[CORE] Fixed several issues that arose in the development of the

torch-blocksparse package:

* Now using warp shuffle in reductions when possible
* Various bugfixes in layout inference
* Added INFINITY, exponential and select
* Better error messages for unimplemented constructs
This commit is contained in:
Philippe Tillet
2020-03-31 18:55:31 -04:00
committed by Philippe Tillet
parent ac26fbdc1f
commit 3304629de9
33 changed files with 374 additions and 135 deletions

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@@ -2,7 +2,7 @@
#include "triton/ir/utils.h"
#include "triton/ir/instructions.h"
#include "triton/ir/type.h"
#include <iostream>
namespace triton{

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@@ -16,7 +16,9 @@ namespace analysis{
* Helper Functions *
* -------------------------------- */
inline unsigned clamp(unsigned x, unsigned lo, unsigned hi) {
inline unsigned clamp(unsigned x, unsigned a, unsigned b) {
unsigned lo = std::min(a, b);
unsigned hi = std::max(a, b);
return std::min(std::max(x, lo), hi);
}
@@ -97,7 +99,9 @@ data_layout::data_layout(id_t id,
order_.resize(axes_.size());
std::iota(order_.begin(), order_.end(), 0);
auto largest = std::max_element(ptr.begin(), ptr.end(), [&](ir::value *x, ir::value *y){
return x->get_type()->get_tile_rank() < y->get_type()->get_tile_rank();
std::pair<int, int> xx = {x->get_type()->get_tile_rank(), x->get_type()->get_tile_num_elements()};
std::pair<int, int> yy = {y->get_type()->get_tile_rank(), y->get_type()->get_tile_num_elements()};
return xx < yy;
});
if(*largest){
auto max_contiguous = align->contiguous(*largest);
@@ -201,8 +205,9 @@ scanline_layout::scanline_layout(size_t num_warps,
for(size_t d = 0; d < shape_.size(); d++)
effective_num_threads *= mts_[d];
if(num_warps * 32 != effective_num_threads)
throw std::runtime_error("cannot create a kernel with this amount of warps");
// std::cout <<values.size() << " " << num_warps << " " << effective_num_threads << std::endl;
// if(num_warps * 32 != effective_num_threads)
// throw std::runtime_error("cannot create a kernel with this amount of warps");
}
@@ -355,8 +360,9 @@ void layouts::make_graph(ir::instruction *i) {
void layouts::create(size_t id, const std::vector<ir::value*>& values) {
auto it_hmma_c = std::find_if(values.begin(), values.end(), &is_hmma_c);
auto cmp = [](ir::value* x, ir::value *y) {
return x->get_type()->get_tile_ranks1() <
y->get_type()->get_tile_ranks1();
std::pair<int, int> xx = {x->get_type()->get_tile_rank(), x->get_type()->get_tile_num_elements()};
std::pair<int, int> yy = {y->get_type()->get_tile_rank(), y->get_type()->get_tile_num_elements()};
return xx < yy;
};
std::vector<ir::value*> lvalue = values;
std::remove_if(lvalue.begin(), lvalue.end(), [&](ir::value* v) { return dynamic_cast<ir::trans_inst*>(v); });
@@ -402,11 +408,8 @@ void layouts::run(ir::module &mod) {
unsigned axis = red->get_axis();
// shape
auto shapes = arg->get_type()->get_tile_shapes();
unsigned shape_ax = shapes[axis];
scanline_layout *layout = get(arg)->to_scanline();
unsigned per_thread = layout->nts(axis);
unsigned depth = shape_ax / per_thread;
shapes[axis] = depth;
shapes[axis] = layout->mts(axis);
// create layout
layouts_[id] = new shared_layout(layout, axes_->get(arg), shapes, {red}, red->get_type()->get_scalar_ty(), align_);
tmp_[red] = id;

