1131 lines
46 KiB
C++
1131 lines
46 KiB
C++
#include <numeric>
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#include "triton/codegen/selection/generator.h"
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#include "triton/codegen/selection/machine_layout.h"
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#include "triton/codegen/selection/machine_value.h"
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#include "triton/codegen/target.h"
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#include "triton/codegen/analysis/axes.h"
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#include "triton/codegen/analysis/allocation.h"
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#include "triton/codegen/analysis/align.h"
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#include "triton/codegen/transform/coalesce.h"
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#include "triton/codegen/instructions.h"
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#include "triton/ir/context.h"
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#include "triton/ir/module.h"
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#include "triton/ir/function.h"
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#include "triton/ir/type.h"
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#include "llvm/IR/Module.h"
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#include "llvm/IR/IRBuilder.h"
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#include "llvm/IR/BasicBlock.h"
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#include "llvm/IR/Attributes.h"
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#include "llvm/IR/InlineAsm.h"
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namespace triton{
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namespace codegen{
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using namespace llvm;
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llvm::Instruction::BinaryOps llvm_op(ir::binary_op_t op) {
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using llop = llvm::Instruction::BinaryOps;
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using ttop = ir::binary_op_t;
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switch(op) {
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case ttop::Add: return llop::Add;
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case ttop::FAdd: return llop::FAdd;
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case ttop::Sub: return llop::Sub;
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case ttop::FSub: return llop::FSub;
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case ttop::Mul: return llop::Mul;
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case ttop::FMul: return llop::FMul;
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case ttop::UDiv: return llop::UDiv;
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case ttop::SDiv: return llop::SDiv;
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case ttop::FDiv: return llop::FDiv;
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case ttop::URem: return llop::URem;
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case ttop::SRem: return llop::SRem;
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case ttop::FRem: return llop::FRem;
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case ttop::Shl: return llop::Shl;
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case ttop::LShr: return llop::LShr;
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case ttop::AShr: return llop::AShr;
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case ttop::And: return llop::And;
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case ttop::Or: return llop::Or;
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case ttop::Xor: return llop::Xor;
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}
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throw std::runtime_error("unknown operator");
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}
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llvm::Instruction::CastOps llvm_op(ir::cast_op_t op) {
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using llop = llvm::Instruction::CastOps;
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using ttop = ir::cast_op_t;
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switch(op){
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case ttop::Trunc: return llop::Trunc;
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case ttop::ZExt: return llop::ZExt;
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case ttop::SExt: return llop::SExt;
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case ttop::FPTrunc: return llop::FPTrunc;
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case ttop::FPExt: return llop::FPExt;
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case ttop::UIToFP: return llop::UIToFP;
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case ttop::SIToFP: return llop::SIToFP;
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case ttop::FPToUI: return llop::FPToUI;
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case ttop::FPToSI: return llop::FPToSI;
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case ttop::PtrToInt: return llop::PtrToInt;
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case ttop::IntToPtr: return llop::IntToPtr;
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case ttop::BitCast: return llop::BitCast;
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case ttop::AddrSpaceCast: return llop::AddrSpaceCast;
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}
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throw std::runtime_error("unknown operator");
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}
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llvm::CmpInst::Predicate llvm_pred(ir::cmp_pred_t pred) {
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using llop = llvm::CmpInst::Predicate;
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using ttop = ir::cmp_pred_t;
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switch(pred){
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case ttop::FIRST_FCMP_PREDICATE: return llop::FIRST_FCMP_PREDICATE;
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case ttop::FCMP_FALSE: return llop::FCMP_FALSE;
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case ttop::FCMP_OEQ: return llop::FCMP_OEQ;
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case ttop::FCMP_OGT: return llop::FCMP_OGT;
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case ttop::FCMP_OGE: return llop::FCMP_OGE;
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case ttop::FCMP_OLT: return llop::FCMP_OLT;
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case ttop::FCMP_OLE: return llop::FCMP_OLE;
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case ttop::FCMP_ONE: return llop::FCMP_ONE;
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case ttop::FCMP_ORD: return llop::FCMP_ORD;
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case ttop::FCMP_UNO: return llop::FCMP_UNO;
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case ttop::FCMP_UEQ: return llop::FCMP_UEQ;
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case ttop::FCMP_UGT: return llop::FCMP_UGT;
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case ttop::FCMP_UGE: return llop::FCMP_UGE;
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case ttop::FCMP_ULT: return llop::FCMP_ULT;
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case ttop::FCMP_ULE: return llop::FCMP_ULE;
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case ttop::FCMP_UNE: return llop::FCMP_UNE;
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case ttop::FCMP_TRUE: return llop::FCMP_TRUE;
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case ttop::LAST_FCMP_PREDICATE: return llop::LAST_FCMP_PREDICATE;
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case ttop::FIRST_ICMP_PREDICATE: return llop::FIRST_ICMP_PREDICATE;
