# Copyright (c) 2020 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 paddle.utils import gast from paddle.jit.dy2static.utils import ast_to_source_code from paddle.jit.dy2static.static_analysis import ( AstNodeWrapper, ) from .base_transformer import ( BaseTransformer, ) class TensorShapeTransformer(BaseTransformer): """ This class transforms variable.shape into Static Graph Ast. All 'xxx.shape' will be converted int '_jst.Shape(x)'. """ def __init__(self, wrapper_root): assert isinstance( wrapper_root, AstNodeWrapper ), "Input non-AstNodeWrapper node for the initialization of TensorShapeTransformer." self.wrapper_root = wrapper_root self.root = wrapper_root.node def transform(self): self.visit(self.root) def visit_Attribute(self, node): self.generic_visit(node) if node.attr == 'shape': args = ast_to_source_code(node.value).strip() # NOTE(dev): we can deal with paddle.shape in this case, but it's # not pretty to modify into 'convert_shape(paddle)(x)[0]'. if args != 'paddle': convert_shape_func = "_jst.Shape({})".format(args) shape_node = gast.parse(convert_shape_func).body[0].value return shape_node return node