Project Panama 与 OpenCL 内核调用:Local 工作组大小配置疑难解答
大家好,今天我们来深入探讨一个在使用 Project Panama 调用 OpenCL 内核时,经常遇到的一个问题:Local 工作组大小配置失效,以及它与 CLKernelWorkGroupSize 和 MemorySegment 分配的局部内存之间的关系。
在开始之前,我们先简单回顾一下 Project Panama 和 OpenCL 的相关概念。
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Project Panama (Foreign Function & Memory API): Java 的一个孵化项目,旨在提高 Java 程序与本地代码(如 C/C++)的互操作性。它提供了更安全、更高效的方式来访问本地内存和调用本地函数,避免了传统 JNI 的一些缺陷。
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OpenCL (Open Computing Language): 一个异构并行计算的开放标准,允许在各种平台上(CPU、GPU、FPGA 等)执行并行计算任务。OpenCL 程序通常由一个主机程序和一个或多个内核程序组成。主机程序负责管理 OpenCL 环境、加载和编译内核、分配内存、设置内核参数以及启动内核执行。内核程序则是在 OpenCL 设备上执行的并行计算代码。
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Local 工作组 (Work-Group): OpenCL 执行模型中的一个重要概念。它将一个大的计算任务划分为更小的、可以并行执行的单元。一个 Global 范围的计算任务被划分为多个 Work-Group,每个 Work-Group 又包含多个 Work-Item。Work-Group 中的 Work-Item 可以通过 Local Memory 进行数据共享和协作。
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CLKernelWorkGroupSize: 这是 OpenCL 内核中的一个属性,允许开发者指定内核倾向使用的 Work-Group 大小。但这仅仅是一个提示,OpenCL 运行时环境可以根据设备的限制和资源情况来调整实际的 Work-Group 大小。
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MemorySegment: Project Panama 中用于表示本地内存区域的一个核心接口。它提供了安全且高效的方式来访问和操作本地内存,包括分配、释放、读取和写入数据。
问题描述:Local 工作组大小配置无效
在使用 Project Panama 调用 OpenCL 内核时,我们可能会遇到以下问题:
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通过
clSetKernelArg设置的local内存大小,与内核代码中声明的__local变量大小不匹配,导致内核执行错误。 -
尝试使用
clGetKernelWorkGroupInfo查询内核的CL_KERNEL_WORK_GROUP_SIZE和CL_KERNEL_LOCAL_MEM_SIZE,发现返回值与预期的不符,或者在内核执行过程中出现与局部内存访问相关的错误。 -
尽管设置了
CLKernelWorkGroupSize,但实际执行的 Work-Group 大小与设置的值不一致。
这些问题通常与以下几个方面有关:
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OpenCL 运行时环境的限制: OpenCL 设备对 Work-Group 大小和 Local Memory 大小都有硬件限制。如果配置超过了这些限制,运行时环境可能会自动调整 Work-Group 大小或者拒绝执行内核。
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内核代码中的内存访问模式: 如果内核代码中的内存访问模式不正确,例如发生越界访问或者并发访问冲突,即使 Work-Group 大小配置正确,也可能导致程序崩溃或者产生错误的结果。
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Project Panama 的内存管理: 如果在使用 Project Panama 分配和管理本地内存时出现错误,例如内存泄漏或者访问无效内存,也可能导致内核执行错误。
案例分析:一个简单的向量加法内核
为了更好地理解这些问题,我们来看一个简单的向量加法内核的例子。
OpenCL 内核代码 (vector_add.cl):
__kernel void vector_add(__global const float *a,
__global const float *b,
__global float *c,
__local float *local_a,
__local float *local_b,
const int size) {
int gid = get_global_id(0);
int lid = get_local_id(0);
int group_size = get_local_size(0);
int group_id = get_group_id(0);
if (gid < size) {
local_a[lid] = a[gid];
local_b[lid] = b[gid];
barrier(CLK_LOCAL_MEM_FENCE); // Wait for all work-items to load data
c[gid] = local_a[lid] + local_b[lid];
}
}
Java 代码 (使用 Project Panama 调用 OpenCL):
import jdk.incubator.foreign.*;
import java.lang.invoke.MethodHandle;
import java.nio.ByteOrder;
public class VectorAdd {
private static final String KERNEL_FILE = "vector_add.cl";
private static final int VECTOR_SIZE = 1024;
private static final int WORK_GROUP_SIZE = 256; //尝试设置Work-Group大小
// OpenCL 函数的地址 (假设已经加载)
private static MemorySegment clCreateContext;
private static MemorySegment clCreateCommandQueue;
private static MemorySegment clCreateProgramWithSource;
private static MemorySegment clBuildProgram;
private static MemorySegment clCreateKernel;
private static MemorySegment clSetKernelArg;
private static MemorySegment clEnqueueNDRangeKernel;
private static MemorySegment clFinish;
private static MemorySegment clReleaseMemObject;
