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mlir-hlo/tests/lhlo-legalize-to-linalg.mlir

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// RUN: mlir-hlo-opt %s -lhlo-legalize-to-linalg -split-input-file | FILECHECK_OPTS="" FileCheck %s
// CHECK: #map = affine_map<(d0, d1) -> (d0, d1)>
// CHECK-LABEL: func @element_wise
func @element_wise(%lhs: memref<2x2xf32>, %rhs: memref<2x2xf32>,
%result: memref<2x2xf32>) {
"lmhlo.power"(%lhs, %rhs, %result)
: (memref<2x2xf32>, memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[LHS_IN:.*]]: f32, %[[RHS_IN:.*]]: f32, %[[RESULT_OUT:.*]]: f32):
// CHECK-NEXT: %[[RESULT:.*]] = math.powf %[[LHS_IN]], %[[RHS_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK: #map = affine_map<(d0, d1) -> (d0, d1)>
// CHECK-LABEL: func @element_wise
func @element_wise(%lhs: memref<2x2xf32>, %rhs: memref<2x2xf32>,
%result: memref<2x2xf32>) {
"lmhlo.add"(%lhs, %rhs, %result)
: (memref<2x2xf32>, memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[LHS_IN:.*]]: f32, %[[RHS_IN:.*]]: f32, %[[RESULT_OUT:.*]]: f32):
// CHECK-NEXT: %[[RESULT:.*]] = addf %[[LHS_IN]], %[[RHS_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @element_wise_with_dynamic_shape
func @element_wise_with_dynamic_shape(%lhs: memref<?x?xf32>,
%rhs: memref<?x?xf32>,
%result: memref<?x?xf32>) {
"lmhlo.add"(%lhs, %rhs, %result)
: (memref<?x?xf32>, memref<?x?xf32>, memref<?x?xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[LHS_IN:.*]]: f32, %[[RHS_IN:.*]]: f32, %[[RESULT_OUT:.*]]: f32):
// CHECK-NEXT: %[[RESULT:.*]] = addf %[[LHS_IN]], %[[RHS_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @element_wise_scalar
func @element_wise_scalar(%lhs: memref<f32>, %rhs: memref<f32>,
%result: memref<f32>) {
"lmhlo.add"(%lhs, %rhs, %result)
: (memref<f32>, memref<f32>, memref<f32>) -> ()
return
}
// CHECK: %[[LHS:.*]] = load
// CHECK: %[[RHS:.*]] = load
// CHECK: %[[RES:.*]] = addf %[[LHS]], %[[RHS]]
// CHECK: store %[[RES]]
// CHECK-NEXT: return
// -----
// CHECK-LABEL: func @minf
func @minf(%lhs: memref<2x2xf32>, %rhs: memref<2x2xf32>,
%result: memref<2x2xf32>) {
"lmhlo.minimum"(%lhs, %rhs, %result)
: (memref<2x2xf32>, memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[LHS_IN:.*]]: f32, %[[RHS_IN:.*]]: f32, %[[RESULT_OUT:.*]]: f32):
// CHECK-NEXT: %[[CMP:.*]] = cmpf olt, %[[LHS_IN]], %[[RHS_IN]] : f32
// CHECK-NEXT: %[[MIN:.*]] = select %[[CMP]], %[[LHS_IN]], %[[RHS_IN]] : f32
// CHECK-NEXT: %[[ISNAN:.*]] = cmpf uno, %[[LHS_IN]], %[[RHS_IN]] : f32
// CHECK-NEXT: %[[NAN:.*]] = constant 0x7FC00000 : f32
// CHECK-NEXT: %[[RESULT:.*]] = select %[[ISNAN]], %[[NAN]], %[[MIN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @maxi
func @maxi(%lhs: memref<2x2xi32>, %rhs: memref<2x2xi32>,
%result: memref<2x2xi32>) {
"lmhlo.maximum"(%lhs, %rhs, %result)
: (memref<2x2xi32>, memref<2x2xi32>, memref<2x2xi32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[LHS_IN:.*]]: i32, %[[RHS_IN:.*]]: i32, %[[RESULT_OUT:.*]]: i32):
// CHECK-NEXT: %[[CMP:.*]] = cmpi sgt, %[[LHS_IN]], %[[RHS_IN]] : i32
// CHECK-NEXT: %[[RESULT:.*]] = select %[[CMP]], %[[LHS_IN]], %[[RHS_IN]] : i32
// CHECK-NEXT: linalg.yield %[[RESULT]] : i32
// -----
// CHECK-LABEL: func @and
func @and(%lhs: memref<2x2xi32>, %rhs: memref<2x2xi32>,
%result: memref<2x2xi32>) {
"lmhlo.and"(%lhs, %rhs, %result)
: (memref<2x2xi32>, memref<2x2xi32>, memref<2x2xi32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[LHS_IN:.*]]: i32, %[[RHS_IN:.*]]: i32, %[[RESULT_OUT:.*]]: i32):
// CHECK-NEXT: %[[RESULT:.*]] = and %[[LHS_IN]], %[[RHS_IN]] : i32
// CHECK-NEXT: linalg.yield %[[RESULT]] : i32
// -----
// CHECK-LABEL: func @exp
func @exp(%input: memref<2x2xf32>, %result: memref<2x2xf32>) {
"lmhlo.exponential"(%input, %result)
: (memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[RESULT:.*]] = math.exp %[[OPERAND_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @log
func @log(%input: memref<2x2xf32>, %result: memref<2x2xf32>) {
"lmhlo.log"(%input, %result) : (memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[RESULT:.*]] = math.log %[[OPERAND_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @copy
