org.bytedeco.tensorflow

Class FusedPadConv2D

java.lang.Object

org.bytedeco.javacpp.Pointer

org.bytedeco.tensorflow.FusedPadConv2D

All Implemented Interfaces:

AutoCloseable

@Namespace(value="tensorflow::ops")
 @NoOffset
 @Properties(inherit=tensorflow.class)
public class FusedPadConv2D
extends Pointer

Performs a padding as a preprocess during a convolution. Similar to FusedResizeAndPadConv2d, this op allows for an optimized implementation where the spatial padding transformation stage is fused with the im2col lookup, but in this case without the bilinear filtering required for resizing. Fusing the padding prevents the need to write out the intermediate results as whole tensors, reducing memory pressure, and we can get some latency gains by merging the transformation calculations. The data_format attribute for Conv2D isn't supported by this op, and 'NHWC' order is used instead. Internally this op uses a single per-graph scratch buffer, which means that it will block if multiple versions are being run in parallel. This is because this operator is primarily an optimization to minimize memory usage. Arguments: * scope: A Scope object * input: 4-D with shape [batch, in_height, in_width, in_channels]. * paddings: A two-column matrix specifying the padding sizes. The number of rows must be the same as the rank of input. * filter: 4-D with shape [filter_height, filter_width, in_channels, out_channels]. * strides: 1-D of length 4. The stride of the sliding window for each dimension of input. Must be in the same order as the dimension specified with format. * padding: The type of padding algorithm to use. Returns: * Output: The output tensor.

Nested Class Summary

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
FusedPadConv2D(Pointer p) Pointer cast constructor.
FusedPadConv2D(Scope scope, Input input, Input paddings, Input filter, BytePointer mode, int[] strides, BytePointer padding)
FusedPadConv2D(Scope scope, Input input, Input paddings, Input filter, BytePointer mode, IntBuffer strides, BytePointer padding)
FusedPadConv2D(Scope scope, Input input, Input paddings, Input filter, BytePointer mode, IntPointer strides, BytePointer padding)
FusedPadConv2D(Scope scope, Input input, Input paddings, Input filter, String mode, int[] strides, String padding)
FusedPadConv2D(Scope scope, Input input, Input paddings, Input filter, String mode, IntBuffer strides, String padding)
FusedPadConv2D(Scope scope, Input input, Input paddings, Input filter, String mode, IntPointer strides, String padding)

Method Summary

Modifier and Type	Method and Description
Input	asInput()
Output	asOutput()
Node	node()
Operation	operation()
FusedPadConv2D	operation(Operation setter)
Output	output()
FusedPadConv2D	output(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

FusedPadConv2D

public FusedPadConv2D(Pointer p)

Pointer cast constructor. Invokes Pointer(Pointer).

FusedPadConv2D

public FusedPadConv2D(@Const @ByRef
                      Scope scope,
                      @ByVal
                      Input input,
                      @ByVal
                      Input paddings,
                      @ByVal
                      Input filter,
                      @tensorflow.StringPiece
                      BytePointer mode,
                      @tensorflow.ArraySlice
                      IntPointer strides,
                      @tensorflow.StringPiece
                      BytePointer padding)

FusedPadConv2D

public FusedPadConv2D(@Const @ByRef
                      Scope scope,
                      @ByVal
                      Input input,
                      @ByVal
                      Input paddings,
                      @ByVal
                      Input filter,
                      @tensorflow.StringPiece
                      String mode,
                      @tensorflow.ArraySlice
                      IntBuffer strides,
                      @tensorflow.StringPiece
                      String padding)

FusedPadConv2D

public FusedPadConv2D(@Const @ByRef
                      Scope scope,
                      @ByVal
                      Input input,
                      @ByVal
                      Input paddings,
                      @ByVal
                      Input filter,
                      @tensorflow.StringPiece
                      BytePointer mode,
                      @tensorflow.ArraySlice
                      int[] strides,
                      @tensorflow.StringPiece
                      BytePointer padding)

FusedPadConv2D

public FusedPadConv2D(@Const @ByRef
                      Scope scope,
                      @ByVal
                      Input input,
                      @ByVal
                      Input paddings,
                      @ByVal
                      Input filter,
                      @tensorflow.StringPiece
                      String mode,
                      @tensorflow.ArraySlice
                      IntPointer strides,
                      @tensorflow.StringPiece
                      String padding)

FusedPadConv2D

public FusedPadConv2D(@Const @ByRef
                      Scope scope,
                      @ByVal
                      Input input,
                      @ByVal
                      Input paddings,
                      @ByVal
                      Input filter,
                      @tensorflow.StringPiece
                      BytePointer mode,
                      @tensorflow.ArraySlice
                      IntBuffer strides,
                      @tensorflow.StringPiece
                      BytePointer padding)

FusedPadConv2D

public FusedPadConv2D(@Const @ByRef
                      Scope scope,
                      @ByVal
                      Input input,
                      @ByVal
                      Input paddings,
                      @ByVal
                      Input filter,
                      @tensorflow.StringPiece
                      String mode,
                      @tensorflow.ArraySlice
                      int[] strides,
                      @tensorflow.StringPiece
                      String padding)

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()

operation

@ByRef
public Operation operation()

operation

public FusedPadConv2D operation(Operation setter)

output

@ByRef
public Output output()

output

public FusedPadConv2D output(Output setter)