Removed OptimizationFlux and resolve manifest

Author: ParamThakkar123

benchmarks/PINNOptimizers/1d_diffusion.jmd

@@ -12,7 +12,7 @@ science-guided AI techniques.
 ## Setup
 
 ```julia
-using NeuralPDE, OptimizationFlux, ModelingToolkit, Optimization, OptimizationOptimJL
+using NeuralPDE, ModelingToolkit, Optimization, OptimizationOptimJL
 using Lux, Plots, OptimizationOptimisers
 import ModelingToolkit: Interval, infimum, supremum
 ```

benchmarks/PINNOptimizers/1d_poisson_nernst_planck.jmd

@@ -12,7 +12,7 @@ science-guided AI techniques.
 ## Setup
 
 ```julia
-using NeuralPDE, OptimizationFlux, ModelingToolkit, Optimization, OptimizationOptimJL
+using NeuralPDE, ModelingToolkit, Optimization, OptimizationOptimJL
 using Lux, Plots, OptimizationOptimisers
 import ModelingToolkit: Interval, infimum, supremum
 ```

benchmarks/PINNOptimizers/Manifest.toml

@@ -3,18 +3,16 @@ Lux = "b2108857-7c20-44ae-9111-449ecde12c47"
 ModelingToolkit = "961ee093-0014-501f-94e3-6117800e7a78"
 NeuralPDE = "315f7962-48a3-4962-8226-d0f33b1235f0"
 Optimization = "7f7a1694-90dd-40f0-9382-eb1efda571ba"
-OptimizationFlux = "253f991c-a7b2-45f8-8852-8b9a9df78a86"
 OptimizationOptimJL = "36348300-93cb-4f02-beb5-3c3902f8871e"
 OptimizationOptimisers = "42dfb2eb-d2b4-4451-abcd-913932933ac1"
 Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
 SciMLBenchmarks = "31c91b34-3c75-11e9-0341-95557aab0344"
 
 [compat]
-Lux = "0.5, 1"
+Lux = "1"
 ModelingToolkit = "9"
 NeuralPDE = "5"
-Optimization = "3, 4"
-OptimizationFlux = "0.2"
-OptimizationOptimJL = "0.3, 0.4"
+Optimization = "4"
+OptimizationOptimJL = "0.4"
 Plots = "1"
 SciMLBenchmarks = "0.1"

benchmarks/PINNOptimizers/Project.toml

@@ -12,7 +12,7 @@ science-guided AI techniques.
 ## Setup
 
 ```julia
-using NeuralPDE, OptimizationFlux, ModelingToolkit, Optimization, OptimizationOptimJL
+using NeuralPDE, ModelingToolkit, Optimization, OptimizationOptimJL
 using Lux, Plots, OptimizationOptimisers
 import ModelingToolkit: Interval, infimum, supremum
 ```

benchmarks/PINNOptimizers/allen_cahn.jmd

@@ -12,7 +12,7 @@ science-guided AI techniques.
 ## Setup
 
 ```julia
-using NeuralPDE, OptimizationFlux, ModelingToolkit, Optimization, OptimizationOptimJL
+using NeuralPDE, ModelingToolkit, Optimization, OptimizationOptimJL
 using Lux, Plots, OptimizationOptimisers
 import ModelingToolkit: Interval, infimum, supremum
 ```

benchmarks/PINNOptimizers/burgers_equation.jmd

@@ -12,7 +12,7 @@ science-guided AI techniques.
 ## Setup
 
 ```julia
-using NeuralPDE, OptimizationFlux, ModelingToolkit, Optimization, OptimizationOptimJL
+using NeuralPDE, ModelingToolkit, Optimization, OptimizationOptimJL
 using Lux, Plots, OptimizationOptimisers
 import ModelingToolkit: Interval, infimum, supremum
 ```

benchmarks/PINNOptimizers/hamilton_jacobi.jmd

@@ -12,7 +12,7 @@ science-guided AI techniques.
 ## Setup Code
 
 ```julia
-using NeuralPDE, OptimizationFlux, ModelingToolkit, Optimization, OptimizationOptimJL
+using NeuralPDE, ModelingToolkit, Optimization, OptimizationOptimJL
 using Lux, Plots, OptimizationOptimisers
 import ModelingToolkit: Interval, infimum, supremum
 ```