# Copyright 2020-2021 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. # =========================================================================== """generate json desc for Tile""" from mindspore._extends.graph_kernel.model.model import GraphKernelUnsupportedException as GKException from mindspore._extends.graph_kernel.model.model import DataFormat as DF from ._utils import Expander, ExpanderInfoValidator as VLD @VLD.add_format(DF.DEFAULT) @VLD.check_attrs('multiples') class Tile(Expander): """Tile expander""" def _get_output_shape(self): """Get output shape""" shape = self.inputs[0].shape multiples = self.attrs["multiples"] shape = list(shape) multiples = list(multiples) diff_len = len(multiples) - len(shape) if diff_len < 0: raise GKException("Dimensions of multiples{} < dimensions of input{} in Tile".format(multiples, shape)) if diff_len > 0: for _ in range(diff_len): shape.insert(0, 1) output_shape = [] for sh, mul in list(zip(shape, multiples)): if sh != 1 and mul != 1: raise GKException("Tile op in expander only Support Automatic Broadcast!") dim = sh * mul output_shape.append(dim) return output_shape def _expand(self, graph_builder): input_x = self.inputs[0] output_shape = self._get_output_shape() result = graph_builder.emit('BroadcastTo', [input_x], attrs={'shape': output_shape}) return result