[Mlir-commits] [mlir] 2f911ad - [mlir][vector] Update tests for xfer permutation lowering (2/N) (#123237)

llvmlistbot at llvm.org llvmlistbot at llvm.org
Fri Feb 14 14:31:49 PST 2025


Author: Andrzej WarzyƄski
Date: 2025-02-14T22:31:45Z
New Revision: 2f911ad2e75da87859706e99dd4fb45a632032b7

URL: https://github.com/llvm/llvm-project/commit/2f911ad2e75da87859706e99dd4fb45a632032b7
DIFF: https://github.com/llvm/llvm-project/commit/2f911ad2e75da87859706e99dd4fb45a632032b7.diff

LOG: [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.

Added: 
    

Modified: 
    mlir/test/Dialect/Vector/vector-transfer-permutation-lowering.mlir

Removed: 
    


################################################################################
diff  --git a/mlir/test/Dialect/Vector/vector-transfer-permutation-lowering.mlir b/mlir/test/Dialect/Vector/vector-transfer-permutation-lowering.mlir
index 045d4a9cdb5dd..6705905633e0f 100644
--- a/mlir/test/Dialect/Vector/vector-transfer-permutation-lowering.mlir
+++ b/mlir/test/Dialect/Vector/vector-transfer-permutation-lowering.mlir
@@ -1,24 +1,22 @@
 // RUN: mlir-opt %s --transform-interpreter --split-input-file | FileCheck %s
 
+///  CHECK: #[[$MAP:.*]] = affine_map<(d0, d1, d2, d3) -> (d1, 0, d3)>
+
 ///----------------------------------------------------------------------------------------
-/// vector.transfer_write -> vector.transpose + vector.transfer_write
 /// [Pattern: TransferWritePermutationLowering]
+///
+/// IN: vector.transfer_write (_transposed_ minor identity permutation map)
+/// OUT: vector.transpose + vector.transfer_write (minor identity permutation map)
 ///----------------------------------------------------------------------------------------
-/// Input:
-///   * vector.transfer_write op with a permutation that under a transpose
-///     _would be_ a minor identity permutation map
-/// Output:
-///   * vector.transpose + vector.transfer_write with a permutation map which
-///     _is_ a minor identity
-
-// CHECK-LABEL:   func.func @xfer_write_transposing_permutation_map
+
+// CHECK-LABEL:   func.func @xfer_write_minor_identity_transposed
 // CHECK-SAME:      %[[VEC:.*]]: vector<4x8xi16>,
 // CHECK-SAME:      %[[MEM:.*]]: memref<2x2x8x4xi16>
 // CHECK:           %[[TR:.*]] = vector.transpose %[[VEC]], [1, 0] : vector<4x8xi16> to vector<8x4xi16>
 // CHECK:           vector.transfer_write
 // CHECK-NOT:       permutation_map
 // CHECK-SAME:      %[[TR]], %[[MEM]]{{.*}} {in_bounds = [true, true]} : vector<8x4xi16>, memref<2x2x8x4xi16>
-func.func @xfer_write_transposing_permutation_map(
+func.func @xfer_write_minor_identity_transposed(
     %vec: vector<4x8xi16>,
     %mem: memref<2x2x8x4xi16>,
     %idx: index) {
@@ -33,7 +31,7 @@ func.func @xfer_write_transposing_permutation_map(
 
 // Even with out-of-bounds accesses, it is safe to apply this pattern
 
-// CHECK-LABEL:   func.func @xfer_write_transposing_permutation_map_out_of_bounds
+// CHECK-LABEL:   func.func @xfer_write_minor_identity_transposed_out_of_bounds
 // CHECK-SAME:      %[[VEC:.*]]: vector<4x8xi16>,
 // CHECK-SAME:      %[[MEM:.*]]: memref<2x2x?x?xi16>,
 // CHECK-SAME:      %[[IDX:.*]]: index) {
@@ -44,7 +42,7 @@ func.func @xfer_write_transposing_permutation_map(
 // CHECK:           vector.transfer_write
 // CHECK-NOT:       permutation_map
 // CHECK-SAME:      %[[TR]], %[[MEM]][%[[IDX]], %[[IDX]], %[[IDX]], %[[IDX]]] : vector<8x4xi16>, memref<2x2x?x?xi16>
-func.func @xfer_write_transposing_permutation_map_out_of_bounds(
+func.func @xfer_write_minor_identity_transposed_out_of_bounds(
     %vec: vector<4x8xi16>,
     %mem: memref<2x2x?x?xi16>,
     %idx: index) {
@@ -57,7 +55,7 @@ func.func @xfer_write_transposing_permutation_map_out_of_bounds(
   return
 }
 
