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#include <torch/csrc/jit/codegen/fuser/cpu/fused_kernel.h>
#include <ATen/DynamicLibrary.h>
#include <ATen/code_template.h>
#include <c10/util/Exception.h>
#include <c10/util/Optional.h>
#include <torch/csrc/jit/codegen/fuser/compiler.h>
#include <torch/csrc/jit/codegen/fuser/cpu/temp_file.h>
#include <torch/csrc/utils/memory.h>
#include <cstdlib>
#include <iostream>
#include <sstream>
#include <stdexcept>
#include <string>
namespace torch {
namespace jit {
namespace fuser {
namespace cpu {
#ifdef _MSC_VER
static const std::string getTempPath() {
wchar_t lpTempPathBuffer[MAX_PATH];
DWORD dwRetVal = GetTempPathW(
MAX_PATH, // length of the buffer
lpTempPathBuffer); // buffer for path
TORCH_CHECK(dwRetVal < MAX_PATH && dwRetVal != 0, "GetTempPath failed.");
return std::string(c10::u16u8(lpTempPathBuffer));
}
static const std::string temp_dir = getTempPath();
static const std::string so_template = temp_dir + "pytorch_fuserXXXXXX.dll";
static const std::string cpp_template = temp_dir + "pytorch_fuserXXXXXX.cpp";
static const std::string check_exists_string = "where ${program} > nul 2> nul";
static std::vector<std::wstring> env_list;
constexpr int so_suffix_len = 4;
constexpr int cpp_suffix_len = 4;
#else
static const std::string so_template = "/tmp/pytorch_fuserXXXXXX.so";
static const std::string cpp_template = "/tmp/pytorch_fuserXXXXXX.cpp";
static const std::string check_exists_string = "which ${program} > /dev/null";
constexpr int so_suffix_len = 3;
constexpr int cpp_suffix_len = 4;
#endif
intptr_t run(const std::string& cmd);
static bool programExists(const std::string& program) {
std::stringstream ss;
c10::printQuotedString(ss, program);
at::jit::TemplateEnv env;
env.s("program", ss.str());
std::string cmd = format(check_exists_string, env);
#ifdef _MSC_VER
return (run(cmd.c_str()) == 0);
#else
return (system(cmd.c_str()) == 0);
#endif
}
#ifdef _MSC_VER
c10::optional<std::wstring> exec(const std::wstring& cmd) {
std::array<wchar_t, 128> buffer;
std::wstring result;
std::unique_ptr<FILE, decltype(&_pclose)> pipe(
_wpopen(cmd.c_str(), L"r"), _pclose);
if (!pipe) {
return c10::nullopt;
}
while (fgetws(buffer.data(), static_cast<int>(buffer.size()), pipe.get()) !=
nullptr) {
result += buffer.data();
}
return result;
}
inline std::wstring& rtrim(std::wstring& s, const wchar_t* t = L" \t\n\r\f\v") {
s.erase(s.find_last_not_of(t) + 1);
return s;
}
void activate() {
wchar_t* root = nullptr;
std::wstring cmd;
c10::optional<std::wstring> exec_out;
std::wstring path;
std::wstring vcruntime_plat;
std::wstring envvars;
// Checking whether the environment is already activated
if (_wgetenv(L"VSCMD_ARG_TGT_ARCH")) {
return;
}
// Getting `ProgramFiles` through environment variable queries
root = _wgetenv(L"ProgramFiles(x86)");
if (!root) {
root = _wgetenv(L"ProgramFiles");
}
if (!root) {
return;
}
// Getting VS 2017 installation path through `vswhere`
cmd = L"\"" + std::wstring(root) +
L"\\Microsoft Visual Studio\\Installer\\vswhere.exe\""
L" -latest -prerelease -requires Microsoft.VisualStudio.Component.VC.Tools.x86.x64 -property installationPath";
exec_out = exec(cmd);
if (!exec_out) {
return;
}
path = *exec_out;
rtrim(path);
// Checking whether the activation script `vcvarsall.bat` exists
