ai.djl.nn.pooling

Class Pool

java.lang.Object

ai.djl.nn.pooling.Pool

public final class Pool
extends java.lang.Object

Utility class that provides Block and methods for different pooling functions.

Method Summary

Modifier and Type	Method and Description
static NDArray	avgPool(NDArray data, Shape kernel, Shape stride, Shape pad) Performs Avg Pooling on the input.
static Block	avgPool1DBlock(Shape kernel) Creates a LambdaBlock that applies the avgPool1DBlock pooling function in its forward function.
static Block	avgPool1DBlock(Shape kernel, Shape stride) Creates a LambdaBlock that applies the avgPool1DBlock pooling function in its forward function.
static Block	avgPool1DBlock(Shape kernel, Shape stride, Shape pad) Creates a LambdaBlock that applies the avgPool1DBlock pooling function in its forward function.
static Block	avgPool1DBlock(Shape kernel, Shape stride, Shape pad, PoolingConvention poolingConvention) Creates a LambdaBlock that applies the avgPool1DBlock pooling function in its forward function.
static Block	avgPool1DBlock(Shape kernel, Shape stride, Shape pad, PoolingConvention poolingConvention, boolean countIncludePad) Creates a LambdaBlock that applies the avgPool1DBlock pooling function in its forward function.
static Block	avgPool2DBlock(Shape kernel) Creates a LambdaBlock that applies the avgPool2DBlock pooling function in its forward function.
static Block	avgPool2DBlock(Shape kernel, Shape stride) Creates a LambdaBlock that applies the avgPool2DBlock pooling function in its forward function.
static Block	avgPool2DBlock(Shape kernel, Shape stride, Shape pad) Creates a LambdaBlock that applies the avgPool2DBlock pooling function in its forward function.
static Block	avgPool2DBlock(Shape kernel, Shape stride, Shape pad, PoolingConvention poolingConvention) Creates a LambdaBlock that applies the avgPool2DBlock pooling function in its forward function.
static Block	avgPool2DBlock(Shape kernel, Shape stride, Shape pad, PoolingConvention poolingConvention, boolean countIncludePad) Creates a LambdaBlock that applies the avgPool2DBlock pooling function in its forward function.
static Block	avgPool3DBlock(Shape kernel) Creates a LambdaBlock that applies the avgPool3DBlock pooling function in its forward function.
static Block	avgPool3DBlock(Shape kernel, Shape stride) Creates a LambdaBlock that applies the avgPool3DBlock pooling function in its forward function.
static Block	avgPool3DBlock(Shape kernel, Shape stride, Shape pad) Creates a LambdaBlock that applies the avgPool3DBlock pooling function in its forward function.
static Block	avgPool3DBlock(Shape kernel, Shape stride, Shape pad, PoolingConvention poolingConvention) Creates a LambdaBlock that applies the avgPool3DBlock pooling function in its forward function.
static Block	avgPool3DBlock(Shape kernel, Shape stride, Shape pad, PoolingConvention poolingConvention, boolean countIncludePad) Creates a LambdaBlock that applies the avgPool3DBlock pooling function in its forward function.
static Block	globalAvgPool1DBlock() Creates a LambdaBlock that applies the globalAvgPool1D pooling function.
static Block	globalAvgPool2DBlock() Creates a LambdaBlock that applies the globalAvgPool2D pooling function.
static Block	globalAvgPool3DBlock() Creates a LambdaBlock that applies the globalAvgPool3D pooling function.
static Block	globalLpPool1DBlock(int pValue) Creates a LambdaBlock that applies the globalLpPool1D pooling function.
static Block	globalLpPool2DBlock(int pValue) Creates a LambdaBlock that applies the globalLpPool2D pooling function.
static Block	globalLpPool3DBlock(int pValue) Creates a LambdaBlock that applies the globalLpPool3D pooling function.
static Block	globalMaxPool1DBlock() Creates a LambdaBlock that applies the globalmaxPool1DBlock pooling function.
static Block	globalMaxPool2DBlock() Creates a LambdaBlock that applies the globalmaxPool2DBlock pooling function.
static Block	globalMaxPool3DBlock() Creates a LambdaBlock that applies the globalmaxPool3DBlock pooling function.
