MLIR  20.0.0git
Transforms.h
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1 //===- Transforms.h - MemRef Dialect transformations ------------*- C++ -*-===//
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 //
9 /// This header declares functions that assist transformations in the MemRef
10 /// dialect.
11 //
12 //===----------------------------------------------------------------------===//
13 
14 #ifndef MLIR_DIALECT_MEMREF_TRANSFORMS_TRANSFORMS_H
15 #define MLIR_DIALECT_MEMREF_TRANSFORMS_TRANSFORMS_H
16 
17 #include "mlir/Support/LLVM.h"
18 #include "llvm/ADT/STLFunctionalExtras.h"
19 
20 namespace mlir {
21 class OpBuilder;
22 class RewritePatternSet;
23 class RewriterBase;
24 class Value;
25 class ValueRange;
26 
27 namespace arith {
28 class WideIntEmulationConverter;
29 class NarrowTypeEmulationConverter;
30 } // namespace arith
31 
32 namespace memref {
33 class AllocOp;
34 class AllocaOp;
35 class DeallocOp;
36 
37 //===----------------------------------------------------------------------===//
38 // Patterns
39 //===----------------------------------------------------------------------===//
40 
41 /// Collects a set of patterns to rewrite ops within the memref dialect.
42 void populateExpandOpsPatterns(RewritePatternSet &patterns);
43 
44 /// Appends patterns for folding memref aliasing ops into consumer load/store
45 /// ops into `patterns`.
46 void populateFoldMemRefAliasOpPatterns(RewritePatternSet &patterns);
47 
48 /// Appends patterns that resolve `memref.dim` operations with values that are
49 /// defined by operations that implement the
50 /// `ReifyRankedShapedTypeOpInterface`, in terms of shapes of its input
51 /// operands.
53  RewritePatternSet &patterns);
54 
55 /// Appends patterns that resolve `memref.dim` operations with values that are
56 /// defined by operations that implement the `InferShapedTypeOpInterface`, in
57 /// terms of shapes of its input operands.
58 void populateResolveShapedTypeResultDimsPatterns(RewritePatternSet &patterns);
59 
60 /// Appends patterns for expanding memref operations that modify the metadata
61 /// (sizes, offset, strides) of a memref into easier to analyze constructs.
63 
64 /// Appends patterns for resolving `memref.extract_strided_metadata` into
65 /// `memref.extract_strided_metadata` of its source.
67 
68 /// Appends patterns for expanding `memref.realloc` operations.
70  bool emitDeallocs = true);
71 
72 /// Appends patterns for emulating wide integer memref operations with ops over
73 /// narrower integer types.
75  arith::WideIntEmulationConverter &typeConverter,
76  RewritePatternSet &patterns);
77 
78 /// Appends type conversions for emulating wide integer memref operations with
79 /// ops over narrowe integer types.
81  arith::WideIntEmulationConverter &typeConverter);
82 
83 /// Appends patterns for emulating memref operations over narrow types with ops
84 /// over wider types.
87  RewritePatternSet &patterns);
88 
89 /// Appends type conversions for emulating memref operations over narrow types
90 /// with ops over wider types.
93 
94 /// Transformation to do multi-buffering/array expansion to remove dependencies
95 /// on the temporary allocation between consecutive loop iterations.
96 /// It returns the new allocation if the original allocation was multi-buffered
97 /// and returns failure() otherwise.
