#!/usr/bin/env python3 # coding: utf-8 # Copyright 2019 Huawei Technologies Co., Ltd # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """operator dsl function: abs""" import akg.tvm from akg.utils.validation_check import ops_dtype_check, check_shape, DtypeForDavinci, check_input_type @check_input_type(akg.tvm.tensor.Tensor) def abs_value(in_data): """ Compute absolute value of a tensor. Args: in_data (tvm.tensor.Tensor): Tensor of type float16, float32, int8, uint8, int32. Returns: tvm.tensor.Tensor of same type and shape as in_data. """ # check type dtype = in_data.dtype ops_dtype_check(dtype, DtypeForDavinci.ALL_TYPES) # check shape check_shape(in_data.shape) need_cast_dtype = ["int8", "int32", "uint8"] if dtype in need_cast_dtype: in_data = akg.tvm.compute(in_data.shape, lambda *indice: in_data(*indice).astype("float16"), name='type_cast') output = akg.tvm.compute(in_data.shape, lambda *index: akg.tvm.abs(in_data(*index)), name='abs_value') if dtype in need_cast_dtype: output = akg.tvm.compute(in_data.shape, lambda *indice: output(*indice).astype(dtype), name='res') return output