static Block	lpPool1DBlock(Shape kernel, int pValue) Creates a LambdaBlock that applies the lpPool1DBlock pooling function in its forward function.
static Block	lpPool1DBlock(Shape kernel, Shape stride, int pValue) Creates a LambdaBlock that applies the lpPool1DBlock pooling function in its forward function.
static Block	lpPool1DBlock(Shape kernel, Shape stride, Shape pad, int pValue) Creates a LambdaBlock that applies the lpPool1DBlock pooling function in its forward function.
static Block	lpPool1DBlock(Shape kernel, Shape stride, Shape pad, PoolingConvention poolingConvention, int pValue) Creates a LambdaBlock that applies the lpPool1DBlock pooling function in its forward function.
static Block	lpPool2DBlock(Shape kernel, int pValue) Creates a LambdaBlock that applies the lpPool2DBlock pooling function in its forward function.
static Block	lpPool2DBlock(Shape kernel, Shape stride, int pValue) Creates a LambdaBlock that applies the lpPool2DBlock pooling function in its forward function.
static Block	lpPool2DBlock(Shape kernel, Shape stride, Shape pad, int pValue) Creates a LambdaBlock that applies the lpPool2DBlock pooling function in its forward function.
static Block	lpPool2DBlock(Shape kernel, Shape stride, Shape pad, PoolingConvention poolingConvention, int pValue) Creates a LambdaBlock that applies the lpPool2DBlock pooling function in its forward function.
static Block	lpPool3DBlock(Shape kernel, int pValue) Creates a LambdaBlock that applies the lpPool3DBlock pooling function in its forward function.
static Block	lpPool3DBlock(Shape kernel, Shape stride, int pValue) Creates a LambdaBlock that applies the LpPoo3D pooling function in its forward function.
static Block	lpPool3DBlock(Shape kernel, Shape stride, Shape pad, int pValue) Creates a LambdaBlock that applies the lpPool3DBlock pooling function in its forward function.
static Block	lpPool3DBlock(Shape kernel, Shape stride, Shape pad, PoolingConvention poolingConvention, int pValue) Creates a LambdaBlock that applies the lpPool3DBlock pooling function in its forward function.
static Block	maxPool1DBlock(Shape kernel) Creates a LambdaBlock that applies the maxPool1DBlock pooling function in its forward function.
static Block	maxPool1DBlock(Shape kernel, Shape stride) Creates a LambdaBlock that applies the maxPool1DBlock pooling function in its forward function.
static Block	maxPool1DBlock(Shape kernel, Shape stride, Shape pad) Creates a LambdaBlock that applies the maxPool1DBlock pooling function in its forward function.
static Block	maxPool1DBlock(Shape kernel, Shape stride, Shape pad, PoolingConvention poolingConvention) Creates a LambdaBlock that applies the maxPool1D pooling function in its forward function.
static Block	maxPool2DBlock(Shape kernel) Creates a LambdaBlock that applies the maxPool2DBlock pooling function in its forward function.
static Block	maxPool2DBlock(Shape kernel, Shape stride) Creates a LambdaBlock that applies the maxPool2DBlock pooling function in its forward function.
static Block	maxPool2DBlock(Shape kernel, Shape stride, Shape pad) Creates a LambdaBlock that applies the maxPool2DBlock pooling function in its forward function.
static Block	maxPool2DBlock(Shape kernel, Shape stride, Shape pad, PoolingConvention poolingConvention) Creates a LambdaBlock that applies the maxPool2DBlock pooling function in its forward function.
static Block	maxPool3DBlock(Shape kernel) Creates a LambdaBlock that applies the maxPool3DBlock pooling function in its forward function.
static Block	maxPool3DBlock(Shape kernel, Shape stride) Creates a LambdaBlock that applies the maxPool3DBlock pooling function in its forward function.
static Block	maxPool3DBlock(Shape kernel, Shape stride, Shape pad) Creates a LambdaBlock that applies the maxPool3DBlock pooling function in its forward function.
static Block	maxPool3DBlock(Shape kernel, Shape stride, Shape pad, PoolingConvention poolingConvention) Creates a LambdaBlock that applies the maxPool3DBlock pooling function in its forward function.

