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StarPilot/tinygrad_repo/extra/f16_decompress.py
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Vehicle Researcher 33d5cfc393 openpilot v0.10.3 release
date: 2025-12-18T23:23:16
master commit: 3cdee7b54718ee14bd85befd6c5bad3d699c5479
2025-12-18 23:23:21 -08:00

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Python

from tinygrad import Tensor
def bit_extract(x: Tensor, e: int, s: int) -> Tensor:
mask = (1 << (e - s + 1)) - 1
return (x >> s) & mask
def u16_to_f16(x: Tensor) -> Tensor:
sign = bit_extract(x, 15, 15).float()
exponent = bit_extract(x, 14, 10).float()
fraction = bit_extract(x, 9, 0).float()
return sign.where(-1, 1) * exponent.where((exponent - 15.0).exp2() * (1 + fraction / 1024.0), 6.103515625e-5 * (fraction / 1024.0))
def u32_to_f16(oo: Tensor) -> Tensor:
f1 = u16_to_f16(oo>>16)
f2 = u16_to_f16(oo&0xFFFF)
return Tensor.cat(f2.reshape(-1, 1), f1.reshape(-1, 1), dim=1).flatten()