# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved. # # 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. from .primitives import * # noqa: F403 from .register import register_decomp # TODO(kevincheng2): python implementation of prim feature, # now it has been sunk to c++, waiting for further deletion. @register_decomp('pd_op.unsqueeze') def unsqueeze(x, axis): """define composite rule of op unsqueeze""" """using reshape to implement unsqueeze op""" axis = axis.get_defining_op().attrs()["value"] x_shape = list(x.shape) axis_list = list(axis) for i in axis_list: if i < 0: i += len(x_shape) + 1 x_shape = [*x_shape[:i], 1, *x_shape[i:]] out = reshape(x, x_shape) return [out, None]