[Test refactor 1/5] Per-folder tests reorganization (#15725)
* Per-folder tests reorganization Co-authored-by: sgugger <sylvain.gugger@gmail.com> Co-authored-by: Stas Bekman <stas@stason.org>
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tests/utils/test_activations_tf.py
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59
tests/utils/test_activations_tf.py
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# Copyright 2020 The HuggingFace Team. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import unittest
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import numpy as np
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from transformers import is_tf_available
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from transformers.testing_utils import require_tf
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if is_tf_available():
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import tensorflow as tf
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from transformers.activations_tf import get_tf_activation
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@require_tf
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class TestTFActivations(unittest.TestCase):
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def test_gelu_10(self):
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x = tf.constant([-100, -1.0, -0.1, 0, 0.1, 1.0, 100.0])
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gelu = get_tf_activation("gelu")
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gelu10 = get_tf_activation("gelu_10")
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y_gelu = gelu(x)
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y_gelu_10 = gelu10(x)
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clipped_mask = tf.where(y_gelu_10 < 10.0, 1.0, 0.0)
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self.assertEqual(tf.math.reduce_max(y_gelu_10).numpy().item(), 10.0)
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self.assertTrue(np.allclose(y_gelu * clipped_mask, y_gelu_10 * clipped_mask))
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def test_get_activation(self):
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get_tf_activation("swish")
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get_tf_activation("silu")
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get_tf_activation("gelu")
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get_tf_activation("relu")
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get_tf_activation("tanh")
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get_tf_activation("gelu_new")
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get_tf_activation("gelu_fast")
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get_tf_activation("gelu_10")
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get_tf_activation("mish")
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get_tf_activation("quick_gelu")
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get_tf_activation("glu")
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with self.assertRaises(KeyError):
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get_tf_activation("bogus")
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with self.assertRaises(KeyError):
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get_tf_activation(None)
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