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877add7 | 1 2 3 4 5 6 7 8 9 10 | """Calibration helpers."""
from __future__ import annotations
def calibrate_prob(prob: float, temperature: float = 1.0) -> float:
if temperature <= 0:
return prob
return max(0.0, min(1.0, prob ** (1.0 / temperature)))
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