-// CHECK-LABEL:   func.func @xfer_write_transposing_permutation_map_with_mask_scalable
+// CHECK-LABEL:   func.func @xfer_write_minor_identity_transposed_with_mask_scalable
 // CHECK-SAME:      %[[VEC:.*]]: vector<4x[8]xi16>,
 // CHECK-SAME:      %[[MEM:.*]]: memref<2x2x?x4xi16>,
 // CHECK-SAME:      %[[MASK:.*]]: vector<[8]x4xi1>
@@ -65,7 +63,7 @@ func.func @xfer_write_transposing_permutation_map_out_of_bounds(
 // CHECK:           vector.transfer_write
 // CHECK-NOT:       permutation_map
 // CHECK-SAME:      %[[TR]], %[[MEM]]{{.*}}, %[[MASK]] {in_bounds = [true, true]} : vector<[8]x4xi16>, memref<2x2x?x4xi16>
-func.func @xfer_write_transposing_permutation_map_with_mask_scalable(
+func.func @xfer_write_minor_identity_transposed_with_mask_scalable(
     %vec: vector<4x[8]xi16>,
     %mem: memref<2x2x?x4xi16>,
     %mask: vector<[8]x4xi1>,
@@ -82,9 +80,9 @@ func.func @xfer_write_transposing_permutation_map_with_mask_scalable(
 
 // Masked version is not supported
 
-// CHECK-LABEL:   func.func @xfer_write_transposing_permutation_map_masked
+// CHECK-LABEL:   func.func @xfer_write_minor_identity_transposed_map_masked
 // CHECK-NOT: vector.transpose
-func.func @xfer_write_transposing_permutation_map_masked(
+func.func @xfer_write_minor_identity_transposed_map_masked(
     %vec: vector<4x8xi16>,
     %mem: memref<2x2x8x4xi16>,
     %mask: vector<8x4xi1>,
@@ -102,24 +100,24 @@ func.func @xfer_write_transposing_permutation_map_masked(
 }
 
 ///----------------------------------------------------------------------------------------
-/// vector.transfer_write -> vector.broadcast + vector.transpose + vector.transfer_write
 /// [Patterns: TransferWriteNonPermutationLowering + TransferWritePermutationLowering]
+///
+/// IN: vector.transfer_write
+///         (neither a minor identity nor transposed minor identity map)
+/// OUT 1: vector.broadcast + vector.transfer_write
+///         (transposed minor identity)
+/// OUT 2: vector.transfer_write -> vector.broadcast + vector.transpose + vector.transfer_write
+///         (minor identity)
 ///----------------------------------------------------------------------------------------
-/// Input:
-///   * vector.transfer_write op with a map which _is not_ a permutation of a
-///     minor identity
-/// Output:
-///   * vector.broadcast + vector.transpose + vector.transfer_write with a map
-///     which _is_ a permutation of a minor identity
-
-// CHECK-LABEL:   func.func @xfer_write_non_transposing_permutation_map(
+
+// CHECK-LABEL:   func.func @xfer_write_non_minor_identity(
 // CHECK-SAME:      %[[MEM:.*]]: memref<?x?xf32>,
 // CHECK-SAME:      %[[VEC:.*]]: vector<7xf32>,
 // CHECK-SAME:      %[[IDX_1:.*]]: index, %[[IDX_2:.*]]: index) {
 // CHECK:           %[[BC:.*]] = vector.broadcast %[[VEC]] : vector<7xf32> to vector<1x7xf32>
 // CHECK:           %[[TR:.*]] = vector.transpose %[[BC]], [1, 0] : vector<1x7xf32> to vector<7x1xf32>
 // CHECK:           vector.transfer_write %[[TR]], %[[MEM]]{{\[}}%[[IDX_1]], %[[IDX_2]]] {in_bounds = [false, true]} : vector<7x1xf32>, memref<?x?xf32>
-func.func @xfer_write_non_transposing_permutation_map(
+func.func @xfer_write_non_minor_identity(
     %mem : memref<?x?xf32>,
     %vec : vector<7xf32>,
     %idx_1 : index,
@@ -134,7 +132,7 @@ func.func @xfer_write_non_transposing_permutation_map(
 