path += L"\\VC\\Auxiliary\\Build";
struct _stati64 st;
if (_wstati64(path.c_str(), &st) == -1 || !(st.st_mode & _S_IFDIR)) {
return;
}
path += L"\\vcvarsall.bat";
if (_waccess(path.c_str(), 0) == -1) {
return;
}
// Determining current platform
if (sizeof(void*) == 8) {
vcruntime_plat = L"x64";
} else {
vcruntime_plat = L"x86";
}
// Getting environment variables after activating VS development shell
cmd = L"\"" + path + L"\" " + vcruntime_plat + L">NUL && set";
exec_out = exec(cmd);
if (!exec_out) {
return;
}
envvars = *exec_out;
// Setting environment variables to the current environment
std::wistringstream f(envvars);
std::wstring envvar;
while (getline(f, envvar, L'\n')) {
env_list.push_back(envvar);
}
}
intptr_t run(const std::string& cmd) {
// Getting the path of `cmd.exe`
wchar_t* comspec = _wgetenv(L"COMSPEC");
if (!comspec) {
comspec = L"C:\\Windows\\System32\\cmd.exe";
}
// Constructing the command line
auto wCmd = c10::u8u16(cmd);
const wchar_t* a[] = {L"/c", wCmd.c_str(), nullptr};
// Constructing the env array
// If `env_list` is not empty, then add char pointers ending with nullptr.
// Otherwise, it will be nullptr, which implies the default env.
std::vector<const wchar_t*> e;
if (!env_list.empty()) {
for (auto& s : env_list) {
e.push_back(s.c_str());
}
e.push_back(nullptr);
}
// Running the command
intptr_t r = _wspawnve(_P_WAIT, comspec, a, e.data());
return r;
}
#endif
// A single compiler config is accessed through getConfig() (below)
// Controls compilation options and may be updated based on the result
// of compilation attempts.
struct CompilerConfig {
CompilerConfig() {
const char* cxx_env = getenv("CXX");
if (cxx_env != nullptr) {
cxx = cxx_env;
}
#ifdef _MSC_VER
activate();
#endif
if (!programExists(cxx)) {
TORCH_WARN("Compiler passed via CXX envvar does not exist!");
cxx = "";
}
}
~CompilerConfig() = default;
#ifdef _MSC_VER
std::string cxx = "cl";
const std::string openmp_flags = "/openmp";
#elif defined(__clang__)
std::string cxx = "clang++";
const std::string openmp_flags = "-fopenmp";
#else
std::string cxx = "g++";
const std::string openmp_flags = "-fopenmp";
#endif
// Set openmp to true only if PyTorch is compiled with OpenMP support
// OpenMP is typically not available on MacOS platform
#if defined(_OPENMP)
bool openmp = true;
#else
bool openmp = false;
#endif
};
static CompilerConfig& getConfig() {
static CompilerConfig config;
return config;
}
// NB: -march=native not supported on PPC64 g++. It's a bit annoying
// to do a configure-style test to decide whether or not the g++
// actually supports it or not, so we heuristically use the host
// compiler to predict if the runtime compiler supports the option we
// want. This probably won't work if you're cross-compiling.
// NB: -march=native is disabled because it has caused problems where
// compiler and assembler do not agree on what native instruction they
// understand for AVX512. When we need better CPU performance this
// optimization can be re-enabled by tracking down the platforms where
// this error occurs and only selectively disabling it.
#if (defined(_MSC_VER) && !defined(_M_ARM64))
// According to https://stackoverflow.com/a/29178079, we are able to
// detect which arch level is supported by the vectorizer using
// the macro __isa_available. It is added during runtime.
