org.nd4j.linalg.api.blas.impl.BaseLevel1 Maven / Gradle / Ivy
/*******************************************************************************
* Copyright (c) 2015-2018 Skymind, Inc.
*
* This program and the accompanying materials are made available under the
* terms of the Apache License, Version 2.0 which is available at
* https://www.apache.org/licenses/LICENSE-2.0.
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
* License for the specific language governing permissions and limitations
* under the License.
*
* SPDX-License-Identifier: Apache-2.0
******************************************************************************/
package org.nd4j.linalg.api.blas.impl;
import org.nd4j.linalg.api.blas.BlasBufferUtil;
import org.nd4j.linalg.api.blas.Level1;
import org.nd4j.linalg.api.buffer.DataBuffer;
import org.nd4j.linalg.api.buffer.DataType;
import org.nd4j.linalg.api.ndarray.INDArray;
import org.nd4j.linalg.api.ops.executioner.DefaultOpExecutioner;
import org.nd4j.linalg.api.ops.executioner.OpExecutioner;
import org.nd4j.linalg.api.ops.impl.scalar.ScalarMultiplication;
import org.nd4j.linalg.factory.Nd4j;
import org.nd4j.linalg.profiler.OpProfiler;
/**
* Base class for level 1 functions, abstract headers pulled from:
* http://www.netlib.org/blas/blast-forum/cblas.h
*
* @author Adam Gibson
*/
public abstract class BaseLevel1 extends BaseLevel implements Level1 {
/**
* computes a vector-vector dot product.
*
* @param n number of accessed element
* @param alpha
* @param X an INDArray
* @param Y an INDArray
* @return the vector-vector dot product of X and Y
*/
@Override
public double dot(long n, double alpha, INDArray X, INDArray Y) {
if (Nd4j.getExecutioner().getProfilingMode() == OpExecutioner.ProfilingMode.ALL)
OpProfiler.getInstance().processBlasCall(false, X, Y);
if (X.data().dataType() == DataType.DOUBLE) {
DefaultOpExecutioner.validateDataType(DataType.DOUBLE, X, Y);
return ddot(n, X, BlasBufferUtil.getBlasStride(X), Y, BlasBufferUtil.getBlasStride(Y));
} else if (X.data().dataType() == DataType.FLOAT) {
DefaultOpExecutioner.validateDataType(DataType.FLOAT, X, Y);
return sdot(n, X, BlasBufferUtil.getBlasStride(X), Y, BlasBufferUtil.getBlasStride(Y));
} else {
DefaultOpExecutioner.validateDataType(DataType.HALF, X, Y);
return hdot(n, X, BlasBufferUtil.getBlasStride(X), Y, BlasBufferUtil.getBlasStride(Y));
}
}
@Override
public double dot(long n, DataBuffer x, int offsetX, int incrX, DataBuffer y, int offsetY, int incrY) {
if (supportsDataBufferL1Ops()) {
if (x.dataType() == DataType.FLOAT) {
return sdot(n, x, offsetX, incrX, y, offsetY, incrY);
} else if (x.dataType() == DataType.DOUBLE) {
return ddot(n, x, offsetX, incrX, y, offsetY, incrY);
} else {
return hdot(n, x, offsetX, incrX, y, offsetY, incrY);
}
} else {
long[] shapex = {1, n};
long[] shapey = {1, n};
long[] stridex = {incrX, incrX};
long[] stridey = {incrY, incrY};
INDArray arrX = Nd4j.create(x, shapex, stridex, offsetX, 'c');
INDArray arrY = Nd4j.create(x, shapey, stridey, offsetY, 'c');
return dot(n, 0.0, arrX, arrY);
}
}
/**
* computes the Euclidean norm of a vector.
