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path: root/tensorflow/python/kernel_tests/bucketize_op_test.py
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# Copyright 2016 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.
# ==============================================================================
"""Tests for bucketize_op."""

from __future__ import absolute_import
from __future__ import division
from __future__ import print_function

from tensorflow.python.framework import constant_op
from tensorflow.python.framework import errors_impl
from tensorflow.python.ops import math_ops
from tensorflow.python.platform import test


class BucketizationOpTest(test.TestCase):

  def testInt(self):
    op = math_ops._bucketize(
        constant_op.constant([-5, 0, 2, 3, 5, 8, 10, 11, 12]),
        boundaries=[0, 3, 8, 11])
    expected_out = [0, 1, 1, 2, 2, 3, 3, 4, 4]
    with self.test_session(use_gpu=True) as sess:
      self.assertAllEqual(expected_out, sess.run(op))

  def testFloat(self):
    op = math_ops._bucketize(
        constant_op.constant([-5., 0., 2., 3., 5., 8., 10., 11., 12.]),
        boundaries=[0., 3., 8., 11.])
    expected_out = [0, 1, 1, 2, 2, 3, 3, 4, 4]
    with self.test_session(use_gpu=True) as sess:
      self.assertAllEqual(expected_out, sess.run(op))

  def test2DInput(self):
    op = math_ops._bucketize(
        constant_op.constant([[-5, 0, 2, 3, 5], [8, 10, 11, 12, 0]]),
        boundaries=[0, 3, 8, 11])
    expected_out = [[0, 1, 1, 2, 2], [3, 3, 4, 4, 1]]
    with self.test_session(use_gpu=True) as sess:
      self.assertAllEqual(expected_out, sess.run(op))

  def testInvalidBoundariesOrder(self):
    op = math_ops._bucketize(
        constant_op.constant([-5, 0]), boundaries=[0, 8, 3, 11])
    with self.test_session(use_gpu=True) as sess:
      with self.assertRaisesRegexp(
          errors_impl.InvalidArgumentError, "Expected sorted boundaries"):
        sess.run(op)

  def testBoundariesNotList(self):
    with self.assertRaisesRegexp(
        TypeError, "Expected list.*"):
      math_ops._bucketize(constant_op.constant([-5, 0]), boundaries=0)


if __name__ == "__main__":
  test.main()