: + Tensor: Transformed image. + """ + img = Image.open(os.path.join(self.root, self.files[index])) + + if self.transform: + img = self.transform(img) + + return img + + def __len__(self): + return len(self.files) + + def get_raw_image(self, index): + """ + Returns the original, untransformed image. + + Args: + index (int): Index of the image in the dataset. + + Returns: + PIL.Image: Raw image without any transformations. + """ + img_path = os.path.join(self.root, self.files[index]) + raw_img = Image.open(img_path).convert("L") # Always return the raw image in RGB format + return raw_img + + def compare(self, index): + """ + Returns original and transformed versions of an image. + + Args: + index (int): Index of the image. + + Returns: + tuple: Original and transformed images. + """ + img = Image.open(os.path.join(self.root, self.files[index])) + + if self.transform: + trans_img = self.transform(img) + to_pil = transforms.ToPILImage() + trans_img = to_pil(trans_img) + + else: + trans_img = None # No transformation applied + + return img, trans_img, + + +# Function to apply transformation to images +def get_transform(image_size=(256, 240)): + """ + Defines transformations for resizing, grayscale conversion, and data augmentation. + + Args: + image_size (tuple): Desired output image size. + + Returns: + transforms.Compose: A composition of image transformations. + """ + transform = transforms.Compose([ + transforms.Resize((image_height, image_width), interpolation=transforms.InterpolationMode.BICUBIC), + # transforms.CenterCrop(image_size), + transforms.Grayscale(), + + transforms.RandomRotation(15), # Rotate image by ±15 degrees + transforms.ColorJitter(brightness=0.2, contrast=0.2), # Randomly adjust brightness and contrast + transforms.RandomHorizontalFlip(p=0.5), # Flip 50% of the images horizontally + + transforms.ToTensor(), + transforms.Normalize([0.5], [0.5]) #Singel channel image + ]) + return transform + +# Function to get the dataloader +def get_dataloader(image_size=IMAGE_SIZE, batch_size=BATCH_SIZE, shuffle = False): + """ + Creates a DataLoader with specified transformations, batch size, and shuffle settings. + + Args: + image_size (tuple): Desired image size. + batch_size (int): Number of images per batch. + shuffle (bool): Whether to shuffle the dataset. + + Returns: + DataLoader: DataLoader for the combined dataset. + """ + transform = get_transform(image_size) + + + dataset = combine_datasets(transform) + + return DataLoader(dataset, batch_size, shuffle=shuffle) + +# Function to get the image with transform +class ImageVisualize: + def __init__(self, dataloader): + """ + Initializes the ImageVisualizer with a given DataLoader. + Args: + dataloader (DataLoader): PyTorch DataLoader containing the images. + """ + self.dataloader = dataloader + + + + def get_image(self): + for _, img in enumerate(self.dataloader): + return img + + def plot_image(self, img=None): + to_pil = transforms.ToPILImage() + + if img is None: + img = self.get_image() + + if len(img.size()) == 4: + img = img[0] + + img = to_pil(img) + img.show() + + def plot_image_with_matplotlib(self, img=None): + """ + Plots the given image using matplotlib. If no image is provided, it retrieves one from the DataLoader. + Args: + img (Tensor, optional): A 3D or 4D image tensor to be plotted. If None, fetches from DataLoader. + """ + # If no image is provided, retrieve one from the DataLoader + if img is None: + img = self.get_image() + + # If the image is 4D (batch, channels, height, width), use the first image in the batch + if len(img.size()) == 4: + img = img[0] # Select the first image in the batch + + # Convert the 3D tensor to numpy array and rearrange dimensions (Channels, Height, Width) -> (Height, Width, Channels) + img = img.permute(1, 2, 0).numpy() + + # If the image was normalized to [-1, 1], denormalize back to [0, 1] + img = img * 0.5 + 0.5 + + # Plot the image using matplotlib + plt.imshow(img) + plt.axis('off') + plt.show() + def denormalize(self, img): + """ + Denormalizes the given image tensor from [-1, 1] to [0, 1]. + Args: + img (Tensor): Image tensor to be denormalized. + Returns: + Tensor: Denormalized image tensor. + """ + return img * 0.5 + 0.5 + + def demour_image(self,img): + """ + Denormalizes the given image tensor from [-1, 1] to [0, 255]. + Args: + img (Tensor): Image tensor to be denormalized. + Returns: + Tensor: Denormalized image tensor in the range [0, 255]. + """ + return (img * 0.5 + 0.5) * 255 + + + def display_comparison(original, transformed): + """ + Display the original and transformed images side-by-side. + + Args: + original (PIL.Image): The original image. + transformed (PIL.Image or None): The transformed image (or None if not available). + """ + fig, axes = plt.subplots(1, 2, figsize=(12, 6)) + + # Display the original image + axes[0].imshow(original) + axes[0].set_title("Original Image") + axes[0].axis('off') + + # Display the transformed image if available + if transformed: + axes[1].imshow(transformed) + axes[1].set_title("Transformed Image") + else: + axes[1].text(0.5, 0.5, "No Transformation Applied", fontsize=15, ha='center') + axes[1].axis('off') + + plt.show() diff --git a/recognition/StyleGAN_s4653241/modules.py b/recognition/StyleGAN_s4653241/modules.py new file mode 100644 index 000000000..18d829d7f --- /dev/null +++ b/recognition/StyleGAN_s4653241/modules.py @@ -0,0 +1,427 @@ +import torch +from torch.autograd.profiler_util import Kernel +import torch.nn as nn +import torch.nn.functional as F +import numpy as np +from math import sqrt +from config import * + +# Mapping Network used for mapping latent vector z to intermediate latent vector w +class MappingNetwork(nn.Module): + """ + Initializes a mapping network to map a latent space to another latent space. + + Args: + z_dim (int): Dimension of input latent vector z. + w_dim (int): Dimension of intermediate latent vector w. + activation (nn.Module): Activation function used in the mapping layers. + """ + def __init__(self,z_dim,w_dim,activation = nn.ReLU()): + + super().__init__() + + # Mapping network + self.mapping = nn.Sequential( + EqualizerStraights(z_dim, w_dim), + activation, + EqualizerStraights(w_dim, w_dim), + activation, + EqualizerStraights(z_dim, w_dim), + activation, + EqualizerStraights(w_dim, w_dim), + activation, + EqualizerStraights(z_dim, w_dim), + activation, + EqualizerStraights(w_dim, w_dim), + activation, + EqualizerStraights(z_dim, w_dim), + activation, + EqualizerStraights(w_dim, w_dim) + ) + + def forward(self, x): + # Normalize the input tensor + x = x / torch.sqrt(torch.mean(x**2, dim = 1, keepdim = True) + 1e-8) # for PixelNorm + return self.mapping(x) + +# Equalizer for the fully connected layer +class EqualizerStraights(nn.Module): + """ + Fully connected layer with learnable weights and bias. + + Args: + in_chanel (int): Input dimension. + out_chanel (int): Output dimension. + bias (float): Initial bias value. + """ + def __init__(self, in_chanel, out_chanel, bias=0.0): + + super().__init__() + self.weight = EquilizerKG([out_chanel, in_chanel]) + self.bias = nn.Parameter(torch.ones(out_chanel) * bias) + + self.input_size = in_chanel + + def forward(self, x): + # Linear transformation + weight = self.weight().to(x.device) + return F.linear(x, weight, bias = self.bias.to(x.device)) + + +# Weight equalizer +class EquilizerKG(nn.Module): + """ + Weight equalizer to stabilize network weights across layers. + + Args: + shape (list): Shape of the weight tensor. + """ + def __init__(self,shape): + + super().__init__() + # self.constanted = 1 / sqrt(torch.prod(shape[1:])) # yet to use + self.constanted = 1 / sqrt(np.prod(shape[1:])) + self.weight = nn.Parameter(torch.randn(shape)) + + def forward(self): + return self.weight * self.constanted + + +# DripBlock for the generator, essentially a style block with noise and transformation +class DripBlock(nn.Module): + """ + Style-based block with noise addition and activation. + + Args: + W_DIM (int): Dimension of style vector w. + in_chanel (int): Input channels. + out_chanel (int): Output channels. + """ + def __init__(self,W_DIM, in_chanel, out_chanel): + + super().__init__() + + self.need_face = EqualizerStraights(W_DIM, in_chanel,bias=1.0) + + self.conv = Weight_Demod(in_chanel,out_chanel,kernel_size=3) + + # Noise and bias + self.scale_noise = nn.Parameter(torch.zeros(1)) + self.bias = nn.Parameter(torch.zeros(out_chanel)) + + self.activation = nn.LeakyReLU(0.2,True) + + def forward(self,x,w,noise): + s = self.need_face(w) + x = self.conv(x,s) + if noise is not None: + x = x + self.scale_noise[None,:,None,None] * noise + return self.activation(x + self.bias[None,:,None,None]) + + +class Weight_Demod(nn.Module): + """ + Weight demodulation for adaptive instance normalization. + + Args: + in_chanel (int): Input channels. + out_chanel (int): Output channels. + kernel_size (int): Kernel size. + demodulate (bool): Whether to apply weight demodulation. + eps (float): Small value for numerical stability. + """ + def __init__( + self, + in_chanel, + out_chanel, + kernel_size, + demodulate = True, + eps = 1e-8 + ): + + + super().__init__() + self.out_chanel = out_chanel + self.demodulate = demodulate + self.padding = (kernel_size -1) // 2 + + # Weights with Equalizer learning rate + self.weight = EquilizerKG([out_chanel, in_chanel, kernel_size, kernel_size]) + self.eps = eps # epsilon value for numerical stability + + def forward(self, x, s): + + # Get batch size, height and width + b, _, h, w = x.shape + + # Reshape the scales + s = s[:, None, :, None, None] + weights = self.weight()[None, :, :, :, :] + # The result has shape [batch_size, out_features, in_features, kernel_size, kernel_size]` + weights = weights * s + + # Weight Demodulation + if self.demodulate: + sigma_inv = torch.rsqrt((weights ** 2).sum(dim=(2, 3, 4), keepdim=True) + self.eps) + weights = weights * sigma_inv + + # Reshape x and weights + x = x.reshape(1, -1, h, w) + _, _, *ws = weights.shape + weights = weights.reshape(b * self.out_chanel, *ws) + + # Group b is used to define a different kernel (weights) for each sample in the batch + x = F.conv2d(x, weights, padding=self.padding, groups=b) + + # return x in shape of [batch_size, out_features, height, width] + return x.reshape(-1, self.out_chanel, h, w) + + +class ToRGB(nn.Module): + """ + Converts feature maps to RGB images in the generator. + + Args: + W_DIM (int): Style vector dimension. + features (int): Number of features. + """ + def __init__(self, W_DIM, features): + + super().__init__() + self.to_style = EqualizerStraights(W_DIM, features, bias=1.0) + + self.conv = Weight_Demod(features, CHANNELS, kernel_size=1, demodulate=False) + self.bias = nn.Parameter(torch.zeros(CHANNELS)) + self.activation = nn.LeakyReLU(0.2, True) + + def forward(self, x, w): + + style = self.to_style(w) + x = self.conv(x, style) + return self.activation(x + self.bias[None, :, None, None]) + + +class Generator(nn.Module): + """ + Progressive growing GAN generator. + + Args: + log_resolution (int): Resolution level (e.g., log2 of image width). + W_DIM (int): Style vector dimension. + n_features (int): Base number of features. + max_features (int): Maximum feature limit per layer. + """ + def __init__(self, log_resolution, W_DIM, n_features = 32, max_features = 256): + + super().__init__() + + features = [min(max_features, n_features * (2 ** i)) for i in range(log_resolution - 2, -1, -1)] + self.n_blocks = len(features) + + self.initial_constant = nn.Parameter(torch.randn((1, features[0], 4, 4))) + + self.style_block = DripBlock(W_DIM, features[0], features[0]) + self.to_rgb = ToRGB(W_DIM, features[0]) + + blocks = [GeneratorBlock(W_DIM, features[i - 1], features[i]) for i in range(1, self.n_blocks)] + self.blocks = nn.ModuleList(blocks) + + def forward(self, w, input_noise): + + batch_size = w.shape[1] + + x = self.initial_constant.expand(batch_size, -1, -1, -1) + x = self.style_block(x, w[0], input_noise[0][1]) + rgb = self.to_rgb(x, w[0]) + + for i in range(1, self.n_blocks): + x = F.interpolate(x, scale_factor=2, mode="bilinear") + x, rgb_new = self.blocks[i - 1](x, w[i], input_noise[i]) + rgb = F.interpolate(rgb, scale_factor=2, mode="bilinear") + rgb_new + + return torch.tanh(rgb) + + +class GeneratorBlock(nn.Module): + """ + A block within the generator, consisting of styled layers and RGB output conversion. + + Args: + W_DIM (int): Dimensionality of the style vector `w`. + in_channel (int): Number of input channels. + out_channel (int): Number of output channels. + """ + def __init__(self,W_DIM, in_chanel, out_chanel): + super().__init__() + + # First black changes the feature map size to the "out_chanel" + self.styled_block1 = DripBlock(W_DIM, in_chanel, out_chanel) + self.styled_block2 = DripBlock(W_DIM, out_chanel, out_chanel) + + self.to_rgb = ToRGB(W_DIM, out_chanel) + + def forward(self, x,w,noise): + + # Style blocks with Noise Tensor + x = self.styled_block1(x,w,noise[0]) + x = self.styled_block2(x,w,noise[1]) + + # RBG img + rgb = self.to_rgb(x,w) + + return x, rgb + + +# Discriminator for assessing real vs. generated images +class Discriminator(nn.Module): + """ + The discriminator network for distinguishing real from generated images. + + Args: + log_reso (int): Logarithmic resolution of the image (e.g., `log_reso=8` for 256x256 images). + n_features (int): Initial number of features. + max_features (int): Maximum number of features per layer. + """ + def __init__(self, log_reso, n_features = 64, max_features = 256,): # log resolution 2^log_reso= image size + super().__init__() + + features = [min(max_features, n_features*(2**i)) for i in range(log_reso - 1)] + + self.from_rgb = nn.Sequential( + Dis_Conv2d(CHANNELS, n_features, 1), # Change here + nn.LeakyReLU(0.2, True) + ) + + n_blocks = len(features) - 1 + + # Squential blocks generated from size for Discriminator blocks + blocks = [DiscriminatorBlock(features[i], features[i+1]) for i in range(n_blocks)] + self.blocks = nn.Sequential(*blocks) + + final_features = features[-1] + 1 + + # Final conv layer with 3x3 kernel + self.conv = Dis_Conv2d(final_features, final_features, 3) + # Final Equalized linear layer for classification + self.final = EqualizerStraights(2*2*final_features, 1) + def minibatch_std(self, x): + batch_statistics = ( + torch.std(x, dim=0).mean().repeat(x.shape[0], 1, x.shape[2], x.shape[3]) + ) + return torch.cat([x, batch_statistics], dim=1) + + + def forward(self, x): + x = self.from_rgb(x) + x = self.blocks(x) + x = self.minibatch_std(x) + x = self.conv(x) + x = x.reshape(x.shape[0], -1) + return self.final(x) + +class DiscriminatorBlock(nn.Module): + """ + A block within the discriminator that includes convolutional layers, downsampling, and residual connections. + + Args: + in_channel (int): Input channels. + out_channel (int): Output channels. + activation (nn.Module, optional): Activation function to use within the block. Defaults to LeakyReLU(0.2). + """ + def __init__(self,in_chanel,out_chanel,activation = nn.LeakyReLU(0.2,True)): + super().__init__() + + + self.residual = nn.Sequential( + nn.AvgPool2d(kernel_size=2, stride=2), + Dis_Conv2d(in_chanel, out_chanel,kernel_size=1) + ) + + self.block = nn.Sequential( + Dis_Conv2d(in_chanel, in_chanel, kernel_size=3, padding = 1), + activation, + Dis_Conv2d(in_chanel, out_chanel, kernel_size=3, padding = 1), + activation + ) + + self.downsample = nn.AvgPool2d( kernel_size=2, stride=2) + + self.scale = 1 / sqrt(2) + + def forward(self, x): + residual = self.residual(x) + x = self.block(x) + x = self.downsample(x) + + return (x + residual) * self.scale + +# Discriminator convolutional layer with equalized learning rate +class Dis_Conv2d(nn.Module): + """ + Convolutional layer with equalized learning rate for the discriminator. + + Args: + in_channel (int): Number of input channels. + out_channel (int): Number of output channels. + kernel_size (int): Kernel size. + padding (int, optional): Padding for convolution. Defaults to 0. + """ + def __init__(self,in_chanel,out_chanel,kernel_size,padding=0): + super().__init__() + # self.kernel_size = kernel_size + self.padding = padding + self.weight = EquilizerKG([out_chanel, in_chanel, kernel_size, kernel_size]) + self.bias = nn.Parameter(torch.ones(out_chanel)) + + def forward(self, x: torch.Tensor): + + return F.conv2d(x, self.weight(), bias=self.bias, padding=self.padding) + +class PathLengthPenalty(nn.Module): + """ + Path length penalty to regularize the generator by penalizing deviation in pixel norms. + + Args: + beta (float): Decay rate for moving average of path length. + """ + def __init__(self, beta): + super().__init__() + + self.beta = beta + self.steps = nn.Parameter(torch.tensor(0.), requires_grad=False) + + self.exp_sum_a = nn.Parameter(torch.tensor(0.), requires_grad=False) + + def forward(self, w, x): + + device = x.device + image_size = x.shape[2] * x.shape[3] + y = torch.randn(x.shape, device=device) + + # Scaling + output = (x * y).sum() / sqrt(image_size) + sqrt(image_size) + + # Computes gradient + gradients, *_ = torch.autograd.grad(outputs=output, + inputs=w, + grad_outputs=torch.ones(output.shape, device=device), + create_graph=True) + + # Calculated L2-norm + norm = (gradients ** 2).sum(dim=2).mean(dim=1).sqrt() + + # Regulatrise after first step + if self.steps > 0: + a = self.exp_sum_a / (1 - self.beta ** self.steps) + loss = torch.mean((norm - a) ** 2) + else: + # Return a dummpy loss tensor if computation fails + loss = norm.new_tensor(0) + + mean = norm.mean().detach() + self.exp_sum_a.mul_(self.beta).add_(mean, alpha=1 - self.beta) + self.steps.add_(1.) + + # return the penalty + return loss diff --git a/recognition/StyleGAN_s4653241/predict.py b/recognition/StyleGAN_s4653241/predict.py new file mode 100644 index 000000000..5ff5becf9 --- /dev/null +++ b/recognition/StyleGAN_s4653241/predict.py @@ -0,0 +1,100 @@ +import matplotlib.pyplot as plt +import torch +import os +from torchvision.utils import save_image +from PIL import Image + +from modules import * +from config import * +from utils import * + +def plot_loss(G_loss,D_loss): + """ + Plots and saves the Generator and Discriminator losses separately as two images. + + Args: + G_loss (list of float): Generator loss values over iterations. + D_loss (list of float): Discriminator loss values over iterations. + """ + + plt.figure(figsize=(10,5)) + plt.title("Generator Loss During Training") + plt.plot(G_loss, label="G", color="blue") + plt.xlabel("Iterations") + plt.ylabel("Loss") + plt.legend() + plt.savefig('gen_loss.png') + + plt.figure(figsize=(10,5)) + plt.title("Discriminator Loss During Training") + plt.plot(D_loss, label="D", color="red") + plt.xlabel("Iterations") + plt.ylabel("Loss") + plt.legend() + plt.savefig('disc_loss.png') + plt.close() + +def plot_loss_epoch(G_loss, D_loss, epoch): + """ + Plots and saves Generator and Discriminator losses for each epoch on the same plot. + + Args: + G_loss (list of float): Generator loss values per epoch. + D_loss (list of float): Discriminator loss values per epoch. + epoch (int): Current epoch number, used in the plot title and filename. + """ + plt.figure(figsize=(10, 5)) + plt.plot(G_loss, label="Generator Loss", color="blue") + plt.plot(D_loss, label="Discriminator Loss", color="red") + plt.title(f"Loss During Training") + plt.xlabel("Epoch") + plt.ylabel("Loss") + plt.legend() + plt.savefig(f'loss_epoch_{epoch}.png') + plt.close() + +def generate_examples(gen, mapping_net,epoch, n=5): + """ + Generates and saves example images from the Generator model at a specific training epoch. + + Args: + gen (nn.Module): Generator model. + mapping_net (nn.Module): Mapping network for generating latent vectors. + epoch (int): Current epoch number, used to name the output directory. + n (int): Number of example images to generate. + """ + for i in range(n): + with torch.no_grad(): + w = get_w(1, mapping_net) + noise = get_noise(1) + img = gen(w, noise) + if not os.path.exists(f'saved_examples/epoch{epoch}'): + os.makedirs(f'saved_examples/epoch{epoch}') + save_image(img*0.5+0.5, f"saved_examples/epoch{epoch}/img_{i}.png") + + + + save_dir = "/home/Student/s4653241/StyleGAN2/recognition/StyleGAN_s4653241/StyleGAN/saved_examples" + for i in range(5): + images= next(data_iter) # Get a batch of images and labels + + + # Save the first few images in each batch + for j in range(len(images)): + # Convert the image tensor to a numpy array and scale properly + img = images[j].permute(1, 2, 0).cpu().numpy() # Convert to (H, W, C) and numpy + + if img.max() <= 1.0: # If normalized between 0-1, scale to 0-255 + img = (img * 255).astype(np.uint8) + + # Ensure it has three channels; convert grayscale to RGB + if img.shape[2] == 1: + img = np.repeat(img, 3, axis=2) # Convert single channel to RGB + + # Create PIL image + pil_img = Image.fromarray(img) + + # Save the image + pil_img.save(os.path.join(save_dir, f"batch_{i+1}_img_{j+1}.png")) + + print(f"Images saved to {save_dir}") \ No newline at end of file diff --git a/recognition/StyleGAN_s4653241/train.py b/recognition/StyleGAN_s4653241/train.py new file mode 100644 index 000000000..65a1463be --- /dev/null +++ b/recognition/StyleGAN_s4653241/train.py @@ -0,0 +1,144 @@ +import torch +from torch import optim +from tqdm import tqdm + +# Local libraries +from dataset import * +from modules import * +from predict import * +from config import * +from utils import * + +def train( + generator, + discriminator, + journey_penalty, + optimizer_G, + optimizer_D, + dataloader , + mapping_net, + optim_mapping, + epoch, # Current Epoch + epochs = EPOCHS, # Total Epoch Left + visualize=False): + """ + Trains the generator and discriminator for one epoch and applies a path length penalty. + + Args: + generator (nn.Module): The generator model. + discriminator (nn.Module): The discriminator model. + journey_penalty (nn.Module): Path length penalty for the generator. + optimizer_G (torch.optim.Optimizer): Optimizer for the generator. + optimizer_D (torch.optim.Optimizer): Optimizer for the discriminator. + dataloader (DataLoader): DataLoader providing batches of real images. + mapping_net (nn.Module): Mapping network for latent space transformation. + optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. + epoch (int): Current epoch. + epochs (int): Total epochs for training. + visualize (bool): If True, enables visualization of training. + + Returns: + tuple: Lists of current discriminator and generator losses. + """ + # Initialize tqdm progress bar + progress_bar = tqdm(dataloader,desc=f"Epoch {epoch+1}/{epochs}",leave=True,dynamic_ncols=True) + + device = devicer() + current_G_loss = [] + current_D_loss = [] + + for batch_idx, real in enumerate(progress_bar): # Chanes here rea,_ in enumerate(progress_bar) + real = real.to(device) + current_batch_size = real.shape[0] + w = get_w(current_batch_size, mapping_net) + noise = get_noise(current_batch_size) + fake = generator(w, noise) + critic_fake = discriminator(fake.detach()) + critic_real = discriminator(real) + gp = gradient_penalty(discriminator, real, fake, device=device) + loss_critic = ( + -(torch.mean(critic_real) - torch.mean(critic_fake)) + + lambda_gp * gp + + (0.001 * torch.mean(critic_real ** 2)) + ) + + + current_D_loss.append(loss_critic.item()) + # Normal backward pass + optimizer_D.zero_grad() + loss_critic.backward() + optimizer_D.step() + gen_fake = discriminator(fake) + loss_gen = -torch.mean(gen_fake) + # Apply path length penalty on every 16 Batches + if batch_idx % 16 == 0: + plp = journey_penalty(w, fake) + if not torch.isnan(plp): + loss_gen = loss_gen + plp + + # Append the observed Generator loss to the list + current_G_loss.append(loss_gen.item()) + + mapping_net.zero_grad() + generator.zero_grad() + loss_gen.backward() + optimizer_G.step() + optim_mapping.step() + + progress_bar.set_postfix( + gp=gp.item(), + loss_critic=loss_critic.item(), + D_loss = loss_critic.item(), + G_loss = loss_gen.item() + ) + + return (current_D_loss, current_G_loss) + + +if __name__ == '__main__': + + + device=devicer() + dataloader = get_dataloader() + generator = Generator(log_resolution,W_DIM).to(device) + discriminator = Discriminator(log_resolution).to(device) + mapping_net = MappingNetwork(Z_DIM, W_DIM).to(device) + journey_penalty = PathLengthPenalty(0.99).to(device) + + + optimizer_G = optim.Adam(generator.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) + optimizer_D = optim.Adam(discriminator.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) + optim_mapping = optim.Adam(mapping_net.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) + + G_losses = [] + D_losses = [] + + if LOAD: + Loaded_epoch, G_losses,D_losses = load_checkpoint(LOAD_CHECK,generator,discriminator,optimizer_G,optimizer_D,optim_mapping) + print("Loaded checkpoint") + else: + Loaded_epoch = 0 + + if TRAIN: + + generator.train() + discriminator.train() + mapping_net.train() + + for epoch in range(Loaded_epoch,EPOCHS): + G_loss, D_loss = train(generator, discriminator, journey_penalty, optimizer_G, optimizer_D, dataloader, mapping_net, optim_mapping,epoch,EPOCHS) + + G_losses.extend(G_loss) + D_losses.extend(D_loss) + + generate_examples(generator, mapping_net,epoch, n=5) + + if epoch % 5 == 0 and SAVE_MODEL : + save_model(epoch,generator,discriminator,optimizer_G,optimizer_D,optim_mapping,G_losses,D_losses) + + + plot_loss(G_losses, D_losses) + + if TEST: + + generate_examples(generator, mapping_net,epoch, n=5) diff --git a/recognition/StyleGAN_s4653241/utils.py b/recognition/StyleGAN_s4653241/utils.py new file mode 100644 index 000000000..0743fafcc --- /dev/null +++ b/recognition/StyleGAN_s4653241/utils.py @@ -0,0 +1,172 @@ +import torch +import warnings +import config +from config import * + + + +def save_model(epoch,G,D,optimizer_G,optimizer_D,optim_mapping, gen_loss, disc_loss): + """ + Saves the model checkpoint including the state of models, optimizers, and training parameters. + + Parameters: + - epoch (int): The current epoch number. + - G (nn.Module): Generator model. + - D (nn.Module): Discriminator model. + - optimizer_G (torch.optim.Optimizer): Optimizer for the generator. + - optimizer_D (torch.optim.Optimizer): Optimizer for the discriminator. + - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. + - gen_loss (float): Generator loss. + - disc_loss (float): Discriminator loss. + """ + checkpoint = { + 'epoch': epoch, + 'G_state_dict': G.state_dict(), + 'D_state_dict': D.state_dict(), + 'optimizer_G_state_dict': optimizer_G.state_dict(), + 'optimizer_D_state_dict': optimizer_D.state_dict(), + "optim_mapping_state": optim_mapping.state_dict(), + 'random_state': torch.get_rng_state(), + 'cuda_random_state': torch.cuda.get_rng_state_all(), # Save the random state of the GPU + 'gen_loss': gen_loss, + 'disc_loss': disc_loss, + + } + path = config.save_path + f'checkpoint_StyleGAN2_Epoch{epoch+1}.pth' + torch.save(checkpoint, path) + print(f"Checkpoint saved at epoch {epoch+1}.", flush =True) + +def load_checkpoint(path, G, D, optimizer_G, optimizer_D,optim_mapping): + """ + Loads a saved checkpoint to resume training. + + Parameters: + - path (str): Path to the checkpoint file. + - G (nn.Module): Generator model to load state into. + - D (nn.Module): Discriminator model to load state into. + - optimizer_G (torch.optim.Optimizer): Generator optimizer. + - optimizer_D (torch.optim.Optimizer): Discriminator optimizer. + - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. + + Returns: + - epoch (int): Epoch to resume from. + - gen_loss (float): Saved generator loss. + - disc_loss (float): Saved discriminator loss. + """ + checkpoint = torch.load(path) + G.load_state_dict(checkpoint['G_state_dict']) + D.load_state_dict(checkpoint['D_state_dict']) + optimizer_G.load_state_dict(checkpoint['optimizer_G_state_dict']) + optimizer_D.load_state_dict(checkpoint['optimizer_D_state_dict']) + optim_mapping.load_state_dict(checkpoint['optim_mapping_state']) + epoch = checkpoint['epoch'] + gen_loss = checkpoint['gen_loss'] + disc_loss = checkpoint['disc_loss'] + torch.set_rng_state(checkpoint['random_state']) + torch.cuda.set_rng_state_all(checkpoint['cuda_random_state']) + + return epoch, gen_loss, disc_loss + + + +def devicer(): + """ + Selects the best available device (CUDA, MPS, or CPU) for computation. + + Returns: + - device (torch.device): The computation device. + """ + if torch.cuda.is_available(): + device = torch.device("cuda") + elif torch.backends.mps.is_available(): + device = torch.device("mps") + else: + device = torch.device("cpu") + + # print(f'Using device: {device}', flush=True) + return device + +def get_w(batch_size, mapping_network,device=devicer()): + """ + Generates the latent vector `w` for StyleGAN2, expanded to match the required shape. + + Parameters: + - batch_size (int): Number of samples in the batch. + - mapping_network (nn.Module): Network that maps latent `z` to latent `w`. + - device (torch.device): Device for computation. + + Returns: + - w (torch.Tensor): Expanded `w` tensor for generator blocks. + """ + z = torch.randn(batch_size, W_DIM).to(device) + w = mapping_network(z) + # Expand w from the generator blocks + return w[None,:,:].expand(config.log_resolution, -1, -1) + +def get_noise(batch_size,device=devicer()): + """ + Generates a list of noise tensors of increasing resolution for each generator block in StyleGAN2. + + Parameters: + - batch_size (int): Number of samples in the batch. + - device (torch.device): Device for computation. + + Returns: + - noise (list of torch.Tensor): List of noise tensors for generator layers. + """ + noise = [] + #noise res starts from 4x4 + resolution = 4 + + # For each gen block + for i in range(config.log_resolution): + # First block uses 3x3 conv + if i == 0: + n1 = None + # For rest of conv layer + else: + n1 = torch.randn(batch_size, 1, resolution, resolution, device= device) + n2 = torch.randn(batch_size, 1, resolution, resolution,device= device) + + # add the noise tensors to the lsit + noise.append((n1, n2)) + # subsequent block has 2x2 res + resolution *= 2 + + return noise + +def gradient_penalty(critic, real, fake,device=devicer()): + """ + Computes the gradient penalty for WGAN-GP, helping improve discriminator stability. + + Parameters: + - critic (nn.Module): Discriminator