{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": "# Using different MC packages for Bayesian sampling" }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "refnx can work with a variety of MC packages for inference. This notebook will demonstrate the use of various packages:\n", "\n", "- [emcee](https://emcee.readthedocs.io/en/stable/) (vendored into refnx), \n", "- [pymc](https://www.pymc.io/welcome.html)\n", "- [dynesty](https://dynesty.readthedocs.io/en/stable/)\n", "\n", "An excellent reference to see how to use a wide range of packages for statistical inference is [https://mattpitkin.github.io/samplers-demo/pages/samplers-samplers-everywhere](https://mattpitkin.github.io/samplers-demo/pages/samplers-samplers-everywhere)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from importlib import resources\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import scipy\n", "\n", "import refnx\n", "from refnx.dataset import ReflectDataset, Data1D\n", "from refnx.analysis import (\n", " Transform,\n", " CurveFitter,\n", " Objective,\n", " Model,\n", " Parameter,\n", " pymc_model,\n", " process_chain,\n", ")\n", "from refnx.reflect import SLD, Slab, ReflectModel\n", "\n", "import pymc as pm\n", "import dynesty\n", "import arviz as az" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "It's important to note down the versions of the software that you're using, in order for the analysis to be reproducible." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "refnx: 0.1.53.dev0+19c4b26\n", "scipy: 1.15.2\n", "numpy: 2.1.3\n" ] } ], "source": [ "print(\n", " f\"refnx: {refnx.version.version}\\n\"\n", " f\"scipy: {scipy.version.version}\\n\"\n", " f\"numpy: {np.version.version}\"\n", ")" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The dataset we're going to use as an example is distributed with every install. The following cell determines its location." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "pth = resources.files(refnx.analysis)\n", "DATASET_NAME = \"c_PLP0011859_q.txt\"\n", "file_path = pth / f\"tests/{DATASET_NAME}\"\n", "\n", "data = ReflectDataset(file_path)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": "## The Structure" }, { "cell_type": "code", "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "si = SLD(2.07, name=\"Si\")\n", "sio2 = SLD(3.47, name=\"SiO2\")\n", "film = SLD(2.0, name=\"film\")\n", "d2o = SLD(6.36, name=\"d2o\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# first number is thickness, second number is roughness\n", "# a native oxide layer\n", "sio2_layer = sio2(30, 3)\n", "\n", "# the film of interest\n", "film_layer = film(250, 3)\n", "\n", "# layer for the solvent\n", "d2o_layer = d2o(0, 3)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "sio2_layer.thick.setp(bounds=(15, 50), vary=True)\n", "sio2_layer.rough.setp(bounds=(1, 15), vary=True)\n", "\n", "film_layer.thick.setp(bounds=(200, 300), vary=True)\n", "film_layer.sld.real.setp(bounds=(0.1, 3), vary=True)\n", "film_layer.rough.setp(bounds=(1, 15), vary=True)\n", "\n", "d2o_layer.rough.setp(vary=True, bounds=(1, 15))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "structure = si | sio2_layer | film_layer | d2o_layer" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "\n", "\n", "\n" ] } ], "source": [ "print(sio2_layer.parameters)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": "## ReflectModel, Objective, Curvefitter" }, { "cell_type": "code", "execution_count": 9, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "model = ReflectModel(structure, bkg=3e-6, dq=5.0)\n", "model.scale.setp(bounds=(0.6, 1.2), vary=True)\n", "model.bkg.setp(bounds=(1e-9, 9e-6), vary=True)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "objective = Objective(model, data, transform=Transform(\"logY\"))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "-564.9911383231366: : 53it [00:02, 18.49it/s] \n" ] } ], "source": [ "fitter = CurveFitter(objective)\n", "fitter.fit(\"differential_evolution\", target=\"nlpost\");" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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cM26KiIhUFoWaSpKaCk6nVVMDVkfhnBzIs7K7iIiIVCCFmkpyckFVd02Nq/kpIqKoI0RERKQ8FGoqiWuWaFeoicCaSlgzCouIiFQOhZpKkpQEdnv+5qegIM0oLCIiUlkUaipJfDzcckv+mpqbb9aQbhERkcqiUFNJHA6YNy9/n5p58zT6SUREpLIo1FQST6OfnE545hkfF0xERCRAKdRUkqQka1Xugh2FZ8xQbY2IiEhlUKipJPHxcP/9uTU1rlCjuWpEREQqh0JNJbrnHkinDgB1OAhYtTcaASUiIlLxFGoq2d/UA6A++wEr1IiIiEjFU6ipRKmpsI/6ANTjb8DqPKzmJxERkYqnUFOJIiML19SAlkoQERGpDAo1lSgzE/YXqKkBLZUgIiJSGRRqKlHempoYMggmG1BNjYiISGVQqKlEmZlwgLru53U5AKimRkREpDIo1FSiyEhwEsSBk8O6XU1QqqkRERGpeAo1lSgz03rcSywAjdgDqKZGRESkMijUVCJXeNlJUwCasAvIDTsiIiJScRRqKtEff1iPu2gCQFN2ApqnRkREpDIo1FSi3r2tR1dNjSvU7NvnqxKJiIgELoWaStS1K1x9deFQM3GiVuoWERGpaAo1laxfv8KhBuDjj31VIhERkcCkUFPJdu8u3KcGIC3NVyUSEREJTH4TaiZOnEjPnj2pXbs2derU8XVxvHbppflHP9lwAjBwoC9LJSIiEnj8JtQcP36ca665hjvuuMPXRSmVxo2tUJNNMKFku4d1N27s44KJiIgEGL8JNY8++ij33Xcfp59+utfHZGVlkZGRkW+rasuWQQ7B/EkiAK3YDMDy5VVeFBERkYDmN6GmLCZNmkRMTIx7S0hIqPIy7N9vPW6hJZAbaj78sMqLIiIiEtACOtSMHTuW9PR097Zjx44qL0P9+tbjZloB0JItALz5poZ1i4iIVCSfhpoxY8Zgs9mK3TZs2FDm84eFhREdHZ1vq2o9e1qPrlDjqqlxOjWzsIiISEUK9uWH33///QwePLjYfVq2bFk1hakk8fHw4IOw/on8zU+g1bpFREQqkk9DTWxsLLGxsb4sQpXo3x8+fiJ/8xNotW4REZGK5NNQUxrbt2/n77//Zvv27eTk5LBmzRoAWrduTWRkpG8LV4LIyNzmpwbspx77+Zv6qqkRERGpQH7TUXjcuHF06tSJ8ePHk5mZSadOnejUqRM///yzr4tWop9/hsNEsh1r9NUprAdg1SpflkpERCSw+E2oeeWVVzDGFNr69u3r66KVaPdu6/F3TgVyQ82nn/qqRCIiIoHHb0KNP7v0UuvRFWpO5XfAWtRSw7pFREQqhkJNFejaFc45B9ZzCpBbU2OMZhYWERGpKAo1VeT66wvX1EDujMMiIiJSPgo1VaR+/dyammbsIJJD7tdFRESk/BRqqkjt2nCAeqTRCIB2WDMl16rly1KJiIgEDoWaKvLHH9ZjwSao11/3VYlEREQCi0JNFend23osGGoWLNAIKBERkYqgUFNFXCOg1tEegNNYC2gElIiISEVRqKlC118PazkNgPasc7+uEVAiIiLlp1BTherXz62pac6fGgElIiJSgRRqqlDPntYIqF00BnL71fTo4ctSiYiIBAaFGh9wNUG5+tXMn+/L0oiIiAQGhZoqtGyZ9ehqgnL1qxk1SiOgREREykuhxgcK1tRoBJSIiEj5KdRUoZ49rceCw7pBI6BERETKS6GmCsXHw7BhuRPwNWE3dfkb0AgoERGR8lKoqWJDhsAhovmTZkBuv5rmzX1YKBERkQCgUFPFtm61HgtOwvfyy74qkYiISGBQqPGRgv1qZs7UCCgREZHyUKipYq7OwgVrajQCSkREpHwUaqpYfDxccUXhYd0Amzb5qFAiIiIBQKHGB04/HTbQDic2YtlHLH8BkJXl44KJiIj4MYUaH7j0UjhKbTbTCsitrTlxwpelEhER8W8KNT7Q2FrPstByCZMnq7OwiIhIWSnU+EBqqvVYsF9NTo761YiIiJSVQo0PJCVZjwVragAiInxRIhEREf+nUOMD8fHwwAMFa2oMAIcP+7BgIiIifkyhxkf69IE/aMMJgqhDOk3ZCUBmpo8LJiIi4qcUanzkjz/gOGH8QRsgtwlKfWpERETKRqHGR3r3th4LLpfw1Ve+KpGIiIh/U6jxka5d4eKLCy+X8MknsHKlL0smIiLin/wi1Gzbto3k5GRatGhBrVq1aNWqFePHj+f48eO+Llq5nHee5+USli71VYlERET8V7CvC+CNDRs24HQ6mTlzJq1bt2bt2rUMHTqUw4cPM23aNF8Xr8x694ZZJ5ufTuV3bDgx2OnVy8cFExER8UN+EWouvPBCLrzwQvfzli1bsnHjRl588UW/DjUAm2hNFqFEcphE/mQbLXxdJBEREb/kF81PnqSnp1OvXr1i98nKyiIjIyPfVp189BHkEMwG2gH5+9WIiIhI6fhlqNm0aRPPPfccw4cPL3a/SZMmERMT494SEhKqqITeca0BVbBfTVycr0okIiLiv3waasaMGYPNZit227BhQ75jdu7cyYUXXsg111zD0KFDiz3/2LFjSU9Pd287duyozK9TapdeCjZb4eUSNAGfiIhI6dmMMcZXH7537172799f7D4tW7YkNDQUgF27dtG3b1/OOussXnnlFez20mWyjIwMYmJiSE9PJzo6uszlrkhTp8KSUR/yIZezmo6cyWqCgmDbNms5BRERkZrO2/u3TzsKx8bGEhsb69W+O3fu5Nxzz6Vz587MnTu31IGmuurSBWZxCgBt2YgNJzk5djZtUqgREREpDb8Y/bRz50769u1LYmIi06ZNY+/eve734vy8A0pkJGylBVmEUpujJLCD7SRqtW4REZFS8otQ8+WXX7Jp0yY2bdpEfIHqCx+2nlWIrVutEVCpJHEa6ziF9WwnkW3brFmHRURExDt+0YYzePBgjDEeN3/n6lLkGtbdjg35XhcRERHv+EWoCWT161uP60/2qzmF9fleFxEREe8o1PhYz57WsO6CNTV//unLUomIiPgfhRofi4+HJ58sXFMzahQ4HL4smYiIiH9RqKkGEhNhI20BaMhe6rEfY2D5ch8XTERExI8o1FQD+/fDESL4k2aAOguLiIiUhUJNNeDqFFywX406C4uIiHhPoaYaaNHCeizYr+bXX31VIhEREf+jUFMNuBawLFhTM2mSOguLiIh4S6GmGkhKsoZ1F6ypcTph0yZflkxERMR/KNRUA/HxMHZsbk1NC7YSxjEAvvrKlyUTERHxHwo11UT//vAXDfmbutgxtOEPQE1QIiIi3lKoqSYiIwFshfrVqAlKRETEOwo11YSrs3DBfjV2O7Ru7atSiYiI+A+FmmoiKckKMAVrap580upzIyIiIsVTqKkm4uNh1qzCNTVr1/qyVCIiIv5DoaYa6dAht6amLRux4eTVV2HlSh8XTERExA8o1FQjS5bAVlqQRSi1OEYifwKwdKmPCyYiIuIHFGqqkTZtwEkQf9AGyO1X89FH+fdzOGDBAmvTcG8RERFLsK8LILkiIqzHdbTndNbSkTV8zkV88w18/LH1/qpVMGoUGJN73Jw5kJzsmzKLiIhUFwo11UhSkvX4E924nrfpzgr3e5ddlj/I5DVkiNUfp2vXKiikiIhINaXmp2okPh5uvBF+5CwAzuJHwEoyuYHGcBkf8CK3M5nRtGEjAN27Q0pK1ZdZRESkurAZU9Tf/4EnIyODmJgY0tPTiY6O9nVxPHI4ICnhKOnEEEo2LdjCNloAYMPJa9zKzbzh3v84IdzCPBZwHXY7/Pmn5rUREZHA4u39WzU11dAxarGKzgCcz5fu16fxADfzBtkE8zx38hXnEUo287iFrvyE0wmzZ6vzsIiI1EwKNdVMaqr1+BGXAvB//BeAe5nBCGYAMIhXuZvnuYAvWMiVhJLNy/yDIE7w2GOQmKimKBERqXkUaqoZV2fhd7kagIv4nP/wT2YwAoCRTOEtbgTAYGcos9lPPU5jHYN5BbAWwRw+XDU2IiJSsyjUVDPx8VYgSaUN73IVAP/kRQCe5W6m8UC+/Q9Qj4k8BMBIpmLDCUBOjlb3FhGRmkWhphp6+GHrcRiz+IwL2UE8j/AY9/I0YCu0/2yGcoA6tOUPBrAIgKAgre4tIiI1i0JNNRQfD1OmWLUwF/MZzdjBBB7BFHG5MoniVQYBuJugbr5Zo6BERKRmUaippkaOhKlTi37/o4/gwgtzn7tCzeV8QDTpvP66+tSIiEjNolBTjT3wAOzYAX365H990CC45BL47DNoYU1hwxo6soG2hJPFABapT42IiNQ4CjXVXHw8fPst/PQTzJhhPb7ySu77kye7/mVzDwO/hI+x29WnRkREahaFGj/RtSvce2/h9Z169gTbyb7DH3MJABfzKX3OzqnaAoqIiPiY34Sayy67jGbNmhEeHk7jxo255ZZb2LVrl6+L5XPx8fDkk9a/l9KLA9ShAfvJ+v5HTcInIiI1it+EmnPPPZcFCxawceNGFi5cyObNm7n66qt9XaxqoUsX6zGHYL7gAgD68Y0m4RMRkRol2NcF8NZ9993n/ndiYiJjxozhiiuuIDs7m5CQEI/HZGVlkZWV5X6ekZFR6eX0BdcsxADfcw7XsYCz+QHInYRPw7tFRCTQ+U1NTV5///03b7zxBj179iwy0ABMmjSJmJgY95aQkFCFpaw68fFw7bXWv5fQG4CeLCOIE4A6DIuISM3gV6Fm9OjRREREUL9+fbZv384HH3xQ7P5jx44lPT3dve3YsaOKSlr1Hji5esI62nOQGKLIpAP/c3ciFhERCXQ+DTVjxozBZrMVu23YsMG9/8iRI1m9ejVffPEFQUFB3HrrrRhjijx/WFgY0dHR+bZA1bUrXHABOAliKb0A6M0SjNF8NSIiUjPYTHGpoJLt3buX/fv3F7tPy5YtCQ0NLfS6w+EgISGBZcuW0aNHD68+LyMjg5iYGNLT0wMy4DgckJgIo5yTmMSDLOAarmMBU6fm1uSIiIj4G2/v3z7tKBwbG0tsbGyZjnU6rdWo83YEruni463J+BaNsiaz6cRqAMaMgeuvV2dhEREJbH4x+mnFihWsXLmSs88+m7p167J582YeeeQRWrVq5XUtTU3RpQtMphMASWwiigwO5URrBJSIiAQ8v+goXLt2bd577z3OO+882rZtS3JyMh06dOC7774jLCzM18WrVpKS4KC9PtuxRnqdwa8A/PyzL0slIiJS+Xzap6aqBXqfGpepU6HtqMu4jI/4F8/wHP8iKAi2bVNtjYiI+B9v799+UVMjpfPXX7D6ZBOUq1+NVu0WEZFAp1ATYBwOeOqpwqEmKEiT8ImISGBTqAkwqalgTG6oac86QjhO//5qehIRkcCmUBNgkpLAZoPtNCOTCEI4QUu28NVXWthSREQCm0JNgImPh/vvB7CxgXYAnMJ69akREZGAp1ATgO65B+x23KGmHRvUp0ZERAKeQk0Aio+HW27JH2puvll9akREJLAp1AQghwPmzYP1nAJYoeb110vXp8bhgMWL1Q9HRET8h0JNAEpNBaczf01NTo7xuk9NSoq1MGa/ftZjSkolFlZERKSCKNQEoKQkq0/NJlqTg50YMmjM7hKXSnA44MUXYehQKxSB9Th8uGpsRESk+lOoCUCu1bqPE8YWWgJWbc2YMUWHk5QUaNYM/vlPqG0yiWM3YK2gkZMDy5dXUeFFRETKSKEmQHXpYj3mb4LyPKzb4bBqZzBOHmUc+2jAbpqwlF40ZysA116rZigREaneFGoCVGSk9ZhKEgCt2AxAREThfV2zED/ERMbxOOFkAdCT5XxDP+qxH4Bhw9QMJSIi1ZdCTYDKzLQeN2FNTtMaq4rm8OHC+0ZGQiLbeJgJANzOizTjTzbRihZsYzojAKt/jSbwExGR6kqhJkDl7SwMkERqkRPwZWbCY4wjjON8wfnM5HZ20IybeAMnNgbxGqfzPwBeeKEqv4WIiIj3FGoCVHw8zJoFW+1WimnFZiZPzPE4Ad/6xWncxBsAPMgT7td/ojvvcA0Ao5gCwDvvwMqVlVx4ERGRMlCoCWDJyXD7E804TghhHOf5sTsLdfZduRJSH59PEE5+pDursHoY3303XHUV7qanK3mPaNIBWLq0Sr+GiIiIVyo81Pxc0mQoUmUcDhj1YDBbaQFAS7Mp35wzKSnQrRvceLKW5nVudh975ZUwejT8RDd+5xRqc5RreAeAr76q2u8hIiLijTKFmszMTI4ePZrvtTVr1nDppZfSvXv3CimYlJ9rZuG8nYVdw7pdw7jj2UFXfuYEQSzgWvexERHQtStcfLGNVxgMwGBeAeCTT9QEJSIi1U+pQs2OHTvo0aMHMTExxMTEMGLECI4cOcKtt95K9+7diYiIYNmyZZVVVimlpCSw2fJ3FrbZrM7CrmHcvVkCwC+cyV4auo91jZI67zx4kxsB6Mky6rMPUBOUiIhUP6UKNSNHjuTYsWM888wznH322TzzzDP06dOH6OhoNm/ezPz581VTUw255qpxDeuG3MBzNj8A8ANnu9/LO0qqd2/YSTy/cRp2DP2x2p569aqiwouIiHipVKHm+++/58UXX+Suu+5i/vz5GGO46aabeP7554n3NKxGfMpVG5O3+ckYeOYZa3TUrbfm1tS4Qo3dDjNn4h4l1bUrDBoEn3MhAANYhM0G//tf1X8fERGR4tiMMcbbnYOCgti1axeNGjUCIDIyklWrVtG2bdtKK2BFysjIICYmhvT0dKKjo31dnErncFjrObU0m9hEEkeoRSSZ2IPsLF8OF3Y/wH5TD4BGpLHX1ogVK6wgU/A8/2j2FV+Y89lFY5qyk6AgG9u24XGIuIiISEXy9v5d6o7Cdrs9379DQ0PLVkKpdPHxcP/98CeJnCCI2hylMbvJyYEffoCzjNX/aSNt+ItGGON5xuHUVPjenM0RatGE3bRnXZHrSImIiPhKqUKNMYY2bdpQr1496tWrR2ZmJp06dXI/d21SfdxzDzjtIe5h3a6ZhffvL9yfpqgZh5OSINsezgqs/lJn8SMAGr0vIiLVSXBpdp47d25llUMqiWtm4c1DWpPEJtrYNjFwUl/GjIFvC4SayZM9NyfFx1vvrRjVnXP5lu6sIIUhjBkD11+vJigREakeShVqBg0aVFnlkEqUnAyZP7SGV2DaHZtY1QVCnMfoxk9Abqjp0qXoc3TpAs+erKnpzgoAdxOUQo2IiFQHWiahhjjR3GpXCt62ichI6MwqwjhOGo3co