Merge pull request #1148 from ParamThakkar123/PINNs

Update PINNOptimizers Benchmarks

Author: ChrisRackauckas

benchmarks/PINNOptimizers/1d_diffusion.jmd

@@ -12,8 +12,8 @@ science-guided AI techniques.
 ## Setup
 
 ```julia
-using NeuralPDE, OptimizationFlux, ModelingToolkit, Optimization, OptimizationOptimJL
-using Lux, Plots
+using NeuralPDE, ModelingToolkit, Optimization, OptimizationOptimJL
+using Lux, Plots, OptimizationOptimisers
 import ModelingToolkit: Interval, infimum, supremum
 ```
 
@@ -77,12 +77,12 @@ end
 ```
 
 ```julia
-opt1 = ADAM()
-opt2 = ADAM(0.005)
-opt3 = ADAM(0.05)
-opt4 = RMSProp()
-opt5 = RMSProp(0.005)
-opt6 = RMSProp(0.05)
+opt1 = Optimisers.ADAM()
+opt2 = Optimisers.ADAM(0.005)
+opt3 = Optimisers.ADAM(0.05)
+opt4 = Optimisers.RMSProp()
+opt5 = Optimisers.RMSProp(0.005)
+opt6 = Optimisers.RMSProp(0.05)
 opt7 = OptimizationOptimJL.BFGS()
 opt8 = OptimizationOptimJL.LBFGS()
 ```

benchmarks/PINNOptimizers/1d_poisson_nernst_planck.jmd

@@ -12,8 +12,8 @@ science-guided AI techniques.
 ## Setup
 
 ```julia
-using NeuralPDE, OptimizationFlux, ModelingToolkit, Optimization, OptimizationOptimJL
-using Lux, Plots
+using NeuralPDE, ModelingToolkit, Optimization, OptimizationOptimJL
+using Lux, Plots, OptimizationOptimisers
 import ModelingToolkit: Interval, infimum, supremum
 ```
 
@@ -158,12 +158,12 @@ end
 ```
 
 ```julia
-opt1 = ADAM()
-opt2 = ADAM(0.005)
-opt3 = ADAM(0.05)
-opt4 = RMSProp()
-opt5 = RMSProp(0.005)
-opt6 = RMSProp(0.05)
+opt1 = Optimisers.ADAM()
+opt2 = Optimisers.ADAM(0.005)
+opt3 = Optimisers.ADAM(0.05)
+opt4 = Optimisers.RMSProp()
+opt5 = Optimisers.RMSProp(0.005)
+opt6 = Optimisers.RMSProp(0.05)
 opt7 = OptimizationOptimJL.BFGS()
 opt8 = OptimizationOptimJL.LBFGS()
 ```