MLIR  20.0.0git
Pattern.cpp
Go to the documentation of this file.
1 //===- Pattern.cpp - Conversion pattern to the LLVM dialect ---------------===//
2 //
3 // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
4 // See https://llvm.org/LICENSE.txt for license information.
5 // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
6 //
7 //===----------------------------------------------------------------------===//
8 
13 #include "mlir/IR/AffineMap.h"
15 
16 using namespace mlir;
17 
18 //===----------------------------------------------------------------------===//
19 // ConvertToLLVMPattern
20 //===----------------------------------------------------------------------===//
21 
23  StringRef rootOpName, MLIRContext *context,
24  const LLVMTypeConverter &typeConverter, PatternBenefit benefit)
25  : ConversionPattern(typeConverter, rootOpName, benefit, context) {}
26 
28  return static_cast<const LLVMTypeConverter *>(
30 }
31 
32 LLVM::LLVMDialect &ConvertToLLVMPattern::getDialect() const {
33  return *getTypeConverter()->getDialect();
34 }
35 
37  return getTypeConverter()->getIndexType();
38 }
39 
40 Type ConvertToLLVMPattern::getIntPtrType(unsigned addressSpace) const {
42  getTypeConverter()->getPointerBitwidth(addressSpace));
43 }
44 
47 }
48 
51 }
52 
54  Location loc,
55  Type resultType,
56  int64_t value) {
57  return builder.create<LLVM::ConstantOp>(loc, resultType,
58  builder.getIndexAttr(value));
59 }
60 
62  Location loc, MemRefType type, Value memRefDesc, ValueRange indices,
63  ConversionPatternRewriter &rewriter) const {
64 
65  auto [strides, offset] = getStridesAndOffset(type);
66 
67  MemRefDescriptor memRefDescriptor(memRefDesc);
68  // Use a canonical representation of the start address so that later
69  // optimizations have a longer sequence of instructions to CSE.
70  // If we don't do that we would sprinkle the memref.offset in various
71  // position of the different address computations.
72  Value base =
73  memRefDescriptor.bufferPtr(rewriter, loc, *getTypeConverter(), type);
74 
75  Type indexType = getIndexType();
76  Value index;
77  for (int i = 0, e = indices.size(); i < e; ++i) {
78  Value increment = indices[i];
79  if (strides[i] != 1) { // Skip if stride is 1.
80  Value stride =
81  ShapedType::isDynamic(strides[i])
82  ? memRefDescriptor.stride(rewriter, loc, i)
83  : createIndexAttrConstant(rewriter, loc, indexType, strides[i]);
84  increment = rewriter.create<LLVM::MulOp>(loc, increment, stride);
85  }
86  index =
87  index ? rewriter.create<LLVM::AddOp>(loc, index, increment) : increment;
88  }
89 
90  Type elementPtrType = memRefDescriptor.getElementPtrType();
91  return index ? rewriter.create<LLVM::GEPOp>(
92  loc, elementPtrType,
93  getTypeConverter()->convertType(type.getElementType()),
94  base, index)
95  : base;
96 }
97 
98 // Check if the MemRefType `type` is supported by the lowering. We currently
99 // only support memrefs with identity maps.
101  MemRefType type) const {
102  if (!typeConverter->convertType(type.getElementType()))
103  return false;
104  return type.getLayout().isIdentity();
105 }
106 
108  auto addressSpace = getTypeConverter()->getMemRefAddressSpace(type);
109  if (failed(addressSpace))
110  return {};
111  return LLVM::LLVMPointerType::get(type.getContext(), *addressSpace);
112 }
113 
115  Location loc, MemRefType memRefType, ValueRange dynamicSizes,
117  SmallVectorImpl<Value> &strides, Value &size, bool sizeInBytes) const {
118  assert(isConvertibleAndHasIdentityMaps(memRefType) &&
119  "layout maps must have been normalized away");
120  assert(count(memRefType.getShape(), ShapedType::kDynamic) ==
121  static_cast<ssize_t>(dynamicSizes.size()) &&
122  "dynamicSizes size doesn't match dynamic sizes count in memref shape");
123 
124  sizes.reserve(memRefType.getRank());
125  unsigned dynamicIndex = 0;
126  Type indexType = getIndexType();
127  for (int64_t size : memRefType.getShape()) {
128  sizes.push_back(
129  size == ShapedType::kDynamic
130  ? dynamicSizes[dynamicIndex++]
131  : createIndexAttrConstant(rewriter, loc, indexType, size));
132  }
133 
134  // Strides: iterate sizes in reverse order and multiply.
