opencl sgemm benchmark

This commit is contained in:
Blaise Tine 2019-11-21 00:41:17 -05:00
parent f3e2bacee7
commit 2dcd0ddfdc
9 changed files with 570 additions and 5 deletions

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RISCV_TOOL_PATH=$(wildcard ~/dev/riscv-gnu-toolchain/drops)
POCL_CC_PATH=$(wildcard ~/dev/pocl/drops_riscv_cc)
POCL_RT_PATH=$(wildcard ~/dev/pocl/drops_riscv_rt)
VX_RT_PATH=$(wildcard ../../../runtime)
VX_SIMX_PATH=$(wildcard ../../../simX/obj_dir)
CC=$(RISCV_TOOL_PATH)/bin/riscv32-unknown-elf-gcc
CXX=$(RISCV_TOOL_PATH)/bin/riscv32-unknown-elf-g++
DMP=$(RISCV_TOOL_PATH)/bin/riscv32-unknown-elf-objdump
HEX=$(RISCV_TOOL_PATH)/bin/riscv32-unknown-elf-objcopy
NEWLIB_PATH=$(RISCV_TOOL_PATH)/riscv32-unknown-elf/lib
VX_NEWLIB = $(VX_RT_PATH)/newlib/newlib.c
VX_STR = $(VX_RT_PATH)/startup/vx_start.s
VX_INT = $(VX_RT_PATH)/intrinsics/vx_intrinsics.s
VX_IO = $(VX_RT_PATH)/io/vx_io.s $(VX_RT_PATH)/io/vx_io.c
VX_FIO = $(VX_RT_PATH)/fileio/fileio.s
VX_API = $(VX_RT_PATH)/vx_api/vx_api.c
VX_SRCS = $(VX_STR) $(VX_FIO) $(NEWLIB) $(VX_INT) $(VX_IO) $(VX_API) $(VX_TEST)
CXXFLAGS = -g -O0 -nostartfiles -Wl,-Bstatic,-T,$(VX_RT_PATH)/mains/nativevecadd/linker.ld -march=rv32im -mabi=ilp32
CXXFLAGS += -ffreestanding # program may not begin at main()
CXXFLAGS += -fno-rtti -fno-non-call-exceptions # disable RTTI and exceptions
CXXFLAGS += -Wl,--gc-sections # enable garbage collection of unused input sections
LIBS = -lOpenCL
#$(NEWLIB_PATH)/libc.a $(NEWLIB_PATH)/libstdc++.a -static-libgcc -lgcc
PROJECT=sgemm
all: $(PROJECT).dump $(PROJECT).hex
libsgemm.a: kernel.cl
POCL_DEBUG=all POCL_DEBUG_LLVM_PASSES=1 LD_LIBRARY_PATH=$(RISCV_TOOL_PATH)/lib:$(POCL_CC_PATH)/lib $(POCL_CC_PATH)/bin/poclcc -o kernel.pocl kernel.cl
$(PROJECT).elf: main.cc libsgemm.a
$(CXX) $(CXXFLAGS) -I$(POCL_RT_PATH)/include -L$(POCL_RT_PATH)/lib/static -L. $(VX_SRCS) main.cc -Wl,--whole-archive -lsgemm -Wl,--no-whole-archive $(LIBS) -o $(PROJECT).elf
$(PROJECT).hex: $(PROJECT).elf
$(HEX) -O ihex $(PROJECT).elf $(PROJECT).hex
$(PROJECT).dump: $(PROJECT).elf
$(DMP) -D $(PROJECT).elf > $(PROJECT).dump
run:
$(VX_SIMX_PATH)/Vcache_simX -E -a rv32i --core $(PROJECT).hex -s -b 1> emulator.debug
clean:
rm -rf *.elf *.dump *.hex *.a *.pocl

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__kernel void sgemm(__global float *A, __global float *B, __global float *C, int ldc)
{
long i = get_global_id(0);
long m = get_global_id(1);
long n = get_global_id(2);
float a = A[m+n*ldc];
float b = B[m*ldc+i];
C[i+n*ldc] = C[i+n*ldc] + a * b;
}

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/*
* Simple OpenCL demo program
*
* Copyright (C) 2009 Clifford Wolf <clifford@clifford.at>
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation; either version 2 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program; if not, write to the Free Software
* Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
*
* gcc -o cldemo -std=gnu99 -Wall -I/usr/include/nvidia-current cldemo.c -lOpenCL
*
*/
#include <CL/cl.h>
#include <iostream>
#include <fstream>
#include <sstream>
#include <errno.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <unistd.h>
#define NUM_DATA 64
#define CL_CHECK(_expr) \
do { \
cl_int _err = _expr; \
if (_err == CL_SUCCESS) \
break; \
fprintf(stderr, "OpenCL Error: '%s' returned %d!\n", #_expr, (int)_err); \
abort(); \
} while (0)
#define CL_CHECK_ERR(_expr) \
({ \
cl_int _err = CL_INVALID_VALUE; \
typeof(_expr) _ret = _expr; \
if (_err != CL_SUCCESS) { \
fprintf(stderr, "OpenCL Error: '%s' returned %d!\n", #_expr, (int)_err); \
abort(); \
} \
_ret; \
})
void pfn_notify(const char *errinfo, const void *private_info, size_t cb, void *user_data)
{
fprintf(stderr, "OpenCL Error (via pfn_notify): %s\n", errinfo);
}
///
// Create an OpenCL program from the kernel source file
//
cl_program CreateProgram(cl_context context, cl_device_id device, const char* fileName)
{
cl_int errNum;
cl_program program;
std::ifstream kernelFile(fileName, std::ios::in);
if (!kernelFile.is_open())
{
std::cerr << "Failed to open file for reading: " << fileName << std::endl;
return NULL;
}
std::ostringstream oss;
oss << kernelFile.rdbuf();
std::string srcStdStr = oss.str();
const char *srcStr = srcStdStr.c_str();
program = clCreateProgramWithSource(context, 1,
(const char**)&srcStr,
NULL, NULL);
if (program == NULL)
{
std::cerr << "Failed to create CL program from source." << std::endl;
return NULL;
}
errNum = clBuildProgram(program, 0, NULL, NULL, NULL, NULL);
if (errNum != CL_SUCCESS)
{
// Determine the reason for the error
char buildLog[16384];
clGetProgramBuildInfo(program, device, CL_PROGRAM_BUILD_LOG,
sizeof(buildLog), buildLog, NULL);
std::cerr << "Error in kernel: " << std::endl;
std::cerr << buildLog;
clReleaseProgram(program);
return NULL;
}
return program;
}
//
///
// Retreive program binary for all of the devices attached to the
// program an and store the one for the device passed in
//
bool SaveProgramBinary(cl_program program, cl_device_id device, const char* fileName)
{
//cl_uint numDevices = malloc(sizeof(cl_uint));
//cl_uint* numDevices = malloc(sizeof(cl_uint));
cl_int errNum;
printf("try getting program info\n");
// 1 - Query for number of devices attached to program
/*errNum = clGetProgramInfo(program, CL_PROGRAM_NUM_DEVICES, sizeof(cl_uint),
&numDevices, NULL);
printf("Got program_num_devices\n");
if (errNum != CL_SUCCESS)
{
std::cerr << "Error querying for number of devices." << std::endl;
return false;
}*/
// 2 - Get all of the Device IDs
cl_device_id *devices = new cl_device_id[1];
errNum = clGetProgramInfo(program, CL_PROGRAM_DEVICES,
sizeof(cl_device_id) * 1,
devices, NULL);
printf("Got program_devices\n");
if (errNum != CL_SUCCESS)
{
std::cerr << "Error querying for devices." << std::endl;
