Spaces:
Build error
Build error
Create diffusion.py
Browse files- diffusion.py +22 -0
diffusion.py
ADDED
|
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import torch
|
| 2 |
+
import torch.nn as nn
|
| 3 |
+
|
| 4 |
+
# Define the Stable Diffusion model architecture
|
| 5 |
+
class DiffusionModel(nn.Module):
|
| 6 |
+
def __init__(self):
|
| 7 |
+
super(DiffusionModel, self).__init__()
|
| 8 |
+
# Define the layers of the model
|
| 9 |
+
|
| 10 |
+
def forward(self, x):
|
| 11 |
+
# Define the forward pass of the model
|
| 12 |
+
return x
|
| 13 |
+
|
| 14 |
+
# Additional functions for training and sampling with the model
|
| 15 |
+
|
| 16 |
+
def train_model(model, data_loader, optimizer, criterion, num_epochs):
|
| 17 |
+
# Training loop to train the model
|
| 18 |
+
|
| 19 |
+
def sample(model, z, clip_denoised=False):
|
| 20 |
+
# Function to sample images from the model
|
| 21 |
+
|
| 22 |
+
# Additional code for hyperparameters, utility functions, etc.
|