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[mlir][vector] Update tests for xfer permutation lowering (2/N) (#123237)
Unifies test function names so that it's easier to identify what different cases are. Also improves consistency. The following naming scheme has been adopted: * `@xfer_{read|write}_{map_type}_{masked|with_mask|}_{out_of_bounds}_{scalable}` Also updated some comments to better document the patterns that are being exercised.
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‎mlir/test/Dialect/Vector/vector-transfer-permutation-lowering.mlir

Lines changed: 55 additions & 69 deletions
Original file line numberDiff line numberDiff line change
@@ -1,24 +1,22 @@
11
// RUN: mlir-opt %s --transform-interpreter --split-input-file | FileCheck %s
22

3+
/// CHECK: #[[$MAP:.*]] = affine_map<(d0, d1, d2, d3) -> (d1, 0, d3)>
4+
35
///----------------------------------------------------------------------------------------
4-
/// vector.transfer_write -> vector.transpose + vector.transfer_write
56
/// [Pattern: TransferWritePermutationLowering]
7+
///
8+
/// IN: vector.transfer_write (_transposed_ minor identity permutation map)
9+
/// OUT: vector.transpose + vector.transfer_write (minor identity permutation map)
610
///----------------------------------------------------------------------------------------
7-
/// Input:
8-
/// * vector.transfer_write op with a permutation that under a transpose
9-
/// _would be_ a minor identity permutation map
10-
/// Output:
11-
/// * vector.transpose + vector.transfer_write with a permutation map which
12-
/// _is_ a minor identity
13-
14-
// CHECK-LABEL: func.func @xfer_write_transposing_permutation_map
11+
12+
// CHECK-LABEL: func.func @xfer_write_minor_identity_transposed
1513
// CHECK-SAME: %[[VEC:.*]]: vector<4x8xi16>,
1614
// CHECK-SAME: %[[MEM:.*]]: memref<2x2x8x4xi16>
1715
// CHECK: %[[TR:.*]] = vector.transpose %[[VEC]], [1, 0] : vector<4x8xi16> to vector<8x4xi16>
1816
// CHECK: vector.transfer_write
1917
// CHECK-NOT: permutation_map
2018
// CHECK-SAME: %[[TR]], %[[MEM]]{{.*}} {in_bounds = [true, true]} : vector<8x4xi16>, memref<2x2x8x4xi16>
21-
func.func @xfer_write_transposing_permutation_map(
19+
func.func @xfer_write_minor_identity_transposed(
2220
%vec: vector<4x8xi16>,
2321
%mem: memref<2x2x8x4xi16>,
2422
%idx: index) {
@@ -33,7 +31,7 @@ func.func @xfer_write_transposing_permutation_map(
3331

3432
// Even with out-of-bounds accesses, it is safe to apply this pattern
3533

36-
// CHECK-LABEL: func.func @xfer_write_transposing_permutation_map_out_of_bounds
34+
// CHECK-LABEL: func.func @xfer_write_minor_identity_transposed_out_of_bounds
3735
// CHECK-SAME: %[[VEC:.*]]: vector<4x8xi16>,
3836
// CHECK-SAME: %[[MEM:.*]]: memref<2x2x?x?xi16>,
3937
// CHECK-SAME: %[[IDX:.*]]: index) {
@@ -44,7 +42,7 @@ func.func @xfer_write_transposing_permutation_map(
4442
// CHECK: vector.transfer_write
4543
// CHECK-NOT: permutation_map
4644
// CHECK-SAME: %[[TR]], %[[MEM]][%[[IDX]], %[[IDX]], %[[IDX]], %[[IDX]]] : vector<8x4xi16>, memref<2x2x?x?xi16>
47-
func.func @xfer_write_transposing_permutation_map_out_of_bounds(
45+
func.func @xfer_write_minor_identity_transposed_out_of_bounds(
4846
%vec: vector<4x8xi16>,
4947
%mem: memref<2x2x?x?xi16>,
5048
%idx: index) {
@@ -57,15 +55,15 @@ func.func @xfer_write_transposing_permutation_map_out_of_bounds(
5755
return
5856
}
5957