*
* @param arr
* @return
*/
@Override
public double nrm2(INDArray arr) {
if (Nd4j.getExecutioner().getProfilingMode() == OpExecutioner.ProfilingMode.ALL)
OpProfiler.getInstance().processBlasCall(false, arr);
if (arr.data().dataType() == DataType.DOUBLE) {
DefaultOpExecutioner.validateDataType(DataType.DOUBLE, arr);
return dnrm2(arr.length(), arr, BlasBufferUtil.getBlasStride(arr));
} else {
DefaultOpExecutioner.validateDataType(DataType.FLOAT, arr);
return snrm2(arr.length(), arr, BlasBufferUtil.getBlasStride(arr));
}
// TODO: add nrm2 for half, as call to appropriate NativeOp
}
/**
* computes the sum of magnitudes of all vector elements or, for a complex vector x, the sum
*
* @param arr
* @return
*/
@Override
public double asum(INDArray arr) {
if (Nd4j.getExecutioner().getProfilingMode() == OpExecutioner.ProfilingMode.ALL)
OpProfiler.getInstance().processBlasCall(false, arr);
if (arr.data().dataType() == DataType.DOUBLE) {
DefaultOpExecutioner.validateDataType(DataType.DOUBLE, arr);
return dasum(arr.length(), arr, BlasBufferUtil.getBlasStride(arr));
} else if (arr.data().dataType() == DataType.FLOAT) {
DefaultOpExecutioner.validateDataType(DataType.FLOAT, arr);
return sasum(arr.length(), arr, BlasBufferUtil.getBlasStride(arr));
} else {
DefaultOpExecutioner.validateDataType(DataType.HALF, arr);
return hasum(arr.length(), arr, BlasBufferUtil.getBlasStride(arr));
}
}
@Override
public double asum(long n, DataBuffer x, int offsetX, int incrX) {
if (supportsDataBufferL1Ops()) {
if (x.dataType() == DataType.FLOAT) {
return sasum(n, x, offsetX, incrX);
} else if (x.dataType() == DataType.DOUBLE) {
return dasum(n, x, offsetX, incrX);
} else {
return hasum(n, x, offsetX, incrX);
}
} else {
long[] shapex = {1, n};
long[] stridex = {incrX, incrX};
INDArray arrX = Nd4j.create(x, shapex, stridex, offsetX, 'c');
return asum(arrX);
}
}
@Override
public int iamax(long n, INDArray arr, int stride) {
if (Nd4j.getExecutioner().getProfilingMode() == OpExecutioner.ProfilingMode.ALL)
OpProfiler.getInstance().processBlasCall(false, arr);
if (arr.data().dataType() == DataType.DOUBLE) {
DefaultOpExecutioner.validateDataType(DataType.DOUBLE, arr);
return idamax(n, arr, stride);
} else {
DefaultOpExecutioner.validateDataType(DataType.FLOAT, arr);
return isamax(n, arr, stride);
}
}
@Override
public int iamax(long n, DataBuffer x, int offsetX, int incrX) {
if (supportsDataBufferL1Ops()) {
if (x.dataType() == DataType.FLOAT) {
return isamax(n, x, offsetX, incrX);
} else {
return isamax(n, x, offsetX, incrX);
}
} else {
long[] shapex = {1, n};
long[] stridex = {incrX, incrX};
INDArray arrX = Nd4j.create(x, shapex, stridex, offsetX, 'c');
return iamax(n, arrX, incrX);
}
}
/**
* finds the element of a
* vector that has the largest absolute value.
*
* @param arr
* @return
*/
@Override
public int iamax(INDArray arr) {
if (Nd4j.getExecutioner().getProfilingMode() == OpExecutioner.ProfilingMode.ALL)
OpProfiler.getInstance().processBlasCall(false, arr);
if (arr.data().dataType() == DataType.DOUBLE) {
DefaultOpExecutioner.validateDataType(DataType.DOUBLE, arr);
return idamax(arr.length(), arr, BlasBufferUtil.getBlasStride(arr));
} else {
DefaultOpExecutioner.validateDataType(DataType.FLOAT, arr);
return isamax(arr.length(), arr, BlasBufferUtil.getBlasStride(arr));
}
}
/**
* finds the element of a vector that has the minimum absolute value.
