TosaToArith.cpp

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//===- TosaToArith.cpp - Lowering Tosa to Arith Dialect -------------===//
//
// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
// See https://llvm.org/LICENSE.txt for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
//
//===----------------------------------------------------------------------===//
//
// These rewriters lower from the Tosa to the Arith dialect.
//
//===----------------------------------------------------------------------===//
 
#include "mlir/Conversion/TosaToArith/TosaToArith.h"
#include "mlir/Dialect/Arith/IR/Arith.h"
#include "mlir/Dialect/Tosa/IR/TosaOps.h"
#include "mlir/IR/PatternMatch.h"
#include "mlir/IR/TypeUtilities.h"
#include "mlir/Transforms/GreedyPatternRewriteDriver.h"
 
using namespace mlir;
using namespace tosa;
 
namespace {
 
class ConstOpConverter : public OpRewritePattern<tosa::ConstOp> {
public:
  using OpRewritePattern<tosa::ConstOp>::OpRewritePattern;
 
  LogicalResult matchAndRewrite(tosa::ConstOp op,
                                PatternRewriter &rewriter) const final {
    rewriter.replaceOpWithNewOp<arith::ConstantOp>(op, op.getValue());
    return success();
  }
};
 
Type matchContainerType(Type element, Type container) {
  if (auto shapedTy = dyn_cast<ShapedType>(container))
    return shapedTy.clone(element);
 
  return element;
}
 
TypedAttr getConstantAttr(Type type, int64_t value, PatternRewriter &rewriter) {
  if (auto shapedTy = dyn_cast<ShapedType>(type)) {
    Type eTy = shapedTy.getElementType();
    APInt valueInt(eTy.getIntOrFloatBitWidth(), value, /*isSigned=*/true);
    return DenseIntElementsAttr::get(shapedTy, valueInt);
  }
 
  return rewriter.getIntegerAttr(type, value);
}
 
Value getConstantValue(Location loc, Type type, int64_t value,
                       PatternRewriter &rewriter) {
  return rewriter.create<arith::ConstantOp>(
      loc, getConstantAttr(type, value, rewriter));
}
 
// This converts the TOSA ApplyScale operator to a set of arithmetic ops,
// using 64-bit operations to perform the necessary multiply, bias, and shift.
class ApplyScaleGenericOpConverter
    : public OpRewritePattern<tosa::ApplyScaleOp> {
public:
  using OpRewritePattern<tosa::ApplyScaleOp>::OpRewritePattern;
 
  LogicalResult matchAndRewrite(tosa::ApplyScaleOp op,
                                PatternRewriter &rewriter) const final {
    Location loc = op.getLoc();
    Value value = op.getValue();
    Value multiplier32 = op.getMultiplier();
 
    Type resultTy = op.getType();
    Type valueTy = value.getType();
    Type i32Ty = matchContainerType(rewriter.getI32Type(), resultTy);
    Type i64Ty = matchContainerType(rewriter.getI64Type(), resultTy);
 
    Value zero = getConstantValue(loc, valueTy, 0, rewriter);
    Value one64 = getConstantValue(loc, i64Ty, 1, rewriter);
    Value thirtyOne32 = getConstantValue(loc, i32Ty, 31, rewriter);
 
    Value shift32 = rewriter.create<arith::ExtUIOp>(loc, i32Ty, op.getShift());
 
    // Compute the multiplication in 64-bits then select the high / low parts.
    Value value64 = value;
    if (getElementTypeOrSelf(valueTy) != rewriter.getI64Type())
      value64 = rewriter.create<arith::ExtSIOp>(loc, i64Ty, value);
    Value multiplier64 =
        rewriter.create<arith::ExtSIOp>(loc, i64Ty, multiplier32);
    Value multiply64 =
        rewriter.create<arith::MulIOp>(loc, value64, multiplier64);
 
