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Models.FULLYBAYESIAN vs. Models.SAASBO and SAASBO kwargs #55

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sgbaird opened this issue Jun 21, 2024 · 0 comments
Open

Models.FULLYBAYESIAN vs. Models.SAASBO and SAASBO kwargs #55

sgbaird opened this issue Jun 21, 2024 · 0 comments

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@sgbaird
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sgbaird commented Jun 21, 2024

https://ax.dev/tutorials/saasbo.html

Models.SAASBO vs. Models.FULLYBAYESIAN (which I believe refer to the same object)

gs = GenerationStrategy(
    steps=[
        GenerationStep(
            model=Models.SOBOL,
            num_trials=4,  # https://github.com/facebook/Ax/issues/922
            min_trials_observed=3,
            max_parallelism=5,
            model_kwargs={"seed": 999},
            model_gen_kwargs={},
        ),
        GenerationStep(
            model=Models.FULLYBAYESIAN,
            num_trials=-1,
            max_parallelism=3,
            model_kwargs={},
        ),
    ]
)

EDIT: kwargs should also be set to higher values, e.g., 1024, 1024 per conversations with @AndrewFalkowski

@sgbaird sgbaird changed the title Models.FULLYBAYESIAN vs. Models.SAASBO Models.FULLYBAYESIAN vs. Models.SAASBO and SAASBO kwargs Jun 26, 2024
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