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Align default transformers between SDV and RDT #1506
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Original file line number | Diff line number | Diff line change |
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@@ -70,6 +70,17 @@ def test___init__( | |
metadata.add_alternate_keys(['col_2']) | ||
metadata.set_primary_key('col') | ||
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mock_default_transformers.return_value = { | ||
'numerical': 'FloatFormatter()', | ||
'categorical': 'LabelEncoder(add_noise=True)', | ||
'boolean': 'LabelEncoder(add_noise=True)', | ||
'datetime': 'UnixTimestampEncoder()', | ||
'text': 'RegexGenerator()', | ||
'pii': 'AnonymizedFaker()', | ||
} | ||
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mock_regex_generator.return_value = 'RegexGenerator()' | ||
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# Run | ||
data_processor = DataProcessor( | ||
metadata=metadata, | ||
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@@ -100,6 +111,18 @@ def test___init__( | |
mock_default_transformers.assert_called_once() | ||
mock_regex_generator.assert_called_once() | ||
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expected_default_transformers = { | ||
'numerical': 'FloatFormatter()', | ||
'categorical': 'LabelEncoder(add_noise=True)', | ||
'boolean': 'LabelEncoder(add_noise=True)', | ||
'datetime': 'UnixTimestampEncoder()', | ||
'id': 'RegexGenerator()', | ||
'pii': 'AnonymizedFaker()', | ||
} | ||
assert 'text' not in data_processor._transformers_by_sdtype | ||
assert 'id' in data_processor._transformers_by_sdtype | ||
assert data_processor._transformers_by_sdtype == expected_default_transformers | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. the last assert is probably all you need There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Yes, done in 9a01726 |
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def test___init___without_mocks(self): | ||
"""Test the ``__init__`` method without using mocks. | ||
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you should mock the return value and make sure the id default is properly added and that the text one is deleted
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Yes done in d84def8