// RUN: mlir-opt %s --transform-interpreter --split-input-file | FileCheck %s
///----------------------------------------------------------------------------------------
/// vector.transfer_write -> vector.transpose + vector.transfer_write
/// [Pattern: TransferWritePermutationLowering]
///----------------------------------------------------------------------------------------
/// 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-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(
%vec: vector<4x8xi16>,
%mem: memref<2x2x8x4xi16>) {
%c0 = arith.constant 0 : index
vector.transfer_write %vec, %mem[%c0, %c0, %c0, %c0] {
in_bounds = [true, true],
permutation_map = affine_map<(d0, d1, d2, d3) -> (d3, d2)>
} : vector<4x8xi16>, memref<2x2x8x4xi16>
return
}
// Even with out-of-bounds, it is safe to apply this pattern
// CHECK-LABEL: func.func @xfer_write_transposing_permutation_map_out_of_bounds
// CHECK-SAME: %[[VEC:.*]]: vector<4x8xi16>,
// CHECK-SAME: %[[MEM:.*]]: memref<2x2x?x?xi16>) {
// CHECK: %[[C0:.*]] = arith.constant 0 : index
// CHECK: %[[TR:.*]] = vector.transpose %[[VEC]], [1, 0] : vector<4x8xi16> to vector<8x4xi16>
// Expect the in_bounds attribute to be preserved. Since we don't print it when
// all flags are "false", it should not appear in the output.
// CHECK-NOT: in_bounds
// CHECK: vector.transfer_write
// CHECK-NOT: permutation_map
// CHECK-SAME: %[[TR]], %[[MEM]][%[[C0]], %[[C0]], %[[C0]], %[[C0]]] : vector<8x4xi16>, memref<2x2x?x?xi16>
func.func @xfer_write_transposing_permutation_map_out_of_bounds(
%vec: vector<4x8xi16>,
%mem: memref<2x2x?x?xi16>) {
%c0 = arith.constant 0 : index
vector.transfer_write %vec, %mem[%c0, %c0, %c0, %c0] {
in_bounds = [false, false],
permutation_map = affine_map<(d0, d1, d2, d3) -> (d3, d2)>
} : vector<4x8xi16>, memref<2x2x?x?xi16>
return
}
// CHECK-LABEL: func.func @xfer_write_transposing_permutation_map_with_mask_scalable
// CHECK-SAME: %[[VEC:.*]]: vector<4x[8]xi16>,
// CHECK-SAME: %[[MEM:.*]]: memref<2x2x?x4xi16>,
// CHECK-SAME: %[[MASK:.*]]: vector<[8]x4xi1>) {
// CHECK: %[[TR:.*]] = vector.transpose %[[VEC]], [1, 0] : vector<4x[8]xi16> to vector<[8]x4xi16>
// 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(
%vec: vector<4x[8]xi16>,
%mem: memref<2x2x?x4xi16>,
%mask: vector<[8]x4xi1>) {
%c0 = arith.constant 0 : index
vector.transfer_write %vec, %mem[%c0, %c0, %c0, %c0], %mask {
in_bounds = [true, true],
permutation_map = affine_map<(d0, d1, d2, d3) -> (d3, d2)>
} : vector<4x[8]xi16>, memref<2x2x?x4xi16>
return
}
// Masked version is not supported
// CHECK-LABEL: func.func @xfer_write_transposing_permutation_map_masked
// CHECK-NOT: vector.transpose
func.func @xfer_write_transposing_permutation_map_masked(
%vec: vector<4x8xi16>,
%mem: memref<2x2x8x4xi16>,
%mask: vector<8x4xi1>) {
%c0 = arith.constant 0 : index
vector.mask %mask {
vector.transfer_write %vec, %mem[%c0, %c0, %c0, %c0] {
in_bounds = [true, true],
permutation_map = affine_map<(d0, d1, d2, d3) -> (d3, d2)>
} : vector<4x8xi16>, memref<2x2x8x4xi16>
} : vector<8x4xi1>
return
}
///----------------------------------------------------------------------------------------
/// vector.transfer_write -> vector.broadcast + vector.transpose + vector.transfer_write