private static MemorySegment clReleaseKernel;
private static MemorySegment clReleaseProgram;
private static MemorySegment clReleaseCommandQueue;
private static MemorySegment clReleaseContext;
private static MemorySegment clGetKernelWorkGroupInfo;
//OpenCL 函数的链接器
private static SymbolLookup openCLLinker;
//OpenCL 相关对象的句柄
private static MemorySegment context;
private static MemorySegment commandQueue;
private static MemorySegment program;
private static MemorySegment kernel;
// 函数句柄定义 (简化起见,省略错误处理)
private static MethodHandle createContextMH;
private static MethodHandle createCommandQueueMH;
private static MethodHandle createProgramWithSourceMH;
private static MethodHandle buildProgramMH;
private static MethodHandle createKernelMH;
private static MethodHandle setKernelArgMH;
private static MethodHandle enqueueNDRangeKernelMH;
private static MethodHandle finishMH;
private static MethodHandle releaseMemObjectMH;
private static MethodHandle releaseKernelMH;
private static MethodHandle releaseProgramMH;
private static MethodHandle releaseCommandQueueMH;
private static MethodHandle releaseContextMH;
private static MethodHandle getKernelWorkGroupInfoMH;
// 定义 OpenCL 常量 (简化起见)
private static final int CL_DEVICE_TYPE_GPU = 4;
private static final int CL_MEM_READ_ONLY = 1;
private static final int CL_MEM_WRITE_ONLY = 2;
private static final int CL_MEM_READ_WRITE = 4;
private static final int CL_SUCCESS = 0;
private static final int CL_KERNEL_WORK_GROUP_SIZE = 0x11B0;
private static final int CL_KERNEL_LOCAL_MEM_SIZE = 0x11B1;
public static void main(String[] args) throws Throwable {
// 1. 初始化 OpenCL 环境
initOpenCL();
// 2. 创建 OpenCL 缓冲区
MemorySegment aBuffer = allocateFloatBuffer(VECTOR_SIZE, CL_MEM_READ_ONLY);
MemorySegment bBuffer = allocateFloatBuffer(VECTOR_SIZE, CL_MEM_READ_ONLY);
MemorySegment cBuffer = allocateFloatBuffer(VECTOR_SIZE, CL_MEM_WRITE_ONLY);
// 3. 填充输入缓冲区 (这里简单地填充一些数据)
fillFloatBuffer(aBuffer, VECTOR_SIZE, 1.0f);
fillFloatBuffer(bBuffer, VECTOR_SIZE, 2.0f);
// 4. 创建内核对象
kernel = (MemorySegment) createKernelMH.invokeExact((MemorySegment)program.address(), MemorySegment.ofArray("vector_add".getBytes()), (MemorySegment)null);
// 5. 设置内核参数
long sizeOfFloat = 4;
setKernelArgMH.invokeExact((MemorySegment)kernel.address(), 0, sizeOfFloat, (MemorySegment)aBuffer.address());
setKernelArgMH.invokeExact((MemorySegment)kernel.address(), 1, sizeOfFloat, (MemorySegment)bBuffer.address());
setKernelArgMH.invokeExact((MemorySegment)kernel.address(), 2, sizeOfFloat, (MemorySegment)cBuffer.address());
//分配局部内存
MemorySegment localA = MemorySegment.allocateNative(WORK_GROUP_SIZE * sizeOfFloat, ResourceScope.newConfinedScope());
MemorySegment localB = MemorySegment.allocateNative(WORK_GROUP_SIZE * sizeOfFloat, ResourceScope.newConfinedScope());
setKernelArgMH.invokeExact((MemorySegment)kernel.address(), 3, (long)WORK_GROUP_SIZE * sizeOfFloat, (MemorySegment)null); // Local Memory for a
setKernelArgMH.invokeExact((MemorySegment)kernel.address(), 4, (long)WORK_GROUP_SIZE * sizeOfFloat, (MemorySegment)null); // Local Memory for b
setKernelArgMH.invokeExact((MemorySegment)kernel.address(), 5, sizeOfFloat, (MemorySegment)MemorySegment.ofArray(new int[]{VECTOR_SIZE}));
// 6. 执行内核
MemorySegment globalWorkSize = MemorySegment.allocateNative(8,ResourceScope.newConfinedScope());
globalWorkSize.setAtIndex(ValueLayout.JAVA_LONG, 0, VECTOR_SIZE);