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case ttop::ICMP_EQ: return llop::ICMP_EQ;
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case ttop::ICMP_NE: return llop::ICMP_NE;
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case ttop::ICMP_UGT: return llop::ICMP_UGT;
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case ttop::ICMP_UGE: return llop::ICMP_UGE;
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case ttop::ICMP_ULT: return llop::ICMP_ULT;
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case ttop::ICMP_ULE: return llop::ICMP_ULE;
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case ttop::ICMP_SGT: return llop::ICMP_SGT;
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case ttop::ICMP_SGE: return llop::ICMP_SGE;
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case ttop::ICMP_SLT: return llop::ICMP_SLT;
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case ttop::ICMP_SLE: return llop::ICMP_SLE;
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case ttop::LAST_ICMP_PREDICATE: return llop::LAST_ICMP_PREDICATE;
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}
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throw std::runtime_error("unknown operator");
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}
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inline Type *llvm_type(ir::type *ty, LLVMContext &ctx) {
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// function
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if(auto* tt = dynamic_cast<ir::function_type*>(ty)){
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Type *return_ty = llvm_type(tt->get_return_ty(), ctx);
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std::vector<Type*> param_tys;
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std::transform(tt->params_begin(), tt->params_end(), std::back_inserter(param_tys),
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[&ctx](ir::type* t){ return llvm_type(t, ctx);});
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return FunctionType::get(return_ty, param_tys, false);
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}
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// pointer
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if(ty->is_pointer_ty()){
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Type *elt_ty = llvm_type(ty->get_pointer_element_ty(), ctx);
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unsigned addr_space = ty->get_pointer_address_space();
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return PointerType::get(elt_ty, addr_space);
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}
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// integer
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if(ty->is_integer_ty()){
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unsigned bitwidth = ty->get_integer_bitwidth();
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return IntegerType::get(ctx, bitwidth);
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}
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// primitive types
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switch(ty->get_type_id()){
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case ir::type::VoidTyID: return Type::getVoidTy(ctx);
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case ir::type::HalfTyID: return Type::getHalfTy(ctx);
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case ir::type::FloatTyID: return Type::getFloatTy(ctx);
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case ir::type::DoubleTyID: return Type::getDoubleTy(ctx);
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case ir::type::X86_FP80TyID: return Type::getX86_FP80Ty(ctx);
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case ir::type::PPC_FP128TyID: return Type::getPPC_FP128Ty(ctx);
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case ir::type::LabelTyID: return Type::getLabelTy(ctx);
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case ir::type::MetadataTyID: return Type::getMetadataTy(ctx);
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case ir::type::TokenTyID: return Type::getTokenTy(ctx);
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default: break;
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}
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// unknown type
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throw std::runtime_error("unknown conversion from ir::type to Type");
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}
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inline llvm::Attribute llvm_attr(llvm::LLVMContext& ctx, ir::attribute attr) {
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switch(attr.get_kind()){
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case ir::noalias: return llvm::Attribute::get(ctx, llvm::Attribute::NoAlias);
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case ir::readonly: return llvm::Attribute::get(ctx, llvm::Attribute::ReadOnly);
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case ir::writeonly: return llvm::Attribute::get(ctx, llvm::Attribute::WriteOnly);
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case ir::aligned: return llvm::Attribute::get(ctx, llvm::Attribute::Alignment, attr.get_value());
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default: throw std::runtime_error("cannot convert ir::attribute_t to llvm::Attribute");
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}
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}
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inline bool is_trans(ir::value *v) {
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if(dynamic_cast<ir::trans_inst *>(v)) {
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return true;
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}
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if(auto *phi = dynamic_cast<ir::instruction *>(v)) {
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bool result = true;
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for(ir::value *op: phi->ops())
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result = result && is_trans(op);
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return result;
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}
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return false;
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}
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generator::generator(analysis::axes *a_axes,
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analysis::layout *layouts,
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analysis::align *alignment,
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analysis::allocation *alloc,
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target *tgt,
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unsigned num_warps)
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: a_axes_(a_axes), layouts_(layouts), alignment_(alignment), alloc_(alloc),
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tgt_(tgt), num_warps_(num_warps) {
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}
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void generator::visit_value(ir::value* v) {
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if(!seen_.insert(v).second)
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return;
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// create machine tile
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if(v->get_type()->is_tile_ty())
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tmap_[v] = machine_layouts_.at(layouts_->get(v))->create(v);
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// visit operands
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BasicBlock *current = builder_->GetInsertBlock();
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auto *inst = dynamic_cast<ir::instruction*>(v);