func @copy(%in: memref<2x4x8xf32>, %out: memref<2x4x8xf32>) {
"lmhlo.copy"(%in, %out) : (memref<2x4x8xf32>, memref<2x4x8xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: linalg.yield %[[OPERAND_IN]] : f32
// -----
// CHECK-LABEL: func @is_finte
func @is_finte(%input: memref<2x2xf32>, %result: memref<2x2xi1>) {
"lmhlo.is_finite"(%input, %result) : (memref<2x2xf32>, memref<2x2xi1>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[POS_INF:.+]] = constant 0x7F800000 : f32
// CHECK-NEXT: %[[ABS_X:.+]] = absf %[[OPERAND_IN]] : f32
// CHECK-NEXT: %[[RESULT:.+]] = cmpf one, %[[ABS_X]], %[[POS_INF]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : i1
// -----
// CHECK-LABEL: func @float_cmp
func @float_cmp(%lhs: memref<2x2xf32>, %rhs: memref<2x2xf32>,
%result: memref<2x2xi1>) {
"lmhlo.compare"(%lhs, %rhs, %result) {comparison_direction = "EQ"}
: (memref<2x2xf32>, memref<2x2xf32>, memref<2x2xi1>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[LHS_IN:.*]]: f32, %[[RHS_IN:.*]]: f32, %[[RESULT_OUT:.*]]: i1):
// CHECK-NEXT: %[[RESULT:.*]] = cmpf oeq, %[[LHS_IN]], %[[RHS_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : i1
// -----
// CHECK-LABEL: func @int_cmp
func @int_cmp(%lhs: memref<2x2xi32>, %rhs: memref<2x2xi32>,
%result: memref<2x2xi1>) {
"lmhlo.compare"(%lhs, %rhs, %result) {comparison_direction = "LT"}
: (memref<2x2xi32>, memref<2x2xi32>, memref<2x2xi1>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[LHS_IN:.*]]: i32, %[[RHS_IN:.*]]: i32, %[[RESULT_OUT:.*]]: i1):
// CHECK-NEXT: %[[RESULT:.*]] = cmpi slt, %[[LHS_IN]], %[[RHS_IN]] : i32
// CHECK-NEXT: linalg.yield %[[RESULT]] : i1
// -----
// CHECK-LABEL: func @select
func @select(%pred: memref<2x2xi1>, %lhs: memref<2x2xf32>,
%rhs: memref<2x2xf32>, %result: memref<2x2xf32>) {
"lmhlo.select"(%pred, %lhs, %rhs, %result)
: (memref<2x2xi1>, memref<2x2xf32>, memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[PRED_IN:.*]]: i1, %[[LHS_IN:.*]]: f32, %[[RHS_IN:.*]]: f32, %[[RESULT_OUT:.*]]: f32):
// CHECK-NEXT: %[[RESULT:.*]] = select %[[PRED_IN]], %[[LHS_IN]], %[[RHS_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK: #[[RESULT_MAP:.*]] = affine_map<(d0, d1) -> (d0, d1)>
// CHECK-LABEL: func @iota
func @iota(%out: memref<7x10xf32>) {
"lmhlo.iota"(%out) {iota_dimension = 1 : i64} : (memref<7x10xf32>) -> ()
return
}
// CHECK: linalg.indexed_generic
// CHECK-SAME: indexing_maps = [#[[RESULT_MAP]]]
// CHECK-NEXT: ^bb0(%[[D0:.*]]: index, %[[D1:.*]]: index, %[[RESULT:.*]]: f32):
// CHECK-NEXT: %[[INT_CAST:.*]] = index_cast %[[D1]] : index to i32
// CHECK-NEXT: %[[FLOAT_CAST:.*]] = sitofp %[[INT_CAST]] : i32 to f32
// CHECK-NEXT: linalg.yield %[[FLOAT_CAST]] : f32
// -----
// CHECK-DAG: #[[OPERAND_MAP:.+]] = affine_map<(d0, d1, d2) -> ()>
// CHECK-DAG: #[[RESULT_MAP:.+]] = affine_map<(d0, d1, d2) -> (d0, d1, d2)>
// CHECK-LABEL: func @broadcast_scalar
func @broadcast_scalar(%operand: memref<f32>, %result: memref<4x2x1xf32>) {
"lmhlo.broadcast"(%operand, %result) {
broadcast_sizes = dense<[4, 2, 1]> : tensor<3xi64>
} : (memref<f32>, memref<4x2x1xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-SAME: indexing_maps = [#[[OPERAND_MAP]], #[[RESULT_MAP]]]
// CHECK-NEXT: ^bb0(%[[OPERAND:.+]]: f32, %{{.+}}: f32):
// CHECK-NEXT: linalg.yield %[[OPERAND]] : f32
// -----
// CHECK-DAG: #[[OPERAND_MAP:.+]] = affine_map<(d0, d1, d2, d3, d4, d5) -> (d3, d4, d5)>
// CHECK-DAG: #[[RESULT_MAP:.+]] = affine_map<(d0, d1, d2, d3, d4, d5) -> (d0, d1, d2, d3, d4, d5)>
// CHECK-LABEL: func @broadcast
func @broadcast(%operand: memref<4x?x16xf32>,
%result: memref<4x2x1x4x?x16xf32>) {
"lmhlo.broadcast"(%operand, %result) {
broadcast_sizes = dense<[4, 2, 1]> : tensor<3xi64>
} : (memref<4x?x16xf32>, memref<4x2x1x4x?x16xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-SAME: indexing_maps = [#[[OPERAND_MAP]], #[[RESULT_MAP]]]
// CHECK-NEXT: ^bb0(%[[OPERAND:.+]]: f32, %{{.+}}: f32):
// CHECK-NEXT: linalg.yield %[[OPERAND]] : f32
// -----
// CHECK-DAG: #[[OPERAND_MAP:.*]] = affine_map<(d0, d1, d2, d3, d4) -> (d4, d0, d2)>
