LostTech.TensorFlow : API Documentation

Type Ordered

Namespace tensorflow.contrib.distributions.bijectors

Parent Bijector

Interfaces IOrdered

Bijector which maps a tensor x_k that has increasing elements in the last dimension to an unconstrained tensor y_k.

Both the domain and the codomain of the mapping is [-inf, inf], however, the input of the forward mapping must be strictly increasing. The inverse of the bijector applied to a normal random vector `y ~ N(0, 1)` gives back a sorted random vector with the same distribution `x ~ N(0, 1)` where `x = sort(y)`

On the last dimension of the tensor, Ordered bijector performs: `y[0] = x[0]` `y[1:] = math_ops.log(x[1:] - x[:-1])`

#### Example Use:
Show Example 
bijector.Ordered().forward([2, 3, 4])
            # Result: [2., 0., 0.] 
 bijector.Ordered().inverse([0.06428002, -1.07774478, -0.71530371])
# Result: [0.06428002, 0.40464228, 0.8936858]

Properties

Public properties

object dtype get;

object dtype_dyn get;

object forward_min_event_ndims get;

object forward_min_event_ndims_dyn get;

IList<object> graph_parents get;

object graph_parents_dyn get;

object inverse_min_event_ndims get;

object inverse_min_event_ndims_dyn get;

bool is_constant_jacobian get;

object is_constant_jacobian_dyn get;

object name get;

object name_dyn get;

object PythonObject get;

bool validate_args get;

object validate_args_dyn get;