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MAHOUT-1974 initial CUDA support closes #310
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<?xml version="1.0" encoding="UTF-8"?> | ||
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<!-- | ||
Licensed to the Apache Software Foundation (ASF) under one or more | ||
contributor license agreements. See the NOTICE file distributed with | ||
this work for additional information regarding copyright ownership. | ||
The ASF licenses this file to You 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. | ||
--> | ||
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<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" | ||
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd"> | ||
<modelVersion>4.0.0</modelVersion> | ||
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<parent> | ||
<groupId>org.apache.mahout</groupId> | ||
<artifactId>mahout</artifactId> | ||
<version>0.13.1-SNAPSHOT</version> | ||
<relativePath>../pom.xml</relativePath> | ||
</parent> | ||
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<properties> | ||
<jcuda.jcudaVersion>0.8.0</jcuda.jcudaVersion> | ||
</properties> | ||
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<artifactId>mahout-native-cuda_${scala.compat.version}</artifactId> | ||
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<name>Mahout Native CUDA Bindings</name> | ||
<description>Native Structures and interfaces to be used from Mahout math-scala. | ||
</description> | ||
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<packaging>jar</packaging> | ||
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<build> | ||
<plugins> | ||
<!-- create test jar so other modules can reuse the native test utility classes. --> | ||
<plugin> | ||
<groupId>org.apache.maven.plugins</groupId> | ||
<artifactId>maven-jar-plugin</artifactId> | ||
<executions> | ||
<execution> | ||
<goals> | ||
<goal>test-jar</goal> | ||
</goals> | ||
<phase>package</phase> | ||
</execution> | ||
</executions> | ||
</plugin> | ||
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<plugin> | ||
<artifactId>maven-javadoc-plugin</artifactId> | ||
</plugin> | ||
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<plugin> | ||
<artifactId>maven-source-plugin</artifactId> | ||
</plugin> | ||
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<plugin> | ||
<groupId>net.alchim31.maven</groupId> | ||
<artifactId>scala-maven-plugin</artifactId> | ||
<executions> | ||
<execution> | ||
<id>add-scala-sources</id> | ||
<phase>initialize</phase> | ||
<goals> | ||
<goal>add-source</goal> | ||
</goals> | ||
</execution> | ||
<execution> | ||
<id>scala-compile</id> | ||
<phase>process-resources</phase> | ||
<goals> | ||
<goal>compile</goal> | ||
</goals> | ||
</execution> | ||
<execution> | ||
<id>scala-test-compile</id> | ||
<phase>process-test-resources</phase> | ||
<goals> | ||
<goal>testCompile</goal> | ||
</goals> | ||
</execution> | ||
</executions> | ||
</plugin> | ||
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<!--this is what scalatest recommends to do to enable scala tests --> | ||
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<!-- disable surefire --> | ||
<!--<plugin>--> | ||
<!--<groupId>org.apache.maven.plugins</groupId>--> | ||
<!--<artifactId>maven-surefire-plugin</artifactId>--> | ||
<!--<configuration>--> | ||
<!--<skipTests>true</skipTests>--> | ||
<!--</configuration>--> | ||
<!--</plugin>--> | ||
<!-- enable scalatest --> | ||
<plugin> | ||
<groupId>org.scalatest</groupId> | ||
<artifactId>scalatest-maven-plugin</artifactId> | ||
<executions> | ||
<execution> | ||
<id>test</id> | ||
<goals> | ||
<goal>test</goal> | ||
</goals> | ||
</execution> | ||
</executions> | ||
<configuration> | ||
<argLine>-Xmx4g</argLine> | ||
</configuration> | ||
</plugin> | ||
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<plugin> | ||
<groupId>org.apache.maven.plugins</groupId> | ||
<artifactId>maven-dependency-plugin</artifactId> | ||
<version>2.3</version> | ||
<executions> | ||
<execution> | ||
<goals> | ||
<goal>properties</goal> | ||
</goals> | ||