135  int64_t stride = 1;
136  Value runningStride = createIndexAttrConstant(rewriter, loc, indexType, 1);
137  strides.resize(memRefType.getRank());
138  for (auto i = memRefType.getRank(); i-- > 0;) {
139  strides[i] = runningStride;
140 
141  int64_t staticSize = memRefType.getShape()[i];
142  bool useSizeAsStride = stride == 1;
143  if (staticSize == ShapedType::kDynamic)
144  stride = ShapedType::kDynamic;
145  if (stride != ShapedType::kDynamic)
146  stride *= staticSize;
147 
148  if (useSizeAsStride)
149  runningStride = sizes[i];
150  else if (stride == ShapedType::kDynamic)
151  runningStride =
152  rewriter.create<LLVM::MulOp>(loc, runningStride, sizes[i]);
153  else
154  runningStride = createIndexAttrConstant(rewriter, loc, indexType, stride);
155  }
156  if (sizeInBytes) {
157  // Buffer size in bytes.
158  Type elementType = typeConverter->convertType(memRefType.getElementType());
159  auto elementPtrType = LLVM::LLVMPointerType::get(rewriter.getContext());
160  Value nullPtr = rewriter.create<LLVM::ZeroOp>(loc, elementPtrType);
161  Value gepPtr = rewriter.create<LLVM::GEPOp>(
162  loc, elementPtrType, elementType, nullPtr, runningStride);
163  size = rewriter.create<LLVM::PtrToIntOp>(loc, getIndexType(), gepPtr);
164  } else {
165  size = runningStride;
166  }
167 }
168 
170  Location loc, Type type, ConversionPatternRewriter &rewriter) const {
171  // Compute the size of an individual element. This emits the MLIR equivalent
172  // of the following sizeof(...) implementation in LLVM IR:
173  // %0 = getelementptr %elementType* null, %indexType 1
174  // %1 = ptrtoint %elementType* %0 to %indexType
175  // which is a common pattern of getting the size of a type in bytes.
176  Type llvmType = typeConverter->convertType(type);
177  auto convertedPtrType = LLVM::LLVMPointerType::get(rewriter.getContext());
178  auto nullPtr = rewriter.create<LLVM::ZeroOp>(loc, convertedPtrType);
179  auto gep = rewriter.create<LLVM::GEPOp>(loc, convertedPtrType, llvmType,
180  nullPtr, ArrayRef<LLVM::GEPArg>{1});
181  return rewriter.create<LLVM::PtrToIntOp>(loc, getIndexType(), gep);
182 }
183 
185  Location loc, MemRefType memRefType, ValueRange dynamicSizes,
186  ConversionPatternRewriter &rewriter) const {
187  assert(count(memRefType.getShape(), ShapedType::kDynamic) ==
188  static_cast<ssize_t>(dynamicSizes.size()) &&
189  "dynamicSizes size doesn't match dynamic sizes count in memref shape");
190 
191  Type indexType = getIndexType();
192  Value numElements = memRefType.getRank() == 0
193  ? createIndexAttrConstant(rewriter, loc, indexType, 1)
194  : nullptr;
195  unsigned dynamicIndex = 0;
196 
197  // Compute the total number of memref elements.
