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TruncatedNormal

public final class TruncatedNormal

Outputs random values from a truncated normal distribution.

The generated values follow a normal distribution with mean 0 and standard deviation 1, except that values whose magnitude is more than 2 standard deviations from the mean are dropped and re-picked.

Nested Classes

class TruncatedNormal.Options Optional attributes for TruncatedNormal

Constants

String OP_NAME The name of this op, as known by TensorFlow core engine

Public Methods

Output <U>
asOutput ()
Returns the symbolic handle of the tensor.
static <U extends TNumber > TruncatedNormal <U>
create ( Scope scope, Operand <? extends TNumber > shape, Class<U> dtype, Options... options)
Factory method to create a class wrapping a new TruncatedNormal operation.
Output <U>
output ()
A tensor of the specified shape filled with random truncated normal values.
static TruncatedNormal.Options
seed (Long seed)
static TruncatedNormal.Options
seed2 (Long seed2)

Inherited Methods

Constants

public static final String OP_NAME

The name of this op, as known by TensorFlow core engine

Constant Value: "TruncatedNormal"

Public Methods

public Output <U> asOutput ()

Returns the symbolic handle of the tensor.

Inputs to TensorFlow operations are outputs of another TensorFlow operation. This method is used to obtain a symbolic handle that represents the computation of the input.

public static TruncatedNormal <U> create ( Scope scope, Operand <? extends TNumber > shape, Class<U> dtype, Options... options)

Factory method to create a class wrapping a new TruncatedNormal operation.

Parameters
scope current scope
shape The shape of the output tensor.
dtype The type of the output.
options carries optional attributes values
Returns
  • a new instance of TruncatedNormal

public Output <U> output ()

A tensor of the specified shape filled with random truncated normal values.

public static TruncatedNormal.Options seed (Long seed)

Parameters
seed If either `seed` or `seed2` are set to be non-zero, the random number generator is seeded by the given seed. Otherwise, it is seeded by a random seed.

public static TruncatedNormal.Options seed2 (Long seed2)

Parameters
seed2 A second seed to avoid seed collision.