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#include <torch/csrc/jit/codegen/cuda/fusion.h>
#include <torch/csrc/jit/codegen/cuda/ir_builder.h>
#include <torch/csrc/jit/codegen/cuda/ir_cloner.h>
#include <torch/csrc/jit/codegen/cuda/kernel.h>
namespace torch {
namespace jit {
namespace fuser {
namespace cuda {
//! Clone an IR node, forwarding the arguments to the IrCloner constructor.
template <class T>
T* IrBuilder::clone(const T* src, IrCloner* ir_cloner) {
TORCH_INTERNAL_ASSERT(
ir_cloner != nullptr,
"Cannot use create when a cloner object is set. Use clone.");
TORCH_INTERNAL_ASSERT(
ir_cloner->container() != nullptr,
"Cloner doesn't have a valid container to store cloned object.");
T* dest = new T(src, ir_cloner);
const Statement* src_stmt = dynamic_cast<const Statement*>(src);
Statement* dest_stmt = dynamic_cast<Statement*>(dest);
auto dest_container = ir_cloner->container();
auto src_container = src_stmt->container();
dest_container->registerStmt(IrBuilderPasskey(dest_container), dest_stmt);
if (src_container != dest_container) {
dest_stmt->setName(IrBuilderPasskey(dest_container), src_stmt->name());
}
ir_cloner->registerClone(src_stmt, dest_stmt);
return dest;
}
#define IR_BUILDER_INSTANTIATE(T) \
template T* IrBuilder::clone(const T* src, IrCloner* ir_cloner);
// Vals
IR_BUILDER_INSTANTIATE(IterDomain)
IR_BUILDER_INSTANTIATE(TensorDomain)
IR_BUILDER_INSTANTIATE(TensorView)
IR_BUILDER_INSTANTIATE(Bool)
IR_BUILDER_INSTANTIATE(Double)
IR_BUILDER_INSTANTIATE(Int)
IR_BUILDER_INSTANTIATE(ComplexDouble)
IR_BUILDER_INSTANTIATE(NamedScalar)
// Exprs
IR_BUILDER_INSTANTIATE(Split)
IR_BUILDER_INSTANTIATE(Merge)
IR_BUILDER_INSTANTIATE(Swizzle2D)
IR_BUILDER_INSTANTIATE(TransposeOp)
IR_BUILDER_INSTANTIATE(ExpandOp)
IR_BUILDER_INSTANTIATE(ShiftOp)
IR_BUILDER_INSTANTIATE(GatherOp)
IR_BUILDER_INSTANTIATE(ViewAsScalar)
IR_BUILDER_INSTANTIATE(ViewOp)
IR_BUILDER_INSTANTIATE(ARangeOp)
IR_BUILDER_INSTANTIATE(UnaryOp)
IR_BUILDER_INSTANTIATE(BinaryOp)
IR_BUILDER_INSTANTIATE(TernaryOp)
IR_BUILDER_INSTANTIATE(RNGOp)
IR_BUILDER_INSTANTIATE(ReductionOp)
IR_BUILDER_INSTANTIATE(GroupedReductionOp)
IR_BUILDER_INSTANTIATE(WelfordOp)
IR_BUILDER_INSTANTIATE(LoadStoreOp)
IR_BUILDER_INSTANTIATE(MmaOp)
IR_BUILDER_INSTANTIATE(BroadcastOp)
Val* IrBuilder::newResult(DataType dtype) {
switch (dtype) {
case DataType::Bool:
return IrBuilder::create<Bool>(c10::nullopt);
case DataType::Double:
return IrBuilder::create<Double>(c10::nullopt);
case DataType::Int:
return IrBuilder::create<Int>(c10::nullopt);
default:
TORCH_CHECK(false, "Unexpected data type");
}
}
Val* IrBuilder::newArithmeticExpr(BinaryOpType op_type, Val* lhs, Val* rhs) {
TORCH_CHECK(
lhs != nullptr && rhs != nullptr,
"Either lhs or rhs is a nullptr in newArithmeticExpr.");
TORCH_CHECK(
lhs->dtype() == rhs->dtype(),
"Incompatible operand types: ",
lhs->dtype(),
" and ",
rhs->dtype());
auto result = newResult(lhs->dtype());
IrBuilder::create<BinaryOp>(op_type, result, lhs, rhs);
// NOLINTNEXTLINE(clang-analyzer-cplusplus.NewDeleteLeaks)
return result;
}
Val* IrBuilder::newLogicExpr(BinaryOpType op_type, Val* lhs, Val* rhs) {
TORCH_CHECK(
lhs != nullptr && rhs != nullptr,
"Either lhs or rhs is a nullptr in newLogicExpr.");
auto result = IrBuilder::create<Bool>(c10::nullopt);
