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Update PINNOptimizers Benchmarks #1148

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merged 8 commits into from
Jan 20, 2025
Merged

Update PINNOptimizers Benchmarks #1148

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cabfdb5
BayesianInference Benchmarks updates
ParamThakkar123 Dec 30, 2024
f132959
Updated PINNOptimizers Benchmarks
ParamThakkar123 Jan 1, 2025
c3b42d3
Removed Bayesian Inference updates from PINN branch
ParamThakkar123 Jan 1, 2025
81c5d1e
Fixed Errors in burgers_equation.jmd
ParamThakkar123 Jan 3, 2025
4c1ec79
Update benchmarks/PINNOptimizers/Project.toml
ParamThakkar123 Jan 6, 2025
5b30bd3
Some updates but some updates still need to be made
ParamThakkar123 Jan 6, 2025
3cd3874
Forced some dependencies
ParamThakkar123 Jan 17, 2025
7be59f9
Removed OptimizationFlux and resolve manifest
ParamThakkar123 Jan 18, 2025
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16 changes: 8 additions & 8 deletions benchmarks/PINNOptimizers/1d_diffusion.jmd
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Original file line number Diff line number Diff line change
Expand Up @@ -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
```

Expand Down Expand Up @@ -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()
```
Expand Down
16 changes: 8 additions & 8 deletions benchmarks/PINNOptimizers/1d_poisson_nernst_planck.jmd
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Original file line number Diff line number Diff line change
Expand Up @@ -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
```

Expand Down Expand Up @@ -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()
```
Expand Down
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