    // Apply normal rounding.
    Value shift64 = rewriter.create<arith::ExtUIOp>(loc, i64Ty, shift32);
    Value round = rewriter.create<arith::ShLIOp>(loc, one64, shift64);
    round = rewriter.create<arith::ShRUIOp>(loc, round, one64);
    multiply64 = rewriter.create<arith::AddIOp>(loc, multiply64, round);
 
    // Apply double rounding if necessary.
    if (op.getDoubleRound()) {
      int64_t roundInt = 1 << 30;
      Value roundUp = getConstantValue(loc, i64Ty, roundInt, rewriter);
      Value roundDown = getConstantValue(loc, i64Ty, -roundInt, rewriter);
      Value positive = rewriter.create<arith::CmpIOp>(
          loc, arith::CmpIPredicate::sge, value, zero);
      Value dir =
          rewriter.create<arith::SelectOp>(loc, positive, roundUp, roundDown);
      Value val = rewriter.create<arith::AddIOp>(loc, dir, multiply64);
      Value valid = rewriter.create<arith::CmpIOp>(
          loc, arith::CmpIPredicate::sgt, shift32, thirtyOne32);
      multiply64 =
          rewriter.create<arith::SelectOp>(loc, valid, val, multiply64);
    }
 
    Value result64 = rewriter.create<arith::ShRSIOp>(loc, multiply64, shift64);
    Value result32 = rewriter.create<arith::TruncIOp>(loc, i32Ty, result64);
 
    rewriter.replaceOp(op, result32);
    return success();
  }
};
 
class ApplyScale32BitOpConverter : public OpRewritePattern<tosa::ApplyScaleOp> {
public:
  using OpRewritePattern<tosa::ApplyScaleOp>::OpRewritePattern;
 
  LogicalResult matchAndRewrite(tosa::ApplyScaleOp op,
                                PatternRewriter &rewriter) const final {
    Location loc = op.getLoc();
 
    Type resultTy = op.getType();
    Type i32Ty = matchContainerType(rewriter.getI32Type(), resultTy);
 
    Value value = op.getValue();
    if (getElementTypeOrSelf(value.getType()).getIntOrFloatBitWidth() > 32) {
      return failure();
    }
 
    Value value32 = op.getValue();
    Value multiplier32 = op.getMultiplier();
    Value shift32 = rewriter.create<arith::ExtUIOp>(loc, i32Ty, op.getShift());
 
    // Constants used during the scaling operation.
    Value zero32 = getConstantValue(loc, i32Ty, 0, rewriter);
    Value one32 = getConstantValue(loc, i32Ty, 1, rewriter);
    Value two32 = getConstantValue(loc, i32Ty, 2, rewriter);
    Value thirty32 = getConstantValue(loc, i32Ty, 30, rewriter);
    Value thirtyTwo32 = getConstantValue(loc, i32Ty, 32, rewriter);
 
    // Compute the multiplication in 64-bits then select the high / low parts.
    // Grab out the high/low of the computation
    auto value64 =
        rewriter.create<arith::MulSIExtendedOp>(loc, value32, multiplier32);
    Value low32 = value64.getLow();
    Value high32 = value64.getHigh();
 
    // Determine the direction and amount to shift the high bits.
    Value shiftOver32 = rewriter.create<arith::CmpIOp>(
        loc, arith::CmpIPredicate::sge, shift32, thirtyTwo32);
    Value roundHighBits = rewriter.create<arith::CmpIOp>(
        loc, arith::CmpIPredicate::sgt, shift32, thirtyTwo32);
 
    Value shiftHighL =
        rewriter.create<arith::SubIOp>(loc, thirtyTwo32, shift32);
    Value shiftHighR =
        rewriter.create<arith::SubIOp>(loc, shift32, thirtyTwo32);
 
    shiftHighL =
        rewriter.create<arith::SelectOp>(loc, shiftOver32, zero32, shiftHighL);
    shiftHighR =
        rewriter.create<arith::SelectOp>(loc, shiftOver32, shiftHighR, zero32);
 