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@@ -196,8 +196,9 @@ void generator::visit_value(ir::value* v) {
BasicBlock *current = builder_->GetInsertBlock();
auto *inst = dynamic_cast<ir::instruction*>(v);
if(inst && !dynamic_cast<ir::phi_node*>(v))
for(ir::value *op: inst->ops())
for(ir::value *op: inst->ops()){
visit_value(op);
}
// change insert point for phi node
builder_->SetInsertPoint(current);
auto *phi = dynamic_cast<ir::phi_node*>(v);
@@ -547,6 +548,24 @@ void generator::visit_get_num_program_inst(ir::get_num_program_inst* np) {
vmap_[np] = ret;
}
void generator::visit_exp_inst(ir::exp_inst* x){
distributed_tile *arg = (distributed_tile*)tmap_.at(x->get_operand(0));
// Function *fn = builder_->GetInsertBlock()->getParent();
// Module *module = fn->getParent();
// Type *ty = llvm_type(x->get_type()->get_scalar_ty(), *ctx_);
// Function *ex2 = Intrinsic::getDeclaration(module, Intrinsic::nvvm_ex2_approx_ftz_f, {ty});
Constant *log2e = ConstantFP::get(builder_->getFloatTy(), 1.4426950408889634);
FunctionType *fn_ty = FunctionType::get(builder_->getFloatTy(), {builder_->getFloatTy()}, false);
InlineAsm *ex2 = InlineAsm::get(fn_ty, "ex2.approx.ftz.f32 $0, $1;", "=f,f", false);
for_each(x, [&](indices_t idx){
Value *ex2arg = builder_->CreateFMul(arg->get_value(idx), log2e);
set_value(x, idx, builder_->CreateCall(ex2, {ex2arg}));
});
}
void generator::visit_atomic_cas_inst(ir::atomic_cas_inst* cas) {
BasicBlock *current = builder_->GetInsertBlock();
Module *module = current->getModule();
@@ -587,6 +606,7 @@ void generator::visit_atomic_exch_inst(ir::atomic_exch_inst* xchg) {
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);
builder_->CreateAtomicRMW(AtomicRMWInst::Xchg, rmw_ptr, rmw_val,
@@ -825,24 +845,111 @@ void generator::visit_reduce_inst(ir::reduce_inst* x) {
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();
unsigned axis = x->get_axis();
Type *fp32_ty = builder_->getFloatTy();
FunctionType *fmaxmin_ty = FunctionType::get(fp32_ty, {fp32_ty, fp32_ty}, false);
InlineAsm *fmin = InlineAsm::get(fmaxmin_ty, "min.ftz.f32 $0, $1, $2;", "=f,f,f", false);
InlineAsm *fmax = InlineAsm::get(fmaxmin_ty, "max.ftz.f32 $0, $1, $2;", "=f,f,f", false);
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::MAX:{
if(x->getType()->isIntegerTy())
return builder_->CreateSelect(builder_->CreateICmpSGE(x, y), x, y);
else
return builder_->CreateMaxNum(x, y);
}
case ir::reduce_inst::MIN:{
if(x->getType()->isIntegerTy())
return builder_->CreateSelect(builder_->CreateICmpSLE(x, y), x, y);
else
return builder_->CreateMinNum(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;
case ir::reduce_inst::FMAX: return builder_->CreateCall(fmax, {x, y});
case ir::reduce_inst::FMIN: return builder_->CreateCall(fmin, {x, y});
default: assert(false); return nullptr;
}
assert(false);
return nullptr;
};
Value *neutral;
switch(op) {
case ir::reduce_inst::ADD: neutral = builder_->getInt32(0); break;
case ir::reduce_inst::SUB: neutral = builder_->getInt32(0); break;
case ir::reduce_inst::MAX: neutral = builder_->getInt32(INT32_MIN); break;
case ir::reduce_inst::MIN: neutral = builder_->getInt32(INT32_MAX); break;
case ir::reduce_inst::FADD: neutral = ConstantFP::get(arg_tile->get_ty(), 0); break;
case ir::reduce_inst::FSUB: neutral = ConstantFP::get(arg_tile->get_ty(), 0); break;
case ir::reduce_inst::FMAX: neutral = ConstantFP::get(arg_tile->get_ty(), -INFINITY); break;
case ir::reduce_inst::FMIN: neutral = ConstantFP::get(arg_tile->get_ty(), INFINITY); break;
default: assert(false); break;
}
analysis::data_layout* arg_layout = layouts_->get(arg);
if(auto* L = dynamic_cast<analysis::scanline_layout*>(arg_layout)){
bool can_optimize = true;
for(size_t r = 0; r < L->get_rank(); r++){
if(r != axis)
can_optimize = can_optimize && (L->mts(r) == L->get_shape()[r]);
}
if(can_optimize){
Value *thread_acc = nullptr;
// reduce within thread
arg_tile->for_each([&](indices_t idx) {
Value *current = arg_tile->get_value(idx);
if(thread_acc == nullptr)
thread_acc = current;
else
thread_acc = accumulate(thread_acc, current);
});
// reduce within wrap
FunctionType *fn_ty = FunctionType::get(thread_acc->getType(), {thread_acc->getType(), builder_->getInt32Ty()}, false);
InlineAsm *shfl_xor = InlineAsm::get(fn_ty, "shfl.sync.bfly.b32 $0, $1, $2, 0x1f, 0xffffffff;", "=f,f,r", false);
Value *warp_acc = thread_acc;
for(int i = 16; i > 0; i >>= 1)
warp_acc = accumulate(warp_acc, builder_->CreateCall(shfl_xor, {warp_acc, builder_->getInt32(i)}));
// shared memory pointer
unsigned addr_space = sh_mem_ptr_->getType()->getPointerAddressSpace();
Type *res_ty = arg_tile->get_ty();
Value *sh_mem_ptr = builder_->CreateBitCast(sh_mem_ptr_, PointerType::get(res_ty, addr_space));
Value* u_thread_id = tgt_->get_local_id(builder_->GetInsertBlock()->getModule(), *builder_, 0);
Value* warp_id = builder_->CreateUDiv(u_thread_id, builder_->getInt32(32));
Value *write_ptr = builder_->CreateGEP(sh_mem_ptr, warp_id);
// store warp result in shared memory
tgt_->add_barrier(mod_, *builder_);
builder_->CreateStore(warp_acc, write_ptr);
tgt_->add_barrier(mod_, *builder_);
// accumulate all warps
Value *load_ptr = builder_->CreateGEP(sh_mem_ptr, u_thread_id);
Value* is_first_warp = builder_->CreateICmpEQ(warp_id, builder_->getInt32(0));
BasicBlock* bb_final_acc = BasicBlock::Create(*ctx_, "bb_final_acc", builder_->GetInsertBlock()->getParent());
BasicBlock* bb_final_acc_done = BasicBlock::Create(*ctx_, "bb_final_acc_done", builder_->GetInsertBlock()->getParent());
builder_->CreateCondBr(is_first_warp, bb_final_acc, bb_final_acc_done);
builder_->SetInsertPoint(bb_final_acc);
Value* final_val = builder_->CreateLoad(load_ptr);
for(int i = (num_warps_+1)/2; i > 0; i >>= 1)
final_val = accumulate(final_val, builder_->CreateCall(shfl_xor, {final_val, builder_->getInt32(i)}));
builder_->CreateStore(final_val, load_ptr);
builder_->CreateBr(bb_final_acc_done);
// // store first warp done
builder_->SetInsertPoint(bb_final_acc_done);
// write back
tgt_->add_barrier(mod_, *builder_);
final_val = builder_->CreateLoad(sh_mem_ptr);
for_each(x, [&](indices_t idx) {
set_value(x, idx, final_val);
});
return;
}
}
// reduce within thread
unsigned axis = x->get_axis();
arg_tile->for_each([&](indices_t idx) {
indices_t pidx = idx;
pidx[axis] = builder_->getInt32(0);
@@ -861,7 +968,7 @@ void generator::visit_reduce_inst(ir::reduce_inst* x) {
unsigned depth = stile->get_shapes()[axis];
unsigned addr_space = sh_mem_ptr_->getType()->getPointerAddressSpace();
Type *res_ty = builder_->getFloatTy();
Type *res_ty = arg_tile->get_ty();
Value *base_ptr = builder_->CreateBitCast(sh_mem_ptr_, PointerType::get(res_ty, addr_space));
for(auto& x: partial) {
// current element being computed
@@ -891,10 +998,12 @@ void generator::visit_reduce_inst(ir::reduce_inst* x) {
// accumulate
result = accumulate(result, next);
// write back
tgt_->add_barrier(mod_, *builder_);
builder_->CreateStore(result, write_ptr);
}
}
tgt_->add_barrier(mod_, *builder_);
// write back
for_each(x, [&](indices_t idx) {
indices_t red_idx = idx;
@@ -1169,8 +1278,9 @@ void generator::visit_function(ir::function* fn) {
}
builder_->SetInsertPoint((BasicBlock*)vmap_[fn->blocks()[0]]);
// initialize layouts
for(auto x: layouts_->get_all())
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);

