Best Python code snippet using pandera_python
data_test.py
Source:data_test.py
...91 **kwargs))92 iterator = self._iterDataset(dataset)93 check_fn(iterator)94 def testBatchTrainDatasetSimple(self):95 def _check_fn(iterator):96 features, labels = next(iterator)97 self.assertEqual(64, features.shape[0])98 self._testBatchTrainDataset(_check_fn, 64)99 def testBatchTrainDatasetMultiplier(self):100 def _check_fn(iterator):101 features, labels = next(iterator)102 self.assertEqual(30, features.shape[0])103 self._testBatchTrainDataset(_check_fn, 10, batch_multiplier=3)104 def testBatchTrainDatasetMultiple(self):105 def _check_fn(iterator):106 features, labels = next(iterator)107 self.assertEqual(features.shape[0] % 3, 0)108 self._testBatchTrainDataset(109 _check_fn,110 1024,111 batch_type="tokens",112 batch_size_multiple=3,113 bucket_width=10)114 def testBatchTrainDatasetBucket(self):115 def _check_fn(iterator):116 for _ in range(20):117 features, labels = next(iterator)118 length = [max(f, l) for f, l in zip(features, labels)]119 self.assertGreater(3, max(length) - min(length))120 self.assertGreaterEqual(64, features.shape[0])121 self._testBatchTrainDataset(_check_fn, 64, bucket_width=3)122 def testBatchTrainDatasetTokens(self):123 def _check_fn(iterator):124 for _ in range(20):125 features, labels = next(iterator)126 batch_size = features.shape[0]127 max_length = max(list(features) + list(labels))128 self.assertGreaterEqual(256, batch_size * max_length)129 self._testBatchTrainDataset(_check_fn, 256, batch_type="tokens", bucket_width=1)130 def testReorderInferDataset(self):131 dataset = tf.data.Dataset.from_tensor_slices([8, 2, 5, 6, 7, 1, 3, 9])132 dataset = dataset.map(lambda x: {"length": x})133 dataset = data.inference_pipeline(134 dataset, 3, bucket_width=3, length_fn=lambda x: x["length"])135 elements = list(self._iterDataset(dataset))136 def _check_element(element, length, index):137 self.assertAllEqual(element["length"], length)...
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