Files
TheRock/rocm-libraries/projects/hipcub/examples/example_utils.hpp
T
derek.holloway 7502bf64a4
CodeQL / Analyze (actions) (push) Canceled after 0s
CodeQL / Analyze (python) (push) Canceled after 0s
pre-commit / pre-commit (push) Canceled after 0s
Multi-Arch CI / setup (push) Canceled after 0s
Publish build_manylinux_x86_64 images / publish_build_manylinux_x86_64 (push) Canceled after 0s
Setup (Multi-Arch) / setup (push) Canceled after 0s
Multi-Arch CI / Linux::${{ fromJSON(needs.setup.outputs.linux_build_config || '{}').build_variant_label || 'skip' }} (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish no_rocm_image_ubi10 image / publish_no_rocm_image_ubi10 (push) Canceled after 0s
Multi-Arch CI / Windows::${{ fromJSON(needs.setup.outputs.windows_build_config || '{}').build_variant_label || 'skip' }} (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Multi-Arch CI / Manifest Diff (push) Canceled after 0s
TheRock Manifest Diff Report / Generate Manifest Diff Report (push) Canceled after 0s
Multi-Arch CI / CI Summary (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04 (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04_ocl_rt images / publish_no_rocm_image_ubuntu24_04_ocl_rt (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_rocgdb (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04_rocgdb images / publish_no_rocm_image_ubuntu24_04_rocgdb (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_ocl_rt (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Unit Tests / Unit Tests :: ubuntu-24.04 (push) Canceled after 0s
Unit Tests / Unit Tests :: windows-2022 (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_media (push) Canceled after 0s
Unit Tests / Unit Tests Summary (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_openmpi (push) Canceled after 0s
Flatten subprojects into a single base monorepo
2026-09-02 16:34:47 -07:00

659 lines
19 KiB
C++

/******************************************************************************
* Copyright (c) 2011, Duane Merrill. All rights reserved.
* Copyright (c) 2011-2018, NVIDIA CORPORATION. All rights reserved.
* Modifications Copyright (c) 2021-2024, Advanced Micro Devices, Inc. All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
* * Redistributions of source code must retain the above copyright
* notice, this list of conditions and the following disclaimer.
* * Redistributions in binary form must reproduce the above copyright
* notice, this list of conditions and the following disclaimer in the
* documentation and/or other materials provided with the distribution.
* * Neither the name of the NVIDIA CORPORATION nor the
* names of its contributors may be used to endorse or promote products
* derived from this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
* ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
* WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
* DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE FOR ANY
* DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
* (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
* ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
* (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
* SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*
******************************************************************************/
#ifndef EXAMPLES_EXAMPLE_UTILS_HPP
#define EXAMPLES_EXAMPLE_UTILS_HPP
#include "mersenne.h"
#include <vector>
#include <sstream>
#include <iostream>
#include <hipcub/util_type.hpp>
#include <hipcub/util_allocator.hpp>
#include <hipcub/iterator/discard_output_iterator.hpp>
#define AssertEquals(a, b) if ((a) != (b)) { std::cerr << "\n(" << __FILE__ << ": " << __LINE__ << ")\n"; exit(1);}
#define HIP_CHECK(condition) \
do \
{ \
hipError_t error = condition; \
if(error != hipSuccess) \
{ \
std::cout << "HIP error: " << error << " line: " << __LINE__ << std::endl; \
exit(error); \
} \
} \
while(0);
template <typename T>
T CoutCast(T val) { return val; }
int CoutCast(char val) { return val; }
int CoutCast(unsigned char val) { return val; }
int CoutCast(signed char val) { return val; }
/******************************************************************************
* Command-line parsing functionality
******************************************************************************/
/**
* Utility for parsing command line arguments
*/
struct CommandLineArgs
{
std::vector<std::string> keys;
std::vector<std::string> values;