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@@ -158,7 +158,6 @@ tile *machine_distributed_layout::create(ir::value *v) {
return false;
};
std::sort(order.begin(), order.end(), cmp);
return new distributed_tile(ty, shapes, order, axes, *builder_);
}

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@@ -135,13 +135,13 @@ Value* shared_tile::shared_offset(llvm::IRBuilder<> &builder, const shapes_t& sh
const std::vector<int>& perm, const std::vector<int>& order,
indices_t idx) {
// strides
std::vector<Value*> strides(order.size());
std::vector<Value*> strides(shapes.size(), builder.getInt32(0));
strides[order[0]] = builder.getInt32(1);
for(size_t i = 1; i < idx.size(); i++)
strides[order[i]] = builder.CreateMul(strides[order[i-1]], builder.getInt32(shapes[order[i-1]]));
// result
Value *result = builder.getInt32(0);
for(size_t i = 0; i < strides.size(); i++)
for(size_t i = 0; i < idx.size(); i++)
result = builder.CreateAdd(result, builder.CreateMul(idx[perm[i]], strides[i]));
return result;
}

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@@ -26,8 +26,6 @@ inline bool is_shmem_res(ir::value* v){
return false;
if(i->get_id() == ir::INST_TRANS)
return true;
if(i->get_id() == ir::INST_REDUCE)
return true;
if(i->get_id() == ir::INST_COPY_TO_SHARED)
return true;
return false;
@@ -76,8 +74,9 @@ void cts::run(ir::module &mod) {
size_t num_op = i->get_num_operands();
// copy to shared operands
for(size_t k = 0; k < num_op; k++)
if(is_shmem_op(i, k))
if(is_shmem_op(i, k)){
add_copy(i, i->get_operand(k), builder, true);
}
// copy from shared operands
for(size_t k = 0; k < num_op; k++)
if(!dynamic_cast<ir::phi_node*>(i) &&