198  for (int64_t staticSize : memRefType.getShape()) {
199  if (numElements) {
200  Value size =
201  staticSize == ShapedType::kDynamic
202  ? dynamicSizes[dynamicIndex++]
203  : createIndexAttrConstant(rewriter, loc, indexType, staticSize);
204  numElements = rewriter.create<LLVM::MulOp>(loc, numElements, size);
205  } else {
206  numElements =
207  staticSize == ShapedType::kDynamic
208  ? dynamicSizes[dynamicIndex++]
209  : createIndexAttrConstant(rewriter, loc, indexType, staticSize);
210  }
211  }
212  return numElements;
213 }
214 
215 /// Creates and populates the memref descriptor struct given all its fields.
217  Location loc, MemRefType memRefType, Value allocatedPtr, Value alignedPtr,
218  ArrayRef<Value> sizes, ArrayRef<Value> strides,
219  ConversionPatternRewriter &rewriter) const {
220  auto structType = typeConverter->convertType(memRefType);
221  auto memRefDescriptor = MemRefDescriptor::undef(rewriter, loc, structType);
222 
223  // Field 1: Allocated pointer, used for malloc/free.
224  memRefDescriptor.setAllocatedPtr(rewriter, loc, allocatedPtr);
225 
226  // Field 2: Actual aligned pointer to payload.
227  memRefDescriptor.setAlignedPtr(rewriter, loc, alignedPtr);
228 
229  // Field 3: Offset in aligned pointer.
230  Type indexType = getIndexType();
231  memRefDescriptor.setOffset(
232  rewriter, loc, createIndexAttrConstant(rewriter, loc, indexType, 0));
233 
234  // Fields 4: Sizes.
235  for (const auto &en : llvm::enumerate(sizes))
236  memRefDescriptor.setSize(rewriter, loc, en.index(), en.value());
237 
238  // Field 5: Strides.
239  for (const auto &en : llvm::enumerate(strides))
240  memRefDescriptor.setStride(rewriter, loc, en.index(), en.value());
241 
242  return memRefDescriptor;
243 }
244 
246  OpBuilder &builder, Location loc, TypeRange origTypes,
247  SmallVectorImpl<Value> &operands, bool toDynamic) const {
248  assert(origTypes.size() == operands.size() &&
249  "expected as may original types as operands");
250 
251  // Find operands of unranked memref type and store them.
253  SmallVector<unsigned> unrankedAddressSpaces;
254  for (unsigned i = 0, e = operands.size(); i < e; ++i) {
255  if (auto memRefType = dyn_cast<UnrankedMemRefType>(origTypes[i])) {
256  unrankedMemrefs.emplace_back(operands[i]);
257  FailureOr<unsigned> addressSpace =
259  if (failed(addressSpace))
260  return failure();
261  unrankedAddressSpaces.emplace_back(*addressSpace);
262  }
263  }
264 
265  if (unrankedMemrefs.empty())
266  return success();
267 
268  // Compute allocation sizes.
269  SmallVector<Value> sizes;
271  unrankedMemrefs, unrankedAddressSpaces,
272  sizes);
273 
274  // Get frequently used types.
275  Type indexType = getTypeConverter()->getIndexType();
276 
277  // Find the malloc and free, or declare them if necessary.
278  auto module = builder.getInsertionPoint()->getParentOfType<ModuleOp>();
279  LLVM::LLVMFuncOp freeFunc, mallocFunc;
280  if (toDynamic)
281  mallocFunc = LLVM::lookupOrCreateMallocFn(module, indexType);
282  if (!toDynamic)
283  freeFunc = LLVM::lookupOrCreateFreeFn(module);
284 
285  unsigned unrankedMemrefPos = 0;
286  for (unsigned i = 0, e = operands.size(); i < e; ++i) {
287  Type type = origTypes[i];
288  if (!isa<UnrankedMemRefType>(type))
289  continue;
290  Value allocationSize = sizes[unrankedMemrefPos++];
291  UnrankedMemRefDescriptor desc(operands[i]);
292 
293  // Allocate memory, copy, and free the source if necessary.