IrBuilder::create<BinaryOp>(op_type, result, lhs, rhs);
// NOLINTNEXTLINE(clang-analyzer-cplusplus.NewDeleteLeaks)
return result;
}
Val* IrBuilder::whereExpr(Val* pred, Val* lhs, Val* rhs) {
TORCH_CHECK(
pred != nullptr && lhs != nullptr && rhs != nullptr,
"Either pred, lhs, or rhs is a nullptr in whereExpr.");
TORCH_CHECK(lhs->dtype() == rhs->dtype(), "Incompatible operand types");
auto result = newResult(lhs->dtype());
IrBuilder::create<TernaryOp>(TernaryOpType::Where, result, pred, lhs, rhs);
return result;
}
Val* IrBuilder::negExpr(Val* val) {
TORCH_CHECK(val != nullptr, "val is a nullptr in negExpr.");
auto result = newResult(val->dtype());
IrBuilder::create<UnaryOp>(UnaryOpType::Neg, result, val);
return result;
}
Val* IrBuilder::notExpr(Val* val) {
TORCH_CHECK(val != nullptr, "val is a nullptr in notExpr.");
auto result = newResult(val->dtype());
IrBuilder::create<UnaryOp>(UnaryOpType::Not, result, val);
return result;
}
Val* IrBuilder::setExpr(Val* val) {
TORCH_CHECK(val != nullptr, "val is a nullptr in setExpr.");
auto result = newResult(val->dtype());
IrBuilder::create<UnaryOp>(UnaryOpType::Set, result, val);
return result;
}
Val* IrBuilder::setExprNamedScalar(const std::string& name, Val* val) {
TORCH_CHECK(val != nullptr, "val is a nullptr in setExprNamedScalar.");
auto result = IrBuilder::create<NamedScalar>(name, val->dtype());
IrBuilder::create<UnaryOp>(UnaryOpType::Set, result, val);
return result;
}
Val* IrBuilder::addressExprNamedScalar(const std::string& name, Val* val) {
TORCH_CHECK(val != nullptr, "val is a nullptr in addressExprNamedScalar.");
auto result = IrBuilder::create<NamedScalar>(name, DataType::Int);
IrBuilder::create<UnaryOp>(UnaryOpType::Address, result, val);
return result;
}
Val* IrBuilder::andExpr(Val* lhs, Val* rhs) {
return newLogicExpr(BinaryOpType::And, lhs, rhs);
}
Val* IrBuilder::eqExpr(Val* lhs, Val* rhs) {
return newLogicExpr(BinaryOpType::Eq, lhs, rhs);
}
Val* IrBuilder::gtExpr(Val* lhs, Val* rhs) {
return newLogicExpr(BinaryOpType::GT, lhs, rhs);
}
Val* IrBuilder::ltExpr(Val* lhs, Val* rhs) {
return newLogicExpr(BinaryOpType::LT, lhs, rhs);
}
Val* IrBuilder::leExpr(Val* lhs, Val* rhs) {
return newLogicExpr(BinaryOpType::LE, lhs, rhs);
}
Val* IrBuilder::geExpr(Val* lhs, Val* rhs) {
return newLogicExpr(BinaryOpType::GE, lhs, rhs);
}
Val* IrBuilder::addExpr(Val* lhs, Val* rhs) {
return newArithmeticExpr(BinaryOpType::Add, lhs, rhs);
}
Val* IrBuilder::subExpr(Val* lhs, Val* rhs) {
return newArithmeticExpr(BinaryOpType::Sub, lhs, rhs);
}
Val* IrBuilder::mulExpr(Val* lhs, Val* rhs) {
return newArithmeticExpr(BinaryOpType::Mul, lhs, rhs);
}
Val* IrBuilder::divExpr(Val* lhs, Val* rhs) {
return newArithmeticExpr(BinaryOpType::Div, lhs, rhs);
}
Val* IrBuilder::ceilDivExpr(Val* lhs, Val* rhs) {
return newArithmeticExpr(BinaryOpType::CeilDiv, lhs, rhs);
}
Val* IrBuilder::modExpr(Val* lhs, Val* rhs) {
return newArithmeticExpr(BinaryOpType::Mod, lhs, rhs);
}
Val* IrBuilder::maxExpr(Val* lhs, Val* rhs) {
return newArithmeticExpr(BinaryOpType::Max, lhs, rhs);
}
Val* IrBuilder::minExpr(Val* lhs, Val* rhs) {
return newArithmeticExpr(BinaryOpType::Min, lhs, rhs);
}
Val* IrBuilder::swizzle2DIntExpr(
Val* in_x,
Val* in_y,
Val* extent_x,
Val* extent_y,