MemorySegment localWorkSize = MemorySegment.allocateNative(8,ResourceScope.newConfinedScope());
localWorkSize.setAtIndex(ValueLayout.JAVA_LONG, 0, WORK_GROUP_SIZE);
enqueueNDRangeKernelMH.invokeExact((MemorySegment)commandQueue.address(), (MemorySegment)kernel.address(), 1, (MemorySegment)null, (MemorySegment)globalWorkSize.address(), (MemorySegment)localWorkSize.address(), 0, (MemorySegment)null, (MemorySegment)null);
finishMH.invokeExact((MemorySegment)commandQueue.address());
// 7. 读取结果并验证
float[] results = readFloatBuffer(cBuffer, VECTOR_SIZE);
for (int i = 0; i < VECTOR_SIZE; i++) {
if (Math.abs(results[i] - 3.0f) > 0.001f) {
System.err.println("Error at index " + i + ": expected 3.0, got " + results[i]);
}
}
System.out.println("Vector addition completed successfully.");
// 8. 释放 OpenCL 资源
releaseOpenCLResources(aBuffer, bBuffer, cBuffer);
}
// 初始化 OpenCL 环境
private static void initOpenCL() throws Throwable {
// 1. 加载 OpenCL 库
openCLLinker = SymbolLookup.libraryLookup("OpenCL", SegmentScope.global());
// 2. 获取 OpenCL 函数地址
clCreateContext = openCLLinker.find("clCreateContext").orElseThrow(() -> new RuntimeException("clCreateContext not found"));
clCreateCommandQueue = openCLLinker.find("clCreateCommandQueue").orElseThrow(() -> new RuntimeException("clCreateCommandQueue not found"));
clCreateProgramWithSource = openCLLinker.find("clCreateProgramWithSource").orElseThrow(() -> new RuntimeException("clCreateProgramWithSource not found"));
clBuildProgram = openCLLinker.find("clBuildProgram").orElseThrow(() -> new RuntimeException("clBuildProgram not found"));
clCreateKernel = openCLLinker.find("clCreateKernel").orElseThrow(() -> new RuntimeException("clCreateKernel not found"));
clSetKernelArg = openCLLinker.find("clSetKernelArg").orElseThrow(() -> new RuntimeException("clSetKernelArg not found"));
clEnqueueNDRangeKernel = openCLLinker.find("clEnqueueNDRangeKernel").orElseThrow(() -> new RuntimeException("clEnqueueNDRangeKernel not found"));
clFinish = openCLLinker.find("clFinish").orElseThrow(() -> new RuntimeException("clFinish not found"));
clReleaseMemObject = openCLLinker.find("clReleaseMemObject").orElseThrow(() -> new RuntimeException("clReleaseMemObject not found"));
clReleaseKernel = openCLLinker.find("clReleaseKernel").orElseThrow(() -> new RuntimeException("clReleaseKernel not found"));
clReleaseProgram = openCLLinker.find("clReleaseProgram").orElseThrow(() -> new RuntimeException("clReleaseProgram not found"));
clReleaseCommandQueue = openCLLinker.find("clReleaseCommandQueue").orElseThrow(() -> new RuntimeException("clReleaseCommandQueue not found"));
clReleaseContext = openCLLinker.find("clReleaseContext").orElseThrow(() -> new RuntimeException("clReleaseContext not found"));
clGetKernelWorkGroupInfo = openCLLinker.find("clGetKernelWorkGroupInfo").orElseThrow(() -> new RuntimeException("clGetKernelWorkGroupInfo not found"));
// 3. 创建 MethodHandle
createContextMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clCreateContext", MethodType.methodType(MemorySegment.class, SymbolLookup.class, int.class));
createCommandQueueMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clCreateCommandQueue", MethodType.methodType(MemorySegment.class, SymbolLookup.class, MemorySegment.class));
createProgramWithSourceMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clCreateProgramWithSource", MethodType.methodType(MemorySegment.class, SymbolLookup.class, String.class));
buildProgramMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clBuildProgram", MethodType.methodType(int.class, SymbolLookup.class, MemorySegment.class));
createKernelMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clCreateKernel", MethodType.methodType(MemorySegment.class, SymbolLookup.class, MemorySegment.class, String.class));
setKernelArgMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clSetKernelArg", MethodType.methodType(int.class, SymbolLookup.class, MemorySegment.class, int.class, long.class, MemorySegment.class));
enqueueNDRangeKernelMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clEnqueueNDRangeKernel", MethodType.methodType(int.class, SymbolLookup.class, MemorySegment.class, MemorySegment.class, int.class, MemorySegment.class, MemorySegment.class, MemorySegment.class, int.class, MemorySegment.class, MemorySegment.class));
finishMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clFinish", MethodType.methodType(int.class, SymbolLookup.class, MemorySegment.class));
releaseMemObjectMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clReleaseMemObject", MethodType.methodType(int.class, SymbolLookup.class, MemorySegment.class));
releaseKernelMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clReleaseKernel", MethodType.methodType(int.class, SymbolLookup.class, MemorySegment.class));
releaseProgramMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clReleaseProgram", MethodType.methodType(int.class, SymbolLookup.class, MemorySegment.class));
releaseCommandQueueMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clReleaseCommandQueue", MethodType.methodType(int.class, SymbolLookup.class, MemorySegment.class));
releaseContextMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clReleaseContext", MethodType.methodType(int.class, SymbolLookup.class, MemorySegment.class));
getKernelWorkGroupInfoMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clGetKernelWorkGroupInfo", MethodType.methodType(int.class, SymbolLookup.class, MemorySegment.class, int.class, long.class, MemorySegment.class, MemorySegment.class));
// 4. 创建 OpenCL Context 和 Command Queue
context = (MemorySegment) createContextMH.invokeExact(openCLLinker, CL_DEVICE_TYPE_GPU);
commandQueue = (MemorySegment) createCommandQueueMH.invokeExact(openCLLinker, (MemorySegment)context.address());
// 5. 创建 OpenCL Program
program = (MemorySegment) createProgramWithSourceMH.invokeExact(openCLLinker, KERNEL_FILE);
// 6. 构建 OpenCL Program
int buildStatus = (int) buildProgramMH.invokeExact(openCLLinker, (MemorySegment)program.address());
if (buildStatus != CL_SUCCESS) {
System.err.println("Error building program. Status: " + buildStatus);
throw new RuntimeException("OpenCL program build failed.");
}
}
// 创建 OpenCL 缓冲区
private static MemorySegment allocateFloatBuffer(int size, int flags) throws Throwable {
return OCLUtils.allocateFloatBuffer(openCLLinker, (MemorySegment) context.address(), size, flags);
}
// 填充浮点缓冲区
private static void fillFloatBuffer(MemorySegment buffer, int size, float value) {
try (MemorySegment.Access<Float> accessor = buffer.asFloatSegment().asAccess()) {
for (int i = 0; i < size; i++) {
accessor.set(i, value);
}
}
}
// 读取浮点缓冲区
private static float[] readFloatBuffer(MemorySegment buffer, int size) {
float[] results = new float[size];
try (MemorySegment.Access<Float> accessor = buffer.asFloatSegment().asAccess()) {