98 /// When `skipOverrideAnalysis`, the pass will apply the transformation
99 /// without checking thwt the buffer is overrided at the beginning of each
100 /// iteration. This implies that user knows that there is no data carried across
101 /// loop iterations. Example:
102 /// ```
103 /// %0 = memref.alloc() : memref<4x128xf32>
104 /// scf.for %iv = %c1 to %c1024 step %c3 {
105 /// memref.copy %1, %0 : memref<4x128xf32> to memref<4x128xf32>
106 /// "some_use"(%0) : (memref<4x128xf32>) -> ()
107 /// }
108 /// ```
109 /// into:
110 /// ```
111 /// %0 = memref.alloc() : memref<5x4x128xf32>
112 /// scf.for %iv = %c1 to %c1024 step %c3 {
113 /// %s = arith.subi %iv, %c1 : index
114 /// %d = arith.divsi %s, %c3 : index
115 /// %i = arith.remsi %d, %c5 : index
116 /// %sv = memref.subview %0[%i, 0, 0] [1, 4, 128] [1, 1, 1] :
117 /// memref<5x4x128xf32> to memref<4x128xf32, strided<[128, 1], offset: ?>>
118 /// memref.copy %1, %sv : memref<4x128xf32> to memref<4x128xf32, strided<...>>
119 /// "some_use"(%sv) : (memref<4x128xf32, strided<...>) -> ()
120 /// }
121 /// ```
122 FailureOr<memref::AllocOp> multiBuffer(RewriterBase &rewriter,
123  memref::AllocOp allocOp,
124  unsigned multiplier,
125  bool skipOverrideAnalysis = false);
126 /// Call into `multiBuffer` with locally constructed IRRewriter.
127 FailureOr<memref::AllocOp> multiBuffer(memref::AllocOp allocOp,
128  unsigned multiplier,
129  bool skipOverrideAnalysis = false);
130 
131 /// Appends patterns for extracting address computations from the instructions
132 /// with memory accesses such that these memory accesses use only a base
133 /// pointer.
134 ///
135 /// For instance,
136 /// ```mlir
137 /// memref.load %base[%off0, ...]
138 /// ```
139 ///
140 /// Will be rewritten in:
141 /// ```mlir
142 /// %new_base = memref.subview %base[%off0,...][1,...][1,...]
143 /// memref.load %new_base[%c0,...]
144 /// ```
146 
147 /// Build a new memref::AllocaOp whose dynamic sizes are independent of all
148 /// given independencies. If the op is already independent of all
149 /// independencies, the same AllocaOp result is returned.
150 ///
151 /// Failure indicates the no suitable upper bound for the dynamic sizes could be
152 /// found.
153 FailureOr<Value> buildIndependentOp(OpBuilder &b, AllocaOp allocaOp,
154  ValueRange independencies);
155 
156 /// Build a new memref::AllocaOp whose dynamic sizes are independent of all
157 /// given independencies. If the op is already independent of all
158 /// independencies, the same AllocaOp result is returned.
159 ///
160 /// The original AllocaOp is replaced with the new one, wrapped in a SubviewOp.
161 /// The result type of the replacement is different from the original allocation
162 /// type: it has the same shape, but a different layout map. This function
163 /// updates all users that do not have a memref result or memref region block
164 /// argument, and some frequently used memref dialect ops (such as
165 /// memref.subview). It does not update other uses such as the init_arg of an
166 /// scf.for op. Such uses are wrapped in unrealized_conversion_cast.
167 ///
168 /// Failure indicates the no suitable upper bound for the dynamic sizes could be
169 /// found.
170 ///
171 /// Example (make independent of %iv):
172 /// ```
173 /// scf.for %iv = %c0 to %sz step %c1 {
174 /// %0 = memref.alloca(%iv) : memref<?xf32>
175 /// %1 = memref.subview %0[0][5][1] : ...
176 /// linalg.generic outs(%1 : ...) ...
177 /// %2 = scf.for ... iter_arg(%arg0 = %0) ...
178 /// ...
179 /// }
180 /// ```
181 ///
182 /// The above IR is rewritten to:
183 ///
184 /// ```
185 /// scf.for %iv = %c0 to %sz step %c1 {
186 /// %0 = memref.alloca(%sz - 1) : memref<?xf32>
187 /// %0_subview = memref.subview %0[0][%iv][1]
188 /// : memref<?xf32> to memref<?xf32, #map>
189 /// %1 = memref.subview %0_subview[0][5][1] : ...
190 /// linalg.generic outs(%1 : ...) ...
191 /// %cast = unrealized_conversion_cast %0_subview
192 /// : memref<?xf32, #map> to memref<?xf32>
193 /// %2 = scf.for ... iter_arg(%arg0 = %cast) ...
194 /// ...
195 /// }
196 /// ```
197 FailureOr<Value> replaceWithIndependentOp(RewriterBase &rewriter,
198  memref::AllocaOp allocaOp,
199  ValueRange independencies);
200 
201 /// Replaces the given `alloc` with the corresponding `alloca` and returns it if
202 /// the following conditions are met:
203 /// - the corresponding dealloc is available in the same block as the alloc;
204 /// - the filter, if provided, succeeds on the alloc/dealloc pair.