or critic model. + - real (torch.Tensor): Real images. + - fake (torch.Tensor): Generated (fake) images. + - device (torch.device): Device for computation. + + Returns: + - gradient_penalty (torch.Tensor): Computed gradient penalty to add to the loss. + """ + BATCH_SIZE, C, H, W = real.shape + beta = torch.rand((BATCH_SIZE, 1, 1, 1)).repeat(1, C, H, W).to(device) + interpolated_images = real * beta + fake.detach() * (1 - beta) + interpolated_images.requires_grad_(True) + + # Calculate critic scores + mixed_scores = critic(interpolated_images) + + gradient = torch.autograd.grad( + inputs=interpolated_images, + outputs=mixed_scores, + grad_outputs=torch.ones_like(mixed_scores), + create_graph=True, + retain_graph=True, + )[0] + # Reshape gradients to calculate the norm + gradient = gradient.view(gradient.shape[0], -1) + # Calculate the norm and then the loss + gradient_norm = gradient.norm(2, dim=1) + gradient_penalty = torch.mean((gradient_norm - 1) ** 2) + + return gradient_penalty From 4bb00a4323d2eb72eb408ff024eb3bf620a2916e Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 05:20:36 +1000 Subject: [PATCH 81/93] Updated gitignore --- .gitignore | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index b88642bec..a061a839a 100644 --- a/.gitignore +++ b/.gitignore @@ -10,4 +10,5 @@ checkpoints StyleGAN2_ERR.txt StyleGAN2_OUT.txt disc_loss.png -gen_loss.png \ No newline at end of file +gen_loss.png +StyleGAN/ \ No newline at end of file From 6a06b5cb5eb0d9f7c8465f469082a7bdd9632742 Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 05:26:10 +1000 Subject: [PATCH 82/93] Revert "move files to parent file" This reverts commit caeb8455e63cc17ee40cf32e8aca8b8462dce03e. --- recognition/StyleGAN_s4653241/config.py | 43 --- recognition/StyleGAN_s4653241/dataset.py | 243 ------------- recognition/StyleGAN_s4653241/modules.py | 427 ----------------------- recognition/StyleGAN_s4653241/predict.py | 100 ------ recognition/StyleGAN_s4653241/train.py | 144 -------- recognition/StyleGAN_s4653241/utils.py | 172 --------- 6 files changed, 1129 deletions(-) delete mode 100644 recognition/StyleGAN_s4653241/config.py delete mode 100644 recognition/StyleGAN_s4653241/dataset.py delete mode 100644 recognition/StyleGAN_s4653241/modules.py delete mode 100644 recognition/StyleGAN_s4653241/predict.py delete mode 100644 recognition/StyleGAN_s4653241/train.py delete mode 100644 recognition/StyleGAN_s4653241/utils.py diff --git a/recognition/StyleGAN_s4653241/config.py b/recognition/StyleGAN_s4653241/config.py deleted file mode 100644 index 1710da247..000000000 --- a/recognition/StyleGAN_s4653241/config.py +++ /dev/null @@ -1,43 +0,0 @@ -''' Wil be used to store all the configuration variables for the project ''' - - -TRAIN = True # When Training -LOAD = False # Load Checkpoint from LOAD_CHECK -SAVE_MODEL = False # Saves model to save_path -TEST = False # TEST loaded model usually when using checkpoint model - - -# Data path -AD_train = "/home/groups/comp3710/ADNI/AD_NC/train/AD" -AD_test = "/home/groups/comp3710/ADNI/AD_NC/test/AD" -NC_train = "/home/groups/comp3710/ADNI/AD_NC/train/NC" -NC_test = "/home/groups/comp3710/ADNI/AD_NC/test/NC" - -BRAIN = 'AD' # Change for different type of Brain - -# ----Image Parameters---- -# -log_resolution = 7 # 256x256 image size as such 2^8 = 256 # use 2^7 for single gpu (faster) -IMAGE_SIZE = (256, 240) -image_height = 2**log_resolution # The height of the generated image -image_width = 2**log_resolution # The width of the generated image -#------------------------ -BATCH_SIZE = 16 -LEARNING_RATE = 0.001 -CHANNELS = 1 -interpolation = 'bilinear' - -N_FEATURES = 256 -MAX_FEATURES = 512 -EPOCHS = 41 # ! Training Epoch - -#------ New code ------ -lambda_gp = 10 # gradient penalty -W_DIM = 256 -Z_DIM = 256 # - - -# ---------------------- - -save_path = '/home/Student/s4653241/checkpoints/' -LOAD_CHECK= "/home/Student/s4653241/checkpoints/checkpoint_StyleGAN2_Epoch26.pth" # LOAD checkpoint \ No newline at end of file diff --git a/recognition/StyleGAN_s4653241/dataset.py b/recognition/StyleGAN_s4653241/dataset.py deleted file mode 100644 index 9bab484ff..000000000 --- a/recognition/StyleGAN_s4653241/dataset.py +++ /dev/null @@ -1,243 +0,0 @@ -import os -from config import * -from PIL import Image -from torch.utils.data import Dataset, DataLoader,ConcatDataset -import torchvision.transforms as transforms -from torchvision.transforms import ToPILImage -import matplotlib.pyplot as plt -import torch - -# Function to combine datasets based on configuration -def combine_datasets(transform): - """ - Combines datasets for training and testing based on specified conditions. - - Args: - transform (callable): The transformations to be applied to images. - - Returns: - ConcatDataset: Concatenated training and testing datasets. - """ - if BRAIN == 'AD': - train = ImageDataset(AD_train, transform) - test = ImageDataset(AD_test, transform) - return ConcatDataset([train, test]) - else: - train = ImageDataset(NC_train, transform) - test = ImageDataset(NC_test,transform) - return ConcatDataset([train, test]) - -# Custom Dataset class to handle image loading and transformations -class ImageDataset(Dataset): - def __init__(self, root, transform=None): - """ - Initializes the dataset by setting the root directory and transformations. - - Args: - root (str): Directory of images. - transform (callable, optional): Transformations applied to each image. - """ - self.root = root - self.transform = transform - - self.files = sorted(os.listdir(root)) - - def __getitem__(self, index): - """ - Loads an image and applies transformations. - - Args: - index (int): Index of the image to load. - - Returns: - Tensor: Transformed image. - """ - img = Image.open(os.path.join(self.root, self.files[index])) - - if self.transform: - img = self.transform(img) - - return img - - def __len__(self): - return len(self.files) - - def get_raw_image(self, index): - """ - Returns the original, untransformed image. - - Args: - index (int): Index of the image in the dataset. - - Returns: - PIL.Image: Raw image without any transformations. - """ - img_path = os.path.join(self.root, self.files[index]) - raw_img = Image.open(img_path).convert("L") # Always return the raw image in RGB format - return raw_img - - def compare(self, index): - """ - Returns original and transformed versions of an image. - - Args: - index (int): Index of the image. - - Returns: - tuple: Original and transformed images. - """ - img = Image.open(os.path.join(self.root, self.files[index])) - - if self.transform: - trans_img = self.transform(img) - to_pil = transforms.ToPILImage() - trans_img = to_pil(trans_img) - - else: - trans_img = None # No transformation applied - - return img, trans_img, - - -# Function to apply transformation to images -def get_transform(image_size=(256, 240)): - """ - Defines transformations for resizing, grayscale conversion, and data augmentation. - - Args: - image_size (tuple): Desired output image size. - - Returns: - transforms.Compose: A composition of image transformations. - """ - transform = transforms.Compose([ - transforms.Resize((image_height, image_width), interpolation=transforms.InterpolationMode.BICUBIC), - # transforms.CenterCrop(image_size), - transforms.Grayscale(), - - transforms.RandomRotation(15), # Rotate image by ±15 degrees - transforms.ColorJitter(brightness=0.2, contrast=0.2), # Randomly adjust brightness and contrast - transforms.RandomHorizontalFlip(p=0.5), # Flip 50% of the images horizontally - - transforms.ToTensor(), - transforms.Normalize([0.5], [0.5]) #Singel channel image - ]) - return transform - -# Function to get the dataloader -def get_dataloader(image_size=IMAGE_SIZE, batch_size=BATCH_SIZE, shuffle = False): - """ - Creates a DataLoader with specified transformations, batch size, and shuffle settings. - - Args: - image_size (tuple): Desired image size. - batch_size (int): Number of images per batch. - shuffle (bool): Whether to shuffle the dataset. - - Returns: - DataLoader: DataLoader for the combined dataset. - """ - transform = get_transform(image_size) - - - dataset = combine_datasets(transform) - - return DataLoader(dataset, batch_size, shuffle=shuffle) - -# Function to get the image with transform -class ImageVisualize: - def __init__(self, dataloader): - """ - Initializes the ImageVisualizer with a given DataLoader. - Args: - dataloader (DataLoader): PyTorch DataLoader containing the images. - """ - self.dataloader = dataloader - - - - def get_image(self): - for _, img in enumerate(self.dataloader): - return img - - def plot_image(self, img=None): - to_pil = transforms.ToPILImage() - - if img is None: - img = self.get_image() - - if len(img.size()) == 4: - img = img[0] - - img = to_pil(img) - img.show() - - def plot_image_with_matplotlib(self, img=None): - """ - Plots the given image using matplotlib. If no image is provided, it retrieves one from the DataLoader. - Args: - img (Tensor, optional): A 3D or 4D image tensor to be plotted. If None, fetches from DataLoader. - """ - # If no image is provided, retrieve one from the DataLoader - if img is None: - img = self.get_image() - - # If the image is 4D (batch, channels, height, width), use the first image in the batch - if len(img.size()) == 4: - img = img[0] # Select the first image in the batch - - # Convert the 3D tensor to numpy array and rearrange dimensions (Channels, Height, Width) -> (Height, Width, Channels) - img = img.permute(1, 2, 0).numpy() - - # If the image was normalized to [-1, 1], denormalize back to [0, 1] - img = img * 0.5 + 0.5 - - # Plot the image using matplotlib - plt.imshow(img) - plt.axis('off') - plt.show() - def denormalize(self, img): - """ - Denormalizes the given image tensor from [-1, 1] to [0, 1]. - Args: - img (Tensor): Image tensor to be denormalized. - Returns: - Tensor: Denormalized image tensor. - """ - return img * 0.5 + 0.5 - - def demour_image(self,img): - """ - Denormalizes the given image tensor from [-1, 1] to [0, 255]. - Args: - img (Tensor): Image tensor to be denormalized. - Returns: - Tensor: Denormalized image tensor in the range [0, 255]. - """ - return (img * 0.5 + 0.5) * 255 - - - def display_comparison(original, transformed): - """ - Display the original and transformed images side-by-side. - - Args: - original (PIL.Image): The original image. - transformed (PIL.Image or None): The transformed image (or None if not available). - """ - fig, axes = plt.subplots(1, 2, figsize=(12, 6)) - - # Display the original image - axes[0].imshow(original) - axes[0].set_title("Original Image") - axes[0].axis('off') - - # Display the transformed image if available - if transformed: - axes[1].imshow(transformed) - axes[1].set_title("Transformed Image") - else: - axes[1].text(0.5, 0.5, "No Transformation Applied", fontsize=15, ha='center') - axes[1].axis('off') - - plt.show() diff --git a/recognition/StyleGAN_s4653241/modules.py b/recognition/StyleGAN_s4653241/modules.py deleted file mode 100644 index 18d829d7f..000000000 --- a/recognition/StyleGAN_s4653241/modules.py +++ /dev/null @@ -1,427 +0,0 @@ -import torch -from torch.autograd.profiler_util import Kernel -import torch.nn as nn -import torch.nn.functional as F -import numpy as np -from math import sqrt -from config import * - -# Mapping Network used for mapping latent vector z to intermediate latent vector w -class MappingNetwork(nn.Module): - """ - Initializes a mapping network to map a latent space to another latent space. - - Args: - z_dim (int): Dimension of input latent vector z. - w_dim (int): Dimension of intermediate latent vector w. - activation (nn.Module): Activation function used in the mapping layers. - """ - def __init__(self,z_dim,w_dim,activation = nn.ReLU()): - - super().__init__() - - # Mapping network - self.mapping = nn.Sequential( - EqualizerStraights(z_dim, w_dim), - activation, - EqualizerStraights(w_dim, w_dim), - activation, - EqualizerStraights(z_dim, w_dim), - activation, - EqualizerStraights(w_dim, w_dim), - activation, - EqualizerStraights(z_dim, w_dim), - activation, - EqualizerStraights(w_dim, w_dim), - activation, - EqualizerStraights(z_dim, w_dim), - activation, - EqualizerStraights(w_dim, w_dim) - ) - - def forward(self, x): - # Normalize the input tensor - x = x / torch.sqrt(torch.mean(x**2, dim = 1, keepdim = True) + 1e-8) # for PixelNorm - return self.mapping(x) - -# Equalizer for the fully connected layer -class EqualizerStraights(nn.Module): - """ - Fully connected layer with learnable weights and bias. - - Args: - in_chanel (int): Input dimension. - out_chanel (int): Output dimension. - bias (float): Initial bias value. - """ - def __init__(self, in_chanel, out_chanel, bias=0.0): - - super().__init__() - self.weight = EquilizerKG([out_chanel, in_chanel]) - self.bias = nn.Parameter(torch.ones(out_chanel) * bias) - - self.input_size = in_chanel - - def forward(self, x): - # Linear transformation - weight = self.weight().to(x.device) - return F.linear(x, weight, bias = self.bias.to(x.device)) - - -# Weight equalizer -class EquilizerKG(nn.Module): - """ - Weight equalizer to stabilize network weights across layers. - - Args: - shape (list): Shape of the weight tensor. - """ - def __init__(self,shape): - - super().__init__() - # self.constanted = 1 / sqrt(torch.prod(shape[1:])) # yet to use - self.constanted = 1 / sqrt(np.prod(shape[1:])) - self.weight = nn.Parameter(torch.randn(shape)) - - def forward(self): - return self.weight * self.constanted - - -# DripBlock for the generator, essentially a style block with noise and transformation -class DripBlock(nn.Module): - """ - Style-based block with noise addition and activation. - - Args: - W_DIM (int): Dimension of style vector w. - in_chanel (int): Input channels. - out_chanel (int): Output channels. - """ - def __init__(self,W_DIM, in_chanel, out_chanel): - - super().__init__() - - self.need_face = EqualizerStraights(W_DIM, in_chanel,bias=1.0) - - self.conv = Weight_Demod(in_chanel,out_chanel,kernel_size=3) - - # Noise and bias - self.scale_noise = nn.Parameter(torch.zeros(1)) - self.bias = nn.Parameter(torch.zeros(out_chanel)) - - self.activation = nn.LeakyReLU(0.2,True) - - def forward(self,x,w,noise): - s = self.need_face(w) - x = self.conv(x,s) - if noise is not None: - x = x + self.scale_noise[None,:,None,None] * noise - return self.activation(x + self.bias[None,:,None,None]) - - -class Weight_Demod(nn.Module): - """ - Weight demodulation for adaptive instance normalization. - - Args: - in_chanel (int): Input channels. - out_chanel (int): Output channels. - kernel_size (int): Kernel size. - demodulate (bool): Whether to apply weight demodulation. - eps (float): Small value for numerical stability. - """ - def __init__( - self, - in_chanel, - out_chanel, - kernel_size, - demodulate = True, - eps = 1e-8 - ): - - - super().__init__() - self.out_chanel = out_chanel - self.demodulate = demodulate - self.padding = (kernel_size -1) // 2 - - # Weights with Equalizer learning rate - self.weight = EquilizerKG([out_chanel, in_chanel, kernel_size, kernel_size]) - self.eps = eps # epsilon value for numerical stability - - def forward(self, x, s): - - # Get batch size, height and width - b, _, h, w = x.shape - - # Reshape the scales - s = s[:, None, :, None, None] - weights = self.weight()[None, :, :, :, :] - # The result has shape [batch_size, out_features, in_features, kernel_size, kernel_size]` - weights = weights * s - - # Weight Demodulation - if self.demodulate: - sigma_inv = torch.rsqrt((weights ** 2).sum(dim=(2, 3, 4), keepdim=True) + self.eps) - weights = weights * sigma_inv - - # Reshape x and weights - x = x.reshape(1, -1, h, w) - _, _, *ws = weights.shape - weights = weights.reshape(b * self.out_chanel, *ws) - - # Group b is used to define a different kernel (weights) for each sample in the batch - x = F.conv2d(x, weights, padding=self.padding, groups=b) - - # return x in shape of [batch_size, out_features, height, width] - return x.reshape(-1, self.out_chanel, h, w) - - -class ToRGB(nn.Module): - """ - Converts feature maps to RGB images in the generator. - - Args: - W_DIM (int): Style vector dimension. - features (int): Number of features. - """ - def __init__(self, W_DIM, features): - - super().__init__() - self.to_style = EqualizerStraights(W_DIM, features, bias=1.0) - - self.conv = Weight_Demod(features, CHANNELS, kernel_size=1, demodulate=False) - self.bias = nn.Parameter(torch.zeros(CHANNELS)) - self.activation = nn.LeakyReLU(0.2, True) - - def forward(self, x, w): - - style = self.to_style(w) - x = self.conv(x, style) - return self.activation(x + self.bias[None, :, None, None]) - - -class Generator(nn.Module): - """ - Progressive growing GAN generator. - - Args: - log_resolution (int): Resolution level (e.g., log2 of image width). - W_DIM (int): Style vector dimension. - n_features (int): Base number of features. - max_features (int): Maximum feature limit per layer. - """ - def __init__(self, log_resolution, W_DIM, n_features = 32, max_features = 256): - - super().__init__() - - features = [min(max_features, n_features * (2 ** i)) for i in range(log_resolution - 2, -1, -1)] - self.n_blocks = len(features) - - self.initial_constant = nn.Parameter(torch.randn((1, features[0], 4, 4))) - - self.style_block = DripBlock(W_DIM, features[0], features[0]) - self.to_rgb = ToRGB(W_DIM, features[0]) - - blocks = [GeneratorBlock(W_DIM, features[i - 1], features[i]) for i in range(1, self.n_blocks)] - self.blocks = nn.ModuleList(blocks) - - def forward(self, w, input_noise): - - batch_size = w.shape[1] - - x = self.initial_constant.expand(batch_size, -1, -1, -1) - x = self.style_block(x, w[0], input_noise[0][1]) - rgb = self.to_rgb(x, w[0]) - - for i in range(1, self.n_blocks): - x = F.interpolate(x, scale_factor=2, mode="bilinear") - x, rgb_new = self.blocks[i - 1](x, w[i], input_noise[i]) - rgb = F.interpolate(rgb, scale_factor=2, mode="bilinear") + rgb_new - - return torch.tanh(rgb) - - -class GeneratorBlock(nn.Module): - """ - A block within the generator, consisting of styled layers and RGB output conversion. - - Args: - W_DIM (int): Dimensionality of the style vector `w`. - in_channel (int): Number of input channels. - out_channel (int): Number of output channels. - """ - def __init__(self,W_DIM, in_chanel, out_chanel): - super().__init__() - - # First black changes the feature map size to the "out_chanel" - self.styled_block1 = DripBlock(W_DIM, in_chanel, out_chanel) - self.styled_block2 = DripBlock(W_DIM, out_chanel, out_chanel) - - self.to_rgb = ToRGB(W_DIM, out_chanel) - - def forward(self, x,w,noise): - - # Style blocks with Noise Tensor - x = self.styled_block1(x,w,noise[0]) - x = self.styled_block2(x,w,noise[1]) - - # RBG img - rgb = self.to_rgb(x,w) - - return x, rgb - - -# Discriminator for assessing real vs. generated images -class Discriminator(nn.Module): - """ - The discriminator network for distinguishing real from generated images. - - Args: - log_reso (int): Logarithmic resolution of the image (e.g., `log_reso=8` for 256x256 images). - n_features (int): Initial number of features. - max_features (int): Maximum number of features per layer. - """ - def __init__(self, log_reso, n_features = 64, max_features = 256,): # log resolution 2^log_reso= image size - super().__init__() - - features = [min(max_features, n_features*(2**i)) for i in range(log_reso - 1)] - - self.from_rgb = nn.Sequential( - Dis_Conv2d(CHANNELS, n_features, 1), # Change here - nn.LeakyReLU(0.2, True) - ) - - n_blocks = len(features) - 1 - - # Squential blocks generated from size for Discriminator blocks - blocks = [DiscriminatorBlock(features[i], features[i+1]) for i in range(n_blocks)] - self.blocks = nn.Sequential(*blocks) - - final_features = features[-1] + 1 - - # Final conv layer with 3x3 kernel - self.conv = Dis_Conv2d(final_features, final_features, 3) - # Final Equalized linear layer for classification - self.final = EqualizerStraights(2*2*final_features, 1) - def minibatch_std(self, x): - batch_statistics = ( - torch.std(x, dim=0).mean().repeat(x.shape[0], 1, x.shape[2], x.shape[3]) - ) - return torch.cat([x, batch_statistics], dim=1) - - - def forward(self, x): - x = self.from_rgb(x) - x = self.blocks(x) - x = self.minibatch_std(x) - x = self.conv(x) - x = x.reshape(x.shape[0], -1) - return self.final(x) - -class DiscriminatorBlock(nn.Module): - """ - A block within the discriminator that includes convolutional layers, downsampling, and residual connections. - - Args: - in_channel (int): Input channels. - out_channel (int): Output channels. - activation (nn.Module, optional): Activation function to use within the block. Defaults to LeakyReLU(0.2). - """ - def __init__(self,in_chanel,out_chanel,activation = nn.LeakyReLU(0.2,True)): - super().__init__() - - - self.residual = nn.Sequential( - nn.AvgPool2d(kernel_size=2, stride=2), - Dis_Conv2d(in_chanel, out_chanel,kernel_size=1) - ) - - self.block = nn.Sequential( - Dis_Conv2d(in_chanel, in_chanel, kernel_size=3, padding = 1), - activation, - Dis_Conv2d(in_chanel, out_chanel, kernel_size=3, padding = 1), - activation - ) - - self.downsample = nn.AvgPool2d( kernel_size=2, stride=2) - - self.scale = 1 / sqrt(2) - - def forward(self, x): - residual = self.residual(x) - x = self.block(x) - x = self.downsample(x) - - return (x + residual) * self.scale - -# Discriminator convolutional layer with equalized learning rate -class Dis_Conv2d(nn.Module): - """ - Convolutional layer with equalized learning rate for the discriminator. - - Args: - in_channel (int): Number of input channels. - out_channel (int): Number of output channels. - kernel_size (int): Kernel size. - padding (int, optional): Padding for convolution. Defaults to 0. - """ - def __init__(self,in_chanel,out_chanel,kernel_size,padding=0): - super().__init__() - # self.kernel_size = kernel_size - self.padding = padding - self.weight = EquilizerKG([out_chanel, in_chanel, kernel_size, kernel_size]) - self.bias = nn.Parameter(torch.ones(out_chanel)) - - def forward(self, x: torch.Tensor): - - return F.conv2d(x, self.weight(), bias=self.bias, padding=self.padding) - -class PathLengthPenalty(nn.Module): - """ - Path length penalty to regularize the generator by penalizing deviation in pixel norms. - - Args: - beta (float): Decay rate for moving average of path length. - """ - def __init__(self, beta): - super().__init__() - - self.beta = beta - self.steps = nn.Parameter(torch.tensor(0.), requires_grad=False) - - self.exp_sum_a = nn.Parameter(torch.tensor(0.), requires_grad=False) - - def forward(self, w, x): - - device = x.device - image_size = x.shape[2] * x.shape[3] - y = torch.randn(x.shape, device=device) - - # Scaling - output = (x * y).sum() / sqrt(image_size) - sqrt(image_size) - - # Computes gradient - gradients, *_ = torch.autograd.grad(outputs=output, - inputs=w, - grad_outputs=torch.ones(output.shape, device=device), - create_graph=True) - - # Calculated L2-norm - norm = (gradients ** 2).sum(dim=2).mean(dim=1).sqrt() - - # Regulatrise after first step - if self.steps > 0: - a = self.exp_sum_a / (1 - self.beta ** self.steps) - loss = torch.mean((norm - a) ** 2) - else: - # Return a dummpy loss tensor if computation fails - loss = norm.new_tensor(0) - - mean = norm.mean().detach() - self.exp_sum_a.mul_(self.beta).add_(mean, alpha=1 - self.beta) - self.steps.add_(1.) - - # return the penalty - return loss diff --git a/recognition/StyleGAN_s4653241/predict.py b/recognition/StyleGAN_s4653241/predict.py deleted file mode 100644 index 5ff5becf9..000000000 --- a/recognition/StyleGAN_s4653241/predict.py +++ /dev/null @@ -1,100 +0,0 @@ -import matplotlib.pyplot as plt -import torch -import os -from torchvision.utils import save_image -from PIL import Image - -from modules import * -from config import * -from utils import * - -def plot_loss(G_loss,D_loss): - """ - Plots and saves the Generator and Discriminator losses separately as two images. - - Args: - G_loss (list of float): Generator loss values over iterations. - D_loss (list of float): Discriminator loss values over iterations. - """ - - plt.figure(figsize=(10,5)) - plt.title("Generator Loss During Training") - plt.plot(G_loss, label="G", color="blue") - plt.xlabel("Iterations") - plt.ylabel("Loss") - plt.legend() - plt.savefig('gen_loss.png') - - plt.figure(figsize=(10,5)) - plt.title("Discriminator Loss During Training") - plt.plot(D_loss, label="D", color="red") - plt.xlabel("Iterations") - plt.ylabel("Loss") - plt.legend() - plt.savefig('disc_loss.png') - plt.close() - -def plot_loss_epoch(G_loss, D_loss, epoch): - """ - Plots and saves Generator and Discriminator losses for each epoch on the same plot. - - Args: - G_loss (list of float): Generator loss values per epoch. - D_loss (list of float): Discriminator loss values per epoch. - epoch (int): Current epoch number, used in the plot title and filename. - """ - plt.figure(figsize=(10, 5)) - plt.plot(G_loss, label="Generator Loss", color="blue") - plt.plot(D_loss, label="Discriminator Loss", color="red") - plt.title(f"Loss During Training") - plt.xlabel("Epoch") - plt.ylabel("Loss") - plt.legend() - plt.savefig(f'loss_epoch_{epoch}.png') - plt.close() - -def generate_examples(gen, mapping_net,epoch, n=5): - """ - Generates and saves example images from the Generator model at a specific training epoch. - - Args: - gen (nn.Module): Generator model. - mapping_net (nn.Module): Mapping network for generating latent vectors. - epoch (int): Current epoch number, used to name the output directory. - n (int): Number of example images to generate. - """ - for i in range(n): - with torch.no_grad(): - w = get_w(1, mapping_net) - noise = get_noise(1) - img = gen(w, noise) - if not os.path.exists(f'saved_examples/epoch{epoch}'): - os.makedirs(f'saved_examples/epoch{epoch}') - save_image(img*0.5+0.5, f"saved_examples/epoch{epoch}/img_{i}.png") - - - - save_dir = "/home/Student/s4653241/StyleGAN2/recognition/StyleGAN_s4653241/StyleGAN/saved_examples" - for i in range(5): - images= next(data_iter) # Get a batch of images and labels - - - # Save the first few images in each batch - for j in range(len(images)): - # Convert the image tensor to a numpy array and scale properly - img = images[j].permute(1, 2, 0).cpu().numpy() # Convert to (H, W, C) and numpy - - if img.max() <= 1.0: # If normalized between 0-1, scale to 0-255 - img = (img * 255).astype(np.uint8) - - # Ensure it has three channels; convert grayscale to RGB - if img.shape[2] == 1: - img = np.repeat(img, 3, axis=2) # Convert single channel to RGB - - # Create PIL image - pil_img = Image.fromarray(img) - - # Save the image - pil_img.save(os.path.join(save_dir, f"batch_{i+1}_img_{j+1}.png")) - - print(f"Images saved to {save_dir}") \ No newline at end of file diff --git a/recognition/StyleGAN_s4653241/train.py b/recognition/StyleGAN_s4653241/train.py deleted file mode 100644 index 65a1463be..000000000 --- a/recognition/StyleGAN_s4653241/train.py +++ /dev/null @@ -1,144 +0,0 @@ -import torch -from torch import optim -from tqdm import tqdm - -# Local libraries -from dataset import * -from modules import * -from predict import * -from config import * -from utils import * - -def train( - generator, - discriminator, - journey_penalty, - optimizer_G, - optimizer_D, - dataloader , - mapping_net, - optim_mapping, - epoch, # Current Epoch - epochs = EPOCHS, # Total Epoch Left - visualize=False): - """ - Trains the generator and discriminator for one epoch and applies a path length penalty. - - Args: - generator (nn.Module): The generator model. - discriminator (nn.Module): The discriminator model. - journey_penalty (nn.Module): Path length penalty for the generator. - optimizer_G (torch.optim.Optimizer): Optimizer for the generator. - optimizer_D (torch.optim.Optimizer): Optimizer for the discriminator. - dataloader (DataLoader): DataLoader providing batches of real images. - mapping_net (nn.Module): Mapping network for latent space transformation. - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. - epoch (int): Current epoch. - epochs (int): Total epochs for training. - visualize (bool): If True, enables visualization of training. - - Returns: - tuple: Lists of current discriminator and generator losses. - """ - # Initialize tqdm progress bar - progress_bar = tqdm(dataloader,desc=f"Epoch {epoch+1}/{epochs}",leave=True,dynamic_ncols=True) - - device = devicer() - current_G_loss = [] - current_D_loss = [] - - for batch_idx, real in enumerate(progress_bar): # Chanes here rea,_ in enumerate(progress_bar) - real = real.to(device) - current_batch_size = real.shape[0] - w = get_w(current_batch_size, mapping_net) - noise = get_noise(current_batch_size) - fake = generator(w, noise) - critic_fake = discriminator(fake.detach()) - critic_real = discriminator(real) - gp = gradient_penalty(discriminator, real, fake, device=device) - loss_critic = ( - -(torch.mean(critic_real) - torch.mean(critic_fake)) - + lambda_gp * gp - + (0.001 * torch.mean(critic_real ** 2)) - ) - - - current_D_loss.append(loss_critic.item()) - # Normal backward pass - optimizer_D.zero_grad() - loss_critic.backward() - optimizer_D.step() - gen_fake = discriminator(fake) - loss_gen = -torch.mean(gen_fake) - # Apply path length penalty on every 16 Batches - if batch_idx % 16 == 0: - plp = journey_penalty(w, fake) - if not torch.isnan(plp): - loss_gen = loss_gen + plp - - # Append the observed Generator loss to the list - current_G_loss.append(loss_gen.item()) - - mapping_net.zero_grad() - generator.zero_grad() - loss_gen.backward() - optimizer_G.step() - optim_mapping.step() - - progress_bar.set_postfix( - gp=gp.item(), - loss_critic=loss_critic.item(), - D_loss = loss_critic.item(), - G_loss = loss_gen.item() - ) - - return (current_D_loss, current_G_loss) - - -if __name__ == '__main__': - - - device=devicer() - dataloader = get_dataloader() - generator = Generator(log_resolution,W_DIM).to(device) - discriminator = Discriminator(log_resolution).to(device) - mapping_net = MappingNetwork(Z_DIM, W_DIM).to(device) - journey_penalty = PathLengthPenalty(0.99).to(device) - - - optimizer_G = optim.Adam(generator.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) - optimizer_D = optim.Adam(discriminator.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) - optim_mapping = optim.Adam(mapping_net.