From b7a18e0fd81564b71a81f49d7774dd9e25616488 Mon Sep 17 00:00:00 2001 From: Paul Jonas Jost <70631928+PaulJonasJost@users.noreply.github.com> Date: Wed, 15 Feb 2023 10:27:35 +0100 Subject: [PATCH] Optimization Parameter scatter plot (#1015) * Small update to parameter historgram * Added parameter scatter plot for optimization. * Renamed to optimization_scatter, added two tests. * Added to an example doc. Fixed test * Added id to optimization. * Added correct id to optimization. Increased possible runtime * small change * fixed typo * More informative doc --------- Co-authored-by: Polina Lakrisenko --- .github/workflows/ci.yml | 2 +- doc/example/conversion_reaction.ipynb | 254 ++++++++++++++------------ pypesto/visualize/__init__.py | 7 +- pypesto/visualize/parameters.py | 96 +++++++++- test/visualize/test_visualize.py | 16 ++ 5 files changed, 256 insertions(+), 119 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 99841da1e..8e2e40768 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -38,7 +38,7 @@ jobs: run: .github/workflows/install_deps.sh amici - name: Run tests - timeout-minutes: 15 + timeout-minutes: 25 run: tox -e base - name: Coverage diff --git a/doc/example/conversion_reaction.ipynb b/doc/example/conversion_reaction.ipynb index 703cef2ba..57ff1f51c 100644 --- a/doc/example/conversion_reaction.ipynb +++ b/doc/example/conversion_reaction.ipynb @@ -2,7 +2,11 @@ "cells": [ { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "Conversion reaction\n", "===================" @@ -10,8 +14,12 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 1, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "# install if not done yet\n", @@ -21,10 +29,10 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "pycharm": { - "is_executing": false + "name": "#%%\n" } }, "outputs": [], @@ -51,17 +59,21 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Compile AMICI model" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "pycharm": { - "is_executing": false + "name": "#%%\n" }, "scrolled": true }, @@ -74,26 +86,28 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Load AMICI model" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "pycharm": { - "is_executing": false + "name": "#%%\n" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n" }, "metadata": { "needs_background": "light" @@ -122,20 +136,32 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Optimize" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "pycharm": { - "is_executing": false + "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 100/100 [00:07<00:00, 13.61it/s]\n" + ] + } + ], "source": [ "# create objective function from amici model\n", "# pesto.AmiciObjective is derived from pesto.Objective,\n", @@ -150,42 +176,42 @@ "\n", "# do the optimization\n", "result = optimize.minimize(\n", - " problem=problem, optimizer=optimizer, n_starts=10, filename=None\n", + " problem=problem, optimizer=optimizer, n_starts=100, filename=None\n", ")" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Visualize" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "pycharm": { - "is_executing": false + "name": "#%%\n" } }, "outputs": [ { "data": { - "text/plain": [ - "" - ] + "text/plain": "" }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n" 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48OHMmTOHyspKSkpK0o5mZn2Qa3Hj3cCXgcnAFmAJ8I/5CmVmZtarvXszt2ndvbvztgULYMWKgc9kZmYFo62tjbVr17JmzRra29s544wzqKqqoqysLO1oZvYi5FTciIhdwJV5zlJUrr322rQjmJkVp0WL4OGHO7ePGweNjTBhwoBHMjOzwhERbNmyhdWrV3P48GFOPfVUZs+ezQknnJB2NLMBUazXqoqI3jtJZwDvA6aRVRCJiDfkLVmitrY2li9fnu/TmJnZYHbTTbB4MXT8mVVaCnfeCW99ayqxzMyssOzevZu6ujqee+45xo4dS01NDSeffHLascysDyStiIjaju25Tkv5CXA7cB/Q3o+5itamTZsAmDp1aspJzMwK1LJlcP75cPhw521XXgl33DHwmczMrCAdPHiQ+vp6nn32WUaOHMlZZ53F5MmTvVioDUnFeq2aa3HjcER8Ja9JisxVV10FFN+9g83M8qq5GaqrIfmhe5yqKnjiCd++1czMctbS0sLTTz/N+vXrKSkpobq6mjPPPJPS0tK0o5mlplivVXMtbnxZ0qfILCR65FhjRKzMSyozMxtaLrsMfvKTzu0VFZmFQWfNGvBIZmZWuNrb29mwYQONjY0cPXqUqVOnUl1dzciRI9OOZmZ5kmtxYx5wFfBXvDAtJZLXZmZmffeNb8C110J7h9mOJSWZW7d+8IPp5DIzs4IVEWzfvp36+noOHjzI+PHjqampYcyYMWlHM7M8y7W48RbgzIhoyWcYMzMrcps2wZw50NTUedsll8DPfz7wmczMrCg899xz1NXVsXv3bkaNGsU555zDKaec4nU1zIaIXIsbfwLGATvyF8XMzIrWnDlQV9e5/dRTYe1ar6NhZmYvWnNzMw0NDWzevJmysjLmzp3L6aefTklJSdrRzGwA5VrcGAeslrSM49fcyPutYAvVDTfckHYEM7N0XXst3HZb5/ayMnjoocydUMzMzF6k1tZWnnnmGdauXUtEMH36dGbMmMHw4cPTjmY2qBXrtaoiovdO0gVdtUfE0n5P1EFtbW0sX74836cxM7P+cP/9cOml0Np6fLsEN94It9ySSiwzMyseEcHmzZtZvXo1R44c4bTTTmP27NlUVFSkHc3MBoCkFRFR27E9p5EbA1HEKDYNDQ0AVFdXp5zEzCzP9uyBmTNh9+7O284+G1ygNjOzfrJr1y7q6urYv38/48aN4+yzz+akk05KO5ZZQSnWa9WcihuSXg58FZgNlAGlwMGI8LLD3bjmmmuA4rt3sJnZ8847Dx59tHP7uHHQ2AgTJgx4JDMzK04HDhygvr6e7du3U15ezktf+lImTZrkxULNXoRivVbNdc2NrwF/A/wQqAXeAczMVygzMxukFi+Gm26CjlMaS0vhrrvgiitSiWVmZsWppaWFxsZGNmzYQGlpKbNmzeKMM86gtLQ07WhmNsjkWtwgItZIKo2INuA/JD0GfCx/0czMbFBYtgwWLYIjRzpve/vb4bvfHfhMZmZW1Nra2li/fj1r1qzh6NGjVFZWMnPmTEaMGJF2NDMbpHItbhySVAY8LumfgW2A761kZlasmpsz62hs3tx5W1UVPPkkjBw58LnMzKyoRQTPPvss9fX1HDp0iAkTJlBTU8Po0aPTjmZmg1yuxY2ryBQz3gtcD0wF3pSvUGZmlpJLL4Wf/rRze0UFrFwJRbbwlJmZDR779u2jrq6OPXv2MHr0aM4991xOOeWUtGOZWYHotbghqRS4OSKuBA4Dn857qiLwyU9+Mu0IZma5+frX4T3vgfb249tLSuALX4Drr08nl5mZDQnNzc2sXr2aLVu2UFZWxrx585g6dSolJR4obpYPxXqt2mtxIyLaJFVKKouIloEIVQwuvvjitCOYmXVvwwaYOxcOHOi87ZJL4Oc/H/hMZmY2pLS2trJmzRrWrl0LwIwZM5g+fTrDhw9POZlZcSvWa9Vcp6WsBR6RdC9w8FhjRNyal1RF4PHHHwfgrLPOSjWHmdlxamqgvr5z+6mnwtq1UF4+8JnMzGxIiQg2btxIY2MjR44cYdKkScyaNYuKioq0o5kNCcV6rZprceOZ5FECeDWfHHzgAx8Aiu/ewWZWgK65Br7xjc7tZWXw0ENw/vkDn8nMzIaknTt3UldXR1NTEyeeeCK1tbWceOKJaccyG1KK9Vo1p+JGRHidDTOzQnLffXD55dDaeny7BDfeCLfckk4uMzMbkpqamqivr2fHjh1UVFSwYMECTjvtNCSlHc3MikROxQ1JE4APA3OA5+/9FxF/ladcZmbWV3v2ZG7funt35221tbBs2cBnMjOzIe3IkSM0NjayceNGSktLmT17NtOmTaO0tDTtaGZWZHKdlnIncDfwOuDdwDuBnfkKZWZmfXDeefDoo53bTzwRGhpgwoSBz2RmZkNaW1sb69atY82aNbS1tVFZWcnMmTMpKytLO5qZFalcixsnR8Ttkq6LiKXAUkn+FaCZWVo+9Sn4zGcg4vj20lK46y644op0cpmZ2ZAWEWzbto36+nqam5uZOHEis2fPZtSoUWlHM7Mil2tx42jy322S/hrYCpyUn0jF4eabb047gpkVmz/+MbP455EjnbdddRV85zsDn8nMzCyxd+9eVq1axb59+xgzZgzz589n/Pjxaccysw6K9Vo11+LGZyWNBW4AvgqMAa7vaQdJ04D/ioi5WW2vBD4HlAEtwI0R8asXkXvQW7hwIYsXL2bhwoVpRzGzQlFaCu3tL7wuKYEDB6CqCrZs6dy/qgqeegpGjBi4jGZmNuRt3ryZhoYGmpubKS8v54wzzmDfvn1s3bqVESNG8JKXvISpU6d6sVCzQapYr1UVHYc0Z2+URpJZY2MG8BRwe0S0drvD8ftOo3Nx46XA9ojYKmku8GBETO7pOLW1tbF8+fJcTjmoPProo5x33nn09PmamT2vY2GjOxUVsHIlVFfnP5OZmVkHmzdv5qmnnqKtra3TtqqqKqZPn86wYbn+/tTM0lDo16qSVkREbcf2kl72+0+glkxh4zXAF1/kyc+U9BgwLCK2Js2rgHJJRfkrx49//ONpRzCzQtJTYaOkBG69NbO+xsGDLmyYmVlqGhoauixsjBw5kurqahc2zApAsV6r9lbcqImIt0fE14E3A4v6egJJ1cCPgKsjInsR0jcBKyOi0+RxSe+StFzS8p07C+umLIsXL0YSS5cuBUASkli8eHG6wcyscLW1wfU9zgQ0MzMbEM3NzV22Hz58eICTmFlfFfu1am/TUlZGxILuXvd44My0lD8Ae4HLI6Iua9sc4F7gVRHxTE/HKdRpKZD5w1KoQ33MbID1NC/Zf4+Ymdkg8ctf/rLLAkd5eTkXXXRRConM7MUo5GvVFzstZb6k/cmjCXjJseeS9udw3ueAjcArsoJMAe4B3tFbYcPMbMgo6eav4+7azczMUlBdXU1paelxbaWlpVR7yqSZpazHSXERUdrT9hy0AJcBD0o6APwMuB/4aEQ8kssBVqxYsUvShj8zR1pmSFqTdggz69V4YFfaIRbAAsHzQzgCYmV7+8oeR3WYDR2D4ntqZjBmzJiTTjrppMnDhg0ra21tbdmzZ8+W/fv370k2+7tqVhgK+Vq1sqvGHqel/Dmy75YiaRzwEHAf8BHg6ayur4qIHXkJkTJJy7saLmNmg4u/q2aDn7+nZoXB31WzwlCM39W8LWccEeuBucnzfcA5yaab8nVOMzMzMzMzMxt6PJnbzMzMzMzMzAqaixv59Y20A5hZTvxdNRv8/D01Kwz+rpoVhqL7ruZtzQ0zMzMzMzMzs4HgkRtmZmZmZmZmVtBc3DAzMzMzMzOzgubiRp5J+ryk1ZKelHRPcltcMxtkJL1F0ipJ7ZKK6rZYZoVO0qslNUhaI+mjaecxs84kfUvSDkl/SjuLmXVN0lRJ/19SXfLv3uvSztSfXNzIv4eAuRHxEqAR+FjKecysa38CLgd+k3YQM3uBpFLgX4HXADXA2yTVpJvKzLrwbeDVaYcwsx61AjdERA3wcuAfi+lnqosbeRYRSyKiNXn5e2BKmnnMrGsRUR8RDWnnMLNOzgXWRMTaiGgBvg+8MeVMZtZBRPwG2JN2DjPrXkRsi4iVyfMmoB6YnG6q/uPixsD6O+CBtEOYmZkVkMnApqzXmymif4iZmZmlQdI04KXAH1KO0m+GpR2gGEj6BXBqF5s+ERE/Tfp8gswwoDsHMpuZvSCX76qZmZmZWTGTNAr4EfCBiNifdp7+4uJGP4iIi3vaLulq4HXARRERAxLKzDrp7btqZoPSFmBq1uspSZuZmZn1kaThZAobd0bEj9PO0588LSXPJL0a+DDwhog4lHYeMzOzArMMqJJ0hqQy4G+Ae1POZGZmVnAkCbgdqI+IW9PO099c3Mi/rwGjgYckPS7ptrQDmVlnki6TtBn4C+B+SQ+mncnMIFmU+73Ag2QWPvtBRKxKN5WZdSTpe8DvgGpJmyX9fdqZzKyT84CrgL9Krk0fl/TatEP1F3mWhJmZmZmZmZkVMo/cMDMzMzMzM7OC5uKGmZmZmZmZmRU0FzfMzMzMzMzMrKC5uGFmZmZmZmZmBc3FDTMzMzMzMzMraC5umJmZGZLaklvC/UnSDyVVDIJMF0paOMDnnCbpTwN5TjMzM/vzubhhZmZmAM0RcVZEzAVagHfnspOkYXnMdCHQp+JGnvOYmZnZIOXihpmZmXX0W2CGpNdL+oOkxyT9QtJEAEmLJX1X0iPAd5PRDr+VtDJ5LEz6XShpqaSfSlor6XOSrpT0R0lPSZqe9Jsg6UeSliWP8yRNI1NguT4ZUbKoq35d5cl+I5K+L+mvs15/W9Kbu8vcYd+rJX0t6/V/Sbowef4qSb9L9v2hpFH9+T/AzMzM+sa/3TAzM7PnJSMfXgP8HHgYeHlEhKT/CXwYuCHpWgO8IiKakyksr4yIw5KqgO8BtUm/+cBsYA+wFvhmRJwr6TrgfcAHgC8DX4qIhyWdDjwYEbMl3QYciIgvJNnu6tgvOfZxeTq8pbuBK4D7JZUBFwHXAuohc2+f0Xjgk8DFEXFQ0keADwI35bK/mZmZ9T8XN8zMzAygXNLjyfPfArcD1cDdkk4DyoB1Wf3vzSokDAe+JuksoA2YmdVvWURsA5D0DLAkaX8K+Mvk+cVAjaRj+4zpZiRET/3u7aKwAfAA8GVJI4BXA79JCjJje8jcm5eTKaY8kmQpA37Xh/3NzMysn7m4YWZmZpCsuZHdIOmrwK0RcW8yHWNx1uaDWc+vB7aTGaVRAhzO2nYk63l71ut2Xvh3SAmZESLZ+5FVxCCHfgc7dgZIRmb8GrgEeCvw/RwyH9PK8VN4Rx47JfBQRLytq3OamZnZwPOaG2ZmZtadscCW5Pk7e+m3LSLagauA0j6eZwmZKSoAJKMpAJqA0Tn0683dwN8Ci8hMt8k183rgLEklkqYC5ybtvwfOkzQjyXGCpL6M/DAzM7N+5uKGmZmZdWcx8ENJK4BdPfT7N+Cdkp4AZtHNKIoevB+olfSkpDpeuFPLfcBlxxYU7aFfb5YAFwC/iIiWPmR+hMxUnDrgK8BKgIjYCVwNfE/Sk2SmpMzqyxs2MzOz/qWISDuDmZmZmZmZmdmL5pEbZmZmZmZmZlbQXNwwMzMzMzMzs4Lm4oaZmZmZmZmZFTQXN8zMzMzMzMysoLm4YWZmZmZmZmYFzcUNMzMzMzMzMytoLm6YmZmZmZmZWUH7b5p/vRQh/hsUAAAAAElFTkSuQmCC\n", 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\n" }, "metadata": { "needs_background": "light" @@ -206,36 +230,36 @@ }, { "data": { - "image/png": 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XlpaWjBgxIknS2tqau+++e6njH3300UmSXXfdNT/84Q+TJB0dHTnxxBPzxz/+MaWUFa6lkiS/+c1vOs9/73vfm8985jOdr73zne9Mr169MmDAgPztb3972bk33nhjjj322M7HMxbd08qOecstt+S4445L7969s/nmm+fAAw9cYd2Lu+222zrPf8Mb3pD99tsv48ePz8Ybb5xhw4Z1Pn7S3t6eqVOnZu+9917qOC0tLenbt2/e//73Z/jw4Z3rxyxur732yqc+9amMHDkyRx99dLbccsvMmTMn//zP/5xbbrklvXr1ymOPPbbU92txe+yxR/71X/8106ZNy9FHH53tt99+uf1vuOGGzrVUkuSZZ57JzJkzc8stt3S+1+94xzvymte8ZrnjrCqPzHSDx2fOznMvzsudj83Mt8Y/m9/9eWZenDc/j3fMbnRpAABAN5n+9KyVan8lZsyYkZkzZ+bZZ5/N7Nlr7u+MWmt+8IMfZNKkSZk0aVL+/Oc/d67ZsOGGGy7Rd7311uv8vlevXp3HvXr1yty5c5c6/qI+vXv37uzzhS98IQcccEAmT56ccePGveL7XbyuupoexeiOMbt6vcXfq6Xp06dPfv/73+eYY47Jddddl8MOO+xlfc4888x8+9vfzqxZs7LXXnvl/vvvz5VXXpknnngiEydOzKRJk/KGN7xhhe/98ccfn7Fjx2b99dfP4YcfnhtvvHG5/efPn5/f/va3nT9Pjz32WOcjQ2uCQKQbbLpR32y4bu8l2tbt3Subbdy3QRUBAADdbfNN1l+p9lfiQx/6UL70pS9l5MiROeOMM5Ik/fr1y7PPPtvZZ5999smVV16ZJPnDH/6QP//5z9lhhx1W6jovHfPQQw/NN7/5zc4/+u+8885Xeisr1NHRkS22WDDDZsyYMcusbXF77rlnvv/97ydJrrzyyuyzT9c3tzjwwANzzTXXZMaMGUnSud7Jyo6577775qqrrsq8efPyl7/8ZZlruKyzzjpLnfWyzz77dJ7/xBNP5JZbbsmwYcO6fB+LzJw5Mx0dHTn88MNz/vnn56677npZn4ceeiitra0544wzMnTo0Nx///3p6OjIZpttlnXWWSc33XRTHnnkkSTLf98ffvjhbLPNNjnttNNy5JFHLnMm0CKHHHJIvvnNb3YeT5o0KcmC927Rjkk/+9nP8tRTT630fXeFQKQbvOV1G+S8d7dn/XUWhCLr9emVrx/blm02XXNJFwAAsGadfugOnX8DLLL+Or1z+qErF0KsyOWXX5511lknxx9/fM4888yMHz8+N954Y9ra2tK7d+8MGjQo559/fj7ykY9k/vz5aW1tzbvf/e6MGTNmiZkFXXHAAQdkypQpnQuXfuELX8icOXPS1taWnXfeOV/4whdW670tzWc+85l89rOfzeDBg5eYCfHS2hb3zW9+M5deemna2tpyxRVX5IILLujy9Xbeeed87nOfy3777ZdBgwblU5/61CqNedRRR2X77bfPgAED8r73vS977LHHUvuNGjUqbW1tnYuqLn7+ooVdDzzwwPz7v/973vjGN3b5PhZ59tlnM3z48LS1tWXvvffOeeed97I+3/jGNzJw4MC0tbVlnXXWydvf/vaMHDkyEyZMSGtray6//PLsuOOOSZLXve512WuvvTJw4MCcfvrpS4xz9dVXZ+DAgWlvb8/kyZPzvve9b7m1XXjhhZkwYULa2toyYMCAXHLJJUmSL37xi7nllluy884754c//GG22mqrznMOP/zwTJ8+faXfh6Wx7W43qbXmT08+l789Mzub9eubrV+/YXr1Kg2tCQAAWDkru+3uj+98LF//+QOZ/vSsbL7J+jn90B1W+/ohwNKt7La7FlXtJqWUbLPpRmaFAABAE3nn4C0EIPAq4ZEZAAAAoOkIRAAAAICmIxABAAAAmo5ABAAAAGg6ApFuNHfe/Dz13IuZM29+o0sBAABehebOnZtDDz00995772od95//+Z/z7W9/e7WOCa82ApFu8uDjz+accVMy4qLb8vkfT84Df32m0SUBAACvMn369MkVV1yRz372s5kzZ05n+4UXXpiddtopI0eOzI9//ONMmTJlhWOddNJJufbaa5MkX/7yl/OLX/wif/rTn5bad8yYMZk+ffrquYml2HPPPVf53JfW9oEPfKBL998oG220YOfR6dOn55hjjkmSTJo0Kddff31nn7Fjx+arX/3qarneK3lvl+fmm2/Or3/9687jSy65JJdffvky+7/wwgt529velvb29lx11VUr/TndfPPNGT58+CuqeUVsu9sN/v7cC/nE9ydl8vQFIchV4x/Nbx96Mtecsmc227hvg6sDAABeTTbbbLOMHTt2ibZvfetbueGGG7LlllvmpJNOyvDhwzNgwIAuj9mrV69cffXVy3x9zJgxGThwYDbffPMujzl37tz06dO1PzEX/8N6Zb20tlfLTJfNN9+8M5CaNGlSJkyYkMMPPzxJcsQRR+SII45YLdd5Je/t8tx8883ZaKONOgOXU045Zbn977zzziQL7jVJ3v3ud3dLXa+EGSLdYOqM5zvDkEUe+fusPPzkcw2qCAAAWCPuvjo5f2By9iYL/r172aHDqjrllFPy8MMP5+1vf3v+9V//NWPHjs3pp5+e9vb2PPTQQ5k0aVJ23333tLW15aijjspTTz21UuNfe+21mTBhQkaOHJn29vbMmjUrEydOzH777Zddd901hx56aP7yl78kSfbff/984hOfyJAhQ3LBBRdk//33zyc/+ckMGTIkO+20U8aPH5+jjz4622+/fT7/+c93XmPRrImbb745+++/f4455pjsuOOOGTlyZGqtSZJzzjknQ4cOzcCBAzNq1KjUWpda2/77758JEyYkSb73ve+ltbU1AwcOzBlnnLHE9T73uc9l0KBB2X333fO3v/3tZfc9c+bM/OM//mNaW1vT1taWH/zgB6s05p/+9KfsscceaW1tXeKep06dmoEDB+bFF1/MWWedlauuuqpz9sSYMWNy6qmndvY78MAD09bWloMOOih//vOfkyyY4XPaaadlzz33zDbbbNMZrrzUovf2L3/5S/bdd9+0t7dn4MCBufXWW1/W98wzz8yAAQPS1taWT3/600mScePGZbfddsvgwYPztre9LX/7298yderUXHLJJTn//PPT3t6eW2+9NWeffXbOPffcJAtmLC0a5z3veU8ef/zxnHDCCRk/fnznz+Xin9MvfvGL7LHHHtlll11y7LHHZubMmUmS//3f/82OO+6YXXbZJT/84Q+Xen+rk0CkG6zXZ+lv67LaAQCAHuDuq5NxpyUdjyapC/4dd9pqD0UuueSSbL755rnpppvyuc99LkcccUS+/vWvZ9KkSdl2223zvve9L1/72tdy9913p7W1Nf/yL/+yUuMfc8wxGTJkSK688spMmjQpffr0ycc+9rFce+21mThxYk4++eR87nOf6+z/4osvZsKECfmnf/qnJMm6666bCRMm5JRTTsmRRx6Ziy++OJMnT86YMWMyY8aMl13vzjvvzDe+8Y1MmTIlDz/8cG6//fYkyamnnprx48dn8uTJmTVrVq677rqX1bb++ut3jjN9+vScccYZufHGGzNp0qSMHz8+P/7xj5Mkzz33XHbffffcdddd2XffffNf//VfL6vjS1/6UlpaWnLPPffk7rvvzoEHHrhKY3784x/Phz/84dxzzz1505ve9LLrrLvuujnnnHPy7ne/O5MmTXrZzImPfexjOfHEE3P33Xdn5MiROe200zpf+8tf/pLbbrst1113Xc4888zlfo7/8z//k0MPPTSTJk3KXXfdlfb29iVenzFjRn70ox/l3nvvzd13390Z3uy999757W9/mzvvvDPvec978u///u/p379/TjnllHzyk5/MpEmTss8++ywx1le/+tXceeedufvuu3PJJZdks802y7e//e3ss88+nT+Xizz55JP58pe/nBtuuCF33HFHhgwZkvPOOy+zZ8/OBz/4wYwbNy4TJ07MX//61+Xe3+rgL/RusPXrN8xxw968RNvhrW/Mtptu1KCKAACAbvfLc5I5s5ZsmzNrQfsa0tHRkaeffjr77bdfkuTEE0/MLbfc8orGfOCBBzJ58uQcfPDBaW9vz5e//OVMmzat8/WX/kG/6NGP1tbW7LzzznnTm96U9dZbL9tss00effTRl40/bNiwbLnllunVq1fa29szderUJMlNN92U3XbbLa2trbnxxhtXuLDs+PHjs//++2fTTTdNnz59MnLkyM57X3fddTvXo9h11107r7G4G264IR/96Ec7j1/zmtes0pi33357jjvuuCTJe9/73uXWvDS/+c1vcvzxx3eef9ttt3W+9s53vjO9evXKgAEDljrLZXFDhw7NpZdemrPPPjv33HNP+vXrt8TrLS0t6du3b97//vfnhz/8YTbYYIMkybRp03LooYemtbU1X//617u0oG9bW1tGjhyZ7373uyt8bOq3v/1tpkyZkr322ivt7e257LLL8sgjj+T+++/P1ltvne233z6llJxwwgkrvO4rJRDpBhus2yefOvitueSEXfLR/bfNxccPzlnDB2Tj9ddpdGkAAEB36Zi2cu2vErXW7Lzzzpk0aVImTZqUe+65J7/4xS86X99www2X6L/eeuslWbBOyaLvFx3PnTv3ZeMv3qd3796ZO3duZs+enY985CO59tprc8899+SDH/xgZs+evcr3sM4666SUssQ1XqnljbmofXVb/L1a9GjRsuy777655ZZbssUWW+Skk0562QKoffr0ye9///scc8wxue6663LYYYclWTBD5dRTT80999yT//zP/+zS+/7Tn/40H/3oR3PHHXdk6NChy31/a605+OCDO3+epkyZku985zsrvEZ3EIh0k0379c1hA9+U0w/bMe9o2zxvbFl/xScBAACvXi1brlz7atKvX788++yzCy7V0pLXvOY1netFXHHFFZ2zRVZ1zB122CFPPPFEfvOb3yRJ5syZs9q3AX6pRX+Ev/71r8/MmTOXWC9j8doWN2zYsPzqV7/Kk08+mXnz5uV73/veSt37wQcfnIsvvrjz+KmnnlqlMffaa698//vfT5JceeWVS+2zrHtIFuwSs/j5L308paseeeSRvOENb8gHP/jBfOADH8gdd9yxxOszZ85MR0dHDj/88Jx//vm56667kiyYZbTFFlskSS677LIV1jx//vw8+uijOeCAA/K1r30tHR0dnWuCLM3uu++e22+/PQ8++GCSBY8e/eEPf8iOO+6YqVOn5qGHHkqyYO2W7rbWByKllJ1KKZeUUq4tpXy40fUAAAAs1UFnJeu85H+ErrP+gvZu9J73vCdf//rXM3jw4Dz00EO57LLLcvrpp6etrS2TJk3KWWet/PVPOumknHLKKWlvb8+8efNy7bXX5owzzsigQYPS3t7ebTuZLLLJJpvkgx/8YAYOHJhDDz00Q4cOXWpts2b9v0eU3vSmN+WrX/1qDjjggAwaNCi77rprjjzyyC5f8/Of/3yeeuqpDBw4MIMGDcpNN920SmNecMEFufjii9Pa2prHHntsqX0OOOCATJkypXNR1cV985vfzKWXXpq2trZcccUVueCCC7p8D4u7+eabM2jQoAwePDhXXXVVPv7xjy/x+rPPPpvhw4enra0te++9d84777wkydlnn51jjz02u+66a17/+td39h8xYkR+9KMfdS6qusi8efNywgknpLW1NYMHD85pp52WTTbZZJl1bbrpphkzZkyOO+64tLW1ZY899sj999+fvn37ZvTo0XnHO96RXXbZJZtttlnnORMmTMgHPvCBVXoflqesaJrNKxq8lP9OMjzJ47XWgYu1H5bkgiS9k3y71rrCDZdLKb2SXF5rXeGDREOGDKmLVq8FAABYVffdd1922mmnrp9w99UL1gzpmLZgZshBZyVt/9B9BQKdlvb7WkqZWGsdsrT+XdsketWNSXJRks6HlUopvZNcnOTgJNOSjC+ljM2CcOQrLzn/5Frr46WUI5J8OMkV3VwvAADAqmv7BwEIvEp0ayBSa72llNL/Jc3DkjxYa304SUop309yZK31K1kwm2Rp44xNMraU8tMk/9ONJQMAAABNoLtniCzNFkkW32