mathLab · ndem0 · Sep 9, 2024 · Apr 5, 2024 · Apr 8, 2024 · Apr 18, 2024
diff --git a/.github/workflows/monthly-tag.yml b/.github/workflows/monthly-tag.yml
@@ -11,7 +11,7 @@ jobs:
     strategy:
       matrix:
         os: [windows-latest, macos-latest, ubuntu-latest]
-        python-version: [3.7, 3.8] 
+        python-version: [3.8, 3.9, '3.10', '3.11', '3.12'] 
     steps:
     - uses: actions/checkout@v2
     - name: Set up Python

diff --git a/docs/source/_rst/_code.rst b/docs/source/_rst/_code.rst
@@ -35,8 +35,14 @@ Solvers
     :titlesonly:
 
     SolverInterface <solvers/solver_interface.rst>
+    PINNInterface <solvers/basepinn.rst>
     PINN <solvers/pinn.rst>
+    GPINN <solvers/gpinn.rst>
+    CausalPINN <solvers/causalpinn.rst>
+    CompetitivePINN <solvers/competitivepinn.rst>
+    SAPINN <solvers/sapinn.rst>
     Supervised solver <solvers/supervised.rst>
+    ReducedOrderModelSolver <solvers/rom.rst>
     GAROM <solvers/garom.rst>
 
 
@@ -74,7 +80,27 @@ Layers
     Continuous convolution <layers/convolution.rst>
     Proper Orthogonal Decomposition <layers/pod.rst>
     Periodic Boundary Condition embeddings <layers/embedding.rst>
-    Adpative Activation Function <layers/adaptive_func.rst>
+
+Adaptive Activation Functions
+-------------------------------
+
+.. toctree::
+    :titlesonly:
+
+    Adaptive Function Interface <adaptive_functions/AdaptiveFunctionInterface.rst>
+    Adaptive ReLU <adaptive_functions/AdaptiveReLU.rst>
+    Adaptive Sigmoid <adaptive_functions/AdaptiveSigmoid.rst>
+    Adaptive Tanh <adaptive_functions/AdaptiveTanh.rst>
+    Adaptive SiLU <adaptive_functions/AdaptiveSiLU.rst>
+    Adaptive Mish <adaptive_functions/AdaptiveMish.rst>
+    Adaptive ELU <adaptive_functions/AdaptiveELU.rst>
+    Adaptive CELU <adaptive_functions/AdaptiveCELU.rst>
+    Adaptive GELU <adaptive_functions/AdaptiveGELU.rst>
+    Adaptive Softmin <adaptive_functions/AdaptiveSoftmin.rst>
+    Adaptive Softmax <adaptive_functions/AdaptiveSoftmax.rst>
+    Adaptive SIREN <adaptive_functions/AdaptiveSIREN.rst>
+    Adaptive Exp <adaptive_functions/AdaptiveExp.rst>
+
 
 Equations and Operators
 -------------------------

diff --git a/docs/source/_rst/_tutorial.rst b/docs/source/_rst/_tutorial.rst
@@ -10,9 +10,11 @@ Getting started with PINA
    :titlesonly:
 
    Introduction to PINA for Physics Informed Neural Networks training <tutorials/tutorial1/tutorial.rst>
+   Introduction to PINA Equation class <tutorials/tutorial12/tutorial.rst>
    PINA and PyTorch Lightning, training tips and visualizations <tutorials/tutorial11/tutorial.rst>
    Building custom geometries with PINA Location class <tutorials/tutorial6/tutorial.rst>
 
+
 Physics Informed Neural Networks
 --------------------------------
 .. toctree::

