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KindXiaoming · Aug 17, 2024 · 60ed5f4 · 60ed5f4
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diff --git a/.ipynb_checkpoints/kan-checkpoint.html b/.ipynb_checkpoints/kan-checkpoint.html
diff --git a/_sources/.ipynb_checkpoints/kan-checkpoint.rst.txt b/_sources/.ipynb_checkpoints/kan-checkpoint.rst.txt
@@ -51,6 +51,22 @@ kan.utils module
    :members:
    :undoc-members:
    :show-inheritance:
+
+kan.compiler module
+-------------------
+
+.. automodule:: kan.compiler
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+kan.hypothesis module
+---------------------
+
+.. automodule:: kan.hypothesis
+   :members:
+   :undoc-members:
+   :show-inheritance:
 
 Module contents
 ---------------

diff --git a/_sources/kan.rst.txt b/_sources/kan.rst.txt
@@ -51,6 +51,22 @@ kan.utils module
    :members:
    :undoc-members:
    :show-inheritance:
+
+kan.compiler module
+-------------------
+
+.. automodule:: kan.compiler
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+kan.hypothesis module
+---------------------
+
+.. automodule:: kan.hypothesis
+   :members:
+   :undoc-members:
+   :show-inheritance:
 
 Module contents
 ---------------

diff --git a/genindex.html b/genindex.html
@@ -138,6 +138,8 @@ <h2 id="B">B</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.spline.B_batch">B_batch() (in module kan.spline)</a>, <a href="kan.html#kan.spline.B_batch">[1]</a>
+</li>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.hypothesis.batch_grad_normgrad">batch_grad_normgrad() (in module kan.hypothesis)</a>, <a href="kan.html#kan.hypothesis.batch_grad_normgrad">[1]</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
@@ -172,6 +174,10 @@ <h2 id="C">C</h2>
 
 <h2 id="D">D</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.hypothesis.detect_separability">detect_separability() (in module kan.hypothesis)</a>, <a href="kan.html#kan.hypothesis.detect_separability">[1]</a>
+</li>
+  </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.disable_symbolic_in_fit">disable_symbolic_in_fit() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.disable_symbolic_in_fit">[1]</a>
 </li>
@@ -185,11 +191,13 @@ <h2 id="E">E</h2>
 </li>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.utils.ex_round">ex_round() (in module kan.utils)</a>, <a href="kan.html#kan.utils.ex_round">[1]</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.expand_depth">expand_depth() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.expand_depth">[1]</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.expand_width">expand_width() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.expand_width">[1]</a>
+</li>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.compiler.expr2kan">expr2kan() (in module kan.compiler)</a>, <a href="kan.html#kan.compiler.expr2kan">[1]</a>
 </li>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.spline.extend_grid">extend_grid() (in module kan.spline)</a>, <a href="kan.html#kan.spline.extend_grid">[1]</a>
 </li>
@@ -258,15 +266,19 @@ <h2 id="G">G</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.get_act">get_act() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.get_act">[1]</a>
+</li>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.hypothesis.get_dependence">get_dependence() (in module kan.hypothesis)</a>, <a href="kan.html#kan.hypothesis.get_dependence">[1]</a>
 </li>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.utils.get_derivative">get_derivative() (in module kan.utils)</a>, <a href="kan.html#kan.utils.get_derivative">[1]</a>
 </li>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.get_fun">get_fun() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.get_fun">[1]</a>
 </li>
-      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.get_params">get_params() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.get_params">[1]</a>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.hypothesis.get_molecule">get_molecule() (in module kan.hypothesis)</a>, <a href="kan.html#kan.hypothesis.get_molecule">[1]</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.get_params">get_params() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.get_params">[1]</a>
+</li>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.get_range">get_range() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.get_range">[1]</a>
 </li>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.get_reg">get_reg() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.get_reg">[1]</a>
@@ -277,6 +289,8 @@ <h2 id="G">G</h2>
         <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.Symbolic_KANLayer.Symbolic_KANLayer.get_subset">(kan.Symbolic_KANLayer.Symbolic_KANLayer method)</a>, <a href="kan.html#kan.Symbolic_KANLayer.Symbolic_KANLayer.get_subset">[1]</a>
 </li>
       </ul></li>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.hypothesis.get_tree_node">get_tree_node() (in module kan.hypothesis)</a>, <a href="kan.html#kan.hypothesis.get_tree_node">[1]</a>
+</li>
   </ul></td>
 </tr></table>
 
@@ -315,6 +329,20 @@ <h2 id="K">K</h2>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.KAN">KAN (in module kan.MultKAN)</a>, <a href="kan.html#kan.MultKAN.KAN">[1]</a>
 </li>
       <li>
+    kan.compiler
+
+      <ul>
+        <li><a href=".ipynb_checkpoints/kan-checkpoint.html#module-kan.compiler">module</a>, <a href="kan.html#module-kan.compiler">[1]</a>
+</li>
+      </ul></li>
+      <li>
+    kan.hypothesis
+
+      <ul>
+        <li><a href=".ipynb_checkpoints/kan-checkpoint.html#module-kan.hypothesis">module</a>, <a href="kan.html#module-kan.hypothesis">[1]</a>
+</li>
+      </ul></li>
+      <li>
     kan.KANLayer
 
