#!/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:realdiv""" import akg.topi from akg.utils import validation_check as vc_util from akg.utils.dsl_create import produce_shapes @vc_util.check_input_type(akg.tvm.tensor.Tensor, akg.tvm.tensor.Tensor) def realdiv(input1, input2): """ Returns input1 / input2 element-wise for real types. Note: Realdiv supports broadcasting. Args: input1 (tvm.tensor.Tensor): Tensor of type float16, float32. input2 (tvm.tensor.Tensor): Tensor of type float16, float32. Returns: tvm.tensor.Tensor, has the same type of input1 and shaped by broadcasting. """ vc_util.ops_dtype_check([input1.dtype, input2.dtype], vc_util.DtypeForDavinci.ALL_FLOAT) vc_util.elemwise_dtype_check(input1.dtype, input2.dtype) shape1 = [x.value for x in input1.shape] shape2 = [x.value for x in input2.shape] vc_util.check_shape(shape1) vc_util.check_shape(shape2) vc_util.auto_broadcast_check(shape1, shape2) n_shape1, n_shape2, out_shape = produce_shapes(shape1, shape2) if n_shape1 != out_shape: input1_cast = akg.topi.broadcast_to(input1, out_shape) else: input1_cast = input1 if n_shape2 != out_shape: input2_cast = akg.topi.broadcast_to(input2, out_shape) else: input2_cast = input2 res = akg.topi.divide(input1_cast, input2_cast) return res