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autoregressive solver #731

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241a3af
implement autoregressive condition, time_weighting, solver
Davide-Miotti Dec 3, 2025
b7bea89
implement everything into solver
Davide-Miotti Dec 16, 2025
224bc7b
add dataclass for managing unroll settings
Davide-Miotti Jan 12, 2026
e32d629
add docstings and tests
Davide-Miotti Jan 13, 2026
e561f86
fix formatting
Davide-Miotti Jan 13, 2026
ab5d388
separate function for unrolling
Davide-Miotti Jan 15, 2026
3c090c9
format code
Davide-Miotti Jan 15, 2026
0ea9ded
improve stability of adaptive weights
Davide-Miotti Jan 16, 2026
80bda10
add end-to-end-test and improve mean
Davide-Miotti Jan 19, 2026
f37907c
add support for multiple time series
Davide-Miotti Jan 21, 2026
0678f72
implement unrolling for event-based data
Davide-Miotti Jan 27, 2026
8c78b01
add preprocess method in interface
Davide-Miotti Jan 27, 2026
340e31f
add preprocess and postprocess, keep just one preprocess
Davide-Miotti Jan 29, 2026
b6c4643
format
Davide-Miotti Jan 29, 2026
8eaf617
bug fix _step_kwargs
Davide-Miotti Jan 29, 2026
9c740d9
bug fix _step_kwargs
Davide-Miotti Jan 29, 2026
940bb87
provide target_state to post_process
Davide-Miotti Jan 29, 2026
dccf2c9
added target state as input to post_process
Davide-Miotti Feb 3, 2026
f491e9e
bug fix
Davide-Miotti Feb 4, 2026
6200fe8
cleaner version
Davide-Miotti Feb 10, 2026
5901ecc
update tests for cleaner version
Davide-Miotti Feb 11, 2026
2737ad1
bug fix for training
Davide-Miotti Feb 11, 2026
a4fd598
0.3 struct + clean code
GiovanniCanali Feb 16, 2026
6553325
add rst files
GiovanniCanali Feb 16, 2026
213de3c
standardize tests + minor fix
GiovanniCanali Feb 16, 2026
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2 changes: 2 additions & 0 deletions docs/source/_rst/_code.rst
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Expand Up @@ -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>


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7 changes: 7 additions & 0 deletions docs/source/_rst/solver/autoregressive_solver/autoregressive_solver.rst
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@@ -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:
7 changes: 7 additions & 0 deletions docs/source/_rst/solver/autoregressive_solver/autoregressive_solver_interface.rst
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Autoregressive Solver Interface
=================================
.. currentmodule:: pina.solver.autoregressive_solver.autoregressive_solver_interface

.. autoclass:: pina._src.solver.autoregressive_solver.autoregressive_solver_interface.AutoregressiveSolverInterface
:members:
:show-inheritance:
Empty file added pina/_src/solver/autoregressive_solver/__init__.py
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