Cannot reproduce https://docs.sciml.ai/Surrogates/stable/tutorials/#Example-of-NeuralSurrogate

[gaelforget]

Describe the bug 🐞

Cannot reproduce https://docs.sciml.ai/Surrogates/stable/tutorials/#Example-of-NeuralSurrogate

because packages fail to install the needed packages together.

Expected behavior

that the needed packages get installled

Minimal Reproducible Example 👇

Without MRE, we would only be able to help you to a limited extent, and attention to the issue would be limited. to know more about MRE refer to wikipedia and stackoverflow.

In a temporary environment :

julia> using Flux, Surrogates, Statistics, SurrogatesFlux
 │ Packages [Flux, Surrogates, SurrogatesFlux] not found, but packages named [Flux, Surrogates,
 │ SurrogatesFlux] are available from a registry.
 │ Install packages?
 │   (jl_3fVXe0) pkg> add Flux Surrogates SurrogatesFlux
 └ (y/n/o) [y]: y
   Resolving package versions...

After 27ae667 I can execute using Flux, Surrogates, Statistics, SurrogatesFlux

but now I get the error below upon calling NeuralSurrogate.

Error & Stacktrace ⚠️

julia> sgt = NeuralSurrogate(x_train, y_train, bounds..., model=model, loss=loss, opt=optimizer, n_echos=n_epochs)
┌ Warning: `Flux.params(m...)` is deprecated. Use `Flux.trainable(model)` for parameter collection,
│ and the explicit `gradient(m -> loss(m, x, y), model)` for gradient computation.
└ @ Flux ~/.julia/packages/Flux/Mhg1r/src/deprecations.jl:93
ERROR: can't mix implict Params with explict rule from Optimisers.jl
To use `Flux.params(m)` in `train!`, the 4th argument must be from the old `Flux.Optimise` sub-module.
But better to use the new explicit style, in which `m` itself is the 2nd argument.

Environment (please complete the following information):

• Output of using Pkg; Pkg.status()

Status `/private/var/folders/vn/3r695jqd3177cw09wdmf3z940000gn/T/jl_3fVXe0/Project.toml` (empty project)

• Output of using Pkg; Pkg.status(; mode = PKGMODE_MANIFEST)

Status `/private/var/folders/vn/3r695jqd3177cw09wdmf3z940000gn/T/jl_3fVXe0/Manifest.toml` (empty manifest)

• Output of versioninfo()

Julia Version 1.11.1
Commit 8f5b7ca12ad (2024-10-16 10:53 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: macOS (arm64-apple-darwin22.4.0)
  CPU: 8 × Apple M3
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, apple-m3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Additional context

Add any other context about the problem here.