delete [] devices;
return false;
}
// 3 - Determine the size of each program binary
size_t *programBinarySizes = new size_t [1];
errNum = clGetProgramInfo(program, CL_PROGRAM_BINARY_SIZES,
sizeof(size_t) * 1,
programBinarySizes, NULL);
printf("Got program_binary_sizes\n");
if (errNum != CL_SUCCESS)
{
std::cerr << "Error querying for program binary sizes." << std::endl;
delete [] devices;
delete [] programBinarySizes;
return false;
}
unsigned char **programBinaries = new unsigned char*[1];
for (cl_uint i = 0; i < 1; i++)
{
programBinaries[i] = new unsigned char[programBinarySizes[i]];
}
// 4 - Get all of the program binaries
errNum = clGetProgramInfo(program, CL_PROGRAM_BINARIES, sizeof(unsigned char*) * 1,
programBinaries, NULL);
printf("Got program_binarys\n");
if (errNum != CL_SUCCESS)
{
std::cerr << "Error querying for program binaries" << std::endl;
delete [] devices;
delete [] programBinarySizes;
for (cl_uint i = 0; i < 1; i++)
{
delete [] programBinaries[i];
}
delete [] programBinaries;
return false;
}
// 5 - Finally store the binaries for the device requested out to disk for future reading.
for (cl_uint i = 0; i < 1; i++)
{
// Store the binary just for the device requested. In a scenario where
// multiple devices were being used you would save all of the binaries out here.
if (devices[i] == device)
{
FILE *fp = fopen(fileName, "wb");
if(fp ==NULL){
delete [] devices;
delete [] programBinarySizes;
for (cl_uint i = 0; i < 1; i++)
{
delete [] programBinaries[i];
}
delete [] programBinaries;
return false;
}
printf("Opened file\n");
fwrite(programBinaries[i], 1, programBinarySizes[i], fp);
printf("wrote file\n");
fclose(fp);
printf("close file\n");
break;
}
}
// Cleanup
delete [] devices;
delete [] programBinarySizes;
for (cl_uint i = 0; i < 1; i++)
{
delete [] programBinaries[i];
}
delete [] programBinaries;
return true;
}
///
// Attempt to create the program object from a cached binary. Note that
// on first run this will fail because the binary has not yet been created.
//
cl_program CreateProgramFromBinary(cl_context context, cl_device_id device, const char* fileName)
{
FILE *fp = fopen(fileName, "rb");
if (fp == NULL)
{
return NULL;
}
// Determine the size of the binary
size_t binarySize;
fseek(fp, 0, SEEK_END);
binarySize = ftell(fp);
rewind(fp);
unsigned char *programBinary = new unsigned char[binarySize];
fread(programBinary, 1, binarySize, fp);
fclose(fp);
cl_int errNum = 0;
cl_program program;
cl_int binaryStatus;
program = clCreateProgramWithBinary(context,
1,
&device,
&binarySize,
(const unsigned char**)&programBinary,
&binaryStatus,
&errNum);
delete [] programBinary;
if (errNum != CL_SUCCESS)
{
std::cerr << "Error loading program binary." << std::endl;
return NULL;
}
if (binaryStatus != CL_SUCCESS)
{
std::cerr << "Invalid binary for device" << std::endl;
return NULL;
}