205 /// Otherwise returns nullptr and leaves the IR unchanged.
206 memref::AllocaOp allocToAlloca(
207  RewriterBase &rewriter, memref::AllocOp alloc,
208  function_ref<bool(memref::AllocOp, memref::DeallocOp)> filter = nullptr);
209 
210 } // namespace memref
211 } // namespace mlir
212 
213 #endif
This class helps build Operations.
Definition: Builders.h:210
This class coordinates the application of a rewrite on a set of IR, providing a way for clients to tr...
Definition: PatternMatch.h:400
This class provides an abstraction over the different types of ranges over Values.
Definition: ValueRange.h:381
Converts narrow integer or float types that are not supported by the target hardware to wider types.
Converts integer types that are too wide for the target by splitting them in two halves and thus turn...
void populateFoldMemRefAliasOpPatterns(RewritePatternSet &patterns)
Appends patterns for folding memref aliasing ops into consumer load/store ops into patterns.
void populateMemRefNarrowTypeEmulationPatterns(arith::NarrowTypeEmulationConverter &typeConverter, RewritePatternSet &patterns)
Appends patterns for emulating memref operations over narrow types with ops over wider types.
FailureOr< Value > buildIndependentOp(OpBuilder &b, AllocaOp allocaOp, ValueRange independencies)
Build a new memref::AllocaOp whose dynamic sizes are independent of all given independencies.
void populateResolveRankedShapedTypeResultDimsPatterns(RewritePatternSet &patterns)
Appends patterns that resolve memref.dim operations with values that are defined by operations that i...
FailureOr< Value > replaceWithIndependentOp(RewriterBase &rewriter, memref::AllocaOp allocaOp, ValueRange independencies)
Build a new memref::AllocaOp whose dynamic sizes are independent of all given independencies.
void populateMemRefWideIntEmulationPatterns(arith::WideIntEmulationConverter &typeConverter, RewritePatternSet &patterns)
Appends patterns for emulating wide integer memref operations with ops over narrower integer types.
void populateMemRefNarrowTypeEmulationConversions(arith::NarrowTypeEmulationConverter &typeConverter)
Appends type conversions for emulating memref operations over narrow types with ops over wider types.
FailureOr< memref::AllocOp > multiBuffer(RewriterBase &rewriter, memref::AllocOp allocOp, unsigned multiplier, bool skipOverrideAnalysis=false)
Transformation to do multi-buffering/array expansion to remove dependencies on the temporary allocati...
Definition: MultiBuffer.cpp:99
void populateMemRefWideIntEmulationConversions(arith::WideIntEmulationConverter &typeConverter)
Appends type conversions for emulating wide integer memref operations with ops over narrowe integer t...
void populateResolveExtractStridedMetadataPatterns(RewritePatternSet &patterns)
Appends patterns for resolving memref.extract_strided_metadata into memref.extract_strided_metadata o...
void populateExpandOpsPatterns(RewritePatternSet &patterns)
Collects a set of patterns to rewrite ops within the memref dialect.
Definition: ExpandOps.cpp:146
void populateResolveShapedTypeResultDimsPatterns(RewritePatternSet &patterns)
Appends patterns that resolve memref.dim operations with values that are defined by operations that i...
void populateExtractAddressComputationsPatterns(RewritePatternSet &patterns)
Appends patterns for extracting address computations from the instructions with memory accesses such ...
void populateExpandReallocPatterns(RewritePatternSet &patterns, bool emitDeallocs=true)
Appends patterns for expanding memref.realloc operations.
memref::AllocaOp allocToAlloca(RewriterBase &rewriter, memref::AllocOp alloc, function_ref< bool(memref::AllocOp, memref::DeallocOp)> filter=nullptr)
Replaces the given alloc with the corresponding alloca and returns it if the following conditions are...
void populateExpandStridedMetadataPatterns(RewritePatternSet &patterns)
Appends patterns for expanding memref operations that modify the metadata (sizes, offset,...
Include the generated interface declarations.