org.nd4j.jita.constant.ProtectedCudaShapeInfoProvider Maven / Gradle / Ivy
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* * 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.
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* * 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.
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* * SPDX-License-Identifier: Apache-2.0
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package org.nd4j.jita.constant;
import lombok.extern.slf4j.Slf4j;
import org.nd4j.linalg.api.buffer.DataType;
import org.nd4j.linalg.api.shape.LongShapeDescriptor;
import org.nd4j.linalg.api.shape.options.ArrayOptionsHelper;
import org.nd4j.linalg.api.shape.options.ArrayType;
import org.nd4j.common.primitives.Pair;
import org.nd4j.jita.allocator.impl.AtomicAllocator;
import org.nd4j.linalg.api.buffer.DataBuffer;
import org.nd4j.linalg.api.ndarray.BaseShapeInfoProvider;
import java.util.concurrent.Semaphore;
import java.util.concurrent.atomic.AtomicLong;
/**
* @author [email protected]
*/
@Slf4j
public class ProtectedCudaShapeInfoProvider extends BaseShapeInfoProvider {
private AtomicAllocator allocator;
private AtomicLong cacheHit = new AtomicLong(1);
private AtomicLong cacheMiss = new AtomicLong(1);
private Semaphore lock = new Semaphore(1);
protected static final ConstantProtector protector = ConstantProtector.getInstance();
private static ProtectedCudaShapeInfoProvider ourInstance = new ProtectedCudaShapeInfoProvider();
private ProtectedCudaShapeInfoProvider() {
}
/**
* This method forces cache purge, if cache is available for specific implementation
*/
@Override
public void purgeCache() {
protector.purgeProtector();
}
public static ProtectedCudaShapeInfoProvider getInstance() {
return ourInstance;
}
@Override
public Pair createShapeInformation(long[] shape, long[] stride, long elementWiseStride, char order, DataType type, boolean empty) {
long extras = ArrayOptionsHelper.setOptionBit(0L, type);
if (empty)
extras = ArrayOptionsHelper.setOptionBit(extras, ArrayType.EMPTY);
return createShapeInformation(shape, stride, elementWiseStride, order, extras);
}
@Override
public Pair createShapeInformation(long[] shape, long[] stride, long elementWiseStride, char order, long extras) {
// We enforce offset to 0 in shapeBuffer, since we need it for cache efficiency + we don't actually use offset value @ native side
long offset = 0;
if (elementWiseStride < 0)
elementWiseStride = 0;
Integer deviceId = AtomicAllocator.getInstance().getDeviceId();
LongShapeDescriptor descriptor = new LongShapeDescriptor(shape, stride, offset, elementWiseStride, order, extras);
if (!protector.containsDataBuffer(deviceId, descriptor)) {
Pair buffer = null;
synchronized (this) {
if (!protector.containsDataBuffer(deviceId, descriptor)) {
//log.info("Cache miss: {}", descriptor);
buffer = super.createShapeInformation(shape, stride, elementWiseStride, order, extras);
buffer.getFirst().setConstant(true);
/*
// constant space is allocated at cpp level
if (CudaEnvironment.getInstance().getConfiguration().getMemoryModel() == Configuration.MemoryModel.IMMEDIATE) {
Nd4j.getConstantHandler().moveToConstantSpace(buffer.getFirst());
}
*/
//deviceCache.get(deviceId).put(descriptor, buffer);
protector.persistDataBuffer(deviceId, descriptor, buffer);
bytes.addAndGet(buffer.getFirst().length() * 8 * 2);
cacheMiss.incrementAndGet();
} else {
buffer = protector.getDataBuffer(deviceId, descriptor);
}
}
return buffer;
} else {
// log.info("Cache hit: {}", descriptor);
cacheHit.incrementAndGet();
}
return protector.getDataBuffer(deviceId, descriptor); //deviceCache.get(deviceId).get(descriptor);
}
}
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