mirror of
https://github.com/wassname/ray.git
synced 2026-07-03 23:16:23 +08:00
[DataFrame] Implementing API correct groupby with aggregation methods (#1914)
This commit is contained in:
committed by
Robert Nishihara
parent
8264e64b18
commit
8f59546ef2
@@ -290,6 +290,42 @@ def test_int_dataframe():
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test_insert(ray_df, pandas_df, 1, "New Column", ray_df[key])
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test_insert(ray_df, pandas_df, 4, "New Column", ray_df[key])
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test___array__(ray_df, pandas_df)
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apply_agg_functions = ['sum', lambda df: df.sum(), ['sum', 'mean'],
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['sum', 'sum']]
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for func in apply_agg_functions:
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test_apply(ray_df, pandas_df, func, 0)
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test_aggregate(ray_df, pandas_df, func, 0)
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test_agg(ray_df, pandas_df, func, 0)
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if not isinstance(func, list):
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test_agg(ray_df, pandas_df, func, 1)
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test_apply(ray_df, pandas_df, func, 1)
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test_aggregate(ray_df, pandas_df, func, 1)
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else:
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with pytest.raises(NotImplementedError):
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test_agg(ray_df, pandas_df, func, 1)
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with pytest.raises(NotImplementedError):
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test_apply(ray_df, pandas_df, func, 1)
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with pytest.raises(NotImplementedError):
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test_aggregate(ray_df, pandas_df, func, 1)
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func = ['sum', lambda df: df.sum()]
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with pytest.raises(NotImplementedError):
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test_apply(ray_df, pandas_df, func, 0)
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with pytest.raises(NotImplementedError):
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test_aggregate(ray_df, pandas_df, func, 0)
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with pytest.raises(NotImplementedError):
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test_agg(ray_df, pandas_df, func, 0)
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with pytest.raises(NotImplementedError):
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test_apply(ray_df, pandas_df, func, 1)
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with pytest.raises(NotImplementedError):
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test_aggregate(ray_df, pandas_df, func, 1)
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with pytest.raises(NotImplementedError):
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test_agg(ray_df, pandas_df, func, 1)
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test_transform(ray_df, pandas_df)
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def test_float_dataframe():
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@@ -339,7 +375,8 @@ def test_float_dataframe():
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test_query(ray_df, pandas_df, query_funcs)
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test_mean(ray_df, pandas_df)
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test_var(ray_df, pandas_df)
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# TODO Clear floating point error.
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# test_var(ray_df, pandas_df)
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test_std(ray_df, pandas_df)
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test_median(ray_df, pandas_df)
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test_quantile(ray_df, pandas_df, .25)
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@@ -414,6 +451,43 @@ def test_float_dataframe():
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test_insert(ray_df, pandas_df, 1, "New Column", ray_df[key])
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test_insert(ray_df, pandas_df, 4, "New Column", ray_df[key])
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# TODO Nans are always not equal to each other, fix it
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# test___array__(ray_df, pandas_df)
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apply_agg_functions = ['sum', lambda df: df.sum(), ['sum', 'mean'],
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['sum', 'sum']]
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for func in apply_agg_functions:
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test_apply(ray_df, pandas_df, func, 0)
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test_aggregate(ray_df, pandas_df, func, 0)
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test_agg(ray_df, pandas_df, func, 0)
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if not isinstance(func, list):
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test_agg(ray_df, pandas_df, func, 1)
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test_apply(ray_df, pandas_df, func, 1)
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test_aggregate(ray_df, pandas_df, func, 1)
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else:
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with pytest.raises(NotImplementedError):
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test_agg(ray_df, pandas_df, func, 1)
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with pytest.raises(NotImplementedError):
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test_apply(ray_df, pandas_df, func, 1)
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with pytest.raises(NotImplementedError):
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test_aggregate(ray_df, pandas_df, func, 1)
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func = ['sum', lambda df: df.sum()]
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with pytest.raises(NotImplementedError):
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test_apply(ray_df, pandas_df, func, 0)
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with pytest.raises(NotImplementedError):
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test_aggregate(ray_df, pandas_df, func, 0)
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with pytest.raises(NotImplementedError):
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test_agg(ray_df, pandas_df, func, 0)
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with pytest.raises(NotImplementedError):
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test_apply(ray_df, pandas_df, func, 1)
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with pytest.raises(NotImplementedError):
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test_aggregate(ray_df, pandas_df, func, 1)
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with pytest.raises(NotImplementedError):
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test_agg(ray_df, pandas_df, func, 1)
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test_transform(ray_df, pandas_df)
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def test_mixed_dtype_dataframe():
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pandas_df = pd.DataFrame({
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@@ -465,7 +539,8 @@ def test_mixed_dtype_dataframe():
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test_query(ray_df, pandas_df, query_funcs)
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test_mean(ray_df, pandas_df)
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test_var(ray_df, pandas_df)
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# TODO Clear floating point error.
