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Summary: Pull Request resolved: https://github.com/facebookresearch/ReAgent/pull/300 Workflow is (1) chose one: stochastic action or mean, (2) tanh, (3) l2norm, (4) compute kld where (3), (4) are optional. NOTE: kld computed the same (assuming Gaussian), regardless of tanh or normalization. We do this since actions should be <= 1 for most part. NOTE: log_prob is also computed the same, regardless of l2 normalization. Reviewed By: czxttkl Differential Revision: D22909939 fbshipit-source-id: 128e88e0da781a8157c618148061929085e0b65f