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) - - G_losses = [] - D_losses = [] - - if LOAD: - Loaded_epoch, G_losses,D_losses = load_checkpoint(LOAD_CHECK,generator,discriminator,optimizer_G,optimizer_D,optim_mapping) - print("Loaded checkpoint") - else: - Loaded_epoch = 0 - - if TRAIN: - - generator.train() - discriminator.train() - mapping_net.train() - - for epoch in range(Loaded_epoch,EPOCHS): - G_loss, D_loss = train(generator, discriminator, journey_penalty, optimizer_G, optimizer_D, dataloader, mapping_net, optim_mapping,epoch,EPOCHS) - - G_losses.extend(G_loss) - D_losses.extend(D_loss) - - generate_examples(generator, mapping_net,epoch, n=5) - - if epoch % 5 == 0 and SAVE_MODEL : - save_model(epoch,generator,discriminator,optimizer_G,optimizer_D,optim_mapping,G_losses,D_losses) - - - plot_loss(G_losses, D_losses) - - if TEST: - - generate_examples(generator, mapping_net,epoch, n=5) diff --git a/recognition/StyleGAN_s4653241/utils.py b/recognition/StyleGAN_s4653241/utils.py deleted file mode 100644 index 0743fafcc..000000000 --- a/recognition/StyleGAN_s4653241/utils.py +++ /dev/null @@ -1,172 +0,0 @@ -import torch -import warnings -import config -from config import * - - - -def save_model(epoch,G,D,optimizer_G,optimizer_D,optim_mapping, gen_loss, disc_loss): - """ - Saves the model checkpoint including the state of models, optimizers, and training parameters. - - Parameters: - - epoch (int): The current epoch number. - - G (nn.Module): Generator model. - - D (nn.Module): Discriminator model. - - optimizer_G (torch.optim.Optimizer): Optimizer for the generator. - - optimizer_D (torch.optim.Optimizer): Optimizer for the discriminator. - - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. - - gen_loss (float): Generator loss. - - disc_loss (float): Discriminator loss. - """ - checkpoint = { - 'epoch': epoch, - 'G_state_dict': G.state_dict(), - 'D_state_dict': D.state_dict(), - 'optimizer_G_state_dict': optimizer_G.state_dict(), - 'optimizer_D_state_dict': optimizer_D.state_dict(), - "optim_mapping_state": optim_mapping.state_dict(), - 'random_state': torch.get_rng_state(), - 'cuda_random_state': torch.cuda.get_rng_state_all(), # Save the random state of the GPU - 'gen_loss': gen_loss, - 'disc_loss': disc_loss, - - } - path = config.save_path + f'checkpoint_StyleGAN2_Epoch{epoch+1}.pth' - torch.save(checkpoint, path) - print(f"Checkpoint saved at epoch {epoch+1}.", flush =True) - -def load_checkpoint(path, G, D, optimizer_G, optimizer_D,optim_mapping): - """ - Loads a saved checkpoint to resume training. - - Parameters: - - path (str): Path to the checkpoint file. - - G (nn.Module): Generator model to load state into. - - D (nn.Module): Discriminator model to load state into. - - optimizer_G (torch.optim.Optimizer): Generator optimizer. - - optimizer_D (torch.optim.Optimizer): Discriminator optimizer. - - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. - - Returns: - - epoch (int): Epoch to resume from. - - gen_loss (float): Saved generator loss. - - disc_loss (float): Saved discriminator loss. - """ - checkpoint = torch.load(path) - G.load_state_dict(checkpoint['G_state_dict']) - D.load_state_dict(checkpoint['D_state_dict']) - optimizer_G.load_state_dict(checkpoint['optimizer_G_state_dict']) - optimizer_D.load_state_dict(checkpoint['optimizer_D_state_dict']) - optim_mapping.load_state_dict(checkpoint['optim_mapping_state']) - epoch = checkpoint['epoch'] - gen_loss = checkpoint['gen_loss'] - disc_loss = checkpoint['disc_loss'] - torch.set_rng_state(checkpoint['random_state']) - torch.cuda.set_rng_state_all(checkpoint['cuda_random_state']) - - return epoch, gen_loss, disc_loss - - - -def devicer(): - """ - Selects the best available device (CUDA, MPS, or CPU) for computation. - - Returns: - - device (torch.device): The computation device. - """ - if torch.cuda.is_available(): - device = torch.device("cuda") - elif torch.backends.mps.is_available(): - device = torch.device("mps") - else: - device = torch.device("cpu") - - # print(f'Using device: {device}', flush=True) - return device - -def get_w(batch_size, mapping_network,device=devicer()): - """ - Generates the latent vector `w` for StyleGAN2, expanded to match the required shape. - - Parameters: - - batch_size (int): Number of samples in the batch. - - mapping_network (nn.Module): Network that maps latent `z` to latent `w`. - - device (torch.device): Device for computation. - - Returns: - - w (torch.Tensor): Expanded `w` tensor for generator blocks. - """ - z = torch.randn(batch_size, W_DIM).to(device) - w = mapping_network(z) - # Expand w from the generator blocks - return w[None,:,:].expand(config.log_resolution, -1, -1) - -def get_noise(batch_size,device=devicer()): - """ - Generates a list of noise tensors of increasing resolution for each generator block in StyleGAN2. - - Parameters: - - batch_size (int): Number of samples in the batch. - - device (torch.device): Device for computation. - - Returns: - - noise (list of torch.Tensor): List of noise tensors for generator layers. - """ - noise = [] - #noise res starts from 4x4 - resolution = 4 - - # For each gen block - for i in range(config.log_resolution): - # First block uses 3x3 conv - if i == 0: - n1 = None - # For rest of conv layer - else: - n1 = torch.randn(batch_size, 1, resolution, resolution, device= device) - n2 = torch.randn(batch_size, 1, resolution, resolution,device= device) - - # add the noise tensors to the lsit - noise.append((n1, n2)) - # subsequent block has 2x2 res - resolution *= 2 - - return noise - -def gradient_penalty(critic, real, fake,device=devicer()): - """ - Computes the gradient penalty for WGAN-GP, helping improve discriminator stability. - - Parameters: - - critic (nn.Module): Discriminator or critic model. - - real (torch.Tensor): Real images. - - fake (torch.Tensor): Generated (fake) images. - - device (torch.device): Device for computation. - - Returns: - - gradient_penalty (torch.Tensor): Computed gradient penalty to add to the loss. - """ - BATCH_SIZE, C, H, W = real.shape - beta = torch.rand((BATCH_SIZE, 1, 1, 1)).repeat(1, C, H, W).to(device) - interpolated_images = real * beta + fake.detach() * (1 - beta) - interpolated_images.requires_grad_(True) - - # Calculate critic scores - mixed_scores = critic(interpolated_images) - - gradient = torch.autograd.grad( - inputs=interpolated_images, - outputs=mixed_scores, - grad_outputs=torch.ones_like(mixed_scores), - create_graph=True, - retain_graph=True, - )[0] - # Reshape gradients to calculate the norm - gradient = gradient.view(gradient.shape[0], -1) - # Calculate the norm and then the loss - gradient_norm = gradient.norm(2, dim=1) - gradient_penalty = torch.mean((gradient_norm - 1) ** 2) - - return gradient_penalty From fc72df70741aefcd1c3a1cb60a99325d73d48ea5 Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 05:29:13 +1000 Subject: [PATCH 83/93] Revert "Reorganized files, moved files to parent directory" This reverts commit de43ca0ad751fe8a87df917b2686292d56ac5b3f. --- .../StyleGAN_s4653241/StyleGAN/config.py | 43 ++ .../StyleGAN_s4653241/StyleGAN/dataset.py | 243 ++++++++++ .../StyleGAN_s4653241/StyleGAN/modules.py | 427 ++++++++++++++++++ .../StyleGAN_s4653241/StyleGAN/predict.py | 100 ++++ .../StyleGAN_s4653241/StyleGAN/train.py | 144 ++++++ .../StyleGAN_s4653241/StyleGAN/utils.py | 172 +++++++ 6 files changed, 1129 insertions(+) create mode 100644 recognition/StyleGAN_s4653241/StyleGAN/config.py create mode 100644 recognition/StyleGAN_s4653241/StyleGAN/dataset.py create mode 100644 recognition/StyleGAN_s4653241/StyleGAN/modules.py create mode 100644 recognition/StyleGAN_s4653241/StyleGAN/predict.py create mode 100644 recognition/StyleGAN_s4653241/StyleGAN/train.py create mode 100644 recognition/StyleGAN_s4653241/StyleGAN/utils.py diff --git a/recognition/StyleGAN_s4653241/StyleGAN/config.py b/recognition/StyleGAN_s4653241/StyleGAN/config.py new file mode 100644 index 000000000..1710da247 --- /dev/null +++ b/recognition/StyleGAN_s4653241/StyleGAN/config.py @@ -0,0 +1,43 @@ +''' Wil be used to store all the configuration variables for the project ''' + + +TRAIN = True # When Training +LOAD = False # Load Checkpoint from LOAD_CHECK +SAVE_MODEL = False # Saves model to save_path +TEST = False # TEST loaded model usually when using checkpoint model + + +# Data path +AD_train = "/home/groups/comp3710/ADNI/AD_NC/train/AD" +AD_test = "/home/groups/comp3710/ADNI/AD_NC/test/AD" +NC_train = "/home/groups/comp3710/ADNI/AD_NC/train/NC" +NC_test = "/home/groups/comp3710/ADNI/AD_NC/test/NC" + +BRAIN = 'AD' # Change for different type of Brain + +# ----Image Parameters---- +# +log_resolution = 7 # 256x256 image size as such 2^8 = 256 # use 2^7 for single gpu (faster) +IMAGE_SIZE = (256, 240) +image_height = 2**log_resolution # The height of the generated image +image_width = 2**log_resolution # The width of the generated image +#------------------------ +BATCH_SIZE = 16 +LEARNING_RATE = 0.001 +CHANNELS = 1 +interpolation = 'bilinear' + +N_FEATURES = 256 +MAX_FEATURES = 512 +EPOCHS = 41 # ! Training Epoch + +#------ New code ------ +lambda_gp = 10 # gradient penalty +W_DIM = 256 +Z_DIM = 256 # + + +# ---------------------- + +save_path = '/home/Student/s4653241/checkpoints/' +LOAD_CHECK= "/home/Student/s4653241/checkpoints/checkpoint_StyleGAN2_Epoch26.pth" # LOAD checkpoint \ No newline at end of file diff --git a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py new file mode 100644 index 000000000..9bab484ff --- /dev/null +++ b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py @@ -0,0 +1,243 @@ +import os +from config import * +from PIL import Image +from torch.utils.data import Dataset, DataLoader,ConcatDataset +import torchvision.transforms as transforms +from torchvision.transforms import ToPILImage +import matplotlib.pyplot as plt +import torch + +# Function to combine datasets based on configuration +def combine_datasets(transform): + """ + Combines datasets for training and testing based on specified conditions. + + Args: + transform (callable): The transformations to be applied to images. + + Returns: + ConcatDataset: Concatenated training and testing datasets. + """ + if BRAIN == 'AD': + train = ImageDataset(AD_train, transform) + test = ImageDataset(AD_test, transform) + return ConcatDataset([train, test]) + else: + train = ImageDataset(NC_train, transform) + test = ImageDataset(NC_test,transform) + return ConcatDataset([train, test]) + +# Custom Dataset class to handle image loading and transformations +class ImageDataset(Dataset): + def __init__(self, root, transform=None): + """ + Initializes the dataset by setting the root directory and transformations. + + Args: + root (str): Directory of images. + transform (callable, optional): Transformations applied to each image. + """ + self.root = root + self.transform = transform + + self.files = sorted(os.listdir(root)) + + def __getitem__(self, index): + """ + Loads an image and applies transformations. + + Args: + index (int): Index of the image to load. + + Returns: + Tensor: Transformed image. + """ + img = Image.open(os.path.join(self.root, self.files[index])) + + if self.transform: + img = self.transform(img) + + return img + + def __len__(self): + return len(self.files) + + def get_raw_image(self, index): + """ + Returns the original, untransformed image. + + Args: + index (int): Index of the image in the dataset. + + Returns: + PIL.Image: Raw image without any transformations. + """ + img_path = os.path.join(self.root, self.files[index]) + raw_img = Image.open(img_path).convert("L") # Always return the raw image in RGB format + return raw_img + + def compare(self, index): + """ + Returns original and transformed versions of an image. + + Args: + index (int): Index of the image. + + Returns: + tuple: Original and transformed images. + """ + img = Image.open(os.path.join(self.root, self.files[index])) + + if self.transform: + trans_img = self.transform(img) + to_pil = transforms.ToPILImage() + trans_img = to_pil(trans_img) + + else: + trans_img = None # No transformation applied + + return img, trans_img, + + +# Function to apply transformation to images +def get_transform(image_size=(256, 240)): + """ + Defines transformations for resizing, grayscale conversion, and data augmentation. + + Args: + image_size (tuple): Desired output image size. + + Returns: + transforms.Compose: A composition of image transformations. + """ + transform = transforms.Compose([ + transforms.Resize((image_height, image_width), interpolation=transforms.InterpolationMode.BICUBIC), + # transforms.CenterCrop(image_size), + transforms.Grayscale(), + + transforms.RandomRotation(15), # Rotate image by ±15 degrees + transforms.ColorJitter(brightness=0.2, contrast=0.2), # Randomly adjust brightness and contrast + transforms.RandomHorizontalFlip(p=0.5), # Flip 50% of the images horizontally + + transforms.ToTensor(), + transforms.Normalize([0.5], [0.5]) #Singel channel image + ]) + return transform + +# Function to get the dataloader +def get_dataloader(image_size=IMAGE_SIZE, batch_size=BATCH_SIZE, shuffle = False): + """ + Creates a DataLoader with specified transformations, batch size, and shuffle settings. + + Args: + image_size (tuple): Desired image size. + batch_size (int): Number of images per batch. + shuffle (bool): Whether to shuffle the dataset. + + Returns: + DataLoader: DataLoader for the combined dataset. + """ + transform = get_transform(image_size) + + + dataset = combine_datasets(transform) + + return DataLoader(dataset, batch_size, shuffle=shuffle) + +# Function to get the image with transform +class ImageVisualize: + def __init__(self, dataloader): + """ + Initializes the ImageVisualizer with a given DataLoader. + Args: + dataloader (DataLoader): PyTorch DataLoader containing the images. + """ + self.dataloader = dataloader + + + + def get_image(self): + for _, img in enumerate(self.dataloader): + return img + + def plot_image(self, img=None): + to_pil = transforms.ToPILImage() + + if img is None: + img = self.get_image() + + if len(img.size()) == 4: + img = img[0] + + img = to_pil(img) + img.show() + + def plot_image_with_matplotlib(self, img=None): + """ + Plots the given image using matplotlib. If no image is provided, it retrieves one from the DataLoader. + Args: + img (Tensor, optional): A 3D or 4D image tensor to be plotted. If None, fetches from DataLoader. + """ + # If no image is provided, retrieve one from the DataLoader + if img is None: + img = self.get_image() + + # If the image is 4D (batch, channels, height, width), use the first image in the batch + if len(img.size()) == 4: + img = img[0] # Select the first image in the batch + + # Convert the 3D tensor to numpy array and rearrange dimensions (Channels, Height, Width) -> (Height, Width, Channels) + img = img.permute(1, 2, 0).numpy() + + # If the image was normalized to [-1, 1], denormalize back to [0, 1] + img = img * 0.5 + 0.5 + + # Plot the image using matplotlib + plt.imshow(img) + plt.axis('off') + plt.show() + def denormalize(self, img): + """ + Denormalizes the given image tensor from [-1, 1] to [0, 1]. + Args: + img (Tensor): Image tensor to be denormalized. + Returns: + Tensor: Denormalized image tensor. + """ + return img * 0.5 + 0.5 + + def demour_image(self,img): + """ + Denormalizes the given image tensor from [-1, 1] to [0, 255]. + Args: + img (Tensor): Image tensor to be denormalized. + Returns: + Tensor: Denormalized image tensor in the range [0, 255]. + """ + return (img * 0.5 + 0.5) * 255 + + + def display_comparison(original, transformed): + """ + Display the original and transformed images side-by-side. + + Args: + original (PIL.Image): The original image. + transformed (PIL.Image or None): The transformed image (or None if not available). + """ + fig, axes = plt.subplots(1, 2, figsize=(12, 6)) + + # Display the original image + axes[0].imshow(original) + axes[0].set_title("Original Image") + axes[0].axis('off') + + # Display the transformed image if available + if transformed: + axes[1].imshow(transformed) + axes[1].set_title("Transformed Image") + else: + axes[1].text(0.5, 0.5, "No Transformation Applied", fontsize=15, ha='center') + axes[1].axis('off') + + plt.show() diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py new file mode 100644 index 000000000..18d829d7f --- /dev/null +++ b/recognition/StyleGAN_s4653241/StyleGAN/modules.py @@ -0,0 +1,427 @@ +import torch +from torch.autograd.profiler_util import Kernel +import torch.nn as nn +import torch.nn.functional as F +import numpy as np +from math import sqrt +from config import * + +# Mapping Network used for mapping latent vector z to intermediate latent vector w +class MappingNetwork(nn.Module): + """ + Initializes a mapping network to map a latent space to another latent space. + + Args: + z_dim (int): Dimension of input latent vector z. + w_dim (int): Dimension of intermediate latent vector w. + activation (nn.Module): Activation function used in the mapping layers. + """ + def __init__(self,z_dim,w_dim,activation = nn.ReLU()): + + super().__init__() + + # Mapping network + self.mapping = nn.Sequential( + EqualizerStraights(z_dim, w_dim), + activation, + EqualizerStraights(w_dim, w_dim), + activation, + EqualizerStraights(z_dim, w_dim), + activation, + EqualizerStraights(w_dim, w_dim), + activation, + EqualizerStraights(z_dim, w_dim), + activation, + EqualizerStraights(w_dim, w_dim), + activation, + EqualizerStraights(z_dim, w_dim), + activation, + EqualizerStraights(w_dim, w_dim) + ) + + def forward(self, x): + # Normalize the input tensor + x = x / torch.sqrt(torch.mean(x**2, dim = 1, keepdim = True) + 1e-8) # for PixelNorm + return self.mapping(x) + +# Equalizer for the fully connected layer +class EqualizerStraights(nn.Module): + """ + Fully connected layer with learnable weights and bias. + + Args: + in_chanel (int): Input dimension. + out_chanel (int): Output dimension. + bias (float): Initial bias value. + """ + def __init__(self, in_chanel, out_chanel, bias=0.0): + + super().__init__() + self.weight = EquilizerKG([out_chanel, in_chanel]) + self.bias = nn.Parameter(torch.ones(out_chanel) * bias) + + self.input_size = in_chanel + + def forward(self, x): + # Linear transformation + weight = self.weight().to(x.device) + return F.linear(x, weight, bias = self.bias.to(x.device)) + + +# Weight equalizer +class EquilizerKG(nn.Module): + """ + Weight equalizer to stabilize network weights across layers. + + Args: + shape (list): Shape of the weight tensor. + """ + def __init__(self,shape): + + super().__init__() + # self.constanted = 1 / sqrt(torch.prod(shape[1:])) # yet to use + self.constanted = 1 / sqrt(np.prod(shape[1:])) + self.weight = nn.Parameter(torch.randn(shape)) + + def forward(self): + return self.weight * self.constanted + + +# DripBlock for the generator, essentially a style block with noise and transformation +class DripBlock(nn.Module): + """ + Style-based block with noise addition and activation. + + Args: + W_DIM (int): Dimension of style vector w. + in_chanel (int): Input channels. + out_chanel (int): Output channels. + """ + def __init__(self,W_DIM, in_chanel, out_chanel): + + super().__init__() + + self.need_face = EqualizerStraights(W_DIM, in_chanel,bias=1.0) + + self.conv = Weight_Demod(in_chanel,out_chanel,kernel_size=3) + + # Noise and bias + self.scale_noise = nn.Parameter(torch.zeros(1)) + self.bias = nn.Parameter(torch.zeros(out_chanel)) + + self.activation = nn.LeakyReLU(0.2,True) + + def forward(self,x,w,noise): + s = self.need_face(w) + x = self.conv(x,s) + if noise is not None: + x = x + self.scale_noise[None,:,None,None] * noise + return self.activation(x + self.bias[None,:,None,None]) + + +class Weight_Demod(nn.Module): + """ + Weight demodulation for adaptive instance normalization. + + Args: + in_chanel (int): Input channels. + out_chanel (int): Output channels. + kernel_size (int): Kernel size. + demodulate (bool): Whether to apply weight demodulation. + eps (float): Small value for numerical stability. + """ + def __init__( + self, + in_chanel, + out_chanel, + kernel_size, + demodulate = True, + eps = 1e-8 + ): + + + super().__init__() + self.out_chanel = out_chanel + self.demodulate = demodulate + self.padding = (kernel_size -1) // 2 + + # Weights with Equalizer learning rate + self.weight = EquilizerKG([out_chanel, in_chanel, kernel_size, kernel_size]) + self.eps = eps # epsilon value for numerical stability + + def forward(self, x, s): + + # Get batch size, height and width + b, _, h, w = x.shape + + # Reshape the scales + s = s[:, None, :, None, None] + weights = self.weight()[None, :, :, :, :] + # The result has shape [batch_size, out_features, in_features, kernel_size, kernel_size]` + weights = weights * s + + # Weight Demodulation + if self.demodulate: + sigma_inv = torch.rsqrt((weights ** 2).sum(dim=(2, 3, 4), keepdim=True) + self.eps) + weights = weights * sigma_inv + + # Reshape x and weights + x = x.reshape(1, -1, h, w) + _, _, *ws = weights.shape + weights = weights.reshape(b * self.out_chanel, *ws) + + # Group b is used to define a different kernel (weights) for each sample in the batch + x = F.conv2d(x, weights, padding=self.padding, groups=b) + + # return x in shape of [batch_size, out_features, height, width] + return x.reshape(-1, self.out_chanel, h, w) + + +class ToRGB(nn.Module): + """ + Converts feature maps to RGB images in the generator. + + Args: + W_DIM (int): Style vector dimension. + features (int): Number of features. + """ + def __init__(self, W_DIM, features): + + super().__init__() + self.to_style = EqualizerStraights(W_DIM, features, bias=1.0) + + self.conv = Weight_Demod(features, CHANNELS, kernel_size=1, demodulate=False) + self.bias = nn.Parameter(torch.zeros(CHANNELS)) + self.activation = nn.LeakyReLU(0.2, True) + + def forward(self, x, w): + + style = self.to_style(w) + x = self.conv(x, style) + return self.activation(x + self.bias[None, :, None, None]) + + +class Generator(nn.Module): + """ + Progressive growing GAN generator. + + Args: + log_resolution (int): Resolution level (e.g., log2 of image width). + W_DIM (int): Style vector dimension. + n_features (int): Base number of features. + max_features (int): Maximum feature limit per layer. + """ + def __init__(self, log_resolution, W_DIM, n_features = 32, max_features = 256): + + super().__init__() + + features = [min(max_features, n_features * (2 ** i)) for i in range(log_resolution - 2, -1, -1)] + self.n_blocks = len(features) + + self.initial_constant = nn.Parameter(torch.randn((1, features[0], 4, 4))) + + self.style_block = DripBlock(W_DIM, features[0], features[0]) + self.to_rgb = ToRGB(W_DIM, features[0]) + + blocks = [GeneratorBlock(W_DIM, features[i - 1], features[i]) for i in range(1, self.n_blocks)] + self.blocks = nn.ModuleList(blocks) + + def forward(self, w, input_noise): + + batch_size = w.shape[1] + + x = self.initial_constant.expand(batch_size, -1, -1, -1) + x = self.style_block(x, w[0], input_noise[0][1]) + rgb = self.to_rgb(x, w[0]) + + for i in range(1, self.n_blocks): + x = F.interpolate(x, scale_factor=2, mode="bilinear") + x, rgb_new = self.blocks[i - 1](x, w[i], input_noise[i]) + rgb = F.interpolate(rgb, scale_factor=2, mode="bilinear") + rgb_new + + return torch.tanh(rgb) + + +class GeneratorBlock(nn.Module): + """ + A block within the generator, consisting of styled layers and RGB output conversion. + + Args: + W_DIM (int): Dimensionality of the style vector `w`. + in_channel (int): Number of input channels. + out_channel (int): Number of output channels. + """ + def __init__(self,W_DIM, in_chanel, out_chanel): + super().__init__() + + # First black changes the feature map size to the "out_chanel" + self.styled_block1 = DripBlock(W_DIM, in_chanel, out_chanel) + self.styled_block2 = DripBlock(W_DIM, out_chanel, out_chanel) + + self.to_rgb = ToRGB(W_DIM, out_chanel) + + def forward(self, x,w,noise): + + # Style blocks with Noise Tensor + x = self.styled_block1(x,w,noise[0]) + x = self.styled_block2(x,w,noise[1]) + + # RBG img + rgb = self.to_rgb(x,w) + + return x, rgb + + +# Discriminator for assessing real vs. generated images +class Discriminator(nn.Module): + """ + The discriminator network for distinguishing real from generated images. + + Args: + log_reso (int): Logarithmic resolution of the image (e.g., `log_reso=8` for 256x256 images). + n_features (int): Initial number of features. + max_features (int): Maximum number of features per layer. + """ + def __init__(self, log_reso, n_features = 64, max_features = 256,): # log resolution 2^log_reso= image size + super().__init__() + + features = [min(max_features, n_features*(2**i)) for i in range(log_reso - 1)] + + self.from_rgb = nn.Sequential( + Dis_Conv2d(CHANNELS, n_features, 1), # Change here + nn.LeakyReLU(0.2, True) + ) + + n_blocks = len(features) - 1 + + # Squential blocks generated from size for Discriminator blocks + blocks = [DiscriminatorBlock(features[i], features[i+1]) for i in range(n_blocks)] + self.blocks = nn.Sequential(*blocks) + + final_features = features[-1] + 1 + + # Final conv layer with 3x3 kernel + self.conv = Dis_Conv2d(final_features, final_features, 3) + # Final Equalized linear layer for classification + self.final = EqualizerStraights(2*2*final_features, 1) + def minibatch_std(self, x): + batch_statistics = ( + torch.std(x, dim=0).mean().repeat(x.shape[0], 1, x.shape[2], x.shape[3]) + ) + return torch.cat([x, batch_statistics], dim=1) + + + def forward(self, x): + x = self.from_rgb(x) + x = self.blocks(x) + x = self.minibatch_std(x) + x = self.conv(x) + x = x.reshape(x.shape[0], -1) + return self.final(x) + +class DiscriminatorBlock(nn.Module): + """ + A block within the discriminator that includes convolutional layers, downsampling, and residual connections. + + Args: + in_channel (int): Input channels. + out_channel (int): Output channels. + activation (nn.Module, optional): Activation function to use within the block. Defaults to LeakyReLU(0.2). + """ + def __init__(self,in_chanel,out_chanel,activation = nn.LeakyReLU(0.2,True)): + super().__init__() + + + self.residual = nn.Sequential( + nn.AvgPool2d(kernel_size=2, stride=2), + Dis_Conv2d(in_chanel, out_chanel,kernel_size=1) + ) + + self.block = nn.Sequential( + Dis_Conv2d(in_chanel, in_chanel, kernel_size=3, padding = 1), + activation, + Dis_Conv2d(in_chanel, out_chanel, kernel_size=3, padding = 1), + activation + ) + + self.downsample = nn.AvgPool2d( kernel_size=2, stride=2) + + self.scale = 1 / sqrt(2) + + def forward(self, x): + residual = self.residual(x) + x = self.block(x) + x = self.downsample(x) + + return (x + residual) * self.scale + +# Discriminator convolutional layer with equalized learning rate +class Dis_Conv2d(nn.Module): + """ + Convolutional layer with equalized learning rate for the discriminator. + + Args: + in_channel (int): Number of input channels. + out_channel (int): Number of output channels. + kernel_size (int): Kernel size. + padding (int, optional): Padding for convolution. Defaults to 0. + """ + def __init__(self,in_chanel,out_chanel,kernel_size,padding=0): + super().__init__() + # self.kernel_size = kernel_size + self.padding = padding + self.weight = EquilizerKG([out_chanel, in_chanel, kernel_size, kernel_size]) + self.bias = nn.Parameter(torch.ones(out_chanel)) + + def forward(self, x: torch.Tensor): + + return F.conv2d(x, self.weight(), bias=self.bias, padding=self.padding) + +class PathLengthPenalty(nn.Module): + """ + Path length penalty to regularize the generator by penalizing deviation in pixel norms. + + Args: + beta (float): Decay rate for moving average of path length. + """ + def __init__(self, beta): + super().