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Set default to error instead of drop (#259)
when encountering bad input data, we can default to principle of least surprise and raise an exception. Co-authored-by: Chang She <chang@lancedb.com>
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@@ -181,7 +181,21 @@ def test_create_index_method():
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def test_add_with_nans(db):
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# By default we drop bad input vectors
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# by default we raise an error on bad input vectors
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bad_data = [
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{"vector": [np.nan], "item": "bar", "price": 20.0},
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{"vector": [5], "item": "bar", "price": 20.0},
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{"vector": [np.nan, np.nan], "item": "bar", "price": 20.0},
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{"vector": [np.nan, 5.0], "item": "bar", "price": 20.0},
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]
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for row in bad_data:
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with pytest.raises(ValueError):
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LanceTable.create(
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db,
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"error_test",
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data=[{"vector": [3.1, 4.1], "item": "foo", "price": 10.0}, row],
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)
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table = LanceTable.create(
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db,
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"drop_test",
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@@ -191,6 +205,7 @@ def test_add_with_nans(db):
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{"vector": [5], "item": "bar", "price": 20.0},
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{"vector": [np.nan, np.nan], "item": "bar", "price": 20.0},
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],
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on_bad_vectors="drop",
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)
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assert len(table) == 1
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@@ -210,18 +225,3 @@ def test_add_with_nans(db):
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arrow_tbl = table.to_lance().to_table(filter="item == 'bar'")
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v = arrow_tbl["vector"].to_pylist()[0]
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assert np.allclose(v, np.array([0.0, 0.0]))
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bad_data = [
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{"vector": [np.nan], "item": "bar", "price": 20.0},
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{"vector": [5], "item": "bar", "price": 20.0},
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{"vector": [np.nan, np.nan], "item": "bar", "price": 20.0},
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{"vector": [np.nan, 5.0], "item": "bar", "price": 20.0},
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]
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for row in bad_data:
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with pytest.raises(ValueError):
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LanceTable.create(
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db,
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"raise_test",
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data=[{"vector": [3.1, 4.1], "item": "foo", "price": 10.0}, row],
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on_bad_vectors="raise",
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)
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