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if(inst && !dynamic_cast<ir::phi_node*>(v))
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for(ir::value *op: inst->ops())
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visit_value(op);
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// change insert point for phi node
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builder_->SetInsertPoint(current);
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auto *phi = dynamic_cast<ir::phi_node*>(v);
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if(phi && !current->empty() && current->getFirstNonPHI())
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builder_->SetInsertPoint(&*current->getFirstNonPHI());
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// visit user
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if(auto *usr = dynamic_cast<ir::user*>(v))
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usr->accept(this);
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// revert insert point
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if(phi && !current->empty() && current->getFirstNonPHI())
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builder_->SetInsertPoint(current);
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}
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void generator::visit_phi_node(ir::phi_node* phi) {
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Type *ty = llvm_type(phi->get_type()->get_scalar_ty(), *ctx_);
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unsigned num_ops = phi->get_num_operands();
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for_each(phi, [&](indices_t idx){
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set_value(phi, idx, builder_->CreatePHI(ty, num_ops));
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});
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}
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void generator::visit_binary_operator(ir::binary_operator*binop) {
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for_each(binop, [&](indices_t idx){
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Value *lhs = get_value(binop->get_operand(0), idx);
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Value *rhs = get_value(binop->get_operand(1), idx);
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Value *ret = builder_->CreateBinOp(llvm_op(binop->get_op()), lhs, rhs);
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set_value(binop, idx, ret);
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});
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}
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void generator::visit_getelementptr_inst(ir::getelementptr_inst* gep) {
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for_each(gep, [&](indices_t idx){
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Value *ptr = get_value(gep->get_operand(0), idx);
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std::vector<Value*> idx_vals;
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std::transform(gep->idx_begin(), gep->idx_end(), std::back_inserter(idx_vals),
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[&](ir::value* x){ return get_value(x, idx);});
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Type *source_ty = llvm_type(gep->get_source_elt_ty()->get_scalar_ty(), *ctx_);
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Value *ret = builder_->CreateGEP(source_ty, ptr, idx_vals);
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set_value(gep, idx, ret);
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});
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}
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void generator::visit_icmp_inst(ir::icmp_inst* icmp) {
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for_each(icmp, [&](indices_t idx){
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ir::cmp_pred_t pred = icmp->get_pred();
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Value *lhs = get_value(icmp->get_operand(0), idx);
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Value *rhs = get_value(icmp->get_operand(1), idx);
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Value *ret = builder_->CreateICmp(llvm_pred(pred), lhs, rhs);
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set_value(icmp, idx, ret);
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});
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}
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void generator::visit_fcmp_inst(ir::fcmp_inst* fcmp) {
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for_each(fcmp, [&](indices_t idx){
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ir::cmp_pred_t pred = fcmp->get_pred();
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Value *lhs = get_value(fcmp->get_operand(0), idx);
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Value *rhs = get_value(fcmp->get_operand(1), idx);
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Value *ret = builder_->CreateFCmp(llvm_pred(pred), lhs, rhs);
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set_value(fcmp, idx, ret);
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});
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}
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void generator::visit_cast_inst(ir::cast_inst* cast) {
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for_each(cast, [&](indices_t idx){
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Value *arg = get_value(cast->get_operand(0), idx);
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Type *dst_ty = llvm_type(cast->get_type()->get_scalar_ty(), *ctx_);
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Value *ret = builder_->CreateCast(llvm_op(cast->get_op()), arg, dst_ty);
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set_value(cast, idx, ret);
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});
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}
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void generator::visit_return_inst(ir::return_inst* rr) {
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ir::value *ret_val = rr->get_return_value();
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builder_->CreateRet(ret_val ? vmap_.at(ret_val) : nullptr);
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}
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void generator::visit_cond_branch_inst(ir::cond_branch_inst* br) {
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BasicBlock *true_dest = (BasicBlock*)vmap_.at(br->get_true_dest());
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BasicBlock *false_dest = (BasicBlock*)vmap_.at(br->get_false_dest());
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Value *cond = vmap_.at(br->get_cond());
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builder_->CreateCondBr(cond, true_dest, false_dest);
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}
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void generator::visit_uncond_branch_inst(ir::uncond_branch_inst* br) {
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BasicBlock *dest = (BasicBlock*)vmap_.at(br->get_dest());
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builder_->CreateBr(dest);
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}
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void generator::visit_unmasked_load_inst(ir::unmasked_load_inst* x) {
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// find vector size
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ir::value *ptr = x->get_pointer_operand();
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size_t ld = layouts_->get(ptr)->order[0];
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unsigned alignment = alignment_->get(ptr, ld);
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// vector loads
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std::map<unsigned, Value*> packets;
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for_each(x, [&](indices_t idx){
