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authorMichael Bien <[email protected]>2011-09-15 04:05:03 +0200
committerMichael Bien <[email protected]>2011-09-15 04:05:03 +0200
commit1247f00729e168d1cfb1991ed43f9d64bd9227bd (patch)
treec4593c5648b1c8f7c44f2311c207c1628873cfe3
parent3630d06bc4858ff82ea8cbe7b699fda211c0ec47 (diff)
initial version of parallel Reduction utility.
-rw-r--r--src/com/jogamp/opencl/util/pp/Reduction.java392
-rw-r--r--src/com/jogamp/opencl/util/pp/reduce.cl73
-rw-r--r--test/com/jogamp/opencl/util/pp/ReductionTest.java231
3 files changed, 696 insertions, 0 deletions
diff --git a/src/com/jogamp/opencl/util/pp/Reduction.java b/src/com/jogamp/opencl/util/pp/Reduction.java
new file mode 100644
index 0000000..690a573
--- /dev/null
+++ b/src/com/jogamp/opencl/util/pp/Reduction.java
@@ -0,0 +1,392 @@
+/*
+ * Copyright (c) 2011, Michael Bien
+ * All rights reserved.
+ *
+ * Redistribution and use in source and binary forms, with or without modification, are
+ * permitted provided that the following conditions are met:
+ *
+ * 1. Redistributions of source code must retain the above copyright notice, this list of
+ * conditions and the following disclaimer.
+ *
+ * 2. Redistributions in binary form must reproduce the above copyright notice, this list
+ * of conditions and the following disclaimer in the documentation and/or other materials
+ * provided with the distribution.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED
+ * WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND
+ * FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR
+ * CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+ * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+ * SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON
+ * ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
+ * NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF
+ * ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ *
+ */
+
+/*
+ * Created on Thursday, September 08 2011 21:22
+ */
+package com.jogamp.opencl.util.pp;
+
+import com.jogamp.opencl.util.CLProgramConfiguration;
+import java.nio.DoubleBuffer;
+import java.nio.FloatBuffer;
+import java.nio.LongBuffer;
+import java.nio.ShortBuffer;
+import com.jogamp.opencl.CLBuffer;
+import com.jogamp.opencl.CLCommandQueue;
+import com.jogamp.opencl.CLContext;
+import com.jogamp.opencl.CLProgram;
+import com.jogamp.opencl.CLResource;
+import com.jogamp.opencl.CLWork.CLWork1D;
+import com.jogamp.opencl.util.CLUtil;
+import java.io.IOException;
+import java.nio.Buffer;
+import java.nio.ByteBuffer;
+import java.nio.IntBuffer;
+
+import static com.jogamp.opencl.CLMemory.Mem.*;
+import static com.jogamp.common.nio.Buffers.*;
+import static java.lang.Math.*;
+
+/**
+ *
+ * @author Michael Bien
+ */
+public class Reduction<B extends Buffer> implements CLResource {
+
+ private static final String SOURCES;
+
+ private final OP OPERATION;
+ private final TYPE ELEMENT;
+
+ private final int VECTOR_SIZE;
+ private final CLProgram program;
+ private final CLWork1D reduction;
+
+ static{
+ try {
+ StringBuilder sb = new StringBuilder(2048);
+ CLUtil.readStream(Reduction.class.getResourceAsStream("reduce.cl"), sb);
+ SOURCES = sb.toString();
+ } catch (IOException ex) {
+ throw new RuntimeException("can not initialize Reduction.", ex);
+ }
+ }
+
+ private <B extends Buffer> Reduction(CLContext context, OP op, Class<B> elementType) {
+
+ this.ELEMENT = TYPE.valueOf(elementType);
+ this.OPERATION = op;
+ this.VECTOR_SIZE = 4;
+
+ this.program = context.createProgram(SOURCES);
+
+ CLProgramConfiguration config = program.prepare();
+ config.withDefine("OP_"+op.name())
+ .withDefine("TYPE", ELEMENT.vectorType(VECTOR_SIZE));
+ if(ELEMENT.equals(TYPE.DOUBLE)) {
+ config.withDefine("DOUBLE_FP");
+ }
+ config.build();
+
+ reduction = CLWork1D.create1D(program.createCLKernel("reduce"));
+ }
+
+ public static <B extends Buffer> Reduction<B> create(CLContext context, OP op, Class<B> elementType) {
+ return new Reduction<B>(context, op, elementType);
+ }
+
+ public B reduce(CLCommandQueue queue, B input, B output) {
+
+ int length = input.capacity();
+
+ //TODO thats temporary...
