Add test and example config for DeepSetsPolicy
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@@ -16,12 +16,14 @@ class DeepSetsPolicy(Policy, nn.Module):
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path_config (dict): dictionary for configuring the path network
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head_config (dict): dictionary for configuring the common head network
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"""
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super(DeepSetsPolicy, self).__init__()
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self.ego_net = Phi.from_config(ego_config)
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self.deepsets = DeepSetsModule.from_config(dynamic_config)
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self.path_net = Phi.from_config(path_config)
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self.head = Phi.from_config(path_config)
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output_dim = self.ego_net.output_dim + self.deepsets.output_dim + self.path_net.output_dim
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assert output_dim == head_config["input_dim"]
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cat_dim = self.ego_net.output_dim + self.deepsets.output_dim + self.path_net.output_dim
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# head has number of concatenated features as input
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head_config["input_dim"] = cat_dim
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self.head = Phi.from_config(head_config)
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def forward(self, ego_state, relative_states, path):
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"""
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@@ -38,7 +40,3 @@ class DeepSetsPolicy(Policy, nn.Module):
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x = torch.cat([x_ego, x_relative, x_path])
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x = self.head(x)
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return x
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