std::vector<std::string> args;
hipDeviceProp_t deviceProp;
float device_giga_bandwidth;
std::size_t device_free_physmem;
std::size_t device_total_physmem;
/**
* Constructor
*/
CommandLineArgs(int argc, char **argv) :
keys(10),
values(10)
{
using namespace std;
// Initialize mersenne generator
unsigned int mersenne_init[4]= {0x123, 0x234, 0x345, 0x456};
mersenne::init_by_array(mersenne_init, 4);
for (int i = 1; i < argc; i++)
{
string arg = argv[i];
if ((arg[0] != '-') || (arg[1] != '-'))
{
args.push_back(arg);
continue;
}
string::size_type pos;
string key, val;
if ((pos = arg.find('=')) == string::npos) {
key = string(arg, 2, arg.length() - 2);
val = "";
} else {
key = string(arg, 2, pos - 2);
val = string(arg, pos + 1, arg.length() - 1);
}
keys.push_back(key);
values.push_back(val);
}
}
/**
* Checks whether a flag "--<flag>" is present in the commandline
*/
bool CheckCmdLineFlag(const char* arg_name)
{
using namespace std;
for (std::size_t i = 0; i < keys.size(); ++i)
{
if (keys[i] == string(arg_name))
return true;
}
return false;
}
/**
* Returns number of naked (non-flag and non-key-value) commandline parameters
*/
template <typename T>
int NumNakedArgs()
{
return args.size();
}
/**
* Returns the commandline parameter for a given index (not including flags)
*/
template <typename T>
void GetCmdLineArgument(std::size_t index, T &val)
{
using namespace std;
if (index < args.size()) {
std::istringstream str_stream(args[index]);
str_stream >> val;
}
}
/**
* Returns the value specified for a given commandline parameter --<flag>=<value>
*/
template <typename T>
void GetCmdLineArgument(const char *arg_name, T &val)
{
using namespace std;
for (std::size_t i = 0; i < keys.size(); ++i)
{
if (keys[i] == string(arg_name))
{
std::istringstream str_stream(values[i]);
str_stream >> val;
}
}
}
/**
* Returns the values specified for a given commandline parameter --<flag>=<value>,<value>*
*/
template <typename T>
void GetCmdLineArguments(const char *arg_name, std::vector<T> &vals)
{
using namespace std;
if (CheckCmdLineFlag(arg_name))
{
// Clear any default values
vals.clear();
// Recover from multi-value string
for (std::size_t i = 0; i < keys.size(); ++i)
{
if (keys[i] == string(arg_name))
{
string val_string(values[i]);
std::istringstream str_stream(val_string);
string::size_type old_pos = 0;
string::size_type new_pos = 0;
// Iterate comma-separated values
T val;
while ((new_pos = val_string.find(',', old_pos)) != string::npos)
{
if (new_pos != old_pos)
{
str_stream.width(new_pos - old_pos);
str_stream >> val;
vals.push_back(val);
}
// skip over comma
str_stream.ignore(1);
old_pos = new_pos + 1;
}
// Read last value
str_stream >> val;
vals.push_back(val);
}
}
}
}
/**
* The number of pairs parsed
*/
int ParsedArgc()
{
return (int) keys.size();
}
/**
* Initialize device
*/
hipError_t DeviceInit(int dev = -1)
{
hipError_t error = hipSuccess;
do
{
int deviceCount;
error = hipGetDeviceCount(&deviceCount);
if (error) break;
if (deviceCount == 0) {
fprintf(stderr, "No devices supporting CUDA.\n");
exit(1);
}
if (dev < 0)
{
GetCmdLineArgument("device", dev);
}
if ((dev > deviceCount - 1) || (dev < 0))
{
dev = 0;
}
error = hipSetDevice(dev);
if (error) break;
HIP_CHECK(hipMemGetInfo(&device_free_physmem, &device_total_physmem));
// int ptx_version = 0;
// error = hipcub::PtxVersion(ptx_version);
// if (error) break;
error = hipGetDeviceProperties(&deviceProp, dev);
if (error) break;
if (deviceProp.major < 1) {
fprintf(stderr, "Device does not support Hip.\n");
exit(1);
}
device_giga_bandwidth = float(deviceProp.memoryBusWidth) * deviceProp.memoryClockRate * 2 / 8 / 1000 / 1000;
if (!CheckCmdLineFlag("quiet"))
{
printf(
"Using device %d: %s ( SM%d, %d SMs, "
"%lld free / %lld total MB physmem, "
"%.3f GB/s @ %d kHz mem clock, ECC %s)\n",
dev,
deviceProp.name,
deviceProp.major * 100 + deviceProp.minor * 10,
deviceProp.multiProcessorCount,
(unsigned long long) device_free_physmem / 1024 / 1024,
(unsigned long long) device_total_physmem / 1024 / 1024,
device_giga_bandwidth,
deviceProp.memoryClockRate,
(deviceProp.ECCEnabled) ? "on" : "off");
fflush(stdout);
}
} while (0);
return error;
}
};
/******************************************************************************
* Helper routines for list comparison and display
******************************************************************************/
/**
* Compares the equivalence of two arrays
*/
template <typename S, typename T, typename OffsetT>
