Add vecadd-loop

This is the same kernel as vecadd but repeated in a for-loop many times so that
the runtime overhead at the startup is amortized.
This commit is contained in:
Hansung Kim
2023-10-31 23:32:52 -07:00
parent 6563ed696e
commit 2f4fd11c93
8 changed files with 358 additions and 0 deletions

2
tests/opencl/vecadd-loop/.gitignore vendored Normal file
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vecadd-loop
*.ll

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XLEN ?= 32
LLVM_PREFIX ?= /opt/llvm-riscv
RISCV_TOOLCHAIN_PATH ?= /opt/riscv-gnu-toolchain
SYSROOT ?= $(RISCV_TOOLCHAIN_PATH)/riscv32-unknown-elf
POCL_CC_PATH ?= /opt/pocl/compiler
POCL_RT_PATH ?= /opt/pocl/runtime
OPTS ?= -n64
VORTEX_DRV_PATH ?= $(realpath ../../../driver)
VORTEX_RT_PATH ?= $(realpath ../../../runtime)
K_LLCFLAGS += "-O3 -march=riscv32 -target-abi=ilp32f -mcpu=generic-rv32 -mattr=+m,+f -mattr=+vortex -float-abi=hard -code-model=small"
K_CFLAGS += "-v -O3 --sysroot=$(SYSROOT) --gcc-toolchain=$(RISCV_TOOLCHAIN_PATH) -march=rv32imf -mabi=ilp32f -Xclang -target-feature -Xclang +vortex -I$(VORTEX_RT_PATH)/include -fno-rtti -fno-exceptions -ffreestanding -nostartfiles -fdata-sections -ffunction-sections"
K_LDFLAGS += "-Wl,-Bstatic,-T$(VORTEX_RT_PATH)/linker/vx_link$(XLEN).ld -Wl,--gc-sections $(VORTEX_RT_PATH)/libvortexrt.a -lm"
CXXFLAGS += -std=c++11 -Wall -Wextra -Wfatal-errors
CXXFLAGS += -Wno-deprecated-declarations -Wno-unused-parameter -Wno-narrowing
CXXFLAGS += -I$(POCL_RT_PATH)/include
LDFLAGS += -L$(POCL_RT_PATH)/lib -L$(VORTEX_DRV_PATH)/stub -lOpenCL -lvortex
# Debugigng
ifdef DEBUG
CXXFLAGS += -g -O0
else
CXXFLAGS += -O2 -DNDEBUG
endif
PROJECT = vecadd-loop
SRCS = main.cc
all: $(PROJECT) kernel.pocl
kernel.pocl: kernel.cl
LLVM_PREFIX=$(LLVM_PREFIX) POCL_DEBUG=all LD_LIBRARY_PATH=$(LLVM_PREFIX)/lib:$(POCL_CC_PATH)/lib $(POCL_CC_PATH)/bin/poclcc -CFLAGS $(K_CFLAGS) -LDFLAGS $(K_LDFLAGS) -o kernel.pocl kernel.cl
$(PROJECT): $(SRCS)
$(CXX) $(CXXFLAGS) $^ $(LDFLAGS) -o $@
run-fpga: $(PROJECT) kernel.pocl
LD_LIBRARY_PATH=$(POCL_RT_PATH)/lib:$(VORTEX_DRV_PATH)/fpga:$(LD_LIBRARY_PATH) ./$(PROJECT) $(OPTS)
run-asesim: $(PROJECT) kernel.pocl
LD_LIBRARY_PATH=$(POCL_RT_PATH)/lib:$(VORTEX_DRV_PATH)/asesim:$(LD_LIBRARY_PATH) ./$(PROJECT) $(OPTS)
run-vlsim: $(PROJECT) kernel.pocl
LD_LIBRARY_PATH=$(POCL_RT_PATH)/lib:$(VORTEX_DRV_PATH)/vlsim:$(LD_LIBRARY_PATH) ./$(PROJECT) $(OPTS)
run-simx: $(PROJECT) kernel.pocl
LD_LIBRARY_PATH=$(POCL_RT_PATH)/lib:$(VORTEX_DRV_PATH)/simx:$(LD_LIBRARY_PATH) ./$(PROJECT) $(OPTS)
cp -f args.bin $(PROJECT).args.bin
run-rtlsim: $(PROJECT) kernel.pocl
LD_LIBRARY_PATH=$(POCL_RT_PATH)/lib:$(VORTEX_DRV_PATH)/rtlsim:$(LD_LIBRARY_PATH) ./$(PROJECT) $(OPTS)
.depend: $(SRCS)
$(CXX) $(CXXFLAGS) -MM $^ > .depend;
clean:
rm -rf $(PROJECT) *.o .depend
clean-all: clean
rm -rf *.pocl *.dump
ifneq ($(MAKECMDGOALS),clean)
-include .depend
endif