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@@ -83,6 +83,19 @@ bool peephole::rewrite_dot(ir::instruction *value, ir::builder& builder){
}
}
bool peephole::rewrite_cts_cfs(ir::instruction *value, ir::builder &builder){
auto cfs = dynamic_cast<ir::copy_from_shared_inst*>(value);
if(cfs) {
ir::value *arg = cfs->get_operand(0);
ir::copy_to_shared_inst* cts = dynamic_cast<ir::copy_to_shared_inst*>(arg);
if(!cts)
return false;
cfs->replace_all_uses_with(cts->get_operand(0));
return true;
}
}
bool peephole::rewrite_unit_red(ir::instruction *value, ir::builder& builder){
auto x = dynamic_cast<ir::reduce_inst*>(value);
if(!x)
@@ -183,6 +196,7 @@ void peephole::run(ir::module &mod) {
continue;
bool was_modified = false;
was_modified = was_modified || rewrite_mult(i, builder);
was_modified = was_modified || rewrite_cts_cfs(i, builder);
was_modified = was_modified || rewrite_trans_phi(i, builder);
was_modified = was_modified || rewrite_unit_red(i, builder);
was_modified = was_modified || rewrite_gep_ptr_min_off_plus_off(i, builder);

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@@ -91,7 +91,7 @@ void module::compile_llvm_module(std::unique_ptr<llvm::Module> module, const std
const std::string& features,
file_type_t ft) {
init_llvm();
// debug
// // debug
// llvm::legacy::PassManager pm;
// pm.add(llvm::createPrintModulePass(llvm::outs()));
// pm.add(llvm::createVerifierPass());

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@@ -44,9 +44,11 @@ void builder::set_insert_point(basic_block *block){
// convenience functions
//===----------------------------------------------------------------------===//
value *builder::get_int32(unsigned val) {
return constant_int::get(type::get_int32_ty(ctx_), val);
}
value *builder::get_int32(int32_t val)
{ return constant_int::get(type::get_int32_ty(ctx_), val);}
value *builder::get_int64(int64_t val)
{ return constant_int::get(type::get_int64_ty(ctx_), val);}
type *builder::get_void_ty()
{ return type::get_void_ty(ctx_); }
@@ -103,6 +105,7 @@ value *builder::create_ret_void() {
return create_cast(OPCODE, src, dst_ty, name);\
}
DEFINE_CAST_INSTR(ptr_to_int, cast_op_t::PtrToInt)
DEFINE_CAST_INSTR(si_to_fp, cast_op_t::SIToFP)
DEFINE_CAST_INSTR(ui_to_fp, cast_op_t::UIToFP)
DEFINE_CAST_INSTR(fp_to_si, cast_op_t::FPToSI)
@@ -308,6 +311,10 @@ value *builder::create_atomic_add(value *ptr, value *val, const std::string &nam
return insert(atomic_add_inst::create(ptr, val, name));
}
value *builder::create_exp(value *arg, const std::string &name){
return insert(exp_inst::create(arg, name));
}
value *builder::create_dot(value *A, value *B, value *C, const std::string &name) {
return insert(dot_inst::create_nn(A, B, C, name));
}

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@@ -64,7 +64,7 @@ constant *constant_fp::get_negative_zero(type *ty){
constant *constant_fp::get_zero_value_for_negation(type *ty) {
if(ty->get_scalar_ty()->is_floating_point_ty())
return get_negative_zero(ty);
return constant_fp::get(ty, 0);
return constant::get_null_value(ty);
}

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@@ -746,6 +746,18 @@ instruction* atomic_add_inst::create(value *ptr, value *val, const std::string &
return new atomic_add_inst(ptr, val, name, next);
}
// exp
exp_inst::exp_inst(value *val, const std::string &name, instruction *next)
: builtin_inst(val->get_type(), INST_EXP, 1, name, next) {
set_operand(0, val);
}
instruction* exp_inst::create(value *val, const std::string& name, instruction *next) {
return new exp_inst(val, name, next);
}
//===----------------------------------------------------------------------===//
// intrinsic instructions
//===----------------------------------------------------------------------===//

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@@ -655,6 +655,9 @@ void UnaryOp::TypeChecking() {
case Token::REDUCE:
return ReduceOpTypeChecking();
case Token::EXP:
return IntrinsicOpTypeChecking();
default:
assert(false);
}
@@ -769,6 +772,10 @@ void UnaryOp::CastOpTypeChecking() {
}
}
void UnaryOp::IntrinsicOpTypeChecking() {
type_ = ScalarOrLikeTile(operand_, ArithmType::New(T_FLOAT));
}
/*
* Transposition Operator
*/

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@@ -42,8 +42,8 @@ void Generator::VisitBinaryOp(BinaryOp* binary) {
case '^': return set_ret(bld_->create_xor(lhs, rhs));
case Token::LEFT: return set_ret(bld_->create_shl(lhs, rhs));
case Token::RIGHT: return set_ret(bld_->create_lshr(lhs, rhs));
case '.': return error_not_implemented();
case ',': return error_not_implemented();
case '.': return error_not_implemented(". binary operator not implemented");
case ',': return error_not_implemented(", binary operator not implemented");
case '@' : {
ir::type* ret_ty = GenIRType(binary->Type(), *ctx_);
ir::type* ret_scal_ty = ret_ty->get_scalar_ty();
@@ -66,7 +66,7 @@ void Generator::VisitBinaryOp(BinaryOp* binary) {
auto clhs = dynamic_cast<ir::constant_int*>(lhs);
auto crhs = dynamic_cast<ir::constant_int*>(rhs);
if(!clhs || !crhs)
should_not_happen();
error_not_implemented("ellipsis between variables not implemented");
return set_ret(bld_->insert(ir::make_range::create(clhs, crhs)));
}
case '+':
@@ -97,7 +97,7 @@ void Generator::VisitBinaryOp(BinaryOp* binary) {
else if(!sign)
return set_ret(bld_->create_udiv(lhs, rhs));
else
return should_not_happen();
return should_not_happen("/ should not encounter type not in {float, int}");
case '%':
if(flt)
return set_ret(bld_->create_frem(lhs, rhs));
@@ -113,7 +113,7 @@ void Generator::VisitBinaryOp(BinaryOp* binary) {
else if(!sign)
return set_ret(bld_->create_icmpULT(lhs, rhs));
else
return should_not_happen();
return should_not_happen("< should not encounter type not in {float, int}");
case '>':
if(flt)
return set_ret(bld_->create_fcmpOGT(lhs, rhs));
@@ -122,7 +122,7 @@ void Generator::VisitBinaryOp(BinaryOp* binary) {
else if(!sign)
return set_ret(bld_->create_icmpUGT(lhs, rhs));
else
return should_not_happen();
return should_not_happen("> should not encounter type not in {float, int}");
case Token::LE:
if(flt)
return set_ret(bld_->create_fcmpOLE(lhs, rhs));
@@ -131,7 +131,7 @@ void Generator::VisitBinaryOp(BinaryOp* binary) {
else if(!sign)
return set_ret(bld_->create_icmpULE(lhs, rhs));
else
return should_not_happen();
return should_not_happen("<= should not encounter type not in {float, int}");
case Token::GE:
if(flt)
return set_ret(bld_->create_fcmpOGE(lhs, rhs));
@@ -140,7 +140,7 @@ void Generator::VisitBinaryOp(BinaryOp* binary) {
else if(!sign)
return set_ret(bld_->create_icmpUGE(lhs, rhs));
else
return should_not_happen();
return should_not_happen(">= should not encounter type not in {float, int}");
case Token::EQ:
if(flt)
return set_ret(bld_->create_fcmpOEQ(lhs, rhs));
@@ -152,9 +152,9 @@ void Generator::VisitBinaryOp(BinaryOp* binary) {
else
return set_ret(bld_->create_icmpNE(lhs, rhs));
default:
error_not_implemented();
return error_not_implemented("binary operator " + std::to_string(binary->op_) + " not implemented");
}
error_not_implemented();
should_not_happen("");
}
ir::reduce_inst::op_t reduce_op(int tag, bool is_float) {
@@ -166,7 +166,7 @@ ir::reduce_inst::op_t reduce_op(int tag, bool is_float) {
case Token::MIN: return is_float ? reduce_inst::FMIN : reduce_inst::MIN;
default: break;
}
should_not_happen();
error_not_implemented("reduction operator " + std::to_string(tag) + " not implemented");
return reduce_inst::op_t();
}
@@ -176,7 +176,10 @@ ir::value* Generator::GenUnaryMinus(ir::value* arg) {
ir::value *_0 = ir::constant_fp::get_zero_value_for_negation(sca_ty);
if(ty->is_tile_ty())
_0 = bld_->create_splat(_0, ty->get_tile_shapes());
return bld_->create_sub(_0, arg);
if(sca_ty->is_floating_point_ty())
return bld_->create_fsub(_0, arg);
else
return bld_->create_sub(_0, arg);
}
void Generator::VisitUnaryOp(UnaryOp* unary) {
@@ -187,18 +190,19 @@ void Generator::VisitUnaryOp(UnaryOp* unary) {
ir::type *arg_scal_ty = arg_ty->get_scalar_ty();
// return
switch (unary->op_) {
case Token::PREFIX_INC: return error_not_implemented();
case Token::PREFIX_DEC: return error_not_implemented();
case Token::POSTFIX_INC: return error_not_implemented();
case Token::POSTFIX_DEC: return error_not_implemented();
case Token::ADDR: return error_not_implemented();
case Token::PREFIX_INC: return error_not_implemented("prefix increment not implemented");
case Token::PREFIX_DEC: return error_not_implemented("prefix decrement not implemented");
case Token::POSTFIX_INC: return error_not_implemented("postfix increment not implemented");
case Token::POSTFIX_DEC: return error_not_implemented("postfix decrement not implemented");
case Token::ADDR: return error_not_implemented("unary & not implemented");
case Token::DEREF: return set_ret(bld_->create_load(arg));
