[Mlir-commits] [mlir] [mlir][vector] Update tests for xfer-flatten (nfc) (PR #101471)

Andrzej WarzyƄski llvmlistbot at llvm.org
Thu Aug 1 03:41:30 PDT 2024


https://github.com/banach-space created https://github.com/llvm/llvm-project/pull/101471

Updates formatting and variable names in:
  * vector-transfer-flatten.mlir

This is primarily to improve consistency, both within this particular
test file as well as across tests.

Overview of changes:
  * All memref input arguments are re-named as `%mem`.
  * All vector input arguments are re-named as `%vec`.
  * All tensor input arguments are re-named as `%dest`.
  * LIT variables are update to be consistent with input arguments.
  * Renamed all output arguments as `%res`.
  * Updated indentation to be more C-like.

Note, similar changes for vector-transfer-permutation-lowering.mlir were
implemented in #101468.


>From 13926546bb8275927721519daa7efcb046f80139 Mon Sep 17 00:00:00 2001
From: Andrzej Warzynski <andrzej.warzynski at arm.com>
Date: Thu, 1 Aug 2024 11:38:27 +0100
Subject: [PATCH] [mlir][vector] Update tests for xfer-flatten (nfc)

Updates formatting and variable names in:
  * vector-transfer-flatten.mlir

This is primarily to improve consistency, both within this particular
test file as well as across tests.

Overview of changes:
  * All memref input arguments are re-named as `%mem`.
  * All vector input arguments are re-named as `%vec`.
  * All tensor input arguments are re-named as `%dest`.
  * LIT variables are update to be consistent with input arguments.
  * Renamed all output arguments as `%res`.
  * Updated indentation to be more C-like.

Note, similar changes for vector-transfer-permutation-lowering.mlir were
implemented in #101468.
---
 .../Vector/vector-transfer-flatten.mlir       | 226 +++++++++---------
 1 file changed, 115 insertions(+), 111 deletions(-)

diff --git a/mlir/test/Dialect/Vector/vector-transfer-flatten.mlir b/mlir/test/Dialect/Vector/vector-transfer-flatten.mlir
index 621baef82319f..46155b0d044fc 100644
--- a/mlir/test/Dialect/Vector/vector-transfer-flatten.mlir
+++ b/mlir/test/Dialect/Vector/vector-transfer-flatten.mlir
@@ -7,18 +7,18 @@
 ///----------------------------------------------------------------------------------------
 
 func.func @transfer_read_dims_match_contiguous(
-    %arg : memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>) -> vector<5x4x3x2xi8> {
+    %mem : memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>) -> vector<5x4x3x2xi8> {
 
   %c0 = arith.constant 0 : index
   %cst = arith.constant 0 : i8
-  %v = vector.transfer_read %arg[%c0, %c0, %c0, %c0], %cst :
+  %res = vector.transfer_read %mem[%c0, %c0, %c0, %c0], %cst :
     memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>, vector<5x4x3x2xi8>
-  return %v : vector<5x4x3x2xi8>
+  return %res : vector<5x4x3x2xi8>
 }
 
 // CHECK-LABEL: func @transfer_read_dims_match_contiguous
-// CHECK-SAME:    %[[ARG:[0-9a-zA-Z]+]]: memref<5x4x3x2xi8
-// CHECK:         %[[COLLAPSED:.+]] = memref.collapse_shape %[[ARG]] {{.}}[0, 1, 2, 3]
+// CHECK-SAME:    %[[MEM:[0-9a-zA-Z]+]]: memref<5x4x3x2xi8
+// CHECK:         %[[COLLAPSED:.+]] = memref.collapse_shape %[[MEM]] {{.}}[0, 1, 2, 3]
 // CHECK:         %[[READ1D:.+]] = vector.transfer_read %[[COLLAPSED]]
 // CHECK:         %[[VEC2D:.+]] = vector.shape_cast %[[READ1D]] : vector<120xi8> to vector<5x4x3x2xi8>
 // CHECK:         return %[[VEC2D]]
@@ -29,18 +29,18 @@ func.func @transfer_read_dims_match_contiguous(
 // -----
 
 func.func @transfer_read_dims_match_contiguous_empty_stride(
-    %arg : memref<5x4x3x2xi8>) -> vector<5x4x3x2xi8> {
+    %mem : memref<5x4x3x2xi8>) -> vector<5x4x3x2xi8> {
 
   %c0 = arith.constant 0 : index
   %cst = arith.constant 0 : i8
-  %v = vector.transfer_read %arg[%c0, %c0, %c0, %c0], %cst :
+  %res = vector.transfer_read %mem[%c0, %c0, %c0, %c0], %cst :
     memref<5x4x3x2xi8>, vector<5x4x3x2xi8>
-  return %v : vector<5x4x3x2xi8>
+  return %res : vector<5x4x3x2xi8>
 }
 
 // CHECK-LABEL: func @transfer_read_dims_match_contiguous_empty_stride(
-// CHECK-SAME:    %[[ARG:[0-9a-zA-Z]+]]: memref<5x4x3x2xi8
-// CHECK:         %[[COLLAPSED:.+]] = memref.collapse_shape %[[ARG]] {{.}}[0, 1, 2, 3]
+// CHECK-SAME:    %[[MEM:[0-9a-zA-Z]+]]: memref<5x4x3x2xi8
+// CHECK:         %[[COLLAPSED:.+]] = memref.collapse_shape %[[MEM]] {{.}}[0, 1, 2, 3]
 // CHECK:         %[[READ1D:.+]] = vector.transfer_read %[[COLLAPSED]]
 // CHECK:         %[[VEC2D:.+]] = vector.shape_cast %[[READ1D]] : vector<120xi8> to vector<5x4x3x2xi8>
 // CHECK:         return %[[VEC2D]]
@@ -54,20 +54,20 @@ func.func @transfer_read_dims_match_contiguous_empty_stride(
 // contiguous subset of the memref, so "flattenable".
 