int CompareResults(T* computed, S* reference, OffsetT len, bool verbose = true)
{
for (OffsetT i = 0; i < len; i++)
{
if (computed[i] != reference[i])
{
if (verbose) std::cout << "INCORRECT: [" << i << "]: "
<< CoutCast(computed[i]) << " != "
<< CoutCast(reference[i]);
return 1;
}
}
return 0;
}
/**
* Compares the equivalence of two arrays
*/
template <typename OffsetT>
int CompareResults(float* computed, float* reference, OffsetT len, bool verbose = true)
{
for (OffsetT i = 0; i < len; i++)
{
if (computed[i] != reference[i])
{
float difference = std::abs(computed[i]-reference[i]);
float fraction = difference / std::abs(reference[i]);
if (fraction > 0.0001)
{
if (verbose) std::cout << "INCORRECT: [" << i << "]: "
<< "(computed) " << CoutCast(computed[i]) << " != "
<< CoutCast(reference[i]) << " (difference:" << difference << ", fraction: " << fraction << ")";
return 1;
}
}
}
return 0;
}
/**
* Compares the equivalence of two arrays
*/
// template <typename OffsetT>
// int CompareResults(hipcub::NullType* computed, hipcub::NullType* reference, OffsetT len, bool verbose = true)
// {
// return 0;
// }
/**
* Compares the equivalence of two arrays
*/
template <typename OffsetT>
int CompareResults(double* computed, double* reference, OffsetT len, bool verbose = true)
{
for (OffsetT i = 0; i < len; i++)
{
if (computed[i] != reference[i])
{
double difference = std::abs(computed[i]-reference[i]);
double fraction = difference / std::abs(reference[i]);
if (fraction > 0.0001)
{
if (verbose) std::cout << "INCORRECT: [" << i << "]: "
<< CoutCast(computed[i]) << " != "
<< CoutCast(reference[i]) << " (difference:" << difference << ", fraction: " << fraction << ")";
return 1;
}
}
}
return 0;
}
// /**
// * Verify the contents of a device array match those
// * of a host array
// */
// int CompareDeviceResults(
// hipcub::NullType */* h_reference */,
// hipcub::NullType */* d_data */,
// std::size_t /* num_items */,
// bool /* verbose */ = true,
// bool /* display_data */ = false)
// {
// return 0;
// }
/**
* Verify the contents of a device array match those
* of a host array
*/
// template <typename S, typename OffsetT>
// int CompareDeviceResults(
// S *h_reference,
// rocprim::discard_iterator d_data,
// std::size_t num_items,
// bool verbose = true,
// bool display_data = false)
// {
// return 0;
// }
/**
* Verify the contents of a device array match those
* of a host array
*/
template <typename S, typename T>
int CompareDeviceResults(
S *h_reference,
T *d_data,
std::size_t num_items,
bool verbose = true,
bool display_data = false)
{
// Allocate array on host
T *h_data = (T*) malloc(num_items * sizeof(T));
// Copy data back
HIP_CHECK(hipMemcpy(h_data, d_data, sizeof(T) * num_items, hipMemcpyDeviceToHost));
// Display data
if (display_data)
{
printf("Reference:\n");
for (std::size_t i = 0; i < num_items; i++)
{
std::cout << CoutCast(h_reference[i]) << ", ";
}
printf("\n\nComputed:\n");
for (std::size_t i = 0; i < num_items; i++)
{
std::cout << CoutCast(h_data[i]) << ", ";
}
printf("\n\n");
}
// Check
int retval = CompareResults(h_data, h_reference, num_items, verbose);
// Cleanup
if (h_data) free(h_data);
return retval;
}
/**
* Verify the contents of a device array match those
* of a device array
*/
template <typename T>
int CompareDeviceDeviceResults(
T *d_reference,
T *d_data,
std::size_t num_items,
bool verbose = true,
bool display_data = false)
{
// Allocate array on host
T *h_reference = (T*) malloc(num_items * sizeof(T));
T *h_data = (T*) malloc(num_items * sizeof(T));
// Copy data back
HIP_CHECK(hipMemcpy(h_reference, d_reference, sizeof(T) * num_items, hipMemcpyDeviceToHost));
HIP_CHECK(hipMemcpy(h_data, d_data, sizeof(T) * num_items, hipMemcpyDeviceToHost));
// Display data
if (display_data) {
printf("Reference:\n");
for (std::size_t i = 0; i < num_items; i++)
{
std::cout << CoutCast(h_reference[i]) << ", ";
}
printf("\n\nComputed:\n");
for (std::size_t i = 0; i < num_items; i++)
{
std::cout << CoutCast(h_data[i]) << ", ";
}
printf("\n\n");
}
// Check
int retval = CompareResults(h_data, h_reference, num_items, verbose);
// Cleanup
if (h_reference) free(h_reference);
if (h_data) free(h_data);
return retval;
}
/**
* Print the contents of a host array
*/
template <typename InputIteratorT>
void DisplayResults(
InputIteratorT h_data,
std::size_t num_items)
{
// Display data
for (std::size_t i = 0; i < num_items; i++)
{
std::cout << CoutCast(h_data[i]) << ", ";
}
printf("\n");
}
int g_num_rand_samples = 0;
/**
* Generates random keys.