// CHECK-DAG: #[[RESULT_MAP:.*]] = affine_map<(d0, d1, d2, d3, d4) -> (d0, d1, d2, d3, d4)>
// CHECK-LABEL: func @dynamic_broadcast_in_dim
func @dynamic_broadcast_in_dim(%operand: memref<?x?x?xf32>,
%result: memref<?x?x?x?x?xf32>) {
"lmhlo.broadcast_in_dim"(%operand, %result) {
broadcast_dimensions = dense<[4,0,2]> : tensor<3xi64>
} : (memref<?x?x?xf32>, memref<?x?x?x?x?xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-SAME: indexing_maps = [#[[OPERAND_MAP]], #[[RESULT_MAP]]]
// CHECK-NEXT: ^bb0(%[[OPERAND:.*]]: f32, %[[RESULT:.*]]: f32):
// CHECK-NEXT: linalg.yield %[[OPERAND]] : f32
// -----
// CHECK-DAG: #[[OPERAND_MAP:.*]] = affine_map<(d0, d1) -> (d0)>
// CHECK-DAG: #[[RESULT_MAP:.*]] = affine_map<(d0, d1) -> (d0, d1)>
// CHECK-LABEL: func @static_broadcast_in_dim_no_expansion
func @static_broadcast_in_dim_no_expansion(%operand: memref<5xf32>,
%result: memref<5x10xf32>) {
"lmhlo.broadcast_in_dim"(%operand, %result) {
broadcast_dimensions = dense<[0]> : tensor<1xi64>
} : (memref<5xf32>, memref<5x10xf32>) -> ()
return
}
// CHECK-NOT: linalg.reshape
// CHECK: linalg.generic {{{.*}}indexing_maps = [#[[OPERAND_MAP]], #[[RESULT_MAP]]]
// CHECK-NEXT: ^bb0(%[[OPERAND:.*]]: f32, %[[RESULT:.*]]: f32):
// CHECK-NEXT: linalg.yield %[[OPERAND]] : f32
// -----
// CHECK-DAG: #[[REASSOCIATION:.*]] = affine_map<(d0, d1) -> (d0, d1)>
// CHECK-DAG: #[[OPERAND_MAP:.*]] = affine_map<(d0, d1, d2) -> (d0)>
// CHECK-DAG: #[[RESULT_MAP:.*]] = affine_map<(d0, d1, d2) -> (d0, d1, d2)>
// CHECK-LABEL: func @static_broadcast_in_dim_expansion
func @static_broadcast_in_dim_expansion(%operand: memref<1x5xf32>,
%result: memref<5x10x100xf32>) {
"lmhlo.broadcast_in_dim"(%operand, %result) {
broadcast_dimensions = dense<[2, 0]> : tensor<2xi64>
} : (memref<1x5xf32>, memref<5x10x100xf32>) -> ()
return
}
// CHECK: %[[RESHAPED_ARG:.*]] = linalg.reshape %{{.*}}#[[REASSOCIATION]]]
// CHECK-SAME: memref<1x5xf32> into memref<5xf32>
// CHECK: linalg.generic {{{.*}}indexing_maps =
// CHECK-SAME: [#[[OPERAND_MAP]], #[[RESULT_MAP]]]
// CHECK-SAME: ins(%[[RESHAPED_ARG]] :
// CHECK-NEXT: ^bb0(%[[OPERAND:.*]]: f32, %[[RESULT:.*]]: f32):
// CHECK-NEXT: linalg.yield %[[OPERAND]] : f32
// -----
// CHECK-DAG: #[[RESULT_MAP_0:.*]] = affine_map<(d0, d1) -> ()>
// CHECK-DAG: #[[RESULT_MAP:.*]] = affine_map<(d0, d1) -> (d0, d1)>
// CHECK-LABEL: func @static_broadcast_in_dim_scalar
func @static_broadcast_in_dim_scalar(%operand: memref<f32>,
%result: memref<5x10xf32>) {
"lmhlo.broadcast_in_dim"(%operand, %result) {
broadcast_dimensions = dense<[]> : tensor<0xi64>
} : (memref<f32>, memref<5x10xf32>) -> ()
return
}
// CHECK-NOT: linalg.reshape
// CHECK: linalg.generic {{{.*}}indexing_maps = [#[[RESULT_MAP_0]], #[[RESULT_MAP]]]
// CHECK-NEXT: ^bb0(%[[CONST:.*]]: f32, %[[RESULT:.*]]: f32):
// CHECK-NEXT: linalg.yield %[[CONST]] : f32
// -----
// CHECK-DAG: #[[OPERAND_MAP:.+]] = affine_map<(d0, d1) -> (d0)>
// CHECK-DAG: #[[RESULT_MAP:.+]] = affine_map<(d0, d1) -> (d0, d1)>
// CHECK-LABEL: func @static_broadcast_in_dim_with_one_to_one
func @static_broadcast_in_dim_with_one_to_one(%operand: memref<1xf32>,
%result: memref<1x5xf32>) {
"lmhlo.broadcast_in_dim"(%operand, %result) {
broadcast_dimensions = dense<[0]> : tensor<1xi64>
} : (memref<1xf32>, memref<1x5xf32>) -> ()
return
}
// CHECK-NOT: linalg.reshape
// CHECK: linalg.generic {{{.*}}indexing_maps = [#[[OPERAND_MAP]], #[[RESULT_MAP]]]
// CHECK-NEXT: ^bb0(%[[OPERAND:.+]]: f32, %{{.+}}: f32):
// CHECK-NEXT: linalg.yield %[[OPERAND]] : f32
// -----
// CHECK-DAG: #[[RESULT_MAP:.+]] = affine_map<(d0, d1) -> (d0, d1)>
// CHECK-LABEL: func @static_broadcast_in_dim_with_one_to_many
func @static_broadcast_in_dim_with_one_to_many(%operand: memref<1xf32>,
%result: memref<5x5xf32>) {
"lmhlo.broadcast_in_dim"(%operand, %result) {
broadcast_dimensions = dense<[1]> : tensor<1xi64>
} : (memref<1xf32>, memref<5x5xf32>) -> ()
return
}
// CHECK-NOT: linalg.reshape
// CHECK: %[[C0:.*]] = constant 0 : index
// CHECK: %[[VALUE:.*]] = load %{{.*}}[[C0]]
// CHECK: linalg.generic {{{.*}}indexing_maps = [#[[RESULT_MAP]]]
// CHECK-NEXT: ^bb0(%{{.+}}: f32):
