Skip to content
Merged
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
12 changes: 8 additions & 4 deletions pymc_marketing/mmm/lift_test.py
Original file line number Diff line number Diff line change
Expand Up @@ -93,7 +93,7 @@ def calculate_lift_measurements_from_curve(
x_before: npt.NDArray[np.float64],
x_after: npt.NDArray[np.float64],
saturation_curve: Callable[[npt.NDArray[np.float64]], npt.NDArray[np.float64]],
pt=pt,
pt_lib=None,
) -> npt.NDArray[np.float64]:
"""Calculate the lift measurements at two spends.

Expand All @@ -105,16 +105,20 @@ def calculate_lift_measurements_from_curve(
Array of x after the change.
saturation_curve : Callable[[npt.NDArray[float]], npt.NDArray[float]]
Function that takes spend and returns saturation.
pt : tensor module, optional. Default is pytensor.tensor.
pt_lib : tensor module, optional. Default is pytensor.tensor.

Returns
-------
npt.NDArray[float]
Array of lift measurements based on a given saturation curve

"""
return pt.diff(
saturation_curve(pt.stack([x_before, x_after])),
# setting default pl_lib to pytensor.tensor
if pt_lib is None:
pt_lib = pt

return pt_lib.diff(
saturation_curve(pt_lib.stack([x_before, x_after])),
axis=0,
).flatten()

Expand Down