case Token::PLUS: return error_not_implemented();
case Token::PLUS: return error_not_implemented("unary + not implemented");
case Token::MINUS: return set_ret(GenUnaryMinus(arg));
case '~': return error_not_implemented();
case '!': return error_not_implemented();
case '~': return error_not_implemented("unary ~ not implemented");
case '!': return error_not_implemented("unary ! not implemented");
case Token::BITCAST: return set_ret(GenBitCastOp(arg, GenIRType(unary->Type(), *ctx_)));
case Token::CAST: return set_ret(GenSemCastOp(arg, GenIRType(unary->Type(), *ctx_)));
case Token::EXP: return set_ret(bld_->create_exp(arg)); //FIXME cast
case Token::REDUCE: {
int ax, tag;
UnaryOp::decodeRed(unary->info_, ax, tag);
@@ -206,9 +210,9 @@ void Generator::VisitUnaryOp(UnaryOp* unary) {
ir::reduce_inst::op_t op = reduce_op(tag, is_float);
return set_ret(bld_->create_reduce(arg, op, ax));
}
default: error_not_implemented();
default: error_not_implemented("unary " + std::to_string(unary->op_) + " not implemented");
}
return error_not_implemented();
return should_not_happen("");
}
void Generator::VisitTransOp(TransOp *trans) {
@@ -225,7 +229,9 @@ void Generator::VisitConditionalOp(ConditionalOp* condOp) {
ir::value* true_val = ret_;
VisitExpr(condOp->exprFalse_);
ir::value* false_val = ret_;
if(ir::load_inst* ld = dynamic_cast<ir::load_inst*>(true_val)) {
if(ir::unmasked_load_inst* ld = dynamic_cast<ir::unmasked_load_inst*>(true_val)) {
if(!false_val->get_type()->is_tile_ty())
false_val = bld_->create_splat(false_val, cond->get_type()->get_tile_shapes());
ir::value* new_ld = bld_->create_masked_load(ld->get_pointer_operand(),
cond,
false_val);
@@ -233,7 +239,8 @@ void Generator::VisitConditionalOp(ConditionalOp* condOp) {
ld->erase_from_parent();
return set_ret(new_ld);
}
return error_not_implemented();
return set_ret(bld_->create_select(cond, true_val, false_val));
// return error_not_implemented();
}
void Generator::VisitFuncCall(FuncCall* funcCall) {
@@ -244,7 +251,7 @@ void Generator::VisitFuncCall(FuncCall* funcCall) {
if(auto axis = dynamic_cast<ir::constant_int*>(ret))
return set_ret(bld_->create_get_program_id(axis->get_value()));
else
return should_not_happen();
return should_not_happen("get_program_id argument should be constant");
}
if(name == "get_num_programs"){
VisitExpr(funcCall->Args()->at(0));
@@ -252,7 +259,7 @@ void Generator::VisitFuncCall(FuncCall* funcCall) {
if(auto axis = dynamic_cast<ir::constant_int*>(ret))
return set_ret(bld_->create_get_num_program(axis->get_value()));
else
return should_not_happen();
return should_not_happen("get_num_programs argument should be constant");
}
if(name == "atomic_cas"){
VisitExpr(funcCall->Args()->at(0));
@@ -294,7 +301,7 @@ void Generator::VisitFuncCall(FuncCall* funcCall) {
ir::value* false_val = ret_;
return set_ret(bld_->create_select(cond, true_val, false_val));
}
return error_not_implemented();
return error_not_implemented("function calls not implemented");
}
void Generator::VisitObject(Object* obj) {
@@ -302,7 +309,7 @@ void Generator::VisitObject(Object* obj) {
}
void Generator::VisitEnumerator(Enumerator* enumer) {
return error_not_implemented();
return error_not_implemented("enumeration not implemented");
}
void Generator::VisitIdentifier(Identifier* ident) {
@@ -316,31 +323,36 @@ void Generator::VisitConstant(Constant* cons) {
return set_ret(ir::constant_int::get(type, cons->IVal()));
if(ctype->IsFloat() && ctype->IsReal())
return set_ret(ir::constant_fp::get(type, cons->FVal()));
return error_not_implemented();
return error_not_implemented("constant of type not in {int, float} not implemented");
}
void Generator::VisitTempVar(TempVar* tempVar) {
return error_not_implemented();
return error_not_implemented("temporary variable not implemented");
}
// Statement
void Generator::VisitDeclaration(Declaration* decl) {
auto obj = decl->obj_;
// initialize to undef
ir::type* ty = GenIRType(obj->Type(), *ctx_);
ir::value* val = ir::undef_value::get(ty);
//obj->GetAttrList()
// compute initializers
std::vector<ir::value*> inits;
for (const Initializer& init: decl->Inits()) {
VisitExpr(init.expr_);
inits.push_back(ret_);
ir::value *val = ret_;
for(const auto& attr: obj->GetAttrList())
SetIRMetadata(attr, val);
inits.push_back(val);
}
// initialize declaration
ir::type::id_t id = ty->get_type_id();
if(id == ir::type::StructTyID)
should_not_happen();
error_not_implemented("struct not implemented");
if(inits.size() > 1)
should_not_happen();
error_not_implemented("initializer list > 1 element not implemented");
if(inits.size() > 0)
val = inits[0];
