Compute gradients for a FakeQuantWithMinMaxVars operation.
Nested Classes
class | FakeQuantWithMinMaxVarsGradient.Options | Optional attributes for FakeQuantWithMinMaxVarsGradient
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Constants
String | OP_NAME | The name of this op, as known by TensorFlow core engine |
Public Methods
Output<TFloat32> |
backpropWrtMax()
Backpropagated gradients w.r.t.
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Output<TFloat32> |
backpropWrtMin()
Backpropagated gradients w.r.t.
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Output<TFloat32> |
backpropsWrtInput()
Backpropagated gradients w.r.t.
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static FakeQuantWithMinMaxVarsGradient | |
static FakeQuantWithMinMaxVarsGradient.Options |
narrowRange(Boolean narrowRange)
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static FakeQuantWithMinMaxVarsGradient.Options |
numBits(Long numBits)
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Inherited Methods
Constants
public static final String OP_NAME
The name of this op, as known by TensorFlow core engine
Public Methods
public Output<TFloat32> backpropWrtMax ()
Backpropagated gradients w.r.t. max parameter: `sum(gradients * (inputs > max))`.
public Output<TFloat32> backpropWrtMin ()
Backpropagated gradients w.r.t. min parameter: `sum(gradients * (inputs < min))`.
public Output<TFloat32> backpropsWrtInput ()
Backpropagated gradients w.r.t. inputs: `gradients * (inputs >= min && inputs <= max)`.
public static FakeQuantWithMinMaxVarsGradient create (Scope scope, Operand<TFloat32> gradients, Operand<TFloat32> inputs, Operand<TFloat32> min, Operand<TFloat32> max, Options... options)
Factory method to create a class wrapping a new FakeQuantWithMinMaxVarsGradient operation.
Parameters
scope | current scope |
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gradients | Backpropagated gradients above the FakeQuantWithMinMaxVars operation. |
inputs | Values passed as inputs to the FakeQuantWithMinMaxVars operation. min, max: Quantization interval, scalar floats. |
options | carries optional attributes values |
Returns
- a new instance of FakeQuantWithMinMaxVarsGradient
public static FakeQuantWithMinMaxVarsGradient.Options narrowRange (Boolean narrowRange)
Parameters
narrowRange | Whether to quantize into 2^num_bits - 1 distinct values. |
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public static FakeQuantWithMinMaxVarsGradient.Options numBits (Long numBits)
Parameters
numBits | The bitwidth of the quantization; between 2 and 8, inclusive. |
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