tensorflow:: ops:: ParameterizedTruncatedNormal
#include <random_ops.h>
Outputs random values from a normal distribution.
Summary
The parameters may each be a
scalar which applies to the entire output, or a vector of length shape[0] which stores the parameters for each batch.
Args:
- scope: A Scope object
- shape: The shape of the output tensor. Batches are indexed by the 0th dimension.
- means: The mean parameter of each batch.
- stdevs: The standard deviation parameter of each batch. Must be greater than 0.
- minvals: The minimum cutoff. May be -infinity.
- maxvals: The maximum cutoff. May be +infinity, and must be more than the minval for each batch.
Optional attributes (see Attrs
):
- seed: If either
seed
orseed2
are set to be non-zero, the random number generator is seeded by the given seed. Otherwise, it is seeded by a random seed. - seed2: A second seed to avoid seed collision.
Returns:
Output
: A matrix of shape num_batches x samples_per_batch, filled with random truncated normal values using the parameters for each row.
Constructors and Destructors |
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ParameterizedTruncatedNormal(const ::tensorflow::Scope & scope, ::tensorflow::Input shape, ::tensorflow::Input means, ::tensorflow::Input stdevs, ::tensorflow::Input minvals, ::tensorflow::Input maxvals)
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ParameterizedTruncatedNormal(const ::tensorflow::Scope & scope, ::tensorflow::Input shape, ::tensorflow::Input means, ::tensorflow::Input stdevs, ::tensorflow::Input minvals, ::tensorflow::Input maxvals, const ParameterizedTruncatedNormal::Attrs & attrs)
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Public attributes |
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operation
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output
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Public functions |
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node() const
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::tensorflow::Node *
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operator::tensorflow::Input() const
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operator::tensorflow::Output() const
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Public static functions |
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Seed(int64 x)
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Seed2(int64 x)
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Structs |
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tensorflow:: |
Optional attribute setters for ParameterizedTruncatedNormal. |
Public attributes
operation
Operation operation
output
::tensorflow::Output output
Public functions
ParameterizedTruncatedNormal
ParameterizedTruncatedNormal( const ::tensorflow::Scope & scope, ::tensorflow::Input shape, ::tensorflow::Input means, ::tensorflow::Input stdevs, ::tensorflow::Input minvals, ::tensorflow::Input maxvals )
ParameterizedTruncatedNormal
ParameterizedTruncatedNormal( const ::tensorflow::Scope & scope, ::tensorflow::Input shape, ::tensorflow::Input means, ::tensorflow::Input stdevs, ::tensorflow::Input minvals, ::tensorflow::Input maxvals, const ParameterizedTruncatedNormal::Attrs & attrs )
node
::tensorflow::Node * node() const
operator::tensorflow::Input
operator::tensorflow::Input() const
operator::tensorflow::Output
operator::tensorflow::Output() const
Public static functions
Seed
Attrs Seed( int64 x )
Seed2
Attrs Seed2( int64 x )