// CHECK-NEXT: linalg.yield %[[VALUE]] : f32
// -----
// CHECK-LABEL: func @constant
func @constant(%value: memref<i32>) {
"lmhlo.constant"(%value) {
value = dense<10> : tensor<i32>
} : (memref<i32>) -> ()
return
}
// CHECK: %[[CONSTANT:.*]] = constant 10 : i32
// CHECK: affine.store %[[CONSTANT]], %{{.*}}[] : memref<i32>
// -----
// CHECK-LABEL: func @absf
func @absf(%input: memref<2x2xf32>, %result: memref<2x2xf32>) {
"lmhlo.abs"(%input, %result) : (memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[RESULT:.*]] = absf %[[OPERAND_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @absi
func @absi(%input: memref<2x2xi32>,
%result: memref<2x2xi32>) {
"lmhlo.abs"(%input, %result) : (memref<2x2xi32>, memref<2x2xi32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: i32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[L0:.*]] = constant 0 : i32
// CHECK-NEXT: %[[L1:.*]] = cmpi sge, %[[OPERAND_IN]], %[[L0]] : i32
// CHECK-NEXT: %[[L2:.*]] = subi %[[L0]], %[[OPERAND_IN]] : i32
// CHECK-NEXT: %[[RESULT:.*]] = select %[[L1]], %[[OPERAND_IN]], %[[L2]] : i32
// CHECK-NEXT: linalg.yield %[[RESULT]] : i32
// -----
// CHECK-LABEL: func @ceil
func @ceil(%input: memref<2x2xf32>, %result: memref<2x2xf32>) {
"lmhlo.ceil"(%input, %result) : (memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[RESULT:.*]] = ceilf %[[OPERAND_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @convert_i1_to_f32
func @convert_i1_to_f32(%input: memref<2x2xi1>, %result: memref<2x2xf32>) {
"lmhlo.convert"(%input, %result) : (memref<2x2xi1>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: i1, %[[RESULT_OUT:.*]]: f32):
// CHECK-NEXT: %[[RESULT:.*]] = uitofp %[[OPERAND_IN]] : i1 to f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @convert_i32_to_f32
func @convert_i32_to_f32(%input: memref<2x2xi32>, %result: memref<2x2xf32>) {
"lmhlo.convert"(%input, %result) : (memref<2x2xi32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: i32, %[[RESULT_OUT:.*]]: f32):
// CHECK-NEXT: %[[RESULT:.*]] = sitofp %[[OPERAND_IN]] : i32 to f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @convert_i16_to_i32
func @convert_i16_to_i32(%input: memref<2x2xi16>,
%result: memref<2x2xi32>) {
"lmhlo.convert"(%input, %result) : (memref<2x2xi16>, memref<2x2xi32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: i16, %[[RESULT_OUT:.*]]: i32):
// CHECK-NEXT: %[[RESULT:.*]] = zexti %[[OPERAND_IN]] : i16 to i32
// CHECK-NEXT: linalg.yield %[[RESULT]] : i32
// -----
// CHECK-LABEL: func @convert_i32_to_i16
func @convert_i32_to_i16(%input: memref<2x2xi32>, %result: memref<2x2xi16>) {
"lmhlo.convert"(%input, %result) : (memref<2x2xi32>, memref<2x2xi16>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: i32, %[[RESULT_OUT:.*]]: i16):
// CHECK-NEXT: %[[RESULT:.*]] = trunci %[[OPERAND_IN]] : i32 to i16
// CHECK-NEXT: linalg.yield %[[RESULT]] : i16
// -----
// CHECK-LABEL: func @convert_f32_to_f64
func @convert_f32_to_f64(%input: memref<2x2xf32>, %result: memref<2x2xf64>) {
"lmhlo.convert"(%input, %result) : (memref<2x2xf32>, memref<2x2xf64>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]: f64):
// CHECK-NEXT: %[[RESULT:.*]] = fpext %[[OPERAND_IN]] : f32 to f64
// CHECK-NEXT: linalg.yield %[[RESULT]] : f64
// -----
// CHECK-LABEL: func @convert_f64_to_f32
func @convert_f64_to_f32(%input: memref<2x2xf64>, %result: memref<2x2xf32>) {
"lmhlo.convert"(%input, %result) : (memref<2x2xf64>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f64, %[[RESULT_OUT:.*]]: f32):
// CHECK-NEXT: %[[RESULT:.*]] = fptrunc %[[OPERAND_IN]] : f64 to f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @convert_i32_to_i32
func @convert_i32_to_i32(%input: memref<2x2xi32>, %result: memref<2x2xi32>) {
"lmhlo.convert"(%input, %result) : (memref<2x2xi32>, memref<2x2xi32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: i32, %[[RESULT_OUT:.*]]: i32):
// CHECK-NEXT: linalg.yield %[[OPERAND_IN]] : i32
// -----
// CHECK-LABEL: func @convert_f32_to_f32
func @convert_f32_to_f32(%input: memref<2x2xf32>, %result: memref<2x2xf32>) {
"lmhlo.convert"(%input, %result) : (memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]: f32):