for (int i = 0; i < size; i++) {
results[i] = accessor.get(i);
}
}
return results;
}
// 释放 OpenCL 资源
private static void releaseOpenCLResources(MemorySegment aBuffer, MemorySegment bBuffer, MemorySegment cBuffer) throws Throwable {
releaseMemObjectMH.invokeExact(openCLLinker, (MemorySegment) aBuffer.address());
releaseMemObjectMH.invokeExact(openCLLinker, (MemorySegment) bBuffer.address());
releaseMemObjectMH.invokeExact(openCLLinker, (MemorySegment) cBuffer.address());
releaseKernelMH.invokeExact(openCLLinker, (MemorySegment) kernel.address());
releaseProgramMH.invokeExact(openCLLinker, (MemorySegment) program.address());
releaseCommandQueueMH.invokeExact(openCLLinker, (MemorySegment) commandQueue.address());
releaseContextMH.invokeExact(openCLLinker, (MemorySegment) context.address());
}
public static class OCLUtils {
public static MemorySegment clCreateContext(SymbolLookup openCLLinker, int device_type) throws Throwable {
// 1. 获取函数描述符
MethodHandle clGetPlatformIDsMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clGetPlatformIDs", MethodType.methodType(int.class, SymbolLookup.class, int.class, MemorySegment.class, MemorySegment.class));
MethodHandle clGetDeviceIDsMH = MethodHandles.lookup().findStatic(OCLUtils.class, "clGetDeviceIDs", MethodType.methodType(int.class, SymbolLookup.class, MemorySegment.class, int.class, int.class, MemorySegment.class, MemorySegment.class));
MethodHandle createContextMH = MethodHandles.lookup().findOrNull(MethodHandles.Lookup.PRIVATE, OCLUtils.class, "createContext", MethodType.methodType(MemorySegment.class, SymbolLookup.class, MemorySegment.class));
// 2. 调用 clGetPlatformIDs 获取平台 ID
MemorySegment platformId = MemorySegment.allocateNative(8,ResourceScope.newConfinedScope());
MemorySegment numPlatforms = MemorySegment.allocateNative(4,ResourceScope.newConfinedScope());
clGetPlatformIDsMH.invokeExact(openCLLinker, 1, (MemorySegment)platformId.address(), (MemorySegment)numPlatforms.address());
// 3. 调用 clGetDeviceIDs 获取设备 ID
MemorySegment deviceId = MemorySegment.allocateNative(8,ResourceScope.newConfinedScope());
MemorySegment numDevices = MemorySegment.allocateNative(4,ResourceScope.newConfinedScope());
int result = (int) clGetDeviceIDsMH.invokeExact(openCLLinker, (MemorySegment)platformId.address(), device_type, 1, (MemorySegment)deviceId.address(), (MemorySegment)numDevices.address());
// 4. 创建上下文 (使用私有方法)
return (MemorySegment) createContextMH.invokeExact(openCLLinker, (MemorySegment)deviceId.address());
}
private static MemorySegment createContext(SymbolLookup openCLLinker, MemorySegment device_id) throws Throwable{
// 函数描述符
MethodHandle clCreateContextMH = MethodHandles.lookup().findOrNull(MethodHandles.Lookup.PRIVATE, OCLUtils.class, "clCreateContextInner", MethodType.methodType(MemorySegment.class, SymbolLookup.class, MemorySegment.class));
return (MemorySegment) clCreateContextMH.invokeExact(openCLLinker, device_id);
}
private static MemorySegment clCreateContextInner(SymbolLookup openCLLinker, MemorySegment device_id) throws Throwable {
// 获取 clCreateContext 函数地址
MemorySegment clCreateContextAddress = openCLLinker.find("clCreateContext").orElseThrow(() -> new RuntimeException("clCreateContext not found"));
// 定义函数类型
MethodType clCreateContextType = MethodType.methodType(MemorySegment.class, MemorySegment.class, int.class, MemorySegment.class, MemorySegment.class, MemorySegment.class);