 // Even with out-of-bounds accesses, it is safe to apply this pattern
 
-// CHECK-LABEL:   func.func @xfer_write_non_transposing_permutation_map_with_mask_out_of_bounds(
+// CHECK-LABEL:   func.func @xfer_write_non_minor_identity_with_mask_out_of_bounds(
 // CHECK-SAME:      %[[MEM:.*]]: memref<?x?xf32>,
 // CHECK-SAME:      %[[VEC:.*]]: vector<7xf32>,
 // CHECK-SAME:      %[[IDX_1:.*]]: index, %[[IDX_2:.*]]: index,
@@ -144,7 +142,7 @@ func.func @xfer_write_non_transposing_permutation_map(
 // CHECK:           %[[TR_MASK:.*]] = vector.transpose %[[BC_MASK]], [1, 0] : vector<1x7xi1> to vector<7x1xi1>
 // CHECK:           %[[TR_VEC:.*]] = vector.transpose %[[BC_VEC]], [1, 0] : vector<1x7xf32> to vector<7x1xf32>
 // CHECK:           vector.transfer_write %[[TR_VEC]], %[[MEM]]{{\[}}%[[IDX_1]], %[[IDX_2]]], %[[TR_MASK]] {in_bounds = [false, true]} : vector<7x1xf32>, memref<?x?xf32>
-func.func @xfer_write_non_transposing_permutation_map_with_mask_out_of_bounds(
+func.func @xfer_write_non_minor_identity_with_mask_out_of_bounds(
     %mem : memref<?x?xf32>,
     %vec : vector<7xf32>,
     %idx_1 : index,
@@ -159,7 +157,7 @@ func.func @xfer_write_non_transposing_permutation_map_with_mask_out_of_bounds(
   return
 }
 
-// CHECK:           func.func @permutation_with_mask_xfer_write_scalable(
+// CHECK-LABEL:     func.func @xfer_write_non_minor_identity_with_mask_scalable(
 // CHECK-SAME:        %[[VEC:.*]]: vector<4x[8]xi16>,
 // CHECK-SAME:        %[[MEM:.*]]: memref<1x4x?x1xi16>,
 // CHECK-SAME:        %[[MASK:.*]]: vector<4x[8]xi1>
@@ -168,7 +166,7 @@ func.func @xfer_write_non_transposing_permutation_map_with_mask_out_of_bounds(
 // CHECK:             %[[TRANSPOSE_1:.*]] =  vector.transpose %[[BC_2]], [1, 2, 0] : vector<1x4x[8]xi1> to vector<4x[8]x1xi1>
 // CHECK:             %[[TRANSPOSE_2:.*]] =  vector.transpose %[[BC_1]], [1, 2, 0] : vector<1x4x[8]xi16> to vector<4x[8]x1xi16>
 // CHECK:             vector.transfer_write %[[TRANSPOSE_2]], %[[MEM]]{{.*}}, %[[TRANSPOSE_1]] {in_bounds = [true, true, true]} : vector<4x[8]x1xi16>, memref<1x4x?x1xi16>
-func.func @permutation_with_mask_xfer_write_scalable(
+func.func @xfer_write_non_minor_identity_with_mask_scalable(
     %vec: vector<4x[8]xi16>,
     %mem: memref<1x4x?x1xi16>,
     %mask: vector<4x[8]xi1>,
@@ -184,14 +182,14 @@ func.func @permutation_with_mask_xfer_write_scalable(
 