assert(val->get_type() == ty);
@@ -427,20 +439,20 @@ void Generator::VisitForStmt(ForStmt *forStmt) {
}
void Generator::VisitJumpStmt(JumpStmt* jumpStmt) {
return error_not_implemented();
return error_not_implemented("jump not implemented");
}
void Generator::VisitReturnStmt(ReturnStmt* returnStmt) {
ir::value *ret;
if(returnStmt->expr_)
return error_not_implemented();
return error_not_implemented("non-void return not implemented");
else
ret = bld_->create_ret_void();
return set_ret(ret);
}
void Generator::VisitLabelStmt(LabelStmt* labelStmt) {
return error_not_implemented();
return error_not_implemented("label not implemented");
}
void Generator::VisitCompoundStmt(CompoundStmt* compoundStmt) {
@@ -458,7 +470,7 @@ void Generator::VisitFuncDef(FuncDef* funcDef) {
FuncType* type = funcDef->FuncType();
auto prototype = dynamic_cast<ir::function_type*>(GenIRType(type, *ctx_));
if(!prototype)
should_not_happen();
should_not_happen("could not parse function prototype");
ir::function *fn = mod_->get_or_insert_function(name, prototype);
std::vector<ir::argument*> args = fn->args();
size_t i = 0;
@@ -529,7 +541,7 @@ ir::value* Generator::GenBroadcastOp(ir::value* src, ir::type* dst_ty) {
for(size_t d = 0; d < padded_shapes.size(); d++){
if(dst_shapes[d] != padded_shapes[d] &&
padded_shapes[d] != 1)
should_not_happen();
should_not_happen("broadcast should not happen between these shapes");
}
// pad and broadcast
ir::value *padded = bld_->create_reshape(src, padded_shapes);
@@ -555,6 +567,9 @@ ir::value* Generator::GenNumcastOp(ir::value*src, ir::type* dst_ty) {
bool dst_signed = false;
if(src_scalar_ty == dst_scalar_ty)
return src;
else if(src_scalar_ty->is_pointer_ty() && dst_scalar_ty->is_bool_ty())
return bld_->create_icmpNE(bld_->create_ptr_to_int(src, ir::tile_type::get_same_shapes(bld_->get_int64_ty(), src->get_type())),
bld_->create_splat(bld_->get_int64(0), src->get_type()->get_tile_shapes()));
else if(src_scalar_ty->is_integer_ty() && src_signed && dst_scalar_ty->is_floating_point_ty())
return bld_->create_si_to_fp(src, dst_ty);
else if(src_scalar_ty->is_integer_ty() && !src_signed && dst_scalar_ty->is_floating_point_ty())
@@ -575,7 +590,7 @@ ir::value* Generator::GenNumcastOp(ir::value*src, ir::type* dst_ty) {
else if(src_scalar_ty->is_pointer_ty() && dst_scalar_ty->is_pointer_ty())
return bld_->create_cast(ir::BitCast, src, dst_ty);
else{
should_not_happen();
error_not_implemented("cast type not implemented");
return nullptr;
}
}
@@ -594,7 +609,7 @@ ir::attribute Generator::GenIRAttr(ASTNode::Attr attr) {
if(attr.kind == ASTNode::Attr::MULTIPLEOF) {
VisitExpr(attr.vals[0]);
auto cst = dynamic_cast<ir::constant_int*>(ret_);
if(!cst) should_not_happen();
if(!cst) should_not_happen("multipleof only works on constants");
return ir::attribute(ir::multiple_of, cst->get_value());
}
if(attr.kind == ASTNode::Attr::ALIGNED) {
@@ -608,7 +623,15 @@ ir::attribute Generator::GenIRAttr(ASTNode::Attr attr) {
return ir::attribute(ir::readonly);
if(attr.kind == ASTNode::Attr::WRITEONLY)
return ir::attribute(ir::writeonly);
should_not_happen();
error_not_implemented("attribute " + std::to_string(attr.kind) + " not implemented");
}
void Generator::SetIRMetadata(ASTNode::Attr attr, ir::value *v) {
auto *i = dynamic_cast<ir::instruction*>(v);
if(!i)
return;
if(attr.kind == ASTNode::Attr::MULTIPLEOF)
i->set_metadata(ir::metadata::multiple_of, GenIRAttr(attr).get_value());
}
// Triton-IR Types
@@ -684,12 +707,12 @@ ir::type* Generator::GenIRPointerType(PointerType* type, ir::context& ctx) {
}
ir::type* Generator::GenIRStructType(StructType* type, ir::context& ctx) {
error_not_implemented();
error_not_implemented("struct not implemented");
return nullptr;
}
void Generator::AllocObjects(Scope* scope, const FuncDef::ParamList& params) {
return error_not_implemented();
return error_not_implemented("alloc not implemented");
}
// SSA
@@ -704,7 +727,7 @@ void Generator::popScope() {
// LValue Generator
void LValAssigner::VisitBinaryOp(BinaryOp* binary) {
if(binary->op_ != Token::MASKED_DEREF)
error_not_implemented();
error_not_implemented("lvalue for binary non masked-deref not implemented");
gen_->VisitExpr(binary->lhs_);
ir::value* mask = gen_->ret_;
gen_->VisitExpr(binary->rhs_);
@@ -714,7 +737,7 @@ void LValAssigner::VisitBinaryOp(BinaryOp* binary) {
void LValAssigner::VisitUnaryOp(UnaryOp* unary) {
if(unary->op_ != Token::DEREF)
should_not_happen();
error_not_implemented("lvalue for unary non deref not implemented");
gen_->VisitExpr(unary->operand_);
ir::value* addr = gen_->ret_;
ret_ = gen_->bld_->create_store(addr, rhs_);

