Numba jit

CHANGELOG.md

@@ -5,6 +5,12 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## [0.2.1] - 2026-03-06
+
+### Added
+- Numba JIT-compiled parallel `predict` for PQKMeans (~3x speedup)
+- `numba>=0.57.0` as a core dependency
+
 ## [0.2.0] - 2025-XX-XX
 
 ### Added

README.md

@@ -1,7 +1,7 @@
 # Chelombus
 
 [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
-[![Version](https://img.shields.io/badge/version-0.2.0-blue)](https://github.com/afloresep/chelombus)
+[![Version](https://img.shields.io/badge/version-0.2.1-blue)](https://github.com/afloresep/chelombus)
 [![Python](https://img.shields.io/badge/python-3.9+-blue.svg)](https://www.python.org/downloads/)
 
 **Billion-scale molecular clustering and visualization on commodity hardware.**

chelombus/__init__.py

@@ -47,7 +47,7 @@ def _cluster_io_not_available(*args, **kwargs):
     query_clusters_batch = _cluster_io_not_available
     sample_from_cluster = _cluster_io_not_available
 
-__version__ = "0.2.0"
+__version__ = "0.2.1"
 __all__ = [
     # Core classes
     "DataStreamer",

pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "chelombus"
-version = "0.2.0"
+version = "0.2.1"
 description = "Billion-scale molecular clustering and visualization using Product Quantization and nested TMAPs."
 readme = "README.md"
 license = {text = "MIT"}