Change Python support 3.10 -> 3.11 (usearch require)

.github/workflows/publish.yml

@@ -14,11 +14,11 @@ jobs:
     name: Build sdist
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: recursive
 
-      - uses: actions/setup-python@v5
+      - uses: actions/setup-python@v6
         with:
           python-version: "3.12"
 
@@ -27,7 +27,7 @@ jobs:
           pip install build
           python -m build --sdist
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: sdist
           path: dist/*.tar.gz
@@ -38,29 +38,30 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        os: [ubuntu-latest, macos-13, macos-14]
+        os: [ubuntu-latest, macos-14]
         # ubuntu-latest  = Linux x86_64
-        # macos-13       = macOS x86_64 (Intel)
         # macos-14       = macOS arm64 (Apple Silicon)
 
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: recursive
 
       - name: Build wheels
         uses: pypa/cibuildwheel@v2.21
         env:
-          # Build for Python 3.10 - 3.13
-          CIBW_BUILD: "cp310-* cp311-* cp312-* cp313-*"
+          # Build for Python 3.11 - 3.13
+          CIBW_BUILD: "cp311-* cp312-* cp313-*"
 
           # Skip 32-bit and musl (Alpine) builds
           CIBW_SKIP: "*-win32 *-manylinux_i686 *-musllinux*"
 
-          # Linux: install build tools inside the manylinux container
+          # Use manylinux_2_28 (usearch only ships wheels for this platform)
+          CIBW_MANYLINUX_X86_64_IMAGE: "manylinux_2_28"
+
+          # Linux: install build tools inside the container
           CIBW_BEFORE_ALL_LINUX: >
-            yum install -y cmake3 gcc-c++ make &&
-            ln -sf /usr/bin/cmake3 /usr/bin/cmake || true
+            dnf install -y cmake gcc-c++ make openblas-devel || true
 
           # macOS: cmake is pre-installed on GitHub runners
           CIBW_BEFORE_ALL_MACOS: >
@@ -74,7 +75,7 @@ jobs:
           CIBW_ARCHS_MACOS: "native"
           CIBW_ARCHS_LINUX: "x86_64"
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: wheels-${{ matrix.os }}
           path: wheelhouse/*.whl
@@ -88,7 +89,7 @@ jobs:
       id-token: write  # trusted publishing (no API token needed)
 
     steps:
-      - uses: actions/download-artifact@v4
+      - uses: actions/download-artifact@v5
         with:
           path: dist
           merge-multiple: true

.github/workflows/quality.yml

@@ -19,10 +19,10 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Check out repository
-        uses: actions/checkout@v4
+        uses: actions/checkout@v5
 
       - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: "3.12"
           cache: pip

.github/workflows/tests.yml

@@ -17,13 +17,13 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ["3.10", "3.12"]
+        python-version: ["3.11", "3.12"]
     steps:
       - name: Check out repository
-        uses: actions/checkout@v4
+        uses: actions/checkout@v5
 
       - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: ${{ matrix.python-version }}
           cache: pip
@@ -42,15 +42,15 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ["3.10", "3.12"]
+        python-version: ["3.11", "3.12"]
     steps:
       - name: Check out repository
-        uses: actions/checkout@v4
+        uses: actions/checkout@v5
         with:
           submodules: recursive
 
       - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: ${{ matrix.python-version }}
           cache: pip

README.md

@@ -1,6 +1,6 @@
 [![Tests](https://github.com/afloresep/TMAP/actions/workflows/tests.yml/badge.svg)](https://github.com/afloresep/TMAP/actions/workflows/tests.yml)
 [![PyPI](https://img.shields.io/pypi/v/tmap2)](https://pypi.org/project/tmap2/)
-[![Python 3.10+](https://img.shields.io/badge/python-3.10+-blue.svg)](https://www.python.org/downloads/)
+[![Python 3.11+](https://img.shields.io/badge/python-3.11+-blue.svg)](https://www.python.org/downloads/)
 
 # TMAP2
 

pyproject.toml

@@ -11,7 +11,7 @@ version = "0.1.0"
 description = "Tree-based visualization for high-dimensional data"
 readme = "README.md"
 license = {text = "MIT"}
-requires-python = ">=3.10"
+requires-python = ">=3.11"
 authors = [
     { name = "Alejandro Flores", email = "afloresep01@gmail.com" }
 ]
@@ -20,7 +20,6 @@ classifiers = [
     "Intended Audience :: Science/Research",
     "License :: OSI Approved :: MIT License",
     "Programming Language :: Python :: 3",
-    "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
     "Programming Language :: Python :: 3.13",
@@ -36,7 +35,6 @@ dependencies = [
     "matplotlib>=3.7",
     "pandas>=2.2",
     "usearch>=2.16,<3",
-    "typing_extensions>=4.0; python_version < '3.11'",
 ]
 
 [project.optional-dependencies]
@@ -75,7 +73,7 @@ sdist.exclude = [
 
 [tool.ruff]
 line-length = 100
-target-version = "py310"
+target-version = "py311"
 exclude = ["extern/", "*.ipynb"]
 
 [tool.ruff.lint]

src/tmap/estimator.py

@@ -2,15 +2,9 @@
 
 import math
 import pickle
-import sys
 import warnings
 from pathlib import Path
-from typing import TYPE_CHECKING, Any
-
-if sys.version_info >= (3, 11):
-    from typing import Self
-else:
-    from typing_extensions import Self
+from typing import TYPE_CHECKING, Any, Self
 
 import numpy as np
 from numpy.typing import NDArray