Initial commit

This commit is contained in:
Nabil Ould Hamou 2025-01-27 20:01:02 +01:00
commit 1d444b3351
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.venv

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# Default ignored files
/shelf/
/workspace.xml
# Editor-based HTTP Client requests
/httpRequests/
# Datasource local storage ignored files
/dataSources/
/dataSources.local.xml

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<?xml version="1.0" encoding="UTF-8"?>
<module type="PYTHON_MODULE" version="4">
<component name="NewModuleRootManager">
<content url="file://$MODULE_DIR$" />
<orderEntry type="jdk" jdkName="Python 3.13" jdkType="Python SDK" />
<orderEntry type="sourceFolder" forTests="false" />
</component>
</module>

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<component name="InspectionProjectProfileManager">
<settings>
<option name="USE_PROJECT_PROFILE" value="false" />
<version value="1.0" />
</settings>
</component>

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<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="Black">
<option name="sdkName" value="Python 3.13" />
</component>
<component name="ProjectRootManager" version="2" project-jdk-name="Python 3.13" project-jdk-type="Python SDK" />
</project>

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<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="ProjectModuleManager">
<modules>
<module fileurl="file://$PROJECT_DIR$/.idea/XD.iml" filepath="$PROJECT_DIR$/.idea/XD.iml" />
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<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="VcsDirectoryMappings">
<mapping directory="$PROJECT_DIR$" vcs="Git" />
</component>
</project>

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import torch.nn as nn
import torch.optim as optim
# Define CNN Model
class CatDogClassifier(nn.Module):
def __init__(self, img_size=128):
super(CatDogClassifier, self).__init__()
self.conv1 = nn.Conv2d(3, 32, kernel_size=3, padding=1)
self.conv2 = nn.Conv2d(32, 64, kernel_size=3, padding=1)
self.pool = nn.MaxPool2d(2, 2)
self.fc1 = nn.Linear(64 * (img_size//4) * (img_size//4), 128) # Flatten size depends on image size
self.fc2 = nn.Linear(128, 2) # Output 2 classes (cat or dog)
self.relu = nn.ReLU()
def forward(self, x):
x = self.pool(self.relu(self.conv1(x)))
x = self.pool(self.relu(self.conv2(x)))
x = x.view(x.size(0), -1) # Flatten
x = self.relu(self.fc1(x))
x = self.fc2(x)
return x

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import torch
device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
tensor = torch.randn(3, 3).to(device) # Moves the tensor to GPU
print(tensor)
print(device)

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