org.bytedeco.tensorflow

Class FakeQuantWithMinMaxVarsPerChannel

java.lang.Object

org.bytedeco.javacpp.Pointer

org.bytedeco.tensorflow.FakeQuantWithMinMaxVarsPerChannel

All Implemented Interfaces:

AutoCloseable

@Namespace(value="tensorflow::ops")
 @NoOffset
 @Properties(inherit=tensorflow.class)
public class FakeQuantWithMinMaxVarsPerChannel
extends Pointer

Fake-quantize the 'inputs' tensor of type float and one of the shapes: [d], [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] define the clamping range for the inputs data. inputs values are quantized into the quantization range ([0; 2^num_bits - 1] when narrow_range is false and [1; 2^num_bits - 1] when it is true) and then de-quantized and output as floats in [min; max] interval. num_bits is the bitwidth of the quantization; between 2 and 16, inclusive. Before quantization, min and max values are adjusted with the following logic. It is suggested to have min <= 0 <= max. If 0 is not in the range of values, the behavior can be unexpected: If 0 < min < max: min_adj = 0 and max_adj = max - min. If min < max < 0: min_adj = min - max and max_adj = 0. If min <= 0 <= max: scale = (max - min) / (2^num_bits - 1) , min_adj = scale * round(min / scale) and max_adj = max + min_adj - min. This operation has a gradient and thus allows for training min and max values. Arguments: * scope: A Scope object Returns: * Output: The outputs tensor.

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static class	FakeQuantWithMinMaxVarsPerChannel.Attrs Optional attribute setters for FakeQuantWithMinMaxVarsPerChannel

Nested classes/interfaces inherited from class org.bytedeco.javacpp.Pointer

Pointer.CustomDeallocator, Pointer.Deallocator, Pointer.NativeDeallocator, Pointer.ReferenceCounter

Field Summary

Fields inherited from class org.bytedeco.javacpp.Pointer

address, capacity, limit, position

Constructor Summary

Constructors

Constructor and Description
FakeQuantWithMinMaxVarsPerChannel(Pointer p) Pointer cast constructor.
FakeQuantWithMinMaxVarsPerChannel(Scope scope, Input inputs, Input min, Input max)
FakeQuantWithMinMaxVarsPerChannel(Scope scope, Input inputs, Input min, Input max, FakeQuantWithMinMaxVarsPerChannel.Attrs attrs)

Method Summary

Modifier and Type	Method and Description
Input	asInput()
Output	asOutput()
static FakeQuantWithMinMaxVarsPerChannel.Attrs	NarrowRange(boolean x)
Node	node()
static FakeQuantWithMinMaxVarsPerChannel.Attrs	NumBits(long x)
Operation	operation()
FakeQuantWithMinMaxVarsPerChannel	operation(Operation setter)
Output	outputs()
FakeQuantWithMinMaxVarsPerChannel	outputs(Output setter)

Methods inherited from class org.bytedeco.javacpp.Pointer

address, asBuffer, asByteBuffer, availablePhysicalBytes, calloc, capacity, capacity, close, deallocate, deallocate, deallocateReferences, deallocator, deallocator, equals, fill, formatBytes, free, getDirectBufferAddress, getPointer, getPointer, getPointer, getPointer, hashCode, interruptDeallocatorThread, isNull, isNull, limit, limit, malloc, maxBytes, maxPhysicalBytes, memchr, memcmp, memcpy, memmove, memset, offsetAddress, offsetof, offsetof, parseBytes, physicalBytes, physicalBytesInaccurate, position, position, put, realloc, referenceCount, releaseReference, retainReference, setNull, sizeof, sizeof, toString, totalBytes, totalCount, totalPhysicalBytes, withDeallocator, zero

Methods inherited from class java.lang.Object

clone, finalize, getClass, notify, notifyAll, wait, wait, wait

Constructor Detail

FakeQuantWithMinMaxVarsPerChannel

public FakeQuantWithMinMaxVarsPerChannel(Pointer p)

Pointer cast constructor. Invokes Pointer(Pointer).

FakeQuantWithMinMaxVarsPerChannel

public FakeQuantWithMinMaxVarsPerChannel(@Const @ByRef
                                         Scope scope,
                                         @ByVal
                                         Input inputs,
                                         @ByVal
                                         Input min,
                                         @ByVal
                                         Input max)

FakeQuantWithMinMaxVarsPerChannel

public FakeQuantWithMinMaxVarsPerChannel(@Const @ByRef
                                         Scope scope,
                                         @ByVal
                                         Input inputs,
                                         @ByVal
                                         Input min,
                                         @ByVal
                                         Input max,
                                         @Const @ByRef
                                         FakeQuantWithMinMaxVarsPerChannel.Attrs attrs)

Method Detail

asOutput

@ByVal
 @Name(value="operator tensorflow::Output")
public Output asOutput()

asInput

@ByVal
 @Name(value="operator tensorflow::Input")
public Input asInput()

node

public Node node()

NumBits

@ByVal
public static FakeQuantWithMinMaxVarsPerChannel.Attrs NumBits(@Cast(value="tensorflow::int64")
                                                                      long x)

NarrowRange

@ByVal
public static FakeQuantWithMinMaxVarsPerChannel.Attrs NarrowRange(@Cast(value="bool")
                                                                          boolean x)

operation

@ByRef
public Operation operation()

operation

public FakeQuantWithMinMaxVarsPerChannel operation(Operation setter)

outputs

@ByRef
public Output outputs()

outputs

public FakeQuantWithMinMaxVarsPerChannel outputs(Output setter)