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Dev updates - v0.3.2#829

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Dev updates - v0.3.2#829
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@GiovanniCanali GiovanniCanali commented Jul 16, 2026

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Description

This PR fixes #827

Checklist

  • Code follows the project’s Code Style Guidelines
  • Tests have been added or updated
  • Documentation has been updated if necessary
  • Pull request is linked to an open issue

dario-coscia and others added 3 commits July 16, 2026 17:55
@dario-coscia
PINA Agents integration (#825)
1ae8886 
* Problem skill
* Equation skill
* Condition skill
* Domain skill
* Skill to create skills
* Skill checking skills update with code
* Model skill
* Solver skill
* Trainer skill
* Pina workflow skill
@GiovanniCanali
news update -- pina agents
51e1411
@GiovanniCanali
version 0.3.2
167a5e8
@GiovanniCanali GiovanniCanali self-assigned this Jul 16, 2026
@GiovanniCanali GiovanniCanali added enhancement New feature or request pr-to-review Label for PR that are ready to been reviewed agents Agent-related features, issues, and improvements labels Jul 16, 2026
@GiovanniCanali
GiovanniCanali marked this pull request as ready for review July 16, 2026 16:27
@GiovanniCanali
GiovanniCanali requested review from a team, dario-coscia and ndem0 as code owners July 16, 2026 16:27
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Code Coverage Summary

Filename                                                                       Stmts    Miss  Cover    Missing
---------------------------------------------------------------------------  -------  ------  -------  ----------------------------------------------------------------------------------------------
__init__.py                                                                       12       3  75.00%   28-37
graph.py                                                                           2       0  100.00%
label_tensor.py                                                                    2       0  100.00%
operator.py                                                                        2       0  100.00%
trainer.py                                                                         2       0  100.00%
type_checker.py                                                                    2       0  100.00%
utils.py                                                                           2       0  100.00%
_src/__init__.py                                                                   0       0  100.00%
_src/adaptive_function/__init__.py                                                 0       0  100.00%
_src/adaptive_function/adaptive_celu.py                                            6       0  100.00%
_src/adaptive_function/adaptive_elu.py                                             6       0  100.00%
_src/adaptive_function/adaptive_exp.py                                             6       0  100.00%
_src/adaptive_function/adaptive_function_interface.py                             13       0  100.00%
_src/adaptive_function/adaptive_gelu.py                                            6       0  100.00%
_src/adaptive_function/adaptive_mish.py                                            6       0  100.00%
_src/adaptive_function/adaptive_relu.py                                            6       0  100.00%
_src/adaptive_function/adaptive_sigmoid.py                                         6       0  100.00%
_src/adaptive_function/adaptive_silu.py                                            6       0  100.00%
_src/adaptive_function/adaptive_siren.py                                           6       0  100.00%
_src/adaptive_function/adaptive_softmax.py                                         6       0  100.00%
_src/adaptive_function/adaptive_softmin.py                                         6       0  100.00%
_src/adaptive_function/adaptive_tanh.py                                            6       0  100.00%
_src/adaptive_function/base_adaptive_function.py                                  43       2  95.35%   142, 146
_src/callback/__init__.py                                                          0       0  100.00%
_src/callback/optim/__init__.py                                                    0       0  100.00%
_src/callback/optim/switch_optimizer.py                                           20       0  100.00%
_src/callback/optim/switch_scheduler.py                                           20       0  100.00%
_src/callback/processing/__init__.py                                               0       0  100.00%
_src/callback/processing/data_normalizer.py                                       61       0  100.00%
_src/callback/processing/metric_tracker.py                                        29       1  96.55%   102
_src/callback/processing/pina_progress_bar.py                                     26       1  96.15%   111
_src/callback/refinement/__init__.py                                               0       0  100.00%
_src/callback/refinement/base_refinement.py                                       41       3  92.68%   71, 78, 96
_src/callback/refinement/r3_refinement.py                                         25       0  100.00%
_src/callback/refinement/refinement_interface.py                                  14       0  100.00%
_src/condition/__init__.py                                                         0       0  100.00%
_src/condition/base_condition.py                                                  43       4  90.70%   102-103, 116, 142
_src/condition/condition.py                                                       18       3  83.33%   143, 159-164
_src/condition/condition_interface.py                                             26       0  100.00%
_src/condition/data_condition.py                                                  34       0  100.00%
_src/condition/domain_equation_condition.py                                       31       1  96.77%   44
_src/condition/graph_time_series_condition.py                                     44       2  95.45%   76, 117
_src/condition/input_equation_condition.py                                        31       0  100.00%
_src/condition/input_target_condition.py                                          29       0  100.00%
_src/condition/time_series_condition.py                                           63       1  98.41%   207
_src/core/__init__.py                                                              0       0  100.00%
_src/core/graph.py                                                               113      16  85.84%   110-111, 123, 135, 137, 153, 155, 174-180, 193, 293
_src/core/label_tensor.py                                                        251      26  89.64%   81, 121, 148, 165, 177, 182, 188-193, 281, 288, 340, 356, 498, 545, 643, 678-687, 698-703, 724
_src/core/operator.py                                                             72       2  97.22%   268, 503
_src/core/trainer.py                                                              66       6  90.91%   113-119, 164-171, 179-187
_src/core/type_checker.py                                                         22       0  100.00%
_src/core/utils.py                                                                73       5  93.15%   158, 201, 204, 207, 304
_src/data/__init__.py                                                              0       0  100.00%
_src/data/aggregator.py                                                           21       1  95.24%   53
_src/data/condition_subset.py                                                     26       3  88.46%   91-99
_src/data/creator.py                                                              57       8  85.96%   118, 224-238
_src/data/data_module.py                                                          55       5  90.91%   111-112, 116-117, 199
_src/data/single_batch_data_loader.py                                             25       0  100.00%
_src/data/manager/batch_manager.py                                                15       2  86.67%   44-45
_src/data/manager/data_manager.py                                                 12       1  91.67%   39
_src/data/manager/data_manager_interface.py                                       11       0  100.00%
_src/data/manager/graph_data_manager.py                                           79       4  94.94%   75, 165, 185, 207
_src/data/manager/tensor_data_manager.py                                          34       2  94.12%   82, 108
_src/domain/__init__.py                                                            0       0  100.00%
_src/domain/base_domain.py                                                        68       0  100.00%
_src/domain/base_operation.py                                                     45       4  91.11%   63, 106, 129, 139
_src/domain/cartesian_domain.py                                                   54       1  98.15%   68
_src/domain/difference.py                                                         27       0  100.00%
_src/domain/domain_interface.py                                                   25       0  100.00%
_src/domain/ellipsoid_domain.py                                                   81       4  95.06%   98, 108-109, 253