+ if(length%(VECTOR_SIZE*2) != 0) {
+ throw new IllegalArgumentException("input buffer must be evenly devideable through "+VECTOR_SIZE*2);
+ }
+
+ int groupSize = (int)reduction.getKernel().getWorkGroupSize(queue.getDevice());
+ int realSize = length / VECTOR_SIZE;
+ int workItems = roundUp(realSize, groupSize*2) / 2;
+
+ int groups = workItems / groupSize;
+ int sharedBufferSize = groupSize / 2 * ELEMENT.SIZE*VECTOR_SIZE;
+
+ int outputSize = groups * ELEMENT.SIZE*VECTOR_SIZE;
+
+ CLContext context = queue.getContext();
+
+ CLBuffer<B> in = context.createBuffer(input, READ_ONLY);
+ CLBuffer<ByteBuffer> out = context.createByteBuffer(outputSize, WRITE_ONLY);
+
+ reduction.getKernel().putArgs(in, out).putArgSize(sharedBufferSize).putArg(realSize/2).rewind();
+ reduction.setWorkSize(workItems, groupSize);
+
+ System.out.println(groups);
+ System.out.println(reduction);
+
+ queue.putWriteBuffer(in, false);
+ queue.putWork(reduction);
+ queue.putReadBuffer(out, true);
+
+ in.release();
+ out.release();
+
+ if(OPERATION.equals(OP.MAX)) {
+ finishMax(output, out.getBuffer());
+ }else if(OPERATION.equals(OP.MIN)) {
+ finishMin(output, out.getBuffer());
+ }else if(OPERATION.equals(OP.ADD)) {
+ finishAdd(output, out.getBuffer());
+ }else if(OPERATION.equals(OP.MUL)) {
+ finishMul(output, out.getBuffer());
+ }else{
+ throw new RuntimeException();
+ }
+
+ return output;
+ }
+
+ private static int roundUp(int globalSize, int groupSize) {
+ int r = globalSize % groupSize;
+ if (r == 0) {
+ return globalSize;
+ } else {
+ return globalSize + groupSize - r;
+ }
+ }
+
+ private <B extends Buffer> void finishMax(B output, ByteBuffer buffer) {
+ if(output instanceof ByteBuffer) {
+ byte max = Byte.MIN_VALUE;
+ while(buffer.hasRemaining()) {
+ max = (byte) max(max, buffer.get());
+ }
+ ((ByteBuffer)output).put(max);
+ }else if(output instanceof ShortBuffer) {
+ short max = Short.MIN_VALUE;
+ while(buffer.hasRemaining()) {
+ max = (short) max(max, buffer.getShort());
+ }
+ ((ShortBuffer)output).put(max);
+ }else if(output instanceof IntBuffer) {
+ int max = Integer.MIN_VALUE;
+ while(buffer.hasRemaining()) {
+ max = max(max, buffer.getInt());
+ }
+ ((IntBuffer)output).put(max);
+ }else if(output instanceof LongBuffer) {
+ long max = Long.MIN_VALUE;
+ while(buffer.hasRemaining()) {
+ max = max(max, buffer.getLong());
+ }
+ ((LongBuffer)output).put(max);
+ }else if(output instanceof FloatBuffer) {
+ float max = Float.MIN_VALUE;
+ while(buffer.hasRemaining()) {
+ max = max(max, buffer.getFloat());
+ }
+ ((FloatBuffer)output).put(max);
+ }else if(output instanceof DoubleBuffer) {
+ double max = Double.MIN_VALUE;
+ while(buffer.hasRemaining()) {
+ max = max(max, buffer.getDouble());
+ }
+ ((DoubleBuffer)output).put(max);
+ }
+ buffer.rewind();
+ }
+
+ private <B extends Buffer> void finishMin(B output, ByteBuffer buffer) {
+ if(output instanceof ByteBuffer) {
+ byte min = Byte.MAX_VALUE;
+ while(buffer.hasRemaining()) {
+ min = (byte) min(min, buffer.get());
+ }
+ ((ByteBuffer)output).put(min);
+ }else if(output instanceof ShortBuffer) {
+ short min = Short.MAX_VALUE;
+ while(buffer.hasRemaining()) {
+ min = (short) min(min, buffer.getShort());
+ }
+ ((ShortBuffer)output).put(min);
+ }else if(output instanceof IntBuffer) {
+ int min = Integer.MAX_VALUE;