 // Masked version is not supported
 
-// CHECK-LABEL: func @masked_permutation_xfer_write_fixed_width
+// CHECK-LABEL: func @xfer_write_non_minor_identity_masked
 //  CHECK-SAME:   %[[DEST:.*]]: tensor<?x?xf32>,
 //  CHECK-SAME:   %[[VEC:.*]]: vector<16xf32>,
 //  CHECK-SAME:   %[[IDX:.*]]: index,
 //  CHECK-SAME:   %[[MASK:.*]]: vector<16xi1>
 //   CHECK-NOT:   vector.transpose
 //       CHECK:   vector.mask %[[MASK]] { vector.transfer_write %[[VEC]], %[[DEST]]{{.*}} vector<16xf32>, tensor<?x?xf32> } : vector<16xi1> -> tensor<?x?xf32>
-func.func @masked_permutation_xfer_write_fixed_width(
+func.func @xfer_write_non_minor_identity_masked(
     %dest: tensor<?x?xf32>,
     %vec: vector<16xf32>,
     %idx: index,
@@ -206,14 +204,14 @@ func.func @masked_permutation_xfer_write_fixed_width(
   return %res : tensor<?x?xf32>
 }
 
-// CHECK-LABEL: func.func @masked_permutation_xfer_write_scalable(
+// CHECK-LABEL: func.func @xfer_write_non_minor_identity_masked_scalable
 //  CHECK-SAME:   %[[VEC:.*]]: vector<4x[8]xi16>,
 //  CHECK-SAME:   %[[DEST:.*]]: tensor<?x?x?x?xf32>,
 //  CHECK-SAME:   %[[MASK:.*]]: vector<4x[8]xi1>
 //  CHECK-SAME:   -> tensor<?x?x?x?xf32> {
 //   CHECK-NOT:   vector.transpose
 //       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>
-func.func @masked_permutation_xfer_write_scalable(
+func.func @xfer_write_non_minor_identity_masked_scalable(
     %vec: vector<4x[8]xi16>,
     %dest: tensor<?x?x?x?xf32>,
     %mask:  vector<4x[8]xi1>,
@@ -232,13 +230,13 @@ func.func @masked_permutation_xfer_write_scalable(
 
 // Masked version is not supported
 
-// CHECK-LABEL: func @masked_non_permutation_xfer_write_fixed_width
+// CHECK-LABEL: func @xfer_write_non_minor_identity_masked_2
 //  CHECK-SAME:   %[[DEST:.*]]: tensor<?x?x?x?xf32>
 //  CHECK-SAME:   %[[VEC:.*]]: vector<14x8x16xf32>
 //  CHECK-SAME:   %[[DIM:.*]]: index, %[[IDX:.*]]: index) -> tensor<?x?x?x?xf32>
 //   CHECK-NOT:   vector.broadcast
 //       CHECK:   vector.mask %0 { vector.transfer_write %[[VEC]], %[[DEST]]{{.*}} : vector<14x8x16xf32>, tensor<?x?x?x?xf32> } : vector<14x8x16xi1> -> tensor<?x?x?x?xf32>
-func.func @masked_non_permutation_xfer_write_fixed_width(
+func.func @xfer_write_non_minor_identity_masked_2(
     %dest : tensor<?x?x?x?xf32>,
     %vec : vector<14x8x16xf32>,
     %dim : index,
@@ -256,15 +254,17 @@ func.func @masked_non_permutation_xfer_write_fixed_width(
 }
 
 ///----------------------------------------------------------------------------------------
-/// vector.transfer_read
+/// [Pattern: TransferOpReduceRank (for leading 0 dim) + 
+///           TransferReadPermutationLowering (for transposed minor identity)]
+///
+/// IN: vector.transfer_read
+///     (_transposed_ minor identity permutation map, with 0 or more broadcast dims)
+/// OUT: vector.transpose + vector.transfer_write
+///     (minor identity permutation map with 0 or more leading broadcast dims)
 ///----------------------------------------------------------------------------------------
-/// Input:
-///   * vector.transfer_read op with a permutation map
-/// Output:
-///   * vector.transfer_read with a permutation map composed of leading zeros followed by a minor identiy +
-///     vector.transpose op
+/// TODO: Inner broadcast dim - see also the block at the bottom of this file
 
-// CHECK-LABEL:   func.func @permutation_with_mask_xfer_read_fixed_width(
+// CHECK-LABEL:   func.func @xfer_read_minor_identity_tranposed_with_mask
 // CHECK-SAME:      %[[MEM:.*]]: memref<?x?xf32>,
 // CHECK-SAME:      %[[DIM_1:.*]]: index, %[[DIM_2:.*]]: index, %[[IDX:.*]]: index) -> vector<8x4x2xf32> {
 // CHECK:           %[[PASS_THROUGH:.*]] = arith.constant 0.000000e+00 : f32
@@ -273,7 +273,7 @@ func.func @masked_non_permutation_xfer_write_fixed_width(
 // CHECK:           %[[BCAST:.*]] = vector.broadcast %[[T_READ]] : vector<2x4xf32> to vector<8x2x4xf32>
 // CHECK:           %[[TRANSPOSE:.*]] = vector.transpose %[[BCAST]], [0, 2, 1] : vector<8x2x4xf32> to vector<8x4x2xf32>
 // CHECK:           return %[[TRANSPOSE]] : vector<8x4x2xf32>
-func.func @permutation_with_mask_xfer_read_fixed_width(
+func.func @xfer_read_minor_identity_tranposed_with_mask(
     %mem: memref<?x?xf32>,
     %dim_1: index,
     %dim_2: index,
@@ -290,7 +290,7 @@ func.func @permutation_with_mask_xfer_read_fixed_width(
   return %res : vector<8x4x2xf32>
 }
 
-// CHECK-LABEL:   func.func @permutation_with_mask_xfer_read_scalable(
+// CHECK-LABEL:   func.func @xfer_read_minor_identity_tranposed_with_mask_scalable(
 // CHECK-SAME:      %[[MEM:.*]]: memref<?x?xf32>,
 // CHECK-SAME:      %[[DIM_1:.*]]: index, %[[DIM_2:.*]]: index, %[[IDX:.*]]: index) -> vector<8x[4]x2xf32> {
 // CHECK:           %[[PAD:.*]] = arith.constant 0.000000e+00 : f32
@@ -299,7 +299,7 @@ func.func @permutation_with_mask_xfer_read_fixed_width(
 // CHECK:           %[[BCAST:.*]] = vector.broadcast %[[T_READ]] : vector<2x[4]xf32> to vector<8x2x[4]xf32>
 // CHECK:           %[[TRANSPOSE:.*]] = vector.transpose %[[BCAST]], [0, 2, 1] : vector<8x2x[4]xf32> to vector<8x[4]x2xf32>
 // CHECK:           return %[[TRANSPOSE]] : vector<8x[4]x2xf32>
-func.func @permutation_with_mask_xfer_read_scalable(
+func.func @xfer_read_minor_identity_tranposed_with_mask_scalable(
     %mem: memref<?x?xf32>,
     %dim_1: index,
     %dim_2: index,
@@ -318,12 +318,12 @@ func.func @permutation_with_mask_xfer_read_scalable(
 
 // Masked version is not supported
 
-// CHECK-LABEL: func @masked_permutation_xfer_read_fixed_width
+// CHECK-LABEL: func @xfer_read_minor_identity_transposed_masked(
 //  CHECK-SAME:   %[[DEST:.*]]: tensor<?x1xf32>,
 //  CHECK-SAME:   %[[MASK:.*]]: vector<4x1xi1>
 //   CHECK-NOT:   vector.transpose
 //       CHECK:   vector.mask %[[MASK]] { vector.transfer_read %[[DEST]]{{.*}}: tensor<?x1xf32>, vector<1x4x4xf32> } : vector<4x1xi1> -> vector<1x4x4xf32>
-func.func @masked_permutation_xfer_read_fixed_width(
+func.func @xfer_read_minor_identity_transposed_masked(
     %dest: tensor<?x1xf32>,
     %mask : vector<4x1xi1>,
     %idx: index) {
@@ -339,12 +339,12 @@ func.func @masked_permutation_xfer_read_fixed_width(
   return
 }
 