__init__() + + self.beta = beta + self.steps = nn.Parameter(torch.tensor(0.), requires_grad=False) + + self.exp_sum_a = nn.Parameter(torch.tensor(0.), requires_grad=False) + + def forward(self, w, x): + + device = x.device + image_size = x.shape[2] * x.shape[3] + y = torch.randn(x.shape, device=device) + + # Scaling + output = (x * y).sum() / sqrt(image_size) + sqrt(image_size) + + # Computes gradient + gradients, *_ = torch.autograd.grad(outputs=output, + inputs=w, + grad_outputs=torch.ones(output.shape, device=device), + create_graph=True) + + # Calculated L2-norm + norm = (gradients ** 2).sum(dim=2).mean(dim=1).sqrt() + + # Regulatrise after first step + if self.steps > 0: + a = self.exp_sum_a / (1 - self.beta ** self.steps) + loss = torch.mean((norm - a) ** 2) + else: + # Return a dummpy loss tensor if computation fails + loss = norm.new_tensor(0) + + mean = norm.mean().detach() + self.exp_sum_a.mul_(self.beta).add_(mean, alpha=1 - self.beta) + self.steps.add_(1.) + + # return the penalty + return loss diff --git a/recognition/StyleGAN_s4653241/StyleGAN/predict.py b/recognition/StyleGAN_s4653241/StyleGAN/predict.py new file mode 100644 index 000000000..5ff5becf9 --- /dev/null +++ b/recognition/StyleGAN_s4653241/StyleGAN/predict.py @@ -0,0 +1,100 @@ +import matplotlib.pyplot as plt +import torch +import os +from torchvision.utils import save_image +from PIL import Image + +from modules import * +from config import * +from utils import * + +def plot_loss(G_loss,D_loss): + """ + Plots and saves the Generator and Discriminator losses separately as two images. + + Args: + G_loss (list of float): Generator loss values over iterations. + D_loss (list of float): Discriminator loss values over iterations. + """ + + plt.figure(figsize=(10,5)) + plt.title("Generator Loss During Training") + plt.plot(G_loss, label="G", color="blue") + plt.xlabel("Iterations") + plt.ylabel("Loss") + plt.legend() + plt.savefig('gen_loss.png') + + plt.figure(figsize=(10,5)) + plt.title("Discriminator Loss During Training") + plt.plot(D_loss, label="D", color="red") + plt.xlabel("Iterations") + plt.ylabel("Loss") + plt.legend() + plt.savefig('disc_loss.png') + plt.close() + +def plot_loss_epoch(G_loss, D_loss, epoch): + """ + Plots and saves Generator and Discriminator losses for each epoch on the same plot. + + Args: + G_loss (list of float): Generator loss values per epoch. + D_loss (list of float): Discriminator loss values per epoch. + epoch (int): Current epoch number, used in the plot title and filename. + """ + plt.figure(figsize=(10, 5)) + plt.plot(G_loss, label="Generator Loss", color="blue") + plt.plot(D_loss, label="Discriminator Loss", color="red") + plt.title(f"Loss During Training") + plt.xlabel("Epoch") + plt.ylabel("Loss") + plt.legend() + plt.savefig(f'loss_epoch_{epoch}.png') + plt.close() + +def generate_examples(gen, mapping_net,epoch, n=5): + """ + Generates and saves example images from the Generator model at a specific training epoch. + + Args: + gen (nn.Module): Generator model. + mapping_net (nn.Module): Mapping network for generating latent vectors. + epoch (int): Current epoch number, used to name the output directory. + n (int): Number of example images to generate. + """ + for i in range(n): + with torch.no_grad(): + w = get_w(1, mapping_net) + noise = get_noise(1) + img = gen(w, noise) + if not os.path.exists(f'saved_examples/epoch{epoch}'): + os.makedirs(f'saved_examples/epoch{epoch}') + save_image(img*0.5+0.5, f"saved_examples/epoch{epoch}/img_{i}.png") + + + + save_dir = "/home/Student/s4653241/StyleGAN2/recognition/StyleGAN_s4653241/StyleGAN/saved_examples" + for i in range(5): + images= next(data_iter) # Get a batch of images and labels + + + # Save the first few images in each batch + for j in range(len(images)): + # Convert the image tensor to a numpy array and scale properly + img = images[j].permute(1, 2, 0).cpu().numpy() # Convert to (H, W, C) and numpy + + if img.max() <= 1.0: # If normalized between 0-1, scale to 0-255 + img = (img * 255).astype(np.uint8) + + # Ensure it has three channels; convert grayscale to RGB + if img.shape[2] == 1: + img = np.repeat(img, 3, axis=2) # Convert single channel to RGB + + # Create PIL image + pil_img = Image.fromarray(img) + + # Save the image + pil_img.save(os.path.join(save_dir, f"batch_{i+1}_img_{j+1}.png")) + + print(f"Images saved to {save_dir}") \ No newline at end of file diff --git a/recognition/StyleGAN_s4653241/StyleGAN/train.py b/recognition/StyleGAN_s4653241/StyleGAN/train.py new file mode 100644 index 000000000..65a1463be --- /dev/null +++ b/recognition/StyleGAN_s4653241/StyleGAN/train.py @@ -0,0 +1,144 @@ +import torch +from torch import optim +from tqdm import tqdm + +# Local libraries +from dataset import * +from modules import * +from predict import * +from config import * +from utils import * + +def train( + generator, + discriminator, + journey_penalty, + optimizer_G, + optimizer_D, + dataloader , + mapping_net, + optim_mapping, + epoch, # Current Epoch + epochs = EPOCHS, # Total Epoch Left + visualize=False): + """ + Trains the generator and discriminator for one epoch and applies a path length penalty. + + Args: + generator (nn.Module): The generator model. + discriminator (nn.Module): The discriminator model. + journey_penalty (nn.Module): Path length penalty for the generator. + optimizer_G (torch.optim.Optimizer): Optimizer for the generator. + optimizer_D (torch.optim.Optimizer): Optimizer for the discriminator. + dataloader (DataLoader): DataLoader providing batches of real images. + mapping_net (nn.Module): Mapping network for latent space transformation. + optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. + epoch (int): Current epoch. + epochs (int): Total epochs for training. + visualize (bool): If True, enables visualization of training. + + Returns: + tuple: Lists of current discriminator and generator losses. + """ + # Initialize tqdm progress bar + progress_bar = tqdm(dataloader,desc=f"Epoch {epoch+1}/{epochs}",leave=True,dynamic_ncols=True) + + device = devicer() + current_G_loss = [] + current_D_loss = [] + + for batch_idx, real in enumerate(progress_bar): # Chanes here rea,_ in enumerate(progress_bar) + real = real.to(device) + current_batch_size = real.shape[0] + w = get_w(current_batch_size, mapping_net) + noise = get_noise(current_batch_size) + fake = generator(w, noise) + critic_fake = discriminator(fake.detach()) + critic_real = discriminator(real) + gp = gradient_penalty(discriminator, real, fake, device=device) + loss_critic = ( + -(torch.mean(critic_real) - torch.mean(critic_fake)) + + lambda_gp * gp + + (0.001 * torch.mean(critic_real ** 2)) + ) + + + current_D_loss.append(loss_critic.item()) + # Normal backward pass + optimizer_D.zero_grad() + loss_critic.backward() + optimizer_D.step() + gen_fake = discriminator(fake) + loss_gen = -torch.mean(gen_fake) + # Apply path length penalty on every 16 Batches + if batch_idx % 16 == 0: + plp = journey_penalty(w, fake) + if not torch.isnan(plp): + loss_gen = loss_gen + plp + + # Append the observed Generator loss to the list + current_G_loss.append(loss_gen.item()) + + mapping_net.zero_grad() + generator.zero_grad() + loss_gen.backward() + optimizer_G.step() + optim_mapping.step() + + progress_bar.set_postfix( + gp=gp.item(), + loss_critic=loss_critic.item(), + D_loss = loss_critic.item(), + G_loss = loss_gen.item() + ) + + return (current_D_loss, current_G_loss) + + +if __name__ == '__main__': + + + device=devicer() + dataloader = get_dataloader() + generator = Generator(log_resolution,W_DIM).to(device) + discriminator = Discriminator(log_resolution).to(device) + mapping_net = MappingNetwork(Z_DIM, W_DIM).to(device) + journey_penalty = PathLengthPenalty(0.99).to(device) + + + optimizer_G = optim.Adam(generator.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) + optimizer_D = optim.Adam(discriminator.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) + optim_mapping = optim.Adam(mapping_net.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) + + G_losses = [] + D_losses = [] + + if LOAD: + Loaded_epoch, G_losses,D_losses = load_checkpoint(LOAD_CHECK,generator,discriminator,optimizer_G,optimizer_D,optim_mapping) + print("Loaded checkpoint") + else: + Loaded_epoch = 0 + + if TRAIN: + + generator.train() + discriminator.train() + mapping_net.train() + + for epoch in range(Loaded_epoch,EPOCHS): + G_loss, D_loss = train(generator, discriminator, journey_penalty, optimizer_G, optimizer_D, dataloader, mapping_net, optim_mapping,epoch,EPOCHS) + + G_losses.extend(G_loss) + D_losses.extend(D_loss) + + generate_examples(generator, mapping_net,epoch, n=5) + + if epoch % 5 == 0 and SAVE_MODEL : + save_model(epoch,generator,discriminator,optimizer_G,optimizer_D,optim_mapping,G_losses,D_losses) + + + plot_loss(G_losses, D_losses) + + if TEST: + + generate_examples(generator, mapping_net,epoch, n=5) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/utils.py b/recognition/StyleGAN_s4653241/StyleGAN/utils.py new file mode 100644 index 000000000..0743fafcc --- /dev/null +++ b/recognition/StyleGAN_s4653241/StyleGAN/utils.py @@ -0,0 +1,172 @@ +import torch +import warnings +import config +from config import * + + + +def save_model(epoch,G,D,optimizer_G,optimizer_D,optim_mapping, gen_loss, disc_loss): + """ + Saves the model checkpoint including the state of models, optimizers, and training parameters. + + Parameters: + - epoch (int): The current epoch number. + - G (nn.Module): Generator model. + - D (nn.Module): Discriminator model. + - optimizer_G (torch.optim.Optimizer): Optimizer for the generator. + - optimizer_D (torch.optim.Optimizer): Optimizer for the discriminator. + - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. + - gen_loss (float): Generator loss. + - disc_loss (float): Discriminator loss. + """ + checkpoint = { + 'epoch': epoch, + 'G_state_dict': G.state_dict(), + 'D_state_dict': D.state_dict(), + 'optimizer_G_state_dict': optimizer_G.state_dict(), + 'optimizer_D_state_dict': optimizer_D.state_dict(), + "optim_mapping_state": optim_mapping.state_dict(), + 'random_state': torch.get_rng_state(), + 'cuda_random_state': torch.cuda.get_rng_state_all(), # Save the random state of the GPU + 'gen_loss': gen_loss, + 'disc_loss': disc_loss, + + } + path = config.save_path + f'checkpoint_StyleGAN2_Epoch{epoch+1}.pth' + torch.save(checkpoint, path) + print(f"Checkpoint saved at epoch {epoch+1}.", flush =True) + +def load_checkpoint(path, G, D, optimizer_G, optimizer_D,optim_mapping): + """ + Loads a saved checkpoint to resume training. + + Parameters: + - path (str): Path to the checkpoint file. + - G (nn.Module): Generator model to load state into. + - D (nn.Module): Discriminator model to load state into. + - optimizer_G (torch.optim.Optimizer): Generator optimizer. + - optimizer_D (torch.optim.Optimizer): Discriminator optimizer. + - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. + + Returns: + - epoch (int): Epoch to resume from. + - gen_loss (float): Saved generator loss. + - disc_loss (float): Saved discriminator loss. + """ + checkpoint = torch.load(path) + G.load_state_dict(checkpoint['G_state_dict']) + D.load_state_dict(checkpoint['D_state_dict']) + optimizer_G.load_state_dict(checkpoint['optimizer_G_state_dict']) + optimizer_D.load_state_dict(checkpoint['optimizer_D_state_dict']) + optim_mapping.load_state_dict(checkpoint['optim_mapping_state']) + epoch = checkpoint['epoch'] + gen_loss = checkpoint['gen_loss'] + disc_loss = checkpoint['disc_loss'] + torch.set_rng_state(checkpoint['random_state']) + torch.cuda.set_rng_state_all(checkpoint['cuda_random_state']) + + return epoch, gen_loss, disc_loss + + + +def devicer(): + """ + Selects the best available device (CUDA, MPS, or CPU) for computation. + + Returns: + - device (torch.device): The computation device. + """ + if torch.cuda.is_available(): + device = torch.device("cuda") + elif torch.backends.mps.is_available(): + device = torch.device("mps") + else: + device = torch.device("cpu") + + # print(f'Using device: {device}', flush=True) + return device + +def get_w(batch_size, mapping_network,device=devicer()): + """ + Generates the latent vector `w` for StyleGAN2, expanded to match the required shape. + + Parameters: + - batch_size (int): Number of samples in the batch. + - mapping_network (nn.Module): Network that maps latent `z` to latent `w`. + - device (torch.device): Device for computation. + + Returns: + - w (torch.Tensor): Expanded `w` tensor for generator blocks. + """ + z = torch.randn(batch_size, W_DIM).to(device) + w = mapping_network(z) + # Expand w from the generator blocks + return w[None,:,:].expand(config.log_resolution, -1, -1) + +def get_noise(batch_size,device=devicer()): + """ + Generates a list of noise tensors of increasing resolution for each generator block in StyleGAN2. + + Parameters: + - batch_size (int): Number of samples in the batch. + - device (torch.device): Device for computation. + + Returns: + - noise (list of torch.Tensor): List of noise tensors for generator layers. + """ + noise = [] + #noise res starts from 4x4 + resolution = 4 + + # For each gen block + for i in range(config.log_resolution): + # First block uses 3x3 conv + if i == 0: + n1 = None + # For rest of conv layer + else: + n1 = torch.randn(batch_size, 1, resolution, resolution, device= device) + n2 = torch.randn(batch_size, 1, resolution, resolution,device= device) + + # add the noise tensors to the lsit + noise.append((n1, n2)) + # subsequent block has 2x2 res + resolution *= 2 + + return noise + +def gradient_penalty(critic, real, fake,device=devicer()): + """ + Computes the gradient penalty for WGAN-GP, helping improve discriminator stability. + + Parameters: + - critic (nn.Module): Discriminator or critic model. + - real (torch.Tensor): Real images. + - fake (torch.Tensor): Generated (fake) images. + - device (torch.device): Device for computation. + + Returns: + - gradient_penalty (torch.Tensor): Computed gradient penalty to add to the loss. + """ + BATCH_SIZE, C, H, W = real.shape + beta = torch.rand((BATCH_SIZE, 1, 1, 1)).repeat(1, C, H, W).to(device) + interpolated_images = real * beta + fake.detach() * (1 - beta) + interpolated_images.requires_grad_(True) + + # Calculate critic scores + mixed_scores = critic(interpolated_images) + + gradient = torch.autograd.grad( + inputs=interpolated_images, + outputs=mixed_scores, + grad_outputs=torch.ones_like(mixed_scores), + create_graph=True, + retain_graph=True, + )[0] + # Reshape gradients to calculate the norm + gradient = gradient.view(gradient.shape[0], -1) + # Calculate the norm and then the loss + gradient_norm = gradient.norm(2, dim=1) + gradient_penalty = torch.mean((gradient_norm - 1) ** 2) + + return gradient_penalty From 0f534f63554641f33788736fa573a223260eaba9 Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 05:35:18 +1000 Subject: [PATCH 84/93] Move config to parent folder --- recognition/StyleGAN_s4653241/{StyleGAN => }/config.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename recognition/StyleGAN_s4653241/{StyleGAN => }/config.py (100%) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/config.py b/recognition/StyleGAN_s4653241/config.py similarity index 100% rename from recognition/StyleGAN_s4653241/StyleGAN/config.py rename to recognition/StyleGAN_s4653241/config.py From a5ab8093360cc8e8ab222c2ed9cd91d809f78984 Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 05:37:52 +1000 Subject: [PATCH 85/93] Move dataset to parent folder --- recognition/StyleGAN_s4653241/{StyleGAN => }/dataset.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename recognition/StyleGAN_s4653241/{StyleGAN => }/dataset.py (100%) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py b/recognition/StyleGAN_s4653241/dataset.py similarity index 100% rename from recognition/StyleGAN_s4653241/StyleGAN/dataset.py rename to recognition/StyleGAN_s4653241/dataset.py From f502f00eec0cc382c1f1d801e8cdff543bb83a8a Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 05:42:02 +1000 Subject: [PATCH 86/93] Revert "Move config to parent folder" This reverts commit 0f534f63554641f33788736fa573a223260eaba9. --- recognition/StyleGAN_s4653241/{ => StyleGAN}/config.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename recognition/StyleGAN_s4653241/{ => StyleGAN}/config.py (100%) diff --git a/recognition/StyleGAN_s4653241/config.py b/recognition/StyleGAN_s4653241/StyleGAN/config.py similarity index 100% rename from recognition/StyleGAN_s4653241/config.py rename to recognition/StyleGAN_s4653241/StyleGAN/config.py From 479c7674f93b3c0ef0d27a238d18ed90cfec3225 Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 05:42:34 +1000 Subject: [PATCH 87/93] Revert "Move dataset to parent folder" This reverts commit a5ab8093360cc8e8ab222c2ed9cd91d809f78984. --- recognition/StyleGAN_s4653241/{ => StyleGAN}/dataset.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename recognition/StyleGAN_s4653241/{ => StyleGAN}/dataset.py (100%) diff --git a/recognition/StyleGAN_s4653241/dataset.py b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py similarity index 100% rename from recognition/StyleGAN_s4653241/dataset.py rename to recognition/StyleGAN_s4653241/StyleGAN/dataset.py From 1ca54e4b947b6b5bf439848ac9e2dcac5c75fa80 Mon Sep 17 00:00:00 2001 From: Mr Timothy Tjipto Date: Wed, 30 Oct 2024 05:44:04 +1000 Subject: [PATCH 88/93] deleted modules2 --- .../StyleGAN_s4653241/StyleGAN/modules2.py | 382 ------------------ 1 file changed, 382 deletions(-) delete mode 100644 recognition/StyleGAN_s4653241/StyleGAN/modules2.py diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules2.py b/recognition/StyleGAN_s4653241/StyleGAN/modules2.py deleted file mode 100644 index 155665317..000000000 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules2.py +++ /dev/null @@ -1,382 +0,0 @@ -''' -Source code of the StyleGAN components -Implements the Mapping Network, Generator, Discriminator and Path Length Penalty. -Underlying components such as convolution layer, styleblocks and such are grouped under their respective class. -''' - -import torch -from torch import nn -import torch.nn.functional as F -from math import sqrt #math sqrt is about 7 times faster than numpy sqrt -import numpy as np - -from config import channels, interpolation - -''' -MLP with 8 Equalised Linear layers -The mapping network maps the latent vector z to an intermediate latent space w. -w space will be disentangled from the image space where the factors of variation become more linear. -z_dim and w_dim can be found in config file. -''' -class MappingNetwork(nn.Module): - def __init__(self, z_dim, w_dim): - super().__init__() - - # Create a Sequential container with 8 Equalized Linear layer using ReLU activ fn - self.mapping = nn.Sequential( - EqualizedLinear(z_dim, w_dim), - nn.ReLU(), - EqualizedLinear(z_dim, w_dim), - nn.ReLU(), - EqualizedLinear(z_dim, w_dim), - nn.ReLU(), - EqualizedLinear(z_dim, w_dim), - nn.ReLU(), - EqualizedLinear(z_dim, w_dim), - nn.ReLU(), - EqualizedLinear(z_dim, w_dim), - nn.ReLU(), - EqualizedLinear(z_dim, w_dim), - nn.ReLU(), - EqualizedLinear(z_dim, w_dim) - ) - - def forward(self, x): - # Normalize z - x = x / torch.sqrt(torch.mean(x ** 2, dim=1, keepdim=True) + 1e-8) # for PixelNorm - # Maps z to w - return self.mapping(x) - -''' -Define a linear layer with learning rate equalised weight and bias -Returns the linear transfromation of the tensor with addition of bias -''' - -class EqualizedLinear(nn.Module): - def __init__(self, in_features, out_features, bias=0): - super().__init__() - self.weight = EqualizedWeight([out_features, in_features]) - self.bias = nn.Parameter(torch.ones(out_features) * bias) - - def forward(self, x: torch.Tensor): - # Linear transformation - return F.linear(x, self.weight(), bias=self.bias) - -# Weight equalization layer -''' -keeps the weights in the network at a similar scale during training. -Scale the weights at each layer with a constant such that, - the updated weight w' is scaled to be w' = w /c, where c is a constant at each layer -''' -class EqualizedWeight(nn.Module): - def __init__(self, shape): - super().__init__() - self.c = 1 / sqrt(np.prod(shape[1:])) - self.weight = nn.Parameter(torch.randn(shape)) - - def forward(self): - return self.weight * self.c - -''' -The generator starts with a learned constant. -Then it has a series of blocks (5 in this case). The feature map resolution may be doubled at each block (in this instance it has repeated features) -Uses a broadcast and scaling operation (noise is a single channel for the first layer). -Each block outputs an RGB image and they are scaled up and summed to get the final RGB image. -The image is scaled using interpolation from the config file -''' -class Generator(nn.Module): - - def __init__(self, log_resolution, W_DIM, n_features = 32, max_features = 256): - super().__init__() - - # Define a series of progressively increasing features from n_features to max_features for each block. - # [32, 64, 128, 256, 256] - features = [min(max_features, n_features * (2 ** i)) for i in range(log_resolution - 2, -1, -1)] - self.n_blocks = len(features) - - # Initialize the trainable 4x4 constant tensor - self.initial_constant = nn.Parameter(torch.randn((1, features[0], 4, 4))) - - # First style block and it's rgb output. Initialises the generator. - self.style_block = StyleBlock(W_DIM, features[0], features[0]) - self.to_rgb = ToRGB(W_DIM, features[0]) - - # Creates a series of Generator Blocks based on features length. 5 in this case. - blocks = [GeneratorBlock(W_DIM, features[i - 1], features[i]) for i in range(1, self.n_blocks)] - self.blocks = nn.ModuleList(blocks) - - def forward(self, w, input_noise): - batch_size = w.shape[1] - - # Expand the learnt constant to match the batch size - x = self.initial_constant.expand(batch_size, -1, -1, -1) - - # Get the first style block and the rgb img - x = self.style_block(x, w[0], input_noise[0][1]) - rgb = self.to_rgb(x, w[0]) - - # Rest of the blocks upsample the img using interpolation set in the config file and add to the rgb from the block - for i in range(1, self.n_blocks): - x = F.interpolate(x, scale_factor=2, mode=interpolation) - x, rgb_new = self.blocks[i - 1](x, w[i], input_noise[i]) - rgb = F.interpolate(rgb, scale_factor=2, mode=interpolation) + rgb_new - - # tanh is used to output rgb pixel values form -1 to 1 - return torch.tanh(rgb) - -''' -The generator block consists of two style blocks and a 3x3 convolutions with style modulation -Returns the feature map and an RGB img. -''' -class GeneratorBlock(nn.Module): - - def __init__(self, W_DIM, in_features, out_features): - super().__init__() - - # First block changes the feature map size to the 'out features' - self.style_block1 = StyleBlock(W_DIM, in_features, out_features) - self.style_block2 = StyleBlock(W_DIM, out_features, out_features) - - self.to_rgb = ToRGB(W_DIM, out_features) - - def forward(self, x, w, noise): - - # Style blocks with Noise tensor - x = self.style_block1(x, w, noise[0]) - x = self.style_block2(x, w, noise[1]) - - # get RGB img - rgb = self.to_rgb(x, w) - - return x, rgb - -# Style block has a weight modulation convolution layer. -class StyleBlock(nn.Module): - - def __init__(self, W_DIM, in_features, out_features): - super().__init__() - - # Get style vector from equalized linear layer - self.to_style = EqualizedLinear(W_DIM, in_features, bias=1.0) - # Weight Modulated conv layer - self.conv = Conv2dWeightModulate(in_features, out_features, kernel_size=3) - # Noise and bias - self.scale_noise = nn.Parameter(torch.zeros(1)) - self.bias = nn.Parameter(torch.zeros(out_features)) - - self.activation = nn.LeakyReLU(0.2, True) - - def forward(self, x, w, noise): - s = self.to_style(w) - x = self.conv(x, s) - if noise is not None: - x = x + self.scale_noise[None, :, None, None] * noise - return self.activation(x + self.bias[None, :, None, None]) - -''' -Generates an RGB image from a feature map using 1x1 convolution. -Uses the style vector from the mapping network through the Equalized Linear layer -''' -class ToRGB(nn.Module): - - def __init__(self, W_DIM, features): - - super().__init__() - self.to_style = EqualizedLinear(W_DIM, features, bias=1.0) - # Weight modulated conv layer without demodulation - self.conv = Conv2dWeightModulate(features, channels, kernel_size=1, demodulate=False) - self.bias = nn.Parameter(torch.zeros(channels)) - self.activation = nn.LeakyReLU(0.2, True) - - def forward(self, x, w): - - style = self.to_style(w) - x = self.conv(x, style) - return self.activation(x + self.bias[None, :, None, None]) - -''' -This layer scales the convolution weights by the style vector and demodulates by normalizing it. -''' -class Conv2dWeightModulate(nn.Module): - - def __init__(self, in_features, out_features, kernel_size, - demodulate = True, eps = 1e-8): - - super().__init__() - self.out_features = out_features - self.demodulate = demodulate - self.padding = (kernel_size - 1) // 2 - - # Weights with Equalized learning rate - self.weight = EqualizedWeight([out_features, in_features, kernel_size, kernel_size]) - self.eps = eps #epsilon - - def forward(self, x, s): - - # Get batch size, height and width - b, _, h, w = x.shape - - # Reshape the scales - s = s[:, None, :, None, None] - weights = self.weight()[None, :, :, :, :] - # The result has shape [batch_size, out_features, in_features, kernel_size, kernel_size]` - weights = weights * s - - # Weight Demodulation - if self.demodulate: - sigma_inv = torch.rsqrt((weights ** 2).sum(dim=(2, 3, 4), keepdim=True) + self.eps) - weights = weights * sigma_inv - - # Reshape x and weights - x = x.reshape(1, -1, h, w) - _, _, *ws = weights.shape - weights = weights.reshape(b * self.out_features, *ws) - - # Group b is used to define a different kernel (weights) for each sample in the batch - x = F.conv2d(x, weights, padding=self.padding, groups=b) - - # return x in shape of [batch_size, out_features, height, width] - return x.reshape(-1, self.out_features, h, w) - -''' -Discriminator first transforms the image to a feature map of the same resolution and then -runs it through a series of blocks with residual connections. -The resolution is down-sampled by 2x at each block while doubling the number of features. -''' -class Discriminator(nn.Module): - - def __init__(self, log_resolution, n_features = 64, max_features = 256): - super().__init__() - - # Calculate the number of features for each block. - features = [min(max_features, n_features * (2 ** i)) for i in range(log_resolution - 1)] - - # Layer to convert RGB image to a feature map with `n_features`. - self.from_rgb = nn.Sequential( - EqualizedConv2d(channels, n_features, 1), - nn.LeakyReLU(0.2, True), - ) - n_blocks = len(features) - 1 - - # A sequential container for Discriminator blocks - blocks = [DiscriminatorBlock(features[i], features[i + 1]) for i in range(n_blocks)] - self.blocks = nn.Sequential(*blocks) - - final_features = features[-1] + 1 - # Final conv layer with 3x3 kernel - self.conv = EqualizedConv2d(final_features, final_features, 3) - # Final Equalized linear layer for classification - self.final = EqualizedLinear(2 * 2 * final_features, 1) - - ''' - Mini-batch standard deviation calculates the standard deviation - across a mini-batch (or a subgroups within the mini-batch) - for each feature in the feature map. Then it takes the mean of all - the standard deviations and appends it to the feature map as one extra feature. - ''' - def minibatch_std(self, x): - batch_statistics = ( - torch.std(x, dim=0).mean().repeat(x.shape[0], 1, x.shape[2], x.shape[3]) - ) - return torch.cat([x, batch_statistics], dim=1) - - def forward(self, x): - - x = self.from_rgb(x) - x = self.blocks(x) - - x = self.minibatch_std(x) - x = self.conv(x) - x = x.reshape(x.shape[0], -1) - return self.final(x) - -# Discriminator block consists of two $3 \times 3$ convolutions with a residual connection. -class DiscriminatorBlock(nn.Module): - - def __init__(self, in_features, out_features): - super().__init__() - - # Down-sampling with AvgPool with 2x2 kernel and 1x1 convolution layer for the residual connection - self.residual = nn.Sequential(nn.AvgPool2d(kernel_size=2, stride=2), # down sampling using avg pool - EqualizedConv2d(in_features, out_features, kernel_size=1)) - - # 2 conv layer with 3x3 kernel - self.block = nn.Sequential( - EqualizedConv2d(in_features, in_features, kernel_size=3, padding=1), - nn.LeakyReLU(0.2, True), - EqualizedConv2d(in_features, out_features, kernel_size=3, padding=1), - nn.LeakyReLU(0.2, True), - ) - - # down sampling using avg pool - self.down_sample = nn.AvgPool2d( kernel_size=2, stride=2) - - # Scaling factor after adding the residual - self.scale = 1 / sqrt(2) - - def forward(self, x): - residual = self.residual(x) - - x = self.block(x) - x = self.down_sample(x) - - return (x + residual) * self.scale - -# Learning-rate Equalized 2D Convolution Layer -class EqualizedConv2d(nn.Module): - - def __init__(self, in_features, out_features, kernel_size, padding = 0): - super().__init__() - self.padding = padding - self.weight = EqualizedWeight([out_features, in_features, kernel_size, kernel_size]) - self.bias = nn.Parameter(torch.ones(out_features)) - - def forward(self, x: torch.Tensor): - return F.conv2d(x, self.weight(), bias=self.bias, padding=self.padding) - -''' -This regularization encourages a fixed-size step in $w$ to result in a fixed-magnitude change in the image. -''' -class PathLengthPenalty(nn.Module): - - def __init__(self, beta): - super().__init__() - - self.beta = beta - self.steps = nn.Parameter(torch.tensor(0.), requires_grad=False) - - self.exp_sum_a = nn.Parameter(torch.tensor(0.), requires_grad=False) - - def forward(self, w, x): - - device = x.device - image_size = x.shape[2] * x.shape[3] - y = torch.randn(x.shape, device=device) - - # Scaling - output = (x * y).sum() / sqrt(image_size) - sqrt(image_size) - - # Computes gradient - gradients, *_ = torch.autograd.grad(outputs=output, - inputs=w, - grad_outputs=torch.ones(output.shape, device=device), - create_graph=True) - - # Calculated L2-norm - norm = (gradients ** 2).sum(dim=2).mean(dim=1).sqrt() - - # Regulatrise after first step - if self.steps > 0: - a = self.exp_sum_a / (1 - self.beta ** self.steps) - loss = torch.mean((norm - a) ** 2) - else: - # Return a dummpy loss tensor if computation fails - loss = norm.new_tensor(0) - - mean = norm.mean().detach() - self.exp_sum_a.mul_(self.beta).add_(mean, alpha=1 - self.beta) - self.steps.add_(1.) - - # return the penalty - return loss From f27e8e3a5621c8274b5a591ffe99cf916262dd81 Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Wed, 30 Oct 2024 06:11:22 +1000 Subject: [PATCH 89/93] Finalize Markdown --- recognition/StyleGAN_s4653241/README.md | 79 ++++++++++++++++-- .../__pycache__/dataset.cpython-312.pyc | Bin 8642 -> 0 bytes .../StyleGAN_s4653241/assets/Frontal_Lobe.gif | Bin 0 -> 80821 bytes .../assets/Train_Epoch11_Control.png | Bin 0 -> 11953 bytes .../assets/Train_Epoch11_Low.png | Bin 0 -> 15028 bytes .../StyleGAN_s4653241/assets/disc_loss.png | Bin 0 -> 34369 bytes .../StyleGAN_s4653241/assets/gen_loss.png | Bin 0 -> 32681 bytes .../StyleGAN_s4653241/assets/results.png | Bin 0 -> 329540 bytes 8 files changed, 70 insertions(+), 9 deletions(-) delete mode 100644 recognition/StyleGAN_s4653241/StyleGAN/__pycache__/dataset.cpython-312.pyc create mode 100644 recognition/StyleGAN_s4653241/assets/Frontal_Lobe.gif create mode 100644 recognition/StyleGAN_s4653241/assets/Train_Epoch11_Control.png create mode 100644 recognition/StyleGAN_s4653241/assets/Train_Epoch11_Low.png create mode 100644 recognition/StyleGAN_s4653241/assets/disc_loss.png create mode 100644 recognition/StyleGAN_s4653241/assets/gen_loss.png create mode 100644 recognition/StyleGAN_s4653241/assets/results.png diff --git a/recognition/StyleGAN_s4653241/README.md b/recognition/StyleGAN_s4653241/README.md index e3f45eead..16b0fe828 100644 --- a/recognition/StyleGAN_s4653241/README.md +++ b/recognition/StyleGAN_s4653241/README.md @@ -1,11 +1,18 @@ # StyleGAN2 on AD_NC Brain Dataset + ## Overview -This StyleGAN2's application is to generate realistic like brain scans using the ADNI dataset for Alzheimer's disease. The primary goal is to provide a model that is able to generate "reasobably clear images". Using StyleGAN2 ability to generate high-resolution images, I will be att +This StyleGAN2's application is to generate realistic like brain scans using the ADNI dataset for Alzheimer's disease. The primary goal is to provide a model that is able to generate "reasobably clear images". Using StyleGAN2 ability to generate high-resolution images, I will be attept to tackle this problem. +StyleGAN2 can help reasearchers by providing disease simulation, data augmentation, and privacy-preserving research. This project leverages StyleGAN2 to generate synthetic MRI scan images that closely resemble authentic ones. The model is trained on the subset of the OASIS brain dataset. +