    // Conditionally perform our double round.
    if (op.getDoubleRound()) {
      Value negOne32 = getConstantValue(loc, i32Ty, -1, rewriter);
      Value valuePositive = rewriter.create<arith::CmpIOp>(
          loc, arith::CmpIPredicate::sge, value32, zero32);
 
      Value roundDir =
          rewriter.create<arith::SelectOp>(loc, valuePositive, one32, negOne32);
      roundDir =
          rewriter.create<arith::SelectOp>(loc, shiftOver32, roundDir, zero32);
 
      Value shiftLow = rewriter.create<arith::ShRUIOp>(loc, low32, thirty32);
      Value rounded = rewriter.create<arith::AddIOp>(loc, shiftLow, roundDir);
      Value carry = rewriter.create<arith::ShRSIOp>(loc, rounded, two32);
 
      Value shiftRound =
          rewriter.create<arith::ShLIOp>(loc, roundDir, thirty32);
 
      low32 = rewriter.create<arith::AddIOp>(loc, low32, shiftRound);
      high32 = rewriter.create<arith::AddIOp>(loc, high32, carry);
    }
 
    // Conditionally apply rounding in the low bits.
    {
      Value shiftSubOne = rewriter.create<arith::SubIOp>(loc, shift32, one32);
      Value roundBit = rewriter.create<arith::ShLIOp>(loc, one32, shiftSubOne);
      roundBit = rewriter.create<arith::SelectOp>(loc, roundHighBits, zero32,
                                                  roundBit);
 
      Value newLow32 = rewriter.create<arith::AddIOp>(loc, low32, roundBit);
      Value wasRounded = rewriter.create<arith::CmpIOp>(
          loc, arith::CmpIPredicate::ugt, low32, newLow32);
      low32 = newLow32;
 
      Value rounded32 = rewriter.create<arith::ExtUIOp>(loc, i32Ty, wasRounded);
      high32 = rewriter.create<arith::AddIOp>(loc, high32, rounded32);
    }
 
    // Conditionally apply rounding in the high bits.
    {
      Value shiftSubOne =
          rewriter.create<arith::SubIOp>(loc, shiftHighR, one32);
      Value roundBit = rewriter.create<arith::ShLIOp>(loc, one32, shiftSubOne);
      roundBit = rewriter.create<arith::SelectOp>(loc, roundHighBits, roundBit,
                                                  zero32);
      high32 = rewriter.create<arith::AddIOp>(loc, high32, roundBit);
    }
 
    // Combine the correct high/low bits into the final rescale result.
    high32 = rewriter.create<arith::ShLIOp>(loc, high32, shiftHighL);
    high32 = rewriter.create<arith::ShRSIOp>(loc, high32, shiftHighR);
    low32 = rewriter.create<arith::ShRUIOp>(loc, low32, shift32);
    low32 = rewriter.create<arith::SelectOp>(loc, shiftOver32, zero32, low32);
 
    // Apply the rounding behavior and shift to the final alignment.
    Value result = rewriter.create<arith::AddIOp>(loc, low32, high32);
 
    // Truncate if necessary.
    if (!getElementTypeOrSelf(resultTy).isInteger(32)) {
      result = rewriter.create<arith::TruncIOp>(loc, resultTy, result);
    }
 
    rewriter.replaceOp(op, result);
    return success();
  }
};
 
} // namespace
 
void mlir::tosa::populateTosaToArithConversionPatterns(
    RewritePatternSet *patterns) {
  patterns->add<ConstOpConverter>(patterns->getContext());
}
 
void mlir::tosa::populateTosaRescaleToArithConversionPatterns(
    RewritePatternSet *patterns, bool include32Bit) {
  patterns->add<ApplyScaleGenericOpConverter>(patterns->getContext(), 100);
  if (include32Bit) {
    patterns->add<ApplyScale32BitOpConverter>(patterns->getContext(), 200);
  }
}