View File

@@ -258,7 +258,6 @@ Constant* Parser::ParseFloat(const Token* tok) {
}
if (str[end] != 0)
Error(tok, "invalid suffix");
return Constant::New(tok, tag, val);
}
@@ -571,6 +570,7 @@ Expr* Parser::ParseUnaryExpr() {
case Token::SIZEOF: return ParseSizeof();
case Token::INC: return ParsePrefixIncDec(tok);
case Token::DEC: return ParsePrefixIncDec(tok);
case Token::EXP: return ParseUnaryIntrinsicOp(tok, Token::EXP); //FIXME: merge into generic array functions
case '&': return ParseUnaryOp(tok, Token::ADDR);
case '*': return ParseDerefOp(tok);
case '+': return ParseUnaryOp(tok, Token::PLUS);
@@ -634,6 +634,12 @@ UnaryOp* Parser::ParsePrefixIncDec(const Token* tok) {
return UnaryOp::New(op, operand);
}
UnaryOp* Parser::ParseUnaryIntrinsicOp(const Token* tok, int op) {
ts_.Expect('(');
auto operand = ParseExpr();
ts_.Expect(')');
return UnaryOp::New(op, operand);
}
UnaryOp* Parser::ParseUnaryOp(const Token* tok, int op) {
auto operand = ParseCastExpr();

View File

@@ -45,6 +45,7 @@ const std::unordered_map<std::string, int> Token::kwTypeMap_ {
{ "volatile", Token::VOLATILE },
{ "while", Token::WHILE },
{ "bitcast", Token::BITCAST },
{ "exp", Token::EXP },
{ "_Alignas", Token::ALIGNAS },
{ "_Alignof", Token::ALIGNOF },
{ "_Atomic", Token::ATOMIC },
@@ -147,6 +148,7 @@ const std::unordered_map<int, const char*> Token::tagLexemeMap_ {
{ Token::VOLATILE, "volatile" },
{ Token::WHILE, "while" },
{ Token::BITCAST, "bitcast" },
{ Token::EXP, "exp" },
{ Token::ALIGNAS, "_Alignas" },
{ Token::ALIGNOF, "_Alignof" },
{ Token::ATOMIC, "_Atomic" },

View File

@@ -165,8 +165,10 @@ void function::caller::operator ()(driver::stream *stream, const grid_t& _grid,
arg_type ty = arg_i.type();
if(ty != param_tys_.at(i))
throw std::runtime_error("invalid type for argument " + std::to_string(i));
if(ty == BUFFER_T)
bin_->setArg(i, *((driver::buffer**)arg_i.data()));
if(ty == BUFFER_T){
driver::buffer* buf = *((driver::buffer**)arg_i.data());
bin_->setArg(i, buf->size() == 0 ? nullptr : buf);
}
else
bin_->setArg(i, size_of(ty), arg_i.data());
}
@@ -216,6 +218,7 @@ std::unique_ptr<driver::module> function::make_bin(ir::module &module,
codegen::transform::cts cts;
codegen::generator isel(&axes, &layouts, &align, &allocation, target.get(), opt.num_warps);
// run passes
// ir::print(module, std::cout);
dce.run(module);
disassociate.run(module);
dce.run(module);
@@ -231,6 +234,7 @@ std::unique_ptr<driver::module> function::make_bin(ir::module &module,
dce.run(module);
reassociate.run(module);
cts.run(module);
peephole.run(module);
dce.run(module);
align.run(module);
axes.run(module);
@@ -238,7 +242,7 @@ std::unique_ptr<driver::module> function::make_bin(ir::module &module,
liveness.run(module);
allocation.run(module);
if(allocation.allocated_size() > context->device()->max_shared_memory())
return std::unique_ptr<driver::module>();
throw std::runtime_error("using too much shared memory");
barriers.run(module);
isel.visit(module, *llvm);
std::unique_ptr<driver::module> res(driver::module::create(context, std::move(llvm)));
@@ -391,6 +395,8 @@ std::string function::preheader() {
#define __aligned(A) __attribute__((aligned(A)))
#define __multipleof(A) __attribute__((multipleof(A)))
#define INFINITY bitcast<float>(0x7F800000)
extern int atomic_cas(int*, int, int);
extern int atomic_xchg(int*, int);
extern int get_program_id(int);