Swizzle2DType swizzle_type) {
auto result = create<kir::IntPair>();
create<kir::Swizzle2DInt>(
result, in_x, in_y, extent_x, extent_y, swizzle_type);
return result;
}
Val* IrBuilder::pairSelectExpr(Val* in, kir::PairSelect::Selection sel) {
auto int_pair = dynamic_cast<kir::IntPair*>(in);
TORCH_INTERNAL_ASSERT(int_pair != nullptr);
auto result = create<Int>();
create<kir::PairSelect>(result, int_pair, sel);
return result;
}
Val* SimplifyingIrBuilder::negExpr(Val* val) {
if (auto int_val = dynamic_cast<Int*>(val)) {
if (int_val->isConst()) {
return IrBuilder::create<Int>(-int_val->value().value());
}
}
return IrBuilder::negExpr(val);
}
Val* SimplifyingIrBuilder::notExpr(Val* val) {
if (auto bool_val = dynamic_cast<Bool*>(val)) {
if (bool_val->isConst()) {
if (bool_val->value().value()) {
return FusionGuard::getCurFusion()->falseVal();
} else {
return FusionGuard::getCurFusion()->trueVal();
}
}
}
return IrBuilder::notExpr(val);
}
Val* SimplifyingIrBuilder::addExpr(Int* lhs, Int::ScalarType rhs) {
if (rhs == 0) {
return lhs;
} else if (lhs == nullptr) {
return IrBuilder::IrBuilder::create<Int>(rhs);
} else if (lhs->isConst()) {
return IrBuilder::IrBuilder::create<Int>(lhs->value().value() + rhs);
} else if (rhs > 0) {
return IrBuilder::addExpr(lhs, IrBuilder::IrBuilder::create<Int>(rhs));
} else {
return IrBuilder::subExpr(lhs, IrBuilder::IrBuilder::create<Int>(-rhs));
}
}
Val* SimplifyingIrBuilder::addExpr(Int* lhs, Int* rhs) {
if (rhs == nullptr) {
return lhs;
} else if (lhs == nullptr) {
return rhs;
} else if (lhs->isConst()) {
return addExpr(rhs, lhs->value().value());
} else if (rhs->isConst()) {
return addExpr(lhs, rhs->value().value());
} else {
return IrBuilder::addExpr(lhs, rhs);
}
}
Val* SimplifyingIrBuilder::addExpr(Val* lhs, Val* rhs) {
TORCH_INTERNAL_ASSERT(lhs != nullptr || rhs != nullptr);
if (lhs == nullptr || lhs->isZeroInt()) {
return rhs;
} else if (rhs == nullptr || rhs->isZeroInt()) {
return lhs;
}
auto lhs_int = dynamic_cast<Int*>(lhs);
auto rhs_int = dynamic_cast<Int*>(rhs);
if (lhs_int != nullptr && rhs_int != nullptr) {
return addExpr(lhs_int, rhs_int);
} else {
return IrBuilder::addExpr(lhs, rhs);
}
}
Val* SimplifyingIrBuilder::addExpr(Val* lhs, Int::ScalarType rhs) {
auto lhs_int = dynamic_cast<Int*>(lhs);
if (lhs_int != nullptr) {
return addExpr(lhs_int, rhs);
} else {
return addExpr(lhs, IrBuilder::create<Int>(rhs));
}
}
Val* SimplifyingIrBuilder::subExpr(Val* lhs, Val* rhs) {
return addExpr(lhs, negExpr(rhs));
}
Val* SimplifyingIrBuilder::mulExpr(Int* lhs, Int::ScalarType rhs) {
if (rhs == 0) {
return lhs->container()->zeroVal();
} else if (rhs == 1) {
return lhs;
} else if (lhs == nullptr) {
return IrBuilder::create<Int>(rhs);
} else if (lhs->isConst()) {
return IrBuilder::create<Int>(lhs->value().value() * rhs);
} else {
return IrBuilder::mulExpr(lhs, IrBuilder::create<Int>(rhs));
}
}
Val* SimplifyingIrBuilder::mulExpr(Val* lhs, Int::ScalarType rhs) {
auto lhs_int = dynamic_cast<Int*>(lhs);
if (lhs_int != nullptr) {
return mulExpr(lhs_int, rhs);
} else {
return IrBuilder::mulExpr(lhs, IrBuilder::create<Int>(rhs));
}
}
Val* SimplifyingIrBuilder::mulExpr(Int* lhs, Int* rhs) {
if (rhs == nullptr) {
return lhs;
} else if (lhs == nullptr) {
return rhs;
} else if (lhs->isConst()) {