294  Value memory =
295  toDynamic
296  ? builder.create<LLVM::CallOp>(loc, mallocFunc, allocationSize)
297  .getResult()
298  : builder.create<LLVM::AllocaOp>(loc, getVoidPtrType(),
300  allocationSize,
301  /*alignment=*/0);
302  Value source = desc.memRefDescPtr(builder, loc);
303  builder.create<LLVM::MemcpyOp>(loc, memory, source, allocationSize, false);
304  if (!toDynamic)
305  builder.create<LLVM::CallOp>(loc, freeFunc, source);
306 
307  // Create a new descriptor. The same descriptor can be returned multiple
308  // times, attempting to modify its pointer can lead to memory leaks
309  // (allocated twice and overwritten) or double frees (the caller does not
310  // know if the descriptor points to the same memory).
311  Type descriptorType = getTypeConverter()->convertType(type);
312  if (!descriptorType)
313  return failure();
314  auto updatedDesc =
315  UnrankedMemRefDescriptor::undef(builder, loc, descriptorType);
316  Value rank = desc.rank(builder, loc);
317  updatedDesc.setRank(builder, loc, rank);
318  updatedDesc.setMemRefDescPtr(builder, loc, memory);
319 
320  operands[i] = updatedDesc;
321  }
322 
323  return success();
324 }
325 
326 //===----------------------------------------------------------------------===//
327 // Detail methods
328 //===----------------------------------------------------------------------===//
329 
331  IntegerOverflowFlags overflowFlags) {
332  if (auto iface = dyn_cast<IntegerOverflowFlagsInterface>(op))
333  iface.setOverflowFlags(overflowFlags);
334 }
335 
336 /// Replaces the given operation "op" with a new operation of type "targetOp"
337 /// and given operands.
339  Operation *op, StringRef targetOp, ValueRange operands,
340  ArrayRef<NamedAttribute> targetAttrs,
341  const LLVMTypeConverter &typeConverter, ConversionPatternRewriter &rewriter,
342  IntegerOverflowFlags overflowFlags) {
343  unsigned numResults = op->getNumResults();
344 
345  SmallVector<Type> resultTypes;
346  if (numResults != 0) {
347  resultTypes.push_back(
348  typeConverter.packOperationResults(op->getResultTypes()));
349  if (!resultTypes.back())
350  return failure();
351  }
352 
353  // Create the operation through state since we don't know its C++ type.
354  Operation *newOp =
355  rewriter.create(op->getLoc(), rewriter.getStringAttr(targetOp), operands,
356  resultTypes, targetAttrs);
357 
358  setNativeProperties(newOp, overflowFlags);
359 
360  // If the operation produced 0 or 1 result, return them immediately.
361  if (numResults == 0)
362  return rewriter.eraseOp(op), success();
363  if (numResults == 1)
364  return rewriter.replaceOp(op, newOp->getResult(0)), success();
365 
366  // Otherwise, it had been converted to an operation producing a structure.
367  // Extract individual results from the structure and return them as list.
368  SmallVector<Value, 4> results;
369  results.reserve(numResults);
370  for (unsigned i = 0; i < numResults; ++i) {
371  results.push_back(rewriter.create<LLVM::ExtractValueOp>(
372  op->getLoc(), newOp->getResult(0), i));
373  }
374  rewriter.replaceOp(op, results);
375  return success();
376 }
IntegerAttr getIndexAttr(int64_t value)
Definition: Builders.cpp:148
StringAttr getStringAttr(const Twine &bytes)
Definition: Builders.cpp:302
MLIRContext * getContext() const
Definition: Builders.h:56
This class implements a pattern rewriter for use with ConversionPatterns.
void replaceOp(Operation *op, ValueRange newValues) override
Replace the given operation with the new values.
void eraseOp(Operation *op) override
PatternRewriter hook for erasing a dead operation.