60-
// CHECK-LABEL: func.func @xfer_write_transposing_permutation_map_with_mask_scalable
58+
// CHECK-LABEL: func.func @xfer_write_minor_identity_transposed_with_mask_scalable
6159
// CHECK-SAME: %[[VEC:.*]]: vector<4x[8]xi16>,
6260
// CHECK-SAME: %[[MEM:.*]]: memref<2x2x?x4xi16>,
6361
// CHECK-SAME: %[[MASK:.*]]: vector<[8]x4xi1>
6462
// CHECK: %[[TR:.*]] = vector.transpose %[[VEC]], [1, 0] : vector<4x[8]xi16> to vector<[8]x4xi16>
6563
// CHECK: vector.transfer_write
6664
// CHECK-NOT: permutation_map
6765
// CHECK-SAME: %[[TR]], %[[MEM]]{{.*}}, %[[MASK]] {in_bounds = [true, true]} : vector<[8]x4xi16>, memref<2x2x?x4xi16>
68-
func.func @xfer_write_transposing_permutation_map_with_mask_scalable(
66+
func.func @xfer_write_minor_identity_transposed_with_mask_scalable(
6967
%vec: vector<4x[8]xi16>,
7068
%mem: memref<2x2x?x4xi16>,
7169
%mask: vector<[8]x4xi1>,
@@ -82,9 +80,9 @@ func.func @xfer_write_transposing_permutation_map_with_mask_scalable(
8280

8381
// Masked version is not supported
8482

85-
// CHECK-LABEL: func.func @xfer_write_transposing_permutation_map_masked
83+
// CHECK-LABEL: func.func @xfer_write_minor_identity_transposed_map_masked
8684
// CHECK-NOT: vector.transpose
87-
func.func @xfer_write_transposing_permutation_map_masked(
85+
func.func @xfer_write_minor_identity_transposed_map_masked(
8886
%vec: vector<4x8xi16>,
8987
%mem: memref<2x2x8x4xi16>,
9088
%mask: vector<8x4xi1>,
@@ -102,24 +100,24 @@ func.func @xfer_write_transposing_permutation_map_masked(
102100
}
103101

104102
///----------------------------------------------------------------------------------------
105-
/// vector.transfer_write -> vector.broadcast + vector.transpose + vector.transfer_write
106103
/// [Patterns: TransferWriteNonPermutationLowering + TransferWritePermutationLowering]
104+
///
105+
/// IN: vector.transfer_write
106+
/// (neither a minor identity nor transposed minor identity map)
107+
/// OUT 1: vector.broadcast + vector.transfer_write
108+
/// (transposed minor identity)
109+
/// OUT 2: vector.transfer_write -> vector.broadcast + vector.transpose + vector.transfer_write
110+
/// (minor identity)
107111
///----------------------------------------------------------------------------------------
108-
/// Input:
109-
/// * vector.transfer_write op with a map which _is not_ a permutation of a
110-
/// minor identity
111-
/// Output:
112-
/// * vector.broadcast + vector.transpose + vector.transfer_write with a map
113-
/// which _is_ a permutation of a minor identity
114-
115-
// CHECK-LABEL: func.func @xfer_write_non_transposing_permutation_map(
112+
113+
// CHECK-LABEL: func.func @xfer_write_non_minor_identity(
116114
// CHECK-SAME: %[[MEM:.*]]: memref<?x?xf32>,
117115
// CHECK-SAME: %[[VEC:.*]]: vector<7xf32>,
118116
// CHECK-SAME: %[[IDX_1:.*]]: index, %[[IDX_2:.*]]: index) {
119117
// CHECK: %[[BC:.*]] = vector.broadcast %[[VEC]] : vector<7xf32> to vector<1x7xf32>
120118
// CHECK: %[[TR:.*]] = vector.transpose %[[BC]], [1, 0] : vector<1x7xf32> to vector<7x1xf32>
121119
// CHECK: vector.transfer_write %[[TR]], %[[MEM]]{{\[}}%[[IDX_1]], %[[IDX_2]]] {in_bounds = [false, true]} : vector<7x1xf32>, memref<?x?xf32>
122-
func.func @xfer_write_non_transposing_permutation_map(
120+
func.func @xfer_write_non_minor_identity(
123121
%mem : memref<?x?xf32>,
124122
%vec : vector<7xf32>,
125123
%idx_1 : index,
@@ -134,7 +132,7 @@ func.func @xfer_write_non_transposing_permutation_map(
134132

135133
// Even with out-of-bounds accesses, it is safe to apply this pattern
136134

