Create models/perception_agent.py
Browse files- models/perception_agent.py +23 -0
models/perception_agent.py
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import torch
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import torch.nn as nn
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class PerceptionAgent(nn.Module):
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def __init__(self, config):
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super(PerceptionAgent, self).__init__()
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self.cnn_layers = nn.Sequential(
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nn.Conv2d(3, 16, kernel_size=3, stride=1, padding=1),
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nn.ReLU(),
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nn.MaxPool2d(kernel_size=2, stride=2),
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# Additional layers can be defined based on config
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)
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self.fc_layers = nn.Sequential(
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nn.Linear(16 * 32 * 32, 256),
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nn.ReLU(),
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nn.Linear(256, config["perception_output_size"])
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)
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def forward(self, x):
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x = self.cnn_layers(x)
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x = x.view(x.size(0), -1)
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x = self.fc_layers(x)
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return x
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