Interface IBackend

Namespace: SiaNet.Engine

Assembly: SiaNet.Engine.dll

Syntax

public interface IBackend

Methods

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Abs(Tensor)

Return the absolute value element-wise.

Declaration

Tensor Abs(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Acos(Tensor)

Calculate the invert cos value element-wise.

Declaration

Tensor Acos(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Add(Tensor, Tensor)

Adds two tensor

Declaration

Tensor Add(Tensor a, Tensor b)

Parameters

Type	Name	Description
Tensor	a	Tensor A
Tensor	b	Tensor B

Returns

Type	Description
Tensor

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Add(Tensor, Single)

Adds Tensor and float value

Declaration

Tensor Add(Tensor a, float b)

Parameters

Type	Name	Description
Tensor	a	Tensor data
System.Single	b	Float Value

Returns

Type	Description
Tensor

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Add(Single, Tensor)

Adds float and Tensor

Declaration

Tensor Add(float a, Tensor b)

Parameters

Type	Name	Description
System.Single	a	Float value
Tensor	b	Tensor data

Returns

Type	Description
Tensor

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Argmax(Tensor, Int32)

Declaration

Tensor Argmax(Tensor x, int dim = 0)

Parameters

Type	Name	Description
Tensor	x
System.Int32	dim

Returns

Type	Description
Tensor

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Argmin(Tensor, Int32)

Declaration

Tensor Argmin(Tensor x, int dim = 0)

Parameters

Type	Name	Description
Tensor	x
System.Int32	dim

Returns

Type	Description
Tensor

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Asin(Tensor)

Calculate the invert sign value element-wise.

Declaration

Tensor Asin(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Atan(Tensor)

Calculate the invert tan value element-wise.

Declaration

Tensor Atan(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Ceil(Tensor)

Calculate the ceil value element-wise.

Declaration

Tensor Ceil(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Clip(Tensor, Single, Single)

Clips the specified tensor between min and max value, elemen-wise.

Declaration

Tensor Clip(Tensor x, float min, float max)

Parameters

Type	Name	Description
Tensor	x	The tensor data.
System.Single	min	The minimum value.
System.Single	max	The maximum value.

Returns

Type	Description
Tensor

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Col2Im(Tensor, Int64[], Tuple<Int32, Int32>, Int32, Int32)

Declaration

Tensor Col2Im(Tensor cols, long[] x_shape, Tuple<int, int> kernalSize, int padding = 1, int stride = 1)

Parameters

Type	Name	Description
Tensor	cols
System.Int64[]	x_shape
System.Tuple<System.Int32, System.Int32>	kernalSize
System.Int32	padding
System.Int32	stride

Returns

Type	Description
Tensor

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Constant(Single, Int64[])

Create a constant variable with specified value and target tensor shape

Declaration

Tensor Constant(float value, long[] shape)

Parameters

Type	Name	Description
System.Single	value	The value.
System.Int64[]	shape	The shape.

Returns

Type	Description
Tensor

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Cos(Tensor)

Calculate the cos value element-wise.

Declaration

Tensor Cos(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Cosh(Tensor)

Calculate the hyperbolic cos value element-wise.

Declaration

Tensor Cosh(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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CreateVariable(Single[], Int64[], String)

Creates the variable.

Declaration

Tensor CreateVariable(float[] data, long[] shape, string name = "")

Parameters

Type	Name	Description
System.Single[]	data	The data.
System.Int64[]	shape	The shape.
System.String	name	The name.

Returns

Type	Description
Tensor

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Diag(Tensor)

Declaration

Tensor Diag(Tensor x)

Parameters

Type	Name	Description
Tensor	x

Returns

Type	Description
Tensor

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Dispose(Tensor)

Declaration

void Dispose(Tensor x)

Parameters

Type	Name	Description
Tensor	x

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Div(Tensor, Tensor)

Divide two tensor

Declaration

Tensor Div(Tensor a, Tensor b)

Parameters

Type	Name	Description
Tensor	a	First tensor.
Tensor	b	Second tensor.

