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Object Storage

Frank Noe edited this page Apr 16, 2016 · 10 revisions

Object storage

What? Implement a method to easily save/load PyEMMA high-level objects to/from disk.

Why? To facilitate interactive or scripted analysis in with large datasets. Pickling is not well-defined because it's a priori not defined which attributes are data belonging to an object, and which are just links to other resources.

Estimators

  • Estimation parameters get_params() and set_params(): Input parameters used to construct the estimator object.
  • Estimation state get_state() and set_state(): State variables set by estimation. This includes estimates that connect data and model, such as convergence information.

Models

Can be mixed in to estimator or standalone.

  • Model parameters get_model_params() and set_model_params(): Estimated or set parameters of the model.

Transformers, KineticModels etc.

All of these are subclass of Models and

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