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22 changes: 22 additions & 0 deletions tinyflow/time_sampler.py
Original file line number Diff line number Diff line change
@@ -1,3 +1,5 @@
import math

from loguru import logger
from tinygrad.tensor import Tensor

Expand Down Expand Up @@ -32,3 +34,23 @@ def sample(self, *shape) -> Tensor:
out: Tensor = self.m + self.s * Tensor.randn(*shape)
out: Tensor = out.sigmoid()
return out


class ModeHeavyTailSampler(BaseTimeSampler):
def __init__(self, scale: float = 0.5):
self.s = scale

def sample(self, *shape) -> Tensor:
u = Tensor.rand(*shape)
c = (math.pi * u).cos() ** 2
return 1 - u - self.s * (c - 1 + u)


class CosSampler(BaseTimeSampler):
def __init__(self):
pass

def sample(self, *shape) -> Tensor:
u = Tensor.rand(*shape)
t = 1 - 1 / ((math.pi * u).tan() + 1)
return t
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