errNum = clBuildProgram(program, 1, &device, NULL, NULL, NULL);
if (errNum != CL_SUCCESS)
{
printf("build errNum:%d\n", errNum);
// Determine the reason for the error
char buildLog[16384];
clGetProgramBuildInfo(program, device, CL_PROGRAM_BUILD_LOG,
sizeof(buildLog), buildLog, NULL);
std::cerr << "Error in program: " << std::endl;
std::cerr << buildLog << std::endl;
clReleaseProgram(program);
return NULL;
}
return program;
}
///
// Cleanup any created OpenCL resources
//
void Cleanup(cl_context context, cl_command_queue commandQueue,
cl_program program, cl_kernel kernel, cl_mem memObjects[3])
{
for (int i = 0; i < 3; i++)
{
if (memObjects[i] != 0)
clReleaseMemObject(memObjects[i]);
}
if (commandQueue != 0)
clReleaseCommandQueue(commandQueue);
if (kernel != 0)
clReleaseKernel(kernel);
if (program != 0)
clReleaseProgram(program);
if (context != 0)
clReleaseContext(context);
}
int main(int argc, char **argv)
{
printf("enter demo main\n");
fflush(stdout);
putenv("POCL_VERBOSE=1");
putenv("POCL_DEVICES=basic");
putenv("POCL_LEAVE_TEMP_DIRS=1");
putenv("POCL_LEAVE_KERNEL_COMPILER_TEMP_FILES=1");
putenv("POCL_TEMP_DIR=pocl");
putenv("POCL_CACHE_DIR=pocl");
putenv("POCL_WORK_GROUP_METHOD=spmd");
if(argc >= 2){
printf("argv[1]:%s:\n",argv[1]);
if(!strcmp(argv[1], "h"))
putenv("POCL_WORK_GROUP_METHOD=spmd");
if(!strcmp(argv[1], "c"))
putenv("POCL_CROSS_COMPILE=1");
}
if(argc >= 3){
printf("argv[2]:%s:\n",argv[2]);
if(!strcmp(argv[2], "h"))
putenv("POCL_WORK_GROUP_METHOD=spmd");
if(!strcmp(argv[2], "c"))
putenv("POCL_CROSS_COMPILE=1");
}
//putenv("LD_LIBRARY_PATH=/scratch/colins/build/linux/fs/lib");
//putenv("LTDL_LIBRARY_PATH=/scratch/colins/build/linux/fs/lib");
//lt_dlsetsearchpath("/scratch/colins/build/linux/fs/lib");
//printf("SEARCH_PATH:%s\n",lt_dlgetsearchpath());
cl_platform_id platforms[100];
cl_uint platforms_n = 0;
CL_CHECK(clGetPlatformIDs(100, platforms, &platforms_n));
printf("=== %d OpenCL platform(s) found: ===\n", platforms_n);
for (int i=0; i<platforms_n; i++)
{
char buffer[10240];
printf(" -- %d --\n", i);
CL_CHECK(clGetPlatformInfo(platforms[i], CL_PLATFORM_PROFILE, 10240, buffer, NULL));
printf(" PROFILE = %s\n", buffer);
CL_CHECK(clGetPlatformInfo(platforms[i], CL_PLATFORM_VERSION, 10240, buffer, NULL));
printf(" VERSION = %s\n", buffer);
CL_CHECK(clGetPlatformInfo(platforms[i], CL_PLATFORM_NAME, 10240, buffer, NULL));
printf(" NAME = %s\n", buffer);
CL_CHECK(clGetPlatformInfo(platforms[i], CL_PLATFORM_VENDOR, 10240, buffer, NULL));
printf(" VENDOR = %s\n", buffer);
CL_CHECK(clGetPlatformInfo(platforms[i], CL_PLATFORM_EXTENSIONS, 10240, buffer, NULL));
printf(" EXTENSIONS = %s\n", buffer);
}
if (platforms_n == 0)
return 1;
cl_device_id devices[100];
cl_uint devices_n = 0;
// CL_CHECK(clGetDeviceIDs(NULL, CL_DEVICE_TYPE_ALL, 100, devices, &devices_n));
CL_CHECK(clGetDeviceIDs(platforms[0], CL_DEVICE_TYPE_GPU, 100, devices, &devices_n));