tpWpLdltW5lLJ/kqOTrJfk+uX0G5VkVJJstdVWq6FMAAAAoKdqRCCyUmqtNye5uQv9RicZnSxYQ6R7qwIAAABezRqxy8xjSd682PGWC9sAAAAA1ohGBCLjk2xfStm6lLJukvckGduAOrrdX5+ZlXse68j0p2etuDMAAACwxnRrIFJK+V6S3yTZoZQyrZTy/lrr3CSnJvl5kvuSXF1rvXc1XW9EKWV0R0fH6hjuFfntQzNyxDdvz4hv3pYR37wtv3rgiXTnFscAAEDPM3fu3Bx66KG5997V8ifTUp1wwgm54YYbum18WFt1ayBSaz2u1vqmWus6tdYta63fWdh+fa31rbXWbWut/7oarzeu1jqqpaVldQ25SqY99XxOuXJiHn/2hSTJjOdezIevnJipM55vaF0AAMCrS58+fXLFFVfks5/9bObMmbPC/mPGjMn06dNX2G///ffPhAkTkiSjR4/OBRdckKeffnqpfb/xjW/k+ee752+Z6dOn55hjjlnl819a2+GHH77M+2i0qVOnZuDAgUmSCRMm5LTTTkuS3Hzzzfn1r3/d2e+SSy7J5Zdf/oqv90rf2+X58Y9/nClTpnQen3XWWcsN1Z544onstttuGTx4cG699daV/pzGjBmTU0899ZWUvFSNeGSmx/tLx6w8/fyS/7F6/sV5mf6UQAQAAFg5m222WcaOHZt11llnhX27GogsboMNNsi4ceOyySabLPX1VQlE5s2b16V+m2++ea699tqVGntxL63t+uuvX+Z9rE2GDBmSCy+8MMnLA5FTTjkl73vf+17xNV7pe7s8Lw1EzjnnnLztbW9bZv9f/vKXaW1tzZ133pl99tlnrfmcBCLd4LUbrJf1+iz51vbuVfK6jdZrUEUAAMCa8NOHf5pDrj0kbZe15ZBrD8lPH/5pt1znS1/6UnbYYYfsvffeOe6443Luuefm2muvzYQJEzJy5Mi0t7dn1qxZ+eUvf5nBgwentbU1J598cl544YWVus6FF16Y6dOn54ADDsgBBxyQJPnFL36RPfbYI7vsskuOPfbYzJw5M0nSv3//nHHGGdlll11yzTXXpH///vnsZz+b9vb2DBkyJHfccUcOPfTQbLvttrnkkkuSLDlrYsyYMTn66KNz2GGHZfvtt89nPvOZzjo+/OEPZ8iQIdl5553zxS9+cZm19e/fP08++WSS5LzzzsvAgQMzcODAfOMb3+i83k477ZQPfvCD2XnnnXPIIYdk1qyXr/n4t7/9LUcddVQGDRqUQYMGdQYWKzvmxIkTO8e4+OKLO8e/+eabM3z48EydOjWXXHJJzj///LS3t+fWW2/N2WefnXPPPTdJMmnSpOy+++5pa2vLUUcdlaeeeirJghk+Z5xxRoYNG5a3vvWtufXWW192D4u/t/fee2+GDRuW9vb2tLW15Y9//OMSfefNm5eTTjopAwcOTGtra84///wkyX/9139l6NChGTRoUN71rnfl+eefz69//euMHTs2p59+etrb2/PQQw/lpJNO6gxfzjzzzAwYMCBtbW359Kc/nUmTJuUzn/lMfvKTn3T+XC7+OX33u9/trO1DH/pQZ5h26aWX5q1vfWuGDRuW22+/fSk/natBrbXHfCUZkWT0dtttVxtp7rz59erxf65bn3ldfcsZ19X+Z15XL73t4frCnLkNrQsAAFg5U6ZM6XLf6x66rg65YkgdOGZg59eQK4bU6x66brXW9Pvf/74OGjSozpo1qz7zzDN1u+22q1//+tdrrbXut99+dfz48bXWWmfNmlW33HLL+sADD9Raa33ve99bzz///Jf1W5G3vOUt9Yknnqi11vrEE0/UffbZp86cObPWWutXv/rV+i//8i+d/b72ta8tcd63vvWtWmutn/jEJ2pra2t95pln6uOPP14322yzWmutf/rTn+rOO+9ca6310ksvrVtvvXV9+umn66xZs+pWW21V//znP9daa50xY0attda5c+fW/fbbr951110vq23x4wkTJtSBAwfWmTNn1meffbYOGDCg3nHHHfVPf/pT7d27d73zzjtrrbUee+yx9YorrnjZPf/DP/xD53s1d+7c+vTTT6/SmK2trfVXv/pVrbXWT3/60533etNNN9V3vOMdtdZav/jFL3Z+fi89bm1trTfffHOttdYvfOEL9eMf/3itdcHn96lPfarWWutPf/rTetBBB73sHhZ/b0899dT63e9+t9Za6wsvvFCff/75JfpOmDChvu1tb+s8fuqpp2qttT755JOdbZ/73OfqhRdeWGut9cQTT6zXXHNN52uLjp988sn61re+tc6fP3+JcS699NL60Y9+tLP/os9pypQpdfjw4fXFF1+stdb64Q9/uF522WV1+vTp9c1vfnN9/PHH6wsvvFD33HPPJc5flqX9viaZUJeRIfSoGSJ1LVlDpHevkiPbN8+4j+2db79vSMaeulfeM2yrrNund0PrAgAAus8Fd1yQ2fNmL9E2e97sXHDHBav1OrfffnuOPPLI9O3bN/369cuIESOW2u+BBx7I1ltvnbe+9a1JkhNPPDG33HLLK7r2b3/720yZMiV77bVX2tvbc9lll+WRRx7pfP3d7373Ev2POOKIJElra2t222239OvXL5tuumnWW2+9pa4hcdBBB6WlpSV9+/bNgAEDOse++uqrs8suu2Tw4MG59957l3hcY2luu+22HHXUUdlwww2z0UYb5eijj+6cRbH11lunvb09SbLrrrtm6tSpLzv/xhtvzIc//OEkSe/evdPS0rLSYz799NN5+umns++++yZJ3vve9y635pfq6OjI008/nf322y/Jyz+/o48+ern3sLg99tgj//Zv/5avfe1reeSRR7L++usv8fo222yThx9+OB/72Mfyv//7v9l4442TJJMnT84+++yT1tbWXHnllStc3HfRZ/f+978/P/zhD7PBBhsst/8vf/nLTJw4MUOHDk17e3t++ctf5uGHH87vfve77L///tl0002z7rrrvuznanXpUYHI2mTdPr2z8+YteduAN6R1i03Sdx1hCAAA9GR/fe6vK9X+alRrzcEHH5xJkyZl0qRJmTJlSr7zne90vr7hhhsu0X+99RYsG9CrV6/O7xcdz50792XjL96nd+/emTt3bv70pz/l3HPPzS9/+cvcfffdecc73pHZs2e/7NyuWto1XqnuGLOr1+zK9Y4//viMHTs266+/fg4//PDceOONS7z+mte8JnfddVf233//XHLJJfnABz6QJDnppJNy0UUX5Z577skXv/jFFb7vffr0ye9///scc8wxue6663LYYYctt3+tNSeeeGLnz9MDDzyQs88+ewV3vvoIRAAAAFaDN274xpVqX1V77bVXxo0bl9mzZ2fmzJm57rrrOl/r169fnn322STJDjvskKlTp+bBBx9MklxxxRWdsw1WxuJj7r777rn99ts7x3zuuefyhz/84ZXe0nI988wz2XDDDdPS0pK//e1v+dnPfrbU2ha3zz775Mc//nGef/75PPfcc/nRj36UffbZp8vXPOigg/If//EfSRasr9HR0bHSY26yySbZZJNNcttttyVJrrzyyqX2W9Y9tLS05DWveU3nLJRV/fyS5OGHH84222yT0047LUceeWTuvvvuJV5/8sknM3/+/LzrXe/Kl7/85dxxxx1JkmeffTZvetObMmfOnCXqX1bNM2fOTEdHRw4//PCcf/75ueuuu5Zb10EHHZRrr702jz/+eJLk73//ex555JHstttu+dWvfpUZM2Zkzpw5ueaaa1bpvldEIAIAALAafHyXj6dv775LtPXt3Tcf3+Xjq/U6Q4cOzRFHHJG2tra8/e1vT2traxYtG3DSSSfllFNOSXt7e2qtufTSS3PsscemtbU1vXr1yimnnLLS1xs1alQOO+ywHHDAAdl0000zZsyYHHfccWlra8see+yR+++/f7Xe30sNGjQogwcPzo477pjjjz8+e+2111JrW9wuu+ySk046KcOGDctuu+2WD3zgAxk8eHCXr3nBBRfkpptuSmtra3bddddMmTJllca89NJL89GPfrTz81iaESNG5Ec/+lHnoqqLu+yyy3L66aenra0tkyZNyllnndXle1jc1VdfnYEDB6a9vT2TJ09+2S42jz32WPbff/+0t7fnhBNOyFe+8pUkCxbv3W233bLXXntlxx137Oz/nve8J1//+tczePDgPPTQQ53tzz77bIYPH562trbsvffeOe+885Zb14ABA/LlL385hxxySNra2nLwwQfnL3/5S970pjfl7LPPzh577JG99torO+20U+c5Y8eOXeX34aXKsj6UV6NSyogkI7bbbrsPvnTVXAAAgJV13333LfHH2Ir89OGf5oI7Lshfn/tr3rjhG/PxXT6ed2zzjtVe18yZM7PRRhvl+eefz7777pvRo0dnl112We3XgVeTpf2+llIm1lqHLK1/nzVS1RpSax2XZNyQIUM+2OhaAACA5vOObd7RLQHIS40aNSpTpkzJ7Nmzc+KJJwpDYBX0qEAEAACgGfzP//xPo0uAVz1riAAAACxHT1pmAHqqVfk9FYgAAAAsQ9++fTNjxgyhCKzFaq2ZMWNG+vbtu+LOi/HIDAAAwDJsueWWmTZtWp544olGlwIsR9++fbPllluu1Dk9KhBZbJeZRpcCAAD0AOuss0623nrrRpcBdIMe9chMrXVcrXXUoj24G+25F+bmsaeez8zZcxpdCgAAALCYHjVDZG0yZXpH/u36+/Prh57MLm95Tc4aPiBtW27S6LIAAACA9LAZImuLx5+ZnQ99d2Jue/DJzK/JhKlP5eQx4/PYU7MaXRoAAAAQgUi3+PPfn8+jf18y/Hhy5ot5ZMZzDaoIAAAAWJxApBtstF6f9Covb+/X1xNKAAAAsDYQiHSDrV+/YU47aPsl2k7ea+tsu+lGDaoIAAAAWJwpC91gvXV65+S9+mdo/9fmsadnZfOWvhm4RUs2WM/bDQAAAGuDHvUXeillRJIR2223XaNLycbrr5u9tnt9o8sAAAAAlqJHPTJTax1Xax3V0tLS6FLywpx5mfxYR35x719z97SnM2vO3EaXBAAAACzUo2aIrC3mza/58aTp+eLYydlik/Uz/enZOf3QHXLC7ltl3T69G10eAAAAND2BSDeY+uRzeXzaw7l+v8fyuhnj8/e2wfm/v/fNQ0+8Lju9aeNGlwcAAABNTyDSDea/8GxOev7S9LvrR0mSlnw/J2x1YB574YIkAhEAAABotB61hsjaYsv509Pvjz9aom2DP9+YLec91qCKAAAAgMUJRLrB+r3rUtv79p6/hisBAAAAlkYg0h1eu22y1R5Ltm02IOX12zemHgAAAGAJPWoNkVLKiCQjtttuu8YWssFrkiMvTu76XvKH/022OTAZfEKy0WaNrQsAAABIkpRal/54x6vZkCFD6oQJExpdxgKzOpK+GyelNLoSAAAAaCqllIm11iFLe61HzRBZq8x4KJn8g+SB65NtD0oGvSfxyAwAAACsFQQi3WHWU8nY05JHbltwPP3O5A8/T977o2SjTRtbGwAAAGBR1W4x4+H/F4Ys8rd7khl/bEw9AAAAwBIEIt2hV++lt5dltAMAAABrlECkO7x222TAUUu2bbO/NUQAAABgLWENke7Qt19y6JeT7d+W/OmWZKs9FiysusFrG10ZAAAAEIFI92nZMhl8woIvAAAAYK3ikRkAAACg6QhEAAAAgKYjEAEAAACaTo8KREopI0opozs6OhpdCgAAALAW61GBSK11XK11VEtLS6NLAQAAANZiPSoQAQAAAOgKgQgAAADQdAQiAAAAQNMRiAAAAABNRyACAAAANB2BCAAAANB0BCIAAABA0xGIAAAAAE1HIAIAAAA0HYEIAAAA0HQEIgAAAEDTEYgAAAAATUcgAgAAADSdHhWIlFJGlFJGd3R0NLoUAAAAYC3WowKRWuu4WuuolpaWRpcCAAAArMV6VCACAAAA0BUCEQAAAKDpCEQAAACApiMQAQAAAJqOQAQAAABoOgIRAAAAoOkIRAAAAICmIxABAAAAmo5ABAAAAGg6AhEAAACg6QhEAAAAgKYjEAEAAACajkAEAAAAaDoCEQAAAKDpCEQAAACApiMQAQAAAJqOQAQAAABoOgIRAAAAoOkIRAAAAICmIxABAAAAmo5ABAAAAGg6AhEAAACg6bwqApFSyoallAmllOGNrgUAAAB49evWQKSU8t+llMdLKZNf0n5YKeWBUsqDpZQzuzDUGUmu7p4qAQAAgGbTp5vHH5PkoiSXL2oopfROcnGSg5NMSzK+lDI2Se8kX3nJ+ScnGZRkSpK+3VwrAAAA0CS6NRCptd5SSun/kuZhSR6stT6cJKWU7yc5stb6lSQveySmlLJ/kg2TDEgyq5Ryfa11/lL6jUoyKkm22mqr1XgXAAAAQE/T3TNElmaLJI8udjwtyW7L6lxr/VySlFJOSvLk0sKQhf1GJxmdJEOGDKmrq1gAAACg52lEILJKaq1jGl0DAAAA0DM0YpeZx5K8ebHjLRe2AQAAAKwRjQhExifZvpSydSll3STvSTK2AXUAAAAATaq7t939XpLfJNmhlDKtlPL+WuvcJKcm+XmS+5JcXWu9dzVdb0QpZXRHR8fqGA4AAADooUqtPW/90SFDhtQJEyY0ugwAAACggUopE2utQ5b2WiMemQEAAABoKIEIAAAA0HR6VCBiDREAAACgK3pUIFJrHVdrHdXS0tLoUgAAAIC1WI8KRAAAAAC6QiACAAAANB2BCAAAANB0elQgYlFVAAAAoCt6VCBiUVUAAACgK3pUIAIAAADQFX0aXUBP9uTMF/LkzBfy2g3XzWb9+ja6HAAAAGAhgUg3mTD17/mna+7KIzOezxabrJ9zj23LHtu+vtFlAQAAAPHITLeY/vSsnPLdiXlkxvNJkseenpVRl0/MIzOea3BlAAAAQNLDApG1ZZeZ6U/PypMzX1yi7dkX5mba359vUEUAAADA4npUILK27DLTssE6Wbf3km9tr5K8ZsP1GlQRAAAAsLgeFYisLbZ+3Yb5wvCdlmg7/dAdsu2mGzaoIgAAAGBxFlXtBn1698qxQ96cti03yWNPz8qbWvrmrW/ol/XW6d3o0gAAAIAIRLpN33V6Z9CbN8mgN2/S6FIAAACAl/DIDAAAANB0BCIAAABA0xGIAAAAAE2nRwUipZQRpZTRHR0djS4FAAAAWIv1qECk1jqu1jqqpaWl0aUAAAAAa7EeFYgAAAAAdIVABAAAAGg6AhEAAACg6QhEAAAAgKYjEAEAAACajkAEAAAAaDo9KhAppYwopYzu6OhodCkAAADAWqxHBSK11nG11lEtLS2NLgUAAABYi/WoQAQAAACgKwQiAAAAQNMRiAAAAABNRyACAAAANB2BCAAAANB0BCIAAABA0xGIAAAAAE1HIAIAAAA0HYEIAAAA0HQEIgAAAEDT6VGBSCllRClldEdHR6NLAQAAANZiPSoQqbWOq7WOamlpaXQpAAAAwFqsRwUiAAAAAF0hEAEAAACajkAEAAAAaDoCEQAAAKDpCEQAAACApiMQAQAAAJqOQAQAAABoOgIRAAAAoOkIRAAAAICmIxABAAAAmo5ABAAAAGg6AhEAAACg6QhEAAAAgKbTowKRUsqIUsrojo6ORpcCAAAArMV6VCBSax1Xax3V0tLS6FIAAACAtViPCkQAAAAAukIgAgAAADQdgQgAAADQdAQiAAAAQNMRiAAAAABNRyACAAAANB2BCAAAANB0BCIAAABA0xGIAAAAAE1HIAIAAAA0HYEIAAAA0HQEIgAAAEDTEYgAAAAATUcgAgAAADQdgQgAAADQdAQiAAAAQNMRiAAAAABNRyACAAAANB2BCAAAANB0BCIAAABA0xGIAAAAAE1HIAIAAAA0nbU+ECml7F9KubWUckkpZf9G1wMAAAC8+nVrIFJK+e9SyuOllMkvaT+slPJAKeXBUsqZKximJpmZpG+Sad1VKwAAANA8+nTz+GOSXJTk8kUNpZTeSS5OcnAWBBzjSyljk/RO8pWXnH9ykltrrb8qpbwhyXlJRnZzzQAAAEAP162BSK31llJK/5c0D0vyYK314SQppXw/yZG11q8kGb6c4Z5Kst6yXiyljEoyKkm22mqrV1I2AAAA0MM1Yg2RLZI8utjxtIVtS1VKObqU8p9JrsiC2SZLVWsdXWsdUmsdsummm662YgEAAICep7sfmXnFaq0/TPLDRtcBAAAA9ByNmCHyWJI3L3a85cI2AAAAgDWiEYHI+CTbl1K2LqWsm+Q9ScY2oA4AAACgSXX3trvfS/KbJDuUUqaVUt5fa52b5NQkP09yX5Kra633rqbrjSiljO7o6FgdwwEAAAA9VKm1NrqG1W7IkCF1woQJjS4DAAAAaKBSysRa65ClvdaIR2YAAAAAGkogAgAAADSdHhWIWEMEAAAA6IoeFYjUWsfVWke1tLQ0uhQAAABgLdajAhEAAACArhCIAAAAAE1HIAIAAAA0nR4ViFhUFQAAAOiKHhWIWFQVAAAA6IoeFYgAAAAAdIVABAAAAGg6AhEAAACg6QhEAAAAgKbTowIRu8wAAAAAXdGjAhG7zAAAAABd0WdFHUopmyR5X5L+i/evtZ7WbVUBAAAAdKMVBiJJrk/y2yT3JJnfveUAAAAAdL+uBCJ9a62f6vZKAAAAANaQrqwhckUp5YOllDeVUl676KvbKwMAAADoJl2ZIfJikq8n+VySurCtJtmmu4oCAAAA6E5dCUT+Kcl2tdYnu7sYAAAAgDWhK4/MPJjk+e4uZHUopYwopYzu6OhodCkAAADAWqwrM0SeSzKplHJTkhcWNa6N2+7WWsclGTdkyJAPNroWAAAAYO3VlUDkxwu/AAAAAHqE5QYipZTeSU6qtR6whuoBAAAA6HbLXUOk1jovyfxSSssaqgcAAACg23XlkZmZSe4ppfxfFqwnkmTtXEMEAAAAoCu6Eoj8cOEXAAAAQI+wwkCk1npZKWXdJG9d2PRArXVO95YFAAAA0H2Wu4ZIkpRS9k/yxyQXJ/lWkj+UUvbt3rJWTSllRClldEdHR6NLAQAAANZiKwxEkvx/SQ6pte5Xa903yaFJzu/eslZNrXVcrXVUS4s1YAEAAIBl60ogsk6t9YFFB7XWPyRZp/tKAgAAAOheXVlUdUIp5dtJvrvweGSSCd1XEgAAAED36kog8uEkH02yaJvdW7NgLREAAACAV6Wu7DLzQpLzFn4BAAAAvOqtMBAppeyV5Owkb1m8f611m+4rCwAAAKD7dOWRme8k+WSSiUnmdW85AAAAAN2vK4FIR631Z91eCQAAAMAa0pVA5KZSyteT/DDJC4saa613dFtVAAAAAN2oK4HIbgv/HbJYW01y4OovBwAAAKD7dWWXmQPWRCGrQyllRJIR2223XaNLAQAAANZivRpdwOpUax1Xax3V0tLS6FIAAACAtViPCkQAAAAAumKFgUgpZb2utAEAAAC8WnRlhshvutgGAAAA8KqwzEVVSylvTLJFkvVLKYOTlIUvbZxkgzVQGwAAAEC3WN4uM4cmOSnJlknOW6z92ST/3I01AQAAAHSrZQYitdbLklxWSnlXrfUHa7AmAAAAgG61vBkii1xXSjk+Sf/F+9daz+muogAAAAC6U1cCkZ8k6UgyMckL3VsOAAAAQPfrSiCyZa31sG6vBAAAAGAN6cq2u78upbR2eyUAAAAAa0hXZojsneSkUsqfsuCRmZKk1lrburUyAAAAgG7SlUDk7d1eBQAAAMAatMJHZmqtjyR5c5IDF37/fFfOAwAAAFhbrTDYKKV8MckZST67sGmdJN/tzqIAAAAAulNXZnocleSIJM8lSa11epJ+3VnUqiqljCiljO7o6Gh0KQAAAMBarCuByIu11pqkJkkpZcPuLWnV1VrH1VpHtbS0NLoUAAAAYC3WlUDk6lLKfybZpJTywSQ3JPmv7i0LAAAAoPuscJeZWuu5pZSDkzyTZIckZ9Va/6/bKwMAAADoJl3ZdjcLAxAhCAAAANAjLDMQKaXcVmvdu5TybBauH7LopSS11rpxt1cHAAAA0A2WGYjUWvde+O9auaMMAAAAwKpa3gyR1y7vxFrr31d/OQAAAADdb3lriEzMgkdlSpKtkjy18PtNkvw5ydbdXRwAAABAd1jmtru11q1rrdtkwTa7I2qtr6+1vi7J8CS/WFMFAgAAAKxuywxEFrN7rfX6RQe11p8l2bP7SgIAAADoXl3Zdnd6KeXzSb678HhkkundVxIAAABA9