All Downloads are FREE. Search and download functionalities are using the official Maven repository.

org.nd4j.linalg.jcublas.JCublasNDArrayFactory Maven / Gradle / Ivy

There is a newer version: 0.4-rc3.7
Show newest version
/*
 * Copyright 2015 Skymind,Inc.
 *
 *    Licensed under the Apache License, Version 2.0 (the "License");
 *    you may not use this file except in compliance with the License.
 *    You may obtain a copy of the License at
 *
 *        http://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.
 */

package org.nd4j.linalg.jcublas;

import org.nd4j.linalg.api.buffer.DataBuffer;
import org.nd4j.linalg.api.complex.IComplexDouble;
import org.nd4j.linalg.api.complex.IComplexFloat;
import org.nd4j.linalg.api.complex.IComplexNDArray;
import org.nd4j.linalg.api.complex.IComplexNumber;
import org.nd4j.linalg.api.ndarray.INDArray;
import org.nd4j.linalg.factory.BaseNDArrayFactory;
import org.nd4j.linalg.factory.Nd4j;
import org.nd4j.linalg.jcublas.complex.ComplexDouble;
import org.nd4j.linalg.jcublas.complex.ComplexFloat;
import org.nd4j.linalg.jcublas.complex.JCublasComplexNDArray;
import org.nd4j.linalg.util.ArrayUtil;

import java.util.List;

/**
 * Jcublas ndarray factory. Handles creation of
 * jcublas ndarrays.
 *
 * @author mjk
 */
public class JCublasNDArrayFactory extends BaseNDArrayFactory {


    public JCublasNDArrayFactory() {
    }

    public JCublasNDArrayFactory(DataBuffer.Type dtype, Character order) {
        super(dtype, order);
    }

    public JCublasNDArrayFactory(DataBuffer.Type dtype, char order) {
        super(dtype, order);
    }

    @Override
    public INDArray create(int[] shape, DataBuffer buffer) {
        return new JCublasNDArray(shape, buffer);
    }

    /**
     * Create float
     *
     * @param real real component
     * @param imag imag component
     * @return
     */
    @Override
    public IComplexFloat createFloat(float real, float imag) {
        return new ComplexFloat(real, imag);
    }

    /**
     * Create an instance of a complex double
     *
     * @param real the real component
     * @param imag the imaginary component
     * @return a new imaginary double with the specified real and imaginary components
     */
    @Override
    public IComplexDouble createDouble(double real, double imag) {
        return new ComplexDouble(real, imag);
    }

    /**
     * Create an ndarray with the given data layout
     *
     * @param data the data to create the ndarray with
     * @return the ndarray with the given data layout
     */
    @Override
    public INDArray create(double[][] data) {
        return new JCublasNDArray(data);
    }

    /**
     * Create a complex ndarray from the passed in indarray
     *
     * @param arr the arr to wrap
     * @return the complex ndarray with the specified ndarray as the
     * real components
     */
    @Override
    public IComplexNDArray createComplex(INDArray arr) {
        return new JCublasComplexNDArray(arr);
    }

    /**
     * Create a complex ndarray from the passed in indarray
     *
     * @param data  the data to wrap
     * @param shape
     * @return the complex ndarray with the specified ndarray as the
     * real components
     */
    @Override
    public IComplexNDArray createComplex(IComplexNumber[] data, int[] shape) {
        if (order == FORTRAN)
            return new JCublasComplexNDArray(data, shape, ArrayUtil.calcStridesFortran(shape));
        else
            return new JCublasComplexNDArray(data, shape);
    }

    /**
     * Create a complex ndarray from the passed in indarray
     *
     * @param arrs  the arr to wrap
     * @param shape
     * @return the complex ndarray with the specified ndarray as the
     * real components
     */
    @Override
    public IComplexNDArray createComplex(List arrs, int[] shape) {
        if (order == FORTRAN)
            return new JCublasComplexNDArray(arrs, shape, ArrayUtil.calcStridesFortran(shape));

        return new JCublasComplexNDArray(arrs, shape);
    }

    @Override
    public INDArray create(DataBuffer data) {
        return new JCublasNDArray(data);
    }

    @Override
    public IComplexNDArray createComplex(DataBuffer data) {
        return new JCublasComplexNDArray(data);
    }

    @Override
    public IComplexNDArray createComplex(DataBuffer data, int rows, int columns, int[] stride, int offset) {
        return new JCublasComplexNDArray(data, new int[]{rows, columns}, stride, offset);
    }

    @Override
    public INDArray create(DataBuffer data, int rows, int columns, int[] stride, int offset) {
        return new JCublasNDArray(data, new int[]{rows, columns}, stride, offset);
    }

    @Override
    public IComplexNDArray createComplex(DataBuffer data, int[] shape, int[] stride, int offset) {
        return new JCublasComplexNDArray(data, shape, stride, offset);
    }

    /**
     * Creates a complex ndarray with the specified shape
     *
     * @param data   the data to use with the ndarray
     * @param shape  the shape of the ndarray
     * @param stride the stride for the ndarray
     * @param offset the offset of the ndarray
     * @return the instance
     */
    @Override
    public IComplexNDArray createComplex(float[] data, int[] shape, int[] stride, int offset) {
        return new JCublasComplexNDArray(data, shape, stride, offset);
    }

    @Override
    public INDArray create(int[] shape, char ordering) {
        return new JCublasNDArray(shape, ordering);
    }

    @Override
    public INDArray create(DataBuffer data, int[] newShape, int[] newStride, int offset, char ordering) {
        return new JCublasNDArray(data, newShape, newStride, offset, ordering);
    }

    @Override
    public IComplexNDArray createComplex(DataBuffer data, int[] newDims, int[] newStrides, int offset, char ordering) {
        return new JCublasComplexNDArray(data, newDims, newStrides, offset, ordering);
    }

    @Override
    public IComplexNDArray createComplex(float[] data, Character order) {
        return new JCublasComplexNDArray(data, order);
    }

    @Override
    public INDArray create(float[] data, int[] shape, int offset, Character order) {
        return new JCublasNDArray(data, shape, offset, order);
    }

    @Override
    public INDArray create(float[] data, int rows, int columns, int[] stride, int offset, char ordering) {
        return new JCublasNDArray(data, new int[]{rows, columns}, stride, offset, ordering);
    }

    @Override
    public INDArray create(double[] data, int[] shape, char ordering) {
        return new JCublasNDArray(data, shape, ordering);
    }

    @Override
    public INDArray create(List list, int[] shape, char ordering) {
        return new JCublasNDArray(list, shape, ordering);
    }

    @Override
    public INDArray create(double[] data, int[] shape, int offset) {
        return new JCublasNDArray(data, shape, (char) offset);
    }

    @Override
    public INDArray create(double[] data, int[] shape, int[] stride, int offset, char ordering) {
        return new JCublasNDArray(data, shape, stride, offset, ordering);
    }


    @Override
    public IComplexNDArray createComplex(IComplexNumber[] data, int[] shape, int[] stride, int offset) {
        return new JCublasComplexNDArray(data, shape, stride, offset);
    }

    @Override
    public IComplexNDArray createComplex(IComplexNumber[] data, int[] shape, int[] stride, int offset, char ordering) {
        return new JCublasComplexNDArray(data, shape, stride, offset, ordering);
    }

    @Override
    public IComplexNDArray createComplex(IComplexNumber[] data, int[] shape, int[] stride, char ordering) {
        return new JCublasComplexNDArray(data, shape, stride, ordering);
    }

    @Override
    public IComplexNDArray createComplex(IComplexNumber[] data, int[] shape, int offset, char ordering) {
        return new JCublasComplexNDArray(data, shape, offset, ordering);
    }

    @Override
    public IComplexNDArray createComplex(IComplexNumber[] data, int[] shape, char ordering) {
        return new JCublasComplexNDArray(data, shape, ordering);
    }

    /**
     * Creates an ndarray with the specified shape
     *
     * @param data
     * @param shape  the shape of the ndarray
     * @param stride the stride for the ndarray
     * @param offset the offset of the ndarray
     * @return the instance
     */
    @Override
    public INDArray create(float[] data, int[] shape, int[] stride, int offset) {
        return new JCublasNDArray(data, shape, stride, offset);
    }

    /**
     * Creates a complex ndarray with the specified shape
     *
     * @param data
     * @param shape  the shape of the ndarray
     * @param stride the stride for the ndarray
     * @param offset the offset of the ndarray
     * @return the instance
     */
    @Override
    public IComplexNDArray createComplex(double[] data, int[] shape, int[] stride, int offset) {
        return new JCublasComplexNDArray(ArrayUtil.floatCopyOf(data), shape, stride, offset);
    }