137-
// CHECK-LABEL: func.func @xfer_write_non_transposing_permutation_map_with_mask_out_of_bounds(
135+
// CHECK-LABEL: func.func @xfer_write_non_minor_identity_with_mask_out_of_bounds(
138136
// CHECK-SAME: %[[MEM:.*]]: memref<?x?xf32>,
139137
// CHECK-SAME: %[[VEC:.*]]: vector<7xf32>,
140138
// CHECK-SAME: %[[IDX_1:.*]]: index, %[[IDX_2:.*]]: index,
@@ -144,7 +142,7 @@ func.func @xfer_write_non_transposing_permutation_map(
144142
// CHECK: %[[TR_MASK:.*]] = vector.transpose %[[BC_MASK]], [1, 0] : vector<1x7xi1> to vector<7x1xi1>
145143
// CHECK: %[[TR_VEC:.*]] = vector.transpose %[[BC_VEC]], [1, 0] : vector<1x7xf32> to vector<7x1xf32>
146144
// CHECK: vector.transfer_write %[[TR_VEC]], %[[MEM]]{{\[}}%[[IDX_1]], %[[IDX_2]]], %[[TR_MASK]] {in_bounds = [false, true]} : vector<7x1xf32>, memref<?x?xf32>
147-
func.func @xfer_write_non_transposing_permutation_map_with_mask_out_of_bounds(
145+
func.func @xfer_write_non_minor_identity_with_mask_out_of_bounds(
148146
%mem : memref<?x?xf32>,
149147
%vec : vector<7xf32>,
150148
%idx_1 : index,
@@ -159,7 +157,7 @@ func.func @xfer_write_non_transposing_permutation_map_with_mask_out_of_bounds(
159157
return
160158
}
161159

162-
// CHECK: func.func @permutation_with_mask_xfer_write_scalable(
160+
// CHECK-LABEL: func.func @xfer_write_non_minor_identity_with_mask_scalable(
163161
// CHECK-SAME: %[[VEC:.*]]: vector<4x[8]xi16>,
164162
// CHECK-SAME: %[[MEM:.*]]: memref<1x4x?x1xi16>,
165163
// CHECK-SAME: %[[MASK:.*]]: vector<4x[8]xi1>
@@ -168,7 +166,7 @@ func.func @xfer_write_non_transposing_permutation_map_with_mask_out_of_bounds(
168166
// CHECK: %[[TRANSPOSE_1:.*]] = vector.transpose %[[BC_2]], [1, 2, 0] : vector<1x4x[8]xi1> to vector<4x[8]x1xi1>
169167
// CHECK: %[[TRANSPOSE_2:.*]] = vector.transpose %[[BC_1]], [1, 2, 0] : vector<1x4x[8]xi16> to vector<4x[8]x1xi16>
170168
// CHECK: vector.transfer_write %[[TRANSPOSE_2]], %[[MEM]]{{.*}}, %[[TRANSPOSE_1]] {in_bounds = [true, true, true]} : vector<4x[8]x1xi16>, memref<1x4x?x1xi16>
171-
func.func @permutation_with_mask_xfer_write_scalable(
169+
func.func @xfer_write_non_minor_identity_with_mask_scalable(
172170
%vec: vector<4x[8]xi16>,
173171
%mem: memref<1x4x?x1xi16>,
174172
%mask: vector<4x[8]xi1>,
@@ -184,14 +182,14 @@ func.func @permutation_with_mask_xfer_write_scalable(
184182

185183
// Masked version is not supported
186184

187-
// CHECK-LABEL: func @masked_permutation_xfer_write_fixed_width
185+
// CHECK-LABEL: func @xfer_write_non_minor_identity_masked
188186
// CHECK-SAME: %[[DEST:.*]]: tensor<?x?xf32>,
189187
// CHECK-SAME: %[[VEC:.*]]: vector<16xf32>,
190188
// CHECK-SAME: %[[IDX:.*]]: index,
191189
// CHECK-SAME: %[[MASK:.*]]: vector<16xi1>
192190
// CHECK-NOT: vector.transpose
193191
// CHECK: vector.mask %[[MASK]] { vector.transfer_write %[[VEC]], %[[DEST]]{{.*}} vector<16xf32>, tensor<?x?xf32> } : vector<16xi1> -> tensor<?x?xf32>
194-
func.func @masked_permutation_xfer_write_fixed_width(
192+
func.func @xfer_write_non_minor_identity_masked(
195193
%dest: tensor<?x?xf32>,
196194
%vec: vector<16xf32>,
197195
%idx: index,
@@ -206,14 +204,14 @@ func.func @masked_permutation_xfer_write_fixed_width(
206204
return %res : tensor<?x?xf32>
207205
}
208206

