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Create diffusion.py

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  1. diffusion.py +22 -0
diffusion.py ADDED
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+ import torch
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+ import torch.nn as nn
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+
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+ # Define the Stable Diffusion model architecture
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+ class DiffusionModel(nn.Module):
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+ def __init__(self):
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+ super(DiffusionModel, self).__init__()
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+ # Define the layers of the model
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+
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+ def forward(self, x):
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+ # Define the forward pass of the model
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+ return x
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+
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+ # Additional functions for training and sampling with the model
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+
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+ def train_model(model, data_loader, optimizer, criterion, num_epochs):
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+ # Training loop to train the model
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+
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+ def sample(model, z, clip_denoised=False):
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+ # Function to sample images from the model
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+
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+ # Additional code for hyperparameters, utility functions, etc.