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distributed_tile* result = (distributed_tile*)tmap_.at(x);
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unsigned vector_size = std::min<unsigned>(result->axis(ld).contiguous, alignment);
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unsigned linear = result->get_linear_index(idx);
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unsigned id = linear / vector_size;
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if(linear % vector_size == 0) {
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distributed_tile *pointers = (distributed_tile*)tmap_.at(ptr);
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Value *ptr = pointers->get_value(idx);
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ptr = builder_->CreateBitCast(ptr, PointerType::get(VectorType::get(result->get_ty(), vector_size),
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ptr->getType()->getPointerAddressSpace()));
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packets[id] = builder_->CreateLoad(ptr);
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}
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});
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// extract result element
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for_each(x, [&](indices_t idx){
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distributed_tile* result = (distributed_tile*)tmap_.at(x);
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unsigned vector_size = std::min<unsigned>(result->axis(ld).contiguous, alignment);
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unsigned linear = result->get_linear_index(idx);
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unsigned id = linear / vector_size;
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set_value(x, idx, builder_->CreateExtractElement(packets.at(id), linear % vector_size));
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});
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}
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void generator::visit_masked_load_inst(ir::masked_load_inst* x) {
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// find vector size
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ir::value *ptr = x->get_pointer_operand();
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size_t ld = layouts_->get(ptr)->order[0];
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unsigned alignment = alignment_->get(ptr, ld);
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distributed_tile *pointers = (distributed_tile*)tmap_.at(ptr);
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distributed_tile *masks = (distributed_tile*)tmap_.at(x->get_mask_operand());
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distributed_tile *false_values = (distributed_tile*)tmap_.at(x->get_false_value_operand());
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std::map<unsigned, Value*> packets;
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for_each(x, [&](indices_t idx){
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distributed_tile* result = (distributed_tile*)tmap_.at(x);
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unsigned vector_size = std::min<unsigned>(result->axis(ld).contiguous, alignment);
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unsigned linear = result->get_linear_index(idx);
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unsigned id = linear / vector_size;
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if(linear % vector_size == 0) {
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Value *ptr = pointers->get_value(idx);
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ptr = builder_->CreateBitCast(ptr, PointerType::get(VectorType::get(result->get_ty(), vector_size),
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ptr->getType()->getPointerAddressSpace()));
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Value *mask = masks->get_value(idx);
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BasicBlock *current_bb = builder_->GetInsertBlock();
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Function *parent = builder_->GetInsertBlock()->getParent();
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BasicBlock *mask_then_bb = BasicBlock::Create(*ctx_, "mask_then", parent);
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BasicBlock *mask_done_bb = BasicBlock::Create(*ctx_, "mask_done", parent);
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builder_->CreateCondBr(mask, mask_then_bb, mask_done_bb);
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builder_->SetInsertPoint(mask_then_bb);
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Value *result_then = builder_->CreateLoad(ptr);
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builder_->CreateBr(mask_done_bb);
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builder_->SetInsertPoint(mask_done_bb);
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Value *current_result = nullptr;
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if(false_values){
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current_result = builder_->CreatePHI(result_then->getType(), 2);
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((PHINode*)current_result)->addIncoming(result_then, mask_then_bb);
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Value *result_false = false_values->get_value(idx);
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if(result_then->getType()->isVectorTy())
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result_false = builder_->CreateVectorSplat(vector_size, llvm::UndefValue::get(result_false->getType()));
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((PHINode*)current_result)->addIncoming(result_false, current_bb);
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}
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else
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current_result = result_then;
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// ConstantInt *cst = nullptr;
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// if(GetElementPtrInst *gep = dyn_cast<GetElementPtrInst>(ptr))
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// if(gep->getNumIndices() == 1)
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// cst = dyn_cast<ConstantInt>(gep->idx_begin());
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// llvm::Value* mask = masks->get_value(idx);
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// std::string offset = "";
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// if(cst)
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// offset = " + " + std::to_string(cst->getValue().getSExtValue()*2*vector_size);
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// Type *fp16x2_ty = VectorType::get(builder_->getHalfTy(), 2);
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// Type *fp16x2_pack4_ty = StructType::get(ctx, {fp16x2_ty, fp16x2_ty, fp16x2_ty, fp16x2_ty});
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// FunctionType *ty = FunctionType::get(fp16x2_pack4_ty, {mask->getType(), ptr->getType()}, false);
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// std::string asm_str = "@$0 ld.global.nc.b32 {$1, $2, $3, $4}, [$5" + offset + "];";
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// if(false_values)
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// asm_str += "\n\t@!$0 mov.v4.b32 {$1, $2, $3, $4}, {0, 0, 0, 0};";
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// InlineAsm *iasm = InlineAsm::get(ty, asm_str, "b,=r,=r,=r,=r,l", true);
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// Value *current_result = builder_->CreateCall(iasm, {mask, ptr});
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packets[id] = current_result;
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}
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});