/// [Patterns: TransferWriteNonPermutationLowering + TransferWritePermutationLowering]
///----------------------------------------------------------------------------------------
/// 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-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(
%mem : memref<?x?xf32>,
%vec : vector<7xf32>,
%idx_1 : index,
%idx_2 : index) {
vector.transfer_write %vec, %mem[%idx_1, %idx_2] {
permutation_map = affine_map<(d0, d1) -> (d0)>
} : vector<7xf32>, memref<?x?xf32>
return
}
// Even with out-of-bounds, it is safe to apply this pattern
// CHECK-LABEL: func.func @xfer_write_non_transposing_permutation_map_with_mask_out_of_bounds(
// CHECK-SAME: %[[MEM:.*]]: memref<?x?xf32>,
// CHECK-SAME: %[[VEC:.*]]: vector<7xf32>,
// CHECK-SAME: %[[IDX_1:.*]]: index, %[[IDX_2:.*]]: index,
// CHECK-SAME: %[[MASK:.*]]: vector<7xi1>) {
// CHECK: %[[BC_VEC:.*]] = vector.broadcast %[[VEC]] : vector<7xf32> to vector<1x7xf32>
// CHECK: %[[BC_MASK:.*]] = vector.broadcast %[[MASK]] : vector<7xi1> to vector<1x7xi1>
// 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(
%mem : memref<?x?xf32>,
%vec : vector<7xf32>,
%idx_1 : index,
%idx_2 : index,
%mask : vector<7xi1>) {
vector.transfer_write %vec, %mem[%idx_1, %idx_2], %mask {
permutation_map = affine_map<(d0, d1) -> (d0)>,
in_bounds = [false]
} : vector<7xf32>, memref<?x?xf32>
return
}
// CHECK: func.func @permutation_with_mask_xfer_write_scalable(
// CHECK-SAME: %[[VEC:.*]]: vector<4x[8]xi16>,
// CHECK-SAME: %[[MEM:.*]]: memref<1x4x?x1xi16>,
// CHECK-SAME: %[[MASK:.*]]: vector<4x[8]xi1>) {
// CHECK: %[[C0:.*]] = arith.constant 0 : index
// CHECK: %[[BC_1:.*]] = vector.broadcast %[[VEC]] : vector<4x[8]xi16> to vector<1x4x[8]xi16>
// CHECK: %[[BC_2:.*]] = vector.broadcast %[[MASK]] : vector<4x[8]xi1> to vector<1x4x[8]xi1>
// 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(
%vec: vector<4x[8]xi16>,
%mem: memref<1x4x?x1xi16>,
%mask: vector<4x[8]xi1>){
%c0 = arith.constant 0 : index
vector.transfer_write %vec, %mem[%c0, %c0, %c0, %c0], %mask {
in_bounds = [true, true],
permutation_map = affine_map<(d0, d1, d2, d3) -> (d1, d2)>
} : vector<4x[8]xi16>, memref<1x4x?x1xi16>
return
}
// transfer_write in MaskOp case not supported.
// CHECK-LABEL: func @masked_permutation_xfer_write_fixed_width
// 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(
%dest: tensor<?x?xf32>,
%vec: vector<16xf32>,
%idx: index,
%mask: vector<16xi1>) -> tensor<?x?xf32> {
%res = vector.mask %mask {
vector.transfer_write %vec, %dest[%idx, %idx] {
permutation_map = affine_map<(d0, d1) -> (d0)>
} : vector<16xf32>, tensor<?x?xf32>
} : vector<16xi1> -> tensor<?x?xf32>
return %res : tensor<?x?xf32>
}
// CHECK-LABEL: func.func @masked_permutation_xfer_write_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(
%vec: vector<4x[8]xi16>,
%dest: tensor<?x?x?x?xf32>,
%mask: vector<4x[8]xi1>) -> tensor<?x?x?x?xf32> {
%c0 = arith.constant 0 : index
%res = vector.mask %mask {
vector.transfer_write %vec, %dest[%c0, %c0, %c0, %c0] {
in_bounds = [true, true],
permutation_map = affine_map<(d0, d1, d2, d3) -> (d1, d2)>
} : vector<4x[8]xi16>, tensor<?x?x?x?xf32>
} : vector<4x[8]xi1> -> tensor<?x?x?x?xf32>
return %res : tensor<?x?x?x?xf32>
}
// transfer_write in MaskOp case not supported.