+ while(buffer.hasRemaining()) {
+ min = min(min, buffer.getInt());
+ }
+ ((IntBuffer)output).put(min);
+ }else if(output instanceof LongBuffer) {
+ long min = Long.MAX_VALUE;
+ while(buffer.hasRemaining()) {
+ min = min(min, buffer.getLong());
+ }
+ ((LongBuffer)output).put(min);
+ }else if(output instanceof FloatBuffer) {
+ float min = Float.MAX_VALUE;
+ while(buffer.hasRemaining()) {
+ min = min(min, buffer.getFloat());
+ }
+ ((FloatBuffer)output).put(min);
+ }else if(output instanceof DoubleBuffer) {
+ double min = Double.MAX_VALUE;
+ while(buffer.hasRemaining()) {
+ min = min(min, buffer.getDouble());
+ }
+ ((DoubleBuffer)output).put(min);
+ }
+ buffer.rewind();
+ }
+
+
+ private <B extends Buffer> void finishAdd(B output, ByteBuffer buffer) {
+ if(output instanceof ByteBuffer) {
+ long result = 0;
+ while(buffer.hasRemaining()) {
+ result += buffer.get();
+ }
+ ((ByteBuffer)output).put((byte)result);
+ }else if(output instanceof ShortBuffer) {
+ long result = 0;
+ while(buffer.hasRemaining()) {
+ result += buffer.getShort();
+ }
+ ((ShortBuffer)output).put((short)result);
+ }else if(output instanceof IntBuffer) {
+ long result = 0;
+ while(buffer.hasRemaining()) {
+ result += buffer.getInt();
+ }
+ ((IntBuffer)output).put((int)result);
+ }else if(output instanceof LongBuffer) {
+ long result = 0;
+ while(buffer.hasRemaining()) {
+ result += buffer.getLong();
+ }
+ ((LongBuffer)output).put(result);
+ }else if(output instanceof FloatBuffer) {
+ double result = 0;
+ while(buffer.hasRemaining()) {
+ result += buffer.getFloat();
+ }
+ ((FloatBuffer)output).put((float)result);
+ }else if(output instanceof DoubleBuffer) {
+ double result = 0;
+ while(buffer.hasRemaining()) {
+ result += buffer.getDouble();
+ }
+ ((DoubleBuffer)output).put(result);
+ }
+ buffer.rewind();
+ }
+
+ private <B extends Buffer> void finishMul(B output, ByteBuffer buffer) {
+ if(output instanceof ByteBuffer) {
+ long result = buffer.get();
+ while(buffer.hasRemaining()) {
+ result *= buffer.get();
+ }
+ ((ByteBuffer)output).put((byte)result);
+ }else if(output instanceof ShortBuffer) {
+ long result = buffer.getShort();
+ while(buffer.hasRemaining()) {
+ result *= buffer.getShort();
+ }
+ ((ShortBuffer)output).put((short)result);
+ }else if(output instanceof IntBuffer) {
+ long result = buffer.getInt();
+ while(buffer.hasRemaining()) {
+ result *= buffer.getInt();
+ }
+ ((IntBuffer)output).put((int)result);
+ }else if(output instanceof LongBuffer) {
+ long result = buffer.getLong();
+ while(buffer.hasRemaining()) {
+ result *= buffer.getLong();
+ }
+ ((LongBuffer)output).put(result);
+ }else if(output instanceof FloatBuffer) {
+ double result = buffer.getFloat();
+ while(buffer.hasRemaining()) {
+ result *= buffer.getFloat();
+ }
+ ((FloatBuffer)output).put((float)result);
+ }else if(output instanceof DoubleBuffer) {
+ double result = buffer.getDouble();
+ while(buffer.hasRemaining()) {
+ result *= buffer.getDouble();
+ }
+ ((DoubleBuffer)output).put(result);
+ }
+ buffer.rewind();
+ }
+
+ @Override
+ public void release() {
+ program.release();
+ }
+
+ @Override
+ public boolean isReleased() {
+ return program == null || program.isReleased();
+ }
+
+
+ public enum OP {ADD, MUL, MIN,MAX}
+
+ private enum TYPE {
+
+// BYTE(SIZEOF_BYTE),
+ SHORT(SIZEOF_SHORT),