 func.func @transfer_read_dims_mismatch_contiguous(
-    %arg : memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>) -> vector<1x1x2x2xi8> {
+    %mem : memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>) -> vector<1x1x2x2xi8> {
 
   %c0 = arith.constant 0 : index
   %cst = arith.constant 0 : i8
-  %v = vector.transfer_read %arg[%c0, %c0, %c0, %c0], %cst :
+  %res = vector.transfer_read %mem[%c0, %c0, %c0, %c0], %cst :
     memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>, vector<1x1x2x2xi8>
-  return %v : vector<1x1x2x2xi8>
+  return %res : vector<1x1x2x2xi8>
 }
 
 // CHECK-LABEL:   func.func @transfer_read_dims_mismatch_contiguous(
-// CHECK-SAME:      %[[VAL_0:.*]]: memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>) -> vector<1x1x2x2xi8> {
+// CHECK-SAME:      %[[MEM:.*]]: memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>) -> vector<1x1x2x2xi8> {
 // CHECK:           %[[VAL_1:.*]] = arith.constant 0 : i8
 // CHECK:           %[[VAL_2:.*]] = arith.constant 0 : index
-// CHECK:           %[[VAL_3:.*]] = memref.collapse_shape %[[VAL_0]] {{\[\[}}0, 1, 2, 3]] : memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>> into memref<120xi8, strided<[1], offset: ?>>
+// CHECK:           %[[VAL_3:.*]] = memref.collapse_shape %[[MEM]] {{\[\[}}0, 1, 2, 3]] : memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>> into memref<120xi8, strided<[1], offset: ?>>
 // CHECK:           %[[VAL_4:.*]] = vector.transfer_read %[[VAL_3]]{{\[}}%[[VAL_2]]], %[[VAL_1]] {in_bounds = [true]} : memref<120xi8, strided<[1], offset: ?>>, vector<4xi8>
 // CHECK:           %[[VAL_5:.*]] = vector.shape_cast %[[VAL_4]] : vector<4xi8> to vector<1x1x2x2xi8>
 // CHECK:           return %[[VAL_5]] : vector<1x1x2x2xi8>
@@ -80,23 +80,24 @@ func.func @transfer_read_dims_mismatch_contiguous(
 func.func @transfer_read_dims_mismatch_non_zero_indices(
     %idx_1: index,
     %idx_2: index,
-    %arg: memref<1x43x4x6xi32>) -> vector<1x2x6xi32>{
+    %mem: memref<1x43x4x6xi32>) -> vector<1x2x6xi32>{
 
   %c0 = arith.constant 0 : index
   %c0_i32 = arith.constant 0 : i32
-  %v = vector.transfer_read %arg[%c0, %idx_1, %idx_2, %c0], %c0_i32 {in_bounds = [true, true, true]} :
-    memref<1x43x4x6xi32>, vector<1x2x6xi32>
-  return %v : vector<1x2x6xi32>
+  %res = vector.transfer_read %mem[%c0, %idx_1, %idx_2, %c0], %c0_i32 {
+    in_bounds = [true, true, true]
+  } : memref<1x43x4x6xi32>, vector<1x2x6xi32>
+  return %res : vector<1x2x6xi32>
 }
 
 // CHECK: #[[$ATTR_0:.+]] = affine_map<()[s0, s1] -> (s0 * 24 + s1 * 6)>
 
 // CHECK-LABEL:   func.func @transfer_read_dims_mismatch_non_zero_indices(
 // CHECK-SAME:      %[[IDX_1:.*]]: index, %[[IDX_2:.*]]: index,
-// CHECK-SAME:      %[[M_IN:.*]]: memref<1x43x4x6xi32>
+// CHECK-SAME:      %[[MEM:.*]]: memref<1x43x4x6xi32>
 // CHECK:           %[[C_0:.*]] = arith.constant 0 : i32
 // CHECK:           %[[C_0_IDX:.*]] = arith.constant 0 : index
-// CHECK:           %[[COLLAPSED_IN:.*]] = memref.collapse_shape %[[M_IN]] {{\[}}[0], [1, 2, 3]] : memref<1x43x4x6xi32> into memref<1x1032xi32>
+// CHECK:           %[[COLLAPSED_IN:.*]] = memref.collapse_shape %[[MEM]] {{\[}}[0], [1, 2, 3]] : memref<1x43x4x6xi32> into memref<1x1032xi32>
 // CHECK:           %[[COLLAPSED_IDX:.*]] = affine.apply #[[$ATTR_0]]()[%[[IDX_1]], %[[IDX_2]]]
 // CHECK:           %[[READ:.*]] = vector.transfer_read %[[COLLAPSED_IN]][%[[C_0_IDX]], %[[COLLAPSED_IDX]]], %[[C_0]] {in_bounds = [true]} : memref<1x1032xi32>, vector<12xi32>
 
@@ -109,15 +110,16 @@ func.func @transfer_read_dims_mismatch_non_zero_indices(
 // the output vector is to be read _is_ contiguous. Hence the flattening works fine.
 
 func.func @transfer_read_dims_mismatch_non_contiguous_non_zero_indices(
-    %arg : memref<1x3x3x2xf32, strided<[40, 10, 2, 1], offset: ?>>,
+    %mem : memref<1x3x3x2xf32, strided<[40, 10, 2, 1], offset: ?>>,
     %idx_1 : index,
     %idx_2 : index) -> vector<2x2xf32> {
 