*
* @param arr
* @return
*/
@Override
public int iamin(INDArray arr) {
throw new UnsupportedOperationException();
}
/**
* swaps a vector with another vector.
*
* @param x
* @param y
*/
@Override
public void swap(INDArray x, INDArray y) {
if (Nd4j.getExecutioner().getProfilingMode() == OpExecutioner.ProfilingMode.ALL)
OpProfiler.getInstance().processBlasCall(false, x, y);
if (x.data().dataType() == DataType.DOUBLE) {
DefaultOpExecutioner.validateDataType(DataType.DOUBLE, x, y);
dswap(x.length(), x, BlasBufferUtil.getBlasStride(x), y, BlasBufferUtil.getBlasStride(y));
} else {
DefaultOpExecutioner.validateDataType(DataType.FLOAT, x, y);
sswap(x.length(), x, BlasBufferUtil.getBlasStride(x), y, BlasBufferUtil.getBlasStride(y));
}
}
/**
* swaps a vector with another vector.
*
* @param x
* @param y
*/
@Override
public void copy(INDArray x, INDArray y) {
if (Nd4j.getExecutioner().getProfilingMode() == OpExecutioner.ProfilingMode.ALL)
OpProfiler.getInstance().processBlasCall(false, x, y);
if (x.data().dataType() == DataType.DOUBLE) {
DefaultOpExecutioner.validateDataType(DataType.DOUBLE, x, y);
dcopy(x.length(), x, BlasBufferUtil.getBlasStride(x), y, BlasBufferUtil.getBlasStride(y));
} else {
DefaultOpExecutioner.validateDataType(DataType.FLOAT, x, y);
scopy(x.length(), x, BlasBufferUtil.getBlasStride(x), y, BlasBufferUtil.getBlasStride(y));
}
}
/**copy a vector to another vector.
*/
@Override
public void copy(long n, DataBuffer x, int offsetX, int incrX, DataBuffer y, int offsetY, int incrY) {
if (supportsDataBufferL1Ops()) {
if (x.dataType() == DataType.DOUBLE) {
dcopy(n, x, offsetX, incrX, y, offsetY, incrY);
} else {
scopy(n, x, offsetX, incrX, y, offsetY, incrY);
}
} else {
long[] shapex = {1, n};
long[] shapey = {1, n};
long[] stridex = {incrX, incrX};
long[] stridey = {incrY, incrY};
INDArray arrX = Nd4j.create(x, shapex, stridex, offsetX, 'c');
INDArray arrY = Nd4j.create(x, shapey, stridey, offsetY, 'c');
copy(arrX, arrY);
}
}
/**
* computes a vector-scalar product and adds the result to a vector.