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// extract result element
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for_each(x, [&](indices_t idx){
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distributed_tile* result = (distributed_tile*)tmap_.at(x);
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unsigned vector_size = std::min<unsigned>(result->axis(ld).contiguous, alignment);
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unsigned linear = result->get_linear_index(idx);
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unsigned id = linear / vector_size;
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// Value *tmp = builder_->CreateExtractValue(packets.at(id), {(linear % vector_size) / 2});
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// Value *res = builder_->CreateExtractElement(tmp, (linear % vector_size) % 2);
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// result->set_value(idx, res);
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result->set_value(idx, builder_->CreateExtractElement(packets.at(id), linear % vector_size));
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});
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}
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void generator::visit_unmasked_store_inst(ir::unmasked_store_inst* st) {
|
|
for_each(st->get_pointer_operand(), [&](indices_t idx){
|
|
Value *ptr = get_value(st->get_pointer_operand(), idx);
|
|
Value *val = get_value(st->get_value_operand(), idx);
|
|
builder_->CreateStore(val, ptr);
|
|
});
|
|
}
|
|
|
|
void generator::visit_masked_store_inst(ir::masked_store_inst* st) {
|
|
distributed_tile* ptrs = (distributed_tile*)tmap_.at(st->get_pointer_operand());
|
|
distributed_tile* scalars = (distributed_tile*)tmap_.at(st->get_value_operand());
|
|
ir::value *mask = st->get_mask_operand();
|
|
distributed_tile* preds = (distributed_tile*)tmap_.at(mask);
|
|
ptrs->for_each([&](indices_t idx){
|
|
Value *scalar = scalars->get_value(idx);
|
|
Value *ptr = ptrs->get_value(idx);
|
|
Value *pred = preds->get_value(idx);
|
|
Function *parent = builder_->GetInsertBlock()->getParent();
|
|
BasicBlock *mask_then_bb = BasicBlock::Create(*ctx_, "mask_then", parent);
|
|
BasicBlock *mask_done_bb = BasicBlock::Create(*ctx_, "mask_done", parent);
|
|
builder_->CreateCondBr(pred, mask_then_bb, mask_done_bb);
|
|
builder_->SetInsertPoint(mask_then_bb);
|
|
builder_->CreateStore(scalar, ptr);
|
|
builder_->CreateBr(mask_done_bb);
|
|
builder_->SetInsertPoint(mask_done_bb);
|
|
// std::string offset = "";
|
|
// if(GetElementPtrInst *gep = dyn_cast<GetElementPtrInst>(ptr))
|
|
// if(gep->getNumIndices() == 1)
|
|
// if(ConstantInt *cst = dyn_cast<ConstantInt>(gep->idx_begin())){
|
|
// offset = " + " + std::to_string(cst->getValue().getSExtValue()*4);
|
|
// }
|
|
// FunctionType *ty = FunctionType::get(Type::getVoidTy(ctx), {pred->getType(), ptr->getType(), scalar->getType()}, false);
|
|
// std::string asm_str = "@$0 st.global.b32 [$1" + offset + "], $2;";
|
|
// InlineAsm *iasm = InlineAsm::get(ty, asm_str, "b,l,f", true);
|
|
// builder.CreateCall(iasm, {pred, ptr, scalar});
|
|
});
|
|
}
|
|
|
|
|
|
void generator::visit_reshape_inst(ir::reshape_inst* reshape) {
|
|
for_each(reshape, [&](indices_t out_idx){
|
|
distributed_tile* result = (distributed_tile*)tmap_.at(reshape);
|
|
unsigned pos = result->get_linear_index(out_idx);
|
|
ir::value* in = reshape->get_operand(0);
|
|
distributed_tile *in_tile = (distributed_tile*)tmap_.at(in);
|
|
indices_t in_idx = in_tile->get_ordered_indices(pos);
|
|
set_value(reshape, out_idx, get_value(in, in_idx));
|
|
});
|
|
}
|
|
|
|
void generator::visit_splat_inst(ir::splat_inst* splat) {
|
|
Value *in = get_value(splat->get_operand(0), {});
|
|
for_each(splat, [&](indices_t idx){
|
|
set_value(splat, idx, in);
|
|
});
|
|
}
|
|
|
|
void generator::visit_broadcast_inst(ir::broadcast_inst* bcast) {
|
|
ir::value* in = bcast->get_operand(0);
|
|
const auto& in_shapes = in->get_type()->get_tile_shapes();
|
|
distributed_tile *in_tile = (distributed_tile*)tmap_.at(in);
|
|
for_each(bcast, [&](indices_t out_idx){
|
|
indices_t in_idx = out_idx;
|
|
for(size_t k = 0; k < in_idx.size(); k++){
|
|
if(in_shapes[k] == 1)
|
|
in_idx[k] = builder_->getInt32(0);
|
|
}
|
|
set_value(bcast, out_idx, in_tile->get_value(in_idx));
|
|
});
|
|
}
|
|
|
|
void generator::visit_downcast_inst(ir::downcast_inst* x) {
|
|
vmap_[x] = tmap_[x->get_operand(0)]->get_value({builder_->getInt32(0)});
|
|
}
|
|
|
|
void generator::visit_get_program_id_inst(ir::get_program_id_inst* pid) {
|
|
Module *module = builder_->GetInsertBlock()->getModule();
|
|
Value *ret = tgt_->get_block_id(module, *builder_, pid->get_axis());
|
|
vmap_[pid] = ret;
|
|
}
|
|
|
|
void generator::visit_get_num_program_inst(ir::get_num_program_inst* np) {
|
|
Module *module = builder_->GetInsertBlock()->getModule();
|
|
Value *ret = tgt_->get_num_blocks(module, *builder_, np->get_axis());
|
|
vmap_[np] = ret;
|
|
}
|
|
|
|
void generator::visit_atomic_cas_inst(ir::atomic_cas_inst* cas) {
|
|
BasicBlock *current = builder_->GetInsertBlock();
|
|
Module *module = current->getModule();
|
|
Value *tid = tgt_->get_local_id(module, *builder_, 0);
|
|
Value *pred = builder_->CreateICmpEQ(tid, builder_->getInt32(0));
|
|
BasicBlock *tid_0_bb = BasicBlock::Create(*ctx_, "tid_0", current->getParent());
|
|
BasicBlock *tid_0_done_bb = BasicBlock::Create(*ctx_, "tid_0_done", current->getParent());
|
|
Value *ptr = builder_->CreateGEP(sh_mem_ptr_, builder_->getInt32(alloc_->offset(layouts_->get(cas))));
|
|
ptr = builder_->CreateBitCast(ptr, PointerType::get(builder_->getInt32Ty(), ptr->getType()->getPointerAddressSpace()));
|
|
tgt_->add_memfence(module, *builder_);
|
|
tgt_->add_barrier(module, *builder_);
|
|
builder_->CreateCondBr(pred, tid_0_bb, tid_0_done_bb);
|
|
builder_->SetInsertPoint(tid_0_bb);
|
|
Value *cas_ptr = vmap_.at(cas->get_operand(0));
|
|
Value *cas_cmp = vmap_.at(cas->get_operand(1));
|
|
Value *cas_val = vmap_.at(cas->get_operand(2));
|
|
Value *old = builder_->CreateAtomicCmpXchg(cas_ptr, cas_cmp, cas_val, AtomicOrdering::Monotonic, AtomicOrdering::Monotonic);
|
|
old = builder_->CreateExtractValue(old, {0});
|
|
builder_->CreateStore(old, ptr);
|
|
builder_->CreateBr(tid_0_done_bb);
|
|
builder_->SetInsertPoint(tid_0_done_bb);
|
|
tgt_->add_memfence(module, *builder_);
|
|
tgt_->add_barrier(module, *builder_);
|
|
vmap_[cas] = builder_->CreateLoad(ptr);
|
|
}
|
|
|
|
void generator::visit_atomic_exch_inst(ir::atomic_exch_inst* xchg) {
|
|
BasicBlock *current = builder_->GetInsertBlock();
|
|
Module *module = current->getModule();
|
|
Value *rmw_ptr = vmap_.at(xchg->get_operand(0));
|
|
Value *rmw_val = vmap_.at(xchg->get_operand(1));
|
|
Value *tid = tgt_->get_local_id(module, *builder_, 0);
|
|
Value *pred = builder_->CreateICmpEQ(tid, builder_->getInt32(0));
|
|
BasicBlock *tid_0_bb = BasicBlock::Create(*ctx_, "tid_0", current->getParent());
|
|
BasicBlock *tid_0_done_bb = BasicBlock::Create(*ctx_, "tid_0_done", current->getParent());
|
|
tgt_->add_memfence(module, *builder_);
|
|
tgt_->add_barrier(module, *builder_);
|
|
builder_->CreateCondBr(pred, tid_0_bb, tid_0_done_bb);
|
|
builder_->SetInsertPoint(tid_0_bb);
|
|
vmap_[xchg] = builder_->CreateAtomicRMW(AtomicRMWInst::Xchg, rmw_ptr, rmw_val, AtomicOrdering::Monotonic, SyncScope::System);
|
|
builder_->CreateBr(tid_0_done_bb);
|
|
builder_->SetInsertPoint(tid_0_done_bb);
|
|
tgt_->add_memfence(module, *builder_);
|
|
tgt_->add_barrier(module, *builder_);
|
|
}
|
|
|
|
void generator::visit_atomic_add_inst(ir::atomic_add_inst*) {
|
|
throw std::runtime_error("unsupported");
|
|
}
|
|
|
|
void generator::visit_hmma_dot(ir::dot_inst* dot, shared_tile *TA, shared_tile *TB, distributed_tile *TD, unsigned NK) {
|
|
const auto& shapes = dot->get_type()->get_tile_shapes();
|
|
machine_layout_hmma_884_t* hmma = (machine_layout_hmma_884_t*)machine_layouts_.at(layouts_->get(dot));
|
|
TA->set_vector_size(4*hmma->pack_size_0_);
|
|
TB->set_vector_size(4*hmma->pack_size_1_);
|
|
TA->set_return_mode(true);