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Method Detail

avgPool

public static NDArray avgPool(NDArray data,
                              Shape kernel,
                              Shape stride,
                              Shape pad)

Performs Avg Pooling on the input.

Parameters:

data - the NDArray on which average pooling is performed

kernel - the shape of the kernel to be used

stride - the stride to be used for each dimension

pad - the padding to be set in each dimension

Returns:

the NDArray after applying avg pooling

maxPool1DBlock

public static Block maxPool1DBlock(Shape kernel,
                                   Shape stride,
                                   Shape pad,
                                   PoolingConvention poolingConvention)

Creates a LambdaBlock that applies the maxPool1D pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

poolingConvention - PoolingConvention (VALID vs FULL)

Returns:

the LambdaBlock that applies the maxPool1DBlock activation function

maxPool1DBlock

public static Block maxPool1DBlock(Shape kernel,
                                   Shape stride,
                                   Shape pad)

Creates a LambdaBlock that applies the maxPool1DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

Returns:

the LambdaBlock that applies the maxPool1DBlock activation function

maxPool1DBlock

public static Block maxPool1DBlock(Shape kernel,
                                   Shape stride)

Creates a LambdaBlock that applies the maxPool1DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

Returns:

the LambdaBlock that applies the maxPool1DBlock activation function

maxPool1DBlock

public static Block maxPool1DBlock(Shape kernel)

Creates a LambdaBlock that applies the maxPool1DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

Returns:

the LambdaBlock that applies the maxPool1DBlock activation function

maxPool2DBlock

public static Block maxPool2DBlock(Shape kernel,
                                   Shape stride,
                                   Shape pad,
                                   PoolingConvention poolingConvention)

Creates a LambdaBlock that applies the maxPool2DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

poolingConvention - PoolingConvention (VALID vs FULL)

Returns:

the LambdaBlock that applies the maxPool2DBlock activation function

maxPool2DBlock

public static Block maxPool2DBlock(Shape kernel,
                                   Shape stride,
                                   Shape pad)

Creates a LambdaBlock that applies the maxPool2DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

Returns:

the LambdaBlock that applies the maxPool2DBlock activation function

maxPool2DBlock

public static Block maxPool2DBlock(Shape kernel,
                                   Shape stride)

Creates a LambdaBlock that applies the maxPool2DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

Returns:

the LambdaBlock that applies the maxPool2DBlock activation function

maxPool2DBlock

public static Block maxPool2DBlock(Shape kernel)

Creates a LambdaBlock that applies the maxPool2DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

Returns:

the LambdaBlock that applies the maxPool2DBlock activation function

maxPool3DBlock

public static Block maxPool3DBlock(Shape kernel,
                                   Shape stride,
                                   Shape pad,
                                   PoolingConvention poolingConvention)

Creates a LambdaBlock that applies the maxPool3DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

poolingConvention - PoolingConvention (VALID vs FULL)

Returns:

the LambdaBlock that applies the maxPool3DBlock activation function

maxPool3DBlock

public static Block maxPool3DBlock(Shape kernel,
                                   Shape stride,
                                   Shape pad)

Creates a LambdaBlock that applies the maxPool3DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

Returns:

the LambdaBlock that applies the maxPool3DBlock activation function

maxPool3DBlock

public static Block maxPool3DBlock(Shape kernel,
                                   Shape stride)

Creates a LambdaBlock that applies the maxPool3DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

Returns:

the LambdaBlock that applies the maxPool3DBlock activation function

maxPool3DBlock

public static Block maxPool3DBlock(Shape kernel)

Creates a LambdaBlock that applies the maxPool3DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

Returns:

the LambdaBlock that applies the maxPool3DBlock activation function

globalMaxPool1DBlock

public static Block globalMaxPool1DBlock()

Creates a LambdaBlock that applies the globalmaxPool1DBlock pooling function.

Returns:

the LambdaBlock that applies the globalmaxPool1DBlock pooling function

globalMaxPool2DBlock

public static Block globalMaxPool2DBlock()

Creates a LambdaBlock that applies the globalmaxPool2DBlock pooling function.

Returns:

the LambdaBlock that applies the globalmaxPool2DBlock pooling function

globalMaxPool3DBlock

public static Block globalMaxPool3DBlock()

Creates a LambdaBlock that applies the globalmaxPool3DBlock pooling function.

Returns:

the LambdaBlock that applies the globalmaxPool3DBlock pooling function

avgPool1DBlock

public static Block avgPool1DBlock(Shape kernel,
                                   Shape stride,
                                   Shape pad,
                                   PoolingConvention poolingConvention,
                                   boolean countIncludePad)

Creates a LambdaBlock that applies the avgPool1DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

poolingConvention - PoolingConvention (VALID vs FULL)

countIncludePad - Boolean indicating whether to include padding for calculations

Returns:

the LambdaBlock that applies the avgPool1DBlock activation function

avgPool1DBlock

public static Block avgPool1DBlock(Shape kernel,
                                   Shape stride,
                                   Shape pad,
                                   PoolingConvention poolingConvention)

Creates a LambdaBlock that applies the avgPool1DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

poolingConvention - PoolingConvention (VALID vs FULL)

Returns:

the LambdaBlock that applies the avgPool1DBlock activation function

avgPool1DBlock

public static Block avgPool1DBlock(Shape kernel,
                                   Shape stride,
                                   Shape pad)

Creates a LambdaBlock that applies the avgPool1DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