    + + +

    + ## Table of Contents - [StyleGAN2 on AD\_NC Brain Dataset](#stylegan2-on-ad_nc-brain-dataset) @@ -14,6 +21,7 @@ This project leverages StyleGAN2 to generate synthetic MRI scan images that clos - [File Structure](#file-structure) - [Installation](#installation) - [Requirements](#requirements) + - [Usage](#usage) - [Dataset](#dataset) - [Data Augmentation](#data-augmentation) - [StyleGAN](#stylegan) @@ -26,6 +34,8 @@ This project leverages StyleGAN2 to generate synthetic MRI scan images that clos - [Discriminator Network](#discriminator-network) - [Path Length Regularization](#path-length-regularization) - [Training Configuration](#training-configuration) + - [Learning Rate](#learning-rate) + - [Batch Size](#batch-size) - [Results](#results) - [Conclusion](#conclusion) - [References](#references) @@ -34,12 +44,12 @@ This project leverages StyleGAN2 to generate synthetic MRI scan images that clos Folder contains the following files: -config.py: Contains the configuration settings for the project -dataset.py: Contains the data loader for the AD_NC dataset -modules.py: Contains the StyleGAN2 model -predict.py: Contains the prediction function for the StyleGAN2 model -utils.py: Contains utility functions for the project -train.py: Contains the training loop for the StyleGAN2 model +- config.py: Contains the configuration settings for the project +- dataset.py: Contains the data loader for the AD_NC dataset +- modules.py: Contains the StyleGAN2 model +- predict.py: Contains the prediction function for the StyleGAN2 model +- utils.py: Contains utility functions for the project +- train.py: Contains the training loop for the StyleGAN2 model ## Installation 1. Download [ADNI dataset for Alzheimer’s disease](https://filesender.aarnet.edu.au/?s=download&token=a2baeb2d-4b19-45cc-b0fb-ab8df33a1a24). @@ -48,6 +58,8 @@ train.py: Contains the training loop for the StyleGAN2 model ## Requirements +- Anaconda3 was used for it's intra-library compatibility and ease of use. The following packages are required to run the project: + | Package | Version | | --- | --- | |pytorch | 2.0.1 | @@ -57,8 +69,22 @@ train.py: Contains the training loop for the StyleGAN2 model |matplotlib | 3.8.0 | |pillow | 9.4.0 | +- Note: An NVIDIA GPU is required to train the model.The model was trained on a NVIDIA A100 GPU with 40GB of memory and 64GB of RAM. + +## Usage + +Network is trained from scratch, no pretrained model is used. To train the model, run the following command: + +``` +> python train.py + + +``` +Training mode change TRAIN = True and EPOCHS to your desired training length. +Figures is saved after end of epoch in folder, +Plots for both generator and discriminator loss are saved in the folder after training is complete. ## Dataset The ADNI dataset for Alzheimer's disease is hosted on the [ADNI website](https://adni.loni.usc.edu/) for download. ADNI stands for Alzheimer's Disease Neuroimaging Initiative (ADNI) and is a longitudinal, multi-center, observational study. @@ -123,8 +149,44 @@ Enforces a consistent relationship between the latent space and the generated im ## Training Configuration +### Learning Rate +The model was trained for 11 epoch, using learning rate of 0.0002. +

    + raw data + raw data +
    + Image generated using lr=0.0002 (left) and lr=0.001 (right) +

    +The generator produced a similar shape of the brain but didn't capture the internal structure of it. The model trained with a lr= 0.001 produced a better image quality with more details and structure of the brain. +Learning rate of 0.001 was used for the final training. + +### Batch Size + +The model was trained on a batch size of 16. A larger batch size could be used to improve the model's performance, but this would require more computational resources. + ## Results +

    + raw data + raw data +
    + Loss over iteration for Discriminator (left) and Generator o(Right) +

    + +The plot shows the loss over iteration for the discriminator and generator. The plot can be smoothed out by increasing the batch size or by tracking the loss over epochs instead of iterations. +The plot shows a typical loss curve for a GAN model, engaging in a zero sum game where the generator and discriminator are in competition. The generator's loss decreases as it learns to generate more realistic images, while the discriminator's loss increases as it learns to distinguish between real and synthetic images. +Although the loss curve is not smooth, the model is "Stable and Coverging" with no sign of mode collapse or instability. + +After the 11 epoch, the model generator fine tunes the images and produces a more realistic image of the brain. + +

    + raw data +
    + Generated images with epoch interval of 2 +

    + +The StyleGAN2 was able to produce reasonably good images after 30 epouch. + ## Conclusion StyleGAN2 represents a significant advancement in generative modeling,with it's strengths in generating high-resolution images and addressing the predecessor's issue of image artifacts and stability issues. With it's new tool kit of fixed-resolution architecture, weight demodulation, and path length regularization, StyleGAN2 is able to @@ -142,5 +204,4 @@ NVIDIA Corporation. (2020). StyleGAN2-ADA-PyTorch [Computer software]. GitHub. h Paperspace. (2020, February 19). Implementing StyleGAN2 from scratch. Paperspace Blog. https://blog.paperspace.com/implementation-stylegan2-from-scratch/ -Task 8: -```Create a generative model of one of the ADNI brain data set (see Appendix for links) using either a variant of StyleGAN [10]/StyleGAN2 [11] or Stable Diffusion [12] that has a “reasonably clear image”. You should also include a TSNE or UMAP embeddings plot with ground truth in colors and provide a brief interpretation/discussion. See recent UQ work for hints of how to incorporate labels in style [13]. [Hard Difficulty]``` +Shakes76. (2023). StyleGAN2-OASIS_45711110. 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    + + +

    + +## Table of Contents + +- [StyleGAN2 on AD\_NC Brain Dataset](#stylegan2-on-ad_nc-brain-dataset) + - [Overview](#overview) + - [Table of Contents](#table-of-contents) + - [File Structure](#file-structure) + - [Installation](#installation) + - [Requirements](#requirements) + - [Usage](#usage) + - [Dataset](#dataset) + - [Data Augmentation](#data-augmentation) + - [StyleGAN](#stylegan) + - [StyleGAN2](#stylegan2) + - [Model Architecture](#model-architecture) + - [Mapping Network](#mapping-network) + - [Adaptive Instance Normalization (AdaIN) Replacement](#adaptive-instance-normalization-adain-replacement) + - [Progressive Growing](#progressive-growing) + - [Noise Injection](#noise-injection) + - [Discriminator Network](#discriminator-network) + - [Path Length Regularization](#path-length-regularization) + - [Training Configuration](#training-configuration) + - [Learning Rate](#learning-rate) + - [Batch Size](#batch-size) + - [Results](#results) + - [Conclusion](#conclusion) + - [References](#references) + +## File Structure + +Folder contains the following files: + +- config.py: Contains the configuration settings for the project +- dataset.py: Contains the data loader for the AD_NC dataset +- modules.py: Contains the StyleGAN2 model +- predict.py: Contains the prediction function for the StyleGAN2 model +- utils.py: Contains utility functions for the project +- train.py: Contains the training loop for the StyleGAN2 model + +## Installation +1. Download [ADNI dataset for Alzheimer’s disease](https://filesender.aarnet.edu.au/?s=download&token=a2baeb2d-4b19-45cc-b0fb-ab8df33a1a24). +2. Set paths of dataset in config.py +3. Check neccessary [requirements](#requirements) are met + +## Requirements + +- Anaconda3 was used for it's intra-library compatibility and ease of use. The following packages are required to run the project: + +| Package | Version | +| --- | --- | +|pytorch | 2.0.1 | +|torchvision | 0.15.2 | +|tqdm | 4.66.5 | +|numpy | 1.25.2 | +|matplotlib | 3.8.0 | +|pillow | 9.4.0 | + +- Note: An NVIDIA GPU is required to train the model.The model was trained on a NVIDIA A100 GPU with 40GB of memory and 64GB of RAM. + +## Usage + +Network is trained from scratch, no pretrained model is used. To train the model, run the following command: + +``` +> python train.py + + +``` + +Training mode change TRAIN = True and EPOCHS to your desired training length. + +Figures is saved after end of epoch in folder, +Plots for both generator and discriminator loss are saved in the folder after training is complete. + +## Dataset +The ADNI dataset for Alzheimer's disease is hosted on the [ADNI website](https://adni.loni.usc.edu/) for download. ADNI stands for Alzheimer's Disease Neuroimaging Initiative (ADNI) and is a longitudinal, multi-center, observational study. + +In this project I used the preprocessed dataset from this [website](https://filesender.aarnet.edu.au/?s=download&token=a2baeb2d-4b19-45cc-b0fb-ab8df33a1a24). The dataset is split into two classes: AD (Alzheimer's disease) and NC (normal control). Each class contains 15660 brain scans. + +The dataset specification is as follows: + +| Attribute | Values | +| --- | --- | +| Class | AD, NC | +| Number of samples each | 15660 | +| training set each |11200 | +| testing set each | 4460 | +| Image size | 256x240 | +| Image format | .jpg | +| Number of channels | 1 | + +Below is a sample of the dataset: +![AD_NC Dataset](assets/Data_Samples.png) + +## Data Augmentation +- **Resize**: Images are resized to lower resolution to reduce computational cost. +- **Grayscale**: Images are Greyscaled but in case converted to grayscale. +- **Random Rotation**: Images are randomly rotated to introduce variability. +- **Color Jitter**: Randomly adjust brightness, contrast, saturation, and hue. +- **Random Horizontal Flip**: Images are flipped horizontally to introduce variability. +- **Normalize**: Images are normalized to have a mean of 0.5 and a standard deviation of 0.5. + +Few examples after augmentation: + +![Data Augmentation Pic1](assets/Data_Aug1.png)![](assets/Data_Aug2.png)![](assets/Data_Aug3.png)![](assets/Data_Aug4.png)![](assets/Data_Aug5.png) +## StyleGAN + +Style Generative Adversarial Network or StyleGAN is the next generation of generative model for synthesizing high-resoultion images with striking realism. Developed by NVIDIA in 2018, StyleGAN advances the capabilities of generative adversarial networks (GANs) through its unique “style-based” architecture, which allows for detailed control over image attributes such as facial structure, textures, and backgrounds. This model achieves fine-grained manipulation by leveraging a multi-level latent space, where individual layers influence specific visual characteristics, enabling seamless transitions between styles. Using a progressive training technique, StyleGAN gradually refines image resolution, while noise inputs introduce authentic variability. A discriminator network further enhances image quality by guiding the model to improve authenticity at each step. + +## StyleGAN2 + +StyleGAM2 is an improvement over the original styleGAN model, introduced by NVIDIA in 2019. StyleGAN2 builds upon StyleGAN2 and introduces several key enhancements. The primary improvements inclues tackling "blob artifacts" +and enchances overall image quality. The model achieves this by introducing a new regularization techniques, such as weight demodulation to prevent visual artifacts. StyleGAN2 also introduces a new data augmentation technique called "adaptive discriminator augmentation" (ADA), which improves the model's generalization capabilities. The model also maintaince StyleGANs ability to control specific image feature and styles, enabling for fine-grained manipulation of generated images. With a higher resolution and improved image quality, StyleGAN2 is able to generate more realistic images with greater detail and fidelity thus setting a new benchmark for generative models. + +## Model Architecture + +![Model Architecture](assets/Compare_models.png) + +### Mapping Network +Similar to StyleGAN, StyleGAN2 uses a mapping netwokr to transform the latent space $z$ from a simple Gaussian distribution to a more complex distribution, the intermediate latent space $w$. The mapping network consists of 8 fully connected layers that equalize the learning rate and apply leaky ReLU activation functions. + +### Adaptive Instance Normalization (AdaIN) Replacement +In StyleGAN, AdaIN layers were introduce to inject style information into each layer of the generator. Later replaced with Weight Demodulation, which eliminated "Blob" artifacts caused by AdaIN. This provided better control over visuals and realistic images. Weight Demodulation adjusts the style weights per layer without disrupting the generator's output. + +### Progressive Growing +Different from StyleGAN where it each layer is introduce one at a time starting from low-resolution images and gradually increase the resoulution as during training. StyleGAN2 uses fixed-resolution architecture with all layers active from the start. This stabilizes training and simplifies the overall process, as the network learns at a consistent resolution. +### Noise Injection +As is in StyleGAN, adds random noise to each layer to introduce variability in texture and fine-grainded details in generated images. + +### Discriminator Network +Updated from previous generation to better handle complex features and improve image realism. Discriminator role is to distinguish real from synthetic images and guides the generator to produce more authentic-looking outputs over time. + +### Path Length Regularization +Enforces a consistent relationship between the latent space and the generated image. This helps reduce artifacts and enhances the model's ability to interpolate smoothly between different styles. + +## Training Configuration + +### Learning Rate +The model was trained for 11 epoch, using learning rate of 0.0002. +

    + raw data + raw data +
    + Image generated using lr=0.0002 (left) and lr=0.001 (right) +

    +The generator produced a similar shape of the brain but didn't capture the internal structure of it. The model trained with a lr= 0.001 produced a better image quality with more details and structure of the brain. +Learning rate of 0.001 was used for the final training. + +### Batch Size + +The model was trained on a batch size of 16. A larger batch size could be used to improve the model's performance, but this would require more computational resources. + +## Results + +

    + raw data + raw data +
    + Loss over iteration for Discriminator (left) and Generator o(Right) +

    + +The plot shows the loss over iteration for the discriminator and generator. The plot can be smoothed out by increasing the batch size or by tracking the loss over epochs instead of iterations. +The plot shows a typical loss curve for a GAN model, engaging in a zero sum game where the generator and discriminator are in competition. The generator's loss decreases as it learns to generate more realistic images, while the discriminator's loss increases as it learns to distinguish between real and synthetic images. +Although the loss curve is not smooth, the model is "Stable and Coverging" with no sign of mode collapse or instability. + +After the 11 epoch, the model generator fine tunes the images and produces a more realistic image of the brain. + +