// CHECK-NEXT: linalg.yield %[[OPERAND_IN]] : f32
// -----
// CHECK-LABEL: func @convert_f32_to_i32
func @convert_f32_to_i32(%input: memref<2x2xf32>, %result: memref<2x2xi32>) {
"lmhlo.convert"(%input, %result)
: (memref<2x2xf32>, memref<2x2xi32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]: i32):
// CHECK-NEXT: %[[RESULT:.*]] = fptosi %[[OPERAND_IN]] : f32 to i32
// CHECK-NEXT: linalg.yield %[[RESULT]] : i32
// -----
// CHECK-LABEL: func @cos
func @cos(%input: memref<2x2xf32>, %result: memref<2x2xf32>) {
"lmhlo.cosine"(%input, %result) : (memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[RESULT:.*]] = math.cos %[[OPERAND_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @sin
func @sin(%input: memref<2x2xf32>,
%result: memref<2x2xf32>) {
"lmhlo.sine"(%input, %result)
: (memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[RESULT:.*]] = math.sin %[[OPERAND_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @floor
func @floor(%input: memref<2x2xf32>, %result: memref<2x2xf32>) {
"lmhlo.floor"(%input, %result) : (memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[RESULT:.*]] = floorf %[[OPERAND_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @negf
func @negf(%input: memref<2x2xf32>, %result: memref<2x2xf32>) {
"lmhlo.negate"(%input, %result) : (memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[RESULT:.*]] = negf %[[OPERAND_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @negi
func @negi(%input: memref<2x2xi32>, %result: memref<2x2xi32>) {
"lmhlo.negate"(%input, %result) : (memref<2x2xi32>, memref<2x2xi32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: i32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[L0:.*]] = constant 0 : i32
// CHECK-NEXT: %[[RESULT:.*]] = subi %[[L0]], %[[OPERAND_IN]] : i32
// CHECK-NEXT: linalg.yield %[[RESULT]] : i32
// -----
// CHECK-LABEL: func @not
func @not(%input: memref<2x2xi64>, %result: memref<2x2xi64>) {
"lmhlo.not"(%input, %result) : (memref<2x2xi64>, memref<2x2xi64>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: i64, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[N1:.*]] = constant -1 : i64
// CHECK-NEXT: %[[RESULT:.*]] = xor %[[N1]], %[[OPERAND_IN]] : i64
// CHECK-NEXT: linalg.yield %[[RESULT]] : i64
// -----
// CHECK-LABEL: func @rem
func @remainder(%lhs: memref<2x2xf32>, %rhs: memref<2x2xf32>,
%result: memref<2x2xf32>) {
"lmhlo.remainder"(%lhs, %rhs, %result)
: (memref<2x2xf32>, memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[LHS_IN:.*]]: f32, %[[RHS_IN:.*]]: f32, %[[RESULT:.*]]: f32):
// CHECK-NEXT: %[[RESULT:.*]] = remf %[[LHS_IN]], %[[RHS_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @rsqrt
func @rsqrt(%input: memref<2x2xf32>, %result: memref<2x2xf32>) {
"lmhlo.rsqrt"(%input, %result) : (memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[RESULT:.*]] = math.rsqrt %[[OPERAND_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @sign
func @sign(%input: memref<2x2xf32>, %result: memref<2x2xf32>) {
"lmhlo.sign"(%input, %result) : (memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[CST_0:.*]] = constant 0.000000e+00 : f32
// CHECK-NEXT: %[[NE_0:.*]] = cmpf one, %[[OPERAND_IN]], %[[CST_0]] : f32
// CHECK-NEXT: %[[NE_0_FLOAT:.*]] = uitofp %[[NE_0]] : i1 to f32
// CHECK-NEXT: %[[SIGN:.*]] = copysign %[[NE_0_FLOAT]], %[[OPERAND_IN]] : f32
// CHECK-NEXT: %[[CMP:.*]] = cmpf uno, %[[OPERAND_IN]], %[[OPERAND_IN]] : f32
// CHECK-NEXT: %[[RESULT:.*]] = select %[[CMP]], %[[OPERAND_IN]], %[[SIGN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @sign_bf16
func @sign_bf16(%input: memref<2x2xbf16>, %result: memref<2x2xbf16>) {
"lmhlo.sign"(%input, %result) : (memref<2x2xbf16>, memref<2x2xbf16>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: bf16, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[CST_0:.*]] = constant 0.000000e+00 : bf16
// CHECK-NEXT: %[[NE_0:.*]] = cmpf one, %[[OPERAND_IN]], %[[CST_0]] : bf16
// CHECK-NEXT: %[[NE_0_FLOAT:.*]] = uitofp %[[NE_0]] : i1 to bf16
// CHECK-NEXT: %[[SIGN:.*]] = copysign %[[NE_0_FLOAT]], %[[OPERAND_IN]] : bf16
