import bofire.strategies.api as strategies
import bofire.surrogates.api as surrogates
from bofire.benchmarks.multi import DTLZ2
from bofire.data_models.domain.api import Outputs
from bofire.data_models.strategies.api import MoboStrategy
from bofire.data_models.surrogates.api import BotorchSurrogates, RandomForestSurrogateRandom Forest in BoFire
Imports
Setup a RF
benchmark = DTLZ2(dim=6)
experiments = benchmark.f(benchmark.domain.inputs.sample(20), return_complete=True)
# you can use the hyperparams from sklearn
rf_data_model = RandomForestSurrogate(
inputs=benchmark.domain.inputs,
outputs=Outputs(features=[benchmark.domain.outputs[0]]),
n_estimators=100,
)
rf = surrogates.map(rf_data_model)
cv_train, cv_test, _ = rf.cross_validate(experiments)
cv_test.get_metrics()/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/bofire/surrogates/botorch.py:181: UserWarning:
The given NumPy array is not writable, and PyTorch does not support non-writable tensors. This means writing to this tensor will result in undefined behavior. You may want to copy the array to protect its data or make it writable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at /pytorch/torch/csrc/utils/tensor_numpy.cpp:213.)
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/botorch/models/ensemble.py:82: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
/opt/hostedtoolcache/Python/3.12.12/x64/lib/python3.12/site-packages/torch/nn/modules/module.py:2916: RuntimeWarning:
Could not update `train_inputs` with transformed inputs since _RandomForest does not have a `train_inputs` attribute. Make sure that the `input_transform` is applied to both the train inputs and test inputs.
| MAE | MSD | R2 | MAPE | PEARSON | SPEARMAN | FISHER | |
|---|---|---|---|---|---|---|---|
| 0 | 0.133261 | 0.027752 | 0.872415 | 1.736668 | 0.939264 | 0.926316 | 0.000547 |
Setup an optimization
benchmark = DTLZ2(dim=6)
data_model = MoboStrategy(
domain=benchmark.domain,
ref_point={"f_0": 1.1, "f_1": 1.1},
surrogate_specs=BotorchSurrogates(
surrogates=[
RandomForestSurrogate(
inputs=benchmark.domain.inputs,
outputs=Outputs(features=[benchmark.domain.outputs[0]]),
),
RandomForestSurrogate(
inputs=benchmark.domain.inputs,
outputs=Outputs(features=[benchmark.domain.outputs[1]]),
),
],
),
)
recommender = strategies.map(data_model=data_model)
experiments = benchmark.f(benchmark.domain.inputs.sample(10), return_complete=True)
recommender.tell(experiments=experiments)
# currently not supported
# for i in range(10):
# samples = benchmark.domain.inputs.sample(512, method=SamplingMethodEnum.SOBOL)
# candidates = recommender.ask(1, candidate_pool=samples)
# candidates = candidates.reset_index(drop=True)
# new_experiments = benchmark.f(candidates[benchmark.domain.inputs.get_keys().copy()], return_complete=True)
# recommender.tell(experiments=new_experiments)