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sczhang870330 avatar sczhang870330 commented on June 6, 2024 2

What you said is correct, and I look forward to your update! Thank you!!

from bohb-hpo.

goktug97 avatar goktug97 commented on June 6, 2024

bohb-hpo/bohb/bohb.py

Lines 118 to 124 in 2c79d9e

if self.kde_good is None or np.random.random() < self.random_percent:
if self.samples.size:
# Return a random successful sample from the previous budget
return np.random.choice(self.samples)
else:
# Return a random configuration as there is no sample to choose from
return self.configspace.sample_configuration()

You are right, I think it shouldn't sample from the previous budget. Pushed a new commit to only sample new random configuration if there is no kde model present or if the random_percent condition is hold. Depending on the configspace size I think it is still possible to see duplicated but I think it is normal.

96d804e

from bohb-hpo.

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