+ INT(SIZEOF_INT),
+ LONG(SIZEOF_LONG),
+ FLOAT(SIZEOF_FLOAT),
+ DOUBLE(SIZEOF_DOUBLE);
+
+ public final int SIZE;
+
+ private TYPE(int size) {
+ this.SIZE = size;
+ }
+
+ public String type() {
+ return name().toLowerCase();
+ }
+
+ public String vectorType(int elements) {
+ return type()+(elements==0?"":elements);
+ }
+
+ public static <B extends Buffer> TYPE valueOf(Class<B> elementType) {
+ if(elementType.equals(ShortBuffer.class)) {
+ return TYPE.SHORT;
+ }else if(elementType.equals(IntBuffer.class)) {
+ return TYPE.INT;
+ }else if(elementType.equals(LongBuffer.class)) {
+ return TYPE.LONG;
+ }else if(elementType.equals(FloatBuffer.class)) {
+ return TYPE.FLOAT;
+ }else if(elementType.equals(DoubleBuffer.class)) {
+ return TYPE.DOUBLE;
+ // }else if(elementType.equals(ByteBuffer.class)) {
+ // ELEMENT_SIZE = SIZEOF_BYTE;
+ }else{
+ throw new IllegalArgumentException("unsupported buffer type "+elementType);
+ }
+ }
+ }
+
+ public static void main(String[] args) {
+ int groupSize = 1024;
+ int localID = 0;
+ for(int i = groupSize >> 1; i > 0; i >>= 1) {
+ if(localID < i) {
+ System.out.println("op("+localID+", "+(localID+i)+")");
+ }
+ System.out.println("sync "+i);
+ }
+ }
+
+}
diff --git a/src/com/jogamp/opencl/util/pp/reduce.cl b/src/com/jogamp/opencl/util/pp/reduce.cl
new file mode 100644
index 0000000..d820ffe
--- /dev/null
+++ b/src/com/jogamp/opencl/util/pp/reduce.cl
@@ -0,0 +1,73 @@
+// created on Sep 8, 2011
+//@author mbien
+
+#ifdef DOUBLE_FP
+ #ifdef cl_khr_fp64
+ #pragma OPENCL EXTENSION cl_khr_fp64 : enable
+ #elif defined(cl_amd_fp64)
+ #pragma OPENCL EXTENSION cl_amd_fp64 : enable
+ #else
+ #error "Double precision floating point not supported."
+ #endif
+#endif
+
+#ifndef TYPE
+ typedef int4 TYPE;
+ #warning "TYPE was not set"
+#endif
+
+inline TYPE op(TYPE a, TYPE b) {
+#if OP_ADD
+ return a+b;
+#elif OP_MUL
+ return a*b;
+#elif OP_MIN
+ return min(a, b);
+#elif OP_MAX
+ return max(a, b);
+#else
+ return 0;
+ #warning "operation was not set"
+#endif
+}
+
+kernel void reduce(const global TYPE* input, global TYPE* output, local TYPE* shared, const uint length) {
+
+ uint localID = get_local_id(0);
+ uint groupID = get_group_id(0);
+ uint globalID = get_global_id(0);
+
+ uint groupSize = get_local_size(0);
+ uint stride = globalID * 2;
+
+ // store results of first round in cache
+ if(globalID < length) {
+ shared[localID] = op(input[stride], input[stride+1]);
+ }else{
+ // no-ops if out of bounds
+ #if OP_ADD
+ shared[localID] = 0;
+ #elif OP_MUL
+ shared[localID] = 1;
+ #elif OP_MIN
+ shared[localID] = shared[0];
+ #elif OP_MAX
+ shared[localID] = shared[0];
+ #endif
+ }
+
+ barrier(CLK_LOCAL_MEM_FENCE);
+
+ // recursive reduction
+ for(uint i = groupSize >> 1; i > 0; i >>= 1) {
+ if(localID < i) {
+ shared[localID] = op(shared[localID], shared[localID + i]);
+ }
+ barrier(CLK_LOCAL_MEM_FENCE);
+ }
+
+ // return first element as result
+ if(localID == 0) {
+ output[groupID] = shared[0];
+ }
+}
diff --git a/test/com/jogamp/opencl/util/pp/ReductionTest.java b/test/com/jogamp/opencl/util/pp/ReductionTest.java
new file mode 100644
index 0000000..2894702
--- /dev/null
+++ b/test/com/jogamp/opencl/util/pp/ReductionTest.java
@@ -0,0 +1,231 @@
+/*
+ * Copyright (c) 2011, Michael Bien
+ * All rights reserved.