printf("=== %d OpenCL device(s) found on platform:\n", platforms_n);
for (int i=0; i<devices_n; i++)
{
char buffer[10240];
cl_uint buf_uint;
cl_ulong buf_ulong;
printf(" -- %d --\n", i);
CL_CHECK(clGetDeviceInfo(devices[i], CL_DEVICE_NAME, sizeof(buffer), buffer, NULL));
printf(" DEVICE_NAME = %s\n", buffer);
CL_CHECK(clGetDeviceInfo(devices[i], CL_DEVICE_VENDOR, sizeof(buffer), buffer, NULL));
printf(" DEVICE_VENDOR = %s\n", buffer);
CL_CHECK(clGetDeviceInfo(devices[i], CL_DEVICE_VERSION, sizeof(buffer), buffer, NULL));
printf(" DEVICE_VERSION = %s\n", buffer);
CL_CHECK(clGetDeviceInfo(devices[i], CL_DRIVER_VERSION, sizeof(buffer), buffer, NULL));
printf(" DRIVER_VERSION = %s\n", buffer);
CL_CHECK(clGetDeviceInfo(devices[i], CL_DEVICE_MAX_COMPUTE_UNITS, sizeof(buf_uint), &buf_uint, NULL));
printf(" DEVICE_MAX_COMPUTE_UNITS = %u\n", (unsigned int)buf_uint);
CL_CHECK(clGetDeviceInfo(devices[i], CL_DEVICE_MAX_CLOCK_FREQUENCY, sizeof(buf_uint), &buf_uint, NULL));
printf(" DEVICE_MAX_CLOCK_FREQUENCY = %u\n", (unsigned int)buf_uint);
CL_CHECK(clGetDeviceInfo(devices[i], CL_DEVICE_GLOBAL_MEM_SIZE, sizeof(buf_ulong), &buf_ulong, NULL));
printf(" DEVICE_GLOBAL_MEM_SIZE = %llu\n", (unsigned long long)buf_ulong);
}
if (devices_n == 0)
return 1;
cl_context context;
context = CL_CHECK_ERR(clCreateContext(NULL, 1, devices+1, &pfn_notify, NULL, &_err));
cl_command_queue queue;
queue = CL_CHECK_ERR(clCreateCommandQueue(context, devices[1], CL_QUEUE_PROFILING_ENABLE, &_err));
cl_kernel kernel = 0;
cl_mem memObjects[3] = {0,0,0};
// Create OpenCL program - first attempt to load cached binary.
// If that is not available, then create the program from source
// and store the binary for future use.
std::cout << "Attempting to create program from binary..." << std::endl;
cl_program program = CreateProgramFromBinary(context, devices[1], "kernel.cl.bin");
if (program == NULL)
{
std::cout << "Binary not loaded, create from source..." << std::endl;
program = CreateProgram(context, devices[1], "kernel.cl");
if (program == NULL)
{
Cleanup(context, queue, program, kernel, memObjects);
return 1;
}
std::cout << "Save program binary for future run..." << std::endl;
if (SaveProgramBinary(program, devices[1], "kernel.cl.bin") == false)
{
std::cerr << "Failed to write program binary" << std::endl;
Cleanup(context, queue, program, kernel, memObjects);
return 1;
}
}
else
{
std::cout << "Read program from binary." << std::endl;
}
printf("attempting to create input buffer\n");
fflush(stdout);
cl_mem input_bufferA;
input_bufferA = CL_CHECK_ERR(clCreateBuffer(context, CL_MEM_READ_ONLY, sizeof(float)*NUM_DATA*NUM_DATA, NULL, &_err));
cl_mem input_bufferB;
input_bufferB = CL_CHECK_ERR(clCreateBuffer(context, CL_MEM_READ_ONLY, sizeof(float)*NUM_DATA*NUM_DATA, NULL, &_err));
printf("attempting to create output buffer\n");
fflush(stdout);
cl_mem output_buffer;
