# Copyright 2019 The TensorFlow 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. # ============================================================================== """Dynamic shape for structured Tensors.""" from tensorflow.python.framework import ops from tensorflow.python.framework import tensor_shape from tensorflow.python.ops import array_ops from tensorflow.python.ops.ragged import dynamic_ragged_shape from tensorflow.python.ops.structured.structured_tensor import _find_shape_dtype # pylint:disable=protected-access def _dynamic_ragged_shape_init(fields, shape, nrows, row_partitions): """Produce a DynamicRaggedShape for StructuredTensor.""" assert isinstance(fields, dict), fields assert isinstance(shape, tensor_shape.TensorShape), shape assert nrows is None or isinstance(nrows, ops.Tensor), nrows assert isinstance(row_partitions, tuple), row_partitions rank = shape.rank if rank is None: raise TypeError("StructuredTensor's shape must have known rank.") # TODO(martinz): figure out whether to validate. dtype = _find_shape_dtype(fields, nrows, row_partitions) if rank == 0: return dynamic_ragged_shape.DynamicRaggedShape._from_inner_shape( array_ops.zeros((0,), dtype=dtype)) if rank == 1: alt_value = shape[0] if isinstance(alt_value, tensor_shape.Dimension): alt_value = alt_value.value if alt_value is not None: nrows = alt_value return dynamic_ragged_shape.DynamicRaggedShape._from_inner_shape( [nrows], dtype=dtype) return dynamic_ragged_shape.DynamicRaggedShape.from_row_partitions( row_partitions, dtype=dtype)