   %c0 = arith.constant 0 : index
   %cst_1 = arith.constant 0.000000e+00 : f32
-  %8 = vector.transfer_read %arg[%c0, %idx_1, %idx_2, %c0], %cst_1 {in_bounds = [true, true]} :
-    memref<1x3x3x2xf32, strided<[40, 10, 2, 1], offset: ?>>, vector<2x2xf32>
-  return %8 : vector<2x2xf32>
+  %res = vector.transfer_read %mem[%c0, %idx_1, %idx_2, %c0], %cst_1 {
+    in_bounds = [true, true]
+  } : memref<1x3x3x2xf32, strided<[40, 10, 2, 1], offset: ?>>, vector<2x2xf32>
+  return %res : vector<2x2xf32>
 }
 
 // CHECK: #[[$MAP:.+]] = affine_map<()[s0] -> (s0 * 2)>
@@ -136,22 +138,23 @@ func.func @transfer_read_dims_mismatch_non_contiguous_non_zero_indices(
 // or not. Indeed, those dynamic shapes are not candidates for flattening anyway.
 
 func.func @transfer_read_leading_dynamic_dims(
-    %arg : memref<?x?x8x4xi8, strided<[?, 32, 4, 1], offset: ?>>,
+    %mem : memref<?x?x8x4xi8, strided<[?, 32, 4, 1], offset: ?>>,
     %idx_1 : index,
     %idx_2 : index) -> vector<8x4xi8> {
 
   %c0_i8 = arith.constant 0 : i8
   %c0 = arith.constant 0 : index
-  %result = vector.transfer_read %arg[%idx_1, %idx_2, %c0, %c0], %c0_i8 {in_bounds = [true, true]} :
-    memref<?x?x8x4xi8, strided<[?, 32, 4, 1], offset: ?>>, vector<8x4xi8>
-  return %result : vector<8x4xi8>
+  %res = vector.transfer_read %mem[%idx_1, %idx_2, %c0, %c0], %c0_i8 {
+    in_bounds = [true, true]
+  } : memref<?x?x8x4xi8, strided<[?, 32, 4, 1], offset: ?>>, vector<8x4xi8>
+  return %res : vector<8x4xi8>
 }
 
 // CHECK-LABEL: func @transfer_read_leading_dynamic_dims
-// CHECK-SAME:    %[[ARG0:.+]]: memref<?x?x8x4xi8, {{.+}}>, %[[ARG1:.+]]: index, %[[ARG2:.+]]: index
+// CHECK-SAME:    %[[MEM:.+]]: memref<?x?x8x4xi8, {{.+}}>, %[[ARG1:.+]]: index, %[[ARG2:.+]]: index
 // CHECK:         %[[C0_I8:.+]] = arith.constant 0 : i8
 // CHECK:         %[[C0:.+]] = arith.constant 0 : index
-// CHECK:         %[[COLLAPSED:.+]] = memref.collapse_shape %[[ARG0]] {{\[}}[0], [1], [2, 3]{{\]}}
+// CHECK:         %[[COLLAPSED:.+]] = memref.collapse_shape %[[MEM]] {{\[}}[0], [1], [2, 3]{{\]}}
 // CHECK-SAME:      : memref<?x?x8x4xi8, {{.+}}> into memref<?x?x32xi8, {{.+}}>
 // CHECK:         %[[VEC1D:.+]] = vector.transfer_read %[[COLLAPSED]]
 // CHECK-SAME:    [%[[ARG1]], %[[ARG2]], %[[C0]]], %[[C0_I8]]
@@ -170,12 +173,13 @@ func.func @transfer_read_leading_dynamic_dims(
 func.func @negative_transfer_read_dynamic_dim_to_flatten(
     %idx_1: index,
     %idx_2: index,
-    %m_in: memref<1x?x4x6xi32>) -> vector<1x2x6xi32> {
+    %mem: memref<1x?x4x6xi32>) -> vector<1x2x6xi32> {
 
   %c0 = arith.constant 0 : index
   %c0_i32 = arith.constant 0 : i32
-  %v = vector.transfer_read %m_in[%c0, %idx_1, %idx_2, %c0], %c0_i32 {in_bounds = [true, true, true]} :
-    memref<1x?x4x6xi32>, vector<1x2x6xi32>
+  %v = vector.transfer_read %mem[%c0, %idx_1, %idx_2, %c0], %c0_i32 {
+    in_bounds = [true, true, true]
+  } : memref<1x?x4x6xi32>, vector<1x2x6xi32>
   return %v : vector<1x2x6xi32>
 }
 
@@ -192,11 +196,11 @@ func.func @negative_transfer_read_dynamic_dim_to_flatten(
 // memref.
 
 func.func @transfer_read_dims_mismatch_non_contiguous_slice(
-    %arg : memref<5x4x3x2xi8>) -> vector<2x1x2x2xi8> {
+    %mem : memref<5x4x3x2xi8>) -> vector<2x1x2x2xi8> {
 
   %c0 = arith.constant 0 : index
   %cst = arith.constant 0 : i8
-  %v = vector.transfer_read %arg[%c0, %c0, %c0, %c0], %cst :
+  %v = vector.transfer_read %mem[%c0, %c0, %c0, %c0], %cst :
     memref<5x4x3x2xi8>, vector<2x1x2x2xi8>
   return %v : vector<2x1x2x2xi8>
 }
@@ -211,10 +215,10 @@ func.func @transfer_read_dims_mismatch_non_contiguous_slice(
 // -----
 
 func.func @transfer_read_0d(
-    %arg : memref<i8>) -> vector<i8> {
+    %mem : memref<i8>) -> vector<i8> {
 
   %cst = arith.constant 0 : i8
-  %0 = vector.transfer_read %arg[], %cst : memref<i8>, vector<i8>
+  %0 = vector.transfer_read %mem[], %cst : memref<i8>, vector<i8>
   return %0 : vector<i8>
 }
 
@@ -231,11 +235,11 @@ func.func @transfer_read_0d(
 // Strides make the input memref non-contiguous, hence non-flattenable.
 
 func.func @transfer_read_non_contiguous_src(
-    %arg : memref<5x4x3x2xi8, strided<[24, 8, 2, 1], offset: ?>>) -> vector<5x4x3x2xi8> {
+    %mem : memref<5x4x3x2xi8, strided<[24, 8, 2, 1], offset: ?>>) -> vector<5x4x3x2xi8> {
 
   %c0 = arith.constant 0 : index
   %cst = arith.constant 0 : i8
-  %v = vector.transfer_read %arg[%c0, %c0, %c0, %c0], %cst :
+  %v = vector.transfer_read %mem[%c0, %c0, %c0, %c0], %cst :
     memref<5x4x3x2xi8, strided<[24, 8, 2, 1], offset: ?>>, vector<5x4x3x2xi8>
   return %v : vector<5x4x3x2xi8>
 }
@@ -256,19 +260,19 @@ func.func @transfer_read_non_contiguous_src(
 ///----------------------------------------------------------------------------------------
 
 func.func @transfer_write_dims_match_contiguous(
-    %arg : memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>,
+    %mem : memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>,
     %vec : vector<5x4x3x2xi8>) {
 
   %c0 = arith.constant 0 : index
-  vector.transfer_write %vec, %arg [%c0, %c0, %c0, %c0] :
+  vector.transfer_write %vec, %mem [%c0, %c0, %c0, %c0] :
     vector<5x4x3x2xi8>, memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>
   return
 }
 
 // CHECK-LABEL: func @transfer_write_dims_match_contiguous(
-// CHECK-SAME:    %[[ARG:[0-9a-zA-Z]+]]: memref<5x4x3x2xi8
+// CHECK-SAME:    %[[MEM:[0-9a-zA-Z]+]]: memref<5x4x3x2xi8
 // CHECK-SAME:    %[[VEC:[0-9a-zA-Z]+]]: vector<5x4x3x2xi8>
-// CHECK-DAG:     %[[COLLAPSED:.+]] = memref.collapse_shape %[[ARG]] {{.}}[0, 1, 2, 3]{{.}} : memref<5x4x3x2xi8, {{.+}}> into memref<120xi8, {{.+}}>
+// CHECK-DAG:     %[[COLLAPSED:.+]] = memref.collapse_shape %[[MEM]] {{.}}[0, 1, 2, 3]{{.}} : memref<5x4x3x2xi8, {{.+}}> into memref<120xi8, {{.+}}>
 // CHECK-DAG:     %[[VEC1D:.+]] = vector.shape_cast %[[VEC]] : vector<5x4x3x2xi8> to vector<120xi8>
 // CHECK:         vector.transfer_write %[[VEC1D]], %[[COLLAPSED]]
 
@@ -278,19 +282,19 @@ func.func @transfer_write_dims_match_contiguous(
 // -----
 
 func.func @transfer_write_dims_match_contiguous_empty_stride(
-    %arg : memref<5x4x3x2xi8>,
+    %mem : memref<5x4x3x2xi8>,
     %vec : vector<5x4x3x2xi8>) {
 
   %c0 = arith.constant 0 : index
-  vector.transfer_write %vec, %arg [%c0, %c0, %c0, %c0] :
+  vector.transfer_write %vec, %mem [%c0, %c0, %c0, %c0] :
     vector<5x4x3x2xi8>, memref<5x4x3x2xi8>
   return
 }
 
 // CHECK-LABEL: func @transfer_write_dims_match_contiguous_empty_stride(
-// CHECK-SAME:    %[[ARG:[0-9a-zA-Z]+]]: memref<5x4x3x2xi8
+// CHECK-SAME:    %[[MEM:[0-9a-zA-Z]+]]: memref<5x4x3x2xi8
 // CHECK-SAME:    %[[VEC:[0-9a-zA-Z]+]]: vector<5x4x3x2xi8>
-// CHECK-DAG:     %[[COLLAPSED:.+]] = memref.collapse_shape %[[ARG]] {{.}}[0, 1, 2, 3]{{.}} : memref<5x4x3x2xi8> into memref<120xi8>
+// CHECK-DAG:     %[[COLLAPSED:.+]] = memref.collapse_shape %[[MEM]] {{.}}[0, 1, 2, 3]{{.}} : memref<5x4x3x2xi8> into memref<120xi8>
 // CHECK-DAG:     %[[VEC1D:.+]] = vector.shape_cast %[[VEC]] : vector<5x4x3x2xi8> to vector<120xi8>
 // CHECK:         vector.transfer_write %[[VEC1D]], %[[COLLAPSED]]
 
@@ -300,21 +304,21 @@ func.func @transfer_write_dims_match_contiguous_empty_stride(
 // -----
 
 func.func @transfer_write_dims_mismatch_contiguous(
-    %arg : memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>,
+    %mem : memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>,
     %vec : vector<1x1x2x2xi8>) {
 
   %c0 = arith.constant 0 : index
-  vector.transfer_write %vec, %arg [%c0, %c0, %c0, %c0] :
+  vector.transfer_write %vec, %mem [%c0, %c0, %c0, %c0] :
     vector<1x1x2x2xi8>, memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>
   return
 }
 
