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Update tensor.where to allow for case with only condition #844

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Jun 24, 2024
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11 changes: 10 additions & 1 deletion pytensor/tensor/basic.py
Original file line number Diff line number Diff line change
Expand Up @@ -760,7 +760,16 @@ def switch(cond, ift, iff):
"""if cond then ift else iff"""


where = switch
def where(cond, ift=None, iff=None):
# Normal switch incase both arguements are passed
if ift is not None and iff is not None:
return switch(cond, ift, iff)
# Add case when only condition is passed
elif ift is None and iff is None:
return as_tensor(cond).nonzero()
# Raise an error if only one arguement is passed
else:
raise Exception("Either both or none of the parameters should be passed")


@scalar_elemwise
Expand Down
21 changes: 21 additions & 0 deletions tests/tensor/test_basic.py
Original file line number Diff line number Diff line change
Expand Up @@ -87,6 +87,7 @@
triu_indices,
triu_indices_from,
vertical_stack,
where,
zeros_like,
)
from pytensor.tensor.blockwise import Blockwise
Expand Down Expand Up @@ -4608,3 +4609,23 @@ def core_np(x, y):
vectorize_pt(x_test, y_test),
vectorize_np(x_test, y_test),
)


@pytest.mark.parametrize(
"ift, iff",
[(None, None), (7, 10), (7, None)],
ids=["both none", "both valid", "one none"],
)
def test_where_for_only_condition(ift, iff):
a = np.array([1, 2, 3, 4, 5])
cond = a < 3
if ift is not None and iff is not None:
pt_result = function([], where(cond, ift, iff))()
np_result = np.where(cond, ift, iff)
np.testing.assert_allclose(pt_result, np_result)
elif ift is None and iff is None:
pt_result = function([], where(cond))()
np_result = np.where(cond)
np.testing.assert_allclose(pt_result, np_result)
else:
pytest.raises(Exception, where, cond, ift)
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