umapers 1.0.0

Python bindings for rust_umap

umapers

Python package umapers, backed by rust_umap and built with PyO3 + maturin.

Version 1.0.0 focuses on IDE-help quality for the public Python API:

• the exported surface has useful type hints
• public methods carry docstrings that explain inputs and outputs
• help(umapers.Umap) and editor hover should be informative

The binding remains intentionally thin: Python normalizes arrays and CSR inputs, while Rust owns validation and compute-heavy paths whenever practical.

Local build

PYTHON_BIN="$(command -v python3 || command -v python)"
uv venv --python "$PYTHON_BIN" .venv
uv pip install --python .venv/bin/python --upgrade pip maturin
uv run --python .venv/bin/python maturin develop --manifest-path umap_rs/Cargo.toml
uv run --python .venv/bin/python python -I -m pytest -q umap_rs/tests/test_binding.py

Quick usage

import numpy as np
from umapers import Umap

x = np.random.default_rng(42).normal(size=(200, 16)).astype(np.float32)
model = Umap(n_neighbors=15, n_components=2, n_epochs=120, random_seed=42, init="random")
emb = model.fit_transform(x)

API layers

Main API

Most users should start here:

• Umap
• fit_transform
• Umap.fit
• Umap.fit_transform
• Umap.transform
• Umap.inverse_transform

These methods accept NumPy arrays by default and support the documented out= buffers where available.

Advanced API

Umap.fit_transform_with_knn(...) is available for callers who already have a precomputed exact or shared kNN graph. It is useful for benchmarks and parameter sweeps, but it is not the recommended first-stop quickstart.