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Add is_on_policy property to agents (#480)

This commit is contained in:
Guy Jacob
2021-05-06 18:02:02 +03:00
committed by GitHub
parent 06bacd9de0
commit 9106b69227
21 changed files with 86 additions and 1 deletions

View File

@@ -141,6 +141,12 @@ class DFPAgent(Agent):
self.current_goal = self.ap.algorithm.goal_vector
self.target_measurements_scale_factors = None
@property
def is_on_policy(self) -> bool:
# This is only somewhat correct as the algorithm uses a very small (20k) ER keeping only recent samples seen.
# So, it is approximately on-policy (although if too be completely strict it is off-policy)
return True
def learn_from_batch(self, batch):
network_keys = self.ap.network_wrappers['main'].input_embedders_parameters.keys()