return mulExpr(rhs, lhs->value().value());
} else if (rhs->isConst()) {
return mulExpr(lhs, rhs->value().value());
} else {
return IrBuilder::mulExpr(lhs, rhs);
}
}
Val* SimplifyingIrBuilder::mulExpr(Val* lhs, Val* rhs) {
TORCH_INTERNAL_ASSERT(lhs != nullptr || rhs != nullptr);
if (lhs == nullptr || lhs->isOneInt()) {
return rhs;
} else if (rhs == nullptr || rhs->isOneInt()) {
return lhs;
} else if (lhs->isZeroInt() || rhs->isZeroInt()) {
return lhs->container()->zeroVal();
}
auto lhs_int = dynamic_cast<Int*>(lhs);
auto rhs_int = dynamic_cast<Int*>(rhs);
if (lhs_int != nullptr && rhs_int != nullptr) {
return mulExpr(lhs_int, rhs_int);
} else {
return IrBuilder::mulExpr(lhs, rhs);
}
}
Val* SimplifyingIrBuilder::andExpr(Val* lhs, Val* rhs) {
TORCH_INTERNAL_ASSERT(!(lhs == nullptr && rhs == nullptr));
if (lhs == nullptr) {
return rhs;
} else if (rhs == nullptr) {
return lhs;
}
bool lhs_definitely_true = false;
bool lhs_definitely_false = false;
auto lhs_bool = dynamic_cast<Bool*>(lhs);
if (lhs_bool && lhs_bool->isConst()) {
lhs_definitely_true = lhs_bool->value().value();
lhs_definitely_false = !lhs_bool->value().value();
}
auto rhs_bool = dynamic_cast<Bool*>(rhs);
bool rhs_definitely_true = false;
bool rhs_definitely_false = false;
if (rhs_bool && rhs_bool->isConst()) {
rhs_definitely_true = rhs_bool->value().value();
rhs_definitely_false = !rhs_bool->value().value();
}
if (lhs_definitely_true && rhs_definitely_true) {
return FusionGuard::getCurFusion()->trueVal();
} else if (lhs_definitely_false || rhs_definitely_false) {
return FusionGuard::getCurFusion()->falseVal();
} else if (lhs_definitely_true) {
return rhs;
} else if (rhs_definitely_true) {
return lhs;
}
return IrBuilder::andExpr(lhs, rhs);
}
namespace {
template <typename IrBuilderFunc, typename IntFunc>
Val* minOrMaxExpr(
Int* lhs,
Int* rhs,
IrBuilderFunc ir_builder_func,
IntFunc int_func) {
if (rhs == nullptr) {
return lhs;
} else if (lhs == nullptr) {
return rhs;
} else if (lhs->isConst() && rhs->isConst()) {
return IrBuilder::create<Int>(
int_func(lhs->value().value(), rhs->value().value()));
} else {
return ir_builder_func(lhs, rhs);
}
}
template <typename IrBuilderFunc, typename IntFunc>
Val* minOrMaxExpr(
Val* lhs,
Val* rhs,
IrBuilderFunc ir_builder_func,
IntFunc int_func) {
TORCH_INTERNAL_ASSERT(lhs != nullptr || rhs != nullptr);
if (lhs == nullptr) {
return rhs;
} else if (rhs == nullptr || lhs == rhs) {
return lhs;
}
auto lhs_int = dynamic_cast<Int*>(lhs);
auto rhs_int = dynamic_cast<Int*>(rhs);
if (lhs_int != nullptr && rhs_int != nullptr) {
return minOrMaxExpr(lhs_int, rhs_int, ir_builder_func, int_func);
} else {
return ir_builder_func(lhs, rhs);
}
}
} // namespace
Val* SimplifyingIrBuilder::maxExpr(Val* lhs, Val* rhs) {
return minOrMaxExpr(
lhs,
rhs,
[](Val* lhs, Val* rhs) { return IrBuilder::maxExpr(lhs, rhs); },
[](int64_t lhs, int64_t rhs) { return std::max(lhs, rhs); });
}
Val* SimplifyingIrBuilder::minExpr(Val* lhs, Val* rhs) {
return minOrMaxExpr(
lhs,
rhs,
[](Val* lhs, Val* rhs) { return IrBuilder::minExpr(lhs, rhs); },
[](int64_t lhs, int64_t rhs) { return std::min(lhs, rhs); });
}
} // namespace cuda
} // namespace fuser
} // namespace jit
} // namespace torch
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