*
* We always take the second-order byte from rand() because the higher-order
* bits returned by rand() are commonly considered more uniformly distributed
* than the lower-order bits.
*
* We can decrease the entropy level of keys by adopting the technique
* of Thearling and Smith in which keys are computed from the bitwise AND of
* multiple random samples:
*
* entropy_reduction | Effectively-unique bits per key
* -----------------------------------------------------
* -1 | 0
* 0 | 32
* 1 | 25.95 (81%)
* 2 | 17.41 (54%)
* 3 | 10.78 (34%)
* 4 | 6.42 (20%)
* ... | ...
*
*/
template <typename K>
void RandomBits(
K &key,
int entropy_reduction = 0,
int begin_bit = 0,
int end_bit = sizeof(K) * 8)
{
const int NUM_BYTES = sizeof(K);
const int WORD_BYTES = sizeof(unsigned int);
const int NUM_WORDS = (NUM_BYTES + WORD_BYTES - 1) / WORD_BYTES;
unsigned int word_buff[NUM_WORDS];
if (entropy_reduction == -1)
{
memset((void *) &key, 0, sizeof(key));
return;
}
if (end_bit < 0)
end_bit = sizeof(K) * 8;
while (true)
{
// Generate random word_buff
for (int j = 0; j < NUM_WORDS; j++)
{
int current_bit = j * WORD_BYTES * 8;
unsigned int word = 0xffffffff;
word &= 0xffffffff << std::max(0, begin_bit - current_bit);
word &= 0xffffffff >> std::max(0, (current_bit + (WORD_BYTES * 8)) - end_bit);
for (int i = 0; i <= entropy_reduction; i++)
{
// Grab some of the higher bits from rand (better entropy, supposedly)
word &= mersenne::genrand_int32();
g_num_rand_samples++;
}
word_buff[j] = word;
}
memcpy(&key, word_buff, sizeof(K));
K copy = key;
if HIPCUB_IF_CONSTEXPR(std::is_floating_point<K>::value)
#ifndef _WIN32
if(!std::isnan(copy))
#else
// MSVC STL is missing the integral overload of std::isnan
// https://github.com/microsoft/STL/issues/3400
// They're right, the integral overloads were removed from the standard
// after national body comments. std::isnan is supposed to behave _identically_
// to the isnan CRT macro, where ISO C 7.12.3 states
// > In the synopses in this subclause, real-floating indicates that the
// argument shall be an expression of real floating type.
if(!std::isnan(static_cast<double>(copy)))
#endif
break; // avoids NaNs when generating random floating point numbers
}
}
/// Randomly select number between [0:max)
template <typename T>
T RandomValue(T max)
{
unsigned int bits;
unsigned int max_int = (unsigned int) -1;
do {
RandomBits(bits);
} while (bits == max_int);
return (T) ((double(bits) / double(max_int)) * double(max));
}
struct GpuTimer
{
hipEvent_t start;
hipEvent_t stop;
GpuTimer()
{
HIP_CHECK(hipEventCreate(&start));
HIP_CHECK(hipEventCreate(&stop));
}
~GpuTimer()
{
HIP_CHECK(hipEventDestroy(start));
HIP_CHECK(hipEventDestroy(stop));
}
void Start()
{
HIP_CHECK(hipEventRecord(start, 0));
}
void Stop()
{
HIP_CHECK(hipEventRecord(stop, 0));
}
float ElapsedMillis()
{
float elapsed;
HIP_CHECK(hipEventSynchronize(stop));
HIP_CHECK(hipEventElapsedTime(&elapsed, start, stop));
return elapsed;
}
};
#endif