*
* @param n
* @param alpha
* @param x
* @param y
*/
@Override
public void axpy(long n, double alpha, INDArray x, INDArray y) {
if (Nd4j.getExecutioner().getProfilingMode() == OpExecutioner.ProfilingMode.ALL)
OpProfiler.getInstance().processBlasCall(false, x, y);
if (x.data().dataType() == DataType.DOUBLE) {
DefaultOpExecutioner.validateDataType(DataType.DOUBLE, x, y);
daxpy(n, alpha, x, BlasBufferUtil.getBlasStride(x), y, BlasBufferUtil.getBlasStride(y));
} else if (x.data().dataType() == DataType.FLOAT) {
DefaultOpExecutioner.validateDataType(DataType.FLOAT, x, y);
saxpy(n, (float) alpha, x, BlasBufferUtil.getBlasStride(x), y, BlasBufferUtil.getBlasStride(y));
} else {
DefaultOpExecutioner.validateDataType(DataType.HALF, x, y);
haxpy(n, (float) alpha, x, BlasBufferUtil.getBlasStride(x), y, BlasBufferUtil.getBlasStride(y));
}
}
@Override
public void axpy(long n, double alpha, DataBuffer x, int offsetX, int incrX, DataBuffer y, int offsetY, int incrY) {
if (supportsDataBufferL1Ops()) {
if (x.dataType() == DataType.DOUBLE) {
daxpy(n, alpha, x, offsetX, incrX, y, offsetY, incrY);
} else if (x.dataType() == DataType.FLOAT) {
saxpy(n, (float) alpha, x, offsetX, incrX, y, offsetY, incrY);
} else {
haxpy(n, (float) alpha, x, offsetX, incrX, y, offsetY, incrY);
}
} else {
long[] shapex = {1, n};
long[] shapey = {1, n};
long[] stridex = {incrX, incrX};
long[] stridey = {incrY, incrY};
INDArray arrX = Nd4j.create(x, shapex, stridex, offsetX, 'c');
INDArray arrY = Nd4j.create(x, shapey, stridey, offsetY, 'c');
axpy(n, alpha, arrX, arrY);
}
}
/**
* computes parameters for a Givens rotation.
*
* @param a
* @param b
* @param c
* @param s
*/
@Override
public void rotg(INDArray a, INDArray b, INDArray c, INDArray s) {
throw new UnsupportedOperationException();
}
/**
* performs rotation of points in the plane.
*
* @param N
* @param X
* @param Y
* @param c
* @param s
*/
@Override
public void rot(long N, INDArray X, INDArray Y, double c, double s) {
if (Nd4j.getExecutioner().getProfilingMode() == OpExecutioner.ProfilingMode.ALL)
OpProfiler.getInstance().processBlasCall(false, X, Y);
if (X.data().dataType() == DataType.DOUBLE) {
DefaultOpExecutioner.validateDataType(DataType.DOUBLE, X, Y);
drot(N, X, BlasBufferUtil.getBlasStride(X), Y, BlasBufferUtil.getBlasStride(X), c, s);
} else {
DefaultOpExecutioner.validateDataType(DataType.FLOAT, X, Y);
srot(N, X, BlasBufferUtil.getBlasStride(X), Y, BlasBufferUtil.getBlasStride(X), (float) c, (float) s);
}
}
/**
* computes the modified parameters for a Givens rotation.
*
* @param d1
* @param d2
* @param b1
* @param b2
* @param P
*/
@Override
public void rotmg(INDArray d1, INDArray d2, INDArray b1, double b2, INDArray P) {
throw new UnsupportedOperationException();
}
/**
* computes a vector by a scalar product.
*
* @param N
* @param alpha
* @param X
*/
@Override
public void scal(long N, double alpha, INDArray X) {
if (Nd4j.getExecutioner().getProfilingMode() == OpExecutioner.ProfilingMode.ALL)
OpProfiler.getInstance().processBlasCall(false, X);
if (X.data().dataType() == DataType.DOUBLE)
dscal(N, alpha, X, BlasBufferUtil.getBlasStride(X));
else if (X.data().dataType() == DataType.FLOAT)
sscal(N, (float) alpha, X, BlasBufferUtil.getBlasStride(X));
else if (X.data().dataType() == DataType.HALF)
Nd4j.getExecutioner().exec(new ScalarMultiplication(X, alpha));
}
/*
* ===========================================================================
* Prototypes for level 1 BLAS functions (complex are recast as routines)
* ===========================================================================
*/
protected abstract float sdsdot(long N, float alpha, INDArray X, int incX, INDArray Y, int incY);
protected abstract double dsdot(long N, INDArray X, int incX, INDArray Y, int incY);
protected abstract float hdot(long N, INDArray X, int incX, INDArray Y, int incY);
protected abstract float hdot(long N, DataBuffer X, int offsetX, int incX, DataBuffer Y, int offsetY, int incY);