    + raw data +
    + Generated images with epoch interval of 2 +

    + +The StyleGAN2 was able to produce reasonably good images after 30 epouch. + +## Conclusion + +StyleGAN2 represents a significant advancement in generative modeling,with it's strengths in generating high-resolution images and addressing the predecessor's issue of image artifacts and stability issues. With it's new tool kit of fixed-resolution architecture, weight demodulation, and path length regularization, StyleGAN2 is able to +achieve superior image quality and realism. + +After >10 epochs of training, the model was able to generate "reasonably clear images" of the ADNI brain dataset. The model was able to capture the key features of the brain scans, such as the shape of the brain, and somewhat structue of it inside. +Further improvements could be made to enhance the model's ability to generate more realistic images, such as larger dataset, longer training time, and fine-tuning the model's hyperparameters. +Hyperparameters such as learning rate, batch size, gradient penalty, and noise regularization could be adjusted to improve the model's performance. + +## References + +NVIDIA. (2018). StyleGAN: Official TensorFlow implementation. GitHub repository. https://github.com/NVlabs/stylegan + +NVIDIA Corporation. (2020). StyleGAN2-ADA-PyTorch [Computer software]. GitHub. https://github.com/NVlabs/stylegan2-ada-pytorch + +Paperspace. (2020, February 19). Implementing StyleGAN2 from scratch. Paperspace Blog. https://blog.paperspace.com/implementation-stylegan2-from-scratch/ + +Shakes76. (2023). StyleGAN2-OASIS_45711110. 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img.permute(1, 2, 0).numpy() + + # If the image was normalized to [-1, 1], denormalize back to [0, 1] + img = img * 0.5 + 0.5 + + # Plot the image using matplotlib + plt.imshow(img) + plt.axis('off') + plt.show() + def denormalize(self, img): + """ + Denormalizes the given image tensor from [-1, 1] to [0, 1]. + Args: + img (Tensor): Image tensor to be denormalized. + Returns: + Tensor: Denormalized image tensor. + """ + return img * 0.5 + 0.5 + + def demour_image(self,img): + """ + Denormalizes the given image tensor from [-1, 1] to [0, 255]. + Args: + img (Tensor): Image tensor to be denormalized. + Returns: + Tensor: Denormalized image tensor in the range [0, 255]. + """ + return (img * 0.5 + 0.5) * 255 + + + def display_comparison(original, transformed): + """ + Display the original and transformed images side-by-side. + + Args: + original (PIL.Image): The original image. + transformed (PIL.Image or None): The transformed image (or None if not available). + """ + fig, axes = plt.subplots(1, 2, figsize=(12, 6)) + + # Display the original image + axes[0].imshow(original) + axes[0].set_title("Original Image") + axes[0].axis('off') + + # Display the transformed image if available + if transformed: + axes[1].imshow(transformed) + axes[1].set_title("Transformed Image") + else: + axes[1].text(0.5, 0.5, "No Transformation Applied", fontsize=15, ha='center') + axes[1].axis('off') + + plt.show() diff --git a/recognition/StyleGAN2_s4653241/StyleGAN2/modules.py b/recognition/StyleGAN2_s4653241/StyleGAN2/modules.py new file mode 100644 index 000000000..18d829d7f --- /dev/null +++ b/recognition/StyleGAN2_s4653241/StyleGAN2/modules.py @@ -0,0 +1,427 @@ +import torch +from torch.autograd.profiler_util import Kernel +import torch.nn as nn +import torch.nn.functional as F +import numpy as np +from math import sqrt +from config import * + +# Mapping Network used for mapping latent vector z to intermediate latent vector w +class MappingNetwork(nn.Module): + """ + Initializes a mapping network to map a latent space to another latent space. + + Args: + z_dim (int): Dimension of input latent vector z. + w_dim (int): Dimension of intermediate latent vector w. + activation (nn.Module): Activation function used in the mapping layers. + """ + def __init__(self,z_dim,w_dim,activation = nn.ReLU()): + + super().__init__() + + # Mapping network + self.mapping = nn.Sequential( + EqualizerStraights(z_dim, w_dim), + activation, + EqualizerStraights(w_dim, w_dim), + activation, + EqualizerStraights(z_dim, w_dim), + activation, + EqualizerStraights(w_dim, w_dim), + activation, + EqualizerStraights(z_dim, w_dim), + activation, + EqualizerStraights(w_dim, w_dim), + activation, + EqualizerStraights(z_dim, w_dim), + activation, + EqualizerStraights(w_dim, w_dim) + ) + + def forward(self, x): + # Normalize the input tensor + x = x / torch.sqrt(torch.mean(x**2, dim = 1, keepdim = True) + 1e-8) # for PixelNorm + return self.mapping(x) + +# Equalizer for the fully connected layer +class EqualizerStraights(nn.Module): + """ + Fully connected layer with learnable weights and bias. + + Args: + in_chanel (int): Input dimension. + out_chanel (int): Output dimension. + bias (float): Initial bias value. + """ + def __init__(self, in_chanel, out_chanel, bias=0.0): + + super().__init__() + self.weight = EquilizerKG([out_chanel, in_chanel]) + self.bias = nn.Parameter(torch.ones(out_chanel) * bias) + + self.input_size = in_chanel + + def forward(self, x): + # Linear transformation + weight = self.weight().to(x.device) + return F.linear(x, weight, bias = self.bias.to(x.device)) + + +# Weight equalizer +class EquilizerKG(nn.Module): + """ + Weight equalizer to stabilize network weights across layers. + + Args: + shape (list): Shape of the weight tensor. + """ + def __init__(self,shape): + + super().__init__() + # self.constanted = 1 / sqrt(torch.prod(shape[1:])) # yet to use + self.constanted = 1 / sqrt(np.prod(shape[1:])) + self.weight = nn.Parameter(torch.randn(shape)) + + def forward(self): + return self.weight * self.constanted + + +# DripBlock for the generator, essentially a style block with noise and transformation +class DripBlock(nn.Module): + """ + Style-based block with noise addition and activation. + + Args: + W_DIM (int): Dimension of style vector w. + in_chanel (int): Input channels. + out_chanel (int): Output channels. + """ + def __init__(self,W_DIM, in_chanel, out_chanel): + + super().__init__() + + self.need_face = EqualizerStraights(W_DIM, in_chanel,bias=1.0) + + self.conv = Weight_Demod(in_chanel,out_chanel,kernel_size=3) + + # Noise and bias + self.scale_noise = nn.Parameter(torch.zeros(1)) + self.bias = nn.Parameter(torch.zeros(out_chanel)) + + self.activation = nn.LeakyReLU(0.2,True) + + def forward(self,x,w,noise): + s = self.need_face(w) + x = self.conv(x,s) + if noise is not None: + x = x + self.scale_noise[None,:,None,None] * noise + return self.activation(x + self.bias[None,:,None,None]) + + +class Weight_Demod(nn.Module): + """ + Weight demodulation for adaptive instance normalization. + + Args: + in_chanel (int): Input channels. + out_chanel (int): Output channels. + kernel_size (int): Kernel size. + demodulate (bool): Whether to apply weight demodulation. + eps (float): Small value for numerical stability. + """ + def __init__( + self, + in_chanel, + out_chanel, + kernel_size, + demodulate = True, + eps = 1e-8 + ): + + + super().__init__() + self.out_chanel = out_chanel + self.demodulate = demodulate + self.padding = (kernel_size -1) // 2 + + # Weights with Equalizer learning rate + self.weight = EquilizerKG([out_chanel, in_chanel, kernel_size, kernel_size]) + self.eps = eps # epsilon value for numerical stability + + def forward(self, x, s): + + # Get batch size, height and width + b, _, h, w = x.shape + + # Reshape the scales + s = s[:, None, :, None, None] + weights = self.weight()[None, :, :, :, :] + # The result has shape [batch_size, out_features, in_features, kernel_size, kernel_size]` + weights = weights * s + + # Weight Demodulation + if self.demodulate: + sigma_inv = torch.rsqrt((weights ** 2).sum(dim=(2, 3, 4), keepdim=True) + self.eps) + weights = weights * sigma_inv + + # Reshape x and weights + x = x.reshape(1, -1, h, w) + _, _, *ws = weights.shape + weights = weights.reshape(b * self.out_chanel, *ws) + + # Group b is used to define a different kernel (weights) for each sample in the batch + x = F.conv2d(x, weights, padding=self.padding, groups=b) + + # return x in shape of [batch_size, out_features, height, width] + return x.reshape(-1, self.out_chanel, h, w) + + +class ToRGB(nn.Module): + """ + Converts feature maps to RGB images in the generator. + + Args: + W_DIM (int): Style vector dimension. + features (int): Number of features. + """ + def __init__(self, W_DIM, features): + + super().__init__() + self.to_style = EqualizerStraights(W_DIM, features, bias=1.0) + + self.conv = Weight_Demod(features, CHANNELS, kernel_size=1, demodulate=False) + self.bias = nn.Parameter(torch.zeros(CHANNELS)) + self.activation = nn.LeakyReLU(0.2, True) + + def forward(self, x, w): + + style = self.to_style(w) + x = self.conv(x, style) + return self.activation(x + self.bias[None, :, None, None]) + + +class Generator(nn.Module): + """ + Progressive growing GAN generator. + + Args: + log_resolution (int): Resolution level (e.g., log2 of image width). + W_DIM (int): Style vector dimension. + n_features (int): Base number of features. + max_features (int): Maximum feature limit per layer. + """ + def __init__(self, log_resolution, W_DIM, n_features = 32, max_features = 256): + + super().__init__() + + features = [min(max_features, n_features * (2 ** i)) for i in range(log_resolution - 2, -1, -1)] + self.n_blocks = len(features) + + self.initial_constant = nn.Parameter(torch.randn((1, features[0], 4, 4))) + + self.style_block = DripBlock(W_DIM, features[0], features[0]) + self.to_rgb = ToRGB(W_DIM, features[0]) + + blocks = [GeneratorBlock(W_DIM, features[i - 1], features[i]) for i in range(1, self.n_blocks)] + self.blocks = nn.ModuleList(blocks) + + def forward(self, w, input_noise): + + batch_size = w.shape[1] + + x = self.initial_constant.expand(batch_size, -1, -1, -1) + x = self.style_block(x, w[0], input_noise[0][1]) + rgb = self.to_rgb(x, w[0]) + + for i in range(1, self.n_blocks): + x = F.interpolate(x, scale_factor=2, mode="bilinear") + x, rgb_new = self.blocks[i - 1](x, w[i], input_noise[i]) + rgb = F.interpolate(rgb, scale_factor=2, mode="bilinear") + rgb_new + + return torch.tanh(rgb) + + +class GeneratorBlock(nn.Module): + """ + A block within the generator, consisting of styled layers and RGB output conversion. + + Args: + W_DIM (int): Dimensionality of the style vector `w`. + in_channel (int): Number of input channels. + out_channel (int): Number of output channels. + """ + def __init__(self,W_DIM, in_chanel, out_chanel): + super().__init__() + + # First black changes the feature map size to the "out_chanel" + self.styled_block1 = DripBlock(W_DIM, in_chanel, out_chanel) + self.styled_block2 = DripBlock(W_DIM, out_chanel, out_chanel) + + self.to_rgb = ToRGB(W_DIM, out_chanel) + + def forward(self, x,w,noise): + + # Style blocks with Noise Tensor + x = self.styled_block1(x,w,noise[0]) + x = self.styled_block2(x,w,noise[1]) + + # RBG img + rgb = self.to_rgb(x,w) + + return x, rgb + + +# Discriminator for assessing real vs. generated images +class Discriminator(nn.Module): + """ + The discriminator network for distinguishing real from generated images. + + Args: + log_reso (int): Logarithmic resolution of the image (e.g., `log_reso=8` for 256x256 images). + n_features (int): Initial number of features. + max_features (int): Maximum number of features per layer. + """ + def __init__(self, log_reso, n_features = 64, max_features = 256,): # log resolution 2^log_reso= image size + super().__init__() + + features = [min(max_features, n_features*(2**i)) for i in range(log_reso - 1)] + + self.from_rgb = nn.Sequential( + Dis_Conv2d(CHANNELS, n_features, 1), # Change here + nn.LeakyReLU(0.2, True) + ) + + n_blocks = len(features) - 1 + + # Squential blocks generated from size for Discriminator blocks + blocks = [DiscriminatorBlock(features[i], features[i+1]) for i in range(n_blocks)] + self.blocks = nn.Sequential(*blocks) + + final_features = features[-1] + 1 + + # Final conv layer with 3x3 kernel + self.conv = Dis_Conv2d(final_features, final_features, 3) + # Final Equalized linear layer for classification + self.final = EqualizerStraights(2*2*final_features, 1) + def minibatch_std(self, x): + batch_statistics = ( + torch.std(x, dim=0).mean().repeat(x.shape[0], 1, x.shape[2], x.shape[3]) + ) + return torch.cat([x, batch_statistics], dim=1) + + + def forward(self, x): + x = self.from_rgb(x) + x = self.blocks(x) + x = self.minibatch_std(x) + x = self.conv(x) + x = x.reshape(x.shape[0], -1) + return self.final(x) + +class DiscriminatorBlock(nn.Module): + """ + A block within the discriminator that includes convolutional layers, downsampling, and residual connections. + + Args: + in_channel (int): Input channels. + out_channel (int): Output channels. + activation (nn.Module, optional): Activation function to use within the block. Defaults to LeakyReLU(0.2). + """ + def __init__(self,in_chanel,out_chanel,activation = nn.LeakyReLU(0.2,True)): + super().__init__() + + + self.residual = nn.Sequential( + nn.AvgPool2d(kernel_size=2, stride=2), + Dis_Conv2d(in_chanel, out_chanel,kernel_size=1) + ) + + self.block = nn.Sequential( + Dis_Conv2d(in_chanel, in_chanel, kernel_size=3, padding = 1), + activation, + Dis_Conv2d(in_chanel, out_chanel, kernel_size=3, padding = 1), + activation + ) + + self.downsample = nn.AvgPool2d( kernel_size=2, stride=2) + + self.scale = 1 / sqrt(2) + + def forward(self, x): + residual = self.residual(x) + x = self.block(x) + x = self.downsample(x) + + return (x + residual) * self.scale + +# Discriminator convolutional layer with equalized learning rate +class Dis_Conv2d(nn.Module): + """ + Convolutional layer with equalized learning rate for the discriminator. + + Args: + in_channel (int): Number of input channels. + out_channel (int): Number of output channels. + kernel_size (int): Kernel size. + padding (int, optional): Padding for convolution. Defaults to 0. + """ + def __init__(self,in_chanel,out_chanel,kernel_size,padding=0): + super().__init__() + # self.kernel_size = kernel_size + self.padding = padding + self.weight = EquilizerKG([out_chanel, in_chanel, kernel_size, kernel_size]) + self.bias = nn.Parameter(torch.ones(out_chanel)) + + def forward(self, x: torch.Tensor): + + return F.conv2d(x, self.weight(), bias=self.bias, padding=self.padding) + +class PathLengthPenalty(nn.Module): + """ + Path length penalty to regularize the generator by penalizing deviation in pixel norms. + + Args: + beta (float): Decay rate for moving average of path length. + """ + def __init__(self, beta): + super().__init__() + + self.beta = beta + self.steps = nn.Parameter(torch.tensor(0.), requires_grad=False) + + self.exp_sum_a = nn.Parameter(torch.tensor(0.), requires_grad=False) + + def forward(self, w, x): + + device = x.device + image_size = x.shape[2] * x.shape[3] + y = torch.randn(x.shape, device=device) + + # Scaling + output = (x * y).sum() / sqrt(image_size) + sqrt(image_size) + + # Computes gradient + gradients, *_ = torch.autograd.grad(outputs=output, + inputs=w, + grad_outputs=torch.ones(output.shape, device=device), + create_graph=True) + + # Calculated L2-norm + norm = (gradients ** 2).sum(dim=2).mean(dim=1).sqrt() + + # Regulatrise after first step + if self.steps > 0: + a = self.exp_sum_a / (1 - self.beta ** self.steps) + loss = torch.mean((norm - a) ** 2) + else: + # Return a dummpy loss tensor if computation fails + loss = norm.new_tensor(0) + + mean = norm.mean().detach() + self.exp_sum_a.mul_(self.beta).add_(mean, alpha=1 - self.beta) + self.steps.add_(1.) + + # return the penalty + return loss diff --git a/recognition/StyleGAN2_s4653241/StyleGAN2/predict.py b/recognition/StyleGAN2_s4653241/StyleGAN2/predict.py new file mode 100644 index 000000000..bfb4c8f2e --- /dev/null +++ b/recognition/StyleGAN2_s4653241/StyleGAN2/predict.py @@ -0,0 +1,98 @@ +import matplotlib.pyplot as plt +import torch +import os +from torchvision.utils import save_image + +from torch.utils.data import Dataset +import random + + +from modules import * +from config import * +from utils import * + +def plot_loss(G_loss,D_loss): + """ + Plots and saves the Generator and Discriminator losses separately as two images. + + Args: + G_loss (list of float): Generator loss values over iterations. + D_loss (list of float): Discriminator loss values over iterations. + """ + + plt.figure(figsize=(10,5)) + plt.title("Generator Loss During Training") + plt.plot(G_loss, label="G", color="blue") + plt.xlabel("Iterations") + plt.ylabel("Loss") + plt.legend() + plt.savefig('gen_loss.png') + + plt.figure(figsize=(10,5)) + plt.title("Discriminator Loss During Training") + plt.plot(D_loss, label="D", color="red") + plt.xlabel("Iterations") + plt.ylabel("Loss") + plt.legend() + plt.savefig('disc_loss.png') + plt.close() + +def plot_loss_epoch(G_loss, D_loss, epoch): + """ + Plots and saves Generator and Discriminator losses for each epoch on the same plot. + + Args: + G_loss (list of float): Generator loss values per epoch. + D_loss (list of float): Discriminator loss values per epoch. + epoch (int): Current epoch number, used in the plot title and filename. + """ + plt.figure(figsize=(10, 5)) + plt.plot(G_loss, label="Generator Loss", color="blue") + plt.plot(D_loss, label="Discriminator Loss", color="red") + plt.title(f"Loss During Training") + plt.xlabel("Epoch") + plt.ylabel("Loss") + plt.legend() + plt.savefig(f'loss_epoch_{epoch}.png') + plt.close() + +def generate_examples(gen, mapping_net,epoch, n=5): + """ + Generates and saves example images from the Generator model at a specific training epoch. + + Args: + gen (nn.Module): Generator model. + mapping_net (nn.Module): Mapping network for generating latent vectors. + epoch (int): Current epoch number, used to name the output directory. + n (int): Number of example images to generate. + """ + for i in range(n): + with torch.no_grad(): + w = get_w(1, mapping_net) + noise = get_noise(1) + img = gen(w, noise) + if not os.path.exists(f'saved_examples/epoch{epoch}'): + os.makedirs(f'saved_examples/epoch{epoch}') + save_image(img*0.5+0.5, f"saved_examples/epoch{epoch}/img_{i}.png") + + + gen.train() + +''' +Generate samples from the dataset +''' +def generate_samples(Dataset, n=5): + + indices = random.sample(range(len(Dataset)), n) + # Display the images + fig, axes = plt.subplots(1, n, figsize=(15, 3)) + for i, index in enumerate(indices): + raw_img = Dataset.get_raw_image(index) + axes[i].imshow(raw_img, cmap='gray') + axes[i].axis('off') + axes[i].set_title(f"Sample {i+1}") + + plt.tight_layout() + plt.show() + + diff --git a/recognition/StyleGAN2_s4653241/StyleGAN2/train.py b/recognition/StyleGAN2_s4653241/StyleGAN2/train.py new file mode 100644 index 000000000..65a1463be --- /dev/null +++ b/recognition/StyleGAN2_s4653241/StyleGAN2/train.py @@ -0,0 +1,144 @@ +import torch +from torch import optim +from tqdm import tqdm + +# Local libraries +from dataset import * +from modules import * +from predict import * +from config import * +from utils import * + +def train( + generator, + discriminator, + journey_penalty, + optimizer_G, + optimizer_D, + dataloader , + mapping_net, + optim_mapping, + epoch, # Current Epoch + epochs = EPOCHS, # Total Epoch Left + visualize=False): + """ + Trains the generator and discriminator for one epoch and applies a path length penalty. + + Args: + generator (nn.Module): The generator model. + discriminator (nn.Module): The discriminator model. + journey_penalty (nn.Module): Path length penalty for the generator. + optimizer_G (torch.optim.Optimizer): Optimizer for the generator. + optimizer_D (torch.optim.Optimizer): Optimizer for the discriminator. + dataloader (DataLoader): DataLoader providing batches of real images. + mapping_net (nn.Module): Mapping network for latent space transformation. + optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. + epoch (int): Current epoch. + epochs (int): Total epochs for training. + visualize (bool): If True, enables visualization of training. + + Returns: + tuple: Lists of current discriminator and generator losses. + """ + # Initialize tqdm progress bar + progress_bar = tqdm(dataloader,desc=f"Epoch {epoch+1}/{epochs}",leave=True,dynamic_ncols=True) + + device = devicer() + current_G_loss = [] + current_D_loss = [] + + for batch_idx, real in enumerate(progress_bar): # Chanes here rea,_ in enumerate(progress_bar) + real = real.to(device) + current_batch_size = real.shape[0] + w = get_w(current_batch_size, mapping_net) + noise = get_noise(current_batch_size) + fake = generator(w, noise) + critic_fake = discriminator(fake.detach()) + critic_real = discriminator(real) + gp = gradient_penalty(discriminator, real, fake, device=device) + loss_critic = ( + -(torch.mean(critic_real) - torch.mean(critic_fake)) + + lambda_gp * gp + + (0.001 * torch.mean(critic_real ** 2)) + ) + + + current_D_loss.append(loss_critic.item()) + # Normal backward pass + optimizer_D.zero_grad() + loss_critic.backward() + optimizer_D.step() + gen_fake = discriminator(fake) + loss_gen = -torch.mean(gen_fake) + # Apply path length penalty on every 16 Batches + if batch_idx % 16 == 0: + plp = journey_penalty(w, fake) + if not torch.isnan(plp): + loss_gen = loss_gen + plp + + # Append the observed Generator loss to the list + current_G_loss.append(loss_gen.item()) + + mapping_net.zero_grad() + generator.zero_grad() + loss_gen.backward() + optimizer_G.step() + optim_mapping.step() + + progress_bar.set_postfix( + gp=gp.item(), + loss_critic=loss_critic.item(), + D_loss = loss_critic.item(), + G_loss = loss_gen.item() + ) + + return (current_D_loss, current_G_loss) + + +if __name__ == '__main__': + + + device=devicer() + dataloader = get_dataloader() + generator = Generator(log_resolution,W_DIM).to(device) + discriminator = Discriminator(log_resolution).to(device) + mapping_net = MappingNetwork(Z_DIM, W_DIM).to(device) + journey_penalty = PathLengthPenalty(0.99).to(device) + + + optimizer_G = optim.Adam(generator.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) + optimizer_D = optim.Adam(discriminator.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) + optim_mapping = optim.Adam(mapping_net.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) + + G_losses = [] + D_losses = [] + + if LOAD: + Loaded_epoch, G_losses,D_losses = load_checkpoint(LOAD_CHECK,generator,discriminator,optimizer_G,optimizer_D,optim_mapping) + print("Loaded checkpoint") + else: + Loaded_epoch = 0 + + if TRAIN: + + generator.train() + discriminator.train() + mapping_net.train() + + for epoch in range(Loaded_epoch,EPOCHS): + G_loss, D_loss = train(generator, discriminator, journey_penalty, optimizer_G, optimizer_D, dataloader, mapping_net, optim_mapping,epoch,EPOCHS) + + G_losses.extend(G_loss) + D_losses.extend(D_loss) + + generate_examples(generator, mapping_net,epoch, n=5) + + if epoch % 5 == 0 and SAVE_MODEL : + save_model(epoch,generator,discriminator,optimizer_G,optimizer_D,optim_mapping,G_losses,D_losses) + + + plot_loss(G_losses, D_losses) + + if TEST: + + generate_examples(generator, mapping_net,epoch, n=5) diff --git a/recognition/StyleGAN2_s4653241/StyleGAN2/utils.py b/recognition/StyleGAN2_s4653241/StyleGAN2/utils.py new file mode 100644 index 000000000..0743fafcc --- /dev/null +++ b/recognition/StyleGAN2_s4653241/StyleGAN2/utils.py @@ -0,0 +1,172 @@ +import torch +import warnings +import config +from config import * + + + +def save_model(epoch,G,D,optimizer_G,optimizer_D,optim_mapping, gen_loss, disc_loss): + """ + Saves the model checkpoint including the state of models, optimizers, and training parameters. + + Parameters: + - epoch (int): The current epoch number. + - G (nn.Module): Generator model. + - D (nn.Module): Discriminator model. + - optimizer_G (torch.optim.Optimizer): Optimizer for the generator. + - optimizer_D (torch.optim.Optimizer): Optimizer for the discriminator. + - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. + - gen_loss (float): Generator loss. + - disc_loss (float): Discriminator loss. + """ + checkpoint = { + 'epoch': epoch, + 'G_state_dict': G.state_dict(), + 'D_state_dict': D.state_dict(), + 'optimizer_G_state_dict': optimizer_G.state_dict(), + 'optimizer_D_state_dict': optimizer_D.state_dict(), + "optim_mapping_state": optim_mapping.state_dict(), + 'random_state': torch.get_rng_state(), + 'cuda_random_state': torch.cuda.get_rng_state_all(), # Save the random state of the GPU + 'gen_loss': gen_loss, + 'disc_loss': disc_loss, + + } + path = config.save_path + f'checkpoint_StyleGAN2_Epoch{epoch+1}.pth' + torch.save(checkpoint, path) + print(f"Checkpoint saved at epoch {epoch+1}.", flush =True) + +def load_checkpoint(path, G, D, optimizer_G, optimizer_D,optim_mapping): + """ + Loads a saved checkpoint to resume training. + + Parameters: + - path (str): Path to the checkpoint file. + - G (nn.Module): Generator model to load state into. + - D (nn.Module): Discriminator model to load state into. + - optimizer_G (torch.optim.Optimizer): Generator optimizer. + - optimizer_D (torch.optim.Optimizer): Discriminator optimizer. + - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. + + Returns: + - epoch (int): Epoch to resume from. + - gen_loss (float): Saved generator loss. + - disc_loss (float): Saved discriminator loss. + """ + checkpoint = torch.load(path) + G.load_state_dict(checkpoint['G_state_dict']) + D.load_state_dict(checkpoint['D_state_dict']) + optimizer_G.load_state_dict(checkpoint['optimizer_G_state_dict']) + optimizer_D.load_state_dict(checkpoint['optimizer_D_state_dict']) + optim_mapping.load_state_dict(checkpoint['optim_mapping_state']) + epoch = checkpoint['epoch'] + gen_loss = checkpoint['gen_loss'] + disc_loss = checkpoint['disc_loss'] + torch.set_rng_state(checkpoint['random_state']) + torch.cuda.set_rng_state_all(checkpoint['cuda_random_state']) + + return epoch, gen_loss, disc_loss + + + +def devicer(): + """ + Selects the best available device (CUDA, MPS, or CPU) for computation. + + Returns: + - device (torch.device): The computation device. + """ + if torch.cuda.is_available(): + device = torch.device("cuda") + elif torch.backends.mps.is_available(): + device = torch.device("mps") + else: + device = torch.device("cpu") + + # print(f'Using device: {device}', flush=True) + return device + +def get_w(batch_size, mapping_network,device=devicer()): + """ + Generates the latent vector `w` for StyleGAN2, expanded to match the required shape. + + Parameters: + - batch_size (int): Number of samples in the batch. + - mapping_network (nn.Module): Network that maps latent `z` to latent `w`. + - device (torch.device): Device for computation. + + Returns: + - w (torch.Tensor): Expanded `w` tensor for generator blocks. + """ + z = torch.randn(batch_size, W_DIM).to(device) + w = mapping_network(z) + # Expand w from the generator blocks + return w[None,:,:].expand(config.log_resolution, -1, -1) + +def get_noise(batch_size,device=devicer()): + """ + Generates a list of noise tensors of increasing resolution for each generator block in StyleGAN2. + + Parameters: + - batch_size (int): Number of samples in the batch. + - device (torch.device): Device for computation. + + Returns: + - noise (list of torch.Tensor): List of noise tensors for generator layers. + """ + noise = [] + #noise res starts from 4x4 + resolution = 4 + + # For each gen block + for i in range(config.log_resolution): + # First block uses 3x3 conv + if i == 0: + n1 = None + # For rest of conv layer + else: + n1 = torch.randn(batch_size, 1, resolution, resolution, device= device) + n2 = torch.randn(batch_size, 1, resolution, resolution,device= device) + + # add the noise tensors to the lsit + noise.append((n1, n2)) + # subsequent block has 2x2 res + resolution *= 2 + + return noise + +def gradient_penalty(critic, real, fake,device=devicer()): + """ + Computes the gradient penalty for WGAN-GP, helping improve discriminator stability. + + Parameters: + - critic (nn.Module): Discriminator or critic model. + - real (torch.Tensor): Real images. + - fake (torch.Tensor): Generated (fake) images. + - device (torch.device): Device for computation. + + Returns: + - gradient_penalty (torch.Tensor): Computed gradient penalty to add to the loss. + """ + BATCH_SIZE, C, H, W = real.shape + beta = torch.rand((BATCH_SIZE, 1, 1, 1)).repeat(1, C, H, W).to(device) + interpolated_images = real * beta + fake.detach() * (1 - beta) + interpolated_images.requires_grad_(True) + + # Calculate critic scores + mixed_scores = critic(interpolated_images) + + gradient = torch.autograd.grad( + inputs=interpolated_images, + outputs=mixed_scores, + grad_outputs=torch.ones_like(mixed_scores), + create_graph=True, + retain_graph=True, + )[0] + # Reshape gradients to calculate the norm + gradient = 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      - -## Table of Contents - -- [StyleGAN2 on AD\_NC Brain Dataset](#stylegan2-on-ad_nc-brain-dataset) - - [Overview](#overview) - - [Table of Contents](#table-of-contents) - - [File Structure](#file-structure) - - [Installation](#installation) - - [Requirements](#requirements) - - [Usage](#usage) - - [Dataset](#dataset) - - [Data Augmentation](#data-augmentation) - - [StyleGAN](#stylegan) - - [StyleGAN2](#stylegan2) - - [Model Architecture](#model-architecture) - - [Mapping Network](#mapping-network) - - [Adaptive Instance Normalization (AdaIN) Replacement](#adaptive-instance-normalization-adain-replacement) - - [Progressive Growing](#progressive-growing) - - [Noise Injection](#noise-injection) - - [Discriminator Network](#discriminator-network) - - [Path Length Regularization](#path-length-regularization) - - [Training Configuration](#training-configuration) - - [Learning Rate](#learning-rate) - - [Batch Size](#batch-size) - - [Results](#results) - - [Conclusion](#conclusion) - - [References](#references) - -## File Structure - -Folder contains the following files: - -- config.py: Contains the configuration settings for the project -- dataset.py: Contains the data loader for the AD_NC dataset -- modules.py: Contains the StyleGAN2 model -- predict.py: Contains the prediction function for the StyleGAN2 model -- utils.py: Contains utility functions for the project -- train.py: Contains the training loop for the StyleGAN2 model - -## Installation -1. Download [ADNI dataset for Alzheimer’s disease](https://filesender.aarnet.edu.au/?s=download&token=a2baeb2d-4b19-45cc-b0fb-ab8df33a1a24). -2. Set paths of dataset in config.py -3. Check neccessary [requirements](#requirements) are met - -## Requirements - -- Anaconda3 was used for it's intra-library compatibility and ease of use. The following packages are required to run the project: - -| Package | Version | -| --- | --- | -|pytorch | 2.0.1 | -|torchvision | 0.15.2 | -|tqdm | 4.66.5 | -|numpy | 1.25.2 | -|matplotlib | 3.8.0 | -|pillow | 9.4.0 | - -- Note: An NVIDIA GPU is required to train the model.The model was trained on a NVIDIA A100 GPU with 40GB of memory and 64GB of RAM. - -## Usage - -Network is trained from scratch, no pretrained model is used. To train the model, run the following command: - -``` -> python train.py - - -``` - -Training mode change TRAIN = True and EPOCHS to your desired training length. - -Figures is saved after end of epoch in folder, -Plots for both generator and discriminator loss are saved in the folder after training is complete. - -## Dataset -The ADNI dataset for Alzheimer's disease is hosted on the [ADNI website](https://adni.loni.usc.edu/) for download. ADNI stands for Alzheimer's Disease Neuroimaging Initiative (ADNI) and is a longitudinal, multi-center, observational study. - -In this project I used the preprocessed dataset from this [website](https://filesender.aarnet.edu.au/?s=download&token=a2baeb2d-4b19-45cc-b0fb-ab8df33a1a24). The dataset is split into two classes: AD (Alzheimer's disease) and NC (normal control). Each class contains 15660 brain scans. - -The dataset specification is as follows: - -| Attribute | Values | -| --- | --- | -| Class | AD, NC | -| Number of samples each | 15660 | -| training set each |11200 | -| testing set each | 4460 | -| Image size | 256x240 | -| Image format | .jpg | -| Number of channels | 1 | - -Below is a sample of the dataset: -![AD_NC Dataset](assets/Data_Samples.png) - -## Data Augmentation -- **Resize**: Images are resized to lower resolution to reduce computational cost. -- **Grayscale**: Images are Greyscaled but in case converted to grayscale. -- **Random Rotation**: Images are randomly rotated to introduce variability. -- **Color Jitter**: Randomly adjust brightness, contrast, saturation, and hue. -- **Random Horizontal Flip**: Images are flipped horizontally to introduce variability. -- **Normalize**: Images are normalized to have a mean of 0.5 and a standard deviation of 0.5. - -Few examples after augmentation: - -![Data Augmentation Pic1](assets/Data_Aug1.png)![](assets/Data_Aug2.png)![](assets/Data_Aug3.png)![](assets/Data_Aug4.png)![](assets/Data_Aug5.png) -## StyleGAN - -Style Generative Adversarial Network or StyleGAN is the next generation of generative model for synthesizing high-resoultion images with striking realism. Developed by NVIDIA in 2018, StyleGAN advances the capabilities of generative adversarial networks (GANs) through its unique “style-based” architecture, which allows for detailed control over image attributes such as facial structure, textures, and backgrounds. This model achieves fine-grained manipulation by leveraging a multi-level latent space, where individual layers influence specific visual characteristics, enabling seamless transitions between styles. Using a progressive training technique, StyleGAN gradually refines image resolution, while noise inputs introduce authentic variability. A discriminator network further enhances image quality by guiding the model to improve authenticity at each step. - -## StyleGAN2 - -StyleGAM2 is an improvement over the original styleGAN model, introduced by NVIDIA in 2019. StyleGAN2 builds upon StyleGAN2 and introduces several key enhancements. The primary improvements inclues tackling "blob artifacts" -and enchances overall image quality. The model achieves this by introducing a new regularization techniques, such as weight demodulation to prevent visual artifacts. StyleGAN2 also introduces a new data augmentation technique called "adaptive discriminator augmentation" (ADA), which improves the model's generalization capabilities. The model also maintaince StyleGANs ability to control specific image feature and styles, enabling for fine-grained manipulation of generated images. With a higher resolution and improved image quality, StyleGAN2 is able to generate more realistic images with greater detail and fidelity thus setting a new benchmark for generative models. - -## Model Architecture - -![Model Architecture](assets/Compare_models.png) - -### Mapping Network -Similar to StyleGAN, StyleGAN2 uses a mapping netwokr to transform the latent space $z$ from a simple Gaussian distribution to a more complex distribution, the intermediate latent space $w$. The mapping network consists of 8 fully connected layers that equalize the learning rate and apply leaky ReLU activation functions. - -### Adaptive Instance Normalization (AdaIN) Replacement -In StyleGAN, AdaIN layers were introduce to inject style information into each layer of the generator. Later replaced with Weight Demodulation, which eliminated "Blob" artifacts caused by AdaIN. This provided better control over visuals and realistic images. Weight Demodulation adjusts the style weights per layer without disrupting the generator's output. - -### Progressive Growing -Different from StyleGAN where it each layer is introduce one at a time starting from low-resolution images and gradually increase the resoulution as during training. StyleGAN2 uses fixed-resolution architecture with all layers active from the start. This stabilizes training and simplifies the overall process, as the network learns at a consistent resolution. -### Noise Injection -As is in StyleGAN, adds random noise to each layer to introduce variability in texture and fine-grainded details in generated images. - -### Discriminator Network -Updated from previous generation to better handle complex features and improve image realism. Discriminator role is to distinguish real from synthetic images and guides the generator to produce more authentic-looking outputs over time. - -### Path Length Regularization -Enforces a consistent relationship between the latent space and the generated image. This helps reduce artifacts and enhances the model's ability to interpolate smoothly between different styles. - -## Training Configuration - -### Learning Rate -The model was trained for 11 epoch, using learning rate of 0.0002. -