// 创建函数句柄
MethodHandle clCreateContextMH = MethodHandles.lookup().findVirtual(ForeignLinker.class, "downcallHandle", MethodType.methodType(MethodHandle.class, MemorySegment.class, MethodType.class, FunctionDescriptor.class));
// 创建 ForeignLinker 实例
ForeignLinker foreignLinker = ForeignLinker.getInstance();
// 定义函数描述符
FunctionDescriptor functionDescriptor = FunctionDescriptor.of(ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.JAVA_INT,
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)));
// 创建 downcallHandle
MethodHandle handle = (MethodHandle) clCreateContextMH.invoke(foreignLinker, clCreateContextAddress, clCreateContextType, functionDescriptor);
// 调用 clCreateContext
MemorySegment properties = MemorySegment.allocateNative(0,ResourceScope.newConfinedScope());//null
MemorySegment pfn_notify = MemorySegment.allocateNative(0,ResourceScope.newConfinedScope());//null
MemorySegment errcode_ret = MemorySegment.allocateNative(4,ResourceScope.newConfinedScope());//int
return (MemorySegment) handle.invokeExact((MemorySegment)properties.address(), 1, (MemorySegment)device_id.address(), (MemorySegment)pfn_notify.address(), (MemorySegment)errcode_ret.address());
}
private static int clGetPlatformIDs(SymbolLookup openCLLinker, int num_entries, MemorySegment platforms, MemorySegment num_platforms) throws Throwable {
// 获取 clGetPlatformIDs 函数地址
MemorySegment clGetPlatformIDsAddress = openCLLinker.find("clGetPlatformIDs").orElseThrow(() -> new RuntimeException("clGetPlatformIDs not found"));
// 定义函数类型
MethodType clGetPlatformIDsType = MethodType.methodType(int.class, int.class, MemorySegment.class, MemorySegment.class);
// 创建函数句柄
MethodHandle clGetPlatformIDsMH = MethodHandles.lookup().findVirtual(ForeignLinker.class, "downcallHandle", MethodType.methodType(MethodHandle.class, MemorySegment.class, MethodType.class, FunctionDescriptor.class));
// 创建 ForeignLinker 实例
ForeignLinker foreignLinker = ForeignLinker.getInstance();
// 定义函数描述符
FunctionDescriptor functionDescriptor = FunctionDescriptor.of(ValueLayout.JAVA_INT,
ValueLayout.JAVA_INT,
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)));
// 创建 downcallHandle
MethodHandle handle = (MethodHandle) clGetPlatformIDsMH.invoke(foreignLinker, clGetPlatformIDsAddress, clGetPlatformIDsType, functionDescriptor);
// 调用 clGetPlatformIDs
return (int) handle.invokeExact(num_entries, (MemorySegment)platforms.address(), (MemorySegment)num_platforms.address());
}
private static int clGetDeviceIDs(SymbolLookup openCLLinker, MemorySegment platform, int device_type, int num_entries, MemorySegment devices, MemorySegment num_devices) throws Throwable {
// 获取 clGetDeviceIDs 函数地址
MemorySegment clGetDeviceIDsAddress = openCLLinker.find("clGetDeviceIDs").orElseThrow(() -> new RuntimeException("clGetDeviceIDs not found"));
// 定义函数类型
MethodType clGetDeviceIDsType = MethodType.methodType(int.class, MemorySegment.class, int.class, int.class, MemorySegment.class, MemorySegment.class);
// 创建函数句柄
MethodHandle clGetDeviceIDsMH = MethodHandles.lookup().findVirtual(ForeignLinker.class, "downcallHandle", MethodType.methodType(MethodHandle.class, MemorySegment.class, MethodType.class, FunctionDescriptor.class));
// 创建 ForeignLinker 实例
ForeignLinker foreignLinker = ForeignLinker.getInstance();
// 定义函数描述符
FunctionDescriptor functionDescriptor = FunctionDescriptor.of(ValueLayout.JAVA_INT,
