//===- UniformSupport.cpp - Support utilities for uniform quant -----------===// // // Copyright 2019 The MLIR Authors. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. // ============================================================================= #include "mlir/Dialect/QuantOps/UniformSupport.h" #include "mlir/IR/StandardTypes.h" using namespace mlir; using namespace mlir::quant; static bool isQuantizablePrimitiveType(Type inputType) { return inputType.isa(); } const ExpressedToUniformQuantizedConverter ExpressedToUniformQuantizedConverter::forInputType(Type inputType) { switch (inputType.getKind()) { default: if (isQuantizablePrimitiveType(inputType)) { // Supported primitive type (which just is the expressed type). return ExpressedToUniformQuantizedConverter{inputType, inputType}; } // Unsupported. return ExpressedToUniformQuantizedConverter{inputType, nullptr}; case StandardTypes::RankedTensor: case StandardTypes::UnrankedTensor: case StandardTypes::Vector: { Type elementType = inputType.cast().getElementType(); if (!isQuantizablePrimitiveType(elementType)) { // Unsupported. return ExpressedToUniformQuantizedConverter{inputType, nullptr}; } return ExpressedToUniformQuantizedConverter{ inputType, inputType.cast().getElementType()}; } } } Type ExpressedToUniformQuantizedConverter::convert( UniformQuantizedType elementalType) const { assert(expressedType && "convert() on unsupported conversion"); switch (inputType.getKind()) { default: if (isQuantizablePrimitiveType(elementalType)) { // For primitives, just use the new elemental type. return elementalType; } // Unsupported. return nullptr; case StandardTypes::RankedTensor: return RankedTensorType::get(inputType.cast().getShape(), elementalType); case StandardTypes::UnrankedTensor: return UnrankedTensorType::get(elementalType); case StandardTypes::Vector: return VectorType::get(inputType.cast().getShape(), elementalType); } }