tfl.test_utils.get_linear_lattice_interpolation_fn
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Returns function which does lattice interpolation.
tfl.test_utils.get_linear_lattice_interpolation_fn(
lattice_sizes, monotonicities, output_min, output_max
)
Returned function matches lattice_layer.LinearInitializer with corresponding
parameters.
Args |
|---|
lattice_sizes
|
list or tuple of integers which represents lattice sizes.
|
monotonicities
|
monotonicity constraints.
|
output_min
|
minimum output of linear function.
|
output_max
|
maximum output of linear function.
|
Returns |
|---|
|
Function which takes d-dimension point and performs lattice interpolation
assuming lattice weights are such that lattice represents linear function
with given output_min and output_max. All monotonic dimesions of this linear
function cotribute with same weight despite of numer of vertices per
dimension. All non monotonic dimensions have weight 0.0.
|
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Last updated 2024-08-02 UTC.
[null,null,["Last updated 2024-08-02 UTC."],[],[],null,["# tfl.test_utils.get_linear_lattice_interpolation_fn\n\n\u003cbr /\u003e\n\n|------------------------------------------------------------------------------------------------------------------------------|\n| [View source on GitHub](https://github.com/tensorflow/lattice/blob/v2.1.1/tensorflow_lattice/python/test_utils.py#L224-L261) |\n\nReturns function which does lattice interpolation. \n\n tfl.test_utils.get_linear_lattice_interpolation_fn(\n lattice_sizes, monotonicities, output_min, output_max\n )\n\nReturned function matches lattice_layer.LinearInitializer with corresponding\nparameters.\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Args ---- ||\n|------------------|-----------------------------------------------------------|\n| `lattice_sizes` | list or tuple of integers which represents lattice sizes. |\n| `monotonicities` | monotonicity constraints. |\n| `output_min` | minimum output of linear function. |\n| `output_max` | maximum output of linear function. |\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Returns ------- ||\n|---|---|\n| Function which takes d-dimension point and performs lattice interpolation assuming lattice weights are such that lattice represents linear function with given output_min and output_max. All monotonic dimesions of this linear function cotribute with same weight despite of numer of vertices per dimension. All non monotonic dimensions have weight 0.0. ||\n\n\u003cbr /\u003e"]]
View source on GitHub