[torchSCULatticeLaw] - RadiusFix

* Changes incorporated in torchANNBasedMaterialLaw to work with the SCU radius fix
* All tests Pass

dG3D/src/dG3DMaterialLaw.cpp

@@ -3119,29 +3119,37 @@ void torchANNBasedDG3DMaterialLaw::RNNstressGeo_stiff(const fullMatrix<double>&
       // Normalize extra inputs at previous time step and store in Extra0_vec. Necessary for feature enabling SCU @Mohib
       Normalize_geo(Extra0, Extra0_vec);
-      // Populate the container "Combine_vec0" with the normalized quantities in the correct order.
-      // Order is : Radius + E0 for SCU. Last entry in Extra0_vec contains time and isnt needed here @Mohib.
-      Combine0_vec.insert(Combine0_vec.end(), Extra0_vec.begin(), Extra0_vec.end() - 1);
-      Combine0_vec.insert(Combine0_vec.end(), E0_vec.begin(), E0_vec.end());
+// Changes in SCU with Radius correction dont require this combine vector anymore TODO: Cleanup b4 commit
+//      // Populate the container "Combine_vec0" with the normalized quantities in the correct order.
+//      // Order is : Radius + E0 for SCU. Last entry in Extra0_vec contains time and isnt needed here @Mohib.
+//      Combine0_vec.insert(Combine0_vec.end(), Extra0_vec.begin(), Extra0_vec.end() - 1);
+//      Combine0_vec.insert(Combine0_vec.end(), E0_vec.begin(), E0_vec.end());
    }
    if(_NeedExtraNorm and _DoubleInput){
-      // Populate the container "Combine_vec" with the normalized quantities in the correct order.
-      // Order is : Radius + E for SCU . Last entry in Extra_vec contains time and isnt needed here @Mohib.
-      Combine_vec.insert(Combine_vec.end(), Extra_vec.begin(), Extra_vec.end() - 1);
-      Combine_vec.insert(Combine_vec.end(), E_vec.begin(), E_vec.end());
+// Changes in SCU with Radius correction dont require this combine vector anymore TODO: Cleanup b4 commit
+//      // Populate the container "Combine_vec" with the normalized quantities in the correct order.
+//      // Order is : Radius + E for SCU . Last entry in Extra_vec contains time and isnt needed here @Mohib.
+//      Combine_vec.insert(Combine_vec.end(), Extra_vec.begin(), Extra_vec.end() - 1);
+//      Combine_vec.insert(Combine_vec.end(), E_vec.begin(), E_vec.end());
       if(stiff){
          E0_norm = torch::from_blob(E0_vec.data(), {1,1, _numberOfInput - _numberOfExtraInput}, torch::requires_grad());
-         Combine0_norm = torch::from_blob(Combine0_vec.data(), {1,1, _numberOfInput - 1}, torch::requires_grad());
+
+// Changes in SCU with Radius correction dont require this combine vector anymore TODO: Cleanup b4 commit
+//         Combine0_norm = torch::from_blob(Combine0_vec.data(), {1,1, _numberOfInput - 1}, torch::requires_grad());
       }
       else{
          E0_norm = torch::from_blob(E0_vec.data(), {1,1, _numberOfInput - _numberOfExtraInput}, torch::requires_grad(false));
-         Combine0_norm = torch::from_blob(Combine0_vec.data(), {1,1, _numberOfInput - 1}, torch::requires_grad(false));
+// Changes in SCU with Radius correction dont require this combine vector anymore TODO: Cleanup b4 commit
+//         Combine0_norm = torch::from_blob(Combine0_vec.data(), {1,1, _numberOfInput - 1}, torch::requires_grad(false));
       }
-      inputs.push_back(Combine0_norm);      
+
+// Changes in SCU with Radius correction dont require pushing this combine vector into the input jit anymore TODO: Cleanup b4 commit
+//      inputs.push_back(Combine0_norm);
+      inputs.push_back(E0_norm);
    }
    else{
@@ -3166,42 +3174,51 @@ void torchANNBasedDG3DMaterialLaw::RNNstressGeo_stiff(const fullMatrix<double>&
    
