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example_utils.hpp
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example_utils.hpp
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/*******************************************************************************
* Copyright 2019-2021 Intel Corporation
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*******************************************************************************/
#ifndef EXAMPLE_UTILS_HPP
#define EXAMPLE_UTILS_HPP
#include <algorithm>
#include <cassert>
#include <cstring>
#include <functional>
#include <iostream>
#include <numeric>
#include <stdexcept>
#include <stdlib.h>
#include <initializer_list>
#include "dnnl.hpp"
#include "dnnl_debug.h"
#if DNNL_GPU_RUNTIME == DNNL_RUNTIME_OCL
#include "dnnl_ocl.hpp"
#elif DNNL_GPU_RUNTIME == DNNL_RUNTIME_SYCL
#include "dnnl_sycl.hpp"
#endif
#if DNNL_CPU_THREADING_RUNTIME == DNNL_RUNTIME_OMP
#ifdef _MSC_VER
#define PRAGMA_MACRo(x) __pragma(x)
#define PRAGMA_MACRO(x) PRAGMA_MACRo(x)
#else
#define PRAGMA_MACRo(x) _Pragma(#x)
#define PRAGMA_MACRO(x) PRAGMA_MACRo(x)
#endif
// MSVC doesn't support collapse clause in omp parallel
#if defined(_MSC_VER) && !defined(__clang__) && !defined(__INTEL_COMPILER)
#define collapse(x)
#endif
#define PRAGMA_OMP_PARALLEL_FOR_COLLAPSE(n) PRAGMA_MACRO(omp parallel for collapse(n))
#else // DNNL_CPU_THREADING_RUNTIME == DNNL_RUNTIME_OMP
#define PRAGMA_OMP_PARALLEL_FOR_COLLAPSE(n)
#endif
dnnl::engine::kind validate_engine_kind(dnnl::engine::kind akind) {
// Checking if a GPU exists on the machine
if (akind == dnnl::engine::kind::gpu) {
if (dnnl::engine::get_count(dnnl::engine::kind::gpu) == 0) {
std::cout << "Application couldn't find GPU, please run with CPU "
"instead.\n";
exit(0);
}
}
return akind;
}
// Exception class to indicate that the example uses a feature that is not
// available on the current systems. It is not treated as an error then, but
// just notifies a user.
struct example_allows_unimplemented : public std::exception {
example_allows_unimplemented(const char *message) noexcept
: message(message) {}
const char *what() const noexcept override { return message; }
const char *message;
};
inline const char *engine_kind2str_upper(dnnl::engine::kind kind);
// Runs example function with signature void() and catches errors.
// Returns `0` on success, `1` or oneDNN error, and `2` on example error.
inline int handle_example_errors(
std::initializer_list<dnnl::engine::kind> engine_kinds,
std::function<void()> example) {
int exit_code = 0;
try {
example();
} catch (example_allows_unimplemented &e) {
std::cout << e.message << std::endl;
exit_code = 0;
} catch (dnnl::error &e) {
std::cout << "oneDNN error caught: " << std::endl
<< "\tStatus: " << dnnl_status2str(e.status) << std::endl
<< "\tMessage: " << e.what() << std::endl;
exit_code = 1;
} catch (std::exception &e) {
std::cout << "Error in the example: " << e.what() << "." << std::endl;
exit_code = 2;
}
std::string engine_kind_str;
for (auto it = engine_kinds.begin(); it != engine_kinds.end(); ++it) {
if (it != engine_kinds.begin()) engine_kind_str += "/";
engine_kind_str += engine_kind2str_upper(*it);
}
std::cout << "Example " << (exit_code ? "failed" : "passed") << " on "
<< engine_kind_str << "." << std::endl;
return exit_code;
}
// Same as above, but for functions with signature
// void(dnnl::engine::kind engine_kind, int argc, char **argv).
inline int handle_example_errors(
std::function<void(dnnl::engine::kind, int, char **)> example,
dnnl::engine::kind engine_kind, int argc, char **argv) {
return handle_example_errors(
{engine_kind}, [&]() { example(engine_kind, argc, argv); });
}
// Same as above, but for functions with signature void(dnnl::engine::kind).