Base class for the conversion patterns.
const TypeConverter * typeConverter
An optional type converter for use by this pattern.
const TypeConverter * getTypeConverter() const
Return the type converter held by this pattern, or nullptr if the pattern does not require type conve...
Type getVoidType() const
Gets the MLIR type wrapping the LLVM void type.
Definition: Pattern.cpp:45
MemRefDescriptor createMemRefDescriptor(Location loc, MemRefType memRefType, Value allocatedPtr, Value alignedPtr, ArrayRef< Value > sizes, ArrayRef< Value > strides, ConversionPatternRewriter &rewriter) const
Creates and populates a canonical memref descriptor struct.
Definition: Pattern.cpp:216
ConvertToLLVMPattern(StringRef rootOpName, MLIRContext *context, const LLVMTypeConverter &typeConverter, PatternBenefit benefit=1)
Definition: Pattern.cpp:22
void getMemRefDescriptorSizes(Location loc, MemRefType memRefType, ValueRange dynamicSizes, ConversionPatternRewriter &rewriter, SmallVectorImpl< Value > &sizes, SmallVectorImpl< Value > &strides, Value &size, bool sizeInBytes=true) const
Computes sizes, strides and buffer size of memRefType with identity layout.
Definition: Pattern.cpp:114
Type getIndexType() const
Gets the MLIR type wrapping the LLVM integer type whose bit width is defined by the used type convert...
Definition: Pattern.cpp:36
const LLVMTypeConverter * getTypeConverter() const
Definition: Pattern.cpp:27
Value getStridedElementPtr(Location loc, MemRefType type, Value memRefDesc, ValueRange indices, ConversionPatternRewriter &rewriter) const
Definition: Pattern.cpp:61
Value getNumElements(Location loc, MemRefType memRefType, ValueRange dynamicSizes, ConversionPatternRewriter &rewriter) const
Computes total number of elements for the given MemRef and dynamicSizes.
Definition: Pattern.cpp:184
LLVM::LLVMDialect & getDialect() const
Returns the LLVM dialect.
Definition: Pattern.cpp:32
Value getSizeInBytes(Location loc, Type type, ConversionPatternRewriter &rewriter) const
Computes the size of type in bytes.
Definition: Pattern.cpp:169
Type getIntPtrType(unsigned addressSpace=0) const
Gets the MLIR type wrapping the LLVM integer type whose bit width corresponds to that of a LLVM point...
Definition: Pattern.cpp:40
LogicalResult copyUnrankedDescriptors(OpBuilder &builder, Location loc, TypeRange origTypes, SmallVectorImpl< Value > &operands, bool toDynamic) const
Copies the memory descriptor for any operands that were unranked descriptors originally to heap-alloc...
Definition: Pattern.cpp:245
Type getElementPtrType(MemRefType type) const
Returns the type of a pointer to an element of the memref.
Definition: Pattern.cpp:107
static Value createIndexAttrConstant(OpBuilder &builder, Location loc, Type resultType, int64_t value)
Create a constant Op producing a value of resultType from an index-typed integer attribute.
Definition: Pattern.cpp:53
bool isConvertibleAndHasIdentityMaps(MemRefType type) const
Returns if the given memref has identity maps and the element type is convertible to LLVM.
Definition: Pattern.cpp:100
Type getVoidPtrType() const
Get the MLIR type wrapping the LLVM i8* type.
Definition: Pattern.cpp:49
Conversion from types to the LLVM IR dialect.
Definition: TypeConverter.h:35
Type packOperationResults(TypeRange types) const
Convert a non-empty list of types of values produced by an operation into an LLVM-compatible type.
LLVM::LLVMDialect * getDialect() const
Returns the LLVM dialect.
LogicalResult convertType(Type t, SmallVectorImpl< Type > &results) const
Convert the given type.
FailureOr< unsigned > getMemRefAddressSpace(BaseMemRefType type) const
Return the LLVM address space corresponding to the memory space of the memref type type or failure if...
Type getIndexType() const
Gets the LLVM representation of the index type.
