@@ -22,6 +22,7 @@ | |||
#include "megbrain/exception.h" | |||
#include "megbrain/jit/mlir/ir/dialect.h" | |||
#include <llvm/Support/raw_ostream.h> | |||
#include <mlir/Dialect/StandardOps/IR/Ops.h> | |||
namespace mgb { | |||
@@ -442,31 +443,35 @@ mlir::Value lower_elemwise_to_std(mlir::Operation* op, mlir::OpBuilder& builder, | |||
mlir::Value lower_typecvt_to_std(mlir::Operation* op, mlir::OpBuilder& builder, | |||
mlir::Location loc, mlir::Value input) { | |||
auto&& typecvt = llvm::dyn_cast<dialect::TypeCvt>(op); | |||
megdnn::DType idtype = typecvt.idtype(); | |||
megdnn::DType odtype = typecvt.odtype(); | |||
mlir::Type idtype = typecvt.idtype(); | |||
mlir::Type odtype = | |||
megdnn_dtype_to_mlir_type(typecvt.dtype(), builder.getContext()); | |||
mlir::Type itype = input.getType(); | |||
mlir::Type otype = megdnn_dtype_to_mlir_type(odtype, builder.getContext()); | |||
mlir::Type otype = signless(odtype); | |||
mgb_assert(signless(idtype) == itype); | |||
if (mlir::FPExtOp::areCastCompatible(itype, otype)) { | |||
return builder.create<mlir::FPExtOp>(loc, otype, input); | |||
} else if (mlir::FPTruncOp::areCastCompatible(itype, otype)) { | |||
return builder.create<mlir::FPTruncOp>(loc, otype, input); | |||
} else if (mlir::FPToSIOp::areCastCompatible(itype, otype) and | |||
is_signed_int_dtype(odtype)) { | |||
odtype.isSignedInteger()) { | |||
return builder.create<mlir::FPToSIOp>(loc, otype, input); | |||
} else if (mlir::FPToUIOp::areCastCompatible(itype, otype) and | |||
is_unsigned_int_dtype(odtype)) { | |||
odtype.isUnsignedInteger()) { | |||
return builder.create<mlir::FPToUIOp>(loc, otype, input); | |||
} else if (mlir::SIToFPOp::areCastCompatible(itype, otype) and | |||
is_signed_int_dtype(idtype)) { | |||
idtype.isSignedInteger()) { | |||
return builder.create<mlir::SIToFPOp>(loc, otype, input); | |||
} else if (mlir::UIToFPOp::areCastCompatible(itype, otype) and | |||
is_unsigned_int_dtype(idtype)) { | |||
idtype.isUnsignedInteger()) { | |||
return builder.create<mlir::UIToFPOp>(loc, otype, input); | |||
} else { | |||
mgb_throw(InternalError, "cannot convert from %s to %s", idtype.name(), | |||
odtype.name()); | |||
std::string tmp; | |||
llvm::raw_string_ostream os(tmp); | |||
os << "cannot convert from " << idtype << " to " << odtype; | |||
mgb_throw_raw(InternalError{tmp}); | |||
} | |||
return nullptr; | |||
@@ -28,13 +28,13 @@ mlir::Type megdnn_dtype_to_mlir_type(megdnn::DType type, | |||
case megdnn::DTypeEnum::Float32: | |||
return mlir::FloatType::getF32(ctx); | |||
case megdnn::DTypeEnum::Uint8: | |||
return mlir::IntegerType::get(8, ctx); | |||
return mlir::IntegerType::get(8, mlir::IntegerType::Unsigned, ctx); | |||
case megdnn::DTypeEnum::Int8: | |||
return mlir::IntegerType::get(8, ctx); | |||
return mlir::IntegerType::get(8, mlir::IntegerType::Signed, ctx); | |||
case megdnn::DTypeEnum::Int16: | |||
return mlir::IntegerType::get(16, ctx); | |||
return mlir::IntegerType::get(16, mlir::IntegerType::Signed, ctx); | |||
case megdnn::DTypeEnum::Int32: | |||
return mlir::IntegerType::get(32, ctx); | |||
return mlir::IntegerType::get(32, mlir::IntegerType::Signed, ctx); | |||
case megdnn::DTypeEnum::IntB1: | |||
return mlir::IntegerType::get(1, ctx); | |||
case megdnn::DTypeEnum::IntB2: | |||
@@ -57,6 +57,13 @@ mlir::Type megdnn_dtype_to_mlir_type(megdnn::DType type, | |||
