Adds per-head entropy coefficients to PPOLoss #2972
+51
−9
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Description
Adds per-head entropy coefficients to
PPOLoss
.entropy_coef
now acceptsMapping[str, float]
— one coefficient per action head._weighted_entropy
applies the correct weighting:-coef * entropy
-Σ coef_head * entropy_head
forward()
switches from direct multiplication to_weighted_entropy
.self.entropy_coef
buffer for backward-compat (dummy0.0
when mapping used).Motivation and Context
Composite / multi-head policies often need different exploration pressure on
each sub-action (e.g. steering vs. throttle).
This change lets users express that directly via a dict instead of patching the
loss externally.
Types of changes
Checklist