// RUN: mlir-opt %s -split-input-file -verify-diagnostics !qalias = !quant.uniform func.func @dcast_scalar(%arg0: !qalias) { %0 = quant.dcast %arg0 : !qalias to f32 return } // ----- !qalias = !quant.uniform func.func @dcast_ranked(%arg0: tensor<2x?x4x!qalias>) { %0 = quant.dcast %arg0 : tensor<2x?x4x!qalias> to tensor<2x?x4xf32> return } // ----- !qalias = !quant.uniform func.func @dcast_unranked(%arg0: tensor<*x!qalias>) { %0 = quant.dcast %arg0 : tensor<*x!qalias> to tensor<*xf32> return } // ----- !qalias = !quant.uniform func.func @dcast_per_axis_static(%arg0: tensor<1x2x3x!qalias>) { %0 = quant.dcast %arg0 : tensor<1x2x3x!qalias> to tensor<1x2x3xf32> return } // ----- !qalias = !quant.uniform func.func @dcast_per_axis_dynamic(%arg0: tensor) { %0 = quant.dcast %arg0 : tensor to tensor return } // ----- !qalias = !quant.uniform func.func @dcast_per_axis_unranked(%arg0: tensor<*x!qalias>) { %0 = quant.dcast %arg0 : tensor<*x!qalias> to tensor<*xf32> return } // ----- !qalias = !quant.uniform func.func @qcast_scalar(%arg0: f32) { %0 = quant.qcast %arg0 : f32 to !qalias return } // ----- !qalias = !quant.uniform func.func @qcast_ranked(%arg0: tensor<2x?x4xf32>) { %0 = quant.qcast %arg0 : tensor<2x?x4xf32> to tensor<2x?x4x!qalias> return } // ----- !qalias = !quant.uniform func.func @qcast_unranked(%arg0: tensor<*xf32>) { %0 = quant.qcast %arg0 : tensor<*xf32> to tensor<*x!qalias> return } // ----- !qalias = !quant.uniform func.func @qcast_per_axis_static(%arg0: tensor<1x2x3xf32>) { %0 = quant.qcast %arg0 : tensor<1x2x3xf32> to tensor<1x2x3x!qalias> return } // ----- !qalias = !quant.uniform func.func @qcast_per_axis_dynamic(%arg0: tensor) { %0 = quant.qcast %arg0 : tensor to tensor return } // ----- !qalias = !quant.uniform func.func @qcast_per_axis_unranked(%arg0: tensor<*xf32>) { %0 = quant.qcast %arg0 : tensor<*xf32> to tensor<*x!qalias> return } // ----- !qalias = !quant.uniform func.func @scast_scalar(%arg0: i8) { %0 = quant.scast %arg0 : i8 to !qalias %1 = quant.scast %0 : !qalias to i8 return } // ----- !qalias = !quant.uniform func.func @scast_ranked(%arg0: tensor<2x?x4xi8>) { %0 = quant.scast %arg0 : tensor<2x?x4xi8> to tensor<2x?x4x!qalias> %1 = quant.scast %0 : tensor<2x?x4x!qalias> to tensor<2x?x4xi8> return } // ----- !qalias = !quant.uniform func.func @scast_unranked(%arg0: tensor<*xi8>) { %0 = quant.scast %arg0 : tensor<*xi8> to tensor<*x!qalias> %1 = quant.scast %0 : tensor<*x!qalias> to tensor<*xi8> return } // ----- !qalias = !quant.uniform func.func @scast_per_axis_static(%arg0: tensor<1x2x3xi8>) { %0 = quant.scast %arg0 : tensor<1x2x3xi8> to tensor<1x2x3x!qalias> %1 = quant.scast %0 : tensor<1x2x3x!qalias> to tensor<1x2x3xi8> return } // ----- !qalias = !quant.uniform func.func @scast_per_axis_dynamic(%arg0: tensor) { %0 = quant.scast %arg0 : tensor to tensor %1 = quant.scast %0 : tensor to tensor return } // ----- !qalias = !quant.uniform func.func @scast_per_axis_unranked(%arg0: tensor<*xi8>) { %0 = quant.scast %arg0 : tensor<*xi8> to tensor<*x!qalias> %1 = quant.scast %0 : tensor<*x!qalias> to tensor<*xi8> return } // ----- !qalias = !quant.uniform func.func @sub_channel_quantization(%arg0: tensor<2x4xi8>) -> tensor<2x4xi8> { %0 = quant.scast %arg0 : tensor<2x4xi8> to tensor<2x4x!qalias> %1 = quant.dcast %0 : tensor<2x4x!qalias> to tensor<2x4xf32> %2 = quant.qcast %1 : tensor<2x4xf32> to tensor<2x4x!qalias> %3 = quant.scast %2 : tensor<2x4x!qalias> to tensor<2x4xi8> return %3 : tensor<2x4xi8> } // ----- !qalias = !quant.uniform func.func @sub_channel_quantization_with_unknown_dims(%arg0: tensor<2x?xf32>) { %0 = quant.qcast %arg0 : tensor<2x?xf32> to tensor<2x?x!qalias> return }