diff --git a/docs/source/_rst/adaptive_functions/AdaptiveCELU.rst b/docs/source/_rst/adaptive_functions/AdaptiveCELU.rst
@@ -0,0 +1,9 @@
+AdaptiveCELU
+============
+
+.. currentmodule:: pina.adaptive_functions.adaptive_func
+
+.. autoclass:: AdaptiveCELU
+    :members:
+    :show-inheritance:
+    :inherited-members: AdaptiveActivationFunctionInterface
diff --git a/docs/source/_rst/adaptive_functions/AdaptiveELU.rst b/docs/source/_rst/adaptive_functions/AdaptiveELU.rst
@@ -0,0 +1,9 @@
+AdaptiveELU
+===========
+
+.. currentmodule:: pina.adaptive_functions.adaptive_func
+
+.. autoclass:: AdaptiveELU
+    :members:
+    :show-inheritance:
+    :inherited-members: AdaptiveActivationFunctionInterface
diff --git a/docs/source/_rst/adaptive_functions/AdaptiveExp.rst b/docs/source/_rst/adaptive_functions/AdaptiveExp.rst
@@ -0,0 +1,9 @@
+AdaptiveExp
+===========
+
+.. currentmodule:: pina.adaptive_functions.adaptive_func
+
+.. autoclass:: AdaptiveExp
+    :members:
+    :show-inheritance:
+    :inherited-members: AdaptiveActivationFunctionInterface
diff --git a/docs/source/_rst/adaptive_functions/AdaptiveFunctionInterface.rst b/docs/source/_rst/adaptive_functions/AdaptiveFunctionInterface.rst
@@ -0,0 +1,8 @@
+AdaptiveActivationFunctionInterface
+=======================================
+
+.. currentmodule:: pina.adaptive_functions.adaptive_func_interface
+
+.. automodule:: pina.adaptive_functions.adaptive_func_interface
+    :members:
+    :show-inheritance:
diff --git a/docs/source/_rst/adaptive_functions/AdaptiveGELU.rst b/docs/source/_rst/adaptive_functions/AdaptiveGELU.rst
@@ -0,0 +1,9 @@
+AdaptiveGELU
+============
+
+.. currentmodule:: pina.adaptive_functions.adaptive_func
+
+.. autoclass:: AdaptiveGELU
+    :members:
+    :show-inheritance:
+    :inherited-members: AdaptiveActivationFunctionInterface
diff --git a/docs/source/_rst/adaptive_functions/AdaptiveMish.rst b/docs/source/_rst/adaptive_functions/AdaptiveMish.rst
@@ -0,0 +1,9 @@
+AdaptiveMish
+============
+
+.. currentmodule:: pina.adaptive_functions.adaptive_func
+
+.. autoclass:: AdaptiveMish
+    :members:
+    :show-inheritance:
+    :inherited-members: AdaptiveActivationFunctionInterface
diff --git a/docs/source/_rst/adaptive_functions/AdaptiveReLU.rst b/docs/source/_rst/adaptive_functions/AdaptiveReLU.rst
@@ -0,0 +1,9 @@
+AdaptiveReLU
+============
+
+.. currentmodule:: pina.adaptive_functions.adaptive_func
+
+.. autoclass:: AdaptiveReLU
+    :members:
+    :show-inheritance:
+    :inherited-members: AdaptiveActivationFunctionInterface
diff --git a/docs/source/_rst/adaptive_functions/AdaptiveSIREN.rst b/docs/source/_rst/adaptive_functions/AdaptiveSIREN.rst
@@ -0,0 +1,9 @@
+AdaptiveSIREN
+=============
+
+.. currentmodule:: pina.adaptive_functions.adaptive_func
+
+.. autoclass:: AdaptiveSIREN
+    :members:
+    :show-inheritance:
+    :inherited-members: AdaptiveActivationFunctionInterface
diff --git a/docs/source/_rst/adaptive_functions/AdaptiveSiLU.rst b/docs/source/_rst/adaptive_functions/AdaptiveSiLU.rst
@@ -0,0 +1,9 @@
+AdaptiveSiLU
+============
+
+.. currentmodule:: pina.adaptive_functions.adaptive_func
+
+.. autoclass:: AdaptiveSiLU
+    :members:
+    :show-inheritance:
+    :inherited-members: AdaptiveActivationFunctionInterface
