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-rw-r--r--src/com/mbien/opencl/CLBuffer.java70
-rw-r--r--src/com/mbien/opencl/CLContext.java61
-rw-r--r--src/com/mbien/opencl/CLDevice.java14
-rw-r--r--src/com/mbien/opencl/CLKernel.java93
-rw-r--r--src/com/mbien/opencl/CLPlatform.java22
-rw-r--r--src/com/mbien/opencl/CLProgram.java77
-rw-r--r--test/com/mbien/opencl/JOCLTest.java110
7 files changed, 402 insertions, 45 deletions
diff --git a/src/com/mbien/opencl/CLBuffer.java b/src/com/mbien/opencl/CLBuffer.java
new file mode 100644
index 00000000..0f6e34a4
--- /dev/null
+++ b/src/com/mbien/opencl/CLBuffer.java
@@ -0,0 +1,70 @@
+package com.mbien.opencl;
+
+import java.nio.ByteBuffer;
+import static com.mbien.opencl.CLException.*;
+
+/**
+ *
+ * @author Michael Bien
+ */
+public class CLBuffer {
+
+ public final ByteBuffer buffer;
+ public final long bufferID;
+
+ private final CLContext context;
+ private final CL cl;
+
+ CLBuffer(CLContext context, int flags, ByteBuffer directBuffer) {
+
+ if(!directBuffer.isDirect())
+ throw new IllegalArgumentException("buffer is not a direct buffer");
+
+ this.buffer = directBuffer;
+ this.context = context;
+ this.cl = context.cl;
+
+ int[] intArray = new int[1];
+
+ this.bufferID = cl.clCreateBuffer(context.contextID, flags, directBuffer.capacity(), null, intArray, 0);
+
+ checkForError(intArray[0], "can not create cl buffer");
+
+ }
+
+ public CLBuffer release() {
+ cl.clReleaseMemObject(bufferID);
+ context.bufferReleased(this);
+ return this;
+ }
+
+ @Override
+ public boolean equals(Object obj) {
+ if (obj == null) {
+ return false;
+ }
+ if (getClass() != obj.getClass()) {
+ return false;
+ }
+ final CLBuffer other = (CLBuffer) obj;
+ if (this.buffer != other.buffer && (this.buffer == null || !this.buffer.equals(other.buffer))) {
+ return false;
+ }
+ if (this.context.contextID != other.context.contextID) {
+ return false;
+ }
+ return true;
+ }
+
+ @Override
+ public int hashCode() {
+ int hash = 3;
+ hash = 29 * hash + (this.buffer != null ? this.buffer.hashCode() : 0);
+ hash = 29 * hash + (int) (this.context.contextID ^ (this.context.contextID >>> 32));
+ return hash;
+ }
+
+
+
+
+}
diff --git a/src/com/mbien/opencl/CLContext.java b/src/com/mbien/opencl/CLContext.java
index 601a2b79..9cb649d7 100644
--- a/src/com/mbien/opencl/CLContext.java
+++ b/src/com/mbien/opencl/CLContext.java
@@ -22,6 +22,7 @@ public final class CLContext {
private CLDevice[] devices;
private final List<CLProgram> programs;
+ private final List<CLBuffer> buffers;
static{
System.loadLibrary("gluegen-rt");
@@ -32,6 +33,7 @@ public final class CLContext {
private CLContext(long contextID) {
this.contextID = contextID;
this.programs = new ArrayList<CLProgram>();
+ this.buffers = new ArrayList<CLBuffer>();
}
/**
@@ -70,14 +72,32 @@ public final class CLContext {
return program;
}
+ public CLBuffer createBuffer(int flags, ByteBuffer directBuffer) {
+ CLBuffer buffer = new CLBuffer(this, flags, directBuffer);
+ buffers.add(buffer);
+ return buffer;
+ }
+
void programReleased(CLProgram program) {
programs.remove(program);
}
+ void bufferReleased(CLBuffer buffer) {
+ buffers.remove(buffer);
+ }
+
/**
* Releases the context and all resources.
*/
public CLContext release() {
+
+ //release all resources
+ while(!programs.isEmpty())
+ programs.get(0).release();
+
+ while(!buffers.isEmpty())
+ buffers.get(0).release();
+
int ret = cl.clReleaseContext(contextID);
checkForError(ret, "error releasing context");
return this;
@@ -86,10 +106,17 @@ public final class CLContext {
/**
* Returns a read only view of all programs associated with this context.