Returns:

the LambdaBlock that applies the avgPool1DBlock activation function

avgPool1DBlock

public static Block avgPool1DBlock(Shape kernel,
                                   Shape stride)

Creates a LambdaBlock that applies the avgPool1DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

Returns:

the LambdaBlock that applies the avgPool1DBlock activation function

avgPool1DBlock

public static Block avgPool1DBlock(Shape kernel)

Creates a LambdaBlock that applies the avgPool1DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

Returns:

the LambdaBlock that applies the avgPool1DBlock activation function

avgPool2DBlock

public static Block avgPool2DBlock(Shape kernel,
                                   Shape stride,
                                   Shape pad,
                                   PoolingConvention poolingConvention,
                                   boolean countIncludePad)

Creates a LambdaBlock that applies the avgPool2DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

poolingConvention - PoolingConvention (VALID vs FULL)

countIncludePad - Boolean indicating whether to include padding for calculations

Returns:

the LambdaBlock that applies the avgPool2DBlock activation function

avgPool2DBlock

public static Block avgPool2DBlock(Shape kernel,
                                   Shape stride,
                                   Shape pad,
                                   PoolingConvention poolingConvention)

Creates a LambdaBlock that applies the avgPool2DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

poolingConvention - PoolingConvention (VALID vs FULL)

Returns:

the LambdaBlock that applies the avgPool2DBlock activation function

avgPool2DBlock

public static Block avgPool2DBlock(Shape kernel,
                                   Shape stride,
                                   Shape pad)

Creates a LambdaBlock that applies the avgPool2DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

Returns:

the LambdaBlock that applies the avgPool2DBlock activation function

avgPool2DBlock

public static Block avgPool2DBlock(Shape kernel,
                                   Shape stride)

Creates a LambdaBlock that applies the avgPool2DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

Returns:

the LambdaBlock that applies the avgPool2DBlock activation function

avgPool2DBlock

public static Block avgPool2DBlock(Shape kernel)

Creates a LambdaBlock that applies the avgPool2DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

Returns:

the LambdaBlock that applies the avgPool2DBlock activation function

avgPool3DBlock

public static Block avgPool3DBlock(Shape kernel,
                                   Shape stride,
                                   Shape pad,
                                   PoolingConvention poolingConvention,
                                   boolean countIncludePad)

Creates a LambdaBlock that applies the avgPool3DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

poolingConvention - PoolingConvention (VALID vs FULL)

countIncludePad - Boolean indicating whether to include padding for calculations

Returns:

the LambdaBlock that applies the avgPool3DBlock activation function

avgPool3DBlock

public static Block avgPool3DBlock(Shape kernel,
                                   Shape stride,
                                   Shape pad,
                                   PoolingConvention poolingConvention)

Creates a LambdaBlock that applies the avgPool3DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

poolingConvention - PoolingConvention (VALID vs FULL)

Returns:

the LambdaBlock that applies the avgPool3DBlock activation function

avgPool3DBlock

public static Block avgPool3DBlock(Shape kernel,
                                   Shape stride,
                                   Shape pad)

Creates a LambdaBlock that applies the avgPool3DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

Returns:

the LambdaBlock that applies the avgPool3DBlock activation function

avgPool3DBlock

public static Block avgPool3DBlock(Shape kernel,
                                   Shape stride)

Creates a LambdaBlock that applies the avgPool3DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

Returns:

the LambdaBlock that applies the avgPool3DBlock activation function

avgPool3DBlock

public static Block avgPool3DBlock(Shape kernel)

Creates a LambdaBlock that applies the avgPool3DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

Returns:

the LambdaBlock that applies the avgPool3DBlock activation function

globalAvgPool1DBlock

public static Block globalAvgPool1DBlock()

Creates a LambdaBlock that applies the globalAvgPool1D pooling function.

Returns:

the LambdaBlock that applies the globalAvgPool1D pooling function

globalAvgPool2DBlock

public static Block globalAvgPool2DBlock()

Creates a LambdaBlock that applies the globalAvgPool2D pooling function.

Returns:

the LambdaBlock that applies the globalAvgPool2D pooling function

globalAvgPool3DBlock

public static Block globalAvgPool3DBlock()

Creates a LambdaBlock that applies the globalAvgPool3D pooling function.