6MiIoo+PikJVtqsUNOedUSQWWRzlYiIiC+UqqbGpW7duthstkKv22w2wsPDad26NYMHD+a2224rdwGl/FJS4L+PJvEx8Menm3j4RMGh3Na19NRJ2CU+Hvrf2oQdr8aTgIMu/Ezzm/uqlkZERKqNMtXUjBs3DrvdzsCBA3n00Ud59NFHGThwIHa7nTvvvJM2bdpwxx13MHv27Iour5SSwwHDhsEfJneumi++MF53Es57nnnzcHcW7sZPzJuXu46UiIiIr5WppuaHH35gwoQJ3H777flenzlzJl988QULFy6kQ4cOPPvsswwdOrRCCipl41r/aRvNycFOJIdpwi56Ya1z4Ao1991XfN8Y13l+4UyuZiGn8xtOpzWR39SpVfFNREREilemmppFixbRv3//Qq+fd955LFq0CICLL76YLVu2lK90HmRlZdGxY0dsNhtr1qyp8PMHmqQka5bgbEL5k0QA/o//UpeDZBLBGjpit1tDv0s6j80G62gPwGmsBWDGDNXWiIhI9VCmUFOvXj0++uijQq9/9NFH7nlqDh8+TFRUVPlK58GoUaNo0qRJhZ83ULmGY4NVywLwEBMBWEZPCApm1qySRzC5JvJby2kAnMJ67ORoEj4REak2ytT89Mgjj3DHHXewePFiunXrBsDKlSv59NNPeemllwD48ssv6dOnT8WVFPjss8/czVufffZZhZ47kLmGai+nB1ezkMakARB2+YVse977Idn33AMznmrBEVOL2hylFZvZEtTG6xFQK1fCkiXWIpkFl2IQEREpr1Kt/ZTX0qVLef7559m4cSMAbdu25e6776Znz54VWkCXPXv20LlzZ95//30aNGhAixYtWL16NR07dizymKysLLKystzPMzIySEhIqDFrP7m41oBqYzawgVPcr+9esonGZ7cq1blSUuCMIV3owiquti/kollXkpxc8nGDB8Orr+Y+HzQIXnmlVB8tIiI1lLdrP5WppgagV69e9OrVq6yHl4oxhsGDB3P77bfTpUsXtm3b5tVxkyZN4tFHH63cwvmRjbTjLa7nBuYzk+HU3dWKno7STZ6XnAyHPz8N3l1Fyn3riEm+ssRjVq6Er151MJeH6cRqfqIbD776BCvvjFWNjYiIVJgyT76Xk5PDwoULmTBhAhMmTOC///0vOTk5pTrHmDFjsNlsxW4bNmzgueee49ChQ4wdO7ZU5x87dizp6enubceOHaU6PlCkpoKrPu5G3qQOB7idl7juOqsGJyWldOeL6G71qzm2aq1XnYRTHtvJMnoymFc5g/8xlDn8TBeeffivUn4TERGRopWp+WnTpk1cfPHF7Ny5k7Zt2wKwceNGEhIS+OSTT2jVyrsmjb1797J///5i92nZsiXXXnstH330Ub4J/3JycggKCuKmm27i1bztGsXwtvoq0DgckJhoDcn2JCgItm3zvsZm0b2fMeCZi1nHqXSwr2PWLIpsglr5kyGt+2VcysdspA1PMpoHeYLWbOZzBvDDg58xYWLhiRxFRERcvL1/lynUXHzxxRhjeOONN9yjnfbv38/NN9+M3W7nk08+KXvJPdi+fTsZGRnu57t27WLAgAG8++67dO/enXgv78Y1NdQAPPQQPPFE0e8vXgx9+5Z8HocD+jbbwibTimOEUZsj2IPsHkNRSgq8MmQJSziH44TQkTWs51TasZ7VdCKcLAbyMZ0eGsiECeX5diIiEsgqtU/Nd999x48//ugONAD169dn8uTJldLPplmzZvmeR0ZGAtCqVSuvA01NV79+0e/Z7d6v4ZSaCttMM7IJJpwsmrITR05CoYUtHQ4YOhTe4ykA5nIb6zkVgA2cwrP8i1FMZTyP0n3iQOrUgQceKOOXExERoYx9asLCwjh06FCh1zMzMwkNDS13oaTi9e5d9Htjx3rf9JSUBE5bMFtpAVjLLthshUPRM89AI7Oby/gQgBncl+/9qYwki1C6sZIurGT0aE3iJyIi5VOmUHPJJZcwbNgwVqxYgTEGYww//vgjt99+O5dddllFl7GQ5s2bY4wpdji35Ne1K1xwgef3PEwOXSLXyt6uUJOXwwFPPQVXsRA7huWcxUba5dtnH7Es4FoAhjELp1OT+ImISPmUKdQ8++yztGrVih49ehAeHk54eDg9e/akdevWPP300xVcRKkoKSlWU1NeJS1kWZBrJFXeUFMwkLj2uZp3AXiHawBrmYU5c6z+PWA1SQFcyXsEk81XX5Xte4mIiEAZ+9TUqVOHDz74gE2bNrF+/XoATjnlFFqX5u4oVS4+HmbNsvq6GGOFjJkzSzdPjWstqU3O3FBTMBglJUEdWzq9zRIA3uNKbDZYsSL/TMKTJvZhDw1pxF/04xsmThygvjUiIlJmXoeaESNGFPv+4sWL3f+ePn162UsklSo5GQYMsGpWWrcuXaCB3GD0/rDW4LRCTcFgtGgRnGO+IwgnG2nDDntzZs/KH2jOOw8mTgziPa7kDl7iUj7iCwYwejRcf33pyyUiIuJ1qFm9erVX+9kKdrCQaic+vnyhITkZBia1hj5wathm6l9gAOu6OxwwbBjMwGpL+przACtI5XVyABufcjF38BIX8jmAuylLoUZERErL61CTtyZG5LP1zbkVOyFZh+mWuIfHZ8eRnGz1p3E6oTsrAPiOPh6DSmam9biYczlOCK3ZTGtS2WJPKlUfHxEREZcyL5MgNZfDAUP+Gcp2rPmDWplUhg+3Xk9KghCyOYNfAVhFZ4/z4Lj65hwmkmVYi6D25VuefFK1NCIiUjYKNVJqrtqYLbQEoAVbycnJHQHVjg2Ek0U60WyhJZ7mrHb1zQkKgiVYk+j8I2kJ119fVd9CREQCjUKNlJqrlsUValqyxT0CKjUVOvELAKvphMFuDQH3MAdNcrK15lTcVWcDEJe6hMTE0i+wKSIiAgo1UgauWpZttpOhxrbVPQLq55/hzJOh5hfOBEqeC2fkez3IwU4LttHY6XA3ZYmIiJSGQo2USXIyjHjeCjXXddlCcrIVRMaMKRxqJk8uup9Maiqkm2h+43QAurIyX1OWiIiItxRqpMzqd7VCDVu24HCcnEnY6aQT1vB/V6jp0qXoc7iaslZiTWLThZ9LtcCmiIiIi0KNlNnrS61FLcP276Jts6P8/DO0taUSyWGOUIuNtC2x6cnVlLUKK/l0ZSXGWBP4iYiIlIZCjZSJwwGDRtQngygAEsyfjB0LU2+wmp7W0BFbUJBXyzAMGAA/23JraowxXvercThgwQJrUz8cEZGaTaFGyiQ1FZzGlm8EVE4OdMixQk3iFWeybZvV98abc/3PnMZxQqjHARL506t+NdOmQbNmcN111paQACNHKtyIiNRUCjVSJkUN666z2Qo1tXqd6fUkeklJkGMPZQPtAGjPuhKbraZOtQJMB7OGd7ia/3E607ifudP20ayZ9b6IiNQsCjVSJq6+MFtPhppWbOHmmww5P1uhpv/ITl7PN+M61zrbaQB0sP3GpElFN1s5HDB6NPRkKUvozdUs5HTWcj/TWcy51DP7GDUKHn643F9TRET8iEKNlFlyMvzjCas65bZeG1kybxt1OchxQlhL+1LNN5OcDE0vtIZ1tzdrGTOm6En4nnkGapnDvMFNRJHJN5zLbbzMTppwOmuZy20ATJxoNVGJiEjNoFAj5VK316kA2H5fR0dj1dL8xulkE1qq+WYcDnjqc6um5jTW4nTiMRQ5HPDUUzCaJ2nOn/xJMy7lI17hNgawiOOEcCkfcykfAjBqlPrYiIjUFAo1Ui6vr24PQMyBPzmH7wHvZxLOy9VZGOAU1hPECY+hKDUVwsxR/skLADzANI4QwSmnwDpO4ynuB2ACDwMGY6yaHRERCXwKNVJmrmHdaTQCYDgzAfiJbtjteDWc2yUpCXbYEskkgjCO05pNRa7ufaNtPg3Yz5804z2uxG6HL76Ahx6CKYziMLXpwG/04xsAZsxQbY2ISE2gUCNl5lqt21UzE04WAF9zHmDNP+Ot+HiYOdvOWqzamtP5zeMkfPPnw2DzMgAvcgfYg5g1yzp+wgS4bnhdd5+af/EsgJZdEBGpIRRqpMxcw7rf5wr3a1tpzlZa4nSWPkgMGGA1IYHVr8aY/P1qpk6FaSPT6MVSAN7gJvdxLg8/DDNtdwBwEZ9Rl79L1QwmIiL+S6FGyiw+Hm65xQo1xwgD4ElGA5Rp/abUVPgtT6iB3FoW1zDuy/kAO4af6IqDhELhKT4e7p3dnl/pQCjZXG17r9jh4SIiEjgUaqTMHA6YNw/20pBz+J5urGAmtwNgTOnPl5QEv9tym58gt7Nxaqp1zkv5CID3uBLwHJ6SkyH9ohsAuM68VezwcBERCRwKNVJmrj41ACvpxkq6ud8zpvTNT/HxMHiaFWpasZna9mPuzsZJSRBiO0FvlgCwCKvN6cknC9fCOBzwj8+vBaAP3xHpTGfYMHUWFhEJdAo1UmauPjWelLUfy433NSKnTj2CcPLfSRvc/WXi4yHl7jXEkMFBYlhr68CUKfDAA4XPkZoKm01L1tOOYHI4ny9xOjW0W0Qk0CnUSJnFx8PkyZ7fmzy5jP1YbDb+amjV1rw2ei3NmllNRykp8L9nvwXge87hiSeDGDnS8ymSksBmg8+4CICL+RTQ0G4RkUCnUCPl0qVL6V4vicMB7/9hTejXnnUYA8OGWds5fAfAt/Rl7NiiA0p8PNx/P3zKxQBcyOeA0dBuEZEAp1Aj5eKpCao8Q6hTU2EtVqhxjYByOgFnjnvG4u/oU2JAueceWGY7myxCacJuWrNJQ7tFRAKcQo2Ui2uFbZvNem6zlW4m4YLyjoBqzzr3652w+tOkE80aOpYYUOLj4bnZ4fxEdwD62r4vV7lERKT6U6iRcktOhu3bYfFi6zE5ueznio+Hq8ZZNTUt2UoEmUBu09P3nAP2IK8CSnIynHH3OQA81Pv7Us1w7HBY30d9cERE/IdCjVSI+Hjo27diakLa92nAHhoC1uKWAH35FrCansD7JRiWBVuhxnz/vbvTcUmmTYPEROjXDxISPK8WLiIi1Y/fhJrmzZtjs9nybZOLGnojfi0pCfcaUKexFju5/Wm+pa/XSzA4HHDd0z04QRAt2Ea82V7ifDVTp8LIkeB0GiI5RBjHmDULrwORiIj4jt+EGoDHHnuM3bt3u7e7777b10WSShAfD3H9cjsLd+B/1CHd6/40LqmpkGGi3AtunsP3xc5X41qK4WyW8AdtOEQ0f1OPfzOeEJOlGhsRkWrOr0JNVFQUcXFx7i0iIqLY/bOyssjIyMi3iX9oP7grYDU7uZqefuBscgjmvvu8a+ZyzVfjarJy1fYUNV9NaioMNB/xLX1JwqoKqs1RxvMYb3ATzhwny5eX/7uJiEjl8KtQM3nyZOrXr0+nTp2YOnUqJ06cKHb/SZMmERMT494SEhKqqKRSbuefD0BnfmEIcwCr6clut4Zre8M1X833WP1qXKGmqOHg7SIdvMJggnAyn+uox36u5y2OE8LVLGQ8j3LddVYTlYiIVD82Y8qy9GDVmz59OmeeeSb16tVj2bJljB07lttuu43p06cXeUxWVhZZWVnu5xkZGSQkJJCenk50dHRVFFvKyOGAfQkd6civAORgpznbuGdqgselEYo7zxnNDrDX1MeOoRFp7LM34s8/C9f2HBl4NbU/XcjPdKYny8gmFIBbeI3XGMRxQjiNtaTShqlTPS/RICIiFS8jI4OYmJgS798+rakZM2ZMoc6/BbcNGzYAMGLECPr27UuHDh24/fbbeeqpp3juuefyhZaCwsLCiI6OzreJf1i2DN7nCvfzT7kYBwkkJpbuPPHxMGV2XXfH47P5AWNg0aL8+/13/Bpqf7oQJzZu4xXueSCUn36CceNgHrfyCRcTSjZPcT9g9b1R/xoRkerFp6Hm/vvvZ/369cVuLVu29Hhs9+7dOXHiBNu2bavaQkuVeYIHeZRxfEl/xjKpzOcZMAB+oDcAvVmCMfmHaTscYHvsUQDmcz1rOY0ZM6BxYxg61OqXM4LpZBPMpXxMV37yegSWiIhUnWBffnhsbCyxsbFlOnbNmjXY7XYaNmxYwaWS6qBnTzhhC+Xf5lH3a3Y79OhR+nOlpsL39OafvEBvlgC5/Wri4+G1x7Yxhg8AeJxH8r3fty88+SSMGtWWN7mRQbzGCKZzc9B8LbkgIlLN+DTUeGv58uWsWLGCc889l6ioKJYvX859993HzTffTN26dX1dPKkE8fEwe7ZVo5KTY60nVdZlDpKSYKmtNxjoyBqiyOBIUDStW1u1NPbZM7Fj+JL+bOAUIP/6VSNHWrU1T48awSDzGlfzLrYn/iQ+vpRtYSIiUqn8YvRTWFgY8+fPp0+fPrRv356JEydy3333MWvWLF8XTSpRcjJs22YtV7BtW9mXX4iPh3/PbspmWhKEk7585w5Im9Zl8Q+sWfVe4J/uYwoOG3/gAfho+xnsOf08gsmh94bZWkZBRKSa8ZvRTxXB297TEpgyB99F5Kv/IfPm4UTOewmAj298k0veugkHTWnONnIIxm7H4+iolBRYNOQdFnAtO2lCIn9i7MHMmlW+9a5ERKR4fjH6SaQqRV5/ifX47SdgDA4H1HnrBQBmMYyck62xTz5ZONA4HDBsGHzAZeylAU3ZxQAW4XRqbSgRkepCoUZqjr59oXZtK4H8+iuv3fMzZ7OUbIKZwxD3bl26FD40NRWcTjhOGPO4BcA9KWBRk/mJiEjVUqiRmiM8nKPnWMt7/3rzVHq+Z82eN5/r2U0TgCLXlUpKskZfAaRgtTVdwsc0Is3rtahERKRyKdRIjZGSAr0/fwgnNs5Y9yZ9+Y6jhPMQE937FLWuVHw8zJplhZ7fac9yziKEE9zKa0yaVPKoLIcDFiywtpUrUSdjEZFKoI7CUiM4HJCYaDUhzWQYw5iNExv3MYNnsRaTstlg+/biA4rDYTU1HZiWwv99MoSNtOEUNvDkFBsjRxbeNzUVvv4anngCCv6XZrNZ/XcKHiciIvmpo7BIHq4+MQB38Ty9+Z6m7HQHGoApU0qucYmPt5qaBn96LZlE0JY/6MUPjBoFt9+eW/uSkmKFqH79IGXibp42/+IHevEj3RnJFKJJxxgKHSciImWnUCM1QlKSVTMCkE0oP9CbNBq7358yxfsFKlNTIcNEMZ/rAUg+Oc/NzJlWkJk61Rop5XTCNSwglST+xXP0Yhnd+YkpjGYtp9GGje7jmjWzgpCIiJSdQo3UCPHxVlNPQXY7/PRT6ZqAXAHJ1WH4WhYQTTpgBZnRo63HwcxlPtcTyWF+pDs38CbDmMlmWpKAgyX0pi3Wgq3GWEFINTYiImWnUCM1xsiRVi2Kq8bGZrM6/3btWrrzuALSj5zFWtpTm6Pcz1Pu942By3mfOQzBjmEmw+jFUuZzA7MZRndW8AudaMhe3uVqwjkKWEHomWcq6tuKiNQ86igsNY6rs2/r1mVbS8pl2jRYPvI9FnIVRwmnLRvZQTP68yUfchm1OMZshjCMWYANm82qjWnQAOZM3MMaziCOPbzEcO7AmuHYbocffyx90BIRCWTe3r8VakTKwbHDkN75XNrv/Y7fOYX3uYL7eYowjvMhl3Il7+G0BfP229YK464Q5XDAKzd/xYPfXYAdQ2++5wd6A1YN0uzZWnpBRMRFocYDhRqpDGnf/I7zvP40Ybf7tXe4mpt4g2xCAWtemr598x/ncMBnCcMYymx+4zTO5BdOEAJY8+Fs2+bd/DepqVY/n/LUOomIVGca0i1SReL6ncp7437lBe5gAddwK69yA2+5A01RMw7Hx0Otpyexj/qczlru5jn3e94svZCSYo2a6tcPEhKs/kIiIjWZampEKsi0ada8M3n/i/KmKWnrwym0mDiEQ0TSjg3sommJNTUrV8JZZ+XOveMydar3Q9NFRPyFmp88UKiRyubqhBwRAYcPe9kZ2elkT5uzabR5OQu4hhvsC5g8OXeYecEmppQUGDLE86nsdvjzTzVFiUhgUajxQKFGqq01a3Ce2Rm7cXI9b7HAdj2zZ8OBA/lrf24fmsPaOT/SzfxICNn8jw4s5lyOUct9qgULrBFW6mcjIoFCocYDhRqprhwOmJswjkd4nIPEcCa/sJWWefYwXM4HPMGDnMr6fMduI5E7+Q+fMhCbzWrycjqtWptZszSKSkT8nzoKi/iR1FR4lHEs5yzqkM5SetGb7wnnKAP5mKX04n3+j1NZzwHq8B7/x5vcwE6a0Jw/+YRLGM1kjMntZ+N0wvDhmqVYRGqOYF8XQESspiJjD+Ya5zt8xkWczlq+p0++fY5QixncxxRGkUEMABEcZlHXh+i18hkmM5bjhDKDEe5jXKOo1AwlIjWBampEqoH4eKupaJctnl4s5U1u4DC1AdhFY2ZwL63ZxMNMdAcagLkLIjj+5NOM41EApnM/F/KZ+3273fNw8uI4HNa8OqrhERF/o1AjUk0kJ8OKFXDYHs1NvEk0GSSwnQR2MIIZ7KZJvv2DgqxZipOSYKLtEf7DPwGYxy00xUokTicsWuR9GfLOfaOVw0XE3yjUiFQjmZl5+sQQhIMEnASxYIE1B4395H+xQUEwc6ZVwxMfD7Nm27if6aziTBqwn/lcTzDZgPf9ahwOa20q19ABY9QnR0T8i0KNSDWSlJQbXFxcNTIPPGDNQbN4sTUxX95RTcnJsGlHGL8+uIB0ojmbpTzOI4DVr2b58pI/OzW18GR+3h4rIlIdKNSIVCOuvjU2m/XcZsutkXG937ev546/8fFwwR2tGGJ7GYAxPMnlvA/AddcV0ZS0cSOZg+4ko20Xel3XlBV0YyRTaMge9y5FHisiUs1onhqRasg1M7FXMxIXkJICmUPu4R6e5SjhnMfXLKene+kFgD+X7aTTGw9Q+8P5Hs+xlwbcwFt8TX/A+wU2RUQqg+apEfFjxdXIlCQ5GZq8+RQfcQm1OMYnDOQ2XsaZ4+SZh/cyN2EcHa5rR+0P5+PExgdcxpUspCs/MZyX2BZ5GrHs4wsu4E6eB6xmqAcfrNjvKCJS0VRTIxKAHA5o1+wIn5sLOJulADixYSf3P/flnMU/eYE1dMp3bDhHeZ67ScZqc7qJ13mTmwC45BL46KMq+hIiIieppkakBouPh2dm1+ZcFnM/0zhEpDvQ/ExnruJderG0UKABOEYthjKbp7kHgFcYTH++BODjj6FLFxg3ruxl0zw4IlJZVFMjEsDGjYOvv4ZVy45Rh4NkEcZB6np17PhHnLR9/CZuYD4HqEMXfmYLrdzvz5mTOwLLtZJ4ZKQ1LL3gYpqu91etyl2g02aD2bO1NpWIlEwLWnqgUCM1jcMBiYmFh2qXJCjIGsp9TrdjLKYvZ7GC3ziNHiznMJHufbZtsyb3Gzo0d34bl1H3ZXPdpUd47782nng+utD7ec+hDsgiUhw1P4mIx7lnilJwGHnXrvDYlHCuYiG7ieN01vIO1xDCccDqPHzPPfkDTRjHuJl5fMc5PDkjlDP71WHCczEsNn0YzFz3sS6utalERCqCX4WaTz75hO7du1OrVi3q1q3LFVdc4esiiVRrnibzg9wA4xIUZC3RsHgxbN+e2yQ0ciTcN7UpV/A+h6nNRXzOa9yKnRxsNnjvPVegMVzDAjbQjnncyjksyXf+PnzPXP7BUnrRks3u1+12q7mqpD4248bBoEG5fXkKPi8P9fERCSDGT7z77rumbt265sUXXzQbN24069atM2+//XapzpGenm4Ak56eXkmlFKl+5swxxooe1jZnjrXZbNZzm816XpwdO4yZddXnJosQY8D8QkfTny9NGzaYG3jD/MyZ7g9w0MQ8xOMmka0mlGMmnu1mDE+Y/dQ1BsxBos1APspXpuLKUbD8gwYV/j7l+dmU5ucgIr7h7f3bL/rUnDhxgubNm/Poo4+SXI5ehepTIzXVuHFWDUyzZvDYY9ZrZZngb9+c94m57zZCMg8Weu8wtZnCKKbxAEeIKPR+PDt4kxvpzQ+cIIjBvMIb3Jxvn4J9bLzpE1TWfjmezq0+PiLVk7f37+AqLFOZ/fLLL+zcuRO73U6nTp1IS0ujY8eOTJ06ldNOO63I47KyssjKynI/z8jIqIriilQ7riCTl2sxzNJoMOQK3sjsxZH7HuT/+C92nBykDnO5jZm2O7j0tgZ03ADLlhU+NqFHAl/3W0zrlck0/uI1XucWYkjnBe507+PqY+Mqlzd9glzHzJplrY2VmOj5+xZU1FpXeT9fRPyLX4SaLVu2APDvf/+b6dOn07x5c5566in69u3LH3/8Qb169TweN2nSJB599NGqLKpIQHM44Nb7Y3Eym2HMzvfenDzDs101Q1u2QMuWeWuIgnFsn8tziTHczXP8h7uow0Ge4EHARlCQVXPk4uoTZIUPQ1s2Ek0G2YSwiyb8RSMAJkywhq67JCaWPFQ8/7ktNht88401m7OI+KEqaQwrwujRow1Q7LZ+/XrzxhtvGMDMnDnTfeyxY8dMgwYNzEsvvVTk+Y8dO2bS09Pd244dO9SnRqQcvvnGFOoLA8bcckvpzjNnttP8m3HuE7zEMBPNwXx9Wp56yphHH8k2k8/+0LzJ9SaNhoU+eAm9zL942kRwKN9bQUFWP6ASyzGn8HeJiyvdd/GVp54yZvx461Ek0PlFn5q9e/eyf//+Yvdp2bIlS5cupV+/fixZsoSzzz7b/V737t3p378/EydO9Orz1KdGpHwqsh/KuHHQ7rMZ3PjzCAAORTQi6qF7+HBjW44fyuLQR4u5MPsjGpPmPsYZXgt7o4YcP3yc0H273a/vojFjmcQ8bsGcHNS5eLF3NS6uCQrzNpnlnViwumrcGNLSIC4Odu8ueX8Rf+b1/btKIlY5paenm7CwMDMnz59xx48fNw0bNsxXe+PNeVBNjUi5eBpNVS5ffWVM27aeq4DA7CHW/O/8EcZ8/70xWVnGGKvGqCk7zL942mymhXvfpfQwp7LW65oaY6z97HZTppoeX6nwayBSzflFTU1p3Hvvvbz77ru8/PLLJCYmMnXqVD766CM2bNhA3breTfuumhqRiuFpNFW5HD8OM2ey5bUf2PfzVmwYltCbrzmPLzkfZ1Ao27bBggWQkWHVFE2caD2GcYy7eY5HeJxoDnGcEN5vPZK9g0dy50N1SvzoxYuhXz/Pr5e1b8306VY5o6NhxIiynaOo8zoc8PTT+Wdw1qgtKY3K+v2sTAG3TEJ2djZjx45l3rx5HD16lO7du/P000/Tvn17r8+hUCNSfY0bZ3X4Ler/SIsXww035Da5TJgAQ4bkvv/Cgw6u+fafNFhmLSN+0FaHOv++Dy65hH+/14GtO4LZvctwwRl7aJHxKxFb1xKyfTNNsraw78/DHKUWh4hiNZ1YTk+63tWdhi0iyvQ//fI2DRV103Gd15PyhLCaxh9v6hUpPh527