private static void extractAndLoadNativeLibs() throws IOException {
Path target = Paths.get(ioTmpDir, "/tklib");
if (!target.toFile().exists()) {
Files.createDirectories(target);
}
final boolean windows = System.getProperty("os.name").equalsIgnoreCase("windows");
String fileExtension = windows ? "dll" : "so";
String prefix = windows ? "" : "lib";
String libPattern = fileExtension.equals("dll") ? "-windows" : "-linux" + "-x86";
if (System.getProperty("sun.arch.data.model").equals("64")) {
libPattern += "_64";
}
libPattern += "." + fileExtension;
// System.err.println(libPattern);
System.setProperty("java.library.path", target.toString());
// System.err.println(System.getProperty("java.library.path"));
extractAndLoadNativeLib(prefix + "JCudaDriver" + libPattern, target);
extractAndLoadNativeLib(prefix + "JCudaRuntime" + libPattern, target);
extractAndLoadNativeLib(prefix + "JCurand" + libPattern, target);
}
private static void extractAndLoadNativeLib(String nativeLibName, Path target) {
// System.err.println("loading "+nativeLibName);
final Path path = Paths.get(target.toString(), nativeLibName);
if (!path.toFile().exists()) {
try (InputStream is =
CudaEngine.class
.getClassLoader()
.getResourceAsStream("/lib/" + nativeLibName)) { // TODO TK property for lib dir
Files.copy(is, path);
} catch (IOException e) {
e.printStackTrace();
} catch (NullPointerException e) { // TODO find a way to do it instead of eclipse
final Path eclipsePath = FileSystems.getDefault().getPath("lib", nativeLibName);
try {
Files.copy(eclipsePath, path);
} catch (IOException e1) {
// TODO Auto-generated catch block
e1.printStackTrace();
}
}
}
System.load(path.toString());
// System.load(nativeLibName);
}
public class CudaEngine {
static final Map<Integer, CudaEngine> cudaEngines = new HashMap<>();
private static final String PHEROMONES_CU = "pheromones";
private static final String ioTmpDir = System.getProperty("java.io.tmpdir");
private static int availableDevicesNb = 0;
private static ExecutorService initialization;
private static int NB_OF_DEVICE_TO_USE = 1;
private static AtomicInteger cudaObjectID = new AtomicInteger(0);
final HashMap<Kernel, CUfunction> kernels = new HashMap<Kernel, CUfunction>();
protected CUfunction f;
protected CUcontext context;
private ExecutorService exe;
private List<CudaObject> cudaObjects = new ArrayList<CudaObject>();
private int maxThreads;
private int Id = -1;
private Map<String, CUdeviceptr> neigborsPtrs;
private CudaEngine(final int deviceId) {
exe = Executors.newSingleThreadExecutor(); // mandatory: Only one cuda thread per context
Id = deviceId;
try {
exe.submit(
new Runnable() {
@Override
public void run() {
CUdevice device = new CUdevice();
JCudaDriver.cuDeviceGet(device, deviceId);
int array[] = {0};
JCudaDriver.cuDeviceGetAttribute(
array, CU_DEVICE_ATTRIBUTE_MAX_THREADS_PER_BLOCK, device);
maxThreads = (int) Math.sqrt(array[0]);
context = new CUcontext();
// JCudaDriver.cuCtxCreate(context, CUctx_flags.CU_CTX_SCHED_BLOCKING_SYNC,
// device);
JCudaDriver.cuCtxCreate(context, 0, device);
CUmodule m = new CUmodule();
initModules(m);
for (Kernel k : Kernel.values()) {
initFunction(m, k);
}
// JCudaDriver.cuCtxSetCacheConfig(CUfunc_cache.CU_FUNC_CACHE_PREFER_NONE);>
//
// JCudaDriver.cuCtxSetSharedMemConfig(CUsharedconfig.CU_SHARED_MEM_CONFIG_EIGHT_BYTE_BANK_SIZE);
}
})
.get();
