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MAHOUT-1974 CUDA support #310

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251 changes: 251 additions & 0 deletions cuda/pom.xml
Original file line number Diff line number Diff line change
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<?xml version="1.0" encoding="UTF-8"?>

<!--
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.
-->

<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>

<parent>
<groupId>org.apache.mahout</groupId>
<artifactId>mahout</artifactId>
<version>0.13.0-SNAPSHOT</version>
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needs to be 0.13.1-SNAPSHOT

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Done

<relativePath>../pom.xml</relativePath>
</parent>

<properties>
<jcuda.jcudaVersion>0.8.0</jcuda.jcudaVersion>
</properties>

<artifactId>mahout-native-cuda_${scala.compat.version}</artifactId>

<name>Mahout Native CUDA Bindings</name>
<description>Native Structures and interfaces to be used from Mahout math-scala.
</description>

<packaging>jar</packaging>

<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>

<plugin>
<artifactId>maven-javadoc-plugin</artifactId>
</plugin>

<plugin>
<artifactId>maven-source-plugin</artifactId>
</plugin>

<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>

<!--this is what scalatest recommends to do to enable scala tests -->

<!-- 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>

<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>

<!-- 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>

</plugins>

</build>

<dependencies>

<dependency>
<groupId>${project.groupId}</groupId>
<artifactId>mahout-math-scala_${scala.compat.version}</artifactId>
</dependency>

<!-- 3rd-party -->
<dependency>
<groupId>log4j</groupId>
<artifactId>log4j</artifactId>
</dependency>

<!-- scala stuff -->
<dependency>
<groupId>org.scalatest</groupId>
<artifactId>scalatest_${scala.compat.version}</artifactId>
</dependency>

<dependency>
<groupId>org.bytedeco</groupId>
<artifactId>javacpp</artifactId>
<version>1.2.4</version>
</dependency>

<dependency>
<groupId>org.jcuda</groupId>
<artifactId>jcuda</artifactId>
<version>${jcuda.jcudaVersion}</version>
</dependency>

<dependency>
<groupId>org.jcuda</groupId>
<artifactId>jcusparse</artifactId>
<version>${jcuda.jcudaVersion}</version>
</dependency>

</dependencies>


<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>
83 changes: 83 additions & 0 deletions cuda/src/main/scala/org/apache/mahout/cuda/CompressedMatrix.scala
Original file line number Diff line number Diff line change
@@ -0,0 +1,83 @@
/**
* 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.
*/

// Copyright (c) 2017, NVIDIA CORPORATION. All rights reserved.

package org.apache.mahout.cuda

import java.nio._

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._

final class CompressedMatrix {

var row_ptr = new jcuda.Pointer()
var col_ind = new jcuda.Pointer()
var vals = new jcuda.Pointer()

var trans = CUSPARSE_OPERATION_NON_TRANSPOSE
var descr = new cusparseMatDescr()

var nrows = 0
var ncols = 0
var nonz = 0

def this(ctx: Context, nrow: Int, ncol: Int, nonzeros: Int = 0) {
this()

nrows = nrow
ncols = ncol
cudaMalloc(row_ptr, (nrow+1)*jcuda.Sizeof.INT)

nonz = nonzeros
if (nonzeros > 0) {
cudaMalloc(col_ind, nonzeros*jcuda.Sizeof.INT)
cudaMalloc(vals, nonzeros*jcuda.Sizeof.DOUBLE)
}

// create and setup matrix descriptor
cusparseCreateMatDescr(descr)
cusparseSetMatType(descr, CUSPARSE_MATRIX_TYPE_GENERAL)
cusparseSetMatIndexBase(descr, CUSPARSE_INDEX_BASE_ZERO)
}

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)
}

def close() {
cudaFree(row_ptr)
if (nonz > 0) {
cudaFree(col_ind)
cudaFree(vals)
}
}
}

36 changes: 36 additions & 0 deletions cuda/src/main/scala/org/apache/mahout/cuda/Context.scala
Original file line number Diff line number Diff line change
@@ -0,0 +1,36 @@
/**
* 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.
*/

// Copyright (c) 2017, NVIDIA CORPORATION. All rights reserved.

package org.apache.mahout.cuda

import jcuda.jcusparse.JCusparse._
import jcuda.jcusparse._
import jcuda.runtime.JCuda

final class Context {

// Enable exceptions for all CUDA libraries
JCuda.setExceptionsEnabled(true)
JCusparse.setExceptionsEnabled(true)

// Initialize JCusparse library
var handle: jcuda.jcusparse.cusparseHandle = new cusparseHandle()
cusparseCreate(handle)
}

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