    // added norm of E1 and delta E_vec to feature enable SCU @Mohib
    vector<float> norm_E1(1);
-   // delta DE_vec doesnt include time so decrementing by 1 @Mohib.
-   vector<float> DE_vec(_numberOfInput - 1);
+   // delta DE_vec doesnt include time and radius so decrementing by num of extea variables @Mohib.
+   vector<float> DE_vec(_numberOfInput - _numberOfExtraInput);
    torch::Tensor norm;  
   
    if(_kinematicInput == torchANNBasedDG3DMaterialLaw::EGLInc or _NeedExtraNorm){     
        if(_kinematicInput == torchANNBasedDG3DMaterialLaw::EGL and _NeedExtraNorm){           
-          for (int i = 0; i <_numberOfInput - 1; i++) {
-            // DE_vec[i] = E_vec[i]-E0_vec[i]; #TODO: Remove b4 Commit @Mohib
-            DE_vec[i] = Combine_vec[i]- Combine0_vec[i];
+          for (int i = 0; i <_numberOfInput - _numberOfExtraInput; i++) {
+            // Changes in SCU with Radius correction dont require this combine vector anymore TODO: Cleanup b4 commit
+            //DE_vec[i] = Combine_vec[i]- Combine0_vec[i];
+          	DE_vec[i] = E_vec[i]-E0_vec[i];
           }
           if(_DoubleInput){
             if(stiff){
-               dE_norm = torch::from_blob(DE_vec.data(), {1,1, _numberOfInput - 1}, torch::requires_grad());
+               dE_norm = torch::from_blob(DE_vec.data(), {1,1, _numberOfInput - _numberOfExtraInput}, torch::requires_grad());
             }
             else{
-               dE_norm = torch::from_blob(DE_vec.data(), {1,1, _numberOfInput - 1}, torch::requires_grad(false));
+               dE_norm = torch::from_blob(DE_vec.data(), {1,1, _numberOfInput - _numberOfExtraInput}, torch::requires_grad(false));
             }  
           inputs.push_back(dE_norm); 
           }   
-          norm_E1[0] = sqrt(std::inner_product(DE_vec.begin(), DE_vec.end(), DE_vec.begin(), 0.0));            
+//          norm_E1[0] = sqrt(std::inner_product(DE_vec.begin(), DE_vec.end(), DE_vec.begin(), 0.0));
+          norm_E1[0] = 0;
+          for (int i = 0; i <_numberOfInput - _numberOfExtraInput; i++ ) {
+			norm_E1[0] += DE_vec[i] * DE_vec[i];
+          }
+          norm_E1[0] = sqrt(norm_E1[0]);
        } 
        else{
-          fullMatrix<double> CombineE1(1, _numberOfInput - 1);
-          
-          for (int i = 0; i < _numberOfExtraInput - 1; i++)
-          {
-            CombineE1(0, i) = Extra1(0, i);
-          }
-          for (int i = 0; i < _numberOfInput - _numberOfExtraInput; i++)
-          {
-            CombineE1(0, _numberOfExtraInput - 1 + i) = E1(0, i);
-          }
-          //norm_E1[0] = E1.norm(); #TODO: Remove b4 Commit @Mohib
-          norm_E1[0] = CombineE1.norm();
+// Changes in SCU with Radius correction dont require this combine vector anymore TODO: Cleanup b4 commit
+//          fullMatrix<double> CombineE1(1, _numberOfInput - 1);
+//
+//
+//          for (int i = 0; i < _numberOfExtraInput - 1; i++)
+//          {
+//            CombineE1(0, i) = Extra1(0, i);
+//          }
+//
+//          for (int i = 0; i < _numberOfInput - _numberOfExtraInput; i++)
+//          {
+//            CombineE1(0, _numberOfExtraInput - 1 + i) = E1(0, i);
+//          }
+//			norm_E1[0] = CombineE1.norm();
+          norm_E1[0] = E1.norm();
        }       
             
       if(stiff){
@@ -3236,6 +3253,29 @@ void torchANNBasedDG3DMaterialLaw::RNNstressGeo_stiff(const fullMatrix<double>&
        }
    }
+   // added norm of radius and radius to feature enable SCU with Radius correction. @Mohib
+   vector<float> r_vec(1);
+   torch::Tensor r_norm;
+
+   if(_kinematicInput == torchANNBasedDG3DMaterialLaw::EGLInc or _NeedExtraNorm){
+       if(_kinematicInput == torchANNBasedDG3DMaterialLaw::EGL and _NeedExtraNorm){
+//              // For SCU dt needs to be seperately normalized. @Mohib
+//              Normalize_dt(Extra1, Extra_vec);
+//              Normalize_dt(Extra0, Extra0_vec);
+
+              r_vec[0] = Extra_vec[0];
+
+
+              if(stiff){
+               r_norm = torch::from_blob(r_vec.data(), {1,1,1}, torch::requires_grad());
+              }
+              else{
+               r_norm = torch::from_blob(r_vec.data(), {1,1,1}, torch::requires_grad(false));
+            }
+          inputs.push_back(r_norm);
+       }
+   }
+
    inputs.push_back(h0);
    auto outputs= module.forward(inputs).toTuple();