</execution> | ||
</executions> | ||
</plugin> | ||
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<!-- copy jars to top directory, which is MAHOUT_HOME --> | ||
<plugin> | ||
<artifactId>maven-antrun-plugin</artifactId> | ||
<version>1.4</version> | ||
<executions> | ||
<execution> | ||
<id>copy</id> | ||
<phase>package</phase> | ||
<configuration> | ||
<tasks> | ||
<copy file="target/mahout-native-cuda_${scala.compat.version}-${version}.jar" tofile="../mahout-native-cuda_${scala.compat.version}-${version}.jar" /> | ||
</tasks> | ||
</configuration> | ||
<goals> | ||
<goal>run</goal> | ||
</goals> | ||
</execution> | ||
</executions> | ||
</plugin> | ||
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</plugins> | ||
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</build> | ||
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<dependencies> | ||
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<dependency> | ||
<groupId>${project.groupId}</groupId> | ||
<artifactId>mahout-math-scala_${scala.compat.version}</artifactId> | ||
</dependency> | ||
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<!-- 3rd-party --> | ||
<dependency> | ||
<groupId>log4j</groupId> | ||
<artifactId>log4j</artifactId> | ||
</dependency> | ||
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<!-- scala stuff --> | ||
<dependency> | ||
<groupId>org.scalatest</groupId> | ||
<artifactId>scalatest_${scala.compat.version}</artifactId> | ||
</dependency> | ||
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<dependency> | ||
<groupId>org.bytedeco</groupId> | ||
<artifactId>javacpp</artifactId> | ||
<version>1.2.4</version> | ||
</dependency> | ||
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<dependency> | ||
<groupId>org.jcuda</groupId> | ||
<artifactId>jcuda</artifactId> | ||
<version>${jcuda.jcudaVersion}</version> | ||
</dependency> | ||
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<dependency> | ||
<groupId>org.jcuda</groupId> | ||
<artifactId>jcusparse</artifactId> | ||
<version>${jcuda.jcudaVersion}</version> | ||
</dependency> | ||
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</dependencies> | ||
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<profiles> | ||
<profile> | ||
<id>mahout-release</id> | ||
<build> | ||
<plugins> | ||
<plugin> | ||
<groupId>net.alchim31.maven</groupId> | ||
<artifactId>scala-maven-plugin</artifactId> | ||
<executions> | ||
<execution> | ||
<id>generate-scaladoc</id> | ||
<goals> | ||
<goal>doc</goal> | ||
</goals> | ||
</execution> | ||
<execution> | ||
<id>attach-scaladoc-jar</id> | ||
<goals> | ||
<goal>doc-jar</goal> | ||
</goals> | ||
</execution> | ||
</executions> | ||
</plugin> | ||
</plugins> | ||
</build> | ||
</profile> | ||
<profile> | ||
<id>travis</id> | ||
<build> | ||
<plugins> | ||
<plugin> | ||
<groupId>org.apache.maven.plugins</groupId> | ||
<artifactId>maven-surefire-plugin</artifactId> | ||
<configuration> | ||
<!-- Limit memory for unit tests in Travis --> | ||
<argLine>-Xmx4g</argLine> | ||
<!--<argLine>-Djava.library.path=${project.build.directory}/libs/natives/linux-x86_64:${project.build.directory}/libs/natives/linux:${project.build.directory}/libs/natives/maxosx</argLine>--> | ||
</configuration> | ||
</plugin> | ||
<plugin> | ||
<groupId>org.apache.maven.plugins</groupId> | ||
<artifactId>maven-failsafe-plugin</artifactId> | ||
<configuration> | ||
<!-- Limit memory for integration tests in Travis --> | ||
<argLine>-Xmx4g</argLine> | ||
<!--<argLine>-Djava.library.path=${project.build.directory}/libs/natives/linux-x86_64:${project.build.directory}/libs/natives/linux:${project.build.directory}/libs/natives/maxosx</argLine>--> | ||
</configuration> | ||
</plugin> | ||
</plugins> | ||
</build> | ||
</profile> | ||
</profiles> | ||
</project> |
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83
cuda/src/main/scala/org/apache/mahout/cuda/CompressedMatrix.scala
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/** | ||
* Licensed to the Apache Software Foundation (ASF) under one or more | ||
* contributor license agreements. See the NOTICE file distributed with | ||