-// CHECK-LABEL:  func.func @masked_permutation_xfer_read_scalable(
+// CHECK-LABEL:  func.func @xfer_read_minor_identity_transposed_masked_scalable(
 //  CHECK-SAME:    %[[DEST:.*]]: tensor<?x?xf32>,
 //  CHECK-SAME:    %[[MASK:.*]]: vector<2x[4]xi1>
 //   CHECK-NOT:    vector.transpose
 //       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>
-func.func @masked_permutation_xfer_read_scalable(
+func.func @xfer_read_minor_identity_transposed_masked_scalable(
   %dest: tensor<?x?xf32>,
   %mask : vector<2x[4]xi1>,
   %idx: index) -> vector<8x[4]x2xf32> {
@@ -361,31 +361,17 @@ func.func @masked_permutation_xfer_read_scalable(
   return %res : vector<8x[4]x2xf32>
 }
 
-module attributes {transform.with_named_sequence} {
-  transform.named_sequence @__transform_main(%module_op: !transform.any_op {transform.readonly}) {
-    %f = transform.structured.match ops{["func.func"]} in %module_op
-      : (!transform.any_op) -> !transform.any_op
-    transform.apply_patterns to %f {
-      transform.apply_patterns.vector.transfer_permutation_patterns
-    } : !transform.any_op
-    transform.yield
-  }
-}
-
-// -----
-
 ///----------------------------------------------------------------------------------------
 /// vector.transfer_read
 ///----------------------------------------------------------------------------------------
 /// TODO: Review and categorize
 
-//       CHECK:   #[[MAP:.*]] = affine_map<(d0, d1, d2, d3) -> (d1, 0, d3)>
-//       CHECK:   func.func @transfer_read_reduce_rank_scalable(
+// CHECK-LABEL:   func.func @xfer_read_minor_identitiy_bcast_dims_scalable
 //  CHECK-SAME:     %[[MEM:.*]]: memref<?x?x?x?xf32>, %[[IDX:.*]]: index) -> vector<8x[4]x2x3xf32> {
-//       CHECK:     %[[T_READ:.*]] = vector.transfer_read %[[MEM]][%[[IDX]], %[[IDX]], %[[IDX]], %[[IDX]]]{{.*}} permutation_map = #[[MAP]]} : memref<?x?x?x?xf32>, vector<[4]x2x3xf32>
+//       CHECK:     %[[T_READ:.*]] = vector.transfer_read %[[MEM]][%[[IDX]], %[[IDX]], %[[IDX]], %[[IDX]]]{{.*}} permutation_map = #[[$MAP]]} : memref<?x?x?x?xf32>, vector<[4]x2x3xf32>
 //       CHECK:     %[[BC:.*]] = vector.broadcast %[[T_READ]] : vector<[4]x2x3xf32> to vector<8x[4]x2x3xf32>
 //       CHECK:     return %[[BC]] : vector<8x[4]x2x3xf32>
-func.func @transfer_read_reduce_rank_scalable(
+func.func @xfer_read_minor_identitiy_bcast_dims_scalable(
     %mem: memref<?x?x?x?xf32>, %idx: index) -> vector<8x[4]x2x3xf32> {
 
   %pad = arith.constant 0.000000e+00 : f32
@@ -400,13 +386,13 @@ func.func @transfer_read_reduce_rank_scalable(
 
 // Masked version is not supported
 
-// CHECK-LABEL:   func.func @masked_transfer_read_reduce_rank(
+// CHECK-LABEL:   func.func @xfer_read_minor_identitiy_bcast_dims_masked
 //  CHECK-SAME:     %[[MEM:.*]]: memref<?x?x?x?xf32>,
 //  CHECK-SAME:     %[[DIM:.*]]: index,
 //  CHECK-SAME:     %[[IDX:.*]]: index) -> vector<8x[4]x2x3xf32> {
 //   CHECK-NOT:     vector.broadcast
 //       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>
-func.func @masked_transfer_read_reduce_rank(
+func.func @xfer_read_minor_identitiy_bcast_dims_masked(
     %mem: memref<?x?x?x?xf32>,
     %dim: index,
     %idx: index) -> vector<8x[4]x2x3xf32> {


        


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