def test_window_with_mlb():
index = pd.date_range('20170501', '20170507')
data = np.random.randn(len(index), 3)
df = (
pd.DataFrame(data, columns=list('abc'), index=index)
.rename_axis('time')
.reset_index(drop=False)
)
client = Backend().connect({'df': df})
t = client.table('df')
rows_with_mlb = rows_with_max_lookback(5, ibis.interval(days=10))
expr = t.mutate(
sum=lambda df: df.a.sum().over(
ibis.trailing_window(rows_with_mlb, order_by='time', group_by='b')
)
)
result = expr.execute()
expected = df.set_index('time')
gb_df = (
expected.groupby(['b'])['a']
.rolling('10d', closed='both')
.apply(lambda s: s.iloc[-5:].sum(), raw=False)
.sort_index(level=['time'])
.reset_index(drop=True)
)
expected = expected.reset_index(drop=False).assign(sum=gb_df)
tm.assert_frame_equal(result, expected)
rows_with_mlb = rows_with_max_lookback(5, 10)
with pytest.raises(com.IbisInputError):
t.mutate(
sum=lambda df: df.a.sum().over(
ibis.trailing_window(rows_with_mlb, order_by='time')
)
)
def test_window_equals(alltypes):
t = alltypes
w1 = ibis.window(preceding=1, following=2, group_by=t.a, order_by=t.b)
w2 = ibis.window(preceding=1, following=2, group_by=t.a, order_by=t.b)
assert w1.equals(w2)
w3 = ibis.window(preceding=1, following=2, group_by=t.a, order_by=t.c)
assert not w1.equals(w3)
w4 = ibis.range_window(preceding=ibis.interval(hours=3), group_by=t.d)
w5 = ibis.range_window(preceding=ibis.interval(hours=3), group_by=t.d)
assert w4.equals(w5)
w6 = ibis.range_window(preceding=ibis.interval(hours=1), group_by=t.d)
assert not w4.equals(w6)
w7 = ibis.trailing_window(rows_with_max_lookback(3, ibis.interval(days=5)),
group_by=t.a,
order_by=t.b)
w8 = ibis.trailing_window(rows_with_max_lookback(3, ibis.interval(days=5)),
group_by=t.a,
order_by=t.b)
assert w7.equals(w8)
w9 = ibis.trailing_window(rows_with_max_lookback(3,
ibis.interval(months=5)),
group_by=t.a,
order_by=t.b)
assert not w7.equals(w9)
def test_combine_window_with_max_lookback():
w1 = ibis.trailing_window(rows_with_max_lookback(3, ibis.interval(days=5)))
w2 = ibis.trailing_window(rows_with_max_lookback(5, ibis.interval(days=7)))
w3 = w1.combine(w2)
expected = ibis.trailing_window(
rows_with_max_lookback(3, ibis.interval(days=5)))
assert_equal(w3, expected)
def test_determine_how():
how = _determine_how((None, 5))
assert how == 'rows'
how = _determine_how((3, 1))
assert how == 'rows'
how = _determine_how(5)
assert how == 'rows'
how = _determine_how(np.int64(7))
assert how == 'rows'
how = _determine_how(ibis.interval(days=3))
assert how == 'range'
how = _determine_how(ibis.interval(months=5) + ibis.interval(days=10))
assert how == 'range'
how = _determine_how(rows_with_max_lookback(3, ibis.interval(months=3)))
assert how == 'rows'
how = _determine_how(rows_with_max_lookback(3, pd.Timedelta(days=3)))
assert how == 'rows'
how = _determine_how(
rows_with_max_lookback(np.int64(7), ibis.interval(months=3))
)
assert how == 'rows'
with pytest.raises(TypeError):
_determine_how(8.9)
with pytest.raises(TypeError):
_determine_how('invalid preceding')
with pytest.raises(TypeError):
_determine_how({'rows': 1, 'max_lookback': 2})
with pytest.raises(TypeError):
_determine_how(
rows_with_max_lookback(
ibis.interval(days=3), ibis.interval(months=1)
)
)
with pytest.raises(TypeError):
_determine_how([3, 5])
def test_window_rows_with_max_lookback(con):
t = con.table('alltypes')
mlb = rows_with_max_lookback(3, ibis.interval(days=3))
w = ibis.trailing_window(mlb, order_by=t.i)
expr = t.a.sum().over(w)
with pytest.raises(NotImplementedError):
ImpalaCompiler.to_sql(expr)
def test_rolling_window_with_mlb(alltypes):
t = alltypes
window = ibis.trailing_window(
preceding=rows_with_max_lookback(3, ibis.interval(days=5)),
order_by=t.timestamp_col,
)
expr = t['double_col'].sum().over(window)
with pytest.raises(NotImplementedError):
expr.execute()
def test_replace_window(alltypes):
t = alltypes
w1 = ibis.window(preceding=5, following=1, group_by=t.a, order_by=t.b)
w2 = w1.group_by(t.c)
expected = ibis.window(
preceding=5, following=1, group_by=[t.a, t.c], order_by=t.b
)
assert_equal(w2, expected)
w3 = w1.order_by(t.d)
expected = ibis.window(
preceding=5, following=1, group_by=t.a, order_by=[t.b, t.d]
)
assert_equal(w3, expected)
w4 = ibis.trailing_window(
rows_with_max_lookback(3, ibis.interval(months=3))
)
w5 = w4.group_by(t.a)
expected = ibis.trailing_window(
rows_with_max_lookback(3, ibis.interval(months=3)), group_by=t.a
)
assert_equal(w5, expected)
def test_max_rows_with_lookback_validate(alltypes):
t = alltypes
mlb = rows_with_max_lookback(3, ibis.interval(days=5))
window = ibis.trailing_window(mlb, order_by=t.i)
t.f.lag().over(window)
window = ibis.trailing_window(mlb)
with pytest.raises(com.IbisInputError):
t.f.lag().over(window)
window = ibis.trailing_window(mlb, order_by=t.a)
with pytest.raises(com.IbisInputError):
t.f.lag().over(window)
window = ibis.trailing_window(mlb, order_by=[t.i, t.a])
with pytest.raises(com.IbisInputError):
t.f.lag().over(window)