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__kernel void vecadd (__global const float *A,
__global const float *B,
__global float *C)
{
int gid = get_global_id(0);
float sum = 0.;
for (int i = 0; i < 1000; i++) {
int addr = gid + (i % 2);
sum += A[addr] + B[addr];
}
C[gid] = sum;
}

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__kernel void vecadd_loop (__global volatile const float *A,
__global volatile const float *B,
__global volatile float *C)
{
int gid = get_global_id(0);
float sum = 0.;
for (int i = 0; i < 500; i++) {
// int addr = gid + (i % 2);
int addr = gid;
C[addr] += A[addr] + B[addr];
}
// C[gid] = sum;
}

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__kernel void vecadd_loop (__global volatile const float *A,
__global volatile const float *B,
__global volatile float *C)
{
int gid = get_global_id(0);
for (int i = 0; i < 100; i++) {
C[gid] = A[gid] + B[gid];
}
}

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#include <stdio.h>
#include <stdlib.h>
#include <assert.h>
#include <math.h>
#include <CL/opencl.h>
#include <unistd.h>
#include <string.h>
#include <chrono>
#define KERNEL_NAME "vecadd_loop"
#define CL_CHECK(_expr) \
do { \
cl_int _err = _expr; \
if (_err == CL_SUCCESS) \
break; \
printf("OpenCL Error: '%s' returned %d!\n", #_expr, (int)_err); \
cleanup(); \
exit(-1); \
} while (0)
#define CL_CHECK2(_expr) \
({ \
cl_int _err = CL_INVALID_VALUE; \
decltype(_expr) _ret = _expr; \
if (_err != CL_SUCCESS) { \
printf("OpenCL Error: '%s' returned %d!\n", #_expr, (int)_err); \
cleanup(); \
exit(-1); \
} \
_ret; \
})
static int read_kernel_file(const char* filename, uint8_t** data, size_t* size) {
if (nullptr == filename || nullptr == data || 0 == size)
return -1;
FILE* fp = fopen(filename, "r");
if (NULL == fp) {
fprintf(stderr, "Failed to load kernel.");
return -1;
}
fseek(fp , 0 , SEEK_END);
long fsize = ftell(fp);
rewind(fp);
*data = (uint8_t*)malloc(fsize);
*size = fread(*data, 1, fsize, fp);
fclose(fp);
return 0;
}
static int write_operand_file(const char* filename, void* data, size_t size) {
if (nullptr == filename || nullptr == data || 0 == size)
return -1;
FILE* fp = fopen(filename, "wb");
if (NULL == fp) {
fprintf(stderr, "Failed to write operand data.\n");
return -1;
}
size_t wsize = fwrite(data, size, 1, fp);
if (wsize != 1) {
fprintf(stderr, "Failed to write operand data.\n");
return -1;
}
return 0;
}
static bool almost_equal(float a, float b, int ulp = 4) {
union fi_t { int i; float f; };
fi_t fa, fb;
fa.f = a;
fb.f = b;
return std::abs(fa.i - fb.i) <= ulp;
}
cl_device_id device_id = NULL;
cl_context context = NULL;
cl_command_queue commandQueue = NULL;
cl_program program = NULL;
cl_kernel kernel = NULL;
cl_mem a_memobj = NULL;
cl_mem b_memobj = NULL;
cl_mem c_memobj = NULL;
float *h_a = NULL;
float *h_b = NULL;
float *h_c = NULL;
uint8_t *kernel_bin = NULL;
static void cleanup() {
if (commandQueue) clReleaseCommandQueue(commandQueue);
if (kernel) clReleaseKernel(kernel);
if (program) clReleaseProgram(program);
if (a_memobj) clReleaseMemObject(a_memobj);
if (b_memobj) clReleaseMemObject(b_memobj);
if (c_memobj) clReleaseMemObject(c_memobj);
if (context) clReleaseContext(context);
if (device_id) clReleaseDevice(device_id);
if (kernel_bin) free(kernel_bin);
if (h_a) free(h_a);
if (h_b) free(h_b);
if (h_c) free(h_c);
}
int size = 64;
static void show_usage() {
printf("Usage: [-n size] [-h: help]\n");
}
static void parse_args(int argc, char **argv) {
int c;
while ((c = getopt(argc, argv, "n:h?")) != -1) {
switch (c) {
case 'n':
size = atoi(optarg);
break;
case 'h':
case '?': {
show_usage();
exit(0);
} break;
default:
show_usage();
exit(-1);
}
}
printf("Workload size=%d\n", size);
}
int main (int argc, char **argv) {
// parse command arguments
parse_args(argc, argv);
cl_platform_id platform_id;
size_t kernel_size;
cl_int binary_status;
