// RUN: mlir-opt %s -split-input-file -pass-pipeline='builtin.module(func.func(canonicalize{test-convergence}))' | FileCheck %s // CHECK-LABEL: @dcast_fold // CHECK-SAME: %[[ARG_0:.*]]: tensor // CHECK: return %[[ARG_0]] !qalias = !quant.uniform func.func @dcast_fold(%arg0: tensor<4xf32>) -> tensor<4xf32> { %0 = quant.qcast %arg0 : tensor<4xf32> to tensor<4x!qalias> %1 = quant.dcast %0 : tensor<4x!qalias> to tensor<4xf32> return %1 : tensor<4xf32> } // ----- // CHECK-LABEL: @dcast_no_fold_source // CHECK-SAME: %[[ARG_0:.*]]: tensor // CHECK: %[[VAL_0:.*]] = quant.scast %[[ARG_0]] // CHECK: %[[VAL_1:.*]] = quant.dcast %[[VAL_0]] // CHECK: return %[[VAL_1]] !qalias = !quant.uniform func.func @dcast_no_fold_source(%arg0: tensor<4xi8>) -> tensor<4xf32> { %0 = quant.scast %arg0 : tensor<4xi8> to tensor<4x!qalias> %1 = quant.dcast %0 : tensor<4x!qalias> to tensor<4xf32> return %1 : tensor<4xf32> } // ----- // CHECK-LABEL: @qcast_fold // CHECK-SAME: %[[ARG_0:.*]]: tensor // CHECK: return %[[ARG_0]] !qalias = !quant.uniform func.func @qcast_fold(%arg0: tensor<4x!qalias>) -> tensor<4x!qalias> { %0 = quant.dcast %arg0 : tensor<4x!qalias> to tensor<4xf32> %1 = quant.qcast %0 : tensor<4xf32> to tensor<4x!qalias> return %1 : tensor<4x!qalias> } // ----- // CHECK-LABEL: @qcast_no_fold_source // CHECK-SAME: %[[ARG_0:.*]]: tensor // CHECK: %[[VAL_0:.*]] = arith.negf %[[ARG_0]] // CHECK: %[[VAL_1:.*]] = quant.qcast %[[VAL_0]] // CHECK: return %[[VAL_1]] !qalias = !quant.uniform func.func @qcast_no_fold_source(%arg0: tensor<4xf32>) -> tensor<4x!qalias> { %0 = arith.negf %arg0 : tensor<4xf32> %1 = quant.qcast %0 : tensor<4xf32> to tensor<4x!qalias> return %1 : tensor<4x!qalias> } // ----- // CHECK-LABEL: @qcast_no_fold_type // CHECK-SAME: %[[ARG_0:.*]]: tensor // CHECK: %[[VAL_0:.*]] = quant.dcast %[[ARG_0]] // CHECK: %[[VAL_1:.*]] = quant.qcast %[[VAL_0]] // CHECK: return %[[VAL_1]] !qalias = !quant.uniform !qalias1 = !quant.uniform func.func @qcast_no_fold_type(%arg0: tensor<4x!qalias>) -> tensor<4x!qalias1> { %0 = quant.dcast %arg0 : tensor<4x!qalias> to tensor<4xf32> %1 = quant.qcast %0 : tensor<4xf32> to tensor<4x!qalias1> return %1 : tensor<4x!qalias1> } // ----- // CHECK-LABEL: @scast_fold // CHECK-SAME: %[[ARG_0:.*]]: tensor // CHECK: return %[[ARG_0]] !qalias = !quant.uniform func.func @scast_fold(%arg0: tensor<4x!qalias>) -> tensor<4x!qalias> { %0 = quant.scast %arg0 : tensor<4x!qalias> to tensor<4xi8> %1 = quant.scast %0 : tensor<4xi8> to tensor<4x!qalias> return %1 : tensor<4x!qalias> } // ----- // CHECK-LABEL: @scast_no_fold_source // CHECK-SAME: %[[ARG_0:.*]]: tensor // CHECK: %[[QCAST:.*]] = quant.qcast %[[ARG_0]] // CHECK: %[[SCAST:.*]] = quant.scast %[[QCAST]] // CHECK: return %[[SCAST]] !qalias = !quant.uniform func.func @scast_no_fold_source(%arg0: tensor<4xf32>) -> tensor<4xi8> { %0 = quant.qcast %arg0 : tensor<4xf32> to tensor<4x!qalias> %1 = quant.scast %0 : tensor<4x!qalias> to tensor<4xi8> return %1 : tensor<4xi8> } // ----- // CHECK-LABEL: @scast_no_fold_type // CHECK-SAME: %[[ARG_0:.*]]: tensor // CHECK: %[[VAL_0:.*]] = quant.scast %[[ARG_0]] // CHECK: %[[VAL_1:.*]] = quant.scast %[[VAL_0]] // CHECK: return %[[VAL_1]] !qalias = !quant.uniform !qalias1 = !quant.uniform func.func @scast_no_fold_type(%arg0: tensor<4x!qalias>) -> tensor<4x!qalias1> { %0 = quant.scast %arg0 : tensor<4x!qalias> to tensor<4xi8> %1 = quant.scast %0 : tensor<4xi8> to tensor<4x!qalias1> return %1 : tensor<4x!qalias1> }