// The result of __isa_available and the corresponding arch:
// AVX 4
// AVX2 5
// AVX512 6
extern "C" int __isa_available;
static std::string getArchFlags() {
if (__isa_available >= 6) {
return "/arch:AVX512";
} else if (__isa_available >= 5) {
return "/arch:AVX2";
} else if (__isa_available >= 4) {
return "/arch:AVX";
} else {
return "";
}
}
static const std::string arch_flags = getArchFlags();
static const std::string compile_string = "cd /D \"" + temp_dir +
"\" && "
"${cxx} /nologo /MD /O2 " +
arch_flags +
" /LD /EHsc "
"${fopenmp} \"${cpp_file}\" /link /out:\"${so_file}\"";
#else
static const std::string compile_string =
"\"${cxx}\" -O3 -g "
#ifndef __PPC64__
// "-march=native "
#endif
"-std=c++14 -fPIC ${fopenmp} -shared \"${cpp_file}\" -o \"${so_file}\" -lm";
#endif
static void runCompiler(
const std::string& cpp_file,
const std::string& so_file) {
auto& config = getConfig();
TORCH_CHECK(
!config.cxx.empty(),
"Failed to compile a fused CPU kernel: Compiler not found");
at::jit::TemplateEnv env;
env.s("cxx", config.cxx);
env.s("fopenmp", config.openmp ? config.openmp_flags : "");
env.s("cpp_file", cpp_file);
env.s("so_file", so_file);
std::string result = format(compile_string, env);
#ifdef _MSC_VER
intptr_t r = run(result);
#else
int r = system(result.c_str());
#endif
if (config.openmp && r != 0) {
std::cerr
<< "warning: pytorch jit fuser failed to compile with openmp, trying without it...\n";
config.openmp = false; // disable for future compiles
return runCompiler(cpp_file, so_file);
}
TORCH_CHECK(r == 0, "Failed to compile a fused CPU kernel");
}
#ifdef _MSC_VER
static const std::string disas_string =
"dumpbin /DISASM:NOBYTES \"${so_file}\"";
#else
static const std::string disas_string = "objdump -M intel -d \"${so_file}\"";
#endif
static void disas(const std::string& so_file) {
at::jit::TemplateEnv env;
env.s("so_file", so_file);
std::string cmd = format(disas_string, env);
int r = system(cmd.c_str());
AT_ASSERT(r == 0);
}
FusedKernelCPU::FusedKernelCPU(
std::string name,
std::string code,
std::vector<TensorDesc> input_desc,
std::vector<TensorDesc> output_desc,
std::vector<PartitionDesc> chunk_desc,
std::vector<PartitionDesc> concat_desc,
bool has_random)
: FusedKernel(
std::move(name),
std::move(code),
std::move(input_desc),
std::move(output_desc),
std::move(chunk_desc),
std::move(concat_desc),
has_random) {
TempFile so_file(so_template, so_suffix_len);
TempFile cpp_file(cpp_template, cpp_suffix_len);
cpp_file.write(code_);
cpp_file.sync();
#ifdef _MSC_VER
so_file.close();
cpp_file.close();
#endif
runCompiler(cpp_file.name(), so_file.name());
if (debugFuser() >= 2)
disas(so_file.name());
so_lib = make_unique<at::DynamicLibrary>(so_file.name().c_str());
#pragma GCC diagnostic ignored "-Wpedantic"
kernel =
reinterpret_cast<void (*)(uint32_t, void**)>(so_lib->sym(name_.c_str()));
#pragma GCC diagnostic pop
}
static std::shared_ptr<FusedKernel> createFusionKernel(
int16_t device,
std::string name,
std::string code,
std::vector<TensorDesc> input_desc,
std::vector<TensorDesc> output_desc,
std::vector<PartitionDesc> chunk_desc,
std::vector<PartitionDesc> concat_desc,
bool has_random) {
return std::make_shared<FusedKernelCPU>(
std::move(name),
std::move(code),
std::move(input_desc),
std::move(output_desc),
std::move(chunk_desc),
std::move(concat_desc),
has_random);
}
RegisterFusionBackend reg(DeviceType::CPU, createFusionKernel);
} // namespace cpu
} // namespace fuser
} // namespace jit
} // namespace torch
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