 // CHECK-LABEL:   func.func @transfer_write_dims_mismatch_contiguous
-// CHECK-SAME:      %[[VAL_0:.*]]: memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>,
-// CHECK-SAME:      %[[VAL_1:.*]]: vector<1x1x2x2xi8>) {
+// CHECK-SAME:      %[[MEM:.*]]: memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>,
+// CHECK-SAME:      %[[VEC:.*]]: vector<1x1x2x2xi8>) {
 // CHECK:           %[[VAL_2:.*]] = arith.constant 0 : index
-// CHECK:           %[[VAL_3:.*]] = memref.collapse_shape %[[VAL_0]] {{\[\[}}0, 1, 2, 3]] : memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>> into memref<120xi8, strided<[1], offset: ?>>
-// CHECK:           %[[VAL_4:.*]] = vector.shape_cast %[[VAL_1]] : vector<1x1x2x2xi8> to vector<4xi8>
+// CHECK:           %[[VAL_3:.*]] = memref.collapse_shape %[[MEM]] {{\[\[}}0, 1, 2, 3]] : memref<5x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>> into memref<120xi8, strided<[1], offset: ?>>
+// CHECK:           %[[VAL_4:.*]] = vector.shape_cast %[[VEC]] : vector<1x1x2x2xi8> to vector<4xi8>
 // CHECK:           vector.transfer_write %[[VAL_4]], %[[VAL_3]]{{\[}}%[[VAL_2]]] {in_bounds = [true]} : vector<4xi8>, memref<120xi8, strided<[1], offset: ?>>
 
 // CHECK-128B-LABEL: func @transfer_write_dims_mismatch_contiguous(
@@ -325,12 +329,12 @@ func.func @transfer_write_dims_mismatch_contiguous(
 func.func @transfer_write_dims_mismatch_non_zero_indices(
     %idx_1: index,
     %idx_2: index,
-    %arg: memref<1x43x4x6xi32>,
+    %mem: memref<1x43x4x6xi32>,
     %vec: vector<1x2x6xi32>) {
 
   %c0 = arith.constant 0 : index
   %c0_i32 = arith.constant 0 : i32
-  vector.transfer_write %vec, %arg[%c0, %idx_1, %idx_2, %c0] {in_bounds = [true, true, true]} :
+  vector.transfer_write %vec, %mem[%c0, %idx_1, %idx_2, %c0] {in_bounds = [true, true, true]} :
     vector<1x2x6xi32>, memref<1x43x4x6xi32>
   return
 }
@@ -339,11 +343,11 @@ func.func @transfer_write_dims_mismatch_non_zero_indices(
 
 // CHECK-LABEL:   func.func @transfer_write_dims_mismatch_non_zero_indices(
 // CHECK-SAME:      %[[IDX_1:.*]]: index, %[[IDX_2:.*]]: index,
-// CHECK-SAME:      %[[ARG:.*]]: memref<1x43x4x6xi32>,
+// CHECK-SAME:      %[[MEM:.*]]: memref<1x43x4x6xi32>,
 // CHECK-SAME:      %[[VEC:.*]]: vector<1x2x6xi32>) {
 // CHECK-DAG:       %[[C0:.*]] = arith.constant 0 : index
 // CHECK-DAG:       %[[IDX:.*]] = affine.apply #[[$ATTR_0]](){{\[}}%[[IDX_1]], %[[IDX_2]]]
-// CHECK-DAG:       %[[CS:.*]] = memref.collapse_shape %[[ARG]] {{\[\[}}0], [1, 2, 3]] : memref<1x43x4x6xi32> into memref<1x1032xi32>
+// CHECK-DAG:       %[[CS:.*]] = memref.collapse_shape %[[MEM]] {{\[\[}}0], [1, 2, 3]] : memref<1x43x4x6xi32> into memref<1x1032xi32>
 // CHECK:           %[[SC:.*]] = vector.shape_cast %[[VEC]] : vector<1x2x6xi32> to vector<12xi32>
 // CHECK:           vector.transfer_write %[[SC]], %[[CS]]{{\[}}%[[C0]], %[[IDX]]] {in_bounds = [true]} : vector<12xi32>, memref<1x1032xi32>
 
@@ -357,13 +361,13 @@ func.func @transfer_write_dims_mismatch_non_zero_indices(
 // flattening works fine.
 
 func.func @transfer_write_dims_mismatch_non_contiguous_non_zero_indices(
-    %value : vector<2x2xf32>,
-    %subview : memref<1x3x3x2xf32, strided<[40, 10, 2, 1], offset: ?>>,
+    %vec : vector<2x2xf32>,
+    %mem : memref<1x3x3x2xf32, strided<[40, 10, 2, 1], offset: ?>>,
     %idx_1 : index,
     %idx_2 : index) {
 
   %c0 = arith.constant 0 : index
-  vector.transfer_write %value, %subview[%c0, %idx_1, %idx_2, %c0] {in_bounds = [true, true]} : vector<2x2xf32>, memref<1x3x3x2xf32, strided<[40, 10, 2, 1], offset: ?>>
+  vector.transfer_write %vec, %mem[%c0, %idx_1, %idx_2, %c0] {in_bounds = [true, true]} : vector<2x2xf32>, memref<1x3x3x2xf32, strided<[40, 10, 2, 1], offset: ?>>
   return
 }
 
