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Serial and parallel execution on CPU, GPU, and TPU.\n\n  [![Documentation](https://img.shields.io/readthedocs/mutax)](https://mutax.readthedocs.io/)\n  [![CI](https://github.com/gerlero/mutax/actions/workflows/ci.yml/badge.svg)](https://github.com/gerlero/mutax/actions/workflows/ci.yml)\n  [![Codecov](https://codecov.io/gh/gerlero/mutax/branch/main/graph/badge.svg)](https://codecov.io/gh/gerlero/mutax)\n  [![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)\n  [![ty](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ty/main/assets/badge/v0.json)](https://github.com/astral-sh/ty)\n  [![uv](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/uv/main/assets/badge/v0.json)](https://github.com/astral-sh/uv)\n  [![Publish](https://github.com/gerlero/mutax/actions/workflows/pypi-publish.yml/badge.svg)](https://github.com/gerlero/mutax/actions/workflows/pypi-publish.yml)\n  [![PyPI](https://img.shields.io/pypi/v/mutax)](https://pypi.org/project/mutax/)\n  [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/mutax)](https://pypi.org/project/mutax/)\n\u003c/div\u003e\n\n## Installation\n\n```bash\npip install mutax\n```\n\n## Quick start\n\n```python\nimport jax.numpy as jnp\nfrom mutax import differential_evolution\n\ndef cost_function(x):\n    return jnp.sum(x**2)\n\nbounds = [(-5, 5)] * 10  # 10-dimensional problem with bounds for each dimension\n\nresult = differential_evolution(cost_function, bounds)\nprint(\"Best solution:\", result.x)\nprint(\"Objective value:\", result.fun)\n```\n\n## Documentation\n\nThe documentation is available at [Read the Docs](https://mutax.readthedocs.io/).\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgerlero%2Fmutax","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgerlero%2Fmutax","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgerlero%2Fmutax/lists"}