// CHECK-NEXT: %[[CMP:.*]] = cmpf uno, %[[OPERAND_IN]], %[[OPERAND_IN]] : bf16
// CHECK-NEXT: %[[RESULT:.*]] = select %[[CMP]], %[[OPERAND_IN]], %[[SIGN]] : bf16
// CHECK-NEXT: linalg.yield %[[RESULT]] : bf16
// -----
// CHECK-LABEL: func @sign_i16
func @sign_i16(%input: memref<2x2xi16>, %result: memref<2x2xi16>) {
"lmhlo.sign"(%input, %result) : (memref<2x2xi16>, memref<2x2xi16>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: i16, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[C0:.*]] = constant 0 : i16
// CHECK-NEXT: %[[C15:.*]] = constant 15 : i16
// CHECK-NEXT: %[[C1:.*]] = constant 1 : i16
// CHECK-NEXT: %[[CMP:.*]] = cmpi eq, %[[OPERAND_IN]], %[[C0]] : i16
// CHECK-NEXT: %[[ASHR:.*]] = shift_right_signed %[[OPERAND_IN]], %[[C15]] : i16
// CHECK-NEXT: %[[OR:.*]] = or %[[ASHR]], %[[C1]] : i16
// CHECK-NEXT: %[[RESULT:.*]] = select %[[CMP]], %[[C0]], %[[OR]] : i16
// CHECK-NEXT: linalg.yield %[[RESULT]] : i16
// -----
// CHECK-LABEL: func @sqrt
func @sqrt(%input: memref<2x2xf32>, %result: memref<2x2xf32>) {
"lmhlo.sqrt"(%input, %result) : (memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[RESULT:.*]] = math.sqrt %[[OPERAND_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @tanh
func @tanh(%input: memref<2x2xf32>, %result: memref<2x2xf32>) {
"lmhlo.tanh"(%input, %result) : (memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[OPERAND_IN:.*]]: f32, %[[RESULT_OUT:.*]]):
// CHECK-NEXT: %[[RESULT:.*]] = math.tanh %[[OPERAND_IN]] : f32
// CHECK-NEXT: linalg.yield %[[RESULT]] : f32
// -----
// CHECK-LABEL: func @complex
func @complex(%real: memref<2x2xf32>,
%imag: memref<2x2xf32>,
%cplx: memref<2x2xcomplex<f32>>) {
"lmhlo.complex"(%real, %imag, %cplx)
: (memref<2x2xf32>, memref<2x2xf32>, memref<2x2xcomplex<f32>>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[RE:.*]]: f32, %[[IM:.*]]: f32, %[[CP:.*]]: complex<f32>):
// CHECK-NEXT: %[[RESULT:.*]] = complex.create %[[RE]], %[[IM]] : complex<f32>
// CHECK-NEXT: linalg.yield %[[RESULT]] : complex<f32>
// -----
// CHECK-LABEL: func @real
func @real(%cplx: memref<2x2xcomplex<f32>>,
%real: memref<2x2xf32>) {
"lmhlo.real"(%cplx, %real)
: (memref<2x2xcomplex<f32>>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[CPLX_IN:.*]]: complex<f32>, %[[REAL_OUT:.*]]: f32):
// CHECK-NEXT: %[[REAL:.*]] = complex.re %[[CPLX_IN:.*]] : complex<f32>
// CHECK-NEXT: linalg.yield %[[REAL]] : f32
// -----
// CHECK-LABEL: func @imag
func @imag(%cplx: memref<2x2xcomplex<f32>>,
%imag: memref<2x2xf32>) {
"lmhlo.imag"(%cplx, %imag)
: (memref<2x2xcomplex<f32>>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic
// CHECK-NEXT: ^bb0(%[[CPLX_IN:.*]]: complex<f32>, %[[IMAG_OUT:.*]]: f32):
// CHECK-NEXT: %[[IMAG:.*]] = complex.im %[[CPLX_IN:.*]] : complex<f32>
// CHECK-NEXT: linalg.yield %[[IMAG]] : f32
// -----
// CHECK: func @slice(%[[IN:.*]]: memref<?x?xf32>, %[[OUT:.*]]: memref<?x?xf32>)
func @slice(%operand: memref<?x?xf32>, %result: memref<?x?xf32>) {
"lmhlo.slice"(%operand, %result) {
start_indices = dense<[0,1]> : tensor<2xi64>,
limit_indices = dense<[2,3]> : tensor<2xi64>,
strides = dense<[1,1]> : tensor<2xi64>
} : (memref<?x?xf32>, memref<?x?xf32>) -> ()
return
}
// CHECK: %[[RESULT:.*]] = subview %[[IN]][0, 1] [2, 2] [1, 1] : memref<?x?xf32> to memref<2x2xf32, #{{.*}}>
// CHECK: linalg.copy(%[[RESULT]], %[[OUT]])
// -----
// CHECK-DAG: #[[MAP1:.*]] = affine_map<(d0, d1, d2) -> (d0, d1)>
// CHECK-DAG: #[[MAP2:.*]] = affine_map<(d0, d1, d2) -> (d2)>
// CHECK-LABEL: func @reshape_3D_2D
func @reshape_3D_2D(%arg0: memref<12x1x42xi32>, %arg1 : memref<12x42xi32>) {
"lmhlo.reshape"(%arg0, %arg1)
: (memref<12x1x42xi32>, memref<12x42xi32>) -> ()
return
}
// CHECK: linalg.reshape %{{.*}} [#[[MAP1]], #[[MAP2]]]
// CHECK-NEXT: linalg.copy
// -----
// CHECK-DAG: #[[MAP1:.*]] = affine_map<(d0, d1, d2, d3) -> (d0)>
// CHECK-DAG: #[[MAP2:.*]] = affine_map<(d0, d1, d2, d3) -> (d1, d2, d3)>
// CHECK-LABEL: func @reshape_4D_2D
func @reshape_4D_2D(%arg0: memref<12x42x1x1xi32>, %arg1 : memref<12x42xi32>) {
"lmhlo.reshape"(%arg0, %arg1)
: (memref<12x42x1x1xi32>, memref<12x42xi32>) -> ()
return
}
// CHECK: linalg.reshape %{{.*}} [#[[MAP1]], #[[MAP2]]]
// CHECK-NEXT: linalg.copy
// -----
// CHECK-DAG: #[[MAP1:.*]] = affine_map<(d0, d1, d2, d3) -> (d0, d1)>
// CHECK-DAG: #[[MAP2:.*]] = affine_map<(d0, d1, d2, d3) -> (d2, d3)>
// CHECK-LABEL: func @reshape_2D_4D
func @reshape_2D_4D(%arg0: memref<12x42xi32>, %arg1 : memref<12x1x42x1xi32>) {
"lmhlo.reshape"(%arg0, %arg1)
: (memref<12x42xi32>, memref<12x1x42x1xi32>) -> ()
return
}
// CHECK: linalg.reshape %{{.*}} [#[[MAP1]], #[[MAP2]]]
// CHECK-NEXT: linalg.copy
// -----
// CHECK-DAG: #[[RESHAPE_MAP1:.*]] = affine_map<(d0, d1, d2) -> (d0, d1, d2)>
// CHECK-DAG: #[[RESHAPE_MAP2:.*]] = affine_map<(d0, d1, d2, d3) -> (d0, d1, d2, d3)>
// CHECK-LABEL: func @reshape_3D_4D
func @reshape_3D_4D(%arg0: memref<1x49x16xf32>, %arg1: memref<1x784x1x1xf32>) {
"lmhlo.reshape"(%arg0, %arg1)
: (memref<1x49x16xf32>, memref<1x784x1x1xf32>) -> ()
return
}
// CHECK: linalg.reshape %{{.*}} [#[[RESHAPE_MAP1]]]
// CHECK: linalg.reshape %{{.*}} [#[[RESHAPE_MAP2]]]
// CHECK: linalg.copy
// -----
// CHECK-DAG: #[[RESHAPE_MAP1:.*]] = affine_map<(d0, d1, d2, d3) -> (d0, d1, d2, d3)>
// CHECK-DAG: #[[RESHAPE_MAP2:.*]] = affine_map<(d0, d1, d2) -> (d0, d1, d2)>
// CHECK-LABEL: func @reshape_4D_3D
func @reshape_4D_3D(%arg0: memref<1x8x10x3xf32>, %arg1: memref<1x240x1xf32>) {
"lmhlo.reshape"(%arg0, %arg1)
: (memref<1x8x10x3xf32>, memref<1x240x1xf32>) -> ()
return
}
// CHECK: linalg.reshape %{{.*}} [#[[RESHAPE_MAP1]]]
// CHECK: linalg.reshape %{{.*}} [#[[RESHAPE_MAP2]]]
// CHECK: linalg.copy
// -----
// CHECK-DAG: #[[MAP:.*]] = affine_map<(d0, d1, d2, d3) -> (d0, d1, d2, d3)>
// CHECK-LABEL: func @reshape1_4D_4D
func @reshape1_4D_4D(%arg0: memref<4x512x1x1xi32>,
%arg1: memref<1x4x1x512xi32>) {
"lmhlo.reshape"(%arg0, %arg1)
: (memref<4x512x1x1xi32>, memref<1x4x1x512xi32>) -> ()
return
}
// CHECK: linalg.reshape %{{.*}} [#[[MAP]]]
// CHECK: linalg.reshape %{{.*}} [#[[MAP]]]
// -----
// CHECK-DAG: #[[MAP:.*]] = affine_map<(d0, d1, d2, d3) -> (d0, d1, d2, d3)>
// CHECK-LABEL: func @reshape2_4D_4D
func @reshape2_4D_4D(%arg0: memref<4x1x1x1024xi32>,
%arg1: memref<4x1024x1x1xi32>) {
"lmhlo.reshape"(%arg0, %arg1)
: (memref<4x1x1x1024xi32>, memref<4x1024x1x1xi32>) -> ()
return
}
// CHECK: linalg.reshape %{{.*}} [#[[MAP]]]
// CHECK: linalg.reshape %{{.*}} [#[[MAP]]]
// -----
// CHECK-DAG: #[[OPERAND_MAP:.*]] = affine_map<(d0, d1) -> (d0, -d1 + 2)>
// CHECK-DAG: #[[RESULT_MAP:.*]] = affine_map<(d0, d1) -> (d0, d1)>
// CHECK-LABEL: func @reverse
func @reverse(%arg0: memref<2x3xf32>, %arg1: memref<2x3xf32>) {
"lmhlo.reverse"(%arg0, %arg1) {
dimensions = dense<1> : tensor<1xi64>
} : (memref<2x3xf32>, memref<2x3xf32>) -> ()
return
}
// CHECK: linalg.generic {{{.*}}indexing_maps = [#[[OPERAND_MAP]], #[[RESULT_MAP]]]
// -----
func @conv(%input: memref<3x5x5x3xf32>, %filter: memref<2x2x3x4xf32>, %output: memref<3x5x5x4xf32>) {
%c0 = constant 0 : index
%0 = alloc() : memref<3x5x5x4xf32>
// CHECK: linalg.conv(%{{.+}}, %{{.+}}, %{{.+}})
// CHECK-SAME: dilations = [1, 2]
// CHECK-SAME: padding = dense<{{\[\[}}0, 1], [0, 1]]> : tensor<2x2xi64>
// CHECK-SAME: strides = [2, 1]}
// With all atributes explicitly specified.
"lmhlo.convolution"(%filter, %input, %0) {batch_group_count = 1 : i64, dimension_numbers = {input_batch_dimension = 0 : i64, input_feature_dimension = 3 : i64, input_spatial_dimensions = dense<[1, 2]> : tensor<2xi64>, kernel_input_feature_dimension = 2 : i64, kernel_output_feature_dimension = 3 : i64, kernel_spatial_dimensions = dense<[0, 1]> : tensor<2xi64>, output_batch_dimension = 0 : i64, output_feature_dimension = 3 : i64, output_spatial_dimensions = dense<[1, 2]> : tensor<2xi64>}, feature_group_count = 1 : i64, padding = dense<[[0, 1], [0, 1]]> : tensor<2x2xi64>, rhs_dilation = dense<[1, 2]> : tensor<2xi64>, window_strides = dense<[2, 1]> : tensor<2xi64>} : (memref<2x2x3x4xf32>, memref<3x5x5x3xf32>, memref<3x5x5x4xf32>) -> ()
// Dilation left unspecified, sets default dilation since linalg expects it.
// CHECK: linalg.conv(%{{.+}}, %{{.+}}, %{{.+}})
// CHECK-SAME: dilations = [1, 1]
// Padding is not set if it's zero.
// CHECK-NOT: padding
"lmhlo.convolution"(%filter, %input, %0) {batch_group_count = 1 : i64, dimension_numbers = {input_batch_dimension = 0 : i64, input_feature_dimension = 3 : i64, input_spatial_dimensions = dense<[1, 2]> : tensor<2xi64>, kernel_input_feature_dimension = 2 : i64, kernel_output_feature_dimension = 3 : i64, kernel_spatial_dimensions = dense<[0, 1]> : tensor<2xi64>, output_batch_dimension = 0 : i64, output_feature_dimension = 3 : i64, output_spatial_dimensions = dense<[1, 2]> : tensor<2xi64>}, feature_group_count = 1 : i64, window_strides = dense<[2, 1]> : tensor<2xi64>} : (memref<2x2x3x4xf32>, memref<3x5x5x3xf32>, memref<3x5x5x4xf32>) -> ()
"lmhlo.copy"(%0, %output) : (memref<3x5x5x4xf32>, memref<3x5x5x4xf32>) -> ()
"lmhlo.terminator"() : () -> ()
}
// -----
// CHECK-DAG: #[[TRANSPOSE_INPUT_MAP:.*]] = affine_map<(d0, d1) -> (d1, d0)>
// CHECK-DAG: #[[TRANSPOSE_OUTPUT_MAP:.*]] = affine_map<(d0, d1) -> (d0, d1)>
// CHECK-LABEL: func @transpose
func @transpose(%arg0: memref<2x2xf32>, %arg1: memref<2x2xf32>) {
"lmhlo.transpose"(%arg0, %arg1) {
permutation = dense<[1, 0]> : tensor<2xi64>
} : (memref<2x2xf32>, memref<2x2xf32>) -> ()
return
}
// CHECK: linalg.generic {{{.*}}indexing_maps = [#[[TRANSPOSE_INPUT_MAP]], #[[TRANSPOSE_OUTPUT_MAP]]]
// -----
// CHECK-DAG: #[[REDUCE_INPUT_MAP:.*]] = affine_map<(d0, d1) -> (d0, d1)>
// CHECK-DAG: #[[REDUCE_OUTPUT_MAP:.*]] = affine_map<(d0, d1) -> (d0)>
// CHECK-LABEL: func @reduce_add
func @reduce_add(%arg: memref<100x10xf32>,
%init: memref<f32>,
%result: memref<100xf32>) {
"lmhlo.reduce"(%arg, %init, %result) ( {
^bb0(%lhs: memref<f32>, %rhs: memref<f32>, %res: memref<f32>):
"lmhlo.add"(%lhs, %rhs, %res)
: (memref<f32>, memref<f32>, memref<f32>) -> ()
"lmhlo.terminator"() : () -> ()
} ) {dimensions = dense<[1]> : tensor<1xi64>}
: (memref<100x10xf32>, memref<f32>, memref<100xf32>) -> ()
return
}
// CHECK: %[[INIT_VAL:.*]] = load %arg1[] : memref<f32>
// CHECK: linalg.fill(%arg2, %[[INIT_VAL]])
// CHECK: linalg.generic {
// CHECK-SAME: indexing_maps = [#[[REDUCE_INPUT_MAP]], #[[REDUCE_OUTPUT_MAP]]],
// CHECK-SAME: iterator_types = ["parallel", "reduction"]}
// CHECK-SAME: ins(%arg0 : memref<100x10xf32>) outs(%arg2 : memref<100xf32>) {
// CHECK: alloca
// CHECK-NEXT: alloca
// CHECK-NEXT: alloca
// CHECK-NEXT: store
// CHECK-NEXT: store
// CHECK-NEXT: load
// CHECK-NEXT: load
// CHECK-NEXT: addf
// CHECK-NEXT: store
// CHECK-NEXT: load
// CHECK-NEXT: linalg.yield
// CHECK-NEXT: }
// -----
// CHECK-DAG: #[[REDUCE_INPUT_MAP:.*]] = affine_map<(d0, d1) -> (d0, d1)>
// CHECK-DAG: #[[REDUCE_OUTPUT_MAP:.*]] = affine_map<(d0, d1) -> (d0)>
// CHECK-LABEL: func @reduce_maximum
func @reduce_maximum(%arg: memref<100x10xf32>,
%init: memref<f32>,
%result: memref<100xf32>) {
"lmhlo.reduce"(%arg, %init, %result) ( {
^bb0(%lhs: memref<f32>, %rhs: memref<f32>, %res: memref<f32>):
"lmhlo.maximum"(%lhs, %rhs, %res)
: (memref<f32>, memref<f32>, memref<f32>) -> ()
"lmhlo.terminator"() : () -> ()
} ) {dimensions = dense<[1]> : tensor<1xi64>}
: (memref<100x10xf32>, memref<f32>, memref<100xf32>) -> ()
return
}
// CHECK: %[[INIT_VAL:.*]] = load %arg1[] : memref<f32>
// CHECK: linalg.fill(%arg2, %[[INIT_VAL]])
// CHECK: linalg.generic {
// CHECK-SAME: indexing_maps = [#[[REDUCE_INPUT_MAP]], #[[REDUCE_OUTPUT_MAP]]],
// CHECK-SAME: iterator_types = ["parallel", "reduction"]}
// CHECK-SAME: ins(%arg0 : memref<100x10xf32>) outs(%arg2 : memref<100xf32>) {
// CHECK: alloca
// CHECK-NEXT: alloca
// CHECK-NEXT: alloca
// CHECK-NEXT: store
// CHECK-NEXT: store
// CHECK-NEXT: load
// CHECK-NEXT: load
// CHECK: cmpf
// CHECK: select
// CHECK: store
// CHECK-NEXT: load
// CHECK-NEXT: linalg.yield
// CHECK-NEXT: }
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