This class defines the main interface for locations in MLIR and acts as a non-nullable wrapper around...
Definition: Location.h:66
MLIRContext is the top-level object for a collection of MLIR operations.
Definition: MLIRContext.h:60
Helper class to produce LLVM dialect operations extracting or inserting elements of a MemRef descript...
Definition: MemRefBuilder.h:33
static MemRefDescriptor undef(OpBuilder &builder, Location loc, Type descriptorType)
Builds IR creating an undef value of the descriptor type.
This class helps build Operations.
Definition: Builders.h:216
Block::iterator getInsertionPoint() const
Returns the current insertion point of the builder.
Definition: Builders.h:454
Operation * create(const OperationState &state)
Creates an operation given the fields represented as an OperationState.
Definition: Builders.cpp:497
Operation is the basic unit of execution within MLIR.
Definition: Operation.h:88
OpResult getResult(unsigned idx)
Get the 'idx'th result of this operation.
Definition: Operation.h:407
Location getLoc()
The source location the operation was defined or derived from.
Definition: Operation.h:223
result_type_range getResultTypes()
Definition: Operation.h:428
unsigned getNumResults()
Return the number of results held by this operation.
Definition: Operation.h:404
This class represents the benefit of a pattern match in a unitless scheme that ranges from 0 (very li...
Definition: PatternMatch.h:34
MLIRContext * getContext() const
Return the MLIRContext used to create this pattern.
Definition: PatternMatch.h:134
LogicalResult convertType(Type t, SmallVectorImpl< Type > &results) const
Convert the given type.
This class provides an abstraction over the various different ranges of value types.
Definition: TypeRange.h:36
Instances of the Type class are uniqued, have an immutable identifier and an optional mutable compone...
Definition: Types.h:74
Value memRefDescPtr(OpBuilder &builder, Location loc) const
Builds IR extracting ranked memref descriptor ptr.
static UnrankedMemRefDescriptor undef(OpBuilder &builder, Location loc, Type descriptorType)
Builds IR creating an undef value of the descriptor type.
static void computeSizes(OpBuilder &builder, Location loc, const LLVMTypeConverter &typeConverter, ArrayRef< UnrankedMemRefDescriptor > values, ArrayRef< unsigned > addressSpaces, SmallVectorImpl< Value > &sizes)
Builds IR computing the sizes in bytes (suitable for opaque allocation) and appends the corresponding...
Value rank(OpBuilder &builder, Location loc) const
Builds IR extracting the rank from the descriptor.
This class provides an abstraction over the different types of ranges over Values.
Definition: ValueRange.h:381
This class represents an instance of an SSA value in the MLIR system, representing a computable value...
Definition: Value.h:96
LogicalResult oneToOneRewrite(Operation *op, StringRef targetOp, ValueRange operands, ArrayRef< NamedAttribute > targetAttrs, const LLVMTypeConverter &typeConverter, ConversionPatternRewriter &rewriter, IntegerOverflowFlags overflowFlags=IntegerOverflowFlags::none)
Replaces the given operation "op" with a new operation of type "targetOp" and given operands.
Definition: Pattern.cpp:338
void setNativeProperties(Operation *op, IntegerOverflowFlags overflowFlags)
Handle generically setting flags as native properties on LLVM operations.
Definition: Pattern.cpp:330
LLVM::LLVMFuncOp lookupOrCreateFreeFn(Operation *moduleOp)
LLVM::LLVMFuncOp lookupOrCreateMallocFn(Operation *moduleOp, Type indexType)
constexpr void enumerate(std::tuple< Tys... > &tuple, CallbackT &&callback)
Definition: Matchers.h:344
Include the generated interface declarations.
LogicalResult getStridesAndOffset(MemRefType t, SmallVectorImpl< int64_t > &strides, int64_t &offset)
Returns the strides of the MemRef if the layout map is in strided form.
auto get(MLIRContext *context, Ts &&...params)
Helper method that injects context only if needed, this helps unify some of the attribute constructio...