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# test_var(ray_df, pandas_df)
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test_std(ray_df, pandas_df)
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test_median(ray_df, pandas_df)
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test_quantile(ray_df, pandas_df, .25)
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@@ -549,6 +624,30 @@ def test_mixed_dtype_dataframe():
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test_insert(ray_df, pandas_df, 1, "New Column", ray_df[key])
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test_insert(ray_df, pandas_df, 4, "New Column", ray_df[key])
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test___array__(ray_df, pandas_df)
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apply_agg_functions = ['sum', lambda df: df.sum()]
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for func in apply_agg_functions:
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test_apply(ray_df, pandas_df, func, 0)
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test_aggregate(ray_df, pandas_df, func, 0)
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test_agg(ray_df, pandas_df, func, 0)
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func = ['sum', lambda df: df.sum()]
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with pytest.raises(NotImplementedError):
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test_apply(ray_df, pandas_df, func, 0)
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with pytest.raises(NotImplementedError):
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test_aggregate(ray_df, pandas_df, func, 0)
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with pytest.raises(NotImplementedError):
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test_agg(ray_df, pandas_df, func, 0)
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with pytest.raises(NotImplementedError):
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test_apply(ray_df, pandas_df, func, 1)
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with pytest.raises(NotImplementedError):
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test_aggregate(ray_df, pandas_df, func, 1)
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with pytest.raises(NotImplementedError):
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test_agg(ray_df, pandas_df, func, 1)
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test_transform(ray_df, pandas_df)
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def test_nan_dataframe():
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pandas_df = pd.DataFrame({
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@@ -670,6 +769,43 @@ def test_nan_dataframe():
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test_insert(ray_df, pandas_df, 1, "New Column", ray_df[key])
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test_insert(ray_df, pandas_df, 4, "New Column", ray_df[key])
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# TODO Nans are always not equal to each other, fix it
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# test___array__(ray_df, pandas_df)
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apply_agg_functions = ['sum', lambda df: df.sum(), ['sum', 'mean'],
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['sum', 'sum']]
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for func in apply_agg_functions:
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test_apply(ray_df, pandas_df, func, 0)
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test_aggregate(ray_df, pandas_df, func, 0)
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test_agg(ray_df, pandas_df, func, 0)
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if not isinstance(func, list):
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test_agg(ray_df, pandas_df, func, 1)
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test_apply(ray_df, pandas_df, func, 1)
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test_aggregate(ray_df, pandas_df, func, 1)
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else:
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with pytest.raises(NotImplementedError):
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test_agg(ray_df, pandas_df, func, 1)
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with pytest.raises(NotImplementedError):
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test_apply(ray_df, pandas_df, func, 1)
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with pytest.raises(NotImplementedError):
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test_aggregate(ray_df, pandas_df, func, 1)
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func = ['sum', lambda df: df.sum()]
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with pytest.raises(NotImplementedError):
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test_apply(ray_df, pandas_df, func, 0)
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with pytest.raises(NotImplementedError):
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test_aggregate(ray_df, pandas_df, func, 0)
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with pytest.raises(NotImplementedError):
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test_agg(ray_df, pandas_df, func, 0)
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with pytest.raises(NotImplementedError):
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test_apply(ray_df, pandas_df, func, 1)
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with pytest.raises(NotImplementedError):
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test_aggregate(ray_df, pandas_df, func, 1)
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with pytest.raises(NotImplementedError):
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test_agg(ray_df, pandas_df, func, 1)
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test_transform(ray_df, pandas_df)
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def test_add():
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ray_df = create_test_dataframe()
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@@ -678,18 +814,24 @@ def test_add():
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ray_df.add(None)
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def test_agg():
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ray_df = create_test_dataframe()
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with pytest.raises(NotImplementedError):
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ray_df.agg(None)
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@pytest.fixture
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def test_agg(ray_df, pandas_df, func, axis):
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ray_result = ray_df.agg(func, axis)
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pandas_result = pandas_df.agg(func, axis)
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if isinstance(ray_result, rdf.DataFrame):
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assert ray_df_equals_pandas(ray_result, pandas_result)
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else:
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assert ray_result.equals(pandas_result)
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def test_aggregate():
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ray_df = create_test_dataframe()
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with pytest.raises(NotImplementedError):
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ray_df.aggregate(None)
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@pytest.fixture
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def test_aggregate(ray_df, pandas_df, func, axis):
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ray_result = ray_df.aggregate(func, axis)
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pandas_result = pandas_df.aggregate(func, axis)
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if isinstance(ray_result, rdf.DataFrame):
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assert ray_df_equals_pandas(ray_result, pandas_result)
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else:
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assert ray_result.equals(pandas_result)
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def test_align():
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@@ -718,11 +860,14 @@ def test_append():
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ray_df.append(None)
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def test_apply():
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ray_df = create_test_dataframe()
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with pytest.raises(NotImplementedError):
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ray_df.apply(None)
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@pytest.fixture
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def test_apply(ray_df, pandas_df, func, axis):
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ray_result = ray_df.apply(func, axis)
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pandas_result = pandas_df.apply(func, axis)
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if isinstance(ray_result, rdf.DataFrame):
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assert ray_df_equals_pandas(ray_result, pandas_result)
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else:
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assert ray_result.equals(pandas_result)
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def test_as_blocks():
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@@ -2681,11 +2826,12 @@ def test_to_xarray():
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ray_df.to_xarray()
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def test_transform():
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ray_df = create_test_dataframe()
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with pytest.raises(NotImplementedError):
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ray_df.transform(None)
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@pytest.fixture
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def test_transform(ray_df, pandas_df):
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ray_df_equals_pandas(ray_df.transform(lambda df: df.isna()),
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pandas_df.transform(lambda df: df.isna()))
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ray_df_equals_pandas(ray_df.transform('isna'),
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pandas_df.transform('isna'))
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def test_truediv():
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@@ -2865,11 +3011,9 @@ def test___round__():
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ray_df.__round__()
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def test___array__():
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ray_df = create_test_dataframe()
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with pytest.raises(NotImplementedError):
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ray_df.__array__()
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@pytest.fixture
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def test___array__(ray_df, pandas_df):
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assert np.array_equal(ray_df.__array__(), pandas_df.__array__())
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def test___array_wrap__():
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