org.nd4j.jita.allocator.utils.AllocationUtils Maven / Gradle / Ivy
/*
* ******************************************************************************
* *
* *
* * 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.
* *
* * See the NOTICE file distributed with this work for additional
* * information regarding copyright ownership.
* * 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.jita.allocator.utils;
import lombok.NonNull;
import org.bytedeco.javacpp.LongPointer;
import org.nd4j.jita.allocator.impl.AllocationShape;
import org.nd4j.jita.allocator.impl.AtomicAllocator;
import org.nd4j.linalg.api.buffer.DataBuffer;
import org.nd4j.linalg.api.ndarray.INDArray;
import org.nd4j.linalg.factory.Nd4j;
import org.nd4j.linalg.jcublas.buffer.CudaDoubleDataBuffer;
import org.nd4j.linalg.jcublas.buffer.JCudaBuffer;
/**
* @author [email protected]
*/
public class AllocationUtils {
public static long getRequiredMemory(@NonNull AllocationShape shape) {
return shape.getLength() * getElementSize(shape);
}
public static int getElementSize(@NonNull AllocationShape shape) {
if (shape.getElementSize() > 0)
return shape.getElementSize();
else
return Nd4j.sizeOfDataType(shape.getDataType());
}
/**
* This method returns AllocationShape for specific array, that takes in account its real shape: offset, length, etc
*
* @param array
* @return
*/
public static AllocationShape buildAllocationShape(INDArray array) {
AllocationShape shape = new AllocationShape();
shape.setDataType(array.data().dataType());
shape.setLength(array.length());
shape.setDataType(array.data().dataType());
return shape;
}
/**
* This method returns AllocationShape for the whole DataBuffer.
*
* @param buffer
* @return
*/
public static AllocationShape buildAllocationShape(DataBuffer buffer) {
AllocationShape shape = new AllocationShape();
shape.setDataType(buffer.dataType());
shape.setLength(buffer.length());
return shape;
}
/**
* This method returns AllocationShape for specific buffer, that takes in account its real shape: offset, length, etc
*
* @param buffer
* @return
*/
public static AllocationShape buildAllocationShape(JCudaBuffer buffer) {
AllocationShape shape = new AllocationShape();
shape.setDataType(buffer.dataType());
shape.setLength(buffer.length());
return shape;
}
public static DataBuffer getPointersBuffer(long[] pointers) {
CudaDoubleDataBuffer tempX = new CudaDoubleDataBuffer(pointers.length);
AtomicAllocator.getInstance().memcpyBlocking(tempX, new LongPointer(pointers), pointers.length * 8, 0);
return tempX;
}
}
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