lasdi.latent_dynamics
=====================

.. py:module:: lasdi.latent_dynamics


Submodules
----------

.. toctree::
   :maxdepth: 1

   /autoapi/lasdi/latent_dynamics/sindy/index


Classes
-------

.. autoapisummary::

   lasdi.latent_dynamics.LatentDynamics


Package Contents
----------------

.. py:class:: LatentDynamics(dim_, nt_)

   .. py:attribute:: dim
      :value: -1



   .. py:attribute:: nt
      :value: -1



   .. py:attribute:: ncoefs
      :value: -1



   .. py:attribute:: coefs


   .. py:method:: calibrate(Z, dt, compute_loss=True, numpy=False)

      calibrate coefficients of the latent dynamics and compute loss
      for one given time series Z.

      Z is the encoder output (2D/3D tensor), with shape [time_dim, space_dim] or [n_train, time_dim, space_dim]



   .. py:method:: simulate(coefs, z0, t_grid)

      time-integrate with one initial condition z0 at time points t_grid,
      for one given set of coefficients



   .. py:method:: sample(coefs_sample, z0_sample, t_grid)

      Sample time series for given sample initial conditions and coefficients.



   .. py:method:: export()


   .. py:method:: load(dict_)