io.improbable.keanu.vertices.tensor.number.floating

Interface FloatingPointTensorVertex<T extends java.lang.Number,TENSOR extends FloatingPointTensor<T,TENSOR>,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

All Superinterfaces:

BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T,VERTEX>, BaseNumberTensor<BooleanVertex,IntegerVertex,DoubleVertex,T,VERTEX>, BaseTensor<BooleanVertex,T,VERTEX>, io.improbable.keanu.kotlin.NumberOperators<VERTEX>, NumberTensorVertex<T,TENSOR,VERTEX>, Observable<TENSOR>, TensorVertex<T,TENSOR,VERTEX>, Variable<TENSOR,VertexState<TENSOR>>, Vertex<TENSOR,VERTEX>

All Known Subinterfaces:

DoubleVertex

All Known Implementing Classes:

BetaVertex, BooleanToDoubleMaskVertex, CastNumberToDoubleVertex, CauchyVertex, ChiSquaredVertex, ConcatenationVertex, ConstantDoubleVertex, DirichletVertex, DoubleBinaryOpLambda, DoubleBinaryOpVertex, DoubleCPTVertex, DoubleModelResultVertex, DoublePlaceholderVertex, DoubleProxyVertex, DoubleUnaryOpLambda, DoubleUnaryOpVertex, DoubleVertexWrapper, ExponentialVertex, GammaVertex, GaussianVertex, HalfCauchyVertex, HalfGaussianVertex, InverseGammaVertex, KDEVertex, LambdaModelVertex, LaplaceVertex, LogisticVertex, LogNormalVertex, MultivariateGaussianVertex, ParetoVertex, ReduceVertex, StudentTVertex, TriangularVertex, UniformVertex

public interface FloatingPointTensorVertex<T extends java.lang.Number,TENSOR extends FloatingPointTensor<T,TENSOR>,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>
extends NumberTensorVertex<T,TENSOR,VERTEX>, BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T,VERTEX>

Field Summary

Fields inherited from interface io.improbable.keanu.BaseTensor

SCALAR_SHAPE

Method Summary

Modifier and Type	Method and Description
default VERTEX	acos()
default VERTEX	acosh()
default VERTEX	asin()
default VERTEX	asinh()
default VERTEX	atan()
default VERTEX	atan2(VERTEX that)
default VERTEX	atanh()
default VERTEX	ceil()
default VERTEX	choleskyDecomposition() Operates on a (..., M, M) symmetric and positive definite inputs.
default VERTEX	choleskyInverse() Operates on a (..., M, M) Cholesky decomposition of a matrix or batch of matrices shaped (M, M) to produce the inverse(s) of the input to the cholesky decomposition.
default VERTEX	cos()
default VERTEX	cosh()
default VERTEX	digamma()
default VERTEX	exp()
default VERTEX	exp2()
default VERTEX	expM1()
default VERTEX	floor()
default BooleanVertex	isFinite()
default BooleanVertex	isInfinite()
default BooleanVertex	isNaN()
default BooleanVertex	isNegativeInfinity()
default BooleanVertex	isPositiveInfinity()
default VERTEX	log()
default VERTEX	log10()
default VERTEX	log1p()
default VERTEX	log2()
default VERTEX	logAddExp(VERTEX that)
default VERTEX	logAddExp2(VERTEX that)
default VERTEX	logGamma()
default VERTEX	matrixDeterminant()
default VERTEX	matrixInverse()
default VERTEX	mean() Mean over all dimensions.
default VERTEX	mean(int... overDimensions) Mean over specified dimensions.
default IntegerVertex	nanArgMax()
default IntegerVertex	nanArgMax(int axis)
default IntegerVertex	nanArgMin()
default IntegerVertex	nanArgMin(int axis)
default BooleanVertex	notNaN()
default VERTEX	replaceNaN(T value)
default VERTEX	round()
default VERTEX	safeLogTimes(VERTEX y) This is identical to log().times(y), except that it changes NaN results to 0.
default VERTEX	sigmoid()
default VERTEX	sin()
default VERTEX	sinh()
default VERTEX	standardDeviation()
default VERTEX	standardize()
default VERTEX	tan()
default VERTEX	tanh()
default VERTEX	trigamma()

Methods inherited from interface io.improbable.keanu.vertices.tensor.number.NumberTensorVertex

abs, apply, argMax, argMax, argMin, argMin, clamp, cumProd, cumSum, div, equalsWithinEpsilon, greaterThan, greaterThan, greaterThanMask, greaterThanOrEqual, greaterThanOrEqual, greaterThanOrEqualToMask, lessThan, lessThan, lessThanMask, lessThanOrEqual, lessThanOrEqual, lessThanOrEqualToMask, matrixMultiply, max, max, min, min, minus, plus, pow, pow, product, product, reverseDiv, reverseMinus, setWithMask, setWithMask, sign, sum, sum, tensorMultiply, times, toBoolean, toDouble, toInteger

Methods inherited from interface io.improbable.keanu.vertices.tensor.TensorVertex

broadcast, diag, diagPart, elementwiseEquals, elementwiseEquals, fillTriangular, get, notEqualTo, notEqualTo, permute, reshape, slice, slice, take, trianglePart, triLower, triUpper, where, wrap

Methods inherited from interface io.improbable.keanu.vertices.Vertex

addChild, addParent, addParents, eval, getChildren, getConnectedGraph, getDegree, getId, getIndentation, getLabel, getLength, getObservedValue, getParents, getRank, getReference, getShape, getState, getStride, getValue, hasValue, isDifferentiable, isObserved, isProbabilistic, lazyEval, observe, observeOwnValue, ofType, print, print, removeLabel, setAndCascade, setLabel, setLabel, setParents, setParents, setState, setValue, unobserve

Methods inherited from interface io.improbable.keanu.kotlin.NumberOperators

unaryMinus

Methods inherited from interface io.improbable.keanu.BaseFloatingPointTensor

atan2, reciprocal, sqrt

Methods inherited from interface io.improbable.keanu.BaseNumberTensor

div, matrixMultiply, minus, plus, reverseDiv, reverseMinus, times, unaryMinus

Methods inherited from interface io.improbable.keanu.BaseTensor

expandDims, getLength, getRank, getShape, getStride, isLengthOne, isMatrix, isScalar, isVector, moveAxis, slice, sliceAlongDimension, squeeze, swapAxis, transpose

Method Detail

ceil

default VERTEX ceil()

Specified by:

ceil in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

round

default VERTEX round()

Specified by:

round in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

Returns:

The tensor with the elements rounded half up e.g. 1.5 is 2 e.g. -2.5 is -3

floor

default VERTEX floor()

Specified by:

floor in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

sin

default VERTEX sin()

Specified by:

sin in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

cos

default VERTEX cos()

Specified by:

cos in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

tan

default VERTEX tan()

Specified by:

tan in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

asin

default VERTEX asin()

Specified by:

asin in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

acos

default VERTEX acos()

Specified by:

acos in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

sinh

default VERTEX sinh()

Specified by:

sinh in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

cosh

default VERTEX cosh()

Specified by:

cosh in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

tanh

default VERTEX tanh()

Specified by:

tanh in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

asinh

default VERTEX asinh()

Specified by:

asinh in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

acosh

default VERTEX acosh()

Specified by:

acosh in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

atanh

default VERTEX atanh()

Specified by:

atanh in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

atan

default VERTEX atan()

Specified by:

atan in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

atan2

default VERTEX atan2(VERTEX that)

Specified by:

atan2 in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

mean

default VERTEX mean(int... overDimensions)

Description copied from interface: BaseFloatingPointTensor

Mean over specified dimensions.

Specified by:

mean in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

Parameters:

overDimensions - dimensions to mean over.

Returns:

the mean result

mean

default VERTEX mean()

Description copied from interface: BaseFloatingPointTensor

Mean over all dimensions. This will always result in a scalar.

Specified by:

mean in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

Returns:

the mean of all elements

standardDeviation

default VERTEX standardDeviation()

Specified by:

standardDeviation in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

standardize

default VERTEX standardize()

Specified by:

standardize in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

logAddExp2

default VERTEX logAddExp2(VERTEX that)

Specified by:

logAddExp2 in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

logAddExp

default VERTEX logAddExp(VERTEX that)

Specified by:

logAddExp in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

safeLogTimes

default VERTEX safeLogTimes(VERTEX y)

Description copied from interface: BaseFloatingPointTensor

This is identical to log().times(y), except that it changes NaN results to 0. This is important when calculating 0log0, which should return 0 See https://arcsecond.wordpress.com/2009/03/19/0log0-0-for-real/ for some mathematical justification

Specified by:

safeLogTimes in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

Parameters:

y - The tensor value to multiply by

Returns:

the log of this tensor multiplied by y

log1p

default VERTEX log1p()

Specified by:

log1p in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

log2

default VERTEX log2()

Specified by:

log2 in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

log10

default VERTEX log10()

Specified by:

log10 in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

exp2

default VERTEX exp2()

Specified by:

exp2 in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

expM1

default VERTEX expM1()

Specified by:

expM1 in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

replaceNaN

default VERTEX replaceNaN(T value)

Specified by:

replaceNaN in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

notNaN

default BooleanVertex notNaN()

Specified by:

notNaN in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

isNaN

default BooleanVertex isNaN()

Specified by:

isNaN in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

isFinite

default BooleanVertex isFinite()

Specified by:

isFinite in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

isInfinite

default BooleanVertex isInfinite()

Specified by:

isInfinite in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

isNegativeInfinity

default BooleanVertex isNegativeInfinity()

Specified by:

isNegativeInfinity in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

isPositiveInfinity

default BooleanVertex isPositiveInfinity()

Specified by:

isPositiveInfinity in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

exp

default VERTEX exp()

Specified by:

exp in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

log

default VERTEX log()

Specified by:

log in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

logGamma

default VERTEX logGamma()

Specified by:

logGamma in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

trigamma

default VERTEX trigamma()

Specified by:

trigamma in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

digamma

default VERTEX digamma()

Specified by:

digamma in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

sigmoid

default VERTEX sigmoid()

Specified by:

sigmoid in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

choleskyDecomposition

default VERTEX choleskyDecomposition()

Description copied from interface: BaseFloatingPointTensor

Operates on a (..., M, M) symmetric and positive definite inputs. Only the lower triangular of the input matrix will be used and the upper triangle will assumed to be values consistent with being symmetric.

Specified by:

choleskyDecomposition in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

Returns:

the Cholesky decomposition of the input

choleskyInverse

default VERTEX choleskyInverse()

Description copied from interface: BaseFloatingPointTensor

Operates on a (..., M, M) Cholesky decomposition of a matrix or batch of matrices shaped (M, M) to produce the inverse(s) of the input to the cholesky decomposition.

Specified by:

choleskyInverse in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

Returns:

the inverse of the matrix that the cholesky decomposition is of. The lower triangle will be filled and the upper triangle is implied to be consistent with being symmetric.

matrixInverse

default VERTEX matrixInverse()

Specified by:

matrixInverse in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

matrixDeterminant

default VERTEX matrixDeterminant()

Specified by:

matrixDeterminant in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

nanArgMax

default IntegerVertex nanArgMax(int axis)

Specified by:

nanArgMax in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

nanArgMax

default IntegerVertex nanArgMax()

Specified by:

nanArgMax in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

nanArgMin

default IntegerVertex nanArgMin(int axis)

Specified by:

nanArgMin in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>

nanArgMin

default IntegerVertex nanArgMin()

Specified by:

nanArgMin in interface BaseFloatingPointTensor<BooleanVertex,IntegerVertex,DoubleVertex,T extends java.lang.Number,VERTEX extends FloatingPointTensorVertex<T,TENSOR,VERTEX>>