oSmTf1n0smACzUVQaFGpPqKjYV9+zy/FxQEkydbMxy7zJljDeHOW2OUMsfw8dD3mcDDtOd3975HqMUxwoniECGc8Ko8R6jFovDL+b93boIBAyAkpNj9XTfK9eutGqW85fSmf07eG+306YVvOikp+UNcXjWxpqZgMClNUPHHm7q3vPk5+GN/LIUaDxRqRKqvhg1h717P702ZAmPGFN9BOW8nZjs5XMsCbuU1zuJH6nLQfVwOdlJJ4n90IJUkttCSQ/YYLj3/GEF/76PpzhW03PUDCeS529Wvz69trmFN0jWkn9qDf42uVaiMrhtlQZ4Ch6cbT94bbU5O/ptOSZMQlqdjs7/WWhQMJqUJKoEcajx9t7zXOCYmfzguS+j2xe9JQE2+JyKBLSXFc6Dp0QP694cuXUqeKC/vZHpOgpjPDcznBmw4ac0mgsjhEFHspz7HKBBKnPDPMdYcOYmJ4MTQhZ+5iTe4nvnE7d/DGctf4ozlL3GcEHi/M7Rowert9TlMBBG2I0z9OxM7h4kkk1oc5QTBHCeUQzlR/H5pM+KHNYe2baFjR6ZPr+e+8bhuEDk51uOhQ9bNA6xgc911EB5edKCJiyv6puTNjShvrRB43r8yb2jlqXEp62dU5uf7+ubv+j1yPbrKtHOn9bvy11/59x8+3KrxtNu9/z2pzuFXNTUi4lNF1ULExub+D9iboeTeLKlQFNe5UlMLdxoO4gTnspgbeZML+IKm7Cr9BxTgsDdjlbMjqRGdeOC1Dvz315b847FEDlIHsJV0OGBNFHjvvbnf33UjzftvT81YBeVtiggK8rx/WWo2vL25l7XGpWATSnFNKgXPWdx3Lm8tji9rgQo2UbpqYVxlatDAcxOv6/XiylxSDVBlBVIX1dSIiF8oaimEq6/O/Xd8vLUMQt7/Yc+cmb9Jx9M+3sp7roKzDOcQzFecz1ecDxhasJWUoSs495Q0nh23j5zMIxwmgkwiOUwEh4ngKLUIIodQjlOHg7SP+JPkc7fAunWwdSvxzu3Esx0OfwhXwf9hbUcJd58jizAMNpzYMdiw2W2ccNo5TAQZRJN0ZjQtjjWEzDhGz2jEhoNxOGPj2GtvxK97GlG/aS2Pf7XnlZKS2/E4LQ3q1Ml9L+8NqjgF9/MUqCr6Blew3IMH53+eklJ07VVx37ksqrpmpqjPczhg2LD8+w4fbnUHc11/m63w73dQEAR7SAKlreVzhRpf1+aopkZEfKo0E/p508GxuL45eUVHW//TLniu4jrkFixf165Fj0bKKy7O6uTscMDcGQc5nf/RkTV0ZA2nsZbmbKMhXhS6FNKJYQ8NOUotsgijWVIYcc3CIDQUwsI44gxnwYfhHCWcLMI4RjjHToYqe3QUR4Ki2H4gkrAGURy2RbF5bxSRcVH8vDEKIiOtuyP5/4IHz/8uTY1LSTUd3tTI5a3FGjEi9zNiY2H/fs/HeltTU/BmX1JNU2lDT0n7F3X+v/6CF18svP8DD8C0abnPBw2CV1/NfT5nDowfX/g7e1ODVp5+TaWlmhoR8Qve1MK4jBxZcu3B1Vd7/p/7oEHw3ntWnxVXyPB0ruRkq4/BihXwxReePyMnx+rrUlSgsdmsvkBffmk9T0uDxx+HgwcB6rCEc1jCOfmOqcURGvLXyXqaw4RyHBsGGwY7TmwYgsnh+suO0CQyg4t6psNff7Hh2zQ2fL+HONLcWzhZxJBODOm5H5B6cjupNjC4qB9i3rV/8zZXpAEx1j+dNjv20BA2HA8hm2BydodwghCOEYJJCyGbEI4SAntCoEeINXrMtQUHQ0gIWxwhTDu5b3ZaCOvPDeHfB0I4SAhhB0NgXOFjDm8N4R/Ok8cUtZkQls8Ipm5sCC0yQqibFkIkIWTvDSHk5D45BOHE7t5qOe1w1E6osROMHbuxg7FbFzOPkmojCtaOearNKK7JprS1HXn7yxSshbHbrffzev11K9zt3ZvbH+vhh/OX2ZOSav2qC9XUiEi1UFHDTIur+XFN3ufNX83l6aPjabRWcSIjITMz97mrFsmTvPPReC6jIZoM4kijIX8RzjHCyHJvcXWyuPi8LA7ty2LFd8cIJetkHc0xanGUCA4TxSGiOEQkmcTYDxHhPOR+LZhqflerDHa7ezt23E4OdozNTmSUnYOH7OQYOza7jVoRdtIP5QalOvXsHEi3k51jxx5kp3lLO5u22jl+wo492E67U+ys22AnK9tOUIidMzra+WWNnWPZdoJD7XTrfvJzXcHKZuOHZTaOZdkIC4PevW18t8T13Ebr1vDbOlcUttGyBWzemvscwGAjJNRG1nEbtcKh3Sk2Vq3O3adLZ2jR0saHH9s4ctRGrVpw2uk2VvyUe47u3W20TrLx7kIbR45CrVo2rrnWxtvv2Dh8xMYbDUfw9Z7TKvQSaEi3Bwo1ItVXRfZNKKrDZHnP41K7Nhw54vmYuDh4803PsxSD1YfDqrHJL29zmKvzakEFm+WKmg25OHmbhooqS9EM4RwjgsM0i8vmlxXZ9OqWzf492cQ3zCbYZPP33hOF6k7C7NnMeSGb+tHZkJ3NF59ks+vPbFatyCaYwvu7tlBbNoNuzCYy1DqO7Gw4cYI/N2ezbk3ufk1jszmwN//nBTmzCbWfIMjp6dzezVUkZXNj/UW8ue+CCj2nmp9ExK9UZMdCV5W6q+anrHO45D2PS1G1KHn7cSQlFW4KcImIsFpTCvb7cZ0zKMj6WXiayK9gs1xxn1OQpwATEWENF/emX5DFxjFqcYxahAcBzWCLzWqVSre62ODxVE6IWQ4dOljf7R8Peg5thRhYGQwdTsv/+5EInFXM6CdXKIxraPU1KVhrV6+uYd8+k6fxydqCcJ7smm1tz85wMvVJJ3vSnDSNc7JqpZNuXZz8tcdJk0ZOlv3gpHcvJ3v/clK/jpP0g053U6HrHHWinGQechJbz8nHHzq58gon+/c5adTAyYL5Tm64zsnf+500rO9k3qtOBt/q5MDf1v5zZjm5fWgOfx+A+nUN115jmDXLqlMBGDbE8N5Cw4EDhnp1Dc88DffeYzh40FCvjmH6dPj+e8Orrxh3U+agW+HoEcOxo4bMQ4bvvzcnr2zuPvf8C1571ZCeboiKMBw+XHiff95ueP0NyDxkiI40PPKwYeIEw6FM2GRL8vYXquJV0tpT1ZIWtBSpOZ56ypjx463HijhPTEyRa256XFSy4KKT0dHWY1ycMQ0aeD7HoEGFyxsXl3ucJwU/x9MWF5f/PE2bWv9u2jT333XqlHyevFvTpt59dsFjjCn6M2224o/Le03zfoe852zaNP939bT4p2vfkragoNxzefqcvM/j4govjFrw++T97JLO5835PZXP0+99Ub9DxS3mWtLnTp1a+He3MhdZ9fb+rVAjIuKFp54y5tZbPd/86tb1fIzrZuIKNK7tkksK3/CKWhm84E2uNJ/jCg0Fw4PredOm+W+CrvMUt7mO9XSzK+mY0gaQ4o4r+HNxfY9rry18cy14U/c21EBuAPUmhBQsv6drXDCEFCxbUWUtKggXLJ8nxf0OFbXie3HXZcqUkq99Ra907+39W81PIiJeGDHC6pj7+uuFm3vCwjwfExRkPRZsrvrsM6szcd61rIoa8eVqiiquG6Drc6KirP4+rmYY1zDyp5/Ov3/eZqiCMwcXJy4u999ZWd41e7mag4rqu+Mqe1BQ4WbD4o4r+HNxXZ/ExPz7DR9ujfbJ+1lFNe/ZbNYtOW/ZPM3hUpS85a9bFw4cyP9+Tg6cyNOdx5v5dlyCgz3PMePqQ1zWUUmemmoLlgus91z7eJrhu6CCM35XFYUaEREveRp+fumlpV8dOyfHujHkvVEU1e/Hm75GeW/wrmDi6puzeDHMmFG68hXsf+N6fuxY7usHDhQOAZ64goS38oac4nj6uXiayLFgkCh47PffF73y+8yZ1hwupeEqd1hY8SHk+PHCk+XlnT8GCgeygr97N9+ce0xxkw6WFIzz/syLmsQvbzm86csVFGQtO1LV7FX/kSIi/is5ObfGIi4OPvyw6OAxYgTcd1+hqU7c/8P39gZekhEj4N//9lwO1w3Ik4J/3Y8YYd3EH3kk/3eMiLD+XZqRUsXN1Jt3zhPXZ1ZER3FP37Wk2paCNUV5v3dZO5i7zjdrVv7Xbr45t4P43r3e1XbkDWR5yxcbC/Pm5d9/+HDPk94V9/tRkDfB0BXu8xo0KP/zomoeK5tqakRESqm0tQnt23s3uWBFKPhXeXHLRxT8695TU5SrxufXX+G11/Ifb0xuM4vrZpu36atg7REUbtqIicn/uZ5qnbxV1ESO6eneLfng+r55H8sjb9OOpxDiTVkKBjJXuYwpeZHXsvBUC+OpHAWbrV55BRYtKv+Iw/JSqBERqWRFDTH3pr9MaXn6a9zT0HQX1/pAxd0Ii+pPFBSU258obwhwBSEXVzjJySl6fSLX55emj48nFTWc36W0M+kWvKbFhZCCCi5hMHNm0bP9FtXHpixNPnnLXFQw9NQMVzAAVmQgLCuFGhGRUipLGPH0P/yqXPSvqBuNt3/dl+Zm5+kzwHPn4uI+v6xT85fm5lrctSxYq5S3425x5/OkqBBSr17ukgUFaztcn+vp8z31sSlrDWDBMnsKhqXtW+QrCjUiIqXkqxWIK0Np/rovy80ubzDw1Lm4qM8vS6Aoi6KuZVG1Sq4Os6VVVAhx/fw8BTFPn//gg1Y4io6u+FqpguXN+1gZtYqVQaFGRKQGKTiyqbRDyYurBSl4jKeRNAV5+vyiRuDUq2f9uzIXVXR9B0+rXnsaSeXt+YoKIUWFwhMnPNdq9euXf7RdVTX5+EuQV6gREakCvv5LN+/nT51aMUPJC5634DGeRtIU7Fzs6fOLGoHjGjlU3PDl8nJ9B4fDClwldZj19nx5z5H3sSgV2Wemsvj6d9oThRoRkSrg6790ixrZVJHnLaiokTSeOheXdFxBxXVwroibbXn6EFWEiuwzU1kKXvvqEHIUakREpFKUNRgUNwzdpbgOxhUVIKuiw6ynmZGLa66qznwd3EGhRkREKlFZg0HBOV727/dNU0xl91nxVNtRlZ8faBRqRETEaxU1nL00x4WGVv+mmEBTHZqSykKhRkREvOarJgZ/a4opSkWHhcoKH9WhKaksFGpERGoYX/8VXtbPD4SmmIoOC/4aPiqLQo2ISA3j6xuhrz9fApdW6RYREZGAoFAjIiIiAUGhRkRERAKC+tSIiEilKmvHYF93aK4OZfD15/sbhRoREalUZe0YXB06FJdUBtfimpW1yGZ1+Bn4E79ofvr222+x2Wwet5UrV/q6eCIiUgOlpFjz5kDuIpviW34Ranr27Mnu3bvzbUOGDKFFixZ06dLF18UTEZEaJicHhg3L/9rw4dbq3uI7ftH8FBoaSlxcnPt5dnY2H3zwAXfffTc2m82HJRMRkapSHfqXuJqZsrIKryJe3CKbUjX8ItQU9OGHH7J//35uu+22YvfLysoiKyvL/TwjI6OyiyYiIpXE1/1L8jY3HTgANhsYk/t+VS2yKUXzi+anglJSUhgwYADxJcThSZMmERMT494SEhKqqIQiIhJIHI7CzU0FaZFN3/NpqBkzZkyRHYBd24YNG/Id43A4WLRoEclerGY2duxY0tPT3duOHTsq66uIiEgAS00t3NxkDNSta/3bnxfZDCQ+bX66//77GTx4cLH7tGzZMt/zuXPnUr9+fS677LISzx8WFkZYWFh5iigiIkJSEtjt+YNNUBC4bjH+vMhmIPFpqImNjSU2Ntbr/Y0xzJ07l1tvvZWQkJBKLJmIiEiu+HiYNQuGDMl9beZMGD/ed2WSwvyqT80333zD1q1bGZL3t0pERKQKJCdbzUyg5qbqyq9CTUpKCj179qRdu3a+LoqIiNRArmYmNTdVT341pPvNN9/0dRFERESkmvKrmhoRERGRoijUiIiISEBQqBEREZGAoFAjIiIiAUGhRkRERAKCQo2IiIgEBIUaERERCQgKNSIiIhIQFGpEREQkICjUiIiISEBQqBEREZGAoFAjIiIiAUGhRkRERAKCQo2IiIgEBIUaERERCQgKNSIiIhIQFGpEREQkICjUiIiISEBQqBEREZGAoFAjIiIiAUGhRkRERAJCsK8LICIi4q9GjICMDIiO9nVJBBRqREREymzECF+XQPJS85OIiIgEBIUaERERCQgKNSIiIhIQFGpEREQkIKijsIiIiJc02ql6U6gRERHxkkY7VW9qfhIREZGAoFAjIiIiAcFvQs0ff/zB5ZdfToMGDYiOjubss89m8eLFvi6WiIiIVBN+E2ouueQSTpw4wTfffMOqVas444wzuOSSS0hLS/N10URERKQa8ItQs2/fPlJTUxkzZgwdOnQgKSmJyZMnc+TIEdauXevr4omIiEg14Behpn79+rRt25bXXnuNw4cPc+LECWbOnEnDhg3p3LlzkcdlZWWRkZGRbxMREZHA5BdDum02G1999RVXXHEFUVFR2O12GjZsyOeff07dunWLPG7SpEk8+uijVVhSERER8RWf1tSMGTMGm81W7LZhwwaMMdx55500bNiQJUuW8NNPP3HFFVdw6aWXsnv37iLPP3bsWNLT093bjh07qvDbiYiISFWyGWOMrz5879697N+/v9h9WrZsyZIlS7jgggs4cOAA0XmmcUxKSiI5OZkxY8Z49XkZGRnExMSQnp6e7zwiIiJSfXl7//Zp81NsbCyxsbEl7nfkyBEA7Pb8FUt2ux2n01kpZRMRERH/4hcdhXv06EHdunUZNGgQv/76K3/88QcjR45k69atDBw40NfFExERkWrAL0JNgwYN+Pzzz8nMzKRfv3506dKFH374gQ8++IAzzjjD18UTERGRasCnfWqqmvrUiIiI+B9v799+UVMjIiIiUhK/mKemorgqpTQJn4iIiP9w3bdLalyqUaHm0KFDACQkJPi4JCIiIlJahw4dIiYmpsj3a1SfGqfTya5du4iKisJms3l9XEZGBgkJCezYsUN9cXxM16L60LWoHnQdqg9di8pjjOHQoUM0adKk0PQuedWomhq73U58fHyZj4+OjtYvajWha1F96FpUD7oO1YeuReUorobGRR2FRUREJCAo1IiIiEhAUKjxQlhYGOPHjycsLMzXRanxdC2qD12L6kHXofrQtfC9GtVRWERERAKXampEREQkICjUiIiISEBQqBEREZGAoFAjIiIiAUGh5qT//Oc/NG/enPDwcLp3785PP/1U7P7vvPMO7dq1Izw8nNNPP51PP/20ikoa+EpzLdatW8dVV11F8+bNsdlsPP3001VX0ABXmuswe/ZsevfuTd26dalbty79+/cv8b8h8V5prsV7771Hly5dqFOnDhEREXTs2JF58+ZVYWkDW2nvFS7z58/HZrNxxRVXVG4BazojZv78+SY0NNS8/PLLZt26dWbo0KGmTp06Zs+ePR73X7p0qQkKCjJTpkwxv//+u3n44YdNSEiI+e2336q45IGntNfip59+Mg888IB56623TFxcnJkxY0bVFjhAlfY63HjjjeY///mPWb16tVm/fr0ZPHiwiYmJMQ6Ho4pLHnhKey0WL15s3nvvPfP777+bTZs2maefftoEBQWZzz//vIpLHnhKey1ctm7dapo2bWp69+5tLr/88qopbA2lUGOM6datm7nzzjvdz3NyckyTJk3MpEmTPO5/7bXXmoEDB+Z7rXv37mb48OGVWs6aoLTXIq/ExESFmgpSnutgjDEnTpwwUVFR5tVXX62sItYY5b0WxhjTqVMn8/DDD1dG8WqUslyLEydOmJ49e5o5c+aYQYMGKdRUshrf/HT8+HFWrVpF//793a/Z7Xb69+/P8uXLPR6zfPnyfPsDDBgwoMj9xTtluRZS8SriOhw5coTs7Gzq1atXWcWsEcp7LYwxfP3112zcuJFzzjmnMosa8Mp6LR577DEaNmxIcnJyVRSzxqtRC1p6sm/fPnJycmjUqFG+1xs1asSGDRs8HpOWluZx/7S0tEorZ01QlmshFa8irsPo0aNp0qRJofAvpVPWa5Genk7Tpk3JysoiKCiIF154gfPPP7+yixvQynItfvjhB1JSUlizZk0VlFBAoUZEKtjkyZOZP38+3377LeHh4b4uTo0UFRXFmjVryMzM5Ouvv2bEiBG0bNmSvn37+rpoNcahQ4e45ZZbmD17Ng0aNPB1cWqMGh9qGjRoQFBQEHv27Mn3+p49e4iLi/N4TFxcXKn2F++U5VpIxSvPdZg2bRqTJ0/mq6++okOHDpVZzBqhrNfCbrfTunVrADp27Mj69euZNGmSQk05lPZabN68mW3btnHppZe6X3M6nQAEBwezceNGWrVqVbmFroFqfJ+a0NBQOnfuzNdff+1+zel08vXXX9OjRw+Px/To0SPf/gBffvllkfuLd8pyLaTilfU6TJkyhccff5zPP/+cLl26VEVRA15F/TfhdDrJysqqjCLWGKW9Fu3ateO3335jzZo17u2yyy7j3HPPZc2aNSQkJFRl8WsOX/dUrg7mz59vwsLCzCuvvGJ+//13M2zYMFOnTh2TlpZmjDHmlltuMWPGjHHvv3TpUhMcHGymTZtm1q9fb8aPH68h3RWktNciKyvLrF692qxevdo0btzYPPDAA2b16tUmNTXVV18hIJT2OkyePNmEhoaad9991+zevdu9HTp0yFdfIWCU9lo88cQT5osvvjCbN282v//+u5k2bZoJDg42s2fP9tVXCBilvRYFafRT5VOoOem5554zzZo1M6GhoaZbt27mxx9/dL/Xp08fM2jQoHz7L1iwwLRp08aEhoaa9u3bm08++aSKSxy4SnMttm7daoBCW58+faq+4AGmNNchMTHR43UYP3581Rc8AJXmWjz00EOmdevWJjw83NStW9f06NHDzJ8/3welDkylvVfkpVBT+WzGGOOrWiIRERGRilLj+9SIiIhIYFCoERERkYCgUCMiIiIBQaFGREREAoJCjYiIiAQEhRoREREJCAo1IiIiEhAUakRERCQgKNSIiIhIQFCoERG/tmPHDv7xj3/QpEkTQkNDSUxM5J577mH//v2+LpqIVDGFGhHxW1u2bKFLly6kpqby1ltvsWnTJl566SX3ysl///23r4soIlVIaz+JiN+66KKLWLt2LX/88Qe1atVyv56WlkarVq249dZbefHFF31YQhGpSqqpERG/9Pfff7No0SL++c9/5gs0AHFxcdx00028/fbb6O82kZpDoUZE/FJqairGGE455RSP759yyikcOHCAvXv3VnHJRMRXFGpExK+VVBMTGhpaRSUREV9TqBERv9S6dWtsNhvr16/3+P769euJjY2lTp06VVswEfEZhRoR8Uv169fn/PPP54UXXuDo0aP53ktLS+ONN95g8ODBvimciPiERj+JiN9KTU2lZ8+enHLKKUyYMIEWLVqwbt06Ro4cSXBwMEuWLCEyMtLXxRSRKqKaGhHxW0lJSaxcuZKWLVty7bXXkpiYyEUXXUSbNm1YunSpAo1IDaOaGhEJKOPHj2f69Ol8+eWXnHXWWb4ujohUIYUaEQk4c+fOJT09nX/961/Y7aqQFqkpFGpEREQkIOhPGBEREQkICjUiIiISEBRqREREJCAo1IiIiEhAUKgRERGRgKBQIyIiIgFBoUZEREQCgkKNiIiIBASFGhEREQkI/w/n4wNlmfd44gAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "objective.plot()\n", "plt.legend()\n", "plt.xlabel(\"Q\")\n", "plt.ylabel(\"logR\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": "## emcee" }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Now lets do a MCMC sampling of the curvefitting system. First we do sampling to burn-in the system. We'll also checkout the autocorrelation time of the system. We'll then discard the burn-in samples because the initial chain might not be representative of an equilibrated system (i.e. distributed around the mean with the correct covariance)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3000/3000 [01:52<00:00, 26.78it/s]\n" ] } ], "source": [ "fitter.sample(3000, pool=-1);" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(fitter.acf()[:, 4])\n", "fitter.reset()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We then follow up with a production run, only saving 1 in 200 samples. This is to remove autocorrelation. We save 15 steps, giving a total of 15 * 200 samples (200 walkers is the default)." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3000/3000 [01:51<00:00, 26.89it/s]\n" ] } ], "source": [ "res = fitter.sample(15, nthin=200, pool=-1)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "This seems to be an effective sampling rate of ~15 * 200 / 111 = 27 samples/sec\n", "In the final output of the sampling each varying parameter is given a set of statistics. `Parameter.value` is the median of the chain samples. `Parameter.stderr` is half the [15, 85] percentile, representing a standard deviation." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Objective - 4906563104\n", "Dataset = c_PLP0011859_q\n", "datapoints = 408\n", "chi2 = 919.592754626952\n", "Weighted = True\n", "Transform = Transform('logY')\n", "________________________________________________________________________________\n", "Parameters: '' \n", "________________________________________________________________________________\n", "Parameters: 'instrument parameters'\n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'Structure - ' \n", "________________________________________________________________________________\n", "Parameters: 'Si' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'Si' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'film' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'film' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'd2o' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'd2o' \n", "\n", "\n", "\n", "\n" ] } ], "source": [ "print(objective)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "A corner plot shows the covariance between parameters. You need to install the *matplotlib* and *corner* packages to create these graphs." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "objective.corner();" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Once we've done the sampling we can look at the variation in the model at describing the data. In this example there isn't much spread." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "objective.plot(samples=300);" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "In a similar manner we can look at the spread in SLD profiles consistent with the data." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "structure.plot(samples=300)\n", "plt.ylim(2.2, 6);" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": "## Sampling with pymc" }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "`pymc` is also an excellent Bayesian package. `refnx` has some features built in to work with `pymc` models. You'll need to install `pymc` and `arviz` to run this section." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from refnx.analysis import pymc_model\n", "import pymc as pm\n", "import arviz as az" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "To do the sampling we're going to use the `DEMetropolis` stepper. `refnx` can use NUTS, but it seems to work very slowly with reflectometry datasets (via a [black-box model](https://www.pymc.io/projects/examples/en/latest/howto/blackbox_external_likelihood_numpy.html)). More investigations need to be done on the refnx codebase to try and improve NUTS performance." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Population sampling (10 chains)\n", "DEMetropolis: [p0, p1, p2, p3, p4, p5, p6, p7]\n", "Attempting to parallelize chains to all cores. You can turn this off with `pm.sample(cores=1)`.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fd9e911272c84f278cdcf00131a229c2", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Population parallelization failed. Falling back to sequential stepping of chains.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b720cc0375be4efa9a191ce69f350647",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 10 chains for 1_000 tune and 10_000 draw iterations (10_000 + 100_000 draws total) took 91 seconds.\n"
     ]
    }
   ],
   "source": [
    "with pymc_model(objective) as _model:\n",
    "    starter = {\n",
    "        f\"p{n}\": par.value for n, par in enumerate(objective.varying_parameters())\n",
    "    }\n",
    "    trace = pm.sample(draws=10000, chains=10, initvals=starter, step=pm.DEMetropolis())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
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       "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_posterior(trace);" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_autocorr(trace, combined=True, max_lag=1000);" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Given that the autocorrelation time is ~100, this corresponds to something like 10 * 10000 / 100 = 1000 independent samples.\n", "The time taken on my machine was ~91 sec, corresponding to an effective sampling rate of ~11 samples/sec. There is room to tweak both sampling runs to slightly speed them up.\n", "\n", "Note how all the parameters are labelled `p0, p1, ..., pn`. Each of those parameters correspond to a Parameter in `Objective.varying_parameters()`. Compared to the inbuilt processing one would have to do some manual processing. Let's work out some stats for `p4`, which corresponds to a layer thickness." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "print(objective.varying_parameters()[4])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10, 10000)\n" ] }, { "data": { "text/plain": [ "(np.float64(259.04226306323346), np.float64(0.22410364549520523))" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# grab hold of the MCMC chain for that parameter\n", "chain = trace.posterior[\"p4\"].data\n", "print(chain.shape)\n", "\n", "\n", "# work out some of the quantile statistics.\n", "def process_chain_for_parameter(chain):\n", " quantiles = np.quantile(chain, [0.158, 0.5, 0.842])\n", " return quantiles[1], 0.5 * (quantiles[-1] - quantiles[0])\n", "\n", "\n", "process_chain_for_parameter(chain)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# Let's create a function to update the best fit.