Bump min botorch version (facebook#444)

Summary:
Pull Request resolved: facebook#444

To make the new contextual libraries happy, bump the botorch version (see failures in: https://fburl.com/kbkoen5s)

Reviewed By: lena-kashtelyan

Differential Revision: D25397593

fbshipit-source-id: c711ebb9d99477b5070d3758251d1d4a8b699b7a

remove sphinx-autodoc-typehints (facebook#419)

Summary:
Remove sphinx-autodoc-typehints from the sphinx/source/conf.py file. This was breaking our sphinx build, and is a temporary solution that will remove typehints from our docs.

Pull Request resolved: facebook#419

Reviewed By: lena-kashtelyan

Differential Revision: D24715038

Pulled By: Jakepodell

fbshipit-source-id: 7133ab2b09f6b418488f475bf21497c19daebc3d

Pin nbconvert and revert html parsing

Summary: fix the nbconvert to old and revert the html parsing

Reviewed By: lena-kashtelyan

Differential Revision: D24051937

fbshipit-source-id: 7c540d3f9a22f2f8cedaeab69ac10e53289ee5be

Add init to dir

Summary: In facebook#387, users are having issue importing from the botorch_modular module. Maybe it's because of the missing __init__.py. But I have no clue how this works **without** it . . .

Reviewed By: lena-kashtelyan

Differential Revision: D24031280

fbshipit-source-id: 3cbfebf3f756927a78979941676d8c2aa34ac2f7

`ListSurrogate`

Summary:
`Surrogate` for `ModelListGP`: constructs a `ModelListGP` with specified sub-model classes under the hood

Usage example:
```
m = BoTorchModel(
    surrogate=ListSurrogate(
        # Dictionary of which model class should be used to model which outcome.
        botorch_model_class_per_outcome={"m": SingleTaskGP, "n": SingleTaskGP}
    )
)
```

D23606005 then introduces default usage of this for cases where there are multiple X-s in Xs and they are not all the same (so we are not using batched multi-output).

Reviewed By: Balandat

Differential Revision: D23382535

fbshipit-source-id: ff524c658e09a8837f71646f309289cde4da8c33

Remove unused variable in `choose_generation_strategy`

Summary:
As reported by an issue in github (facebook#341)
This variable `no_max_parallelism` is not used by `choose_generation_strategy` but is still one of the functions input arguments.
Cleaning it up in this diff

Reviewed By: lena-kashtelyan

Differential Revision: D22576370

fbshipit-source-id: 13c3d41b2c66151508a8d5e1290ff73b0601010f

HiPlot in Ax

Reviewed By: 2timesjay

Differential Revision: D21302382

fbshipit-source-id: 082db90c6674e1049c4bba808536c8b65b339027

update axis "type" (indicating log-scale) in interact_contour

Summary: Interact contour plots certain param pairs incorrectly, choosing bad axis ranges. This fixes the problem.

Reviewed By: Balandat

Differential Revision: D21539918

fbshipit-source-id: b086a3469c75c21801471b3ab1069fb90abe4f3d

Expose properties column in SQATrial

Summary: In MLHub, we use the properties column to store additional metadata on trials. We via access this via our custom MLHubDecoder, but we need to expose this column via SQA first.

Reviewed By: lena-kashtelyan

Differential Revision: D21064787

fbshipit-source-id: ba12059fdd08f7e93d6b19ee813831954b8f5f75

Create helper for defining arm

Summary:
Currently, when users want to define status quo arms in Ax, they have to
enummerate every parameter key and, assuming they want defaults, set it as
None (e.g. https://fburl.com/wiki/zis37qp0). To simplify this, we introduce a helper utility that constructs a null
parameter arm by default, but allows users to override specific params if
necessary.

Reviewed By: sdsingh

Differential Revision: D20491298

fbshipit-source-id: 1aecbf6a5f15b27eb0967a78d35f02ffbb365cf0