# 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.compiler.tests import xla_test from tensorflow.python.framework import dtypes from tensorflow.python.framework import errors_impl from tensorflow.python.ops import array_ops from tensorflow.python.ops import math_ops from tensorflow.python.platform import test class BucketizationOpTest(xla_test.XLATestCase): def testInt(self): with self.cached_session() as sess: p = array_ops.placeholder(dtypes.int32) with self.test_scope(): op = math_ops._bucketize(p, boundaries=[0, 3, 8, 11]) expected_out = [0, 1, 1, 2, 2, 3, 3, 4, 4] self.assertAllEqual(expected_out, sess.run(op, {p: [-5, 0, 2, 3, 5, 8, 10, 11, 12]})) def testFloat(self): with self.cached_session() as sess: p = array_ops.placeholder(dtypes.float32) with self.test_scope(): op = math_ops._bucketize(p, boundaries=[0., 3., 8., 11.]) expected_out = [0, 1, 1, 2, 2, 3, 3, 4, 4] self.assertAllEqual( expected_out, sess.run(op, {p: [-5., 0., 2., 3., 5., 8., 10., 11., 12.]})) def test2DInput(self): with self.cached_session() as sess: p = array_ops.placeholder(dtypes.float32) with self.test_scope(): op = math_ops._bucketize(p, boundaries=[0, 3, 8, 11]) expected_out = [[0, 1, 1, 2, 2], [3, 3, 4, 4, 1]] self.assertAllEqual( expected_out, sess.run(op, {p: [[-5, 0, 2, 3, 5], [8, 10, 11, 12, 0]]})) def testInvalidBoundariesOrder(self): with self.cached_session() as sess: p = array_ops.placeholder(dtypes.int32) with self.test_scope(): op = math_ops._bucketize(p, boundaries=[0, 8, 3, 11]) with self.assertRaisesRegexp(errors_impl.InvalidArgumentError, "Expected sorted boundaries"): sess.run(op, {p: [-5, 0]}) def testBoundariesNotList(self): with self.cached_session(): with self.assertRaisesRegexp(TypeError, "Expected list.*"): p = array_ops.placeholder(dtypes.int32) with self.test_scope(): math_ops._bucketize(p, boundaries=0) if __name__ == "__main__": test.main()