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RepGeom

RepGeom is a small, dependency-free Python library for inspecting the geometry of labelled vector representations. It checks that vectors share a dimension, calculates distances and cosine similarities, and returns deterministic nearest neighbors. It is intended for small in-memory collections where results should be easy to inspect.

from math import isclose

from repgeom import EmbeddingCloud

cloud = EmbeddingCloud.from_mapping({
    "cat": (1.0, 0.0),
    "dog": (0.8, 0.2),
    "tree": (0.0, 1.0),
})

assert cloud.nearest("cat", k=1) == (("dog", cloud.distance("cat", "dog")),)
assert all(isclose(actual, expected) for actual, expected in zip(cloud.centroid(), (0.6, 0.4)))

Results are sorted by distance, then label. Zero vectors have no cosine similarity, and nonfinite or mismatched vectors are rejected at construction. The package does not perform dimensionality reduction or model training.

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