|
|
TB->set_return_mode(true);
|
|
|
|
std::map<std::vector<Value*>, std::vector<Value*>> fcs;
|
|
|
|
for_each(dot, [&](indices_t idx){
|
|
std::vector<Value*> key(idx.size() - 2);
|
|
std::copy(idx.begin() + 2, idx.end(), key.begin());
|
|
fcs[key].push_back(TD->get_value(idx));
|
|
});
|
|
|
|
Type *fp32_ty = builder_->getFloatTy();
|
|
Type *fp16x2_ty = VectorType::get(builder_->getHalfTy(), 2);
|
|
Type *fp32_pack8_ty = StructType::get(*ctx_, {fp32_ty, fp32_ty, fp32_ty, fp32_ty, fp32_ty, fp32_ty, fp32_ty, fp32_ty});
|
|
FunctionType *mma_ty = FunctionType::get(fp32_pack8_ty, {fp16x2_ty, fp16x2_ty, fp16x2_ty, fp16x2_ty, fp32_ty, fp32_ty, fp32_ty, fp32_ty, fp32_ty, fp32_ty, fp32_ty, fp32_ty}, false);
|
|
|
|
|
|
Value* u_thread_id = tgt_->get_local_id(builder_->GetInsertBlock()->getModule(), *builder_, 0);
|
|
|
|
auto ord_a = layouts_->get(dot->get_operand(0))->order;
|
|
auto ord_b = layouts_->get(dot->get_operand(1))->order;
|
|
|
|
bool is_a_trans = is_trans(dot->get_operand(0));
|
|
bool is_b_trans = is_trans(dot->get_operand(1));
|
|
bool is_a_row = is_a_trans ^ (ord_a[ord_a.size() - 2] == 1);
|
|
bool is_b_row = is_b_trans ^ (ord_b[ord_b.size() - 2] == 1);
|
|
|
|
|
|
Value *offset_a_i = hmma->offset_a_i_;
|
|
Value *offset_a_k = hmma->offset_a_k_;
|
|
if(is_a_row){
|
|
offset_a_i = builder_->CreateAdd(offset_a_i, builder_->CreateURem(u_thread_id, builder_->getInt32(4)));
|
|
offset_a_k = builder_->getInt32(0);
|
|
}
|
|
|
|
Value *offset_b_j = hmma->offset_b_j_;
|
|
Value *offset_b_k = hmma->offset_b_k_;
|
|
if(!is_b_row){
|
|
offset_b_j = builder_->CreateAdd(offset_b_j, builder_->CreateURem(u_thread_id, builder_->getInt32(4)));
|
|
offset_b_k = builder_->getInt32(0);
|
|
}
|
|
|
|
std::string op_a = is_a_row ? "row" : "col";
|
|
std::string op_b = is_b_row ? "row" : "col";
|
|
|
|
InlineAsm *mma_fn = InlineAsm::get(mma_ty, " mma.sync.aligned.m8n8k4." + op_a + "." + op_b + ".f32.f16.f16.f32 "
|
|
"{$0, $1, $2, $3, $4, $5, $6, $7}, "
|
|
"{$8, $9}, "
|
|
"{$10, $11}, "
|
|
"{$0, $1, $2, $3, $4, $5, $6, $7};", "=f,=f,=f,=f,=f,=f,=f,=f,r,r,r,r,0,1,2,3,4,5,6,7", false);
|
|
|
|
unsigned fpw_0 = layouts_->get(dot)->fpw.at(0);
|
|
unsigned fpw_1 = layouts_->get(dot)->fpw.at(1);
|
|
unsigned wts_0 = fpw_0 * 8;
|
|
unsigned wts_1 = fpw_1 * 8;
|
|
unsigned wpt_0 = layouts_->get(dot)->wpt.at(0);
|
|
unsigned wpt_1 = layouts_->get(dot)->wpt.at(1);
|
|
unsigned stride_rep_i = wpt_0 * wts_0;
|
|
unsigned stride_rep_j = wpt_1 * wts_1;
|
|
unsigned num_rep_i = shapes[0] / stride_rep_i;
|
|
unsigned ld_fc = num_rep_i * 2;
|
|
|
|
|
|
for(auto& x: fcs){
|
|
std::vector<Value *>& fc = x.second;
|
|
for(unsigned pack_i = 0; pack_i < hmma->num_packs_0_; pack_i++)
|
|
for(unsigned pack_j = 0; pack_j < hmma->num_packs_1_; pack_j++){
|
|
for(unsigned K = 0; K < NK; K += 4){
|
|
Value *_K = builder_->getInt32(K);
|
|
Value *current_offset_a_i = builder_->CreateAdd(offset_a_i, builder_->getInt32(pack_i*stride_rep_i*hmma->pack_size_0_));
|
|
Value *current_offset_b_i = builder_->CreateAdd(offset_b_j, builder_->getInt32(pack_j*stride_rep_j*hmma->pack_size_1_));
|
|
indices_t idx_a = {current_offset_a_i, builder_->CreateAdd(offset_a_k, _K)};
|
|
indices_t idx_b = {builder_->CreateAdd(offset_b_k, _K), current_offset_b_i};
|
|
idx_a.insert(idx_a.end(), x.first.begin(), x.first.end());
|
|
idx_b.insert(idx_b.end(), x.first.begin(), x.first.end());
|
|
Value *ha = TA->get_value(idx_a);
|
|
Value *hb = TB->get_value(idx_b);
|
|
for(unsigned ii = 0; ii < hmma->pack_size_0_; ii++)
|
|
for(unsigned jj = 0; jj < hmma->pack_size_1_; jj++){
|
|
Value *ha0 = builder_->CreateBitCast(builder_->CreateExtractElement(ha, builder_->getInt32(ii*hmma->pack_size_0_ + 0)), fp16x2_ty);
|
|
Value *ha1 = builder_->CreateBitCast(builder_->CreateExtractElement(ha, builder_->getInt32(ii*hmma->pack_size_0_ + 1)), fp16x2_ty);
|
|
Value *hb0 = builder_->CreateBitCast(builder_->CreateExtractElement(hb, builder_->getInt32(jj*hmma->pack_size_0_ + 0)), fp16x2_ty);
|
|
Value *hb1 = builder_->CreateBitCast(builder_->CreateExtractElement(hb, builder_->getInt32(jj*hmma->pack_size_0_ + 1)), fp16x2_ty);
|
|
std::vector<size_t> idx = {
|
|
(pack_i*2*hmma->pack_size_0_ + ii*2 + 0) + (pack_j*4*hmma->pack_size_1_ + jj*4 + 0)*ld_fc,
|
|
(pack_i*2*hmma->pack_size_0_ + ii*2 + 0) + (pack_j*4*hmma->pack_size_1_ + jj*4 + 1)*ld_fc,
|
|
(pack_i*2*hmma->pack_size_0_ + ii*2 + 1) + (pack_j*4*hmma->pack_size_1_ + jj*4 + 0)*ld_fc,
|
|
(pack_i*2*hmma->pack_size_0_ + ii*2 + 1) + (pack_j*4*hmma->pack_size_1_ + jj*4 + 1)*ld_fc,
|
|
(pack_i*2*hmma->pack_size_0_ + ii*2 + 0) + (pack_j*4*hmma->pack_size_1_ + jj*4 + 2)*ld_fc,
|
|
(pack_i*2*hmma->pack_size_0_ + ii*2 + 0) + (pack_j*4*hmma->pack_size_1_ + jj*4 + 3)*ld_fc,
|
|
(pack_i*2*hmma->pack_size_0_ + ii*2 + 1) + (pack_j*4*hmma->pack_size_1_ + jj*4 + 2)*ld_fc,
|
|
(pack_i*2*hmma->pack_size_0_ + ii*2 + 1) + (pack_j*4*hmma->pack_size_1_ + jj*4 + 3)*ld_fc
|
|
};
|
|
Value *nc = builder_->CreateCall(mma_fn, {ha0, ha1, hb0, hb1, fc[idx[0]], fc[idx[1]], fc[idx[2]], fc[idx[3]], fc[idx[4]], fc[idx[5]], fc[idx[6]], fc[idx[7]]});
|
|
fc[idx[0]] = builder_->CreateExtractValue(nc, {0});
|
|
fc[idx[1]] = builder_->CreateExtractValue(nc, {1});
|
|
fc[idx[2]] = builder_->CreateExtractValue(nc, {2});
|
|
fc[idx[3]] = builder_->CreateExtractValue(nc, {3});
|
|
fc[idx[4]] = builder_->CreateExtractValue(nc, {4});
|
|
fc[idx[5]] = builder_->CreateExtractValue(nc, {5});
|
|
fc[idx[6]] = builder_->CreateExtractValue(nc, {6});
|
|
fc[idx[7]] = builder_->CreateExtractValue(nc, {7});
|
|
}
|
|
}
|
|
}
|
|
}
|
|
|
|
// write back
|
|
unsigned i = 0;
|
|
for_each(dot, [&](indices_t idx){
|
|
std::vector<Value*> key(idx.size() - 2);
|
|
std::copy(idx.begin() + 2, idx.end(), key.begin());
|
|
if(i >= fcs.at(key).size())
|
|
i = 0;
|
|
set_value(dot, idx, fcs.at(key)[i++]);
|
|
});
|
|
|
|
TA->set_return_mode(false);
|
|
TB->set_return_mode(false);
|
|
|
|
}
|
|
void generator::visit_scanline_dot(ir::dot_inst* dot, shared_tile *TA, shared_tile *TB, distributed_tile *TD, unsigned NK,
|
|
Type *c_ty, Function *f_mul_add) {
|
|
TA->set_vector_size(TD->axis(0).contiguous);
|
|
TB->set_vector_size(TD->axis(1).contiguous);
|
|
for_each(dot, [&](indices_t idx){
|
|
Value *res = TD->get_value(idx);
|
|
for(unsigned K = 0; K < NK; ++K){
|
|
// input indices
|
|
indices_t a_idx = {idx[0], builder_->getInt32(K)};
|
|
indices_t b_idx = {builder_->getInt32(K), idx[1]};
|
|
// add batching dimension
|
|
for(size_t i = 2; i < idx.size(); i++){
|
|
a_idx.insert(a_idx.end(), idx[i]);
|
|
b_idx.insert(b_idx.end(), idx[i]);
|
|
}
|
|
// load value
|
|
Value *a = TA->get_value(a_idx);
|
|
Value *b = TB->get_value(b_idx);
|
|
if(a->getType() != c_ty)
|
|
a = builder_->CreateFPCast(a, c_ty);
|
|
if(b->getType() != c_ty)
|
|
b = builder_->CreateFPCast(b, c_ty);
|
|
res = builder_->CreateCall(f_mul_add, {a, b, res});
|
|
}
|
|
set_value(dot, idx, res);
|
|
});
|
|
}
|
|
|
|
void generator::visit_outer_dot(ir::dot_inst* dot, distributed_tile *TA, distributed_tile *TB, distributed_tile *TD, unsigned NK,
|
|
Type *c_ty, Function *f_mul_add) {
|
|
for_each(dot, [&](indices_t idx){
|
|
Value *res = TD->get_value(idx);
|
|
indices_t a_idx = {idx[0], builder_->getInt32(0)};
|
|
indices_t b_idx = {builder_->getInt32(0), idx[1]};
|
|
std::swap(a_idx[0], a_idx[1]);
|
|
std::swap(b_idx[0], b_idx[1]);
|
|
Value *a = TA->get_value(a_idx);
|
|
Value *b = TB->get_value(b_idx);
|
|
if(a->getType() != c_ty)
|
|
a = builder_->CreateFPCast(a, c_ty);
|
|
if(b->getType() != c_ty)
|
|
b = builder_->CreateFPCast(b, c_ty);
|
|
res = builder_->CreateCall(f_mul_add, {a, b, res});
|
|
set_value(dot, idx, res);
|
|
});
|
|
}
|
|
|
|
void generator::visit_dot_inst(ir::dot_inst* dot) {
|
|
Function *fn = builder_->GetInsertBlock()->getParent();
|
|
|
|
Module *module = fn->getParent();
|
|
ir::value *A = dot->get_operand(0);
|
|
ir::value *B = dot->get_operand(1);
|
|
ir::value *D = dot->get_operand(2);
|
|
|
|
distributed_tile *TD = (distributed_tile*)tmap_.at(D);
|
|
Type *c_ty = llvm_type(D->get_type()->get_scalar_ty(), *ctx_);
|
|