@@ -383,22 +387,22 @@ func.func @transfer_write_dims_mismatch_non_contiguous_non_zero_indices(
 
 func.func @transfer_write_leading_dynamic_dims(
     %vec : vector<8x4xi8>,
-    %arg : memref<?x?x8x4xi8, strided<[?, 32, 4, 1], offset: ?>>,
+    %mem : memref<?x?x8x4xi8, strided<[?, 32, 4, 1], offset: ?>>,
     %idx_1 : index,
     %idx_2 : index) {
 
   %c0 = arith.constant 0 : index
-  vector.transfer_write %vec, %arg[%idx_1, %idx_2, %c0, %c0] {in_bounds = [true, true]} :
+  vector.transfer_write %vec, %mem[%idx_1, %idx_2, %c0, %c0] {in_bounds = [true, true]} :
     vector<8x4xi8>, memref<?x?x8x4xi8, strided<[?, 32, 4, 1], offset: ?>>
   return
 }
 
 // CHECK-LABEL: func @transfer_write_leading_dynamic_dims
-// CHECK-SAME:    %[[ARG0:.+]]: vector<8x4xi8>, %[[ARG1:.+]]: memref<?x?x8x4xi8, {{.+}}>, %[[ARG2:.+]]: index, %[[ARG3:.+]]: index
+// CHECK-SAME:    %[[VEC:.+]]: vector<8x4xi8>, %[[MEM:.+]]: memref<?x?x8x4xi8, {{.+}}>, %[[ARG2:.+]]: index, %[[ARG3:.+]]: index
 // CHECK:         %[[C0:.+]] = arith.constant 0 : index
-// CHECK:         %[[COLLAPSED:.+]] = memref.collapse_shape %[[ARG1]] {{\[}}[0], [1], [2, 3]{{\]}}
+// CHECK:         %[[COLLAPSED:.+]] = memref.collapse_shape %[[MEM]] {{\[}}[0], [1], [2, 3]{{\]}}
 // CHECK-SAME:      : memref<?x?x8x4xi8, {{.+}}> into memref<?x?x32xi8, {{.+}}>
-// CHECK:         %[[VEC1D:.+]] = vector.shape_cast %[[ARG0]] : vector<8x4xi8> to vector<32xi8>
+// CHECK:         %[[VEC1D:.+]] = vector.shape_cast %[[VEC]] : vector<8x4xi8> to vector<32xi8>
 // CHECK:         vector.transfer_write %[[VEC1D]], %[[COLLAPSED]]
 // CHECK-SAME:      [%[[ARG2]], %[[ARG3]], %[[C0]]]
 // CHECK-SAME:      {in_bounds = [true]}
@@ -415,11 +419,11 @@ func.func @negative_transfer_write_dynamic_to_flatten(
     %idx_1: index,
     %idx_2: index,
     %vec : vector<1x2x6xi32>,
-    %arg: memref<1x?x4x6xi32>) {
+    %mem: memref<1x?x4x6xi32>) {
 
   %c0 = arith.constant 0 : index
   %c0_i32 = arith.constant 0 : i32
-  vector.transfer_write %vec, %arg[%c0, %idx_1, %idx_2, %c0] {in_bounds = [true, true, true]} :
+  vector.transfer_write %vec, %mem[%c0, %idx_1, %idx_2, %c0] {in_bounds = [true, true, true]} :
     vector<1x2x6xi32>, memref<1x?x4x6xi32>
   return
 }
@@ -437,12 +441,12 @@ func.func @negative_transfer_write_dynamic_to_flatten(
 // memref.
 
 func.func @transfer_write_dims_mismatch_non_contiguous_slice(
-    %arg : memref<5x4x3x2xi8>,
+    %mem : memref<5x4x3x2xi8>,
     %vec : vector<2x1x2x2xi8>) {
 
   %c0 = arith.constant 0 : index
   %cst = arith.constant 0 : i8
-  vector.transfer_write %vec, %arg[%c0, %c0, %c0, %c0] :
+  vector.transfer_write %vec, %mem[%c0, %c0, %c0, %c0] :
     vector<2x1x2x2xi8>, memref<5x4x3x2xi8>
   return
 }
@@ -457,10 +461,10 @@ func.func @transfer_write_dims_mismatch_non_contiguous_slice(
 // -----
 
 func.func @transfer_write_0d(
-    %arg : memref<i8>,
+    %mem : memref<i8>,
     %vec : vector<i8>) {
 
-  vector.transfer_write %vec, %arg[] : vector<i8>, memref<i8>
+  vector.transfer_write %vec, %mem[] : vector<i8>, memref<i8>
   return
 }
 
@@ -477,11 +481,11 @@ func.func @transfer_write_0d(
 // The strides make the input memref non-contiguous, hence non-flattenable.
 
 func.func @transfer_write_non_contiguous_src(
-    %arg : memref<5x4x3x2xi8, strided<[24, 8, 2, 1], offset: ?>>,
+    %mem : memref<5x4x3x2xi8, strided<[24, 8, 2, 1], offset: ?>>,
     %vec : vector<5x4x3x2xi8>) {
 
   %c0 = arith.constant 0 : index
-  vector.transfer_write %vec, %arg[%c0, %c0, %c0, %c0] :
+  vector.transfer_write %vec, %mem[%c0, %c0, %c0, %c0] :
    vector<5x4x3x2xi8>, memref<5x4x3x2xi8, strided<[24, 8, 2, 1], offset: ?>>
   return
 }
@@ -501,8 +505,8 @@ func.func @transfer_write_non_contiguous_src(
 /// TODO: Move to a dedicated file - there's no "flattening" in the following tests
 ///----------------------------------------------------------------------------------------
 
