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        "author": "Ibai Roman",
        "author_email": "ibaidev@protonmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 4 - Beta",
            "Environment :: Console",
            "Intended Audience :: Developers",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: GNU General Public License v3 (GPLv3)",
            "Operating System :: POSIX",
            "Programming Language :: Python",
            "Topic :: Scientific/Engineering :: Artificial Intelligence"
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        "description": "BOlib\n=====\n\nA python library for Bayesian Optimization.\n\nSetup BOlib\n-----------\n\n- Create and activate virtualenv (for python2) or\n  venv (for python3)\n\n.. code-block:: bash\n\n  # for python3\n  python3 -m venv .env\n  # or for python2\n  python2 -m virtualenv .env\n\n  source .env/bin/activate\n\n- Upgrade pip\n\n.. code-block:: bash\n\n  python -m pip install --upgrade pip\n\n- Install BOlib package\n\n.. code-block:: bash\n\n  python -m pip install bolib\n\n- Matplotlib requires to install a backend to work interactively\n  (See https://matplotlib.org/faq/virtualenv_faq.html).\n  The easiest solution is to install the Tk framework,\n  which can be found as python-tk (or python3-tk) on\n  certain Linux distributions.\n\n\nUse BOlib\n---------\n\n- Import BOlib to use it in your python script.\n\n.. code-block:: python\n\n  import bolib\n\n- Some well-known objetive functions have been included.\n\n.. code-block:: python\n\n  of = bolib.ofs.Branin()\n\n  of.evaluate([1.0, 1.0])  # 27.702905548512433\n\n- To use Bayesian Optimization we need a probabilistic model. In this example we will use Gaussian Processes.\n\n.. code-block:: python\n\n  import gplib\n\n  model = gplib.GP(\n      mean_function=gplib.mea.Fixed(),\n      covariance_function=gplib.cov.Sum([\n          gplib.cov.SquaredExponential(),\n          gplib.cov.WhiteNoise()\n      ]),\n      likelihood_function=gplib.lik.Gaussian(),\n      inference_method=gplib.inf.ExactGaussian()\n  )\n\n  metric = gplib.me.LML()\n\n  fitting_method = gplib.fit.MultiStart(\n      obj_fun=metric.fold_measure,\n      max_fun_call=300,\n      nested_fit_method=gplib.fit.LocalSearch(\n          obj_fun=metric.fold_measure,\n          max_fun_call=200,\n          method='Powell'\n      )\n  )\n\n  validation = gplib.dm.Full()\n\n- Bayesian Optimization also needs an acquisition function.\n\n.. code-block:: python\n\n  af = bolib.afs.ExpectedImprovement()\n\n- Finally, we can initialize our optimization model and start the optimization process.\n\n.. code-block:: python\n\n  bo = bolib.methods.BayesianOptimization(\n      model, fitting_method, validation, af\n  )\n\n  bo.set_seed(seed=1)\n\n  x0 = bo.random_sample(of.get_bounds(), batch_size=5)\n\n  bo.minimize(\n      of.evaluate, x0,\n      bounds=of.get_bounds(),\n      tol=1e-5,\n      maxiter=of.get_max_eval(),\n      disp=True\n  )\n\n- BOlib is also Scipy compatible.\n\n.. code-block:: python\n\n  import scipy.optimize as spo\n\n  bo.set_seed(seed=1)\n\n  x0 = bo.random_sample(of.get_bounds(), batch_size=5)\n\n  result = spo.minimize(\n      of.evaluate,\n      x0,\n      bounds=of.get_bounds(),\n      method=bo.minimize,\n      tol=1e-5,\n      options={\n          'maxiter': of.get_max_eval(),\n          'disp': True\n      }\n  )\n\n- There are more examples in examples/ directory. Check them out!\n\nDevelop BOlib\n-------------\n\n-  Download the repository using git\n\n.. code-block:: bash\n\n  git clone https://gitlab.com/ibaidev/bolib.git\n  cd bolib\n  git config user.email 'MAIL'\n  git config user.name 'NAME'\n  git config credential.helper 'cache --timeout=300'\n  git config push.default simple\n\n-  Update API documentation\n\n.. code-block:: bash\n\n  source ./.env/bin/activate\n  pip install Sphinx\n  cd docs/\n  sphinx-apidoc -f -o ./ ../bolib",
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        "license": "GPLv3",
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        "name": "bolib",
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