Function *f_mul_add = Intrinsic::getDeclaration(module, Intrinsic::fmuladd, {c_ty});
|
|
auto A_shapes = A->get_type()->get_tile_shapes();
|
|
size_t red_axis = 1;
|
|
unsigned NK = A_shapes[red_axis];
|
|
|
|
if(NK != 1) {
|
|
shared_tile *TA = (shared_tile*)tmap_.at(A);
|
|
shared_tile *TB = (shared_tile*)tmap_.at(B);
|
|
if(layouts_->get(dot)->type == analysis::HMMA_884)
|
|
visit_hmma_dot(dot, TA, TB, TD, NK);
|
|
else
|
|
visit_scanline_dot(dot, TA, TB, TD, NK, c_ty, f_mul_add);
|
|
}
|
|
else {
|
|
distributed_tile *TA = (distributed_tile*)tmap_.at(A);
|
|
distributed_tile *TB = (distributed_tile*)tmap_.at(B);
|
|
visit_outer_dot(dot, TA, TB, TD, NK, c_ty, f_mul_add);
|
|
}
|
|
}
|
|
|
|
void generator::visit_trans_inst(ir::trans_inst* trans) {
|
|
shared_tile* in = (shared_tile*)tmap_.at(trans->get_operand(0));
|
|
shared_tile* out = new shared_tile(in->get_ty(), in->get_shapes(), in->get_order(), in->get_pointer(), *builder_, in->get_offset(), trans->get_perm());
|
|
tmap_[trans] = out;
|
|
}
|
|
|
|
void generator::visit_sqrt_inst(ir::sqrt_inst* sqt) {
|
|
for_each(sqt, [&](indices_t idx){
|
|
Value *val = get_value(sqt->get_operand(0), idx);
|
|
Module* module = builder_->GetInsertBlock()->getModule();
|
|
Value *sqrt = Intrinsic::getDeclaration(module, Intrinsic::sqrt, {val->getType()});
|
|
Value *ret = builder_->CreateCall(sqrt, {val});
|
|
set_value(sqt, idx, ret);
|
|
});
|
|
}
|
|
|
|
void generator::visit_reduce_inst(ir::reduce_inst* x) {
|
|
std::map<indices_t, Value*> partial;
|
|
ir::value *arg = x->get_operand(0);
|
|
distributed_tile* arg_tile = (distributed_tile*)tmap_.at(arg);
|
|
ir::reduce_inst::op_t op = x->get_op();
|
|
auto accumulate = [&](Value* x, Value *y) -> Value* {
|
|
switch(op) {
|
|
case ir::reduce_inst::ADD: return builder_->CreateAdd(x, y);
|
|
case ir::reduce_inst::SUB: return builder_->CreateSub(x, y);
|
|
case ir::reduce_inst::MAX: return builder_->CreateMaximum(x, y);
|
|
case ir::reduce_inst::MIN: return builder_->CreateMinimum(x, y);
|
|
case ir::reduce_inst::FADD: return builder_->CreateFAdd(x, y);
|
|
case ir::reduce_inst::FSUB: return builder_->CreateFSub(x, y);
|
|
case ir::reduce_inst::FMAX: return builder_->CreateSelect(builder_->CreateFCmpOGT(x, y), x, y);
|
|
case ir::reduce_inst::FMIN: return builder_->CreateSelect(builder_->CreateFCmpOLT(x, y), x, y);
|
|
default: break;
|
|
}
|
|
assert(false);
|
|
return nullptr;
|
|
};
|
|
|
|
// reduce within thread
|
|
unsigned axis = x->get_axis();
|
|
arg_tile->for_each([&](indices_t idx) {
|
|
indices_t pidx = idx;
|
|
pidx[axis] = builder_->getInt32(0);
|
|
Value *current = arg_tile->get_value(idx);
|
|
// current partial result is not initialized -- create
|
|
if(partial.find(pidx) == partial.end())
|
|
partial[pidx] = current;
|
|
// current partial result is initialized -- accumulate
|
|
else
|
|
partial[pidx] = accumulate(partial[pidx], current);
|
|
});
|
|
|
|
// depth
|
|
unsigned shape_ax = arg->get_type()->get_tile_shapes()[axis];
|
|
unsigned per_thread = arg_tile->axis(axis).values.size();
|
|
unsigned depth = shape_ax / per_thread;
|
|
|
|
// shapes
|
|
auto shared_shapes = arg_tile->get_shapes();
|
|
shared_shapes[axis] = depth;
|
|
|
|
// reduce within blocks
|
|
machine_layout_t *slayout = machine_layouts_.at(layouts_->get(layouts_->tmp(x)));
|
|
shared_tile *stile = (shared_tile*)slayout->create(x);
|
|
|
|
unsigned addr_space = sh_mem_ptr_->getType()->getPointerAddressSpace();
|
|
Type *res_ty = builder_->getFloatTy();
|
|
Value *base_ptr = builder_->CreateBitCast(sh_mem_ptr_, PointerType::get(res_ty, addr_space));
|
|
for(auto& x: partial) {
|
|
// current element being computed
|
|
Value *lane = axes_.at(a_axes_->get(arg, axis)).thread_id;
|
|
Value *&result = x.second;
|
|
indices_t write_idx = x.first;
|
|
write_idx[axis] = lane;
|
|
// shared memory write pointer
|
|
Value *write_offset = shared_tile::shared_offset(*builder_, stile->get_shapes(), stile->get_perm(), stile->get_order(), write_idx);
|
|
Value *write_ptr = builder_->CreateGEP(base_ptr, write_offset);
|
|
// initialize shared memory
|
|
tgt_->add_barrier(mod_, *builder_);
|
|
builder_->CreateStore(result, write_ptr);
|
|
// build result
|
|
for(unsigned i = depth/2; i > 0; i >>= 1){
|
|
// current indices
|
|
indices_t current(write_idx.size(), builder_->getInt32(0));
|
|
current[axis] = builder_->getInt32(i);
|
|
// shared memory offset
|
|
Value *read_offset = shared_tile::shared_offset(*builder_, stile->get_shapes(), stile->get_perm(), stile->get_order(), current);
|
|
Value *is_active = builder_->CreateICmpULT(lane, builder_->getInt32(i));
|
|
read_offset = builder_->CreateSelect(is_active, read_offset, builder_->getInt32(0));
|
|
// shared memory read pointer
|
|
Value *read_ptr = builder_->CreateGEP(write_ptr, read_offset);
|
|
tgt_->add_barrier(mod_, *builder_);
|
|
Value *next = builder_->CreateLoad(read_ptr);
|
|
// accumulate
|
|
result = accumulate(result, next);
|
|
// write back
|
|
builder_->CreateStore(result, write_ptr);
|
|
}
|
|
}
|
|
tgt_->add_barrier(mod_, *builder_);
|
|
|
|
distributed_tile* x_tile = (distributed_tile*)tmap_.at(x);
|
|
x_tile->for_each([&](indices_t idx) {
|
|
indices_t red_idx = idx;
|
|
red_idx.insert(red_idx.begin() + axis, builder_->getInt32(0));
|
|
Value *read_offset = shared_tile::shared_offset(*builder_, stile->get_shapes(), stile->get_perm(), stile->get_order(), red_idx);
|
|
Value *read_ptr = builder_->CreateGEP(base_ptr, read_offset);
|
|
x_tile->set_value(idx, builder_->CreateLoad(read_ptr));
|
|
});
|
|
}
|
|
|
|
void generator::visit_select_inst(ir::select_inst* select) {
|
|
for_each(select, [&](indices_t idx){
|
|
Value *pred = get_value(select->get_operand(0), idx);
|
|
Value *if_value = get_value(select->get_operand(1), idx);
|
|
Value *else_value = get_value(select->get_operand(2), idx);
|
|
Value *ret = builder_->CreateSelect(pred, if_value, else_value);
|
|
set_value(select, idx, ret);
|
|
});
|
|
|
|
}
|
|
|
|
void generator::visit_copy_to_shared_inst(ir::copy_to_shared_inst* cts) {
|
|
unsigned vector_size = 1;
|
|
auto x_order = layouts_->get(cts)->order;
|
|
ir::value *arg = cts->get_operand(0);
|
|
auto arg_order = layouts_->get(arg)->order;
|
|
// tiles
|
|
if(x_order == arg_order){
|
|
size_t ld = arg_order[0];
|
|
vector_size = layouts_->get(arg)->nts.at(ld);
|
|
}
|
|
|
|
std::map<unsigned, Value*> packets;
|
|
for_each(arg, [&](indices_t idx){
|
|
distributed_tile* in = (distributed_tile*)tmap_.at(arg);
|
|
unsigned linear = in->get_linear_index(idx);
|
|
unsigned id = linear / vector_size;
|
|
Value *in_value = in->get_value(idx);
|
|
if(linear % vector_size == 0)
|
|
packets[id] = UndefValue::get(VectorType::get(in_value->getType(), vector_size));
|
|
packets[id] = builder_->CreateInsertElement(packets.at(id), in_value, linear % vector_size);
|
|
});
|
|
|
|
for_each(arg, [&](indices_t idx){
|
|
distributed_tile* in = (distributed_tile*)tmap_.at(arg);
|
|
shared_tile* result = (shared_tile*)tmap_.at(cts);
|
|
unsigned linear = in->get_linear_index(idx);
|
|
unsigned id = linear / vector_size;
|
|
if(linear % vector_size == 0)
|
|
result->set_value(idx, packets[id]);
|
|
});
|
|
}
|
|
void generator::visit_copy_from_shared_inst(ir::copy_from_shared_inst* cfs) {
|
|
for_each(cfs, [&](indices_t idx){
|
|
set_value(cfs, idx, get_value(cfs->get_operand(0), idx));
|
|
});
|
|
}
|
|
|
|
void generator::visit_barrier_inst(ir::barrier_inst*) {
|
|
Module *module = builder_->GetInsertBlock()->getModule();
|
|
tgt_->add_barrier(module, *builder_);
|
|
}
|
|
|
|
void generator::visit_make_range_dyn(ir::make_range_dyn* x) {
|
|
for_each(x, [&](indices_t idx){
|
|
assert(idx.size() == 1);
|
|
BinaryOperator *bin_add = dyn_cast<BinaryOperator>(idx[0]);
|
|
assert(bin_add);
|
|
Value *res = bin_add->getOperand(0);
|
|
set_value(x, idx, res);
|
|
});
|
|
}
|
|
|
|
void generator::visit_make_range_sta(ir::make_range_sta* x) {
|
|
for_each(x, [&](indices_t idx){
|
|
assert(idx.size() == 1);
|
|
BinaryOperator *bin_add = dyn_cast<BinaryOperator>(idx[0]);
|
|
assert(bin_add);
|
|
Value *res = bin_add->getOperand(1);
|
|
assert(isa<Constant>(res));
