garage.tf.distributions.categorical module

class Categorical(dim, name=None)

Bases: garage.tf.distributions.base.Distribution

cross_entropy_sym(old_dist_info_vars, new_dist_info_vars, name=None)

dim

dist_info_specs

entropy(info)

entropy_sym(dist_info_vars, name=None)

kl(old_dist_info, new_dist_info)

Compute the KL divergence of two categorical distributions

kl_sym(old_dist_info_vars, new_dist_info_vars, name=None)

Compute the symbolic KL divergence of two categorical distributions

likelihood_ratio_sym(x_var, old_dist_info_vars, new_dist_info_vars, name=None)

log_likelihood(xs, dist_info)

log_likelihood_sym(x_var, dist_info_vars, name=None)

sample(dist_info)

sample_sym(dist_info, name=None)

from_onehot(x_var)