Returns:

the LambdaBlock that applies the globalAvgPool3D pooling function

lpPool1DBlock

public static Block lpPool1DBlock(Shape kernel,
                                  Shape stride,
                                  Shape pad,
                                  PoolingConvention poolingConvention,
                                  int pValue)

Creates a LambdaBlock that applies the lpPool1DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

poolingConvention - PoolingConvention (VALID vs FULL)

pValue - integer indicating pValue

Returns:

the LambdaBlock that applies the lpPool1DBlock activation function

lpPool1DBlock

public static Block lpPool1DBlock(Shape kernel,
                                  Shape stride,
                                  Shape pad,
                                  int pValue)

Creates a LambdaBlock that applies the lpPool1DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

pValue - integer indicating pValue

Returns:

the LambdaBlock that applies the lpPool1DBlock activation function

lpPool1DBlock

public static Block lpPool1DBlock(Shape kernel,
                                  Shape stride,
                                  int pValue)

Creates a LambdaBlock that applies the lpPool1DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pValue - integer indicating pValue

Returns:

the LambdaBlock that applies the lpPool1DBlock activation function

lpPool1DBlock

public static Block lpPool1DBlock(Shape kernel,
                                  int pValue)

Creates a LambdaBlock that applies the lpPool1DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

pValue - integer indicating pValue

Returns:

the LambdaBlock that applies the lpPool1DBlock activation function

lpPool2DBlock

public static Block lpPool2DBlock(Shape kernel,
                                  Shape stride,
                                  Shape pad,
                                  PoolingConvention poolingConvention,
                                  int pValue)

Creates a LambdaBlock that applies the lpPool2DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

poolingConvention - PoolingConvention (VALID vs FULL)

pValue - integer indicating pValue

Returns:

the LambdaBlock that applies the lpPool2DBlock activation function

lpPool2DBlock

public static Block lpPool2DBlock(Shape kernel,
                                  Shape stride,
                                  Shape pad,
                                  int pValue)

Creates a LambdaBlock that applies the lpPool2DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

pValue - integer indicating pValue

Returns:

the LambdaBlock that applies the lpPool2DBlock activation function

lpPool2DBlock

public static Block lpPool2DBlock(Shape kernel,
                                  Shape stride,
                                  int pValue)

Creates a LambdaBlock that applies the lpPool2DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pValue - integer indicating pValue

Returns:

the LambdaBlock that applies the lpPool2DBlock activation function

lpPool2DBlock

public static Block lpPool2DBlock(Shape kernel,
                                  int pValue)

Creates a LambdaBlock that applies the lpPool2DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

pValue - integer indicating pValue

Returns:

the LambdaBlock that applies the lpPool2DBlock activation function

lpPool3DBlock

public static Block lpPool3DBlock(Shape kernel,
                                  Shape stride,
                                  Shape pad,
                                  PoolingConvention poolingConvention,
                                  int pValue)

Creates a LambdaBlock that applies the lpPool3DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

poolingConvention - PoolingConvention (VALID vs FULL)

pValue - integer indicating pValue

Returns:

the LambdaBlock that applies the lpPool3DBlock activation function

lpPool3DBlock

public static Block lpPool3DBlock(Shape kernel,
                                  Shape stride,
                                  Shape pad,
                                  int pValue)

Creates a LambdaBlock that applies the lpPool3DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pad - pad of the pooling layer

pValue - integer indicating pValue

Returns:

the LambdaBlock that applies the lpPool3DBlock activation function

lpPool3DBlock

public static Block lpPool3DBlock(Shape kernel,
                                  Shape stride,
                                  int pValue)

Creates a LambdaBlock that applies the LpPoo3D pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

stride - stride of pooling layer

pValue - integer indicating pValue

Returns:

the LambdaBlock that applies the lpPool3DBlock activation function

lpPool3DBlock

public static Block lpPool3DBlock(Shape kernel,
                                  int pValue)

Creates a LambdaBlock that applies the lpPool3DBlock pooling function in its forward function.

Parameters:

kernel - kernel of pooling layer

pValue - integer indicating pValue

Returns:

the LambdaBlock that applies the lpPool3DBlock activation function

globalLpPool1DBlock

public static Block globalLpPool1DBlock(int pValue)

Creates a LambdaBlock that applies the globalLpPool1D pooling function.

Parameters:

pValue - integer indicating pValue

Returns:

the LambdaBlock that applies the globalLpPool1D pooling function

globalLpPool2DBlock

public static Block globalLpPool2DBlock(int pValue)

Creates a LambdaBlock that applies the globalLpPool2D pooling function.

Parameters:

pValue - integer indicating pValue

Returns:

the LambdaBlock that applies the globalLpPool2D pooling function

globalLpPool3DBlock

public static Block globalLpPool3DBlock(int pValue)

Creates a LambdaBlock that applies the globalLpPool3D pooling function.

Parameters:

pValue - integer indicating pValue

Returns:

the LambdaBlock that applies the globalLpPool3D pooling function