|
|
set_value(x, idx, res);
|
|
});
|
|
}
|
|
|
|
void generator::visit_make_range(ir::make_range* x) {
|
|
for_each(x, [&](indices_t idx){
|
|
assert(idx.size() == 1);
|
|
set_value(x, idx, idx[0]);
|
|
});
|
|
}
|
|
|
|
|
|
|
|
void generator::visit_undef_value(ir::undef_value *ud) {
|
|
vmap_[ud] = llvm::UndefValue::get(llvm_type(ud->get_type(), *ctx_));
|
|
}
|
|
|
|
void generator::visit_constant_int(ir::constant_int *cst){
|
|
Type *ty = llvm_type(cst->get_type()->get_scalar_ty(), *ctx_);
|
|
vmap_[cst] = ConstantInt::get(ty, cst->get_value());
|
|
}
|
|
|
|
void generator::visit_constant_fp(ir::constant_fp *cst){
|
|
Type *ty = llvm_type(cst->get_type()->get_scalar_ty(), *ctx_);
|
|
vmap_[cst] = ConstantFP::get(ty, cst->get_value());
|
|
}
|
|
|
|
void generator::visit_alloc_const(ir::alloc_const *alloc) {
|
|
unsigned size = ((ir::constant_int*)alloc->get_operand(0))->get_value();
|
|
Type *element_ty = llvm_type(alloc->get_type()->get_pointer_element_ty(), *ctx_);
|
|
Type *array_ty = llvm::ArrayType::get(element_ty, size);
|
|
Value *array = new llvm::GlobalVariable(*mod_, array_ty, false, llvm::GlobalVariable::ExternalLinkage,
|
|
nullptr, alloc->get_name(), nullptr, llvm::GlobalVariable::NotThreadLocal, 4);
|
|
vmap_[alloc] = builder_->CreateBitCast(array, element_ty->getPointerTo(4));
|
|
}
|
|
|
|
|
|
void generator::visit_function(ir::function* fn) {
|
|
LLVMContext &ctx = builder_->getContext();
|
|
FunctionType *fn_ty = (FunctionType*)llvm_type(fn->get_fn_type(), *ctx_);
|
|
if(!tgt_->is_gpu()){
|
|
Type *fn_ret_ty = fn_ty->getReturnType();
|
|
std::vector<Type*> fn_args_ty;
|
|
for(unsigned i = 0; i < fn_ty->getNumParams(); i++)
|
|
fn_args_ty.push_back(fn_ty->getParamType(i));
|
|
fn_args_ty.push_back(builder_->getInt32Ty());
|
|
fn_args_ty.push_back(builder_->getInt32Ty());
|
|
fn_args_ty.push_back(builder_->getInt32Ty());
|
|
fn_ty = FunctionType::get(fn_ret_ty, fn_args_ty, false);
|
|
}
|
|
Function *ret = Function::Create(fn_ty, Function::ExternalLinkage, fn->get_name(), mod_);
|
|
// set attributes
|
|
for(auto attr_pair: fn->attrs()){
|
|
unsigned id = attr_pair.first;
|
|
for(ir::attribute attr: attr_pair.second)
|
|
if(attr.is_llvm_attr())
|
|
ret->addAttribute(id, llvm_attr(ctx, attr));
|
|
}
|
|
// set metadata
|
|
tgt_->set_kernel(*builder_, ctx, mod_, ret);
|
|
Metadata *md_args[] = {
|
|
ValueAsMetadata::get(ret),
|
|
MDString::get(ctx, "maxntidx"),
|
|
ValueAsMetadata::get(builder_->getInt32(num_warps_*32))
|
|
};
|
|
mod_->getOrInsertNamedMetadata("nvvm.annotations")->addOperand(MDNode::get(ctx, md_args));
|
|
// set arguments
|
|
for(unsigned i = 0; i < fn->args().size(); i++)
|
|
vmap_[fn->args()[i]] = &*(ret->arg_begin() + i);
|
|
// create blocks
|
|
for(ir::basic_block *block: fn->blocks()) {
|
|
BasicBlock *dst_block = BasicBlock::Create(ctx, block->get_name(), ret);
|
|
vmap_[block] = dst_block;
|
|
}
|
|
builder_->SetInsertPoint((BasicBlock*)vmap_[fn->blocks()[0]]);
|
|
// initialize layouts
|
|
for(auto x: layouts_->get_all())
|
|
visit_layout(x.second);
|
|
// generate LLVM-IR code
|
|
for(ir::basic_block *block: fn->blocks())
|
|
visit_basic_block(block);
|
|
// finalize
|
|
finalize_function(fn);
|
|
}
|
|
|
|
|
|
|
|
void generator::visit_layout_hmma_884(analysis::layout_hmma_884_t* layout) {
|
|
machine_layouts_[layout] = new machine_layout_hmma_884_t(mod_, &*builder_, tgt_, llvm_type(layout->ty->get_scalar_ty(), *ctx_), a_axes_, axes_, layout);
|
|
}
|
|
|
|
void generator::visit_layout_scanline(analysis::layout_scanline_t* layout) {
|
|
machine_layouts_[layout] = new machine_layout_scanline_t(mod_, &*builder_, tgt_, llvm_type(layout->ty->get_scalar_ty(), *ctx_), a_axes_, axes_, layout);
|
|
}
|
|
|
|
void generator::visit_layout_shared(analysis::layout_shared_t* layout) {
|
|
|
|
machine_layouts_[layout] = new machine_layout_shared_t(mod_, &*builder_, tgt_, alloc_, sh_mem_ptr_, layout, vmap_, tmap_);
|
|
}
|
|
|
|
void generator::visit_basic_block(ir::basic_block * block) {
|
|
BasicBlock *parent = (BasicBlock*)vmap_[block];
|
|
builder_->SetInsertPoint(parent);
|
|
for(ir::instruction *i: block->get_inst_list())
|
|
visit_value(i);
|
|
vmap_[block] = builder_->GetInsertBlock();
|
|
}
|
|
|
|
void generator::visit_argument(ir::argument* arg) {
|
|
|
|
}
|
|
|
|
void generator::for_each(ir::value *x, const std::function<void(indices_t)>& fn) {
|
|
if(!x->get_type()->is_tile_ty())
|
|
return fn({});
|
|
else {
|
|
// if(tmap_.find(x) == tmap_.end())
|
|
// tmap_[x] = machine_layouts_.at(layouts_->get(x))->create(x);
|
|
if(auto *dt = dynamic_cast<distributed_tile*>(tmap_.at(x)))
|
|
dt->for_each(fn);
|
|
}
|
|
}
|
|
|
|
Value* generator::get_value(ir::value *x, const indices_t& idx) {
|
|
if(x->get_type()->is_tile_ty())
|
|
return tmap_.at(x)->get_value(idx);
|
|
return vmap_.at(x);
|
|
}
|
|
|
|
void generator::set_value(ir::value *x, const indices_t& idx, Value* v) {
|
|
if(x->get_type()->is_tile_ty())
|
|
tmap_.at(x)->set_value(idx, v);
|
|
else
|
|
vmap_[x] = v;
|
|
}
|
|
|
|
|
|
void generator::finalize_shared_layout(analysis::layout_shared_t *shared) {
|
|
if(shared->double_buffer) {
|
|
auto info = *shared->double_buffer;
|
|
ir::phi_node *phi = info.phi;
|
|
PHINode *ptr = (PHINode*)((shared_tile*)tmap_.at(phi))->get_pointer();
|
|
PHINode *offset = (PHINode*)((shared_tile*)tmap_.at(phi))->get_offset();
|
|
for(unsigned n = 0; n < phi->get_num_incoming(); n++){
|
|
ir::basic_block* inc_block = phi->get_incoming_block(n);
|
|
ir::value* inc_val = phi->get_incoming_value(n);
|
|
BasicBlock *llvm_inc_block = (BasicBlock*)vmap_.at(inc_block);
|
|
shared_tile *inc_shared = (shared_tile*)tmap_.at(inc_val);
|
|
if(inc_val == info.latch){
|
|
builder_->SetInsertPoint(llvm_inc_block->getTerminator());
|
|
Value *next_offset = builder_->CreateNeg(offset);
|
|
offset->addIncoming(next_offset, llvm_inc_block);
|
|
}
|
|
else {
|
|
unsigned num_bytes = shared->ty->get_primitive_size_in_bits() / 8;
|
|
offset->addIncoming(builder_->getInt32(shared->size / (2*num_bytes)), llvm_inc_block);
|
|
}
|
|
ptr->addIncoming(inc_shared->get_pointer(), llvm_inc_block);
|
|
}
|
|
}
|
|
}
|
|
|
|
void generator::finalize_function(ir::function *fn) {
|
|
// finalize double-buffering
|
|
for(const auto& x: layouts_->get_all())
|
|
if(auto *shared = dynamic_cast<analysis::layout_shared_t*>(x.second))
|
|
finalize_shared_layout(shared);
|
|
// finalize phi
|
|
for(ir::basic_block *block: fn->blocks())
|
|
for(ir::instruction *inst: block->get_inst_list())
|
|
if(auto *phi = dynamic_cast<ir::phi_node*>(inst))
|
|
finalize_phi_node(phi);
|
|
}
|
|
|
|
void generator::finalize_phi_node(ir::phi_node *phi) {
|
|
auto it = tmap_.find(phi);
|
|
if(it != tmap_.end() && dynamic_cast<shared_tile*>(it->second))
|
|
return;
|
|
for(unsigned n = 0; n < phi->get_num_incoming(); n++){
|
|
ir::basic_block *inc_block = phi->get_incoming_block(n);
|
|
BasicBlock *llvm_inc_block = (BasicBlock*)vmap_.at(inc_block);
|
|
for_each(phi, [&](indices_t idx){
|
|
PHINode *llvm_phi = (PHINode*)get_value(phi, idx);
|
|
Value *llvm_inc_val = get_value(phi->get_incoming_value(n), idx);
|
|
llvm_phi->addIncoming(llvm_inc_val, llvm_inc_block);
|
|
});
|
|
}
|
|
}
|
|
|
|
void generator::visit(ir::module &src, llvm::Module &dst) {
|
|
mod_ = &dst;
|
|
ctx_ = &dst.getContext();
|
|
builder_ = new Builder(*ctx_);
|
|
// allocate shared memory
|
|
if(tgt_->is_gpu())
|
|
if(unsigned alloc_size = alloc_->allocated_size()){
|
|
Type *int_8_ty = Type::getInt8Ty(*ctx_);
|
|
ArrayType *array_ty = ArrayType::get(int_8_ty, alloc_size);
|
|
Type *ptr_ty = PointerType::get(int_8_ty, 3);
|
|
GlobalVariable *sh_mem_array =
|
|
new GlobalVariable(*mod_, array_ty, false, GlobalVariable::ExternalLinkage,
|
|
nullptr, "__shared_ptr", nullptr, GlobalVariable::NotThreadLocal, 3);
|
|
sh_mem_ptr_ = builder_->CreateBitCast(sh_mem_array, ptr_ty);
|
|
}
|
|
// allocate constant memory
|
|
for(ir::alloc_const *x: src.allocs())
|
|
visit_alloc_const(x);
|
|
// visit functions
|
|
for(ir::function *fn: src.get_function_list())
|
|
visit_function(fn);
|
|
}
|
|
|
|
|
|
}
|
|
}
|