tensorflow::ops::FakeQuantWithMinMaxVarsPerChannel
tensorflow::ops::FakeQuantWithMinMaxVarsPerChannel
#include <array_ops.h>
Fake-quantize the 'inputs' tensor of type float and one of the shapes: [d]
,.
Summary
[b, d]
[b, h, w, d]
via per-channel floats min
and max
of shape [d]
to 'outputs' tensor of same shape as inputs
.
[min; max] is the clamping range for the 'inputs' data in the corresponding depth channel. Op divides this range into 255 steps (total of 256 values), then replaces each 'inputs' value with the closest of the quantized step values. 'num_bits' is the bitwidth of the quantization; between 2 and 8, inclusive.
This operation has a gradient and thus allows for training min
and max
values.
Arguments:
- scope: A Scope object
Returns:
-
Output
: The outputs tensor.
Constructors and Destructors | |
---|---|
FakeQuantWithMinMaxVarsPerChannel(const ::tensorflow::Scope & scope, ::tensorflow::Input inputs, ::tensorflow::Input min, ::tensorflow::Input max) | |
FakeQuantWithMinMaxVarsPerChannel(const ::tensorflow::Scope & scope, ::tensorflow::Input inputs, ::tensorflow::Input min, ::tensorflow::Input max, const FakeQuantWithMinMaxVarsPerChannel::Attrs & attrs) |
Public attributes | |
---|---|
outputs |
Public functions | |
---|---|
node() const | ::tensorflow::Node * |
operator::tensorflow::Input() const | |
operator::tensorflow::Output() const |
Public static functions | |
---|---|
NumBits(int64 x) |
Structs | |
---|---|
tensorflow::ops::FakeQuantWithMinMaxVarsPerChannel::Attrs | Optional attribute setters for FakeQuantWithMinMaxVarsPerChannel. |
Public attributes
outputs
::tensorflow::Output outputs
Public functions
FakeQuantWithMinMaxVarsPerChannel
FakeQuantWithMinMaxVarsPerChannel( const ::tensorflow::Scope & scope, ::tensorflow::Input inputs, ::tensorflow::Input min, ::tensorflow::Input max )
FakeQuantWithMinMaxVarsPerChannel
FakeQuantWithMinMaxVarsPerChannel( const ::tensorflow::Scope & scope, ::tensorflow::Input inputs, ::tensorflow::Input min, ::tensorflow::Input max, const FakeQuantWithMinMaxVarsPerChannel::Attrs & attrs )
node
::tensorflow::Node * node() const
operator::tensorflow::Input
operator::tensorflow::Input() const
operator::tensorflow::Output
operator::tensorflow::Output() const
Public static functions
NumBits
Attrs NumBits( int64 x )
© 2017 The TensorFlow Authors. All rights reserved.
Licensed under the Creative Commons Attribution License 3.0.
Code samples licensed under the Apache 2.0 License.
https://www.tensorflow.org/api_docs/cc/class/tensorflow/ops/fake-quant-with-min-max-vars-per-channel.html