Edwin

How do we see the Pytorch and non-Pytorch emulators being different?

Chat with @sgreenbury: - What is the responsibility of the Simulator class? Is it to capture all the metadata and parameters of the simulation aswell as giving functionality to run...

Discussion with team: - Need a schema for how the input data into a Simulator should look - Need a schema for how output data from the Simulator should look

Helmholtz staircase has been started on this branch: https://github.com/alan-turing-institute/autoemulate/tree/the_well_-helmholtz_staircase

Sam and I were chatting at AIUK and we were discussing how this could theoretically be done. Some notes below: - We think its realstic to ask the user to...

I think we should try and get this into the new release at end of month, agreed?

Starting scoping this issue out. [bootstrap](https://github.com/alan-turing-institute/autoemulate/blob/fa490820a782fae04da2936020e0981f03e91b15/autoemulate/core/model_selection.py#L154) returns a dictionary of [dict of mean and std for each metric.](https://github.com/alan-turing-institute/autoemulate/blob/fa490820a782fae04da2936020e0981f03e91b15/autoemulate/core/model_selection.py#L186). Each metric has a single entry and the mean and std must...

To speed up on cpu, we can reduce the `n_iter` and `n_splits`. However, the major slowdown appears to be when device is set to `mps`. This is because 4 out...

Comment from @sgreenbury > One thing that comes to mind on this is the extent of the metrics we'd like to support: in the first instance we could just implement...

Can I check where we are with this PR?