} catch (InterruptedException | ExecutionException e) {
throw new RuntimeException(e.getMessage());
}
neigborsPtrs = new HashMap<>();
}
private static void extractAndLoadNativeLib(String nativeLibName, Path target) {
// System.err.println("loading "+nativeLibName);
final Path path = Paths.get(target.toString(), nativeLibName);
if (!path.toFile().exists()) {
try (InputStream is =
CudaEngine.class
.getClassLoader()
.getResourceAsStream("/lib/" + nativeLibName)) { // TODO TK property for lib dir
Files.copy(is, path);
} catch (IOException e) {
e.printStackTrace();
} catch (NullPointerException e) { // TODO find a way to do it instead of eclipse
final Path eclipsePath = FileSystems.getDefault().getPath("lib", nativeLibName);
try {
Files.copy(eclipsePath, path);
} catch (IOException e1) {
// TODO Auto-generated catch block
e1.printStackTrace();
}
}
}
System.load(path.toString());
// System.load(nativeLibName);
}
private static void extractAndLoadNativeLibs() throws IOException {
Path target = Paths.get(ioTmpDir, "/tklib");
if (!target.toFile().exists()) {
Files.createDirectories(target);
}
final boolean windows = System.getProperty("os.name").equalsIgnoreCase("windows");
String fileExtension = windows ? "dll" : "so";
String prefix = windows ? "" : "lib";
String libPattern = fileExtension.equals("dll") ? "-windows" : "-linux" + "-x86";
if (System.getProperty("sun.arch.data.model").equals("64")) {
libPattern += "_64";
}
libPattern += "." + fileExtension;
// System.err.println(libPattern);
System.setProperty("java.library.path", target.toString());
// System.err.println(System.getProperty("java.library.path"));
extractAndLoadNativeLib(prefix + "JCudaDriver" + libPattern, target);
extractAndLoadNativeLib(prefix + "JCudaRuntime" + libPattern, target);
extractAndLoadNativeLib(prefix + "JCurand" + libPattern, target);
}
public static void main(String[] args) {
init();
}
/** */
public static boolean init() {
synchronized (cudaEngines) {
System.err.println("---------Initializing Cuda----------------");
try {
extractAndLoadNativeLibs();
JCudaDriver.setExceptionsEnabled(true);
JCudaDriver.cuInit(0);
compileKernelsPtx();
// Obtain the number of devices
int deviceCountArray[] = {0};
JCudaDriver.cuDeviceGetCount(deviceCountArray);
availableDevicesNb = deviceCountArray[0];
if (availableDevicesNb == 0) return false;
availableDevicesNb = NB_OF_DEVICE_TO_USE; // TODO
initialization = Executors.newCachedThreadPool();
System.out.println("Found " + availableDevicesNb + " GPU devices");
for (int i = 0 /*-NB_OF_DEVICE_TO_USE*/; i < availableDevicesNb; i++) {
final int index = i;
Future<?> initJob =
initialization.submit(
new Runnable() {
public void run() {
System.err.println("Initializing device n°" + index);
cudaEngines.put(index, new CudaEngine(index));
}
});
initJob.get();
initialization.shutdown();
}
} catch (InterruptedException
| ExecutionException
| IOException
| CudaException
| UnsatisfiedLinkError e) {
e.printStackTrace();
System.err.println("---------Cannot initialize Cuda !!! ----------------");
return false;
}
Runtime.getRuntime()
.addShutdownHook(
new Thread() {
@Override
public void run() {
CudaEngine.stop();
}
});
System.out.println("---------Cuda Initialized----------------");
return true;
}
}
public static boolean isCudaAvailable() {
return availableDevicesNb != 0;
}
public static CudaEngine getCudaEngine(CudaObject co) {
synchronized (cudaEngines) {