protected abstract float sdot(long N, INDArray X, int incX, INDArray Y, int incY);
protected abstract float sdot(long N, DataBuffer X, int offsetX, int incX, DataBuffer Y, int offsetY, int incY);
protected abstract double ddot(long N, INDArray X, int incX, INDArray Y, int incY);
protected abstract double ddot(long N, DataBuffer X, int offsetX, int incX, DataBuffer Y, int offsetY, int incY);
/*
* Functions having prefixes S D SC DZ
*/
protected abstract float snrm2(long N, INDArray X, int incX);
protected abstract float hasum(long N, INDArray X, int incX);
protected abstract float hasum(long N, DataBuffer X, int offsetX, int incX);
protected abstract float sasum(long N, INDArray X, int incX);
protected abstract float sasum(long N, DataBuffer X, int offsetX, int incX);
protected abstract double dnrm2(long N, INDArray X, int incX);
protected abstract double dasum(long N, INDArray X, int incX);
protected abstract double dasum(long N, DataBuffer X, int offsetX, int incX);
/*
* Functions having standard 4 prefixes (S D C Z)
*/
protected abstract int isamax(long N, INDArray X, int incX);
protected abstract int isamax(long N, DataBuffer X, int offsetX, int incX);
protected abstract int idamax(long N, INDArray X, int incX);
protected abstract int idamax(long N, DataBuffer X, int offsetX, int incX);
/*
* ===========================================================================
* Prototypes for level 1 BLAS routines
* ===========================================================================
*/
/*
* Routines with standard 4 prefixes (s, d, c, z)
*/
protected abstract void sswap(long N, INDArray X, int incX, INDArray Y, int incY);
protected abstract void scopy(long N, INDArray X, int incX, INDArray Y, int incY);
protected abstract void scopy(long n, DataBuffer x, int offsetX, int incrX, DataBuffer y, int offsetY, int incrY);
protected abstract void haxpy(long N, float alpha, INDArray X, int incX, INDArray Y, int incY);
protected abstract void saxpy(long N, float alpha, INDArray X, int incX, INDArray Y, int incY);
protected abstract void haxpy(long N, float alpha, DataBuffer x, int offsetX, int incrX, DataBuffer y, int offsetY,
int incrY);
protected abstract void saxpy(long N, float alpha, DataBuffer x, int offsetX, int incrX, DataBuffer y, int offsetY,
int incrY);
protected abstract void dswap(long N, INDArray X, int incX, INDArray Y, int incY);
protected abstract void dcopy(long N, INDArray X, int incX, INDArray Y, int incY);
protected abstract void dcopy(long n, DataBuffer x, int offsetX, int incrX, DataBuffer y, int offsetY, int incrY);
protected abstract void daxpy(long N, double alpha, INDArray X, int incX, INDArray Y, int incY);
protected abstract void daxpy(long N, double alpha, DataBuffer x, int offsetX, int incrX, DataBuffer y, int offsetY,
int incrY);
/*
* Routines with S and D prefix only
*/
protected abstract void srotg(float a, float b, float c, float s);
protected abstract void srotmg(float d1, float d2, float b1, float b2, INDArray P);
protected abstract void srot(long N, INDArray X, int incX, INDArray Y, int incY, float c, float s);
protected abstract void srotm(long N, INDArray X, int incX, INDArray Y, int incY, INDArray P);
protected abstract void drotg(double a, double b, double c, double s);
protected abstract void drotmg(double d1, double d2, double b1, double b2, INDArray P);
protected abstract void drot(long N, INDArray X, int incX, INDArray Y, int incY, double c, double s);
protected abstract void drotm(long N, INDArray X, int incX, INDArray Y, int incY, INDArray P);
/*
* Routines with S D C Z CS and ZD prefixes
*/
protected abstract void sscal(long N, float alpha, INDArray X, int incX);
protected abstract void dscal(long N, double alpha, INDArray X, int incX);
@Override
public boolean supportsDataBufferL1Ops() {
return true;
}
}
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