       <ul>
@@ -328,15 +356,15 @@ <h2 id="K">K</h2>
         <li><a href=".ipynb_checkpoints/kan-checkpoint.html#module-kan.LBFGS">module</a>, <a href="kan.html#module-kan.LBFGS">[1]</a>
 </li>
       </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li>
     kan.MultKAN
 
       <ul>
         <li><a href=".ipynb_checkpoints/kan-checkpoint.html#module-kan.MultKAN">module</a>, <a href="kan.html#module-kan.MultKAN">[1]</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li>
     kan.spline
 
@@ -359,6 +387,8 @@ <h2 id="K">K</h2>
 </li>
       </ul></li>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.KANLayer.KANLayer">KANLayer (class in kan.KANLayer)</a>, <a href="kan.html#kan.KANLayer.KANLayer">[1]</a>
+</li>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.compiler.kanpiler">kanpiler() (in module kan.compiler)</a>, <a href="kan.html#kan.compiler.kanpiler">[1]</a>
 </li>
   </ul></td>
 </tr></table>
@@ -387,6 +417,10 @@ <h2 id="M">M</h2>
 
       <ul>
         <li><a href=".ipynb_checkpoints/kan-checkpoint.html#module-kan">kan</a>, <a href="kan.html#module-kan">[1]</a>
+</li>
+        <li><a href=".ipynb_checkpoints/kan-checkpoint.html#module-kan.compiler">kan.compiler</a>, <a href="kan.html#module-kan.compiler">[1]</a>
+</li>
+        <li><a href=".ipynb_checkpoints/kan-checkpoint.html#module-kan.hypothesis">kan.hypothesis</a>, <a href="kan.html#module-kan.hypothesis">[1]</a>
 </li>
         <li><a href=".ipynb_checkpoints/kan-checkpoint.html#module-kan.KANLayer">kan.KANLayer</a>, <a href="kan.html#module-kan.KANLayer">[1]</a>
 </li>
@@ -420,6 +454,8 @@ <h2 id="N">N</h2>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.n_sum">n_sum (kan.MultKAN.MultKAN property)</a>, <a href="kan.html#kan.MultKAN.MultKAN.n_sum">[1]</a>
+</li>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.compiler.next_nontrivial_operation">next_nontrivial_operation() (in module kan.compiler)</a>, <a href="kan.html#kan.compiler.next_nontrivial_operation">[1]</a>
 </li>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.node_attribute">node_attribute() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.node_attribute">[1]</a>
 </li>
@@ -433,10 +469,12 @@ <h2 id="P">P</h2>
 </li>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.plot">plot() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.plot">[1]</a>
 </li>
-      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.prune">prune() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.prune">[1]</a>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.hypothesis.plot_tree">plot_tree() (in module kan.hypothesis)</a>, <a href="kan.html#kan.hypothesis.plot_tree">[1]</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.prune">prune() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.prune">[1]</a>
+</li>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.prune_edge">prune_edge() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.prune_edge">[1]</a>
 </li>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.prune_input">prune_input() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.prune_input">[1]</a>
@@ -470,6 +508,8 @@ <h2 id="S">S</h2>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.saveckpt">saveckpt() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.saveckpt">[1]</a>
 </li>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.set_mode">set_mode() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.set_mode">[1]</a>
+</li>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.compiler.sf2kan">sf2kan() (in module kan.compiler)</a>, <a href="kan.html#kan.compiler.sf2kan">[1]</a>
 </li>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.utils.sparse_mask">sparse_mask() (in module kan.utils)</a>, <a href="kan.html#kan.utils.sparse_mask">[1]</a>
 </li>
@@ -498,6 +538,16 @@ <h2 id="S">S</h2>
 
 <h2 id="T">T</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.hypothesis.test_general_separability">test_general_separability() (in module kan.hypothesis)</a>, <a href="kan.html#kan.hypothesis.test_general_separability">[1]</a>
+</li>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.hypothesis.test_separability">test_separability() (in module kan.hypothesis)</a>, <a href="kan.html#kan.hypothesis.test_separability">[1]</a>
+</li>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.hypothesis.test_symmetry">test_symmetry() (in module kan.hypothesis)</a>, <a href="kan.html#kan.hypothesis.test_symmetry">[1]</a>
+</li>
+      <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.hypothesis.test_symmetry_var">test_symmetry_var() (in module kan.hypothesis)</a>, <a href="kan.html#kan.hypothesis.test_symmetry_var">[1]</a>
+</li>
+  </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.KANLayer.KANLayer.to">to() (kan.KANLayer.KANLayer method)</a>, <a href="kan.html#kan.KANLayer.KANLayer.to">[1]</a>
 
@@ -507,8 +557,6 @@ <h2 id="T">T</h2>
         <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.Symbolic_KANLayer.Symbolic_KANLayer.to">(kan.Symbolic_KANLayer.Symbolic_KANLayer method)</a>, <a href="kan.html#kan.Symbolic_KANLayer.Symbolic_KANLayer.to">[1]</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href=".ipynb_checkpoints/kan-checkpoint.html#kan.MultKAN.MultKAN.tree">tree() (kan.MultKAN.MultKAN method)</a>, <a href="kan.html#kan.MultKAN.MultKAN.tree">[1]</a>
 </li>
   </ul></td>