Returns

Type	Description
Tensor

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Div(Tensor, Single)

Divide tensor with float

Declaration

Tensor Div(Tensor a, float b)

Parameters

Type	Name	Description
Tensor	a	Tensor data.
System.Single	b	Float value.

Returns

Type	Description
Tensor

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Div(Single, Tensor)

Divide float with tensor

Declaration

Tensor Div(float a, Tensor b)

Parameters

Type	Name	Description
System.Single	a	Float value.
Tensor	b	Tensor data.

Returns

Type	Description
Tensor

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Dot(Tensor, Tensor)

Declaration

Tensor Dot(Tensor a, Tensor b)

Parameters

Type	Name	Description
Tensor	a
Tensor	b

Returns

Type	Description
Tensor

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Epsilon()

Epsilon which is the smallest float value and > 0

Declaration

float Epsilon()

Returns

Type	Description
System.Single

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EqualTo(Tensor, Tensor)

Check if two tensor are equal

Declaration

Tensor EqualTo(Tensor a, Tensor b)

Parameters

Type	Name	Description
Tensor	a	First tensor.
Tensor	b	Second Tensor.

Returns

Type	Description
Tensor

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Eval(Tensor)

Evals the specified tensor.

Declaration

object Eval(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The x.

Returns

Type	Description
System.Object

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Exp(Tensor)

Return the exponential value element-wise.

Declaration

Tensor Exp(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Floor(Tensor)

Calculate the floor value element-wise.

Declaration

Tensor Floor(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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GetActFunc()

Declaration

ActivationFunc GetActFunc()

Returns

Type	Description
SiaNet.Engine.Layers.ActivationFunc

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GetArray(Tensor)

Declaration

Array GetArray(Tensor x)

Parameters

Type	Name	Description
Tensor	x

Returns

Type	Description
System.Array

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GetDataType(Tensor)

Gets the type of the data.

Declaration

DataType GetDataType(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The x.

Returns

Type	Description
DataType

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GetShape(Tensor)

Gets the shape of the tensor.

Declaration

long[] GetShape(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The x.

Returns

Type	Description
System.Int64[]

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GreaterThan(Tensor, Tensor)

Perform a > b between two tensor

Declaration

Tensor GreaterThan(Tensor a, Tensor b)

Parameters

Type	Name	Description
Tensor	a	First tensor
Tensor	b	Second tensor.

Returns

Type	Description
Tensor

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GreaterThan(Tensor, Single)

Perform a > b between tensor and float

Declaration

Tensor GreaterThan(Tensor a, float b)

Parameters

Type	Name	Description
Tensor	a	Tensor data
System.Single	b	Float value.

Returns

Type	Description
Tensor

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GreaterThan(Single, Tensor)

Perform a > b between float and tensor

Declaration

Tensor GreaterThan(float a, Tensor b)

Parameters

Type	Name	Description
System.Single	a	Float value
Tensor	b	Tensor data.

Returns

Type	Description
Tensor

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GreaterThanEqual(Tensor, Tensor)

Perform a >= b between two tensor

Declaration

Tensor GreaterThanEqual(Tensor a, Tensor b)

Parameters

Type	Name	Description
Tensor	a	First tensor
Tensor	b	Second tensor.

Returns

Type	Description
Tensor

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GreaterThanEqual(Tensor, Single)

Perform a >= b between tensor and float

Declaration

Tensor GreaterThanEqual(Tensor a, float b)

Parameters

Type	Name	Description
Tensor	a	Tensor data
System.Single	b	Float value.

Returns

Type	Description
Tensor

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GreaterThanEqual(Single, Tensor)

Perform a >= b between float and tensor

Declaration

Tensor GreaterThanEqual(float a, Tensor b)

Parameters

Type	Name	Description
System.Single	a	Float value
Tensor	b	Tensor data.