if (!isCudaAvailable()) throw new CudaException("No cuda device found");
try {
initialization.awaitTermination(100, TimeUnit.SECONDS);
} catch (InterruptedException e) {
e.printStackTrace();
}
Pheromone p = (Pheromone) co;
final int pheroID = cudaObjectID.incrementAndGet();
final CudaEngine ce = cudaEngines.get(pheroID % availableDevicesNb);
// final CudaEngine ce = cudaEngines.get(1);
// final CudaEngine ce = cudaEngines.get(0);
// final CudaEngine ce;
// if(p.getName().contains("PRE")){
// ce = cudaEngines.get(0);
// }
// else{
// ce = cudaEngines.get(1);
// }
//
ce.cudaObjects.add(co);
System.err.println(co + "ID " + pheroID + " getting cuda engine Id " + ce.Id);
return ce;
}
}
static FloatBuffer getUnifiedFloatBuffer(Pointer pinnedMemory, CUdeviceptr devicePtr, long size) {
JCudaDriver.cuMemHostAlloc(pinnedMemory, size, JCudaDriver.CU_MEMHOSTALLOC_DEVICEMAP);
final ByteBuffer byteBuffer = pinnedMemory.getByteBuffer(0, size);
byteBuffer.order(ByteOrder.nativeOrder());
JCudaDriver.cuMemHostGetDevicePointer(devicePtr, pinnedMemory, 0);
return byteBuffer.asFloatBuffer();
}
public static IntBuffer getUnifiedIntBuffer(
Pointer pinnedMemory, CUdeviceptr devicePtr, int size) {
JCudaDriver.cuMemHostAlloc(pinnedMemory, size, JCudaDriver.CU_MEMHOSTALLOC_DEVICEMAP);
final ByteBuffer byteBuffer = pinnedMemory.getByteBuffer(0, size);
byteBuffer.order(ByteOrder.nativeOrder());
JCudaDriver.cuMemHostGetDevicePointer(devicePtr, pinnedMemory, 0);
return byteBuffer.asIntBuffer();
}
public static int[] getUnifiedIntArray(Pointer pinnedMemory, CUdeviceptr devicePtr, int size) {
int[] values = new int[size];
JCudaDriver.cuMemHostAlloc(pinnedMemory, size, JCudaDriver.CU_MEMHOSTALLOC_DEVICEMAP);
final ByteBuffer byteBuffer = pinnedMemory.getByteBuffer(0, size);
byteBuffer.order(ByteOrder.nativeOrder());
JCudaDriver.cuMemHostGetDevicePointer(devicePtr, pinnedMemory, 0);
return values;
}
public static ByteBuffer getUnifiedByteBuffer(
Pointer pinnedMemory, CUdeviceptr devicePtr, int size) {
JCudaDriver.cuMemHostAlloc(pinnedMemory, size, JCudaDriver.CU_MEMHOSTALLOC_DEVICEMAP);
final ByteBuffer byteBuffer = pinnedMemory.getByteBuffer(0, size);
byteBuffer.order(ByteOrder.nativeOrder());
JCudaDriver.cuMemHostGetDevicePointer(devicePtr, pinnedMemory, 0);
return byteBuffer;
}
/** Stop the executors and clean memory on registered CUObject */
public static void stop() {
synchronized (cudaEngines) {
cuCtxSynchronizeAll();
for (Iterator<CudaEngine> iterator = cudaEngines.values().iterator(); iterator.hasNext(); ) {
iterator.next().shutdown();
iterator.remove();
}
// for (CudaEngine ce : cudaEngines.values()) {
// ce.shutdown();
// }
}
}
/** Stop the executors and clean memory on registered CUObject */
public static synchronized void freeMemory() {
for (CudaEngine ce : cudaEngines.values()) {
ce.freeCUObjectsMemory();
}
}
static void initModules(CUmodule module) {
JCudaDriver.cuModuleLoad(module, new File(ioTmpDir, PHEROMONES_CU + ".ptx").getAbsolutePath());
}
// void compileKernelsPtx()
static void compileKernelsPtx() throws IOException {
if (!new File(ioTmpDir, PHEROMONES_CU + ".ptx").exists()) { // TODO externalize
try (InputStream is =
CudaEngine.class.getResourceAsStream(
"/turtlekit/cuda/kernels/" + PHEROMONES_CU + ".cu")) {
final Path path = Paths.get(ioTmpDir, PHEROMONES_CU + ".cu");
try {
Files.copy(is, path);
} catch (FileAlreadyExistsException e) {