    /**
     * Creates an ndarray with the specified shape
     *
     * @param data
     * @param shape  the shape of the ndarray
     * @param stride the stride for the ndarray
     * @param offset the offset of the ndarray
     * @return the instance
     */
    @Override
    public INDArray create(double[] data, int[] shape, int[] stride, int offset) {
        return new JCublasNDArray(data, shape, stride, offset);
    }

    @Override
    public INDArray create(DataBuffer data, int[] shape) {
        return new JCublasNDArray(data, shape);
    }

    @Override
    public IComplexNDArray createComplex(DataBuffer data, int[] shape) {
        return new JCublasComplexNDArray(data, shape);

    }

    @Override
    public IComplexNDArray createComplex(DataBuffer data, int[] shape, int[] stride) {
        return new JCublasComplexNDArray(data, shape, stride);
    }

    @Override
    public INDArray create(DataBuffer data, int[] shape, int[] stride, int offset) {
        return new JCublasNDArray(data, shape, stride, offset);
    }

    /**
     * Creates an ndarray with the specified shape
     *
     * @param list
     * @param shape the shape of the ndarray
     * @return the instance
     */
    @Override
    public INDArray create(List list, int[] shape) {
        if (order == FORTRAN)
            return new JCublasNDArray(list, shape, ArrayUtil.calcStridesFortran(shape));
        else
            return new JCublasNDArray(list, shape);
    }

    @Override
    public IComplexNDArray createComplex(double[] data, int[] shape, int[] stride, int offset, char ordering) {
        return new JCublasComplexNDArray(ArrayUtil.floatCopyOf(data), shape, stride, offset, ordering);
    }

    @Override
    public IComplexNDArray createComplex(double[] data, int[] shape, int offset, char ordering) {
        return new JCublasComplexNDArray(ArrayUtil.floatCopyOf(data), shape, offset, ordering);
    }

    @Override
    public IComplexNDArray createComplex(DataBuffer buffer, int[] shape, int offset, char ordering) {
        return new JCublasComplexNDArray(buffer, shape, offset, ordering);
    }

    @Override
    public IComplexNDArray createComplex(double[] data, int[] shape, int offset) {
        return new JCublasComplexNDArray(ArrayUtil.floatCopyOf(data), shape, offset);
    }

    @Override
    public IComplexNDArray createComplex(DataBuffer buffer, int[] shape, int offset) {
        return new JCublasComplexNDArray(buffer, shape, offset);
    }

    @Override
    public INDArray create(float[] data, int[] shape, int offset) {
        return new JCublasNDArray(data, shape, offset);
    }

    @Override
    public IComplexNDArray createComplex(float[] data, int[] shape, int offset, char ordering) {
        return new JCublasComplexNDArray(data, shape, Nd4j.getComplexStrides(shape, ordering), offset, ordering);
    }

    @Override
    public IComplexNDArray createComplex(float[] data, int[] shape, int offset) {
        return new JCublasComplexNDArray(data, shape, offset);
    }

    @Override
    public IComplexNDArray createComplex(float[] data, int[] shape, int[] stride, int offset, char ordering) {
        return new JCublasComplexNDArray(data, shape, stride, offset, ordering);
    }

    @Override
    public INDArray create(float[][] floats) {
        return new JCublasNDArray(floats);
    }

    @Override
    public IComplexNDArray createComplex(float[] dim) {
        if (dim.length % 2 != 0)
            throw new IllegalArgumentException("Complex nd array buffers must have an even number of elements");
        IComplexNDArray ret = Nd4j.createComplex(dim.length / 2);
        int count = 0;
        for (int i = 0; i < dim.length - 1; i += 2) {
            ret.putScalar(count++, Nd4j.createDouble(dim[i], dim[i + 1]));
        }
        return ret;
    }

    @Override
    public INDArray create(float[] data, int[] shape, int[] stride, int offset, char ordering) {
        return new JCublasNDArray(data, shape, stride, offset, ordering);
    }

    @Override
    public INDArray create(DataBuffer buffer, int[] shape, int offset) {
        return new JCublasNDArray(buffer, shape, offset);
    }
}




© 2015 - 2024 Weber Informatics LLC | Privacy Policy