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.JAVA_INT,
ValueLayout.JAVA_INT,
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)));
// 创建 downcallHandle
MethodHandle handle = (MethodHandle) clGetDeviceIDsMH.invoke(foreignLinker, clGetDeviceIDsAddress, clGetDeviceIDsType, functionDescriptor);
// 调用 clGetDeviceIDs
return (int) handle.invokeExact((MemorySegment)platform.address(), device_type, num_entries, (MemorySegment)devices.address(), (MemorySegment)num_devices.address());
}
public static MemorySegment clCreateCommandQueue(SymbolLookup openCLLinker, MemorySegment context) throws Throwable {
// 获取 clCreateCommandQueue 函数地址
MemorySegment clCreateCommandQueueAddress = openCLLinker.find("clCreateCommandQueue").orElseThrow(() -> new RuntimeException("clCreateCommandQueue not found"));
// 定义函数类型
MethodType clCreateCommandQueueType = MethodType.methodType(MemorySegment.class, MemorySegment.class, MemorySegment.class, int.class, MemorySegment.class);
// 创建函数句柄
MethodHandle clCreateCommandQueueMH = MethodHandles.lookup().findVirtual(ForeignLinker.class, "downcallHandle", MethodType.methodType(MethodHandle.class, MemorySegment.class, MethodType.class, FunctionDescriptor.class));
// 创建 ForeignLinker 实例
ForeignLinker foreignLinker = ForeignLinker.getInstance();
// 定义函数描述符
FunctionDescriptor functionDescriptor = FunctionDescriptor.of(ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.JAVA_INT,
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)));
// 创建 downcallHandle
MethodHandle handle = (MethodHandle) clCreateCommandQueueMH.invoke(foreignLinker, clCreateCommandQueueAddress, clCreateCommandQueueType, functionDescriptor);
// 调用 clCreateCommandQueue
MemorySegment properties = MemorySegment.allocateNative(0,ResourceScope.newConfinedScope());//null
MemorySegment errcode_ret = MemorySegment.allocateNative(4,ResourceScope.newConfinedScope());//int
return (MemorySegment) handle.invokeExact((MemorySegment)context.address(), (MemorySegment)properties.address(), 0, (MemorySegment)errcode_ret.address());
}
public static MemorySegment clCreateProgramWithSource(SymbolLookup openCLLinker, String kernelFile) throws Throwable {
// 1. 读取内核代码
String kernelCode = readKernelFile(kernelFile);
// 2. 获取 clCreateProgramWithSource 函数地址
MemorySegment clCreateProgramWithSourceAddress = openCLLinker.find("clCreateProgramWithSource").orElseThrow(() -> new RuntimeException("clCreateProgramWithSource not found"));
// 3. 定义函数类型
MethodType clCreateProgramWithSourceType = MethodType.methodType(MemorySegment.class, MemorySegment.class, MemorySegment.class, int.class, MemorySegment.class, MemorySegment.class);
// 4. 创建函数句柄
MethodHandle clCreateProgramWithSourceMH = MethodHandles.lookup().findVirtual(ForeignLinker.class, "downcallHandle", MethodType.methodType(MethodHandle.class, MemorySegment.class, MethodType.class, FunctionDescriptor.class));
// 5. 创建 ForeignLinker 实例
ForeignLinker foreignLinker = ForeignLinker.getInstance();
// 6. 定义函数描述符
FunctionDescriptor functionDescriptor = FunctionDescriptor.of(ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.JAVA_INT,
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)));
// 7. 创建 downcallHandle
MethodHandle handle = (MethodHandle) clCreateProgramWithSourceMH.invoke(foreignLinker, clCreateProgramWithSourceAddress, clCreateProgramWithSourceType, functionDescriptor);
// 8. 调用 clCreateProgramWithSource
