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Current File : /usr/local/lib/python3.11/dist-packages/tensorflow/python/debug/cli/cli_test_utils.py
# Copyright 2018 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.
# ==============================================================================
"""Testing utilities for tfdbg command-line interface."""
import re

import numpy as np


def assert_lines_equal_ignoring_whitespace(test, expected_lines, actual_lines):
  """Assert equality in lines, ignoring all whitespace.

  Args:
    test: An instance of unittest.TestCase or its subtypes (e.g.,
      TensorFlowTestCase).
    expected_lines: Expected lines as an iterable of strings.
    actual_lines: Actual lines as an iterable of strings.
  """
  test.assertEqual(
      len(expected_lines), len(actual_lines),
      "Mismatch in the number of lines: %d vs %d" % (
          len(expected_lines), len(actual_lines)))
  for expected_line, actual_line in zip(expected_lines, actual_lines):
    test.assertEqual("".join(expected_line.split()),
                     "".join(actual_line.split()))


# Regular expression for separators between values in a string representation
# of an ndarray, exclusing whitespace.
_ARRAY_VALUE_SEPARATOR_REGEX = re.compile(r"(array|\(|\[|\]|\)|\||,)")


def assert_array_lines_close(test, expected_array, array_lines):
  """Assert that the array value represented by lines is close to expected.

  Note that the shape of the array represented by the `array_lines` is ignored.

  Args:
    test: An instance of TensorFlowTestCase.
    expected_array: Expected value of the array.
    array_lines: A list of strings representing the array.
      E.g., "array([[ 1.0, 2.0 ], [ 3.0, 4.0 ]])"
      Assumes that values are separated by commas, parentheses, brackets, "|"
      characters and whitespace.
  """
  elements = []
  for line in array_lines:
    line = re.sub(_ARRAY_VALUE_SEPARATOR_REGEX, " ", line)
    elements.extend(float(s) for s in line.split())
  test.assertAllClose(np.array(expected_array).flatten(), elements)

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