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triton/lib/driver/module.cc

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/* Copyright 2015-2017 Philippe Tillet
*
* Permission is hereby granted, free of charge, to any person obtaining
* a copy of this software and associated documentation files
* (the "Software"), to deal in the Software without restriction,
* including without limitation the rights to use, copy, modify, merge,
* publish, distribute, sublicense, and/or sell copies of the Software,
* and to permit persons to whom the Software is furnished to do so,
* subject to the following conditions:
*
* The above copyright notice and this permission notice shall be
* included in all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
* EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
* MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
* IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY
* CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,
* TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
* SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
*/
#include <fstream>
#include <memory>
#include "triton/driver/module.h"
#include "triton/driver/context.h"
#include "triton/driver/error.h"
#include "llvm/IR/IRBuilder.h"
#include "llvm/IR/Verifier.h"
#include "llvm/IR/IRPrintingPasses.h"
#include "llvm/IR/Module.h"
#include "llvm/Support/SourceMgr.h"
#include "llvm/Support/raw_ostream.h"
#include "llvm/Support/TargetRegistry.h"
#include "llvm/Support/TargetSelect.h"
#include "llvm/Target/TargetMachine.h"
#include "llvm/Target/TargetOptions.h"
#include "llvm/IR/LegacyPassManager.h"
#include "llvm/ExecutionEngine/ExecutionEngine.h"
#include "llvm/ExecutionEngine/SectionMemoryManager.h"
#include "llvm/Transforms/Utils/Cloning.h"
namespace triton
{
namespace driver
{
/* ------------------------ */
// Base //
/* ------------------------ */
void module::init_llvm() {
static bool init = false;
if(!init){
llvm::InitializeAllTargetInfos();
llvm::InitializeAllTargets();
llvm::InitializeAllTargetMCs();
llvm::InitializeAllAsmParsers();
llvm::InitializeAllAsmPrinters();
init = true;
}
}
module::module(driver::context* ctx, CUmodule mod, bool has_ownership)
: polymorphic_resource(mod, has_ownership), ctx_(ctx) {
}
module::module(driver::context* ctx, cl_program mod, bool has_ownership)
: polymorphic_resource(mod, has_ownership), ctx_(ctx) {
}
module::module(driver::context* ctx, host_module_t mod, bool has_ownership)
: polymorphic_resource(mod, has_ownership), ctx_(ctx) {
}
driver::context* module::context() const {
return ctx_;
}
module* module::create(driver::context* ctx, std::unique_ptr<llvm::Module> src) {
switch(ctx->backend()){
case CUDA: return new cu_module(ctx, std::move(src));
case OpenCL: return new ocl_module(ctx, std::move(src));
case Host: return new host_module(ctx, std::move(src));
default: throw std::runtime_error("unknown backend");
}
}
void module::compile_llvm_module(std::unique_ptr<llvm::Module> module, const std::string& triple,
const std::string &proc, std::string layout,
llvm::SmallVectorImpl<char> &buffer,
const std::string& features,
file_type_t ft) {
init_llvm();
// // debug
// llvm::legacy::PassManager pm;
// pm.add(llvm::createPrintModulePass(llvm::outs()));
// pm.add(llvm::createVerifierPass());
// pm.run(*module);
// create machine
module->setTargetTriple(triple);
std::string error;
auto target = llvm::TargetRegistry::lookupTarget(module->getTargetTriple(), error);
llvm::TargetOptions opt;
opt.AllowFPOpFusion = llvm::FPOpFusion::Fast;
opt.UnsafeFPMath = false;
opt.NoInfsFPMath = false;
opt.NoNaNsFPMath = true;
llvm::TargetMachine *machine = target->createTargetMachine(module->getTargetTriple(), proc, features, opt,