Returns

Type	Description
Tensor

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Im2Col(Tensor, Tuple<Int32, Int32>, Int32, Int32)

Declaration

Tensor Im2Col(Tensor x, Tuple<int, int> kernalSize, int padding = 1, int stride = 1)

Parameters

Type	Name	Description
Tensor	x
System.Tuple<System.Int32, System.Int32>	kernalSize
System.Int32	padding
System.Int32	stride

Returns

Type	Description
Tensor

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L2Normalize(Tensor, Int32)

Declaration

Tensor L2Normalize(Tensor x, int axis = -1)

Parameters

Type	Name	Description
Tensor	x
System.Int32	axis

Returns

Type	Description
Tensor

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LessThan(Tensor, Tensor)

Perform a < b between two tensor

Declaration

Tensor LessThan(Tensor a, Tensor b)

Parameters

Type	Name	Description
Tensor	a	First tensor
Tensor	b	Second tensor.

Returns

Type	Description
Tensor

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LessThan(Tensor, Single)

Perform a < b between tensor and float

Declaration

Tensor LessThan(Tensor a, float b)

Parameters

Type	Name	Description
Tensor	a	Tensor data
System.Single	b	Float value.

Returns

Type	Description
Tensor

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LessThan(Single, Tensor)

Perform a < b between float and Tensor

Declaration

Tensor LessThan(float a, Tensor b)

Parameters

Type	Name	Description
System.Single	a	Floaty value
Tensor	b	Tensor data.

Returns

Type	Description
Tensor

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LessThanEqual(Tensor, Tensor)

Perform a <= b between two tensor

Declaration

Tensor LessThanEqual(Tensor a, Tensor b)

Parameters

Type	Name	Description
Tensor	a	First tensor
Tensor	b	Second tensor.

Returns

Type	Description
Tensor

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LessThanEqual(Tensor, Single)

Perform a <= b between tensor and float

Declaration

Tensor LessThanEqual(Tensor a, float b)

Parameters

Type	Name	Description
Tensor	a	Tensor data
System.Single	b	Float value.

Returns

Type	Description
Tensor

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LessThanEqual(Single, Tensor)

Perform a <= b between float and Tensor

Declaration

Tensor LessThanEqual(float a, Tensor b)

Parameters

Type	Name	Description
System.Single	a	Tensor data
Tensor	b	Float value.

Returns

Type	Description
Tensor

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Log(Tensor)

Calculate the logrithmic value element-wise.

Declaration

Tensor Log(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Log10(Tensor)

Return the base 10 logarithm of the input array, element-wise.

Declaration

Tensor Log10(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Log1p(Tensor)

Return the natural logarithm of one plus the input array, element-wise.

Declaration

Tensor Log1p(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Max(Tensor)

Declaration

float Max(Tensor x)

Parameters

Type	Name	Description
Tensor	x

Returns

Type	Description
System.Single

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Max(Tensor, Int32)

Declaration

Tensor Max(Tensor x, int dim)

Parameters

Type	Name	Description
Tensor	x
System.Int32	dim

Returns

Type	Description
Tensor

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Max(Tensor, Int32[])

Declaration

Tensor Max(Tensor x, params int[] dim)

Parameters

Type	Name	Description
Tensor	x
System.Int32[]	dim

Returns

Type	Description
Tensor

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Maximum(Tensor, Tensor)

Declaration

Tensor Maximum(Tensor a, Tensor b)

Parameters

Type	Name	Description
Tensor	a
Tensor	b

Returns

Type	Description
Tensor

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Maximum(Tensor, Single)

Declaration

Tensor Maximum(Tensor a, float b)

Parameters

Type	Name	Description
Tensor	a
System.Single	b

Returns

Type	Description
Tensor

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Mean(Tensor)

Declaration

float Mean(Tensor x)

Parameters

Type	Name	Description
Tensor	x

Returns

Type	Description
System.Single

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Mean(Tensor, Int32)

Declaration

Tensor Mean(Tensor x, int dim)

Parameters

Type	Name	Description
Tensor	x
System.Int32	dim

Returns

Type	Description
Tensor

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Mean(Tensor, Int32[])

Declaration

Tensor Mean(Tensor x, params int[] dim)

Parameters

Type	Name	Description
Tensor	x
System.Int32[]	dim

Returns

Type	Description
Tensor

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Min(Tensor)

Declaration

float Min(Tensor x)

Parameters

Type	Name	Description
Tensor	x

Returns

Type	Description
System.Single

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Min(Tensor, Int32)

