TosaToLinalgNamed.cpp File Reference

#include "mlir/Conversion/TosaToLinalg/TosaToLinalg.h"
#include "mlir/Dialect/Arith/IR/Arith.h"
#include "mlir/Dialect/Linalg/IR/Linalg.h"
#include "mlir/Dialect/Math/IR/Math.h"
#include "mlir/Dialect/SCF/IR/SCF.h"
#include "mlir/Dialect/Tensor/IR/Tensor.h"
#include "mlir/Dialect/Tensor/Utils/Utils.h"
#include "mlir/Dialect/Tosa/IR/TosaOps.h"
#include "mlir/Dialect/Tosa/Utils/ConversionUtils.h"
#include "mlir/Dialect/Utils/IndexingUtils.h"
#include "mlir/Dialect/Utils/ReshapeOpsUtils.h"
#include "mlir/IR/Matchers.h"
#include "mlir/IR/PatternMatch.h"
#include "mlir/Transforms/DialectConversion.h"
#include "mlir/Transforms/GreedyPatternRewriteDriver.h"
#include "mlir/Interfaces/InferTypeOpInterface.h"
#include <numeric>
#include <type_traits>

Go to the source code of this file.

Functions
static mlir::Value	applyPad (Location loc, Value input, ArrayRef< int64_t > pad, TypedAttr padAttr, OpBuilder &rewriter)
static mlir::Value	linalgIntBroadcastExtSIAdd (PatternRewriter &rewriter, Location loc, Value bias, Value conv, Value result, ArrayRef< AffineMap > indexingMaps)
static AffineMap	getBroadcastingMap (PatternRewriter &rewriter, Value source, Value result)
static mlir::Value	linalgBroadcastAndMaybeExtSI (PatternRewriter &rewriter, Location loc, Value source, Value result)
static mlir::Value	reifyConstantDim (int64_t attr, ImplicitLocOpBuilder &builder)
static mlir::Value	getConvOrPoolOutputDim (Location loc, Value inputDim, int64_t padBeforeAttr, int64_t padAfterAttr, Value kernelDim, int64_t strideAttr, int64_t dilationAttr, OpBuilder &rewriter)
static SmallVector< Value >	inferDynamicDimsForConv (Location loc, Value input, Value weight, ShapedType resultTy, ArrayRef< int64_t > padAttr, ArrayRef< int64_t > strideAttr, ArrayRef< int64_t > dilationAttr, ArrayRef< int64_t > inputSizeDims, ArrayRef< int64_t > kernelSizeDims, OpBuilder &rewriter)
static void	createDepthwiseConvCollapseMap (int64_t outputRank, SmallVector< ReassociationExprs, 4 > &reassociationMap, OpBuilder &rewriter)

Function Documentation

applyPad()

static mlir::Value applyPad ( Location  loc, Value  input, ArrayRef< int64_t >  pad, TypedAttr  padAttr, OpBuilder &  rewriter  )

static

Definition at line 37 of file TosaToLinalgNamed.cpp.

References mlir::OpBuilder::create(), mlir::get(), mlir::Builder::getIndexAttr(), and mlir::Value::getType().

createDepthwiseConvCollapseMap()

static void createDepthwiseConvCollapseMap ( int64_t  outputRank, SmallVector< ReassociationExprs, 4 > &  reassociationMap, OpBuilder &  rewriter  )

static

Definition at line 225 of file TosaToLinalgNamed.cpp.

References mlir::Builder::getAffineDimExpr().

getBroadcastingMap()

static AffineMap getBroadcastingMap ( PatternRewriter &  rewriter, Value  source, Value  result  )

static

Definition at line 93 of file TosaToLinalgNamed.cpp.

References mlir::AffineMap::get(), mlir::Builder::getAffineConstantExpr(), mlir::Builder::getAffineDimExpr(), mlir::Builder::getContext(), and mlir::Value::getType().

Referenced by linalgBroadcastAndMaybeExtSI().

getConvOrPoolOutputDim()

static mlir::Value getConvOrPoolOutputDim ( Location  loc, Value  inputDim, int64_t  padBeforeAttr, int64_t  padAfterAttr, Value  kernelDim, int64_t  strideAttr, int64_t  dilationAttr, OpBuilder &  rewriter  )

static

Definition at line 158 of file TosaToLinalgNamed.cpp.

References mlir::ImplicitLocOpBuilder::create(), mlir::OpBuilder::create(), mlir::get(), mlir::Value::getType(), and reifyConstantDim().

Referenced by inferDynamicDimsForConv().

inferDynamicDimsForConv()

static SmallVector<Value> inferDynamicDimsForConv ( Location  loc, Value  input, Value  weight, ShapedType  resultTy, ArrayRef< int64_t >  padAttr, ArrayRef< int64_t >  strideAttr, ArrayRef< int64_t >  dilationAttr, ArrayRef< int64_t >  inputSizeDims, ArrayRef< int64_t >  kernelSizeDims, OpBuilder &  rewriter  )

static

Definition at line 184 of file TosaToLinalgNamed.cpp.

References mlir::tosa::condenseValues(), mlir::OpBuilder::create(), getConvOrPoolOutputDim(), and mlir::Value::getType().

linalgBroadcastAndMaybeExtSI()

static mlir::Value linalgBroadcastAndMaybeExtSI ( PatternRewriter &  rewriter, Location  loc, Value  source, Value  result  )

static

Definition at line 123 of file TosaToLinalgNamed.cpp.

References mlir::OpBuilder::create(), getBroadcastingMap(), mlir::Builder::getMultiDimIdentityMap(), mlir::tosa::getNParallelLoopsAttrs(), and mlir::Value::getType().

linalgIntBroadcastExtSIAdd()

static mlir::Value linalgIntBroadcastExtSIAdd ( PatternRewriter &  rewriter, Location  loc, Value  bias, Value  conv, Value  result, ArrayRef< AffineMap >  indexingMaps  )

static

Definition at line 71 of file TosaToLinalgNamed.cpp.

References mlir::OpBuilder::create(), mlir::tosa::getNParallelLoopsAttrs(), and mlir::Value::getType().

reifyConstantDim()

static mlir::Value reifyConstantDim ( int64_t  attr, ImplicitLocOpBuilder &  builder  )

static

Definition at line 149 of file TosaToLinalgNamed.cpp.

References mlir::ImplicitLocOpBuilder::create().

Referenced by getConvOrPoolOutputDim().