implement autoregressive solver

implement everything into solver

add dataclass for managing unroll settings

add docstings and tests

fix formatting

separate function for unrolling

format code

improve stability of adaptive weights

add end-to-end-test and improve mean

add support for multiple time series

implement unrolling for event-based data

add preprocess method in interface

add preprocess and postprocess, keep just one preprocess

format

bug fix _step_kwargs

bug fix _step_kwargs

provide target_state to post_process

added target state as input to post_process

bug fix

cleaner version

update tests for cleaner version

bug fix for training

0.3 struct + clean code

add rst files

standardize tests + minor fix

Author: Davide-Miotti

docs/source/_rst/_code.rst

@@ -82,6 +82,8 @@ Solvers
     DeepEnsembleSupervisedSolver <solver/ensemble_solver/ensemble_supervised>
     ReducedOrderModelSolver <solver/supervised_solver/reduced_order_model.rst>
     GAROM <solver/garom.rst>
+    AutoregressiveSolverInterface <solver/autoregressive_solver/autoregressive_solver_interface.rst>
+    AutoregressiveSolver <solver/autoregressive_solver/autoregressive_solver.rst>
 
 
 Models

docs/source/_rst/solver/autoregressive_solver/autoregressive_solver.rst

@@ -0,0 +1,7 @@
+Autoregressive Solver 
+======================
+.. currentmodule:: pina.solver.autoregressive_solver.autoregressive_solver
+
+.. autoclass::  pina._src.solver.autoregressive_solver.autoregressive_solver.AutoregressiveSolver
+   :members:
+   :show-inheritance:

docs/source/_rst/solver/autoregressive_solver/autoregressive_solver_interface.rst

@@ -0,0 +1,7 @@
+Autoregressive Solver Interface
+=================================
+.. currentmodule:: pina.solver.autoregressive_solver.autoregressive_solver_interface
+
+.. autoclass::  pina._src.solver.autoregressive_solver.autoregressive_solver_interface.AutoregressiveSolverInterface
+   :members:
+   :show-inheritance: