Bump BoTorch requirement to 0.13.0 (#3297)

Summary: To be released on Monday morning.

Reviewed By: esantorella

Differential Revision: D68980241

Pulled By: saitcakmak

fbshipit-source-id: ae543b0c99a5f273c29c2705b00d061f6ae01aba

Remove hypothesis dependency (#2774)

Summary:
Pull Request resolved: #2774

Context: Hypothesis is not commonly used in Ax and is not part of the `UNITTEST_MINIMAL_REQUIRES` dependencies (although it is part of `UNITTEST_REQUIRES`). It is used in only one benchmarking test. Removing it will make it easier to build an environment that can run benchmark tests. We could have a broader discussion about removing it from Ax entirely.

This diff: Changes a unit test to not use hypothesis

Reviewed By: saitcakmak

Differential Revision: D63150787

fbshipit-source-id: daf732bb9effc45406816610f0d95f547d5ab192

Don't test with a test stub when there's a function that does the sam…

…e thing (#2735)

Summary:
Pull Request resolved: #2735

Context:
* There is a `get_sobol_benchmark_method` test stub, which is not needed when a Sobol benchmark method is provided, also called `get_sobol_benchmark_method`. It is better to test that function.
* The latter `get_sobol_benchmark_method` requires an argument `distribute_replications`. (Making this mandatory was an intentional choice, because it is easy to forget it.)

This diff:
* Gets rid of the test stub and uses the non-stub version instead
* Adds `distribute_replications` in a bunch of places. I chose `False` arbitrarily since the argument will have no effect here.

Reviewed By: saitcakmak

Differential Revision: D62157106

fbshipit-source-id: 9d6ef4e609502fc94d09be31aa31b1dd7325b111

Pin BoTorch to 0.11.3 (#2594)

Summary:
Pull Request resolved: #2594

--

Reviewed By: mgarrard

Differential Revision: D60069260

fbshipit-source-id: a01ceea35a7ef89ff2bfe166f0419a36932d512d

Update GenerationNode.model_to_gen_from_name (#2407)

Summary:
Pull Request resolved: #2407

Updates the behavior to match the docstring. Previously, this would call `model_spec_to_gen_from`, which could lead to fitting multiple models if the node had multiple model specs. The return type was always `str` rather than `Optional[str]` suggested by the type hints.

Reviewed By: mgarrard

Differential Revision: D56735619

fbshipit-source-id: a6b39b3bc921f720bcb43daece55dc9da1ee96c6

Fix breaking "fix lint" github signal

Summary:
"fix lint" signal is failing on github https://github.com/facebook/Ax/actions/runs/8090412501/job/22107860418#step:6:13
```
Run flake8
  flake8
  shell: /usr/bin/bash -e {0}
  env:
    pythonLocation: /opt/hostedtoolcache/Python/3.9.18/x64
    PKG_CONFIG_PATH: /opt/hostedtoolcache/Python/3.9.18/x64/lib/pkgconfig
    Python_ROOT_DIR: /opt/hostedtoolcache/Python/3.9.18/x64
    Python2_ROOT_DIR: /opt/hostedtoolcache/Python/3.9.18/x64
    Python3_ROOT_DIR: /opt/hostedtoolcache/Python/3.9.18/x64
    LD_LIBRARY_PATH: /opt/hostedtoolcache/Python/3.9.18/x64/lib
./ax/models/torch/tests/test_model.py:8:1: F401 'warnings' imported but unused
Error: Process completed with exit code 1.
```

Fixing to unbreak

Reviewed By: mpolson64

Differential Revision: D54370344

fbshipit-source-id: bc69cb1641170eb8e79588692b77da13b8dc67e2

Fix error in `make_tutorials.py` (#2066)

Summary:
If `env` is `None` then this raises a `'NoneType' object has no attribute 'items'` error. This change fixes this issue and simplifies the setup.

Pull Request resolved: #2066

Reviewed By: mgarrard

Differential Revision: D52007186

Pulled By: Balandat

fbshipit-source-id: 7744a7391381fe6a298d7c7d43bb5d42c982dd28

Bump pinned botorch to 0.9.4 (#1987)

Summary:
Pull Request resolved: #1987

Preparing to release Ax 0.3.5

Reviewed By: saitcakmak

Differential Revision: D51268927

fbshipit-source-id: 4ed701c51d69bec77a219256675447b5bad3b316

update installation instructions

Summary: follow up on comment from D48230718

Reviewed By: Balandat

Differential Revision: D48245744

fbshipit-source-id: 9d8d10d980e4f668b70afca92359327f63d74d16

Cap max values for choice parameters (#1686)

Summary:
Pull Request resolved: #1686

See title

Reviewed By: esantorella

Differential Revision: D47006938

fbshipit-source-id: 8e291bf743ed22a6985ecef6b0da53200baf842c