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driftbench/data_generation Expand file tree Collapse file tree Original file line number Diff line number Diff line change @@ -18,14 +18,15 @@ def sample_curves(
1818
1919 Args:
2020 dataset_specification (dict): A dataset specification which contains
21- all information to syntethisize curves in yaml-format.
21+ all information to synthesize curves in yaml-format.
2222 Each dataset is encoded with a name and needs a latent information provided.
2323 The function `f` to fit and as well as initial guess `w0`can be provided as well.
2424 f (Callable): The function to fit the curves. Use this parameter if no function is specified
2525 in `dataset_specification`.
26- w0 (np.ndarray): The inital guess for the optimization problem used to synthesize curves.
26+ w0 (np.ndarray): The initial guess for the optimization problem used to synthesize curves.
2727 Use this parameter if no initial guess is specified in `dataset_specification`.
28- random_state (int): The random state for reproducablity.
28+ random_state (int): The random state for reproducibility.
29+ vectorize (bool): Whether to vectorize the optimization over multiple latent information instances.
2930 measurement_scale (float): The scale for the noise applied on the evaluated curves. If not
3031 set, 5% percent of the mean of the curves is used. Set to 0.0 if you want to omit
3132 this noise.
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