tensorflow::ops::FakeQuantWithMinMaxVarsGradient

#include <array_ops.h>

Compute gradients for a FakeQuantWithMinMaxVars operation.

Summary

Args:

• scope: A Scope object
• gradients: Backpropagated gradients above the FakeQuantWithMinMaxVars operation.
• inputs: Values passed as inputs to the FakeQuantWithMinMaxVars operation. min, max: Quantization interval, scalar floats.

Optional attributes (see Attrs):

• num_bits: The bitwidth of the quantization; between 2 and 8, inclusive.
• narrow_range: Whether to quantize into 2^num_bits - 1 distinct values.

Returns:

• Output backprops_wrt_input: Backpropagated gradients w.r.t. inputs: gradients * (inputs >= min && inputs <= max).
• Output backprop_wrt_min: Backpropagated gradients w.r.t. min parameter: sum(gradients * (inputs < min)).
• Output backprop_wrt_max: Backpropagated gradients w.r.t. max parameter: sum(gradients * (inputs > max)).

Constructors and Destructors
FakeQuantWithMinMaxVarsGradient(const ::tensorflow::Scope & scope, ::tensorflow::Input gradients, ::tensorflow::Input inputs, ::tensorflow::Input min, ::tensorflow::Input max)
FakeQuantWithMinMaxVarsGradient(const ::tensorflow::Scope & scope, ::tensorflow::Input gradients, ::tensorflow::Input inputs, ::tensorflow::Input min, ::tensorflow::Input max, const FakeQuantWithMinMaxVarsGradient::Attrs & attrs)

Public attributes
backprop_wrt_max	::tensorflow::Output
backprop_wrt_min	::tensorflow::Output
backprops_wrt_input	::tensorflow::Output
operation	Operation

Public static functions
NarrowRange(bool x)	Attrs
NumBits(int64 x)	Attrs

Structs
tensorflow::ops::FakeQuantWithMinMaxVarsGradient::Attrs	Optional attribute setters for FakeQuantWithMinMaxVarsGradient.

Public attributes

backprop_wrt_max

::tensorflow::Output backprop_wrt_max

backprop_wrt_min

::tensorflow::Output backprop_wrt_min

backprops_wrt_input

::tensorflow::Output backprops_wrt_input

operation

Operation operation

Public functions

FakeQuantWithMinMaxVarsGradient

 FakeQuantWithMinMaxVarsGradient(
  const ::tensorflow::Scope & scope,
  ::tensorflow::Input gradients,
  ::tensorflow::Input inputs,
  ::tensorflow::Input min,
  ::tensorflow::Input max
)

FakeQuantWithMinMaxVarsGradient

 FakeQuantWithMinMaxVarsGradient(
  const ::tensorflow::Scope & scope,
  ::tensorflow::Input gradients,
  ::tensorflow::Input inputs,
  ::tensorflow::Input min,
  ::tensorflow::Input max,
  const FakeQuantWithMinMaxVarsGradient::Attrs & attrs
)

Public static functions

NarrowRange

Attrs NarrowRange(
  bool x
)

NumBits

Attrs NumBits(
  int64 x
)