*/
- public List<CLProgram> getPrograms() {
+ public List<CLProgram> getCLPrograms() {
return Collections.unmodifiableList(programs);
}
+ /**
+ * Returns a read only view of all buffers associated with this context.
+ */
+ public List<CLBuffer> getCLBuffers() {
+ return Collections.unmodifiableList(buffers);
+ }
+
/**
* Gets the device with maximal FLOPS from this context.
@@ -157,7 +184,7 @@ public final class CLContext {
return devices;
}
- CLDevice getCLDevices(long dID) {
+ CLDevice getCLDevice(long dID) {
CLDevice[] deviceArray = getCLDevices();
for (int i = 0; i < deviceArray.length; i++) {
if(dID == deviceArray[i].deviceID)
@@ -198,4 +225,34 @@ public final class CLContext {
}
+ @Override
+ public String toString() {
+ return "CLContext [id: " + contextID
+ + " #devices: " + getCLDevices().length
+ + "]";
+ }
+
+ @Override
+ public boolean equals(Object obj) {
+ if (obj == null) {
+ return false;
+ }
+ if (getClass() != obj.getClass()) {
+ return false;
+ }
+ final CLContext other = (CLContext) obj;
+ if (this.contextID != other.contextID) {
+ return false;
+ }
+ return true;
+ }
+
+ @Override
+ public int hashCode() {
+ int hash = 7;
+ hash = 23 * hash + (int) (this.contextID ^ (this.contextID >>> 32));
+ return hash;
+ }
+
+
}
diff --git a/src/com/mbien/opencl/CLDevice.java b/src/com/mbien/opencl/CLDevice.java
index d9f643ce..dcc9ee97 100644
--- a/src/com/mbien/opencl/CLDevice.java
+++ b/src/com/mbien/opencl/CLDevice.java
@@ -191,9 +191,17 @@ public final class CLDevice {
@Override
public boolean equals(Object obj) {
- if(obj != null && obj instanceof CLDevice)
- return ((CLDevice)obj).deviceID == deviceID;
- return false;
+ if (obj == null) {
+ return false;
+ }
+ if (getClass() != obj.getClass()) {
+ return false;
+ }
+ final CLDevice other = (CLDevice) obj;
+ if (this.deviceID != other.deviceID) {
+ return false;
+ }
+ return true;
}
@Override
diff --git a/src/com/mbien/opencl/CLKernel.java b/src/com/mbien/opencl/CLKernel.java
new file mode 100644
index 00000000..be5e03b6
--- /dev/null
+++ b/src/com/mbien/opencl/CLKernel.java
@@ -0,0 +1,93 @@
+package com.mbien.opencl;
+
+import com.sun.gluegen.runtime.BufferFactory;
+import java.nio.ByteBuffer;
+import java.nio.ByteOrder;
+import static com.mbien.opencl.CLException.*;
+
+/**
+ *
+ * @author Michael Bien
+ */
+public class CLKernel {
+
+ public final long kernelID;
+ public final String name;
+
+ private final CLProgram program;
+ private final CL cl;
+
+ CLKernel(CLProgram program, long id) {
+ this.kernelID = id;
+ this.program = program;
+ this.cl = program.context.cl;
+
+ long[] longArray = new long[1];
+
+ int ret = cl.clGetKernelInfo(kernelID, CL.CL_KERNEL_FUNCTION_NAME, 0, null, longArray, 0);
+ checkForError(ret, "error while asking for kernel function name");
+
+ ByteBuffer bb = ByteBuffer.allocate((int)longArray[0]).order(ByteOrder.nativeOrder());
+
+ ret = cl.clGetKernelInfo(kernelID, CL.CL_KERNEL_FUNCTION_NAME, bb.capacity(), bb, null, 0);
+ checkForError(ret, "error while asking for kernel function name");
+
+ this.name = new String(bb.array(), 0, (int)longArray[0]).trim();
+
+ }
+
+ public CLKernel setArg(int argumentIndex, int argumentSize, CLBuffer value) {
+ int ret = cl.clSetKernelArg(kernelID, argumentIndex, argumentSize, wrapLong(value.bufferID));
+ checkForError(ret, "error on clSetKernelArg");