diff --git a/docs/source/_rst/adaptive_functions/AdaptiveSigmoid.rst b/docs/source/_rst/adaptive_functions/AdaptiveSigmoid.rst
@@ -0,0 +1,9 @@
+AdaptiveSigmoid
+===============
+
+.. currentmodule:: pina.adaptive_functions.adaptive_func
+
+.. autoclass:: AdaptiveSigmoid
+    :members:
+    :show-inheritance:
+    :inherited-members: AdaptiveActivationFunctionInterface
diff --git a/docs/source/_rst/adaptive_functions/AdaptiveSoftmax.rst b/docs/source/_rst/adaptive_functions/AdaptiveSoftmax.rst
@@ -0,0 +1,9 @@
+AdaptiveSoftmax
+===============
+
+.. currentmodule:: pina.adaptive_functions.adaptive_func
+
+.. autoclass:: AdaptiveSoftmax
+    :members:
+    :show-inheritance:
+    :inherited-members: AdaptiveActivationFunctionInterface
diff --git a/docs/source/_rst/adaptive_functions/AdaptiveSoftmin.rst b/docs/source/_rst/adaptive_functions/AdaptiveSoftmin.rst
@@ -0,0 +1,9 @@
+AdaptiveSoftmin
+===============
+
+.. currentmodule:: pina.adaptive_functions.adaptive_func
+
+.. autoclass:: AdaptiveSoftmin
+    :members:
+    :show-inheritance:
+    :inherited-members: AdaptiveActivationFunctionInterface
diff --git a/docs/source/_rst/adaptive_functions/AdaptiveTanh.rst b/docs/source/_rst/adaptive_functions/AdaptiveTanh.rst
@@ -0,0 +1,9 @@
+AdaptiveTanh
+============
+
+.. currentmodule:: pina.adaptive_functions.adaptive_func
+
+.. autoclass:: AdaptiveTanh
+    :members:
+    :show-inheritance:
+    :inherited-members: AdaptiveActivationFunctionInterface
diff --git a/docs/source/_rst/layers/adaptive_func.rst b/docs/source/_rst/layers/adaptive_func.rst
diff --git a/docs/source/_rst/solvers/basepinn.rst b/docs/source/_rst/solvers/basepinn.rst
@@ -0,0 +1,7 @@
+PINNInterface
+=================
+.. currentmodule:: pina.solvers.pinns.basepinn
+
+.. autoclass:: PINNInterface
+   :members:
+   :show-inheritance:
diff --git a/docs/source/_rst/solvers/causalpinn.rst b/docs/source/_rst/solvers/causalpinn.rst
@@ -0,0 +1,7 @@
+CausalPINN
+==============
+.. currentmodule:: pina.solvers.pinns.causalpinn
+
+.. autoclass:: CausalPINN
+   :members:
+   :show-inheritance:
diff --git a/docs/source/_rst/solvers/competitivepinn.rst b/docs/source/_rst/solvers/competitivepinn.rst
@@ -0,0 +1,7 @@
+CompetitivePINN
+=================
+.. currentmodule:: pina.solvers.pinns.competitive_pinn
+
+.. autoclass:: CompetitivePINN
+   :members:
+   :show-inheritance:
diff --git a/docs/source/_rst/solvers/gpinn.rst b/docs/source/_rst/solvers/gpinn.rst
@@ -0,0 +1,7 @@
+GPINN
+======
+.. currentmodule:: pina.solvers.pinns.gpinn
+
+.. autoclass:: GPINN
+   :members:
+   :show-inheritance:
diff --git a/docs/source/_rst/solvers/pinn.rst b/docs/source/_rst/solvers/pinn.rst
@@ -1,6 +1,6 @@
 PINN
 ======
-.. currentmodule:: pina.solvers.pinn
+.. currentmodule:: pina.solvers.pinns.pinn
 
 .. autoclass:: PINN
    :members:

diff --git a/docs/source/_rst/solvers/rom.rst b/docs/source/_rst/solvers/rom.rst
@@ -0,0 +1,7 @@
+ReducedOrderModelSolver
+==========================
+.. currentmodule:: pina.solvers.rom
+
+.. autoclass:: ReducedOrderModelSolver
+   :members:
+   :show-inheritance:
diff --git a/docs/source/_rst/solvers/sapinn.rst b/docs/source/_rst/solvers/sapinn.rst
@@ -0,0 +1,7 @@
+SAPINN
+======
+.. currentmodule:: pina.solvers.pinns.sapinn
+
+.. autoclass:: SAPINN
+   :members:
+   :show-inheritance: