# Copyright 2020 The TensorFlow Probability Authors.
#
# 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.
# ============================================================================
"""Utilities for handling Python callables."""

from tensorflow_probability.python.internal.backend.jax.compat import v2 as tf

JAX_MODE = True
NUMPY_MODE = False


def get_output_spec(fn, *args, **kwargs):
  """Traces a callable to determine shape and dtype of its return value(s).

  Args:
    fn: Python `callable` accepting (structures of) `Tensor` arguments and
      returning (structures) of `Tensor`s.
    *args: `Tensor` and/or `tf.TensorSpec` instances representing positional
      arguments to `fn`.
    **kwargs: `Tensor` and/or `tf.TensorSpec` instances representing named
      arguments to `fn`.
  Returns:
    structured_outputs: Object or structure of objects corresponding to the
      value(s) returned by `fn`. These objects have `.shape` and
      `.dtype` attributes; nothing else about them is guaranteed by the API.
  """

  if NUMPY_MODE:
    raise NotImplementedError('Either TensorFlow or JAX is required in order '
                              'to trace a function without executing it.')

  if JAX_MODE:
    import jax  # pylint: disable=g-import-not-at-top
    return jax.eval_shape(fn, *args, **kwargs)

  def _as_tensor_spec(t):
    if isinstance(t, tf.TensorSpec):
      return t
    return tf.TensorSpec.from_tensor(tf.convert_to_tensor(t))
  return tf.function(fn, autograph=False).get_concrete_function(
      *tf.nest.map_structure(_as_tensor_spec, args),
      **tf.nest.map_structure(_as_tensor_spec, kwargs)).structured_outputs


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