209-
// CHECK-LABEL: func.func @masked_permutation_xfer_write_scalable(
207+
// CHECK-LABEL: func.func @xfer_write_non_minor_identity_masked_scalable
210208
// CHECK-SAME: %[[VEC:.*]]: vector<4x[8]xi16>,
211209
// CHECK-SAME: %[[DEST:.*]]: tensor<?x?x?x?xf32>,
212210
// CHECK-SAME: %[[MASK:.*]]: vector<4x[8]xi1>
213211
// CHECK-SAME: -> tensor<?x?x?x?xf32> {
214212
// CHECK-NOT: vector.transpose
215213
// CHECK: vector.mask %[[MASK]] { vector.transfer_write %[[VEC]], %[[DEST]]{{.*}} : vector<4x[8]xi16>, tensor<?x?x?x?xf32> } : vector<4x[8]xi1> -> tensor<?x?x?x?xf32>
216-
func.func @masked_permutation_xfer_write_scalable(
214+
func.func @xfer_write_non_minor_identity_masked_scalable(
217215
%vec: vector<4x[8]xi16>,
218216
%dest: tensor<?x?x?x?xf32>,
219217
%mask: vector<4x[8]xi1>,
@@ -232,13 +230,13 @@ func.func @masked_permutation_xfer_write_scalable(
232230

233231
// Masked version is not supported
234232

235-
// CHECK-LABEL: func @masked_non_permutation_xfer_write_fixed_width
233+
// CHECK-LABEL: func @xfer_write_non_minor_identity_masked_2
236234
// CHECK-SAME: %[[DEST:.*]]: tensor<?x?x?x?xf32>
237235
// CHECK-SAME: %[[VEC:.*]]: vector<14x8x16xf32>
238236
// CHECK-SAME: %[[DIM:.*]]: index, %[[IDX:.*]]: index) -> tensor<?x?x?x?xf32>
239237
// CHECK-NOT: vector.broadcast
240238
// CHECK: vector.mask %0 { vector.transfer_write %[[VEC]], %[[DEST]]{{.*}} : vector<14x8x16xf32>, tensor<?x?x?x?xf32> } : vector<14x8x16xi1> -> tensor<?x?x?x?xf32>
241-
func.func @masked_non_permutation_xfer_write_fixed_width(
239+
func.func @xfer_write_non_minor_identity_masked_2(
242240
%dest : tensor<?x?x?x?xf32>,
243241
%vec : vector<14x8x16xf32>,
244242
%dim : index,
@@ -256,15 +254,17 @@ func.func @masked_non_permutation_xfer_write_fixed_width(
256254
}
257255

258256
///----------------------------------------------------------------------------------------
259-
/// vector.transfer_read
257+
/// [Pattern: TransferOpReduceRank (for leading 0 dim) +
258+
/// TransferReadPermutationLowering (for transposed minor identity)]
259+
///
260+
/// IN: vector.transfer_read
261+
/// (_transposed_ minor identity permutation map, with 0 or more broadcast dims)
262+
/// OUT: vector.transpose + vector.transfer_write
263+
/// (minor identity permutation map with 0 or more leading broadcast dims)
260264
///----------------------------------------------------------------------------------------
261-
/// Input:
262-
/// * vector.transfer_read op with a permutation map
263-
/// Output:
264-
/// * vector.transfer_read with a permutation map composed of leading zeros followed by a minor identiy +
265-
/// vector.transpose op
265+
/// TODO: Inner broadcast dim - see also the block at the bottom of this file
266266