output_buffer = CL_CHECK_ERR(clCreateBuffer(context, CL_MEM_WRITE_ONLY, sizeof(float)*NUM_DATA*NUM_DATA, NULL, &_err));
memObjects[0] = input_bufferA;
memObjects[1] = input_bufferB;
memObjects[2] = output_buffer;
size_t width = NUM_DATA;
printf("attempting to create kernel\n");
fflush(stdout);
kernel = CL_CHECK_ERR(clCreateKernel(program, "sgemm_single", &_err));
CL_CHECK(clSetKernelArg(kernel, 0, sizeof(input_bufferA), &input_bufferA));
CL_CHECK(clSetKernelArg(kernel, 1, sizeof(input_bufferB), &input_bufferB));
CL_CHECK(clSetKernelArg(kernel, 2, sizeof(output_buffer), &output_buffer));
CL_CHECK(clSetKernelArg(kernel, 3, sizeof(width), &width));
printf("attempting to enqueue write buffer\n");
fflush(stdout);
for (int i=0; i<NUM_DATA*NUM_DATA; i++) {
float in = ((float)rand()/(float)(RAND_MAX)) * 100.0;
CL_CHECK(clEnqueueWriteBuffer(queue, input_bufferA, CL_TRUE, i*sizeof(float), 4, &in, 0, NULL, NULL));
in = ((float)rand()/(float)(RAND_MAX)) * 100.0;
CL_CHECK(clEnqueueWriteBuffer(queue, input_bufferB, CL_TRUE, i*sizeof(float), 4, &in, 0, NULL, NULL));
}
cl_event kernel_completion;
const size_t local_work_size[3] = { 64, 1, 1};
// a_offset
size_t global_work_size[3] = { NUM_DATA, NUM_DATA, NUM_DATA };
printf("attempting to enqueue kernel\n");
fflush(stdout);
CL_CHECK(clEnqueueNDRangeKernel(queue, kernel, 3, NULL, global_work_size, local_work_size, 0, NULL, &kernel_completion));
printf("Enqueue'd kerenel\n");
fflush(stdout);
cl_ulong time_start, time_end;
CL_CHECK(clWaitForEvents(1, &kernel_completion));
CL_CHECK(clGetEventProfilingInfo(kernel_completion, CL_PROFILING_COMMAND_START, sizeof(time_start), &time_start, NULL));
CL_CHECK(clGetEventProfilingInfo(kernel_completion, CL_PROFILING_COMMAND_END, sizeof(time_end), &time_end, NULL));
double elapsed = time_end - time_start;
printf("time(ns):%lg\n",elapsed);
CL_CHECK(clReleaseEvent(kernel_completion));
printf("Result:");
for (int i=0; i<NUM_DATA*NUM_DATA; i++) {
float data;
CL_CHECK(clEnqueueReadBuffer(queue, output_buffer, CL_TRUE, i*sizeof(float), 4, &data, 0, NULL, NULL));
//printf(" %f", data);
}
printf("\n");
CL_CHECK(clReleaseMemObject(memObjects[0]));
CL_CHECK(clReleaseMemObject(memObjects[1]));
CL_CHECK(clReleaseMemObject(memObjects[2]));
CL_CHECK(clReleaseKernel(kernel));
CL_CHECK(clReleaseProgram(program));
CL_CHECK(clReleaseContext(context));
return 0;
}

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@ -1,5 +1,3 @@
# .section .init, "ax"
# .global _start
# _start:
@ -74,5 +72,9 @@ vx_set_sp:
RETURN:
ret
.section .data
.global __dso_handle
.weak __dso_handle
__dso_handle:
.long 0

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@ -12,8 +12,8 @@ COMP=--compiler gcc
LIB=
CF=-CFLAGS '-std=c++11 -fPIC -O3'
LIGHTW=-Wno-UNOPTFLAT
DEB=--trace --prof-cfuncs -DVL_DEBUG=1
LIGHTW=-Wno-UNOPTFLAT -Wno-WIDTH
DEB=--trace -DVL_DEBUG=1
EXE=--exe $(LIB_OBJS)
all: simX