[fix] Update AdaptiveKLController
with correct KL
#361
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This PR corrects updates for
AdaptiveKLController
, and adds logging of a square root of an estimate ofD_KL(pi || pi_ref)
https://wandb.ai/sorry/trlx-references/reports/fix-kl-controller-v-main--VmlldzozNzM2Mzg0
PPO runs start to diverge against references precisely at the point when KL exceeds the controller's target and its scalar multiplier increases, whereas previously the same target value would not be reached.