267-
// CHECK-LABEL: func.func @permutation_with_mask_xfer_read_fixed_width(
267+
// CHECK-LABEL: func.func @xfer_read_minor_identity_tranposed_with_mask
268268
// CHECK-SAME: %[[MEM:.*]]: memref<?x?xf32>,
269269
// CHECK-SAME: %[[DIM_1:.*]]: index, %[[DIM_2:.*]]: index, %[[IDX:.*]]: index) -> vector<8x4x2xf32> {
270270
// CHECK: %[[PASS_THROUGH:.*]] = arith.constant 0.000000e+00 : f32
@@ -273,7 +273,7 @@ func.func @masked_non_permutation_xfer_write_fixed_width(
273273
// CHECK: %[[BCAST:.*]] = vector.broadcast %[[T_READ]] : vector<2x4xf32> to vector<8x2x4xf32>
274274
// CHECK: %[[TRANSPOSE:.*]] = vector.transpose %[[BCAST]], [0, 2, 1] : vector<8x2x4xf32> to vector<8x4x2xf32>
275275
// CHECK: return %[[TRANSPOSE]] : vector<8x4x2xf32>
276-
func.func @permutation_with_mask_xfer_read_fixed_width(
276+
func.func @xfer_read_minor_identity_tranposed_with_mask(
277277
%mem: memref<?x?xf32>,
278278
%dim_1: index,
279279
%dim_2: index,
@@ -290,7 +290,7 @@ func.func @permutation_with_mask_xfer_read_fixed_width(
290290
return %res : vector<8x4x2xf32>
291291
}
292292

293-
// CHECK-LABEL: func.func @permutation_with_mask_xfer_read_scalable(
293+
// CHECK-LABEL: func.func @xfer_read_minor_identity_tranposed_with_mask_scalable(
294294
// CHECK-SAME: %[[MEM:.*]]: memref<?x?xf32>,
295295
// CHECK-SAME: %[[DIM_1:.*]]: index, %[[DIM_2:.*]]: index, %[[IDX:.*]]: index) -> vector<8x[4]x2xf32> {
296296
// CHECK: %[[PAD:.*]] = arith.constant 0.000000e+00 : f32
@@ -299,7 +299,7 @@ func.func @permutation_with_mask_xfer_read_fixed_width(
299299
// CHECK: %[[BCAST:.*]] = vector.broadcast %[[T_READ]] : vector<2x[4]xf32> to vector<8x2x[4]xf32>
300300
// CHECK: %[[TRANSPOSE:.*]] = vector.transpose %[[BCAST]], [0, 2, 1] : vector<8x2x[4]xf32> to vector<8x[4]x2xf32>
301301
// CHECK: return %[[TRANSPOSE]] : vector<8x[4]x2xf32>
302-
func.func @permutation_with_mask_xfer_read_scalable(
302+
func.func @xfer_read_minor_identity_tranposed_with_mask_scalable(
303303
%mem: memref<?x?xf32>,
304304
%dim_1: index,
305305
%dim_2: index,
@@ -318,12 +318,12 @@ func.func @permutation_with_mask_xfer_read_scalable(
318318

319319
// Masked version is not supported
320320

321-
// CHECK-LABEL: func @masked_permutation_xfer_read_fixed_width
321+
// CHECK-LABEL: func @xfer_read_minor_identity_transposed_masked(
322322
// CHECK-SAME: %[[DEST:.*]]: tensor<?x1xf32>,
323323
// CHECK-SAME: %[[MASK:.*]]: vector<4x1xi1>
324324
// CHECK-NOT: vector.transpose
325325
// CHECK: vector.mask %[[MASK]] { vector.transfer_read %[[DEST]]{{.*}}: tensor<?x1xf32>, vector<1x4x4xf32> } : vector<4x1xi1> -> vector<1x4x4xf32>
326-
func.func @masked_permutation_xfer_read_fixed_width(
326+
func.func @xfer_read_minor_identity_transposed_masked(
327327
%dest: tensor<?x1xf32>,
328328
%mask : vector<4x1xi1>,
329329
%idx: index) {
@@ -339,12 +339,12 @@ func.func @masked_permutation_xfer_read_fixed_width(
339339
return
340340
}
341341

342-
// CHECK-LABEL: func.func @masked_permutation_xfer_read_scalable(
342+
// CHECK-LABEL: func.func @xfer_read_minor_identity_transposed_masked_scalable(
343343
// CHECK-SAME: %[[DEST:.*]]: tensor<?x?xf32>,
344344
// CHECK-SAME: %[[MASK:.*]]: vector<2x[4]xi1>
345345
// CHECK-NOT: vector.transpose
346346
// CHECK: %[[T_READ:.*]] = vector.mask %[[MASK]] { vector.transfer_read %[[DEST]]{{.*}} : tensor<?x?xf32>, vector<8x[4]x2xf32> } : vector<2x[4]xi1> -> vector<8x[4]x2xf32>
347-
func.func @masked_permutation_xfer_read_scalable(
347+
func.func @xfer_read_minor_identity_transposed_masked_scalable(
348348
%dest: tensor<?x?xf32>,
349349
%mask : vector<2x[4]xi1>,
350350
%idx: index) -> vector<8x[4]x2xf32> {
@@ -361,31 +361,17 @@ func.func @masked_permutation_xfer_read_scalable(
361361
return %res : vector<8x[4]x2xf32>
362362
}
363363

364-
module attributes {transform.with_named_sequence} {
365-
transform.named_sequence @__transform_main(%module_op: !transform.any_op {transform.readonly}) {
366-
%f = transform.structured.match ops{["func.func"]} in %module_op
367-
: (!transform.any_op) -> !transform.any_op
368-
transform.apply_patterns to %f {
369-
transform.apply_patterns.vector.transfer_permutation_patterns
370-
} : !transform.any_op
371-
transform.yield
372-
}
373-
}
374-
375-
// -----
376-
377364
///----------------------------------------------------------------------------------------
378365
/// vector.transfer_read
379366
///----------------------------------------------------------------------------------------
380367
/// TODO: Review and categorize
381368

382-
// CHECK: #[[MAP:.*]] = affine_map<(d0, d1, d2, d3) -> (d1, 0, d3)>
383-
// CHECK: func.func @transfer_read_reduce_rank_scalable(
369+
// CHECK-LABEL: func.func @xfer_read_minor_identitiy_bcast_dims_scalable
384370
// CHECK-SAME: %[[MEM:.*]]: memref<?x?x?x?xf32>, %[[IDX:.*]]: index) -> vector<8x[4]x2x3xf32> {
385-
// CHECK: %[[T_READ:.*]] = vector.transfer_read %[[MEM]][%[[IDX]], %[[IDX]], %[[IDX]], %[[IDX]]]{{.*}} permutation_map = #[[MAP]]} : memref<?x?x?x?xf32>, vector<[4]x2x3xf32>
371+
// CHECK: %[[T_READ:.*]] = vector.transfer_read %[[MEM]][%[[IDX]], %[[IDX]], %[[IDX]], %[[IDX]]]{{.*}} permutation_map = #[[$MAP]]} : memref<?x?x?x?xf32>, vector<[4]x2x3xf32>
386372
// CHECK: %[[BC:.*]] = vector.broadcast %[[T_READ]] : vector<[4]x2x3xf32> to vector<8x[4]x2x3xf32>
387373
// CHECK: return %[[BC]] : vector<8x[4]x2x3xf32>
388-
func.func @transfer_read_reduce_rank_scalable(
374+
func.func @xfer_read_minor_identitiy_bcast_dims_scalable(
389375
%mem: memref<?x?x?x?xf32>, %idx: index) -> vector<8x[4]x2x3xf32> {
390376

391377
%pad = arith.constant 0.000000e+00 : f32
@@ -400,13 +386,13 @@ func.func @transfer_read_reduce_rank_scalable(
400386

401387
// Masked version is not supported
402388

403-
// CHECK-LABEL: func.func @masked_transfer_read_reduce_rank(
389+
// CHECK-LABEL: func.func @xfer_read_minor_identitiy_bcast_dims_masked
404390
// CHECK-SAME: %[[MEM:.*]]: memref<?x?x?x?xf32>,
405391
// CHECK-SAME: %[[DIM:.*]]: index,
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// CHECK-SAME: %[[IDX:.*]]: index) -> vector<8x[4]x2x3xf32> {
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// CHECK-NOT: vector.broadcast
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// CHECK: %[[MASK:.*]] = vector.mask %0 { vector.transfer_read %[[MEM]]{{.*}} : memref<?x?x?x?xf32>, vector<8x[4]x2x3xf32> } : vector<[4]x3xi1> -> vector<8x[4]x2x3xf32>
409-
func.func @masked_transfer_read_reduce_rank(
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func.func @xfer_read_minor_identitiy_bcast_dims_masked(
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%mem: memref<?x?x?x?xf32>,
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%dim: index,
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%idx: index) -> vector<8x[4]x2x3xf32> {

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