      - raw data - raw data -
      - Image generated using lr=0.0002 (left) and lr=0.001 (right) -

      -The generator produced a similar shape of the brain but didn't capture the internal structure of it. The model trained with a lr= 0.001 produced a better image quality with more details and structure of the brain. -Learning rate of 0.001 was used for the final training. - -### Batch Size - -The model was trained on a batch size of 16. A larger batch size could be used to improve the model's performance, but this would require more computational resources. - -## Results - -

      - raw data - raw data -
      - Loss over iteration for Discriminator (left) and Generator o(Right) -

      - -The plot shows the loss over iteration for the discriminator and generator. The plot can be smoothed out by increasing the batch size or by tracking the loss over epochs instead of iterations. -The plot shows a typical loss curve for a GAN model, engaging in a zero sum game where the generator and discriminator are in competition. The generator's loss decreases as it learns to generate more realistic images, while the discriminator's loss increases as it learns to distinguish between real and synthetic images. -Although the loss curve is not smooth, the model is "Stable and Coverging" with no sign of mode collapse or instability. - -After the 11 epoch, the model generator fine tunes the images and produces a more realistic image of the brain. - -

      - raw data -
      - Generated images with epoch interval of 2 -

      - -The StyleGAN2 was able to produce reasonably good images after 30 epouch. - -## Conclusion - -StyleGAN2 represents a significant advancement in generative modeling,with it's strengths in generating high-resolution images and addressing the predecessor's issue of image artifacts and stability issues. With it's new tool kit of fixed-resolution architecture, weight demodulation, and path length regularization, StyleGAN2 is able to -achieve superior image quality and realism. - -After >10 epochs of training, the model was able to generate "reasonably clear images" of the ADNI brain dataset. The model was able to capture the key features of the brain scans, such as the shape of the brain, and somewhat structue of it inside. -Further improvements could be made to enhance the model's ability to generate more realistic images, such as larger dataset, longer training time, and fine-tuning the model's hyperparameters. -Hyperparameters such as learning rate, batch size, gradient penalty, and noise regularization could be adjusted to improve the model's performance. - -## References - -NVIDIA. (2018). StyleGAN: Official TensorFlow implementation. GitHub repository. https://github.com/NVlabs/stylegan - -NVIDIA Corporation. (2020). StyleGAN2-ADA-PyTorch [Computer software]. GitHub. https://github.com/NVlabs/stylegan2-ada-pytorch - -Paperspace. (2020, February 19). Implementing StyleGAN2 from scratch. Paperspace Blog. https://blog.paperspace.com/implementation-stylegan2-from-scratch/ - -Shakes76. (2023). StyleGAN2-OASIS_45711110. GitHub repository. https://github.com/shakes76/PatternAnalysis-2023/tree/topic-recognition/recognition/StyleGAN2-OASIS_45711110 diff --git a/recognition/StyleGAN_s4653241/StyleGAN/config.py b/recognition/StyleGAN_s4653241/StyleGAN/config.py deleted file mode 100644 index 1710da247..000000000 --- a/recognition/StyleGAN_s4653241/StyleGAN/config.py +++ /dev/null @@ -1,43 +0,0 @@ -''' Wil be used to store all the configuration variables for the project ''' - - -TRAIN = True # When Training -LOAD = False # Load Checkpoint from LOAD_CHECK -SAVE_MODEL = False # Saves model to save_path -TEST = False # TEST loaded model usually when using checkpoint model - - -# Data path -AD_train = "/home/groups/comp3710/ADNI/AD_NC/train/AD" -AD_test = "/home/groups/comp3710/ADNI/AD_NC/test/AD" -NC_train = "/home/groups/comp3710/ADNI/AD_NC/train/NC" -NC_test = "/home/groups/comp3710/ADNI/AD_NC/test/NC" - -BRAIN = 'AD' # Change for different type of Brain - -# ----Image Parameters---- -# -log_resolution = 7 # 256x256 image size as such 2^8 = 256 # use 2^7 for single gpu (faster) -IMAGE_SIZE = (256, 240) -image_height = 2**log_resolution # The height of the generated image -image_width = 2**log_resolution # The width of the generated image -#------------------------ -BATCH_SIZE = 16 -LEARNING_RATE = 0.001 -CHANNELS = 1 -interpolation = 'bilinear' - -N_FEATURES = 256 -MAX_FEATURES = 512 -EPOCHS = 41 # ! Training Epoch - -#------ New code ------ -lambda_gp = 10 # gradient penalty -W_DIM = 256 -Z_DIM = 256 # - - -# ---------------------- - -save_path = '/home/Student/s4653241/checkpoints/' -LOAD_CHECK= "/home/Student/s4653241/checkpoints/checkpoint_StyleGAN2_Epoch26.pth" # LOAD checkpoint \ No newline at end of file diff --git a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py b/recognition/StyleGAN_s4653241/StyleGAN/dataset.py deleted file mode 100644 index 9bab484ff..000000000 --- a/recognition/StyleGAN_s4653241/StyleGAN/dataset.py +++ /dev/null @@ -1,243 +0,0 @@ -import os -from config import * -from PIL import Image -from torch.utils.data import Dataset, DataLoader,ConcatDataset -import torchvision.transforms as transforms -from torchvision.transforms import ToPILImage -import matplotlib.pyplot as plt -import torch - -# Function to combine datasets based on configuration -def combine_datasets(transform): - """ - Combines datasets for training and testing based on specified conditions. - - Args: - transform (callable): The transformations to be applied to images. - - Returns: - ConcatDataset: Concatenated training and testing datasets. - """ - if BRAIN == 'AD': - train = ImageDataset(AD_train, transform) - test = ImageDataset(AD_test, transform) - return ConcatDataset([train, test]) - else: - train = ImageDataset(NC_train, transform) - test = ImageDataset(NC_test,transform) - return ConcatDataset([train, test]) - -# Custom Dataset class to handle image loading and transformations -class ImageDataset(Dataset): - def __init__(self, root, transform=None): - """ - Initializes the dataset by setting the root directory and transformations. - - Args: - root (str): Directory of images. - transform (callable, optional): Transformations applied to each image. - """ - self.root = root - self.transform = transform - - self.files = sorted(os.listdir(root)) - - def __getitem__(self, index): - """ - Loads an image and applies transformations. - - Args: - index (int): Index of the image to load. - - Returns: - Tensor: Transformed image. - """ - img = Image.open(os.path.join(self.root, self.files[index])) - - if self.transform: - img = self.transform(img) - - return img - - def __len__(self): - return len(self.files) - - def get_raw_image(self, index): - """ - Returns the original, untransformed image. - - Args: - index (int): Index of the image in the dataset. - - Returns: - PIL.Image: Raw image without any transformations. - """ - img_path = os.path.join(self.root, self.files[index]) - raw_img = Image.open(img_path).convert("L") # Always return the raw image in RGB format - return raw_img - - def compare(self, index): - """ - Returns original and transformed versions of an image. - - Args: - index (int): Index of the image. - - Returns: - tuple: Original and transformed images. - """ - img = Image.open(os.path.join(self.root, self.files[index])) - - if self.transform: - trans_img = self.transform(img) - to_pil = transforms.ToPILImage() - trans_img = to_pil(trans_img) - - else: - trans_img = None # No transformation applied - - return img, trans_img, - - -# Function to apply transformation to images -def get_transform(image_size=(256, 240)): - """ - Defines transformations for resizing, grayscale conversion, and data augmentation. - - Args: - image_size (tuple): Desired output image size. - - Returns: - transforms.Compose: A composition of image transformations. - """ - transform = transforms.Compose([ - transforms.Resize((image_height, image_width), interpolation=transforms.InterpolationMode.BICUBIC), - # transforms.CenterCrop(image_size), - transforms.Grayscale(), - - transforms.RandomRotation(15), # Rotate image by ±15 degrees - transforms.ColorJitter(brightness=0.2, contrast=0.2), # Randomly adjust brightness and contrast - transforms.RandomHorizontalFlip(p=0.5), # Flip 50% of the images horizontally - - transforms.ToTensor(), - transforms.Normalize([0.5], [0.5]) #Singel channel image - ]) - return transform - -# Function to get the dataloader -def get_dataloader(image_size=IMAGE_SIZE, batch_size=BATCH_SIZE, shuffle = False): - """ - Creates a DataLoader with specified transformations, batch size, and shuffle settings. - - Args: - image_size (tuple): Desired image size. - batch_size (int): Number of images per batch. - shuffle (bool): Whether to shuffle the dataset. - - Returns: - DataLoader: DataLoader for the combined dataset. - """ - transform = get_transform(image_size) - - - dataset = combine_datasets(transform) - - return DataLoader(dataset, batch_size, shuffle=shuffle) - -# Function to get the image with transform -class ImageVisualize: - def __init__(self, dataloader): - """ - Initializes the ImageVisualizer with a given DataLoader. - Args: - dataloader (DataLoader): PyTorch DataLoader containing the images. - """ - self.dataloader = dataloader - - - - def get_image(self): - for _, img in enumerate(self.dataloader): - return img - - def plot_image(self, img=None): - to_pil = transforms.ToPILImage() - - if img is None: - img = self.get_image() - - if len(img.size()) == 4: - img = img[0] - - img = to_pil(img) - img.show() - - def plot_image_with_matplotlib(self, img=None): - """ - Plots the given image using matplotlib. If no image is provided, it retrieves one from the DataLoader. - Args: - img (Tensor, optional): A 3D or 4D image tensor to be plotted. If None, fetches from DataLoader. - """ - # If no image is provided, retrieve one from the DataLoader - if img is None: - img = self.get_image() - - # If the image is 4D (batch, channels, height, width), use the first image in the batch - if len(img.size()) == 4: - img = img[0] # Select the first image in the batch - - # Convert the 3D tensor to numpy array and rearrange dimensions (Channels, Height, Width) -> (Height, Width, Channels) - img = img.permute(1, 2, 0).numpy() - - # If the image was normalized to [-1, 1], denormalize back to [0, 1] - img = img * 0.5 + 0.5 - - # Plot the image using matplotlib - plt.imshow(img) - plt.axis('off') - plt.show() - def denormalize(self, img): - """ - Denormalizes the given image tensor from [-1, 1] to [0, 1]. - Args: - img (Tensor): Image tensor to be denormalized. - Returns: - Tensor: Denormalized image tensor. - """ - return img * 0.5 + 0.5 - - def demour_image(self,img): - """ - Denormalizes the given image tensor from [-1, 1] to [0, 255]. - Args: - img (Tensor): Image tensor to be denormalized. - Returns: - Tensor: Denormalized image tensor in the range [0, 255]. - """ - return (img * 0.5 + 0.5) * 255 - - - def display_comparison(original, transformed): - """ - Display the original and transformed images side-by-side. - - Args: - original (PIL.Image): The original image. - transformed (PIL.Image or None): The transformed image (or None if not available). - """ - fig, axes = plt.subplots(1, 2, figsize=(12, 6)) - - # Display the original image - axes[0].imshow(original) - axes[0].set_title("Original Image") - axes[0].axis('off') - - # Display the transformed image if available - if transformed: - axes[1].imshow(transformed) - axes[1].set_title("Transformed Image") - else: - axes[1].text(0.5, 0.5, "No Transformation Applied", fontsize=15, ha='center') - axes[1].axis('off') - - plt.show() diff --git a/recognition/StyleGAN_s4653241/StyleGAN/modules.py b/recognition/StyleGAN_s4653241/StyleGAN/modules.py deleted file mode 100644 index 18d829d7f..000000000 --- a/recognition/StyleGAN_s4653241/StyleGAN/modules.py +++ /dev/null @@ -1,427 +0,0 @@ -import torch -from torch.autograd.profiler_util import Kernel -import torch.nn as nn -import torch.nn.functional as F -import numpy as np -from math import sqrt -from config import * - -# Mapping Network used for mapping latent vector z to intermediate latent vector w -class MappingNetwork(nn.Module): - """ - Initializes a mapping network to map a latent space to another latent space. - - Args: - z_dim (int): Dimension of input latent vector z. - w_dim (int): Dimension of intermediate latent vector w. - activation (nn.Module): Activation function used in the mapping layers. - """ - def __init__(self,z_dim,w_dim,activation = nn.ReLU()): - - super().__init__() - - # Mapping network - self.mapping = nn.Sequential( - EqualizerStraights(z_dim, w_dim), - activation, - EqualizerStraights(w_dim, w_dim), - activation, - EqualizerStraights(z_dim, w_dim), - activation, - EqualizerStraights(w_dim, w_dim), - activation, - EqualizerStraights(z_dim, w_dim), - activation, - EqualizerStraights(w_dim, w_dim), - activation, - EqualizerStraights(z_dim, w_dim), - activation, - EqualizerStraights(w_dim, w_dim) - ) - - def forward(self, x): - # Normalize the input tensor - x = x / torch.sqrt(torch.mean(x**2, dim = 1, keepdim = True) + 1e-8) # for PixelNorm - return self.mapping(x) - -# Equalizer for the fully connected layer -class EqualizerStraights(nn.Module): - """ - Fully connected layer with learnable weights and bias. - - Args: - in_chanel (int): Input dimension. - out_chanel (int): Output dimension. - bias (float): Initial bias value. - """ - def __init__(self, in_chanel, out_chanel, bias=0.0): - - super().__init__() - self.weight = EquilizerKG([out_chanel, in_chanel]) - self.bias = nn.Parameter(torch.ones(out_chanel) * bias) - - self.input_size = in_chanel - - def forward(self, x): - # Linear transformation - weight = self.weight().to(x.device) - return F.linear(x, weight, bias = self.bias.to(x.device)) - - -# Weight equalizer -class EquilizerKG(nn.Module): - """ - Weight equalizer to stabilize network weights across layers. - - Args: - shape (list): Shape of the weight tensor. - """ - def __init__(self,shape): - - super().__init__() - # self.constanted = 1 / sqrt(torch.prod(shape[1:])) # yet to use - self.constanted = 1 / sqrt(np.prod(shape[1:])) - self.weight = nn.Parameter(torch.randn(shape)) - - def forward(self): - return self.weight * self.constanted - - -# DripBlock for the generator, essentially a style block with noise and transformation -class DripBlock(nn.Module): - """ - Style-based block with noise addition and activation. - - Args: - W_DIM (int): Dimension of style vector w. - in_chanel (int): Input channels. - out_chanel (int): Output channels. - """ - def __init__(self,W_DIM, in_chanel, out_chanel): - - super().__init__() - - self.need_face = EqualizerStraights(W_DIM, in_chanel,bias=1.0) - - self.conv = Weight_Demod(in_chanel,out_chanel,kernel_size=3) - - # Noise and bias - self.scale_noise = nn.Parameter(torch.zeros(1)) - self.bias = nn.Parameter(torch.zeros(out_chanel)) - - self.activation = nn.LeakyReLU(0.2,True) - - def forward(self,x,w,noise): - s = self.need_face(w) - x = self.conv(x,s) - if noise is not None: - x = x + self.scale_noise[None,:,None,None] * noise - return self.activation(x + self.bias[None,:,None,None]) - - -class Weight_Demod(nn.Module): - """ - Weight demodulation for adaptive instance normalization. - - Args: - in_chanel (int): Input channels. - out_chanel (int): Output channels. - kernel_size (int): Kernel size. - demodulate (bool): Whether to apply weight demodulation. - eps (float): Small value for numerical stability. - """ - def __init__( - self, - in_chanel, - out_chanel, - kernel_size, - demodulate = True, - eps = 1e-8 - ): - - - super().__init__() - self.out_chanel = out_chanel - self.demodulate = demodulate - self.padding = (kernel_size -1) // 2 - - # Weights with Equalizer learning rate - self.weight = EquilizerKG([out_chanel, in_chanel, kernel_size, kernel_size]) - self.eps = eps # epsilon value for numerical stability - - def forward(self, x, s): - - # Get batch size, height and width - b, _, h, w = x.shape - - # Reshape the scales - s = s[:, None, :, None, None] - weights = self.weight()[None, :, :, :, :] - # The result has shape [batch_size, out_features, in_features, kernel_size, kernel_size]` - weights = weights * s - - # Weight Demodulation - if self.demodulate: - sigma_inv = torch.rsqrt((weights ** 2).sum(dim=(2, 3, 4), keepdim=True) + self.eps) - weights = weights * sigma_inv - - # Reshape x and weights - x = x.reshape(1, -1, h, w) - _, _, *ws = weights.shape - weights = weights.reshape(b * self.out_chanel, *ws) - - # Group b is used to define a different kernel (weights) for each sample in the batch - x = F.conv2d(x, weights, padding=self.padding, groups=b) - - # return x in shape of [batch_size, out_features, height, width] - return x.reshape(-1, self.out_chanel, h, w) - - -class ToRGB(nn.Module): - """ - Converts feature maps to RGB images in the generator. - - Args: - W_DIM (int): Style vector dimension. - features (int): Number of features. - """ - def __init__(self, W_DIM, features): - - super().__init__() - self.to_style = EqualizerStraights(W_DIM, features, bias=1.0) - - self.conv = Weight_Demod(features, CHANNELS, kernel_size=1, demodulate=False) - self.bias = nn.Parameter(torch.zeros(CHANNELS)) - self.activation = nn.LeakyReLU(0.2, True) - - def forward(self, x, w): - - style = self.to_style(w) - x = self.conv(x, style) - return self.activation(x + self.bias[None, :, None, None]) - - -class Generator(nn.Module): - """ - Progressive growing GAN generator. - - Args: - log_resolution (int): Resolution level (e.g., log2 of image width). - W_DIM (int): Style vector dimension. - n_features (int): Base number of features. - max_features (int): Maximum feature limit per layer. - """ - def __init__(self, log_resolution, W_DIM, n_features = 32, max_features = 256): - - super().__init__() - - features = [min(max_features, n_features * (2 ** i)) for i in range(log_resolution - 2, -1, -1)] - self.n_blocks = len(features) - - self.initial_constant = nn.Parameter(torch.randn((1, features[0], 4, 4))) - - self.style_block = DripBlock(W_DIM, features[0], features[0]) - self.to_rgb = ToRGB(W_DIM, features[0]) - - blocks = [GeneratorBlock(W_DIM, features[i - 1], features[i]) for i in range(1, self.n_blocks)] - self.blocks = nn.ModuleList(blocks) - - def forward(self, w, input_noise): - - batch_size = w.shape[1] - - x = self.initial_constant.expand(batch_size, -1, -1, -1) - x = self.style_block(x, w[0], input_noise[0][1]) - rgb = self.to_rgb(x, w[0]) - - for i in range(1, self.n_blocks): - x = F.interpolate(x, scale_factor=2, mode="bilinear") - x, rgb_new = self.blocks[i - 1](x, w[i], input_noise[i]) - rgb = F.interpolate(rgb, scale_factor=2, mode="bilinear") + rgb_new - - return torch.tanh(rgb) - - -class GeneratorBlock(nn.Module): - """ - A block within the generator, consisting of styled layers and RGB output conversion. - - Args: - W_DIM (int): Dimensionality of the style vector `w`. - in_channel (int): Number of input channels. - out_channel (int): Number of output channels. - """ - def __init__(self,W_DIM, in_chanel, out_chanel): - super().__init__() - - # First black changes the feature map size to the "out_chanel" - self.styled_block1 = DripBlock(W_DIM, in_chanel, out_chanel) - self.styled_block2 = DripBlock(W_DIM, out_chanel, out_chanel) - - self.to_rgb = ToRGB(W_DIM, out_chanel) - - def forward(self, x,w,noise): - - # Style blocks with Noise Tensor - x = self.styled_block1(x,w,noise[0]) - x = self.styled_block2(x,w,noise[1]) - - # RBG img - rgb = self.to_rgb(x,w) - - return x, rgb - - -# Discriminator for assessing real vs. generated images -class Discriminator(nn.Module): - """ - The discriminator network for distinguishing real from generated images. - - Args: - log_reso (int): Logarithmic resolution of the image (e.g., `log_reso=8` for 256x256 images). - n_features (int): Initial number of features. - max_features (int): Maximum number of features per layer. - """ - def __init__(self, log_reso, n_features = 64, max_features = 256,): # log resolution 2^log_reso= image size - super().__init__() - - features = [min(max_features, n_features*(2**i)) for i in range(log_reso - 1)] - - self.from_rgb = nn.Sequential( - Dis_Conv2d(CHANNELS, n_features, 1), # Change here - nn.LeakyReLU(0.2, True) - ) - - n_blocks = len(features) - 1 - - # Squential blocks generated from size for Discriminator blocks - blocks = [DiscriminatorBlock(features[i], features[i+1]) for i in range(n_blocks)] - self.blocks = nn.Sequential(*blocks) - - final_features = features[-1] + 1 - - # Final conv layer with 3x3 kernel - self.conv = Dis_Conv2d(final_features, final_features, 3) - # Final Equalized linear layer for classification - self.final = EqualizerStraights(2*2*final_features, 1) - def minibatch_std(self, x): - batch_statistics = ( - torch.std(x, dim=0).mean().repeat(x.shape[0], 1, x.shape[2], x.shape[3]) - ) - return torch.cat([x, batch_statistics], dim=1) - - - def forward(self, x): - x = self.from_rgb(x) - x = self.blocks(x) - x = self.minibatch_std(x) - x = self.conv(x) - x = x.reshape(x.shape[0], -1) - return self.final(x) - -class DiscriminatorBlock(nn.Module): - """ - A block within the discriminator that includes convolutional layers, downsampling, and residual connections. - - Args: - in_channel (int): Input channels. - out_channel (int): Output channels. - activation (nn.Module, optional): Activation function to use within the block. Defaults to LeakyReLU(0.2). - """ - def __init__(self,in_chanel,out_chanel,activation = nn.LeakyReLU(0.2,True)): - super().__init__() - - - self.residual = nn.Sequential( - nn.AvgPool2d(kernel_size=2, stride=2), - Dis_Conv2d(in_chanel, out_chanel,kernel_size=1) - ) - - self.block = nn.Sequential( - Dis_Conv2d(in_chanel, in_chanel, kernel_size=3, padding = 1), - activation, - Dis_Conv2d(in_chanel, out_chanel, kernel_size=3, padding = 1), - activation - ) - - self.downsample = nn.AvgPool2d( kernel_size=2, stride=2) - - self.scale = 1 / sqrt(2) - - def forward(self, x): - residual = self.residual(x) - x = self.block(x) - x = self.downsample(x) - - return (x + residual) * self.scale - -# Discriminator convolutional layer with equalized learning rate -class Dis_Conv2d(nn.Module): - """ - Convolutional layer with equalized learning rate for the discriminator. - - Args: - in_channel (int): Number of input channels. - out_channel (int): Number of output channels. - kernel_size (int): Kernel size. - padding (int, optional): Padding for convolution. Defaults to 0. - """ - def __init__(self,in_chanel,out_chanel,kernel_size,padding=0): - super().