inline int handle_example_errors(
std::function<void(dnnl::engine::kind)> example,
dnnl::engine::kind engine_kind) {
return handle_example_errors(
{engine_kind}, [&]() { example(engine_kind); });
}
inline dnnl::engine::kind parse_engine_kind(
int argc, char **argv, int extra_args = 0) {
// Returns default engine kind, i.e. CPU, if none given
if (argc == 1) {
return validate_engine_kind(dnnl::engine::kind::cpu);
} else if (argc <= extra_args + 2) {
std::string engine_kind_str = argv[1];
// Checking the engine type, i.e. CPU or GPU
if (engine_kind_str == "cpu") {
return validate_engine_kind(dnnl::engine::kind::cpu);
} else if (engine_kind_str == "gpu") {
return validate_engine_kind(dnnl::engine::kind::gpu);
}
}
// If all above fails, the example should be ran properly
std::cout << "Inappropriate engine kind." << std::endl
<< "Please run the example like this: " << argv[0] << " [cpu|gpu]"
<< (extra_args ? " [extra arguments]" : "") << "." << std::endl;
exit(1);
}
inline const char *engine_kind2str_upper(dnnl::engine::kind kind) {
if (kind == dnnl::engine::kind::cpu) return "CPU";
if (kind == dnnl::engine::kind::gpu) return "GPU";
assert(!"not expected");
return "<Unknown engine>";
}
inline dnnl::memory::dim product(const dnnl::memory::dims &dims) {
return std::accumulate(dims.begin(), dims.end(), (dnnl::memory::dim)1,
std::multiplies<dnnl::memory::dim>());
}
// Read from memory, write to handle
inline void read_from_dnnl_memory(void *handle, dnnl::memory &mem) {
dnnl::engine eng = mem.get_engine();
size_t size = mem.get_desc().get_size();
if (!handle) throw std::runtime_error("handle is nullptr.");
#ifdef DNNL_WITH_SYCL
bool is_cpu_sycl = (DNNL_CPU_RUNTIME == DNNL_RUNTIME_SYCL
&& eng.get_kind() == dnnl::engine::kind::cpu);
bool is_gpu_sycl = (DNNL_GPU_RUNTIME == DNNL_RUNTIME_SYCL
&& eng.get_kind() == dnnl::engine::kind::gpu);
if (is_cpu_sycl || is_gpu_sycl) {
auto mkind = dnnl::sycl_interop::get_memory_kind(mem);
if (mkind == dnnl::sycl_interop::memory_kind::buffer) {
auto buffer = dnnl::sycl_interop::get_buffer<uint8_t>(mem);
auto src = buffer.get_access<::sycl::access::mode::read>();
uint8_t *src_ptr = src.get_pointer();
if (!src_ptr)
throw std::runtime_error("get_pointer returned nullptr.");
for (size_t i = 0; i < size; ++i)
((uint8_t *)handle)[i] = src_ptr[i];
} else {
assert(mkind == dnnl::sycl_interop::memory_kind::usm);
uint8_t *src_ptr = (uint8_t *)mem.get_data_handle();
if (!src_ptr)
throw std::runtime_error("get_data_handle returned nullptr.");
if (is_cpu_sycl) {
for (size_t i = 0; i < size; ++i)
((uint8_t *)handle)[i] = src_ptr[i];
} else {
auto sycl_queue
= dnnl::sycl_interop::get_queue(dnnl::stream(eng));
sycl_queue.memcpy(handle, src_ptr, size).wait();
}
}
return;
}
#endif
#if DNNL_GPU_RUNTIME == DNNL_RUNTIME_OCL
if (eng.get_kind() == dnnl::engine::kind::gpu) {
void *mapped_ptr = mem.map_data();
if (mapped_ptr) std::memcpy(handle, mapped_ptr, size);
mem.unmap_data(mapped_ptr);
return;
}
#endif
if (eng.get_kind() == dnnl::engine::kind::cpu) {
uint8_t *src = static_cast<uint8_t *>(mem.get_data_handle());
if (!src) throw std::runtime_error("get_data_handle returned nullptr.");
for (size_t i = 0; i < size; ++i)
((uint8_t *)handle)[i] = src[i];
return;
}
assert(!"not expected");
}
// Read from handle, write to memory
inline void write_to_dnnl_memory(void *handle, dnnl::memory &mem) {
dnnl::engine eng = mem.get_engine();
size_t size = mem.get_desc().get_size();
if (!handle) throw std::runtime_error("handle is nullptr.");
#ifdef DNNL_WITH_SYCL
bool is_cpu_sycl = (DNNL_CPU_RUNTIME == DNNL_RUNTIME_SYCL
&& eng.get_kind() == dnnl::engine::kind::cpu);
bool is_gpu_sycl = (DNNL_GPU_RUNTIME == DNNL_RUNTIME_SYCL
&& eng.get_kind() == dnnl::engine::kind::gpu);
if (is_cpu_sycl || is_gpu_sycl) {
auto mkind = dnnl::sycl_interop::get_memory_kind(mem);
if (mkind == dnnl::sycl_interop::memory_kind::buffer) {
auto buffer = dnnl::sycl_interop::get_buffer<uint8_t>(mem);
auto dst = buffer.get_access<::sycl::access::mode::write>();
uint8_t *dst_ptr = dst.get_pointer();
if (!dst_ptr)
throw std::runtime_error("get_pointer returned nullptr.");
for (size_t i = 0; i < size; ++i)
dst_ptr[i] = ((uint8_t *)handle)[i];
} else {
assert(mkind == dnnl::sycl_interop::memory_kind::usm);
uint8_t *dst_ptr = (uint8_t *)mem.get_data_handle();
if (!dst_ptr)
throw std::runtime_error("get_data_handle returned nullptr.");
if (is_cpu_sycl) {
for (size_t i = 0; i < size; ++i)
dst_ptr[i] = ((uint8_t *)handle)[i];
} else {
auto sycl_queue
= dnnl::sycl_interop::get_queue(dnnl::stream(eng));
sycl_queue.memcpy(dst_ptr, handle, size).wait();
}
}
return;
}
#endif
#if DNNL_GPU_RUNTIME == DNNL_RUNTIME_OCL
if (eng.get_kind() == dnnl::engine::kind::gpu) {
void *mapped_ptr = mem.map_data();
if (mapped_ptr) std::memcpy(mapped_ptr, handle, size);
mem.unmap_data(mapped_ptr);
return;
}
#endif
if (eng.get_kind() == dnnl::engine::kind::cpu) {
uint8_t *dst = static_cast<uint8_t *>(mem.get_data_handle());
if (!dst) throw std::runtime_error("get_data_handle returned nullptr.");
for (size_t i = 0; i < size; ++i)
dst[i] = ((uint8_t *)handle)[i];
return;
}
assert(!"not expected");
}
#endif