\n", "def update_objective_from_trace(objective, trace):\n", " vpars = objective.varying_parameters()\n", " for i, vpar in enumerate(vpars):\n", " median, sd = process_chain_for_parameter(trace.posterior[f\"p{i}\"])\n", " vpar.value = median\n", " vpar.stderr = sd\n", "\n", "\n", "update_objective_from_trace(objective, trace)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Objective - 4906563104\n", "Dataset = c_PLP0011859_q\n", "datapoints = 408\n", "chi2 = 919.5947878408159\n", "Weighted = True\n", "Transform = Transform('logY')\n", "________________________________________________________________________________\n", "Parameters: '' \n", "________________________________________________________________________________\n", "Parameters: 'instrument parameters'\n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'Structure - ' \n", "________________________________________________________________________________\n", "Parameters: 'Si' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'Si' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'film' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'film' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'd2o' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'd2o' \n", "\n", "\n", "\n", "\n" ] } ], "source": [ "print(objective)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The parameter values from `pymc` and `emcee` are effectively the same." ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": "## Sampling with dynesty" }, { "cell_type": "code", "execution_count": 28, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import dynesty" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "You can find out how to estimate posteriors with dynesty using this page, https://dynesty.readthedocs.io/en/stable/dynamic.html. It's best to use the dynamic nested sampler, then you need to reweight the samples with the weights. Dynesty provides a utility function for that.\n", "You can also use dynesty to perform model comparison by looking at the evidence term." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "26049it [01:01, 424.53it/s, batch: 4 | bound: 9 | nc: 1 | ncall: 126612 | eff(%): 20.460 | loglstar: 563.732 < 570.929 < 568.848 | logz: 536.538 +/- 0.196 | stop: 0.945] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(26049, 8)\n" ] } ], "source": [ "nested_sampler = dynesty.DynamicNestedSampler(\n", " objective.logl, objective.prior_transform, ndim=len(objective.varying_parameters())\n", ")\n", "nested_sampler.run_nested()\n", "# process the samples\n", "chain = nested_sampler.results.samples_equal()\n", "\n", "# another way of processing the samples (reweighting is needed)\n", "logZdynesty = nested_sampler.results.logz[-1] # value of logZ\n", "weights = np.exp(nested_sampler.results.logwt - logZdynesty)\n", "chain = dynesty.utils.resample_equal(nested_sampler.results.samples, weights)\n", "\n", "print(chain.shape)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The size of the chain resulting from the `samples_equal` method is not equal to the number of effective samples. One can estimate the effective number of posterior samples resulting from a run using the following:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "effective number of samples: 26048\n" ] } ], "source": [ "def ess(weights):\n", " \"\"\"\n", " Estimate the effective sample size from the weights.\n", "\n", " Args:\n", " weights (array_like): an array of weights values for each nested sample\n", "\n", " Returns:\n", " int: the effective sample size\n", " \"\"\"\n", "\n", " N = len(weights)\n", " w = weights / weights.sum()\n", " ess = N / (1.0 + ((N * w - 1) ** 2).sum() / N)\n", "\n", " return int(ess)\n", "\n", "\n", "print(\"effective number of samples: \", ess(np.exp(weights)))" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The effective sampling rate for dynesty seems to be ~26048/61 ~ 427 samples/sec.\n", "\n", "Let's process the chain to put the statistics into the objective. Here we'll use the `process_chain` utility function that's designed for use with emcee chains. This function assumes that the chain has shape `(nsteps, nwalkers, nvars)`. The chain from dynesty has shape `(nsamples, nvars)`, so we can fake the dynesty chain into looking like an emcee chain by putting an extra axis in." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "process_chain(objective, chain[:, None, :]);" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Objective - 4906563104\n", "Dataset = c_PLP0011859_q\n", "datapoints = 408\n", "chi2 = 919.5873733827214\n", "Weighted = True\n", "Transform = Transform('logY')\n", "________________________________________________________________________________\n", "Parameters: '' \n", "________________________________________________________________________________\n", "Parameters: 'instrument parameters'\n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'Structure - ' \n", "________________________________________________________________________________\n", "Parameters: 'Si' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'Si' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'film' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'film' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'd2o' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'd2o' \n", "\n", "\n", "\n", "\n" ] } ], "source": [ "print(objective)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Conclusions\n", "\n", "Hopefully you've found it useful to see how the three sampling packages can be used to obtain posterior distributions for the parameter set. All have high performance. The `emcee` sampler will probably stay the default, but it may be useful to look into both `pymc` and `dynesty` to see what useful (unique) features they may offer - especially if `dynesty` appears to have a much faster sampling rate." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.0" }, "pycharm": { "stem_cell": { "cell_type": "raw", "metadata": { "collapsed": false }, "source": [] } } }, "nbformat": 4, "nbformat_minor": 4 }