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* Fix: Cube index validation (#413) The issue occured when updating a cube with multiple datasets, which also have different dimension columns. This fixes issue #413. The bug is caused by access of a mutated variable - namely `required_indices` via `table_indices` - in the loop. I rewrote the loop to circumvent this problem and added a unit test which verifies that the index validation is working as expected. * Expand unit tests * Add unit test for index suppression
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import pytest | ||
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from kartothek.core.cube.cube import Cube | ||
from kartothek.core.dataset import DatasetMetadata | ||
from kartothek.io.dask.common_cube import ensure_valid_cube_indices | ||
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class FakeSeedTableMetadata: | ||
names = ["d1", "d2", "p", "i1", "i2"] | ||
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class FakeExtraTableMetadata: | ||
names = ["d1", "p", "i1"] | ||
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def test_cube_with_valid_indices_is_not_modified_by_validation(): | ||
""" | ||
Test that a cube with valid indices is not modified by `ensure_valid_cube_indices` | ||
""" | ||
source_metadata = DatasetMetadata.from_dict( | ||
{ | ||
"dataset_uuid": "source", | ||
"dataset_metadata_version": 4, | ||
"table_meta": {"table": FakeSeedTableMetadata()}, | ||
"partition_keys": ["p"], | ||
"indices": { | ||
"d1": {"1": ["part_1"]}, | ||
"d2": {"1": ["part_1"]}, | ||
"i1": {"1": ["part_1"]}, | ||
}, | ||
} | ||
) | ||
extra_metadata = DatasetMetadata.from_dict( | ||
{ | ||
"dataset_uuid": "extra", | ||
"dataset_metadata_version": 4, | ||
"table_meta": {"table": FakeExtraTableMetadata()}, | ||
"partition_keys": ["p"], | ||
"indices": {"i1": {"1": ["part_1"]}}, | ||
} | ||
) | ||
cube = Cube( | ||
dimension_columns=["d1", "d2"], | ||
partition_columns=["p"], | ||
uuid_prefix="cube", | ||
seed_dataset="source", | ||
index_columns=["i1"], | ||
) | ||
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validated_cube = ensure_valid_cube_indices( | ||
{"source": source_metadata, "extra": extra_metadata}, cube | ||
) | ||
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assert validated_cube == cube | ||
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def test_existing_indices_are_added_when_missing_in_cube(): | ||
""" | ||
Test that indices already existing in the dataset are added to the validated cube | ||
""" | ||
source_metadata = DatasetMetadata.from_dict( | ||
{ | ||
"dataset_uuid": "source", | ||
"dataset_metadata_version": 4, | ||
"table_meta": {"table": FakeSeedTableMetadata()}, | ||
"partition_keys": ["p"], | ||
"indices": { | ||
"d1": {"1": ["part_1"]}, | ||
"d2": {"1": ["part_1"]}, | ||
"i1": {"1": ["part_1"]}, | ||
"i2": {"1": ["part_1"]}, | ||
}, | ||
} | ||
) | ||
extra_metadata = DatasetMetadata.from_dict( | ||
{ | ||
"dataset_uuid": "extra", | ||
"dataset_metadata_version": 4, | ||
"table_meta": {"table": FakeExtraTableMetadata()}, | ||
"partition_keys": ["p"], | ||
"indices": {"i1": {"1": ["part_1"]}}, | ||
} | ||
) | ||
cube = Cube( | ||
dimension_columns=["d1", "d2"], | ||
partition_columns=["p"], | ||
uuid_prefix="cube", | ||
seed_dataset="source", | ||
index_columns=["i1"], | ||
) | ||
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validated_cube = ensure_valid_cube_indices( | ||
{"source": source_metadata, "extra": extra_metadata}, cube | ||
) | ||
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assert validated_cube.index_columns == {"i1", "i2"} | ||
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def test_raises_when_cube_defines_index_not_in_dataset(): | ||
""" | ||
Test that a `ValueError` is raised when the cube defines an index that is not part of a dataset | ||
""" | ||
source_metadata = DatasetMetadata.from_dict( | ||
{ | ||
"dataset_uuid": "source", | ||
"dataset_metadata_version": 4, | ||
"table_meta": {"table": FakeSeedTableMetadata()}, | ||
"partition_keys": ["p"], | ||
"indices": { | ||
"d1": {"1": ["part_1"]}, | ||
"d2": {"1": ["part_1"]}, | ||
"i1": {"1": ["part_1"]}, | ||
}, | ||
} | ||
) | ||
extra_metadata = DatasetMetadata.from_dict( | ||
{ | ||
"dataset_uuid": "extra", | ||
"dataset_metadata_version": 4, | ||
"table_meta": {"table": FakeExtraTableMetadata()}, | ||
"partition_keys": ["p"], | ||
"indices": {"i1": {"1": ["part_1"]}}, | ||
} | ||
) | ||
cube = Cube( | ||
dimension_columns=["d1", "d2"], | ||
partition_columns=["p"], | ||
uuid_prefix="cube", | ||
seed_dataset="source", | ||
index_columns=["i2"], | ||
) | ||
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with pytest.raises(ValueError): | ||
ensure_valid_cube_indices( | ||
{"source": source_metadata, "extra": extra_metadata}, cube | ||
) | ||
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def test_no_indices_are_suppressed_when_they_already_exist(): | ||
""" | ||
Test that no indicies marked as suppressed in the cube are actually suppressed when | ||
they are already present in the dataset | ||
""" | ||
source_metadata = DatasetMetadata.from_dict( | ||
{ | ||
"dataset_uuid": "source", | ||
"dataset_metadata_version": 4, | ||
"table_meta": {"table": FakeSeedTableMetadata()}, | ||
"partition_keys": ["p"], | ||
"indices": { | ||
"d1": {"1": ["part_1"]}, | ||
"d2": {"1": ["part_1"]}, | ||
"i1": {"1": ["part_1"]}, | ||
}, | ||
} | ||
) | ||
extra_metadata = DatasetMetadata.from_dict( | ||
{ | ||
"dataset_uuid": "extra", | ||
"dataset_metadata_version": 4, | ||
"table_meta": {"table": FakeExtraTableMetadata()}, | ||
"partition_keys": ["p"], | ||
"indices": {"i1": {"1": ["part_1"]}}, | ||
} | ||
) | ||
cube = Cube( | ||
dimension_columns=["d1", "d2"], | ||
partition_columns=["p"], | ||
uuid_prefix="cube", | ||
seed_dataset="source", | ||
suppress_index_on=["d1", "d2"], | ||
) | ||
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validated_cube = ensure_valid_cube_indices( | ||
{"source": source_metadata, "extra": extra_metadata}, cube | ||
) | ||
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assert validated_cube.suppress_index_on == frozenset() |