Public Member Functions | |
| __init__ (self, np.ndarray x, float step, Callable|None grad=None, Callable|None prox=None, float t0=1, np.ndarray|None z0=None) | |
| update (self, int it, np.ndarray input_grad, *args) | |
| FistaParameter | __deepcopy__ (self, dict[int, Any]|None memo=None) |
| FistaParameter | __copy__ (self) |
Public Member Functions inherited from lsst.scarlet.lite.parameters.Parameter | |
| __init__ (self, np.ndarray x, dict[str, np.ndarray] helpers, Callable|float step, Callable|None grad=None, Callable|None prox=None) | |
| float | step (self) |
| tuple[int,...] | shape (self) |
| npt.DTypeLike | dtype (self) |
| Parameter | __copy__ (self) |
| Parameter | __deepcopy__ (self, dict[int, Any]|None memo=None) |
| Parameter | copy (self, bool deep=False) |
| resize (self, Box old_box, Box new_box) | |
Public Attributes | |
| t = t0 | |
Public Attributes inherited from lsst.scarlet.lite.parameters.Parameter | |
| x = x | |
| helpers = helpers | |
| grad = grad | |
| prox = prox | |
Additional Inherited Members | |
Protected Attributes inherited from lsst.scarlet.lite.parameters.Parameter | |
| _step = _step | |
A `Parameter` that updates itself using the Beck-Teboulle 2009 FISTA proximal gradient method. See https://www.ceremade.dauphine.fr/~carlier/FISTA
| FistaParameter lsst.scarlet.lite.parameters.FistaParameter.__copy__ | ( | self | ) |
Create a shallow copy of this parameter.
Returns
-------
parameter:
A shallow copy of this parameter.
| FistaParameter lsst.scarlet.lite.parameters.FistaParameter.__deepcopy__ | ( | self, | |
| dict[int, Any] | None | memo = None ) |
Create a deep copy of this parameter.
Parameters
----------
memo:
A memoization dictionary used by `copy.deepcopy`.
Returns
-------
parameter:
A deep copy of this parameter.
| lsst.scarlet.lite.parameters.FistaParameter.update | ( | self, | |
| int | it, | ||
| np.ndarray | input_grad, | ||
| * | args ) |
Update the parameter and meta-parameters using the PGM See `Parameter` for the full description.
Reimplemented from lsst.scarlet.lite.parameters.Parameter.