_src/domain/exclusion.py                                                          35       1  97.14%   107
_src/domain/intersection.py                                                       34       1  97.06%   97
_src/domain/operation_interface.py                                                 9       0  100.00%
_src/domain/simplex_domain.py                                                     83       5  93.98%   212, 226, 237, 249, 288
_src/domain/union.py                                                              24       0  100.00%
_src/equation/__init__.py                                                          0       0  100.00%
_src/equation/base_equation.py                                                    14       1  92.86%   52
_src/equation/equation.py                                                         16       1  93.75%   69
_src/equation/equation_interface.py                                                6       0  100.00%
_src/equation/system_equation.py                                                  23       0  100.00%
_src/equation/zoo/__init__.py                                                      0       0  100.00%
_src/equation/zoo/acoustic_wave_equation.py                                       14       0  100.00%
_src/equation/zoo/advection_equation.py                                           30       0  100.00%
_src/equation/zoo/allen_cahn_equation.py                                          16       0  100.00%
_src/equation/zoo/burgers_equation.py                                             24       0  100.00%
_src/equation/zoo/diffusion_reaction_equation.py                                  17       0  100.00%
_src/equation/zoo/fixed_flux.py                                                   13       0  100.00%
_src/equation/zoo/fixed_gradient.py                                               13       0  100.00%
_src/equation/zoo/fixed_laplacian.py                                              18       2  88.89%   77-82
_src/equation/zoo/fixed_value.py                                                  12       0  100.00%
_src/equation/zoo/helmholtz_equation.py                                           14       0  100.00%
_src/equation/zoo/poisson_equation.py                                             12       0  100.00%
_src/loss/__init__.py                                                              0       0  100.00%
_src/loss/base_dual_loss.py                                                       10       0  100.00%
_src/loss/dual_loss_interface.py                                                   7       0  100.00%
_src/loss/lp_loss.py                                                              19       0  100.00%
_src/loss/power_loss.py                                                           15       0  100.00%
_src/loss/sinkhorn_loss.py                                                        28       0  100.00%
_src/model/__init__.py                                                             0       0  100.00%
_src/model/average_neural_operator.py                                             31       2  93.55%   86, 95
_src/model/deeponet.py                                                            85      13  84.71%   179-182, 201, 232, 271, 281, 291, 301, 311, 321, 476, 486
_src/model/equivariant_graph_neural_operator.py                                   51       1  98.04%   228
_src/model/feed_forward.py                                                        89      11  87.64%   68, 215, 220, 298-312
_src/model/fourier_neural_operator.py                                             78      10  87.18%   112-116, 126, 171-175, 234, 236, 258, 371
_src/model/graph_neural_operator.py                                               40       2  95.00%   70, 72
_src/model/kernel_neural_operator.py                                              34       6  82.35%   99-100, 119-120, 139-140
_src/model/kolmogorov_arnold_network.py                                           14       0  100.00%
_src/model/low_rank_neural_operator.py                                            27       2  92.59%   103, 112
_src/model/multi_feed_forward.py                                                  12       5  58.33%   36-42
_src/model/pirate_network.py                                                      28       1  96.43%   129
_src/model/sindy.py                                                               21       0  100.00%
_src/model/spline.py                                                             124       6  95.16%   133, 156, 164, 236, 450, 475
_src/model/spline_surface.py                                                      68      12  82.35%   159-160, 195-198, 208, 221-226, 266
_src/model/vectorized_spline.py                                                  153      15  90.20%   208, 311, 317, 347-348, 408, 410, 446, 448, 450, 529, 542, 615, 630, 647
_src/model/block/__init__.py                                                       0       0  100.00%
_src/model/block/average_neural_operator_block.py                                 12       0  100.00%
_src/model/block/convolution.py                                                   64      13  79.69%   95, 99, 103, 109, 115, 129, 132, 177, 187, 197, 207, 217, 227
_src/model/block/convolution_2d.py                                               146      27  81.51%   177, 184, 304, 336, 401-455, 478
_src/model/block/embedding.py                                                     48       7  85.42%   103, 153-156, 165, 178
_src/model/block/fourier_block.py                                                 31       0  100.00%
_src/model/block/gno_block.py                                                     22       4  81.82%   83-87, 97
_src/model/block/integral.py                                                      18       4  77.78%   31-34, 80
_src/model/block/kan_block.py                                                     43       0  100.00%
_src/model/block/low_rank_block.py                                                24       0  100.00%
_src/model/block/orthogonal.py                                                    37       0  100.00%
_src/model/block/pirate_network_block.py                                          25       1  96.00%   98
_src/model/block/pod_block.py                                                     75      10  86.67%   65-68, 80, 93, 123, 160-165, 200, 225
_src/model/block/rbf_block.py                                                    179      25  86.03%   18, 42, 53, 64, 75, 86, 97, 234, 291, 293, 309, 312, 340, 346, 374, 378, 522-535
_src/model/block/residual.py                                                      46       0  100.00%
_src/model/block/spectral.py                                                      83       4  95.18%   152, 160, 292, 300
_src/model/block/stride.py                                                        28       7  75.00%   66, 69, 72, 78, 83-85
_src/model/block/utils_convolution.py                                             22       3  86.36%   58-60
_src/model/block/message_passing/__init__.py                                       0       0  100.00%
_src/model/block/message_passing/deep_tensor_network_block.py                     21       0  100.00%
_src/model/block/message_passing/en_equivariant_network_block.py                  47       1  97.87%   174
_src/model/block/message_passing/equivariant_graph_neural_operator_block.py       36       0  100.00%
_src/model/block/message_passing/interaction_network_block.py                     23       0  100.00%
_src/model/block/message_passing/radial_field_network_block.py                    20       0  100.00%
_src/optim/__init__.py                                                             0       0  100.00%
_src/optim/optimizer_interface.py                                                  7       0  100.00%