llvm::Reloc::PIC_, llvm::None, llvm::CodeGenOpt::Aggressive);
// set data layout
if(layout.empty())
module->setDataLayout(machine->createDataLayout());
else
module->setDataLayout(layout);
// emit machine code
for (llvm::Function &f : module->functions())
f.addFnAttr(llvm::Attribute::AlwaysInline);
llvm::legacy::PassManager pass;
llvm::raw_svector_ostream stream(buffer);
// convert triton file type to llvm file type
auto ll_file_type = [&](module::file_type_t type){
if(type == Object)
return llvm::TargetMachine::CGFT_ObjectFile;
return llvm::TargetMachine::CGFT_AssemblyFile;
};
// emit
machine->addPassesToEmitFile(pass, stream, nullptr, ll_file_type(ft));
pass.run(*module);
}
/* ------------------------ */
// Host //
/* ------------------------ */
host_module::host_module(driver::context * context, std::unique_ptr<llvm::Module> src): module(context, host_module_t(), true) {
init_llvm();
// host info
// std::string triple = llvm::sys::getDefaultTargetTriple();
// std::string cpu = llvm::sys::getHostCPUName();
// llvm::SmallVector<char, 0> buffer;
// module::compile_llvm_module(src, triple, cpu, "", buffer, "", Assembly);
// create kernel wrapper
llvm::LLVMContext &ctx = src->getContext();
llvm::Type *void_ty = llvm::Type::getVoidTy(ctx);
llvm::Type *args_ty = llvm::Type::getInt8PtrTy(ctx)->getPointerTo();
llvm::Type *int32_ty = llvm::Type::getInt32Ty(ctx);
std::vector<llvm::Type*> tys = {args_ty, int32_ty, int32_ty, int32_ty};
llvm::FunctionType *main_ty = llvm::FunctionType::get(void_ty, tys, false);
llvm::Function* main = llvm::Function::Create(main_ty, llvm::Function::ExternalLinkage, "main", &*src);
llvm::Function* fn = src->getFunction("matmul");
llvm::FunctionType *fn_ty = fn->getFunctionType();
std::vector<llvm::Value*> fn_args(fn_ty->getNumParams());
std::vector<llvm::Value*> ptrs(fn_args.size() - 3);
llvm::BasicBlock* entry = llvm::BasicBlock::Create(ctx, "entry", main);
llvm::IRBuilder<> ir_builder(ctx);
ir_builder.SetInsertPoint(entry);
for(unsigned i = 0; i < ptrs.size(); i++)
ptrs[i] = ir_builder.CreateGEP(main->arg_begin(), ir_builder.getInt32(i));
for(unsigned i = 0; i < ptrs.size(); i++){
llvm::Value* addr = ir_builder.CreateBitCast(ir_builder.CreateLoad(ptrs[i]), fn_ty->getParamType(i)->getPointerTo());
fn_args[i] = ir_builder.CreateLoad(addr);
}
fn_args[fn_args.size() - 3] = main->arg_begin() + 1;
fn_args[fn_args.size() - 2] = main->arg_begin() + 2;
fn_args[fn_args.size() - 1] = main->arg_begin() + 3;
ir_builder.CreateCall(fn, fn_args);
ir_builder.CreateRetVoid();
// create execution engine
for(llvm::Function& fn: src->functions())
hst_->functions[fn.getName()] = &fn;
llvm::EngineBuilder builder(std::move(src));
builder.setErrorStr(&hst_->error);
builder.setMCJITMemoryManager(llvm::make_unique<llvm::SectionMemoryManager>());
builder.setOptLevel(llvm::CodeGenOpt::Aggressive);
builder.setEngineKind(llvm::EngineKind::JIT);
builder.setUseOrcMCJITReplacement(true);
hst_->engine = builder.create();
}
std::unique_ptr<buffer> host_module::symbol(const char *name) const {
throw std::runtime_error("not implemented");
}
/* ------------------------ */
// OpenCL //
/* ------------------------ */
ocl_module::ocl_module(driver::context * context, std::unique_ptr<llvm::Module> src): module(context, cl_program(), true) {
throw std::runtime_error("not supported");
// init_llvm();
// llvm::SmallVector<char, 0> buffer;
// module::compile_llvm_module(src, "amdgcn-amd-amdhsa-amdgizcl", "gfx902", "", buffer, "code-object-v3", Object);
// std::ofstream output("/tmp/tmp.o", std::ios::binary);
// std::copy(buffer.begin(), buffer.end(), std::ostreambuf_iterator<char>(output));
// system("ld.lld-8 /tmp/tmp.o -shared -o /tmp/tmp.o");
// std::ifstream input("/tmp/tmp.o", std::ios::in | std::ios::binary );
// std::vector<unsigned char> in_buffer(std::istreambuf_iterator<char>(input), {});
// size_t sizes[] = {in_buffer.size()};
// const unsigned char* data[] = {(unsigned char*)in_buffer.data()};
// cl_int status;
// cl_int err;
// *cl_ = dispatch::clCreateProgramWithBinary(*context->cl(), 1, &*context->device()->cl(), sizes, data, &status, &err);
// check(status);
// check(err);
// try{
// dispatch::clBuildProgram(*cl_, 1, &*context->device()->cl(), NULL, NULL, NULL);
// }
// catch(...){
// char log[2048];
// dispatch::clGetProgramBuildInfo(*cl_, *context->device()->cl(), CL_PROGRAM_BUILD_LOG, 1024, log, NULL);
// throw;
// }
}
std::unique_ptr<buffer> ocl_module::symbol(const char *name) const {
throw std::runtime_error("not implemented");
}
/* ------------------------ */
// CUDA //
/* ------------------------ */
static bool find_and_replace(std::string& str, const std::string& begin, const std::string& end, const std::string& target){
size_t start_replace = str.find(begin);
size_t end_replace = str.find(end, start_replace);
if(start_replace == std::string::npos)
return false;
str.replace(start_replace, end_replace + 1 - start_replace, target);
return true;
}
std::string cu_module::compile_llvm_module(std::unique_ptr<llvm::Module> module, driver::device* device) {
// options
auto options = llvm::cl::getRegisteredOptions();
// for(auto& opt: options)
// std::cout << opt.getKey().str() << std::endl;
auto* short_ptr = static_cast<llvm::cl::opt<bool>*>(options["nvptx-short-ptr"]);
assert(short_ptr);
short_ptr->setValue(true);
// compute capability
auto cc = ((driver::cu_device*)device)->compute_capability();
std::string sm = "sm_" + std::to_string(cc.first) + std::to_string(cc.second);
// create
llvm::SmallVector<char, 0> buffer;
module::compile_llvm_module(std::move(module), "nvptx64-nvidia-cuda", sm, "", buffer, "ptx63", Assembly);
std::string result(buffer.begin(), buffer.end());
int version;
dispatch::cuDriverGetVersion(&version);
int major = version / 1000;
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// int minor = (version - major*1000) / 10;
if(major < 10)
throw std::runtime_error("Triton requires CUDA 10+");
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find_and_replace(result, ".version", "\n", ".version 6.4\n");
while(find_and_replace(result, "\t// begin inline asm", "\n", ""));
while(find_and_replace(result, "\t// end inline asm", "\n", ""));
return result;
}
cu_module::cu_module(driver::context * context, std::unique_ptr<llvm::Module> ll_module): cu_module(context, compile_llvm_module(std::move(ll_module), context->device())) { }
cu_module::cu_module(driver::context * context, std::string const & source) : module(context, CUmodule(), true), source_(source){
cu_context::context_switcher ctx(*context);
// std::cout << source << std::endl;
// JIT compile source-code
CUjit_option opt[] = {CU_JIT_ERROR_LOG_BUFFER_SIZE_BYTES, CU_JIT_ERROR_LOG_BUFFER};
unsigned int errbufsize = 8096;
std::string errbuf(errbufsize, 0);
void* optval[] = {(void*)(uintptr_t)errbufsize, (void*)errbuf.data()};
try{
dispatch::cuModuleLoadDataEx(&*cu_, source_.data(), 2, opt, optval);
}catch(exception::cuda::base const &){
#ifdef TRITON_LOG_PTX_ERROR
std::cerr << "Compilation Failed! Log: " << std::endl;
std::cerr << errbuf << std::endl;
#endif
throw;
}
}
std::unique_ptr<buffer> cu_module::symbol(const char *name) const{
CUdeviceptr handle;
size_t size;
dispatch::cuModuleGetGlobal_v2(&handle, &size, *cu_, name);
std::unique_ptr<buffer> res(new cu_buffer(ctx_, size, handle, false));
return std::move(res);
}
}
}