Declaration

Tensor Min(Tensor x, int dim)

Parameters

Type	Name	Description
Tensor	x
System.Int32	dim

Returns

Type	Description
Tensor

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Min(Tensor, Int32[])

Declaration

Tensor Min(Tensor x, params int[] dim)

Parameters

Type	Name	Description
Tensor	x
System.Int32[]	dim

Returns

Type	Description
Tensor

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Minimum(Tensor, Tensor)

Declaration

Tensor Minimum(Tensor a, Tensor b)

Parameters

Type	Name	Description
Tensor	a
Tensor	b

Returns

Type	Description
Tensor

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Minimum(Tensor, Single)

Declaration

Tensor Minimum(Tensor a, float b)

Parameters

Type	Name	Description
Tensor	a
System.Single	b

Returns

Type	Description
Tensor

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Mul(Tensor, Tensor)

Multiply two tensor

Declaration

Tensor Mul(Tensor a, Tensor b)

Parameters

Type	Name	Description
Tensor	a	First tensor
Tensor	b	Second tensor

Returns

Type	Description
Tensor

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Mul(Tensor, Single)

Multiply tensor and float

Declaration

Tensor Mul(Tensor a, float b)

Parameters

Type	Name	Description
Tensor	a	Tensor data.
System.Single	b	Float value

Returns

Type	Description
Tensor

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Mul(Single, Tensor)

Multiply float and tensor

Declaration

Tensor Mul(float a, Tensor b)

Parameters

Type	Name	Description
System.Single	a	Float value.
Tensor	b	Tensor data.

Returns

Type	Description
Tensor

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Neg(Tensor)

Negate the value element-wise

Declaration

Tensor Neg(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Pow(Tensor, Single)

Power up the specified tensor.

Declaration

Tensor Pow(Tensor x, float value)

Parameters

Type	Name	Description
Tensor	x	The tensor.
System.Single	value	The power up value.

Returns

Type	Description
Tensor

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Print(Tensor, String)

Prints the specified tensor for observation.

Declaration

void Print(Tensor x, string title = "")

Parameters

Type	Name	Description
Tensor	x	The x.
System.String	title	The title.

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RandomBernoulli(Int64[], Single)

Generate variable with Randon Bernoulli distribution

Declaration

Tensor RandomBernoulli(long[] shape, float p)

Parameters

Type	Name	Description
System.Int64[]	shape	The shape.
System.Single	p	The probability value

Returns

Type	Description
Tensor

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RandomNormal(Int64[], Single, Single, Nullable<Int32>)

Generate variable with Randon Normal distribution data

Declaration

Tensor RandomNormal(long[] shape, float mean, float stddev, int? seed = default(int? ))

Parameters

Type	Name	Description
System.Int64[]	shape	The shape.
System.Single	mean	The mean.
System.Single	stddev	The stddev.
System.Nullable<System.Int32>	seed	The seed.

Returns

Type	Description
Tensor

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RandomUniform(Int64[], Single, Single, Nullable<Int32>)

Generate variable with Randon Uniform distribution data

Declaration

Tensor RandomUniform(long[] shape, float min, float max, int? seed = default(int? ))

Parameters

Type	Name	Description
System.Int64[]	shape	The shape.
System.Single	min	The minimum.
System.Single	max	The maximum.
System.Nullable<System.Int32>	seed	The seed.

Returns

Type	Description
Tensor

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Reshape(Tensor, Int64[])

Reshapes the specified x.

Declaration

Tensor Reshape(Tensor x, params long[] shape)

Parameters

Type	Name	Description
Tensor	x	The x.
System.Int64[]	shape	The shape.

Returns

Type	Description
Tensor

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Round(Tensor)

Calculate the rounded to nearest integer value element-wise.

Declaration

Tensor Round(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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SetDevice(DeviceType)

Sets the device CPU, GPU or OpenCL.

Declaration

void SetDevice(DeviceType device)

Parameters

Type	Name	Description
DeviceType	device	The device.

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Sigmoid(Tensor)

Calculate the sigmoid value element-wise.

Declaration

Tensor Sigmoid(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Sin(Tensor)

Calculate the sin value element-wise.