} | |||
} | |||
mlir::Type signless(mlir::Type type) { | |||
if (auto intty = type.dyn_cast<mlir::IntegerType>()) { | |||
return mlir::IntegerType::get(intty.getWidth(), type.getContext()); | |||
} | |||
return type; | |||
} | |||
megdnn::DType mlir_type_to_megdnn_dtype(mlir::Type type) { | |||
mlir::Type element_type = type; | |||
if (auto cast = type.dyn_cast_or_null<mlir::MemRefType>()) { | |||
@@ -91,22 +98,6 @@ megdnn::DType mlir_type_to_megdnn_dtype(mlir::Type type) { | |||
return megdnn::DType::from_enum(enumv); | |||
} | |||
bool is_signed_int_dtype(megdnn::DType type) { | |||
auto enumv = type.enumv(); | |||
return enumv == megdnn::DTypeEnum::Int8 or | |||
enumv == megdnn::DTypeEnum::Int16 or | |||
enumv == megdnn::DTypeEnum::Int32 or | |||
enumv == megdnn::DTypeEnum::IntB1 or | |||
enumv == megdnn::DTypeEnum::IntB2 or | |||
enumv == megdnn::DTypeEnum::IntB4; | |||
} | |||
bool is_unsigned_int_dtype(megdnn::DType type) { | |||
auto enumv = type.enumv(); | |||
return enumv == megdnn::DTypeEnum::Uint8 or | |||
enumv == megdnn::DTypeEnum::UintB4; | |||
} | |||
} // namespace jit | |||
} // namespace mgb | |||
@@ -35,13 +35,10 @@ namespace jit { | |||
mlir::Type megdnn_dtype_to_mlir_type(megdnn::DType type, | |||
mlir::MLIRContext* ctx); | |||
mlir::Type signless(mlir::Type type); | |||
megdnn::DType mlir_type_to_megdnn_dtype(mlir::Type type); | |||
bool is_signed_int_dtype(megdnn::DType type); | |||
bool is_unsigned_int_dtype(megdnn::DType type); | |||
} // namespace jit | |||
} // namespace mgb | |||
@@ -87,7 +87,7 @@ mlir::MemRefType jit::layout_to_mlir_type(const megdnn::TensorLayout& layout, | |||
shape.push_back(layout[i]); | |||
} | |||
mlir::Type type = megdnn_dtype_to_mlir_type(layout.dtype, builder.getContext()); | |||
return mlir::MemRefType::get(shape, type); | |||
return mlir::MemRefType::get(shape, signless(type)); | |||
} | |||
#endif // MGB_JIT && MGB_JIT_MLIR | |||
@@ -197,12 +197,15 @@ private: | |||
.getType() | |||
.dyn_cast_or_null<mlir::MemRefType>(); | |||
mgb_assert(itype, "currently only support MemRefType"); | |||
auto output_type = megdnn_dtype_to_mlir_type(opr.param(), | |||
m_builder.getContext()); | |||
auto res_type = mlir::MemRefType::get( | |||
itype.getShape(), | |||
megdnn_dtype_to_mlir_type(opr.param(), m_builder.getContext())); | |||
itype.getShape(), signless(output_type)); | |||
auto inp_type = megdnn_dtype_to_mlir_type(opr.input(0)->dtype(), | |||
m_builder.getContext()); | |||
return m_builder.create<dialect::TypeCvt>( | |||
m_builder.getUnknownLoc(), res_type, get(opr.input(0)), | |||
opr.input(0)->dtype(), opr.param()); | |||
mlir::TypeAttr::get(inp_type), opr.param()); | |||
} | |||
mlir::Value gen_dimshuffle(const opr::Dimshuffle& opr) { | |||
@@ -15,7 +15,10 @@ | |||
#include "megbrain_build_config.h" | |||
#if MGB_JIT && MGB_JIT_MLIR | |||
#include "megdnn/basic_types.h" | |||
#include "megdnn/opr_param_defs.h" | |||
#include "megbrain/opr/param_defs.h" | |||
#include "megbrain/comp_node.h" | |||
#include <mlir/IR/Dialect.h> | |||
#include <mlir/IR/Function.h> | |||
@@ -15,6 +15,8 @@ | |||
include "ops.td" | |||
include "mlir/Interfaces/SideEffectInterfaces.td" | |||
class GenericOp<string mnemonic, list<OpTrait> traits = []> : | |||
Op<Mgb_Dialect, mnemonic, traits>; | |||