// read kernel binary from file
if (0 != read_kernel_file("kernel.pocl", &kernel_bin, &kernel_size))
return -1;
// Getting platform and device information
CL_CHECK(clGetPlatformIDs(1, &platform_id, NULL));
CL_CHECK(clGetDeviceIDs(platform_id, CL_DEVICE_TYPE_DEFAULT, 1, &device_id, NULL));
printf("Create context\n");
context = CL_CHECK2(clCreateContext(NULL, 1, &device_id, NULL, NULL, &_err));
printf("Allocate device buffers\n");
size_t nbytes = size * sizeof(float);
a_memobj = CL_CHECK2(clCreateBuffer(context, CL_MEM_READ_ONLY, nbytes, NULL, &_err));
b_memobj = CL_CHECK2(clCreateBuffer(context, CL_MEM_READ_ONLY, nbytes, NULL, &_err));
c_memobj = CL_CHECK2(clCreateBuffer(context, CL_MEM_WRITE_ONLY, nbytes, NULL, &_err));
printf("Create program from kernel source\n");
program = CL_CHECK2(clCreateProgramWithBinary(
context, 1, &device_id, &kernel_size, (const uint8_t**)&kernel_bin, &binary_status, &_err));
if (program == NULL) {
cleanup();
return -1;
}
// Build program
CL_CHECK(clBuildProgram(program, 1, &device_id, NULL, NULL, NULL));
// Create kernel
kernel = CL_CHECK2(clCreateKernel(program, KERNEL_NAME, &_err));
// Set kernel arguments
// NOTE(hansung): clSetKernelArg doesn't seem to incur any device-specific
// operation
CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), (void *)&a_memobj));
CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), (void *)&b_memobj));
CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), (void *)&c_memobj));
// Allocate memories for input arrays and output arrays.
h_a = (float*)malloc(nbytes);
h_b = (float*)malloc(nbytes);
h_c = (float*)malloc(nbytes);
// Initialize values for array members.
for (int i = 0; i < size; ++i) {
h_a[i] = sinf(i)*sinf(i);
h_b[i] = cosf(i)*cosf(i);
h_c[i] = 0xdeadbeef;
//printf("*** [%d]: h_a=%f, h_b=%f\n", i, h_a[i], h_b[i]);
}
// NOTE(hansung): Dump operand buffer to a file
if (write_operand_file("vecadd.input.a.bin", h_a, nbytes) != 0)
return EXIT_FAILURE;
if (write_operand_file("vecadd.input.b.bin", h_b, nbytes) != 0)
return EXIT_FAILURE;
// Creating command queue
// NOTE(hansung): The 3rd properties arg is a bit-field, where fields like
// CL_QUEUE_OUT_OF_ORDER_EXEC_MODE_ENABLE can be set. With value of 0,
// nothing is set and the commands in the queue will be completed in-order.
// See OpenCL 1.2 spec, section 5.1
commandQueue = CL_CHECK2(clCreateCommandQueue(
context, device_id, 0 /* command-queue properties */, &_err));
printf("Upload source buffers\n");
CL_CHECK(clEnqueueWriteBuffer(commandQueue, a_memobj, CL_TRUE, 0, nbytes, h_a, 0, NULL, NULL));
CL_CHECK(clEnqueueWriteBuffer(commandQueue, b_memobj, CL_TRUE, 0, nbytes, h_b, 0, NULL, NULL));
printf("Execute the kernel\n");
size_t global_work_size[1] = {size};
size_t local_work_size[1] = {1};
auto time_start = std::chrono::high_resolution_clock::now();
CL_CHECK(clEnqueueNDRangeKernel(commandQueue, kernel, 1, NULL, global_work_size, local_work_size, 0, NULL, NULL));
// NOTE(hansung): clFinish blocks until all kernels in the command queue are
// finished. This seems to be what actually kicks off kernel execution.
CL_CHECK(clFinish(commandQueue));
auto time_end = std::chrono::high_resolution_clock::now();
double elapsed = std::chrono::duration_cast<std::chrono::milliseconds>(time_end - time_start).count();
printf("Elapsed time: %lg ms\n", elapsed);
printf("Download destination buffer\n");
CL_CHECK(clEnqueueReadBuffer(commandQueue, c_memobj, CL_TRUE, 0, nbytes, h_c, 0, NULL, NULL));
printf("Verify result\n");
int errors = 0;
for (int i = 0; i < size; ++i) {
float ref = h_a[i] + h_b[i];
if (!almost_equal(h_c[i], ref)) {
if (errors < 100)
printf("*** error: [%d] expected=%f, actual=%f, a=%f, b=%f\n", i, ref, h_c[i], h_a[i], h_b[i]);
++errors;
}
}
if (0 == errors) {
printf("PASSED!\n");
} else {
printf("FAILED! - %d errors\n", errors);
}
// Clean up
cleanup();
return errors;
}