+ *
+ * Redistribution and use in source and binary forms, with or without modification, are
+ * permitted provided that the following conditions are met:
+ *
+ * 1. Redistributions of source code must retain the above copyright notice, this list of
+ * conditions and the following disclaimer.
+ *
+ * 2. Redistributions in binary form must reproduce the above copyright notice, this list
+ * of conditions and the following disclaimer in the documentation and/or other materials
+ * provided with the distribution.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED
+ * WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND
+ * FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR
+ * CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+ * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+ * SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON
+ * ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
+ * NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF
+ * ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ *
+ */
+
+/*
+ * Created on Tuesday, September 13 2011 04:22
+ */
+package com.jogamp.opencl.util.pp;
+
+import com.jogamp.common.nio.Buffers;
+import com.jogamp.opencl.CLCommandQueue;
+import com.jogamp.opencl.CLContext;
+import com.jogamp.opencl.CLDevice;
+import com.jogamp.opencl.CLPlatform;
+import com.jogamp.opencl.util.pp.Reduction.OP;
+import java.nio.DoubleBuffer;
+import java.nio.FloatBuffer;
+import java.nio.IntBuffer;
+import java.util.Random;
+import org.junit.Test;
+
+import static org.junit.Assert.*;
+
+/**
+ *
+ * @author mbien
+ */
+public class ReductionTest {
+
+ public static final int SIZE = 1024*4*2+4+4;
+
+ public static final float EPSILON = 0.00001f;
+ public static final float SUM_EPSILON = 1000;
+
+ @Test
+ public void intReducerTest() {
+
+ CLContext context = CLContext.create(device());
+ System.out.println(context);
+
+ try{
+ CLCommandQueue queue = context.getMaxFlopsDevice().createCommandQueue();
+
+ IntBuffer input = Buffers.newDirectIntBuffer(SIZE);
+ Random rnd = new Random(42);
+ int expected_min = Integer.MAX_VALUE;
+ int expected_max = Integer.MIN_VALUE;
+ int expected_sum = 0;
+ while(input.hasRemaining()) {
+ int v = rnd.nextInt();
+ if(expected_min > v) expected_min = v;
+ if(expected_max < v) expected_max = v;
+ expected_sum+=v;
+ input.put(v);
+ }
+ input.rewind();
+
+ IntBuffer output = Buffers.newDirectIntBuffer(1);
+
+ Reduction<IntBuffer> max = Reduction.create(context, OP.MAX, IntBuffer.class);
+ max.reduce(queue, input, output);
+ output.rewind();
+
+ max.release();
+ assertTrue(max.isReleased());
+
+ assertEquals(expected_max, output.get(0));
+
+ Reduction<IntBuffer> min = Reduction.create(context, OP.MIN, IntBuffer.class);
+ min.reduce(queue, input, output);
+ output.rewind();
+
+ min.release();
+ assertTrue(min.isReleased());
+
+ assertEquals(expected_min, output.get(0));
+
+ Reduction<IntBuffer> sum = Reduction.create(context, OP.ADD, IntBuffer.class);
+ sum.reduce(queue, input, output);
+ output.rewind();
+
+ sum.release();
+ assertTrue(sum.isReleased());
+
+ assertEquals(expected_sum, output.get(0));
+
+ }finally{
+ context.release();
+ }
+ }
+
+ @Test
+ public void floatReducerTest() {
+
+ CLContext context = CLContext.create(device());
+ System.out.println(context);
+
+ try{
+ CLCommandQueue queue = context.getMaxFlopsDevice().createCommandQueue();
+
+ FloatBuffer input = Buffers.newDirectFloatBuffer(SIZE);
+ Random rnd = new Random(42);
+ float expected_min = Float.MAX_VALUE;
+ float expected_max = Float.MIN_VALUE;
+ float expected_sum = 0;
+ while(input.hasRemaining()) {
+ float v = rnd.nextFloat();
+ if(expected_min > v) expected_min = v;
+ if(expected_max < v) expected_max = v;
+ expected_sum+=v;
+ input.put(v);
+ }
+ input.rewind();
+
+ FloatBuffer output = Buffers.newDirectFloatBuffer(1);
+
+ Reduction<FloatBuffer> max = Reduction.create(context, OP.MAX, FloatBuffer.class);
+ max.reduce(queue, input, output);
+ output.rewind();
+
+ max.release();
+ assertTrue(max.isReleased());
+
+ assertEquals(expected_max, output.get(0), EPSILON);
+
+ Reduction<FloatBuffer> min = Reduction.create(context, OP.MIN, FloatBuffer.class);
+ min.reduce(queue, input, output);
+ output.rewind();
+
+ min.release();
+ assertTrue(min.isReleased());
+
+ assertEquals(expected_min, output.get(0), EPSILON);
+
+ Reduction<FloatBuffer> sum = Reduction.create(context, OP.ADD, FloatBuffer.class);
+ sum.reduce(queue, input, output);
+ output.rewind();
+
+ sum.release();
+ assertTrue(sum.isReleased());
+
+ assertEquals(expected_sum, output.get(0), Math.ulp(expected_sum)*SUM_EPSILON);
+
+ }finally{
+ context.release();
+ }
+ }
+
+ @Test
+ public void doubleReducerTest() {
+
+ CLContext context = CLContext.create(device());
+ System.out.println(context);
+
+ try{
+ CLCommandQueue queue = context.getMaxFlopsDevice().createCommandQueue();
+
+ DoubleBuffer input = Buffers.newDirectDoubleBuffer(SIZE);
+ Random rnd = new Random(42);
+ double expected_min = Double.MAX_VALUE;
+ double expected_max = Double.MIN_VALUE;
+ double expected_sum = 0;
+ while(input.hasRemaining()) {
+ double v = rnd.nextDouble();
+ if(expected_min > v) expected_min = v;
+ if(expected_max < v) expected_max = v;
+ expected_sum+=v;
+ input.put(v);
+ }
+ input.rewind();
+
+ DoubleBuffer output = Buffers.newDirectDoubleBuffer(1);
+
+ Reduction<DoubleBuffer> max = Reduction.create(context, OP.MAX, DoubleBuffer.class);
+ max.reduce(queue, input, output);
+ output.rewind();
+
+ max.release();
+ assertTrue(max.isReleased());
+
+ assertEquals(expected_max, output.get(0), EPSILON);
+
+ Reduction<DoubleBuffer> min = Reduction.create(context, OP.MIN, DoubleBuffer.class);
+ min.reduce(queue, input, output);
+ output.rewind();
+
+ min.release();
+ assertTrue(min.isReleased());
+
+ assertEquals(expected_min, output.get(0), EPSILON);
+
+ Reduction<DoubleBuffer> sum = Reduction.create(context, OP.ADD, DoubleBuffer.class);
+ sum.reduce(queue, input, output);
+ output.rewind();
+
+ sum.release();
+ assertTrue(sum.isReleased());
+
+ assertEquals(expected_sum, output.get(0), Math.ulp(expected_sum)*SUM_EPSILON);
+
+ }finally{
+ context.release();
+ }
+ }
+
+ private CLDevice device() {
+ return CLPlatform.listCLPlatforms()[0].getMaxFlopsDevice();
+ }
+}