MemorySegment context = VectorAdd.context;
int count = 1;
MemorySegment strings = MemorySegment.allocateNative(8,ResourceScope.newConfinedScope());//String[]
strings.setAtIndex(ValueLayout.ADDRESS, 0, MemorySegment.ofArray(kernelCode.getBytes()).address());
MemorySegment lengths = MemorySegment.allocateNative(4,ResourceScope.newConfinedScope());//size_t[]
lengths.setAtIndex(ValueLayout.JAVA_INT, 0, kernelCode.length());
MemorySegment errcode_ret = MemorySegment.allocateNative(4,ResourceScope.newConfinedScope());//int*
return (MemorySegment) handle.invokeExact((MemorySegment)context.address(), count, (MemorySegment)strings.address(), (MemorySegment)lengths.address(), (MemorySegment)errcode_ret.address());
}
private static String readKernelFile(String kernelFile) {
try {
return new String(VectorAdd.class.getClassLoader().getResourceAsStream(kernelFile).readAllBytes());
} catch (Exception e) {
throw new RuntimeException("Failed to read kernel file: " + kernelFile, e);
}
}
public static int clBuildProgram(SymbolLookup openCLLinker, MemorySegment program) throws Throwable {
// 获取 clBuildProgram 函数地址
MemorySegment clBuildProgramAddress = openCLLinker.find("clBuildProgram").orElseThrow(() -> new RuntimeException("clBuildProgram not found"));
// 定义函数类型
MethodType clBuildProgramType = MethodType.methodType(int.class, MemorySegment.class, int.class, MemorySegment.class, MemorySegment.class, MemorySegment.class, MemorySegment.class);
// 创建函数句柄
MethodHandle clBuildProgramMH = MethodHandles.lookup().findVirtual(ForeignLinker.class, "downcallHandle", MethodType.methodType(MethodHandle.class, MemorySegment.class, MethodType.class, FunctionDescriptor.class));
// 创建 ForeignLinker 实例
ForeignLinker foreignLinker = ForeignLinker.getInstance();
// 定义函数描述符
FunctionDescriptor functionDescriptor = FunctionDescriptor.of(ValueLayout.JAVA_INT,
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.JAVA_INT,
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)),
ValueLayout.ADDRESS.withTargetLayout(MemoryLayout.ofValue(ValueLayout.ADDRESS)));
// 创建 downcallHandle
MethodHandle handle = (MethodHandle) clBuildProgramMH.invoke(foreignLinker, clBuildProgramAddress, clBuildProgramType, functionDescriptor);
// 调用 clBuildProgram
MemorySegment device_list = MemorySegment.allocateNative(0,ResourceScope.newConfinedScope());//null
MemorySegment pfn_notify = MemorySegment.allocateNative(0,ResourceScope.newConfinedScope());//null
MemorySegment user_data = MemorySegment.allocateNative(0,ResourceScope.newConfinedScope());//null
return (int) handle.invokeExact((MemorySegment)program.address(), 0, (MemorySegment)device_list.address(), (MemorySegment)null, (MemorySegment)pfn_notify.address(), (MemorySegment)user_data.address());
}
public static MemorySegment clCreateKernel(SymbolLookup openCLLinker, MemorySegment program, String kernelName) throws Throwable {
// 获取 clCreateKernel 函数地址
MemorySegment clCreateKernelAddress = openCLLinker.find("clCreateKernel").orElseThrow(() -> new RuntimeException("clCreateKernel not found"));
// 定义函数类型
MethodType clCreateKernelType = MethodType.methodType(MemorySegment.class, MemorySegment.class, MemorySegment.class, MemorySegment.class);
// 创建函数句柄
MethodHandle clCreateKernelMH = MethodHandles.lookup().findVirtual(ForeignLinker.class, "downcallHandle", MethodType.methodType(MethodHandle.class, MemorySegment.class, MethodType.