PCA did not allow cont cov
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@ -581,7 +581,7 @@ class ActorCriticPolicy(BasePolicy):
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latent_dim=latent_dim_pi, latent_sde_dim=latent_dim_pi, log_std_init=self.log_std_init
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)
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elif isinstance(self.action_dist, PCA_Distribution):
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self.action_net, self.log_std = self.action_dist.proba_distribution_net(
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self.action_net, self.std_net = self.action_dist.proba_distribution_net(
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latent_dim=latent_dim_pi
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)
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elif isinstance(self.action_dist, (CategoricalDistribution, MultiCategoricalDistribution, BernoulliDistribution)):
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@ -677,7 +677,8 @@ class ActorCriticPolicy(BasePolicy):
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elif isinstance(self.action_dist, StateDependentNoiseDistribution):
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return self.action_dist.proba_distribution(mean_actions, self.log_std, latent_pi)
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elif isinstance(self.action_dist, PCA_Distribution):
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return self.action_dist.proba_distribution(mean_actions, th.ones_like(mean_actions) * self.log_std.exp())
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std_actions = self.std_net(latent_pi)
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return self.action_dist.proba_distribution(mean_actions, std_actions)
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else:
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raise ValueError("Invalid action distribution")
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