__init__() - # self.kernel_size = kernel_size - self.padding = padding - self.weight = EquilizerKG([out_chanel, in_chanel, kernel_size, kernel_size]) - self.bias = nn.Parameter(torch.ones(out_chanel)) - - def forward(self, x: torch.Tensor): - - return F.conv2d(x, self.weight(), bias=self.bias, padding=self.padding) - -class PathLengthPenalty(nn.Module): - """ - Path length penalty to regularize the generator by penalizing deviation in pixel norms. - - Args: - beta (float): Decay rate for moving average of path length. - """ - def __init__(self, beta): - super().__init__() - - self.beta = beta - self.steps = nn.Parameter(torch.tensor(0.), requires_grad=False) - - self.exp_sum_a = nn.Parameter(torch.tensor(0.), requires_grad=False) - - def forward(self, w, x): - - device = x.device - image_size = x.shape[2] * x.shape[3] - y = torch.randn(x.shape, device=device) - - # Scaling - output = (x * y).sum() / sqrt(image_size) - sqrt(image_size) - - # Computes gradient - gradients, *_ = torch.autograd.grad(outputs=output, - inputs=w, - grad_outputs=torch.ones(output.shape, device=device), - create_graph=True) - - # Calculated L2-norm - norm = (gradients ** 2).sum(dim=2).mean(dim=1).sqrt() - - # Regulatrise after first step - if self.steps > 0: - a = self.exp_sum_a / (1 - self.beta ** self.steps) - loss = torch.mean((norm - a) ** 2) - else: - # Return a dummpy loss tensor if computation fails - loss = norm.new_tensor(0) - - mean = norm.mean().detach() - self.exp_sum_a.mul_(self.beta).add_(mean, alpha=1 - self.beta) - self.steps.add_(1.) - - # return the penalty - return loss diff --git a/recognition/StyleGAN_s4653241/StyleGAN/predict.py b/recognition/StyleGAN_s4653241/StyleGAN/predict.py deleted file mode 100644 index bfb4c8f2e..000000000 --- a/recognition/StyleGAN_s4653241/StyleGAN/predict.py +++ /dev/null @@ -1,98 +0,0 @@ -import matplotlib.pyplot as plt -import torch -import os -from torchvision.utils import save_image - -from torch.utils.data import Dataset -import random - - -from modules import * -from config import * -from utils import * - -def plot_loss(G_loss,D_loss): - """ - Plots and saves the Generator and Discriminator losses separately as two images. - - Args: - G_loss (list of float): Generator loss values over iterations. - D_loss (list of float): Discriminator loss values over iterations. - """ - - plt.figure(figsize=(10,5)) - plt.title("Generator Loss During Training") - plt.plot(G_loss, label="G", color="blue") - plt.xlabel("Iterations") - plt.ylabel("Loss") - plt.legend() - plt.savefig('gen_loss.png') - - plt.figure(figsize=(10,5)) - plt.title("Discriminator Loss During Training") - plt.plot(D_loss, label="D", color="red") - plt.xlabel("Iterations") - plt.ylabel("Loss") - plt.legend() - plt.savefig('disc_loss.png') - plt.close() - -def plot_loss_epoch(G_loss, D_loss, epoch): - """ - Plots and saves Generator and Discriminator losses for each epoch on the same plot. - - Args: - G_loss (list of float): Generator loss values per epoch. - D_loss (list of float): Discriminator loss values per epoch. - epoch (int): Current epoch number, used in the plot title and filename. - """ - plt.figure(figsize=(10, 5)) - plt.plot(G_loss, label="Generator Loss", color="blue") - plt.plot(D_loss, label="Discriminator Loss", color="red") - plt.title(f"Loss During Training") - plt.xlabel("Epoch") - plt.ylabel("Loss") - plt.legend() - plt.savefig(f'loss_epoch_{epoch}.png') - plt.close() - -def generate_examples(gen, mapping_net,epoch, n=5): - """ - Generates and saves example images from the Generator model at a specific training epoch. - - Args: - gen (nn.Module): Generator model. - mapping_net (nn.Module): Mapping network for generating latent vectors. - epoch (int): Current epoch number, used to name the output directory. - n (int): Number of example images to generate. - """ - for i in range(n): - with torch.no_grad(): - w = get_w(1, mapping_net) - noise = get_noise(1) - img = gen(w, noise) - if not os.path.exists(f'saved_examples/epoch{epoch}'): - os.makedirs(f'saved_examples/epoch{epoch}') - save_image(img*0.5+0.5, f"saved_examples/epoch{epoch}/img_{i}.png") - - - gen.train() - -''' -Generate samples from the dataset -''' -def generate_samples(Dataset, n=5): - - indices = random.sample(range(len(Dataset)), n) - # Display the images - fig, axes = plt.subplots(1, n, figsize=(15, 3)) - for i, index in enumerate(indices): - raw_img = Dataset.get_raw_image(index) - axes[i].imshow(raw_img, cmap='gray') - axes[i].axis('off') - axes[i].set_title(f"Sample {i+1}") - - plt.tight_layout() - plt.show() - - diff --git a/recognition/StyleGAN_s4653241/StyleGAN/train.py b/recognition/StyleGAN_s4653241/StyleGAN/train.py deleted file mode 100644 index 65a1463be..000000000 --- a/recognition/StyleGAN_s4653241/StyleGAN/train.py +++ /dev/null @@ -1,144 +0,0 @@ -import torch -from torch import optim -from tqdm import tqdm - -# Local libraries -from dataset import * -from modules import * -from predict import * -from config import * -from utils import * - -def train( - generator, - discriminator, - journey_penalty, - optimizer_G, - optimizer_D, - dataloader , - mapping_net, - optim_mapping, - epoch, # Current Epoch - epochs = EPOCHS, # Total Epoch Left - visualize=False): - """ - Trains the generator and discriminator for one epoch and applies a path length penalty. - - Args: - generator (nn.Module): The generator model. - discriminator (nn.Module): The discriminator model. - journey_penalty (nn.Module): Path length penalty for the generator. - optimizer_G (torch.optim.Optimizer): Optimizer for the generator. - optimizer_D (torch.optim.Optimizer): Optimizer for the discriminator. - dataloader (DataLoader): DataLoader providing batches of real images. - mapping_net (nn.Module): Mapping network for latent space transformation. - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. - epoch (int): Current epoch. - epochs (int): Total epochs for training. - visualize (bool): If True, enables visualization of training. - - Returns: - tuple: Lists of current discriminator and generator losses. - """ - # Initialize tqdm progress bar - progress_bar = tqdm(dataloader,desc=f"Epoch {epoch+1}/{epochs}",leave=True,dynamic_ncols=True) - - device = devicer() - current_G_loss = [] - current_D_loss = [] - - for batch_idx, real in enumerate(progress_bar): # Chanes here rea,_ in enumerate(progress_bar) - real = real.to(device) - current_batch_size = real.shape[0] - w = get_w(current_batch_size, mapping_net) - noise = get_noise(current_batch_size) - fake = generator(w, noise) - critic_fake = discriminator(fake.detach()) - critic_real = discriminator(real) - gp = gradient_penalty(discriminator, real, fake, device=device) - loss_critic = ( - -(torch.mean(critic_real) - torch.mean(critic_fake)) - + lambda_gp * gp - + (0.001 * torch.mean(critic_real ** 2)) - ) - - - current_D_loss.append(loss_critic.item()) - # Normal backward pass - optimizer_D.zero_grad() - loss_critic.backward() - optimizer_D.step() - gen_fake = discriminator(fake) - loss_gen = -torch.mean(gen_fake) - # Apply path length penalty on every 16 Batches - if batch_idx % 16 == 0: - plp = journey_penalty(w, fake) - if not torch.isnan(plp): - loss_gen = loss_gen + plp - - # Append the observed Generator loss to the list - current_G_loss.append(loss_gen.item()) - - mapping_net.zero_grad() - generator.zero_grad() - loss_gen.backward() - optimizer_G.step() - optim_mapping.step() - - progress_bar.set_postfix( - gp=gp.item(), - loss_critic=loss_critic.item(), - D_loss = loss_critic.item(), - G_loss = loss_gen.item() - ) - - return (current_D_loss, current_G_loss) - - -if __name__ == '__main__': - - - device=devicer() - dataloader = get_dataloader() - generator = Generator(log_resolution,W_DIM).to(device) - discriminator = Discriminator(log_resolution).to(device) - mapping_net = MappingNetwork(Z_DIM, W_DIM).to(device) - journey_penalty = PathLengthPenalty(0.99).to(device) - - - optimizer_G = optim.Adam(generator.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) - optimizer_D = optim.Adam(discriminator.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) - optim_mapping = optim.Adam(mapping_net.parameters(), lr=LEARNING_RATE, betas=(0.0, 0.99)) - - G_losses = [] - D_losses = [] - - if LOAD: - Loaded_epoch, G_losses,D_losses = load_checkpoint(LOAD_CHECK,generator,discriminator,optimizer_G,optimizer_D,optim_mapping) - print("Loaded checkpoint") - else: - Loaded_epoch = 0 - - if TRAIN: - - generator.train() - discriminator.train() - mapping_net.train() - - for epoch in range(Loaded_epoch,EPOCHS): - G_loss, D_loss = train(generator, discriminator, journey_penalty, optimizer_G, optimizer_D, dataloader, mapping_net, optim_mapping,epoch,EPOCHS) - - G_losses.extend(G_loss) - D_losses.extend(D_loss) - - generate_examples(generator, mapping_net,epoch, n=5) - - if epoch % 5 == 0 and SAVE_MODEL : - save_model(epoch,generator,discriminator,optimizer_G,optimizer_D,optim_mapping,G_losses,D_losses) - - - plot_loss(G_losses, D_losses) - - if TEST: - - generate_examples(generator, mapping_net,epoch, n=5) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/utils.py b/recognition/StyleGAN_s4653241/StyleGAN/utils.py deleted file mode 100644 index 0743fafcc..000000000 --- a/recognition/StyleGAN_s4653241/StyleGAN/utils.py +++ /dev/null @@ -1,172 +0,0 @@ -import torch -import warnings -import config -from config import * - - - -def save_model(epoch,G,D,optimizer_G,optimizer_D,optim_mapping, gen_loss, disc_loss): - """ - Saves the model checkpoint including the state of models, optimizers, and training parameters. - - Parameters: - - epoch (int): The current epoch number. - - G (nn.Module): Generator model. - - D (nn.Module): Discriminator model. - - optimizer_G (torch.optim.Optimizer): Optimizer for the generator. - - optimizer_D (torch.optim.Optimizer): Optimizer for the discriminator. - - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. - - gen_loss (float): Generator loss. - - disc_loss (float): Discriminator loss. - """ - checkpoint = { - 'epoch': epoch, - 'G_state_dict': G.state_dict(), - 'D_state_dict': D.state_dict(), - 'optimizer_G_state_dict': optimizer_G.state_dict(), - 'optimizer_D_state_dict': optimizer_D.state_dict(), - "optim_mapping_state": optim_mapping.state_dict(), - 'random_state': torch.get_rng_state(), - 'cuda_random_state': torch.cuda.get_rng_state_all(), # Save the random state of the GPU - 'gen_loss': gen_loss, - 'disc_loss': disc_loss, - - } - path = config.save_path + f'checkpoint_StyleGAN2_Epoch{epoch+1}.pth' - torch.save(checkpoint, path) - print(f"Checkpoint saved at epoch {epoch+1}.", flush =True) - -def load_checkpoint(path, G, D, optimizer_G, optimizer_D,optim_mapping): - """ - Loads a saved checkpoint to resume training. - - Parameters: - - path (str): Path to the checkpoint file. - - G (nn.Module): Generator model to load state into. - - D (nn.Module): Discriminator model to load state into. - - optimizer_G (torch.optim.Optimizer): Generator optimizer. - - optimizer_D (torch.optim.Optimizer): Discriminator optimizer. - - optim_mapping (torch.optim.Optimizer): Optimizer for the mapping network. - - Returns: - - epoch (int): Epoch to resume from. - - gen_loss (float): Saved generator loss. - - disc_loss (float): Saved discriminator loss. - """ - checkpoint = torch.load(path) - G.load_state_dict(checkpoint['G_state_dict']) - D.load_state_dict(checkpoint['D_state_dict']) - optimizer_G.load_state_dict(checkpoint['optimizer_G_state_dict']) - optimizer_D.load_state_dict(checkpoint['optimizer_D_state_dict']) - optim_mapping.load_state_dict(checkpoint['optim_mapping_state']) - epoch = checkpoint['epoch'] - gen_loss = checkpoint['gen_loss'] - disc_loss = checkpoint['disc_loss'] - torch.set_rng_state(checkpoint['random_state']) - torch.cuda.set_rng_state_all(checkpoint['cuda_random_state']) - - return epoch, gen_loss, disc_loss - - - -def devicer(): - """ - Selects the best available device (CUDA, MPS, or CPU) for computation. - - Returns: - - device (torch.device): The computation device. - """ - if torch.cuda.is_available(): - device = torch.device("cuda") - elif torch.backends.mps.is_available(): - device = torch.device("mps") - else: - device = torch.device("cpu") - - # print(f'Using device: {device}', flush=True) - return device - -def get_w(batch_size, mapping_network,device=devicer()): - """ - Generates the latent vector `w` for StyleGAN2, expanded to match the required shape. - - Parameters: - - batch_size (int): Number of samples in the batch. - - mapping_network (nn.Module): Network that maps latent `z` to latent `w`. - - device (torch.device): Device for computation. - - Returns: - - w (torch.Tensor): Expanded `w` tensor for generator blocks. - """ - z = torch.randn(batch_size, W_DIM).to(device) - w = mapping_network(z) - # Expand w from the generator blocks - return w[None,:,:].expand(config.log_resolution, -1, -1) - -def get_noise(batch_size,device=devicer()): - """ - Generates a list of noise tensors of increasing resolution for each generator block in StyleGAN2. - - Parameters: - - batch_size (int): Number of samples in the batch. - - device (torch.device): Device for computation. - - Returns: - - noise (list of torch.Tensor): List of noise tensors for generator layers. - """ - noise = [] - #noise res starts from 4x4 - resolution = 4 - - # For each gen block - for i in range(config.log_resolution): - # First block uses 3x3 conv - if i == 0: - n1 = None - # For rest of conv layer - else: - n1 = torch.randn(batch_size, 1, resolution, resolution, device= device) - n2 = torch.randn(batch_size, 1, resolution, resolution,device= device) - - # add the noise tensors to the lsit - noise.append((n1, n2)) - # subsequent block has 2x2 res - resolution *= 2 - - return noise - -def gradient_penalty(critic, real, fake,device=devicer()): - """ - Computes the gradient penalty for WGAN-GP, helping improve discriminator stability. - - Parameters: - - critic (nn.Module): Discriminator or critic model. - - real (torch.Tensor): Real images. - - fake (torch.Tensor): Generated (fake) images. - - device (torch.device): Device for computation. - - Returns: - - gradient_penalty (torch.Tensor): Computed gradient penalty to add to the loss. - """ - BATCH_SIZE, C, H, W = real.shape - beta = torch.rand((BATCH_SIZE, 1, 1, 1)).repeat(1, C, H, W).to(device) - interpolated_images = real * beta + fake.detach() * (1 - beta) - interpolated_images.requires_grad_(True) - - # Calculate critic scores - mixed_scores = critic(interpolated_images) - - gradient = torch.autograd.grad( - inputs=interpolated_images, - outputs=mixed_scores, - grad_outputs=torch.ones_like(mixed_scores), - create_graph=True, - retain_graph=True, - )[0] - # Reshape gradients to calculate the norm - gradient = gradient.view(gradient.shape[0], -1) - # Calculate the norm and then the loss - gradient_norm = gradient.norm(2, dim=1) - gradient_penalty = torch.mean((gradient_norm - 1) ** 2) - - return gradient_penalty diff --git a/recognition/StyleGAN_s4653241/assets/Compare_models.png b/recognition/StyleGAN_s4653241/assets/Compare_models.png deleted file mode 100644 index a13fb6ae5447ce997d9aa8a2db82c5c42885592c..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 83404 zcmV)=K!m@EP)Px&08mU+MgRZ*_4W1n`T6(v_x=6-`}_Ov@9*>T^XLD+ z@$vEH{k_@Q+2{YgySuyW>+ILp*TKQT?d|OV001j1E9vR!-{0Tq|G?}2!RP1a;o;%t z<>uYp-OJ0%)6>)ABQTOG`^}adES=vkMFg_W#Sn!^6Mh{#sgF zq@<;on3y6XBWr7HZfO-A0M^JlvGqy$H&J!LNq}_M2?iB zA0ru3Qc`$$cquVBXM2mL#@&H|foynKdx~U3Og3h6RR90kpT5<5l%{ZgS-#SoO_Xm8E$rFeJ&z&6&5&)cgOEuEVO!j8W6I?l0ZsQufmVf_y1XIcsM#X z+1J@}hnQVqXvM|JH$zL=*W1?Uu!)a;UUGs}Uq;Q{t@``>_xARPqP2~vymfeNHaa|j zg^c_E&hz#4(a+6FtAohhlVt?egOH_4mcY z$H>RYV041s-QV@|_q^{-hyVZ}07*naRCodGy$e`V*Y+pq^_&%3)} 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zx5RAEZVgaRDKwh$YBo$W9io|%X@#A_{}oac#gFHm6jLSS`dfC_N_)sV{MJa%lt)x|EnKJTR}u{&G5gE`o9}n?kb7Z|GjmPCxe*+ zPvF0&`M;arD;^G(|9<&@#aTJ5N%eov#lQcDk*(PjYV!a49WqKYUaJ3o`M(#(kK#=u p{D1G_YHO$>yxsr*eaX$8C@ymdcxk{2#kX+9d!0 literal 0 HcmV?d00001 From 22b12ae9fe1385267917eceb768d3b3d714c7381 Mon Sep 17 00:00:00 2001 From: sv-Tjipto <113236886+sv-Tjipto@users.noreply.github.com> Date: Wed, 30 Oct 2024 06:47:09 +1000 Subject: [PATCH 90/93] Rename folders --- .../StyleGAN => StyleGAN2_s4653241/StyleGAN2}/config.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) rename recognition/{StyleGAN_s4653241/StyleGAN => StyleGAN2_s4653241/StyleGAN2}/config.py (97%) diff --git a/recognition/StyleGAN_s4653241/StyleGAN/config.py b/recognition/StyleGAN2_s4653241/StyleGAN2/config.py similarity index 97% rename from recognition/StyleGAN_s4653241/StyleGAN/config.py rename to recognition/StyleGAN2_s4653241/StyleGAN2/config.py index 1710da247..386ed265a 100644 --- a/recognition/StyleGAN_s4653241/StyleGAN/config.py +++ b/recognition/StyleGAN2_s4653241/StyleGAN2/config.py @@ -40,4 +40,4 @@ # ---------------------- save_path = '/home/Student/s4653241/checkpoints/' -LOAD_CHECK= "/home/Student/s4653241/checkpoints/checkpoint_StyleGAN2_Epoch26.pth" # LOAD checkpoint \ No newline at end of file +LOAD_CHECK= "/home/Student/s4653241/checkpoints/checkpoint_StyleGAN2_Epoch26.pth" # LOAD checkpoint From aa28806975a49f374b654f891b737e6f3c9e360f Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Wed, 30 Oct 2024 06:49:59 +1000 Subject: [PATCH 91/93] Revert "Rename folders" This reverts commit 22b12ae9fe1385267917eceb768d3b3d714c7381. --- .../StyleGAN2 => StyleGAN_s4653241/StyleGAN}/config.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) rename recognition/{StyleGAN2_s4653241/StyleGAN2 => StyleGAN_s4653241/StyleGAN}/config.py (97%) diff --git a/recognition/StyleGAN2_s4653241/StyleGAN2/config.py b/recognition/StyleGAN_s4653241/StyleGAN/config.py similarity index 97% rename from recognition/StyleGAN2_s4653241/StyleGAN2/config.py rename to recognition/StyleGAN_s4653241/StyleGAN/config.py index 386ed265a..1710da247 100644 --- a/recognition/StyleGAN2_s4653241/StyleGAN2/config.py +++ b/recognition/StyleGAN_s4653241/StyleGAN/config.py @@ -40,4 +40,4 @@ # ---------------------- save_path = '/home/Student/s4653241/checkpoints/' -LOAD_CHECK= "/home/Student/s4653241/checkpoints/checkpoint_StyleGAN2_Epoch26.pth" # LOAD checkpoint +LOAD_CHECK= "/home/Student/s4653241/checkpoints/checkpoint_StyleGAN2_Epoch26.pth" # LOAD checkpoint \ No newline at end of file From 6f712b8cd31cbf304072588f688601114b57e4ff Mon Sep 17 00:00:00 2001 From: Solomon Tjipto Date: Wed, 30 Oct 2024 06:54:04 +1000 Subject: [PATCH 92/93] moved folder --- recognition/StyleGAN2_s4653241/README.md | 207 +++++++++ recognition/StyleGAN2_s4653241/README.pdf | Bin 0 -> 976184 bytes .../StyleGAN2_s4653241/StyleGAN2/config.py | 43 ++ .../StyleGAN2_s4653241/StyleGAN2/dataset.py | 243 ++++++++++ .../StyleGAN2_s4653241/StyleGAN2/modules.py | 427 ++++++++++++++++++ .../StyleGAN2_s4653241/StyleGAN2/predict.py | 98 ++++ .../StyleGAN2_s4653241/StyleGAN2/train.py | 144 ++++++ .../StyleGAN2_s4653241/StyleGAN2/utils.py | 172 +++++++ .../assets/Compare_models.png | Bin 0 -> 83404 bytes .../StyleGAN2_s4653241/assets/Data_Aug1.png | Bin 0 -> 10824 bytes .../StyleGAN2_s4653241/assets/Data_Aug2.png | Bin 0 -> 11477 bytes .../StyleGAN2_s4653241/assets/Data_Aug3.png | Bin 0 -> 11659 bytes .../StyleGAN2_s4653241/assets/Data_Aug4.png | Bin 0 -> 13411 bytes .../StyleGAN2_s4653241/assets/Data_Aug5.png | Bin 0 -> 11950 bytes .../assets/Data_Samples.png | Bin 0 -> 182439 bytes .../assets/Frontal_Lobe.gif | Bin 0 -> 80821 bytes .../assets/Train_Epoch11_Control.png | Bin 0 -> 11953 bytes .../assets/Train_Epoch11_Low.png | Bin 0 -> 15028 bytes .../StyleGAN2_s4653241/assets/results.png | Bin 0 -> 329540 bytes 19 files changed, 1334 insertions(+) create mode 100644 recognition/StyleGAN2_s4653241/README.md create mode 100644 recognition/StyleGAN2_s4653241/README.pdf create mode 100644 recognition/StyleGAN2_s4653241/StyleGAN2/config.py create mode 100644 recognition/StyleGAN2_s4653241/StyleGAN2/dataset.py create mode 100644 recognition/StyleGAN2_s4653241/StyleGAN2/modules.py create mode 100644 recognition/StyleGAN2_s4653241/StyleGAN2/predict.py create mode 100644 recognition/StyleGAN2_s4653241/StyleGAN2/train.py create mode 100644 recognition/StyleGAN2_s4653241/StyleGAN2/utils.py create mode 100644 recognition/StyleGAN2_s4653241/assets/Compare_models.png create mode 100644 recognition/StyleGAN2_s4653241/assets/Data_Aug1.png create mode 100644 recognition/StyleGAN2_s4653241/assets/Data_Aug2.png create mode 100644 recognition/StyleGAN2_s4653241/assets/Data_Aug3.png create mode 100644 recognition/StyleGAN2_s4653241/assets/Data_Aug4.png create mode 100644 recognition/StyleGAN2_s4653241/assets/Data_Aug5.png create mode 100644 recognition/StyleGAN2_s4653241/assets/Data_Samples.png create mode 100644 recognition/StyleGAN2_s4653241/assets/Frontal_Lobe.gif create mode 100644 recognition/StyleGAN2_s4653241/assets/Train_Epoch11_Control.png create mode 100644 recognition/StyleGAN2_s4653241/assets/Train_Epoch11_Low.png create mode 100644 recognition/StyleGAN2_s4653241/assets/results.png diff --git a/recognition/StyleGAN2_s4653241/README.md b/recognition/StyleGAN2_s4653241/README.md new file mode 100644 index 000000000..16b0fe828 --- /dev/null +++ b/recognition/StyleGAN2_s4653241/README.md @@ -0,0 +1,207 @@ +# StyleGAN2 on AD_NC Brain Dataset + + +## Overview + +This StyleGAN2's application is to generate realistic like brain scans using the ADNI dataset for Alzheimer's disease. The primary goal is to provide a model that is able to generate "reasobably clear images". Using StyleGAN2 ability to generate high-resolution images, I will be attept to tackle this problem. +StyleGAN2 can help reasearchers by providing disease simulation, data augmentation, and privacy-preserving research. + +This project leverages StyleGAN2 to generate synthetic MRI scan images that closely resemble authentic ones. The model is trained on the subset of the OASIS brain dataset. + +

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