// CHECK-LABEL: func @masked_non_permutation_xfer_write_fixed_width
// CHECK-SAME: %[[DEST:.*]]: tensor<?x?x?x?xf32>
// CHECK-SAME: %[[VEC:.*]]: vector<14x8x16xf32>
// CHECK-SAME: %[[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(
%dest : tensor<?x?x?x?xf32>,
%vec : vector<14x8x16xf32>,
%dim : index) -> tensor<?x?x?x?xf32> {
%c0 = arith.constant 0 : index
%mask = vector.create_mask %dim, %dim, %dim : vector<14x8x16xi1>
%res = vector.mask %mask {
vector.transfer_write %vec, %dest[%c0, %c0, %c0, %c0] {
in_bounds = [false, false, true],
permutation_map = affine_map<(d0, d1, d2, d3) -> (d0, d1, d3)>
} : vector<14x8x16xf32>, tensor<?x?x?x?xf32>
} : vector<14x8x16xi1> -> tensor<?x?x?x?xf32>
return %res : tensor<?x?x?x?xf32>
}
///----------------------------------------------------------------------------------------
/// vector.transfer_read
///----------------------------------------------------------------------------------------
/// 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
// CHECK-LABEL: func.func @permutation_with_mask_xfer_read_fixed_width(
// CHECK-SAME: %[[MEM:.*]]: memref<?x?xf32>,
// CHECK-SAME: %[[IDX_1:.*]]: index,
// CHECK-SAME: %[[IDX_2:.*]]: index) -> vector<8x4x2xf32> {
// CHECK: %[[C0:.*]] = arith.constant 0 : index
// CHECK: %[[PASS_THROUGH:.*]] = arith.constant 0.000000e+00 : f32
// CHECK: %[[MASK:.*]] = vector.create_mask %[[IDX_2]], %[[IDX_1]] : vector<2x4xi1>
// CHECK: %[[T_READ:.*]] = vector.transfer_read %[[MEM]]{{\[}}%[[C0]], %[[C0]]], %[[PASS_THROUGH]], %[[MASK]] {in_bounds = [true, true]} : memref<?x?xf32>, vector<2x4xf32>
// 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(
%mem: memref<?x?xf32>,
%dim_1: index,
%dim_2: index) -> (vector<8x4x2xf32>) {
%c0 = arith.constant 0 : index
%cst_0 = arith.constant 0.000000e+00 : f32
%mask = vector.create_mask %dim_2, %dim_1 : vector<2x4xi1>
%res = vector.transfer_read %mem[%c0, %c0], %cst_0, %mask {
in_bounds = [true, true, true],
permutation_map = affine_map<(d0, d1) -> (0, d1, d0)>
} : memref<?x?xf32>, vector<8x4x2xf32>
return %res : vector<8x4x2xf32>
}
// CHECK-LABEL: func.func @permutation_with_mask_xfer_read_scalable(
// CHECK-SAME: %[[MEM:.*]]: memref<?x?xf32>,
// CHECK-SAME: %[[IDX_1:.*]]: index,
// CHECK-SAME: %[[IDX_2:.*]]: index) -> vector<8x[4]x2xf32> {
// CHECK: %[[C0:.*]] = arith.constant 0 : index
// CHECK: %[[PASS_THROUGH:.*]] = arith.constant 0.000000e+00 : f32
// CHECK: %[[MASK:.*]] = vector.create_mask %[[IDX_2]], %[[IDX_1]] : vector<2x[4]xi1>
// CHECK: %[[T_READ:.*]] = vector.transfer_read %[[MEM]]{{\[}}%[[C0]], %[[C0]]], %[[PASS_THROUGH]], %[[MASK]] {in_bounds = [true, true]} : memref<?x?xf32>, vector<2x[4]xf32>
// 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(
%mem: memref<?x?xf32>,
%dim_1: index,
%dim_2: index) -> (vector<8x[4]x2xf32>) {
%c0 = arith.constant 0 : index
%cst_0 = arith.constant 0.000000e+00 : f32
%mask = vector.create_mask %dim_2, %dim_1 : vector<2x[4]xi1>
%res = vector.transfer_read %mem[%c0, %c0], %cst_0, %mask {
in_bounds = [true, true, true],
permutation_map = affine_map<(d0, d1) -> (0, d1, d0)>
} : memref<?x?xf32>, vector<8x[4]x2xf32>
return %res : vector<8x[4]x2xf32>
}
// transfer_read in MaskOp case not supported.
// CHECK-LABEL: func @masked_permutation_xfer_read_fixed_width
// 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(
%dest: tensor<?x1xf32>,
%mask : vector<4x1xi1>) {
%cst = arith.constant 0.000000e+00 : f32
%c0 = arith.constant 0 : index
%3 = vector.mask %mask {
vector.transfer_read %dest[%c0, %c0], %cst {
in_bounds = [false, true, false],
permutation_map = affine_map<(d0, d1) -> (d1, 0, d0)>
} : tensor<?x1xf32>, vector<1x4x4xf32>
} : vector<4x1xi1> -> vector<1x4x4xf32>
"test.some_use"(%3) : (vector<1x4x4xf32>) -> ()
return
}
// CHECK-LABEL: func.func @masked_permutation_xfer_read_scalable(
// CHECK-SAME: %[[DEST:.*]]: tensor<?x?xf32>,
// CHECK-SAME: %[[MASK:.*]]: vector<2x[4]xi1>) -> vector<8x[4]x2xf32> {
// 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(
%dest: tensor<?x?xf32>,
%mask : vector<2x[4]xi1>) -> vector<8x[4]x2xf32> {
%c0 = arith.constant 0 : index
%cst_0 = arith.constant 0.000000e+00 : f32
%res = vector.mask %mask {
vector.transfer_read %dest[%c0, %c0], %cst_0 {
in_bounds = [true, true, true],
permutation_map = affine_map<(d0, d1) -> (0, d1, d0)>
} : tensor<?x?xf32>, vector<8x[4]x2xf32>
} :vector<2x[4]xi1> -> vector<8x[4]x2xf32>
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-SAME: %[[MEM:.*]]: memref<?x?x?x?xf32>) -> vector<8x[4]x2x3xf32> {
// CHECK: %[[C0:.*]] = arith.constant 0 : index
// CHECK: %[[T_READ:.*]] = vector.transfer_read %[[MEM]][%[[C0]], %[[C0]], %[[C0]], %[[C0]]]{{.*}} 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(
%mem: memref<?x?x?x?xf32>) -> vector<8x[4]x2x3xf32> {
%c0 = arith.constant 0 : index
%cst_0 = arith.constant 0.000000e+00 : f32
%res = vector.transfer_read %mem[%c0, %c0, %c0, %c0], %cst_0 {
in_bounds = [true, true, true, true],
permutation_map = affine_map<(d0, d1, d2, d3) -> (0, d1, 0, d3)>
} : memref<?x?x?x?xf32>, vector<8x[4]x2x3xf32>
return %res : vector<8x[4]x2x3xf32>
}
// Masked case not supported.
// CHECK-LABEL: func.func @masked_transfer_read_reduce_rank(
// CHECK-SAME: %[[MEM:.*]]: memref<?x?x?x?xf32>,
// CHECK-SAME: %[[DIM:.*]]: 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(
%mem: memref<?x?x?x?xf32>,
%dim: index) -> vector<8x[4]x2x3xf32> {
%c0 = arith.constant 0 : index
%cst_0 = arith.constant 0.000000e+00 : f32
%mask = vector.create_mask %dim, %dim: vector<[4]x3xi1>
%res = vector.mask %mask {
vector.transfer_read %mem[%c0, %c0, %c0, %c0], %cst_0 {
in_bounds = [true, true, true, true],
permutation_map = affine_map<(d0, d1, d2, d3) -> (0, d1, 0, d3)>
} : memref<?x?x?x?xf32>, vector<8x[4]x2x3xf32>
} : vector<[4]x3xi1> -> vector<8x[4]x2x3xf32>
return %res : vector<8x[4]x2x3xf32>
}
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
}
}
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