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1// Verify the printed output can be parsed.2// RUN: mlir-opt %s | mlir-opt | FileCheck %s3// Verify the generic form can be parsed.4// RUN: mlir-opt -mlir-print-op-generic %s | mlir-opt | FileCheck %s5 6// CHECK-LABEL: shape_num_elements7func.func @shape_num_elements(%shape : !shape.shape) -> !shape.size {8  %init = shape.const_size 19  %num_elements = shape.reduce(%shape, %init) : !shape.shape -> !shape.size {10    ^bb0(%index : index, %extent : !shape.size, %acc : !shape.size):11      %acc_next = shape.mul %acc, %extent12          : !shape.size, !shape.size -> !shape.size13      shape.yield %acc_next : !shape.size14  }15  return %num_elements : !shape.size16}17 18// CHECK-LABEL: extent_tensor_num_elements19func.func @extent_tensor_num_elements(%shape : tensor<?xindex>) -> index {20  %init = arith.constant 1 : index21  %num_elements = shape.reduce(%shape, %init) : tensor<?xindex> -> index {22    ^bb0(%index : index, %extent : index, %acc : index):23      %acc_next = shape.mul %acc, %extent : index, index -> index24      shape.yield %acc_next : index25  }26  return %num_elements : index27}28 29func.func @test_shape_num_elements_unknown() {30  %0 = "shape.unknown_shape"() : () -> !shape.shape31  %1 = call @shape_num_elements(%0) : (!shape.shape) -> (!shape.size)32  %2 = "shape.print"(%1) : (!shape.size) -> !shape.size33  return34}35 36func.func @const_shape() {37  %0 = shape.const_shape [1, 2, 3] : !shape.shape38  %2 = shape.const_shape [4, 5, 6] : tensor<3xindex>39  return40}41 42func.func @test_shape_num_elements_fixed() {43  %0 = shape.const_shape [1, 57, 92] : !shape.shape44  %1 = call @shape_num_elements(%0) : (!shape.shape) -> (!shape.size)45  %3 = "shape.print"(%1) : (!shape.size) -> !shape.size46  return47}48 49func.func @test_broadcast_fixed() {50  %0 = shape.const_shape [10, 1, 57, 92] : !shape.shape51  %1 = shape.const_shape [4, 57, 92] : !shape.shape52  %2 = shape.broadcast %0, %1 : !shape.shape, !shape.shape -> !shape.shape53  %3 = "shape.print"(%2) : (!shape.shape) -> !shape.shape54  return55}56 57func.func @test_broadcast_extents() -> tensor<4xindex> {58  %0 = shape.const_shape [10, 1, 57, 92] : tensor<4xindex>59  %1 = shape.const_shape [4, 57, 92] : tensor<3xindex>60  %2 = shape.broadcast %0, %1 : tensor<4xindex>, tensor<3xindex> -> tensor<4xindex>61  return %2 : tensor<4xindex>62}63 64func.func @test_shape_any_fixed() {65  %0 = shape.const_shape [4, 57, 92] : !shape.shape66  %1 = shape.const_shape [4, 57, 92] : !shape.shape67  %2 = "shape.meet"(%0, %1) : (!shape.shape, !shape.shape) -> !shape.shape68  %3 = "shape.print"(%2) : (!shape.shape) -> !shape.shape69  return70}71 72func.func @test_shape_any_unknown() {73  %0 = shape.const_shape [4, -1, 92] : !shape.shape74  %1 = shape.const_shape [-1, 57, 92] : !shape.shape75  %2 = "shape.meet"(%0, %1) : (!shape.shape, !shape.shape) -> !shape.shape76  %3 = "shape.print"(%2) : (!shape.shape) -> !shape.shape77  return78}79 80func.func @test_shape_any_fixed_mismatch() {81  %0 = shape.const_shape [4, 57, 92] : !shape.shape82  %1 = shape.const_shape [2, 57, 92] : !shape.shape83  %2 = "shape.meet"(%0, %1) : (!shape.shape, !shape.shape) -> !shape.shape84  %3 = "shape.print"(%2) : (!shape.shape) -> !shape.shape85  return86}87 88func.func @test_parse_const_shape() {89  %0 = shape.const_shape [] : !shape.shape90  %1 = shape.const_shape [1, 2, 3] : !shape.shape91  %2 = shape.const_shape [1, 2, 3] : tensor<3xindex>92  return93}94 95func.func @test_shape_of(%arg0: tensor<?xf32>) -> tensor<?xindex> {96  %0 = shape.shape_of %arg0 : tensor<?xf32> -> tensor<?xindex>97  return %0 : tensor<?xindex>98}99 100func.func @test_value_of(%arg0: !shape.value_shape) -> tensor<?xf32> {101  %0 = shape.value_of %arg0 : tensor<?xf32>102  return %0 : tensor<?xf32>103}104 105func.func @test_constraints() {106  %0 = shape.const_shape [] : !shape.shape107  %1 = shape.const_shape [1, 2, 3] : !shape.shape108  %true = arith.constant true109  %w0 = shape.cstr_broadcastable %0, %1 : !shape.shape, !shape.shape110  %w1 = shape.cstr_eq %0, %1 : !shape.shape, !shape.shape111  %w2 = shape.const_witness true112  %w3 = shape.const_witness false113  %w4 = shape.cstr_require %true, "msg"114  %w_all = shape.assuming_all %w0, %w1, %w2, %w3, %w4115  shape.assuming %w_all -> !shape.shape {116    %2 = "shape.any"(%0, %1) : (!shape.shape, !shape.shape) -> !shape.shape117    shape.assuming_yield %2 : !shape.shape118  }119  return120}121 122func.func @eq_on_extent_tensors(%lhs : tensor<?xindex>,123                           %rhs : tensor<?xindex>) {124  %w0 = shape.cstr_eq %lhs, %rhs : tensor<?xindex>, tensor<?xindex>125  return126}127 128func.func @broadcastable_on_extent_tensors(%lhs : tensor<?xindex>,129                                      %rhs : tensor<?xindex>) {130  %w0 = shape.cstr_broadcastable %lhs, %rhs : tensor<?xindex>, tensor<?xindex>131  return132}133 134func.func @mul(%size_arg : !shape.size, %index_arg : index) {135  %size_prod = shape.mul %size_arg, %size_arg136      : !shape.size, !shape.size -> !shape.size137  %index_prod = shape.mul %index_arg, %index_arg : index, index -> index138  %mixed_prod = shape.mul %size_arg, %index_arg139      : !shape.size, index -> !shape.size140  return141}142 143func.func @div(%size_arg : !shape.size, %index_arg : index) {144  %size_div = shape.div %size_arg, %size_arg145      : !shape.size, !shape.size -> !shape.size146  %index_div = shape.div %index_arg, %index_arg : index, index -> index147  %mixed_div = shape.div %size_arg, %index_arg148      : !shape.size, index -> !shape.size149  return150}151 152func.func @add(%size_arg : !shape.size, %index_arg : index) {153  %size_sum = shape.add %size_arg, %size_arg154      : !shape.size, !shape.size -> !shape.size155  %index_sum = shape.add %index_arg, %index_arg : index, index -> index156  %mixed_sum = shape.add %size_arg, %index_arg157      : !shape.size, index -> !shape.size158  return159}160 161func.func @const_size() {162  // CHECK: %c1 = shape.const_size 1163  // CHECK: %c2 = shape.const_size 2164  // CHECK: %c2_0 = shape.const_size 2165  %0 = shape.const_size 1166  %1 = shape.const_size 2167  %2 = shape.const_size 2168  return169}170 171func.func @test_to_extent_tensor(%arg: !shape.shape) -> tensor<3xindex> {172  %0 = shape.to_extent_tensor %arg : !shape.shape -> tensor<3xindex>173  return %0 : tensor<3xindex>174}175 176func.func @test_identity_to_extent_tensor(%arg: tensor<3xindex>) -> tensor<3xindex> {177  %0 = shape.to_extent_tensor %arg : tensor<3xindex> -> tensor<3xindex>178  return %0 : tensor<3xindex>179}180 181func.func @test_from_extent_tensor(%arg: tensor<?xindex>) -> !shape.shape {182  %0 = shape.from_extent_tensor %arg : tensor<?xindex>183  return %0 : !shape.shape184}185 186func.func @rank(%shape : !shape.shape) -> !shape.size {187  %rank = shape.rank %shape : !shape.shape -> !shape.size188  return %rank : !shape.size189}190 191func.func @rank_on_extent_tensor(%shape : tensor<?xindex>) -> index {192  %rank = shape.rank %shape : tensor<?xindex> -> index193  return %rank : index194}195 196func.func @shape_eq_on_shapes(%a : !shape.shape, %b : !shape.shape) -> i1 {197  %result = shape.shape_eq %a, %b : !shape.shape, !shape.shape198  return %result : i1199}200 201func.func @shape_eq_on_tensors(%a : tensor<?xindex>, %b : tensor<?xindex>) -> i1 {202  %result = shape.shape_eq %a, %b : tensor<?xindex>, tensor<?xindex>203  return %result : i1204}205 206func.func @shape_eq_on_mixed(%a : tensor<?xindex>, %b : !shape.shape) -> i1 {207  %result = shape.shape_eq %a, %b : tensor<?xindex>, !shape.shape208  return %result : i1209}210 211func.func @get_extent_on_shape(%arg : !shape.shape) -> !shape.size {212  %c0 = shape.const_size 0213  %result = shape.get_extent %arg, %c0 :214      !shape.shape, !shape.size -> !shape.size215  return %result : !shape.size216}217 218func.func @get_extent_on_extent_tensor(%arg : tensor<?xindex>) -> index {219  %c0 = arith.constant 0 : index220  %result = shape.get_extent %arg, %c0 : tensor<?xindex>, index -> index221  return %result : index222}223 224func.func @get_dim(%arg : memref<?x?xindex>) -> index {225  %c0 = arith.constant 0 : index226  %result = shape.dim %arg, %c0 : memref<?x?xindex>, index -> index227  return %result : index228}229 230func.func @get_extent_on_mixed_operands(%arg : tensor<?xindex>) -> !shape.size {231  %c0 = shape.const_size 0232  %result = shape.get_extent %arg, %c0 : tensor<?xindex>, !shape.size -> !shape.size233  return %result : !shape.size234}235 236func.func @any() {237  %0 = shape.const_shape [1, 2, 3] : !shape.shape238  %1 = shape.const_shape [4, 5, 6] : !shape.shape239  %2 = "shape.any"(%0, %1) : (!shape.shape, !shape.shape) -> !shape.shape240  %3 = shape.const_shape [1, 2, 3] : tensor<3xindex>241  %4 = shape.const_shape [4, 5, 6] : tensor<3xindex>242  %5 = "shape.any"(%3, %4) : (tensor<3xindex>, tensor<3xindex>) -> tensor<3xindex>243  return244}245 246func.func @num_elements_extent_tensor(%arg : tensor<?xindex>) -> index {247  %result = shape.num_elements %arg : tensor<?xindex> -> index248  return %result : index249}250 251func.func @num_elements_shape(%arg : !shape.shape) -> !shape.size {252  %result = shape.num_elements %arg : !shape.shape -> !shape.size253  return %result : !shape.size254}255 256// Testing invoking shape function from another. shape_equal_shapes is merely257// a trivial helper function to invoke elsewhere.258func.func @shape_equal_shapes(%a : !shape.value_shape, %b : !shape.value_shape) -> !shape.shape {259  %0 = shape.shape_of %a : !shape.value_shape -> !shape.shape260  %1 = shape.shape_of %b : !shape.value_shape -> !shape.shape261  %2 = "shape.meet"(%0, %1) : (!shape.shape, !shape.shape) -> !shape.shape262  return %2 : !shape.shape263}264func.func @shape_with_shape(%a : !shape.value_shape, %b : !shape.value_shape) -> !shape.shape {265  %0 = shape.shape_of %a : !shape.value_shape -> !shape.shape266  %1 = shape.with_shape %b, %0 : !shape.value_shape, !shape.shape267  %2 = call @shape_equal_shapes(%a, %1) : (!shape.value_shape, !shape.value_shape) -> !shape.shape268  return %2 : !shape.shape269}270 271func.func @shape_with_shape_extent_tensor_type(%a : tensor<?x?x?xf32>, %b : !shape.value_shape) -> !shape.value_shape {272  %0 = shape.shape_of %a : tensor<?x?x?xf32> -> tensor<3xindex>273  %1 = shape.with_shape %b, %0 : !shape.value_shape, tensor<3xindex>274  return %1 : !shape.value_shape275}276 277func.func @any_on_shape(%a : !shape.shape, %b : !shape.shape, %c : !shape.shape)278    -> !shape.shape {279  %result = shape.any %a, %b, %c280      : !shape.shape, !shape.shape, !shape.shape -> !shape.shape281  return %result : !shape.shape282}283 284func.func @any_on_mixed(%a : tensor<?xindex>,285                   %b : tensor<?xindex>,286                   %c : !shape.shape) -> !shape.shape {287  %result = shape.any %a, %b, %c288      : tensor<?xindex>, tensor<?xindex>, !shape.shape -> !shape.shape289  return %result : !shape.shape290}291 292func.func @any_on_extent_tensors(%a : tensor<?xindex>,293                            %b : tensor<?xindex>,294                            %c : tensor<?xindex>) -> tensor<?xindex> {295  %result = shape.any %a, %b, %c296      : tensor<?xindex>, tensor<?xindex>, tensor<?xindex> -> tensor<?xindex>297  return %result : tensor<?xindex>298}299 300func.func @is_broadcastable_on_extent_tensors(%a : tensor<?xindex>,301                                         %b : tensor<?xindex>) -> i1 {302  %result = shape.is_broadcastable %a, %b303      : tensor<?xindex>, tensor<?xindex>304  return %result : i1305}306 307func.func @is_broadcastable_on_shapes(%a : !shape.shape,308                                 %b : !shape.shape) -> i1 {309  %result = shape.is_broadcastable %a, %b310      : !shape.shape, !shape.shape311  return %result : i1312}313 314func.func @shape_upper_bounded_by_constant(%a: !shape.shape) -> !shape.shape {315  %0 = shape.const_shape [4, 57, 92] : !shape.shape316  %1 = shape.max %a, %0 : !shape.shape, !shape.shape -> !shape.shape317  %2 = shape.meet %0, %1, error="exceeded element-wise upper bound" :318    !shape.shape, !shape.shape -> !shape.shape319  return %2 : !shape.shape320}321 322func.func @shape_lower_bounded_by_constant(%a: !shape.shape) -> !shape.shape {323  %0 = shape.const_shape [4, 57, 92] : !shape.shape324  %1 = shape.min %a, %0 : !shape.shape, !shape.shape -> !shape.shape325  %2 = shape.meet %0, %1, error="lower bound element-wise exceeded" :326    !shape.shape, !shape.shape -> !shape.shape327  return %2 : !shape.shape328}329 330func.func @size_upper_bounded_by_constant(%a: !shape.size) -> !shape.size {331  %0 = shape.const_size 5332  %1 = shape.max %a, %0 : !shape.size, !shape.size -> !shape.size333  %2 = shape.meet %0, %1, error="exceeded element-wise upper bound" :334    !shape.size, !shape.size -> !shape.size335  return %2 : !shape.size336}337 338func.func @size_lower_bounded_by_constant(%a: !shape.size) -> !shape.size {339  %0 = shape.const_size 9340  %1 = shape.min %a, %0 : !shape.size, !shape.size -> !shape.size341  %2 = shape.meet %0, %1, error="lower bound element-wise exceeded" :342    !shape.size, !shape.size -> !shape.size343  return %2 : !shape.size344}345 346func.func @meet_index(%arg0 : index, %arg1 : index) -> index {347  %result = shape.meet %arg0, %arg1 : index, index -> index348  return %result : index349}350 351