* this work for additional information regarding copyright ownership. | ||
* The ASF licenses this file to You 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. | ||
*/ | ||
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// Copyright (c) 2017, NVIDIA CORPORATION. All rights reserved. | ||
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package org.apache.mahout.cuda | ||
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import java.nio._ | ||
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import jcuda.jcusparse.cusparseIndexBase.CUSPARSE_INDEX_BASE_ZERO | ||
import jcuda.jcusparse.cusparseMatrixType.CUSPARSE_MATRIX_TYPE_GENERAL | ||
import jcuda.jcusparse.cusparseOperation.CUSPARSE_OPERATION_NON_TRANSPOSE | ||
import jcuda.jcusparse.JCusparse._ | ||
import jcuda.jcusparse._ | ||
import jcuda.runtime.JCuda._ | ||
import jcuda.runtime.cudaMemcpyKind._ | ||
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final class CompressedMatrix { | ||
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var row_ptr = new jcuda.Pointer() | ||
var col_ind = new jcuda.Pointer() | ||
var vals = new jcuda.Pointer() | ||
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var trans = CUSPARSE_OPERATION_NON_TRANSPOSE | ||
var descr = new cusparseMatDescr() | ||
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var nrows = 0 | ||
var ncols = 0 | ||
var nonz = 0 | ||
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def this(ctx: Context, nrow: Int, ncol: Int, nonzeros: Int = 0) { | ||
this() | ||
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nrows = nrow | ||
ncols = ncol | ||
cudaMalloc(row_ptr, (nrow+1)*jcuda.Sizeof.INT) | ||
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nonz = nonzeros | ||
if (nonzeros > 0) { | ||
cudaMalloc(col_ind, nonzeros*jcuda.Sizeof.INT) | ||
cudaMalloc(vals, nonzeros*jcuda.Sizeof.DOUBLE) | ||
} | ||
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// create and setup matrix descriptor | ||
cusparseCreateMatDescr(descr) | ||
cusparseSetMatType(descr, CUSPARSE_MATRIX_TYPE_GENERAL) | ||
cusparseSetMatIndexBase(descr, CUSPARSE_INDEX_BASE_ZERO) | ||
} | ||
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def set(rowJumper: Array[Int], | ||
colIndices: Array[Int], | ||
elements: Array[Double], | ||
nrow: Int, | ||
ncol: Int, | ||
nonzeros: Int) { | ||
cudaMemcpy(row_ptr, jcuda.Pointer.to(rowJumper), (nrow+1)*jcuda.Sizeof.INT, cudaMemcpyHostToDevice) | ||
cudaMemcpy(col_ind, jcuda.Pointer.to(colIndices), (nonzeros)*jcuda.Sizeof.INT, cudaMemcpyHostToDevice) | ||
cudaMemcpy(vals, jcuda.Pointer.to(elements), (nonzeros)*jcuda.Sizeof.DOUBLE, cudaMemcpyHostToDevice) | ||
} | ||
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def close() { | ||
cudaFree(row_ptr) | ||
if (nonz > 0) { | ||
cudaFree(col_ind) | ||
cudaFree(vals) | ||
} | ||
} | ||
} | ||
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/** | ||
* Licensed to the Apache Software Foundation (ASF) under one or more | ||
* contributor license agreements. See the NOTICE file distributed with | ||
* this work for additional information regarding copyright ownership. | ||
* The ASF licenses this file to You 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. | ||
*/ | ||
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// Copyright (c) 2017, NVIDIA CORPORATION. All rights reserved. | ||
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package org.apache.mahout.cuda | ||
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import jcuda.jcusparse.JCusparse._ | ||
import jcuda.jcusparse._ | ||
import jcuda.runtime.JCuda | ||
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final class Context { | ||
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// Enable exceptions for all CUDA libraries | ||
JCuda.setExceptionsEnabled(true) | ||
JCusparse.setExceptionsEnabled(true) | ||
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// Initialize JCusparse library | ||
var handle: jcuda.jcusparse.cusparseHandle = new cusparseHandle() | ||
cusparseCreate(handle) | ||
} | ||
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