Declaration

Tensor Sin(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Sinh(Tensor)

Calculate the hyperbolic sin value element-wise.

Declaration

Tensor Sinh(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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SliceCols(Tensor, Int64, Int64)

Declaration

Tensor SliceCols(Tensor x, long start, long end)

Parameters

Type	Name	Description
Tensor	x
System.Int64	start
System.Int64	end

Returns

Type	Description
Tensor

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SliceRows(Tensor, Int64, Int64)

Declaration

Tensor SliceRows(Tensor x, long start, long end)

Parameters

Type	Name	Description
Tensor	x
System.Int64	start
System.Int64	end

Returns

Type	Description
Tensor

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Softmax(Tensor, Int32)

Declaration

Tensor Softmax(Tensor x, int axis = -1)

Parameters

Type	Name	Description
Tensor	x
System.Int32	axis

Returns

Type	Description
Tensor

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Softplus(Tensor, Int32)

Declaration

Tensor Softplus(Tensor x, int axis = -1)

Parameters

Type	Name	Description
Tensor	x
System.Int32	axis

Returns

Type	Description
Tensor

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Sqrt(Tensor)

Return the square root value element-wise.

Declaration

Tensor Sqrt(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Square(Tensor)

Calculate the square of tensor element-wise

Declaration

Tensor Square(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Sub(Tensor, Tensor)

Subtract two tensor

Declaration

Tensor Sub(Tensor a, Tensor b)

Parameters

Type	Name	Description
Tensor	a	First Tensor
Tensor	b	Second Tensor

Returns

Type	Description
Tensor

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Sub(Tensor, Single)

Subtract tensor and float

Declaration

Tensor Sub(Tensor a, float b)

Parameters

Type	Name	Description
Tensor	a	Tensor data
System.Single	b	Float value

Returns

Type	Description
Tensor

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Sub(Single, Tensor)

Subtract float and tensor

Declaration

Tensor Sub(float a, Tensor b)

Parameters

Type	Name	Description
System.Single	a	Float value
Tensor	b	Tensor data

Returns

Type	Description
Tensor

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Sum(Tensor)

Sum of array elements overall axis

Declaration

float Sum(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor

Returns

Type	Description
System.Single

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Sum(Tensor, Int32)

Sum of array elements over a given axis.

Declaration

Tensor Sum(Tensor x, int dim)

Parameters

Type	Name	Description
Tensor	x	The tensor.
System.Int32	dim	The dim to reduce.

Returns

Type	Description
Tensor

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Sum(Tensor, Int32[])

Sum of array elements over multiple axis.

Declaration

Tensor Sum(Tensor x, params int[] dim)

Parameters

Type	Name	Description
Tensor	x	The tensor.
System.Int32[]	dim	The dimensions list.

Returns

Type	Description
Tensor

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Tan(Tensor)

Calculate the tan value element-wise.

Declaration

Tensor Tan(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Tanh(Tensor)

Calculate the hyperbolic tan value element-wise.

Declaration

Tensor Tanh(Tensor x)

Parameters

Type	Name	Description
Tensor	x	The tensor.

Returns

Type	Description
Tensor

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Tile(Tensor, Int32, Int32)

Construct an array by repeating A the number of times given by reps.

Declaration

Tensor Tile(Tensor x, int n, int axis = 0)

Parameters

Type	Name	Description
Tensor	x	Tensor to be repeated.
System.Int32	n	Number of time.
System.Int32	axis	The axis to be repeated.

Returns

Type	Description
Tensor

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Transpose(Tensor)

Declaration

Tensor Transpose(Tensor x)

Parameters

Type	Name	Description
Tensor	x

Returns

Type	Description
Tensor

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Transpose(Tensor, Int32[])

Declaration

Tensor Transpose(Tensor x, params int[] dims)

Parameters

Type	Name	Description
Tensor	x
System.Int32[]	dims

Returns

Type	Description
Tensor

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UUID(String)

Generate the unique identifier for layers and parameters

Declaration

string UUID(string name)

Parameters

Type	Name	Description
System.String	name	The name.

Returns

Type	Description
System.String