}
System.err.println("--------------- Compiling ptx ----------------------");
KernelLauncher.create(
path.toString(),
Kernel.DIFFUSION_TO_TMP.name(),
false,
"--use_fast_math",
"--prec-div=false"); // ,"--gpu-architecture=sm_20");
} catch (IOException e) {
throw e;
}
}
}
public static synchronized void cuCtxSynchronizeAll() {
for (CudaEngine ce : cudaEngines.values()) {
ce.cuCtxSynchronize();
}
// List<Future<Void>> futures = new ArrayList<Future<Void>>();
// for (CudaEngine ce : executors) {
// futures.add(ce.exe.submit(new Callable<Void>() {
// @Override
// public Void call() throws Exception {
// JCudaDriver.cuCtxSynchronize();
// return null;
// }
//
// }));
// }
// for (Future<Void> future : futures) {
// try {
// future.get();
// } catch (InterruptedException | ExecutionException e) {
// // TODO Auto-generated catch block
// e.printStackTrace();
// }
// }
}
public int cuDeviceGetCount() {
return availableDevicesNb;
}
/** Free memory from the currently registered CUObjects */
public void freeCUObjectsMemory() {
exe.submit(
new Runnable() {
@Override
public void run() {
cuCtxSynchronize();
for (CudaObject co : cudaObjects) {
co.freeMemory();
}
JCudaDriver.cuCtxDestroy(context);
}
});
}
private synchronized void shutdown() {
if (!exe.isShutdown()) {
freeCUObjectsMemory();
}
exe.shutdown();
try {
System.err.println(
"cuda device " + Id + " freed ? " + exe.awaitTermination(10, TimeUnit.SECONDS));
} catch (InterruptedException e) {
e.printStackTrace();
}
}
private void initFunction(CUmodule module, Kernel name) {
CUfunction function = new CUfunction();
JCudaDriver.cuModuleGetFunction(function, module, name.name());
kernels.put(name, function);
}
public int getMaxThreads() {
return maxThreads;
}
public CUfunction getKernelFunction(Kernel f) {
CUfunction function = kernels.get(f);
if (function == null) throw new CudaException("No such function " + f);
return function;
}
// public static void main(String[] args) {
// CudaPheromone cu, cu2;
// getCudaEngine(cu = new CudaPheromone(10, 10, 0.1f, 0f, "test"));
// getCudaEngine(cu2 = new CudaPheromone(100, 100, 0.3f, 0.5f, "test2"));
// cu.set(3, 3, 8);
//// cu.diffusion();
// cu.evaporation();
// System.err.println(cu.get(3, 3));
// System.err.println(cu.get(0, 0));
// System.err.println(cu.get(3, 2));
// System.err.println("maxdir " + cu.getMaxDir(3, 2));
// cu.diffusion();
// System.err.println(cu.get(3, 3));
// cu.diffusion();
// System.err.println(cu.get(3, 3));
// cu2.diffusion();
// cu.freeMemory();
// cu2.freeMemory();
// CudaEngine.stop();
// }
public void cuCtxSynchronize() {
try {
exe.submit(
new Callable<Void>() {
@Override
public Void call() throws Exception {
JCudaDriver.cuCtxSynchronize();
return null;
}
})
.get();
} catch (InterruptedException | ExecutionException e) {
e.printStackTrace();
}
}
public Future<?> submit(Runnable runnable) {
if (!exe.isShutdown()) {
return exe.submit(runnable);
}
return null;
}
public CUdeviceptr getNeighborsPtr(String string) {
return neigborsPtrs.get(string);
}
public void addNeighborsPtr(String string, CUdeviceptr neighborsPtr) {
neigborsPtrs.put(string, neighborsPtr);
}
enum Kernel {
DIFFUSION_TO_TMP,
DIFFUSION_UPDATE,
EVAPORATION,
FIELD_MAX_DIR,
DIFFUSION_UPDATE_THEN_EVAPORATION,
DIFFUSION_UPDATE_THEN_EVAPORATION_THEN_FIELDMAXDIR
// ,FILL_NEIGHBORS
,
TEST,
DIFFUSION_UPDATE_THEN_EVAPORATION_THEN_FIELDMAXDIRV2
}
}