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Publish Curved five-arm density-estimation benchmark
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from __future__ import annotations
import numpy as np
def generate_pinwheel(samples: int, seed: int) -> np.ndarray:
rng = np.random.default_rng(seed)
arms = 5
labels = rng.integers(0, arms, size=samples)
radius = rng.normal(1.8, 0.32, size=samples)
tangent = rng.normal(0, 0.16, size=samples)
base_angle = labels * 2 * np.pi / arms
angle = base_angle + 1.25 * (radius - 1.8) + tangent
points = np.column_stack(
[radius * np.cos(angle), radius * np.sin(angle)]
)
points += rng.normal(scale=0.035, size=points.shape)
return points.astype(np.float32)