_src/optim/scheduler_interface.py                                                  7       0  100.00%
_src/optim/torch_optimizer.py                                                     14       0  100.00%
_src/optim/torch_scheduler.py                                                     16       0  100.00%
_src/problem/__init__.py                                                           0       0  100.00%
_src/problem/base_problem.py                                                      86       7  91.86%   52-53, 65-72
_src/problem/inverse_problem.py                                                   23       0  100.00%
_src/problem/parametric_problem.py                                                 9       0  100.00%
_src/problem/problem_interface.py                                                 25       0  100.00%
_src/problem/spatial_problem.py                                                    9       0  100.00%
_src/problem/time_dependent_problem.py                                             9       0  100.00%
_src/problem/zoo/__init__.py                                                       0       0  100.00%
_src/problem/zoo/acoustic_wave_problem.py                                         33       2  93.94%   25-26
_src/problem/zoo/advection_problem.py                                             25       1  96.00%   22
_src/problem/zoo/allen_cahn_problem.py                                            25       0  100.00%
_src/problem/zoo/burgers_problem.py                                               23       1  95.65%   23
_src/problem/zoo/diffusion_reaction_problem.py                                    35       3  91.43%   25-33
_src/problem/zoo/helmholtz_problem.py                                             30       0  100.00%
_src/problem/zoo/inverse_poisson_problem.py                                       52       3  94.23%   48-54
_src/problem/zoo/poisson_problem.py                                               17       0  100.00%
_src/problem/zoo/supervised_problem.py                                            11       0  100.00%
_src/solver/autoregressive_ensemble_solver.py                                      8       0  100.00%
_src/solver/autoregressive_single_model_solver.py                                  8       0  100.00%
_src/solver/base_solver.py                                                       119       4  96.64%   199, 206, 377, 434
_src/solver/causal_physics_informed_single_model_solver.py                        70       5  92.86%   149, 168, 230, 315, 340
_src/solver/competitive_physics_informed_solver.py                                61       0  100.00%
_src/solver/ensemble_solver.py                                                    10       0  100.00%
_src/solver/gradient_physics_informed_single_model_solver.py                      11       0  100.00%
_src/solver/multi_model_solver.py                                                 10       0  100.00%
_src/solver/physics_informed_ensemble_solver.py                                    9       0  100.00%
_src/solver/physics_informed_single_model_solver.py                                9       0  100.00%
_src/solver/rba_physics_informed_single_model_solver.py                           11       0  100.00%
_src/solver/self_adaptive_physics_informed_solver.py                              74       1  98.65%   135
_src/solver/single_model_solver.py                                                 8       0  100.00%
_src/solver/solver_interface.py                                                   21       0  100.00%
_src/solver/supervised_ensemble_solver.py                                          6       0  100.00%
_src/solver/supervised_single_model_solver.py                                      6       0  100.00%
_src/solver/mixin/autoregressive_mixin.py                                         50      11  78.00%   159-186
_src/solver/mixin/condition_aggregator_mixin.py                                   11       0  100.00%
_src/solver/mixin/ensemble_mixin.py                                               19       0  100.00%
_src/solver/mixin/gradient_enhanced_mixin.py                                      34       2  94.12%   67, 76
_src/solver/mixin/manual_optimization_mixin.py                                    16       0  100.00%
_src/solver/mixin/multi_model_mixin.py                                            24       1  95.83%   27
_src/solver/mixin/physics_informed_mixin.py                                        8       0  100.00%
_src/solver/mixin/residual_based_attention_mixin.py                               46       1  97.83%   89
_src/solver/mixin/single_model_mixin.py                                           19       0  100.00%
_src/weighting/__init__.py                                                         0       0  100.00%
_src/weighting/base_weighting.py                                                  28       1  96.43%   49
_src/weighting/linear_weighting.py                                                16       0  100.00%
_src/weighting/no_weighting.py                                                     4       0  100.00%
_src/weighting/ntk_weighting.py                                                   18       0  100.00%
_src/weighting/scalar_weighting.py                                                13       0  100.00%
_src/weighting/self_adaptive_weighting.py                                         12       0  100.00%
_src/weighting/weighting_interface.py                                             11       0  100.00%
adaptive_function/__init__.py                                                     15       0  100.00%
callback/__init__.py                                                              15       3  80.00%   37-46
condition/__init__.py                                                             10       0  100.00%
data/__init__.py                                                                  12       3  75.00%   24-33
data/manager.py                                                                    6       0  100.00%
domain/__init__.py                                                                11       0  100.00%
equation/__init__.py                                                              13       4  69.23%   44-54
equation/zoo.py                                                                   12       0  100.00%
loss/__init__.py                                                                  14       4  71.43%   31-41
model/__init__.py                                                                 16       0  100.00%
model/block/__init__.py                                                           14       0  100.00%
model/block/message_passing.py                                                     6       0  100.00%
optim/__init__.py                                                                 11       3  72.73%   25-34
problem/__init__.py                                                               13       3  76.92%   26-35
problem/zoo.py                                                                    10       0  100.00%
solver/__init__.py                                                                27       6  77.78%   95-109
solver/mixin.py                                                                   10      10  0.00%    3-29
weighting/__init__.py                                                              8       0  100.00%
TOTAL                                                                           5799     393  93.22%

Results for commit: 167a5e8

Minimum allowed coverage is 80.123%

♻️ This comment has been updated with latest results

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@dario-coscia dario-coscia dario-coscia approved these changes
@ndem0 ndem0 Awaiting requested review from ndem0 ndem0 is a code owner

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