-func.func @fold_unit_dim_add_basic(%arg0 : vector<1x8xi32>) -> vector<1x8xi32> {
-   %add = arith.addi %arg0, %arg0 : vector<1x8xi32>
+func.func @fold_unit_dim_add_basic(%vec_0 : vector<1x8xi32>) -> vector<1x8xi32> {
+   %add = arith.addi %vec_0, %vec_0 : vector<1x8xi32>
    return %add : vector<1x8xi32>
 }
 // CHECK-LABEL:   func.func @fold_unit_dim_add_basic(
@@ -518,8 +522,8 @@ func.func @fold_unit_dim_add_basic(%arg0 : vector<1x8xi32>) -> vector<1x8xi32> {
 
 // -----
 
-func.func @fold_unit_dim_add_leading_and_trailing(%arg0 : vector<1x8x1xi32>) -> vector<1x8x1xi32> {
-   %add = arith.addi %arg0, %arg0 : vector<1x8x1xi32>
+func.func @fold_unit_dim_add_leading_and_trailing(%vec_0 : vector<1x8x1xi32>) -> vector<1x8x1xi32> {
+   %add = arith.addi %vec_0, %vec_0 : vector<1x8x1xi32>
    return %add : vector<1x8x1xi32>
 }
 // CHECK-LABEL:   func.func @fold_unit_dim_add_leading_and_trailing(
@@ -535,10 +539,10 @@ func.func @fold_unit_dim_add_leading_and_trailing(%arg0 : vector<1x8x1xi32>) ->
 
 // -----
 
-func.func @fold_unit_dim_add(%arg0 : vector<8x1xi32>,
-                             %arg1 : vector<1x8xi32>) -> vector<8xi32> {
-   %sc_arg0 = vector.shape_cast %arg0 : vector<8x1xi32> to vector<1x8xi32>
-   %add = arith.addi %sc_arg0, %arg1 : vector<1x8xi32>
+func.func @fold_unit_dim_add(%vec_0 : vector<8x1xi32>,
+                             %vec_1 : vector<1x8xi32>) -> vector<8xi32> {
+   %sc_vec_0 = vector.shape_cast %vec_0 : vector<8x1xi32> to vector<1x8xi32>
+   %add = arith.addi %sc_vec_0, %vec_1 : vector<1x8xi32>
    %res = vector.shape_cast %add : vector<1x8xi32> to vector<8xi32>
    return %res : vector<8xi32>
 }
@@ -556,10 +560,10 @@ func.func @fold_unit_dim_add(%arg0 : vector<8x1xi32>,
 
 // -----
 
-func.func @fold_unit_dim_mulf(%arg0 : vector<8x[2]x1xf32>,
-                              %arg1 : vector<1x8x[2]xf32>) -> vector<8x[2]xf32> {
-   %sc_arg0 = vector.shape_cast %arg0 : vector<8x[2]x1xf32> to vector<1x8x[2]xf32>
-   %add = arith.mulf %sc_arg0, %arg1 : vector<1x8x[2]xf32>
+func.func @fold_unit_dim_mulf(%vec_0 : vector<8x[2]x1xf32>,
+                              %vec_1 : vector<1x8x[2]xf32>) -> vector<8x[2]xf32> {
+   %sc_vec_0 = vector.shape_cast %vec_0 : vector<8x[2]x1xf32> to vector<1x8x[2]xf32>
+   %add = arith.mulf %sc_vec_0, %vec_1 : vector<1x8x[2]xf32>
    %res = vector.shape_cast %add : vector<1x8x[2]xf32> to vector<8x[2]xf32>
    return %res : vector<8x[2]xf32>
 }
@@ -577,9 +581,9 @@ func.func @fold_unit_dim_mulf(%arg0 : vector<8x[2]x1xf32>,
 
 // -----
 
-func.func @fold_unit_dim_sitofp(%arg0 : vector<8x[2]x1xi8>) -> vector<8x[2]xf32> {
-   %sc_arg0 = vector.shape_cast %arg0 : vector<8x[2]x1xi8> to vector<1x8x[2]xi8>
-   %add = arith.sitofp %sc_arg0 : vector<1x8x[2]xi8> to vector<1x8x[2]xf32>
+func.func @fold_unit_dim_sitofp(%vec_0 : vector<8x[2]x1xi8>) -> vector<8x[2]xf32> {
+   %sc_vec_0 = vector.shape_cast %vec_0 : vector<8x[2]x1xi8> to vector<1x8x[2]xi8>
+   %add = arith.sitofp %sc_vec_0 : vector<1x8x[2]xi8> to vector<1x8x[2]xf32>
    %res = vector.shape_cast %add : vector<1x8x[2]xf32> to vector<8x[2]xf32>
    return %res : vector<8x[2]xf32>
 }
@@ -597,14 +601,14 @@ func.func @fold_unit_dim_sitofp(%arg0 : vector<8x[2]x1xi8>) -> vector<8x[2]xf32>
 
 // All shape casts are folded away
 
-func.func @fold_unit_dims_entirely(%arg0 : vector<8xi32>,
-                                   %arg1 : vector<8xi32>,
-                                   %arg2 : vector<8xi32>) -> vector<8xi32> {
-   %sc_arg0 = vector.shape_cast %arg0 : vector<8xi32> to vector<1x8xi32>
-   %sc_arg1 = vector.shape_cast %arg1 : vector<8xi32> to vector<1x8xi32>
-   %sc_arg2 = vector.shape_cast %arg2 : vector<8xi32> to vector<1x8xi32>
-   %mul = arith.muli %sc_arg0, %sc_arg1 : vector<1x8xi32>
-   %add = arith.addi %mul, %sc_arg2 : vector<1x8xi32>
+func.func @fold_unit_dims_entirely(%vec_0 : vector<8xi32>,
+                                   %vec_1 : vector<8xi32>,
+                                   %vec_2 : vector<8xi32>) -> vector<8xi32> {
+   %sc_vec_0 = vector.shape_cast %vec_0 : vector<8xi32> to vector<1x8xi32>
+   %sc_vec_1 = vector.shape_cast %vec_1 : vector<8xi32> to vector<1x8xi32>
+   %sc_vec_2 = vector.shape_cast %vec_2 : vector<8xi32> to vector<1x8xi32>
+   %mul = arith.muli %sc_vec_0, %sc_vec_1 : vector<1x8xi32>
+   %add = arith.addi %mul, %sc_vec_2 : vector<1x8xi32>
    %res = vector.shape_cast %add : vector<1x8xi32> to vector<8xi32>
    return %res : vector<8xi32>
 }
@@ -621,10 +625,10 @@ func.func @fold_unit_dims_entirely(%arg0 : vector<8xi32>,
 
 // -----
 
-func.func @fold_inner_unit_dim(%arg0 : vector<8x1x3xf128>,
-                              %arg1 : vector<1x8x3xf128>) -> vector<8x3xf128> {
-   %sc_arg1 = vector.shape_cast %arg1 : vector<1x8x3xf128> to vector<8x1x3xf128>
-   %mul = arith.mulf %arg0, %sc_arg1 : vector<8x1x3xf128>
+func.func @fold_inner_unit_dim(%vec_0 : vector<8x1x3xf128>,
+                              %vec_1 : vector<1x8x3xf128>) -> vector<8x3xf128> {
+   %sc_vec_1 = vector.shape_cast %vec_1 : vector<1x8x3xf128> to vector<8x1x3xf128>
+   %mul = arith.mulf %vec_0, %sc_vec_1 : vector<8x1x3xf128>
    %res = vector.shape_cast %mul : vector<8x1x3xf128> to vector<8x3xf128>
    return %res : vector<8x3xf128>
 }
@@ -639,10 +643,10 @@ func.func @fold_inner_unit_dim(%arg0 : vector<8x1x3xf128>,
 
 // -----
 
-func.func @fold_inner_unit_dim_scalable(%arg0 : vector<8x1x[1]x3xf128>,
-                              %arg1 : vector<1x8x[1]x3xf128>) -> vector<8x[1]x3xf128> {
-   %sc_arg1 = vector.shape_cast %arg1 : vector<1x8x[1]x3xf128> to vector<8x1x[1]x3xf128>
-   %mul = arith.mulf %arg0, %sc_arg1 : vector<8x1x[1]x3xf128>
+func.func @fold_inner_unit_dim_scalable(%vec_0 : vector<8x1x[1]x3xf128>,
+                              %vec_1 : vector<1x8x[1]x3xf128>) -> vector<8x[1]x3xf128> {
+   %sc_vec_1 = vector.shape_cast %vec_1 : vector<1x8x[1]x3xf128> to vector<8x1x[1]x3xf128>
+   %mul = arith.mulf %vec_0, %sc_vec_1 : vector<8x1x[1]x3xf128>
    %res = vector.shape_cast %mul : vector<8x1x[1]x3xf128> to vector<8x[1]x3xf128>
    return %res : vector<8x[1]x3xf128>
 }
@@ -657,8 +661,8 @@ func.func @fold_inner_unit_dim_scalable(%arg0 : vector<8x1x[1]x3xf128>,
 
 // -----
 
-func.func @fold_all_unit_dims(%arg0: vector<1x1xf32>) -> vector<1xf32> {
-  %0 = arith.mulf %arg0, %arg0 : vector<1x1xf32>
+func.func @fold_all_unit_dims(%vec_0: vector<1x1xf32>) -> vector<1xf32> {
+  %0 = arith.mulf %vec_0, %vec_0 : vector<1x1xf32>
   %res = vector.shape_cast %0 : vector<1x1xf32> to vector<1xf32>
   return %res : vector<1xf32>
 }
@@ -673,10 +677,10 @@ func.func @fold_all_unit_dims(%arg0: vector<1x1xf32>) -> vector<1xf32> {
 // -----
 
 func.func @negative_out_of_bound_transfer_read(
-    %arg : memref<?x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>) -> vector<5x4x3x2xi8> {
+    %mem : memref<?x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>) -> vector<5x4x3x2xi8> {
   %c0 = arith.constant 0 : index
   %cst = arith.constant 0 : i8
-  %v = vector.transfer_read %arg[%c0, %c0, %c0, %c0], %cst {in_bounds = [false, true, true, true]} :
+  %v = vector.transfer_read %mem[%c0, %c0, %c0, %c0], %cst {in_bounds = [false, true, true, true]} :
     memref<?x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>, vector<5x4x3x2xi8>
   return %v : vector<5x4x3x2xi8>
 }
@@ -686,9 +690,9 @@ func.func @negative_out_of_bound_transfer_read(
 // -----
 
 func.func @negative_out_of_bound_transfer_write(
-    %arg : memref<?x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>, %vec : vector<1x1x3x2xi8>) {
+    %mem : memref<?x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>, %vec : vector<1x1x3x2xi8>) {
   %c0 = arith.constant 0 : index
-  vector.transfer_write %vec, %arg [%c0, %c0, %c0, %c0] {in_bounds = [false, true, true, true]} :
+  vector.transfer_write %vec, %mem [%c0, %c0, %c0, %c0] {in_bounds = [false, true, true, true]} :
     vector<1x1x3x2xi8>, memref<?x4x3x2xi8, strided<[24, 6, 2, 1], offset: ?>>
   return
 }



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