Updates

Author: ParamThakkar123

benchmarks/PINNErrorsVsTime/diffusion_et.jmd

@@ -16,6 +16,7 @@ using NeuralPDE
 using Integrals, IntegralsCubature, IntegralsCuba
 using ModelingToolkit, Optimization, OptimizationOptimJL
 using Lux, Plots
+using OptimizationOptimisers
 using DelimitedFiles
 using QuasiMonteCarlo
 import ModelingToolkit: Interval, infimum, supremum
@@ -122,7 +123,7 @@ strategies_short_name = [#"CubaCuhre",
                         "StochasticTraining",
                         "QuasiRandomTraining"]
 
-minimizers = [ADAM(0.001),
+minimizers = [Optimisers.ADAM(0.001),
               #BFGS()]
               LBFGS()]
 

benchmarks/PINNErrorsVsTime/hamilton_jacobi_et.jmd

@@ -14,6 +14,7 @@ using NeuralPDE
 using Integrals, IntegralsCubature, IntegralsCuba
 using ModelingToolkit, Optimization, OptimizationOptimJL
 using Lux, Plots
+using OptimizationOptimisers
 using DelimitedFiles
 using QuasiMonteCarlo
 import ModelingToolkit: Interval, infimum, supremum
@@ -162,7 +163,7 @@ strategies_short_name = ["CubaCuhre",
                         "StochasticTraining",
                         "QuasiRandomTraining"]
 
-minimizers = [ADAM(0.005),
+minimizers = [Optimisers.ADAM(0.005),
               #BFGS()]
               LBFGS()]
 

benchmarks/PINNErrorsVsTime/level_set_et.jmd

@@ -16,6 +16,7 @@ using NeuralPDE
 using Integrals, IntegralsCubature, IntegralsCuba
 using ModelingToolkit, Optimization, OptimizationOptimJL
 using Lux, Plots
+using OptimizationOptimisers
 using DelimitedFiles
 using QuasiMonteCarlo
 import ModelingToolkit: Interval, infimum, supremum
@@ -159,7 +160,7 @@ strategies_short_name = ["CubaCuhre",
                         "StochasticTraining",
                         "QuasiRandomTraining"]
 
-minimizers = [ADAM(0.005),
+minimizers = [Optimisers.ADAM(0.005),
               #BFGS()]
               LBFGS()]
 

benchmarks/PINNErrorsVsTime/nernst_planck_et.jmd

@@ -17,6 +17,7 @@ using Integrals, IntegralsCubature, IntegralsCuba
 using ModelingToolkit, Optimization, OptimizationOptimJL
 using Lux, Plots
 using DelimitedFiles
+using OptimizationOptimisers
 using QuasiMonteCarlo
 import ModelingToolkit: Interval, infimum, supremum
 ```
@@ -163,7 +164,7 @@ strategies_short_name = ["CubaCuhre",
                         "StochasticTraining",
                         "QuasiRandomTraining"]
 
-minimizers = [ADAM(0.005),
+minimizers = [Optimisers.ADAM(0.005),
               #BFGS()]
               LBFGS()]