+ return this;
+ }
+
+ public CLKernel setArg(int argumentIndex, int argumentSize, long value) {
+ int ret = cl.clSetKernelArg(kernelID, argumentIndex, argumentSize, wrapLong(value));
+ checkForError(ret, "error on clSetKernelArg");
+ return this;
+ }
+
+ private final ByteBuffer wrapLong(long value) {
+ return (ByteBuffer) BufferFactory.newDirectByteBuffer(8).putLong(value).rewind();
+ }
+
+ public CLKernel release() {
+ cl.clReleaseKernel(kernelID);
+ program.kernelReleased(this);
+ return this;
+ }
+
+ @Override
+ public String toString() {
+ return "CLKernel [id: " + kernelID
+ + " name: " + name+"]";
+ }
+
+ @Override
+ public boolean equals(Object obj) {
+ if (obj == null) {
+ return false;
+ }
+ if (getClass() != obj.getClass()) {
+ return false;
+ }
+ final CLKernel other = (CLKernel) obj;
+ if (this.kernelID != other.kernelID) {
+ return false;
+ }
+ if (!this.program.equals(other.program)) {
+ return false;
+ }
+ return true;
+ }
+
+ @Override
+ public int hashCode() {
+ int hash = 7;
+ hash = 43 * hash + (int) (this.kernelID ^ (this.kernelID >>> 32));
+ hash = 43 * hash + (this.program != null ? this.program.hashCode() : 0);
+ return hash;
+ }
+
+}
diff --git a/src/com/mbien/opencl/CLPlatform.java b/src/com/mbien/opencl/CLPlatform.java
index a717564a..d9f8dd25 100644
--- a/src/com/mbien/opencl/CLPlatform.java
+++ b/src/com/mbien/opencl/CLPlatform.java
@@ -11,7 +11,7 @@ public final class CLPlatform {
/**
* OpenCL platform id for this platform.
*/
- public final long platformID;
+ public final long platformID;
private final CL cl;
@@ -94,7 +94,27 @@ public final class CLPlatform {
+" version:"+getVersion()+"]";
}
+ @Override
+ public boolean equals(Object obj) {
+ if (obj == null) {
+ return false;
+ }
+ if (getClass() != obj.getClass()) {
+ return false;
+ }
+ final CLPlatform other = (CLPlatform) obj;
+ if (this.platformID != other.platformID) {
+ return false;
+ }
+ return true;
+ }
+ @Override
+ public int hashCode() {
+ int hash = 7;
+ hash = 71 * hash + (int) (this.platformID ^ (this.platformID >>> 32));
+ return hash;
+ }
}
diff --git a/src/com/mbien/opencl/CLProgram.java b/src/com/mbien/opencl/CLProgram.java
index e93e7246..73fe8cac 100644
--- a/src/com/mbien/opencl/CLProgram.java
+++ b/src/com/mbien/opencl/CLProgram.java
@@ -2,6 +2,10 @@ package com.mbien.opencl;
import java.nio.ByteBuffer;
import java.nio.ByteOrder;
+import java.util.Collections;
+import java.util.HashMap;
+import java.util.Map;
+import java.util.Set;
import static com.mbien.opencl.CLException.*;
/**
@@ -10,9 +14,12 @@ import static com.mbien.opencl.CLException.*;
*/
public class CLProgram {
- private final CLContext context;
- private final long programID;
+ public final CLContext context;
+ public final long programID;
+
private final CL cl;
+
+ private final Map<String, CLKernel> kernels;
public enum Status {
@@ -53,6 +60,8 @@ public class CLProgram {
this.cl = context.cl;
this.context = context;
+ this.kernels = new HashMap<String, CLKernel>();
+
int[] intArray = new int[1];
// Create the program
programID = cl.clCreateProgramWithSource(contextID, 1, new String[] {src}, new long[]{src.length()}, 0, intArray, 0);
@@ -92,10 +101,46 @@ public class CLProgram {
}
/**
+ * Returns all kernels of this program in a unmodifiable view of a map with the kernel function names as keys.
+ */
+ public Map<String, CLKernel> getCLKernels() {
+
+ if(kernels.isEmpty()) {
+
+ int[] intArray = new int[1];
+ int ret = cl.clCreateKernelsInProgram(programID, 0, null, 0, intArray, 0);
+ checkForError(ret, "can not create kernels for program");
+
+ long[] kernelIDs = new long[intArray[0]];
+ ret = cl.clCreateKernelsInProgram(programID, kernelIDs.length, kernelIDs, 0, null, 0);
+ checkForError(ret, "can not create kernels for program");
+
+ for (int i = 0; i < intArray[0]; i++) {
+ CLKernel kernel = new CLKernel(this, kernelIDs[i]);
+ kernels.put(kernel.name, kernel);
+ }
+ }
+
+ return Collections.unmodifiableMap(kernels);
+ }
+
+ void kernelReleased(CLKernel kernel) {
+ this.kernels.remove(kernel.name);
+ }
+
+ /**
* Releases this program.
* @return this
*/
public CLProgram release() {
+
+ if(!kernels.isEmpty()) {
+ String[] names = kernels.keySet().toArray(new String[kernels.size()]);
+ for (String name : names) {
+ kernels.get(name).release();
+ }
+ }
+
int ret = cl.clReleaseProgram(programID);
checkForError(ret, "can not release program");
context.programReleased(this);
@@ -119,7 +164,7 @@ public class CLProgram {
int count = bb.capacity() / 8; // TODO sizeof cl_device
CLDevice[] devices = new CLDevice[count];
for (int i = 0; i < count; i++) {
- devices[i] = context.getCLDevices(bb.getLong());
+ devices[i] = context.getCLDevice(bb.getLong());
}
return devices;
@@ -194,4 +239,30 @@ public class CLProgram {
return bb.getInt();
}
+ @Override
+ public boolean equals(Object obj) {
+ if (obj == null) {
+ return false;
+ }
+ if (getClass() != obj.getClass()) {
+ return false;
+ }
+ final CLProgram other = (CLProgram) obj;
+ if (this.programID != other.programID) {
+ return false;
+ }
+ if (!this.context.equals(other.context)) {
+ return false;
+ }
+ return true;
+ }
+
+ @Override
+ public int hashCode() {
+ int hash = 7;
+ hash = 37 * hash + (this.context != null ? this.context.hashCode() : 0);
+ hash = 37 * hash + (int) (this.programID ^ (this.programID >>> 32));
+ return hash;
+ }
+
}
diff --git a/test/com/mbien/opencl/JOCLTest.java b/test/com/mbien/opencl/JOCLTest.java
index 05b1d28d..5a5b7a27 100644
--- a/test/com/mbien/opencl/JOCLTest.java
+++ b/test/com/mbien/opencl/JOCLTest.java
@@ -4,6 +4,7 @@ import com.sun.gluegen.runtime.BufferFactory;
import java.nio.ByteBuffer;
import java.nio.ByteOrder;
import java.util.Arrays;
+import java.util.Map;
import java.util.Random;
import org.junit.BeforeClass;
import org.junit.Test;
@@ -27,7 +28,15 @@ public class JOCLTest {
+ " } \n"
+ " // add the vector elements \n"
+ " c[iGID] = a[iGID] + b[iGID]; \n"
- + " //c[iGID] = iGID; \n"
+ + "} \n"
+ + "__kernel void Test(__global const int* a, __global const int* b, __global int* c, int iNumElements) { \n"
+ + " // get index into global data array \n"
+ + " int iGID = get_global_id(0); \n"
+ + " // bound check (equivalent to the limit on a 'for' loop for standard/serial C code \n"
+ + " if (iGID >= iNumElements) { \n"
+ + " return; \n"
+ + " } \n"
+ + " c[iGID] = iGID; \n"
+ "} \n";
public JOCLTest() {
@@ -156,15 +165,19 @@ public class JOCLTest {
int localWorkSize = 256; // set and log Global and Local work size dimensions
int globalWorkSize = roundUp(localWorkSize, elementCount); // rounded up to the nearest multiple of the LocalWorkSize
- out.println(globalWorkSize);
+ out.println("allocateing buffers of size: "+globalWorkSize);
+
+ ByteBuffer srcA = BufferFactory.newDirectByteBuffer(globalWorkSize*BufferFactory.SIZEOF_INT);
+ ByteBuffer srcB = BufferFactory.newDirectByteBuffer(globalWorkSize*BufferFactory.SIZEOF_INT);
+ ByteBuffer dest = BufferFactory.newDirectByteBuffer(globalWorkSize*BufferFactory.SIZEOF_INT);
// TODO sizeof int ...
// Allocate the OpenCL buffer memory objects for source and result on the device GMEM
- long devSrcA = cl.clCreateBuffer(context, CL.CL_MEM_READ_ONLY, BufferFactory.SIZEOF_INT * globalWorkSize, null, intArray, 0);
+ long devSrcA = cl.clCreateBuffer(context, CL.CL_MEM_READ_ONLY, srcA.capacity(), null, intArray, 0);
checkError("on clCreateBuffer", intArray[0]);
- long devSrcB = cl.clCreateBuffer(context, CL.CL_MEM_READ_ONLY, BufferFactory.SIZEOF_INT * globalWorkSize, null, intArray, 0);
+ long devSrcB = cl.clCreateBuffer(context, CL.CL_MEM_READ_ONLY, srcB.capacity(), null, intArray, 0);
checkError("on clCreateBuffer", intArray[0]);
- long devDst = cl.clCreateBuffer(context, CL.CL_MEM_WRITE_ONLY, BufferFactory.SIZEOF_INT * globalWorkSize, null, intArray, 0);
+ long devDst = cl.clCreateBuffer(context, CL.CL_MEM_WRITE_ONLY, dest.capacity(), null, intArray, 0);
checkError("on clCreateBuffer", intArray[0]);
@@ -198,7 +211,7 @@ public class JOCLTest {
ret = cl.clGetProgramBuildInfo(program, firstDeviceID, CL.CL_PROGRAM_BUILD_STATUS, bb.capacity(), bb, null, 0);
checkError("on clGetProgramBuildInfo1", ret);
- out.println("program build status: " + getBuildStatus(bb.getInt(0)));
+ out.println("program build status: " + CLProgram.Status.valueOf(bb.getInt(0)));
assertEquals("build status", CL.CL_BUILD_SUCCESS, bb.getInt(0));
// Read build log
@@ -216,11 +229,6 @@ public class JOCLTest {
long kernel = cl.clCreateKernel(program, "VectorAdd", intArray, 0);
checkError("on clCreateKernel", intArray[0]);
-
- ByteBuffer srcA = BufferFactory.newDirectByteBuffer(globalWorkSize*BufferFactory.SIZEOF_INT);
- ByteBuffer srcB = BufferFactory.newDirectByteBuffer(globalWorkSize*BufferFactory.SIZEOF_INT);
- ByteBuffer dst = BufferFactory.newDirectByteBuffer(globalWorkSize*BufferFactory.SIZEOF_INT);
-
// srcA.limit(elementCount*BufferFactory.SIZEOF_FLOAT);
// srcB.limit(elementCount*BufferFactory.SIZEOF_FLOAT);
@@ -233,7 +241,7 @@ public class JOCLTest {
ret = cl.clSetKernelArg(kernel, 2, BufferFactory.SIZEOF_LONG, wrap(devDst)); checkError("on clSetKernelArg2", ret);
ret = cl.clSetKernelArg(kernel, 3, BufferFactory.SIZEOF_INT, wrap(elementCount)); checkError("on clSetKernelArg3", ret);
- out.println("used device memory: "+ (srcA.capacity()+srcB.capacity()+dst.capacity())/1000000 +"MB");
+ out.println("used device memory: "+ (srcA.capacity()+srcB.capacity()+dest.capacity())/1000000 +"MB");
// Asynchronous write of data to GPU device
ret = cl.clEnqueueWriteBuffer(commandQueue, devSrcA, CL.CL_FALSE, 0, srcA.capacity(), srcA, 0, null, 0, null, 0);
@@ -250,13 +258,13 @@ public class JOCLTest {
checkError("on clEnqueueNDRangeKernel", ret);
// Synchronous/blocking read of results
- ret = cl.clEnqueueReadBuffer(commandQueue, devDst, CL.CL_TRUE, 0, BufferFactory.SIZEOF_INT * globalWorkSize, dst, 0, null, 0, null, 0);
+ ret = cl.clEnqueueReadBuffer(commandQueue, devDst, CL.CL_TRUE, 0, dest.capacity(), dest, 0, null, 0, null, 0);
checkError("on clEnqueueReadBuffer", ret);
out.println("a+b=c result snapshot: ");
for(int i = 0; i < 10; i++)
- out.print(dst.getInt()+", ");
- out.println();
+ out.print(dest.getInt()+", ");
+ out.println("...; "+dest.remaining()/BufferFactory.SIZEOF_INT + " more");
// cleanup
@@ -284,8 +292,9 @@ public class JOCLTest {
}
- @Test
+// @Test
public void loadTest() {
+ //for memory leak detection; e.g watch out for "out of host memory" errors
out.println(" - - - loadTest - - - ");
for(int i = 0; i < 100; i++) {
out.println("###iteration "+i);
@@ -307,24 +316,6 @@ public class JOCLTest {
return (ByteBuffer) BufferFactory.newDirectByteBuffer(8).putLong(value).rewind();
}
- private String getBuildStatus(int status) {
- switch(status) {
- case CL.CL_BUILD_SUCCESS:
- return "CL_BUILD_SUCCESS";
- case CL.CL_BUILD_NONE:
- return "CL_BUILD_NONE";
- case CL.CL_BUILD_IN_PROGRESS:
- return "CL_BUILD_IN_PROGRESS";
- case CL.CL_BUILD_ERROR:
- return "CL_BUILD_ERROR";
-// can't find this flag in spec...
-// case CL.CL_BUILD_PROGRAM_FAILURE:
-// return "CL_BUILD_PROGRAM_FAILURE";
- default:
- return "unknown status: " + status;
- }
- }
-
@Test
public void highLevelTest1() {
@@ -389,9 +380,56 @@ public class JOCLTest {
out.println("source:\n"+program.getSource());
- assertTrue(1 == context.getPrograms().size());
+ int elementCount = 11444777; // Length of float arrays to process (odd # for illustration)
+ int localWorkSize = 256; // set and log Global and Local work size dimensions
+ int globalWorkSize = roundUp(localWorkSize, elementCount); // rounded up to the nearest multiple of the LocalWorkSize
+
+ out.println("allocateing buffers of size: "+globalWorkSize);
+
+ ByteBuffer srcA = BufferFactory.newDirectByteBuffer(globalWorkSize*BufferFactory.SIZEOF_INT);
+ ByteBuffer srcB = BufferFactory.newDirectByteBuffer(globalWorkSize*BufferFactory.SIZEOF_INT);
+ ByteBuffer dest = BufferFactory.newDirectByteBuffer(globalWorkSize*BufferFactory.SIZEOF_INT);
+
+
+ CLBuffer clBufferA = context.createBuffer(CL.CL_MEM_READ_ONLY, srcA);
+ CLBuffer clBufferB = context.createBuffer(CL.CL_MEM_READ_ONLY, srcB);
+ CLBuffer clBufferC = context.createBuffer(CL.CL_MEM_WRITE_ONLY, dest);
+
+ Map<String, CLKernel> kernels = program.getCLKernels();
+ for (CLKernel kernel : kernels.values()) {
+ out.println("kernel: "+kernel.toString());
+ }
+
+ assertNotNull(kernels.get("VectorAdd"));
+ assertNotNull(kernels.get("Test"));
+
+ CLKernel vectorAddKernel = kernels.get("VectorAdd");
+
+ vectorAddKernel
+ .setArg(0, BufferFactory.SIZEOF_LONG, clBufferA)
+ .setArg(1, BufferFactory.SIZEOF_LONG, clBufferB)
+ .setArg(2, BufferFactory.SIZEOF_LONG, clBufferC)
+ .setArg(3, BufferFactory.SIZEOF_LONG, elementCount);
+
+ //TODO CLComandQueue...
+
+
+ assertTrue(3 == context.getCLBuffers().size());
+ clBufferA.release();
+ assertTrue(2 == context.getCLBuffers().size());
+
+ assertTrue(2 == context.getCLBuffers().size());
+ clBufferB.release();
+ assertTrue(1 == context.getCLBuffers().size());
+
+ assertTrue(1 == context.getCLBuffers().size());
+ clBufferC.release();
+ assertTrue(0 == context.getCLBuffers().size());
+
+
+ assertTrue(1 == context.getCLPrograms().size());
program.release();
- assertTrue(0 == context.getPrograms().size());
+ assertTrue(0 == context.getCLPrograms().size());
// CLDevice device = ctx.getMaxFlopsDevice();
// out.println("max FLOPS device: " + device);