+rKDJHjkmya5EcLvzZb2AYAAADwqrTCGSILd5P5+BqoBQAAAGCNWGEgUkrZNMlnkuycpO+i9lrrgd1YFwAAAEC36cojM1cmuT8Lttn9lyRTk4zvxpoAAAAAulVXApHX1Vq/k2ROrfVXtdaTk5gdAgAAALxqdWWXmTkL//1LKeUdWbDDzGu7ryQAAACA7tWVQOTLpZSWJP+U5JtJNk7yyW6tCgAAAKAbLTcQKaX0TrJ9rfW6JB1JDlgjVQEAAAB0o+WuIVJrnZfkuDVUCwAAAMAa0ZVHZm4vpVyU5Kokzy1qrLXe0W1VAQAAAHSjrgQi7Qv/PWextho7zQAAAACvUisMRGqt1g0BAAAAepQVBiKllE8tpbkjycRa66TVXtHLr98ryZeyYHebCbXWy7r7mgAAAEDPttxFVRcakuSUJFss/PpQksOS/Fcp5TPLO7GU8t+llMdLKZNf0n5YKeWBUsqDpZQzV3D9I5NsmWROkmldqBcAAABgubqyhsiWSXaptc5MklLKF5P8NMm+SSYm+fflnDsmyUVJLl/UsHAr34uTHJwFAcf4UsrYJL2TfOUl55+cZIckv661/mcp5dokv+xCzQAAAADL1JVAZLMkLyx2PCfJG2qts0opLyzjnCRJrfWWUkr/lzQPS/JgrfXhJCmlfD/JkbXWryQZ/tIxSinTkry48HDesq5VShmVZFSSbLXVVsu9IQAAAKC5dSUQuTLJ70opP1l4PCLJ/5RSNkwyZRWuuUWSRxc7npZkt+X0/2GSb5ZS9klyy7I61VpHJxmdJEOGDKmrUBcAAADQJLqyy8yXSik/S7LXwqZTaq0TFn4/stsq+3/Xfz7J+7v7OgAAAEDz6MoMkSwMQCassGPXPJbkzYsdb7mwDQAAAGCN6MouM6vb+CTbl1K2LqWsm+Q9ScaujoFLKSNKKaM7OjpWx3AAAABAD9WtgUgp5XtJfpNkh1LKtFLK+2utc5OcmuTnSe5LcnWt9d7Vcb1a67ha66iWlpbVMRwAAADQQ3XpkZlVVWs9bhnt1ye5vjuvDQAAALAsjXhkBgAAAKChBCIAAABA0+lRgYhFVQEAAICu6FGBiEVVAQAAgK7oUYEIAAAAQFcIRAAAAICmIxABAAAAmk6PCkQsqgoAAAB0RY8KRCyqCgAAAHRFjwpEAAAAALpCIAIAAAA0HYEIAAAA0HQEIgAAAEDT6VGBiF1mAAAAgK7oUYGIXWYAAACAruhRgQgAAABAVwhEAAAAgKYjEAEAAACajkAEAAAAaDoCEQAAAKDp9KhAxLa7AAAAQFf0qEDEtrsAAABAV/SoQAQAAACgKwQiAAAAQNMRiAAAAABNRyACAAAANB2BCAAAANB0BCIAAABA0xGIAAAAAE2nRwUipZQRpZTRHR0djS4FAAAAWIv1qECk1jqu1jqqpaWl0aUAAAAAa7EeFYgAAAAAdIVABAAAAGg6AhEAAACg6QhEAAAAgKYjEAEAAACajkAEAAAAaDoCEQAAAKDpCEQAAACApiMQAQAAAJpOjwpESikjSimjOzo6Gl0KAAAAsBbrUYFIrXVcrXVUS0tLo0sBAAAA1mI9KhABAAAA6AqBCAAAANB0BCIAAABA0xGIAAAAAE1HIAIAAAA0HYEIAAAA0HQEIgAAAEDTEYgAAAAATUcgAgAAADQdgQgAAADQdAQiAAAAQNMRiAAAAABNRyACAAAANB2BCAAAANB0elQgUkoZUUoZ3dHR0ehSAAAAgLVYjwpEaq3jaq2jWlpaGl0KAAAAsBbrUYEIAAAAQFcIRAAAAICmIxABAAAAmo5ABAAAAGg6AhEAAACg6QhEAAAAgKYjEAEAAACajkAEAAAAaDoCEQAAAKDpCEQAAACApiMQAQAAAJqOQAQAAABoOgIRAAAAoOkIRAAAAICmIxABAAAAmo5ABAAAAGg6AhEAAACg6QhEAAAAgKYjEAEAAACajkAEAAAAaDoCEQAAAKDpCEQAAACAptOn0QWsSCllnyQjs6DWAbXWPRtcEgAAAPAq160zREop/11KebyUMvkl7YeVUh4opTxYSjlzeWPUWm+ttZ6S5Lokl3VnvQAAAEBz6O4ZImOSXJTk8kUNpZTeSS5OcnCSaUnGl1LGJumd5CsvOf/kWuvjC78/Psn7u7leAAAAoAl0ayBSa72llNL/Jc3DkjxYa304SUop309yZK31K0mGL22cUspWSTpqrc8u61qllFFJRiXJVltttRqqBwAAAHqqRiyqukWSRxc7nrawbXnen+TS5XWotY6utQ6ptQ7ZdNNNX2GJAAAAQE+21i+qmiS11i82ugYAAACg52jEDJHHkrx5seMtF7YBAAAArBGNCETGJ9m+lLJ1KWXdJO9JMnZ1DFxKGVFKGd3R0bE6hgMAAAB6qO7edvd7SX6TZIdSyrRSyvtrrXOTnJrk50nuS3J1rfXe1XG9Wuu4WuuolpaW1TEcAAAA0EN19y4zxy2j/fok13fntQEAAACWpRGPzAAAAAA0lEAEAAAAaDo9KhCxqCoAAADQFT0qELGoKgAAANAVPSoQAQAAAOgKgQgAAADQdAQiAAAAQNPpUYGIRVUBAACAruhRgYhFVQEAAICu6FGBCAAAAEBXCEQAAACApiMQAQAAAJqOQAQAAABoOj0qELHLDAAAANAVPSoQscsMAAAA0BU9KhABAAAA6AqBCAAAANB0BCIAAABA0xGIAAAAAE1HIAIAAAA0nR4ViNh2FwAAAOiKHhWI2HYXAAAA6IoeFYgAAAAAdIVABAAAAGg6AhEAAACg6QhEAAAAgKYjEAEAAACajkAEAAAAaDoCEQAAAKDp9KhApJQyopQyuqOjo9GlAAAAAGuxHhWI1FrH1VpHtbS0NLoUAAAAYC3WowIRAAAAgK4QiAAAAABNRyACAAAANB2BCAAAANB0BCIAAABA0xGIAAAAAE1HIAIAAAA0HYEIAAAA0HQEIgAAAEDT6VGBSCllRClldEdHR6NLAQAAANZiPSoQqbWOq7WOamlpaXQpAAAAwFqsRwUiAAAAAF0hEAEAAACajkAEAAAAaDoCEQAAAKDpCEQAAACApiMQAQAAAJqOQAQAAABoOgIRAAAAoOkIRAAAAICmIxABAAAAmo5ABAAAAGg6AhEAAACg6QhEAAAAgKYjEAEAAACaTo8KREopI0opozs6OhpdCgAAALAW61GBSK11XK11VEtLS6NLAQAAANZiPSoQAQAAAOgKgQgAAADQdAQiAAAAQNMRiAAAAABNRyACAAAANB2BCAAAANB0BCIAAABA0xGIAAAAAE1HIAIAAAA0HYEIAAAA0HQEIgAAAEDTEYgAAAAATUcgAgAAADQdgQgAAADQdAQiAAAAQNMRiAAAAABNRyACAAAANB2BCAAAANB0BCIAAABA0xGIAAAAAE1HIAIAAAA0HYEIAAAA0HT6NLqAFSmlbJXkwiR/T/KHWutXG1wSAAAA8CrXrTNESin/XUp5vJQy+SXth5VSHiilPFhKOXMFw7QmubbWenKSwd1WLAAAANA0unuGyJgkFyW5fFFDKaV3kouTHJxkWpLxpZSxSXon+cpLzj85yW+TXFtKOTnJFd1cLwAAANAEujUQqbXeUkrp/5LmYUkerLU+nCSllO8nObLW+pUkw186Rinl00m+uHCsa5NcurRrlVJGJRmVJFtttdXquwkAAACgx2nEoqpbJHl0seNpC9uW5X+TnFZKuSTJ1GV1qrWOrrUOqbUO2XTTTVdLoQAAAEDPtNYvqlprnZzkmEbXAQAAAPQcjZgh8liSNy92vOXCNgAAAIA1ohGByPgk25dSti6lrJvkPUnGro6BSykjSimjOzo6VsdwAAAAQA/V3dvufi/Jb5LsUEqZVkp5f611bpJTk/w8yX1Jrq613rs6rldrHVdrHdXS0rI6hgMAAAB6qO7eZea4ZbRfn+T67rw2AAAAwLI04pEZAAAAgIYSiAAAAABNp0cFIhZVBQAAALqiRwUiFlUFAAAAuqJHBSIAAAAAXSEQAQAAAJqOQAQAAABoOj0qELGoKgAAANAVPSoQsagqAAAA0BU9KhABAAAA6AqBCAAAANB0BCIAAABA0xGIAAAAAE2nRwUidpkBAAAAuqJHBSJ2mQEAAAC6okcFIgAAAABdIRABAAAAmo5ABAAAAGg6AhEAAACg6QhEAAAAgKbTowIR2+4CAAAAXdGjAhHb7gIAAABd0aMCEQAAAICuEIgAAAAATUcgAgAAADQdgQgAAADQdAQiAAAAQNMRiAAAAABNRyACAAAANJ0eFYiUUkaUUkZ3dHQ0uhQAAABgLdajApFa67ha66iWlpZGlwIAAACsxXpUIAIAAADQFQIRAAAAoOkIRAAAAICmIxABAAAAmk6fRhcAAAAArF7z5s/LPU/ek/975P8yb/68HNL/kLRu2pp1eq3T6NLWGgIRAAAA6GHufvLunPy/J2dunZsk+d4D38t3DvlOhrxxSIMrW3t4ZAYAAAB6mHEPjusMQ5Jkfp2fqx64qoEVrX0EIgAAANDDzJ43+2VtL8x9oQGVrL0EIgAAANDDHLndkS9r+4cd/6EBlay9etQaIqWUEUlGbLfddo0uBQAAABqmfdP2jD54dK6YckXmzp+b9w54b4a8wfohiyu11kbXsNoNGTKkTpgwodFlAAAAQEPNnb9gHZE+vXrUfIguK6VMrLUuNQlqzncEAAAAmkCzBiFdYQ0RAAAAoOkIRAAAAICmIxABAAAAmo5ABAAAAGg6AhEAAACg6QhEAAAAgKYjEAEAAACajkAEAAAAaDoCEQAAAKDpCEQAAACApiMQAQAAAJqOQAQAAABoOgIRAAAAoOn0qECklDKilDK6o6Oj0aUAAAAAa7EeFYjUWsfVWke1tLQ0uhQAAABgLdajAhEAAACArhCIAAAAAE1HIAIAAAA0HYEIAAAA0HQEIgAAAEDTEYgAAAAATafUWhtdw2pXSnkiySONrgMAXqVen+TJRhcBALAavKXWuunSXuiRgQgAsOpKKRNqrUMaXQcAQHfyyAwAAADQdAQiAAAAQNMRiAAALzW60QUAAHQ3a4gAAAAATccMEQAAAKDpCEQAAACApiMQAQAAAJqOQAQAAABoOgIRAGCllVK2KaV8p5RybaNrAQBYFQIRACCllP8upTxeSpn8kvbDSikPlFIeLKWcuai91vpwrfX9a75SAIDVQyACACTJmCSHLd5QSumd5OIkb08yIMlxpZQBa740AIDVTyACAKTWekuSv7+keViSBxfOBnkxyfeTHLnGiwMA6AYCEQBgWbZI8uhix9MWtqWU8rpSyiVJBpdSPtuI4gAAXok+jS4AAOh+pZQbkrxxKS99rtb6k5Udr9Y6I8kpr7gwAIAGEYgAQBOotb5tFU57LMmbFzvecmEbAMCrnkdmAIBlGZ9k+1LK1qWUdZO8J8nYBtcEALBaCEQAgJRSvpfkN0l2KKVMK6W8v9Y6N8mpSX6e5L4kV9da721knQAAq0uptTa6BgAAAIA1ygwRAAAAoOkIRAAAAICmIxABAAAAmo5ABAAAAGg6AhEAAACg6QhEAAAAgKYjEAEAXpVKKaeVUu4rpVy5kuedVEq5qLvqAgBeHfo0ugAAgFX0kSRvq7VOa3QhAMCrjxkiAMCrTinlkiTbJPlZKaWjlLLJYq/9sZTyhlLKiFLK70opd5ZSbiilvKFhBQMAax2BCADwqlNrPSXJ9CQHJBmT5KgkKaXsluSRWuvfktyWZPda6+Ak30/ymcZUCwCsjQQiAMCr3VVJ3r3w+/csPE6SLZP8vJRyT5LTk+zcgNoAgLWUQAQAeLX7TZLtSimbJnlnkh8ubP9mkotqra1JPpSkb2PKAwDWRgIRAOBVrdZak/woyXlJ7qu1zlj4UkuSxxZ+f2IjagMA1l4CEQCgJ7gqyQn5f4/LJMnZSa4ppUxM8mQjigIA1l5lwf9UAQAAAGgeZogAAAAATUcgAgAAADQdgQgAAADQdAQiAAAAQNMRiAAAAABNRyACAAAANB2BCAAAANB0/n936M0xXnihCQAAAABJRU5ErkJggg==\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize.waterfall(result)\n", "visualize.parameters(result)\n", - "visualize.optimizer_convergence(result)" + "visualize.optimization_scatter(result=result)" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Profiles" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "pycharm": { - "is_executing": false + "name": "#%%\n" } }, "outputs": [ @@ -243,8 +267,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Parameters obtained from history and optimizer do not match: [-0.17103023], [-0.17102486]\n", - "Parameters obtained from history and optimizer do not match: [-0.92272262], [-0.92270649]\n" + "100%|██████████| 11/11 [00:01<00:00, 5.75it/s]\n" ] } ], @@ -271,23 +294,19 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "pycharm": { - "is_executing": false + "name": "#%%\n" } }, "outputs": [ { "data": { - "image/png": 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\n", 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}, + "metadata": {}, "output_type": "display_data" } ], @@ -298,17 +317,21 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Sampling" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { "pycharm": { - "is_executing": false + "name": "#%%\n" } }, "outputs": [ @@ -316,7 +339,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 10000/10000 [00:33<00:00, 295.74it/s]\n" + "100%|██████████| 10000/10000 [01:07<00:00, 148.81it/s]\n", + "Elapsed time: 76.66041799999999\n" ] } ], @@ -334,27 +358,17 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "pycharm": { - "is_executing": false + "name": "#%%\n" } }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Burn in index not found in the results, the full chain will be shown.\n", - "You may want to use, e.g., 'pypesto.sample.geweke_test'.\n" - ] - }, { "data": { - "image/png": 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\n", 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\n" }, "metadata": {}, "output_type": "display_data" @@ -366,15 +380,23 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Predict" ] }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, + "execution_count": 11, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "# Let's create a function, which predicts the ratio of x_1 and x_0\n", @@ -402,25 +424,18 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, + "execution_count": 12, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "data": { - "text/plain": [ - "{'conditions': [{'timepoints': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10.]),\n", - " 'output_ids': ['ratio'],\n", - " 'x_names': ['k1', 'k2'],\n", - " 'output': array([0. , 1.95196396, 2.00246152, 2.00290412, 2.00290796,\n", - " 2.00290801, 2.00290801, 2.00290799, 2.002908 , 2.00290801,\n", - " 2.002908 ]),\n", - " 'output_sensi': None}],\n", - " 'condition_ids': ['condition_0'],\n", - " 'comment': None,\n", - " 'parameter_ids': ['k1', 'k2']}" - ] + "text/plain": "{'conditions': [{'timepoints': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10.]),\n 'output_ids': ['ratio'],\n 'x_names': ['k1', 'k2'],\n 'output': array([0. , 1.95196396, 2.00246152, 2.00290412, 2.00290796,\n 2.00290801, 2.00290801, 2.002908 , 2.002908 , 2.002908 ,\n 2.002908 ]),\n 'output_sensi': None,\n 'output_weight': None,\n 'output_sigmay': None}],\n 'condition_ids': ['condition_0'],\n 'comment': None,\n 'parameter_ids': ['k1', 'k2']}" }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -431,15 +446,23 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Analyze parameter ensembles" ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, + "execution_count": 13, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "name": "stdout", @@ -449,9 +472,9 @@ "parameterId k1 k2\n", "lowerBound -2 -2\n", "upperBound 2 2\n", - "ensemble_mean -0.559689 -0.810604\n", - "ensemble_std 0.287255 0.364753\n", - "ensemble_median -0.559689 -0.810604\n", + "ensemble_mean -0.575923 -0.349279\n", + "ensemble_std 0.125729 0.111493\n", + "ensemble_median -0.575923 -0.349279\n", "within lb: 1 std True True\n", "within ub: 1 std True True\n", "within lb: 2 std True True\n", @@ -489,26 +512,27 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, + "execution_count": 14, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 0/2 [00:00,\n", - " 'std': ,\n", - " 'median': ,\n", - " 'percentile 1': ,\n", - " 'percentile 5': ,\n", - " 'percentile 10': ,\n", - " 'percentile 25': ,\n", - " 'percentile 75': ,\n", - " 'percentile 90': ,\n", - " 'percentile 95': ,\n", - " 'percentile 99': }" - ] + "text/plain": "{'mean': ,\n 'std': ,\n 'median': ,\n 'percentile 1': ,\n 'percentile 5': ,\n 'percentile 10': ,\n 'percentile 25': ,\n 'percentile 75': ,\n 'percentile 90': ,\n 'percentile 95': ,\n 'percentile 99': }" }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } diff --git a/pypesto/visualize/__init__.py b/pypesto/visualize/__init__.py index da8bc363a..d525e4aa4 100644 --- a/pypesto/visualize/__init__.py +++ b/pypesto/visualize/__init__.py @@ -26,7 +26,12 @@ ) from .optimizer_convergence import optimizer_convergence from .optimizer_history import optimizer_history, optimizer_history_lowlevel -from .parameters import parameter_hist, parameters, parameters_lowlevel +from .parameters import ( + optimization_scatter, + parameter_hist, + parameters, + parameters_lowlevel, +) from .profile_cis import profile_cis from .profiles import profile_lowlevel, profiles, profiles_lowlevel from .reference_points import ReferencePoint, create_references diff --git a/pypesto/visualize/parameters.py b/pypesto/visualize/parameters.py index f1eb78fb8..a879c25ea 100644 --- a/pypesto/visualize/parameters.py +++ b/pypesto/visualize/parameters.py @@ -1,3 +1,4 @@ +import logging from typing import Callable, Iterable, List, Optional, Sequence, Tuple, Union import matplotlib.axes @@ -19,6 +20,8 @@ ) from .reference_points import ReferencePoint, create_references +logger = logging.getLogger(__name__) + def parameters( results: Union[Result, Sequence[Result]], @@ -207,10 +210,10 @@ def parameter_hist( parameter_index = result.problem.x_names.index(parameter_name) parameter_values = [x[parameter_index] for x in xs] - ax.hist(parameter_values, color=color, bins=bins) + ax.hist(parameter_values, color=color, bins=bins, label=parameter_name) ax.set_xlabel(parameter_name) ax.set_ylabel("counts") - ax.set_title(f"Parameter {parameter_name}") + ax.set_title(f"{parameter_name}") return ax @@ -471,3 +474,92 @@ def parameters_correlation_matrix( if return_table: return ax, df return ax + + +def optimization_scatter( + result: Result, + parameter_indices: Union[str, Sequence[int]] = 'free_only', + start_indices: Optional[Union[int, Iterable[int]]] = None, + diag_kind: str = "kde", + suptitle: str = None, + size: Tuple[float, float] = None, + show_bounds: bool = False, +): + """ + Plot a scatter plot of all pairs of parameters for the given starts. + + Parameters + ---------- + result: + Optimization result obtained by 'optimize.py'. + parameter_indices: + List of integers specifying the parameters to be considered. + start_indices: + List of integers specifying the multistarts to be plotted or + int specifying up to which start index should be plotted. + diag_kind: + Visualization mode for marginal densities {‘auto’, ‘hist’, ‘kde’, + None}. + suptitle: + Title of the plot. + size: + Size of the plot. + show_bounds: + Whether to show the parameter bounds. + + Returns + ------- + ax: + The plot axis. + """ + import seaborn as sns + + start_indices = process_start_indices( + start_indices=start_indices, result=result + ) + parameter_indices = process_parameter_indices( + parameter_indices=parameter_indices, result=result + ) + # remove all start indices, that encounter an inf value at the start + # resulting in optimize_result[start]["x"] being None + start_indices_finite = start_indices[ + [ + result.optimize_result[i_start]['x'] is not None + for i_start in start_indices + ] + ] + # compare start_indices with start_indices_finite and log a warning + if not np.all(start_indices == start_indices_finite): + logger.warning( + 'Some start indices were removed due to inf values at the start.' + ) + # put all parameters into a dataframe, where columns are parameters + parameters = [ + result.optimize_result[i_start]['x'][parameter_indices] + for i_start in start_indices_finite + ] + x_labels = [ + result.problem.x_names[parameter_index] + for parameter_index in parameter_indices + ] + df = pd.DataFrame(parameters, columns=x_labels) + + sns.set(style="ticks") + + ax = sns.pairplot( + df, + diag_kind=diag_kind, + ) + + if size is not None: + ax.fig.set_size_inches(size) + if suptitle: + ax.fig.suptitle(suptitle) + if show_bounds: + # set bounds of plot to parameter bounds. Only use diagonal as + # sns.PairGrid has sharex,sharey = True by default. + for i_axis, axis in enumerate(np.diag(ax.axes)): + axis.set_xlim(result.problem.lb[i_axis], result.problem.ub[i_axis]) + axis.set_ylim(result.problem.lb[i_axis], result.problem.ub[i_axis]) + + return ax diff --git a/test/visualize/test_visualize.py b/test/visualize/test_visualize.py index 96bae04a9..f44dbb50a 100644 --- a/test/visualize/test_visualize.py +++ b/test/visualize/test_visualize.py @@ -453,6 +453,22 @@ def test_parameters_hist(): visualize.parameter_hist(result_1, 'x1', start_indices=list(range(10))) +@close_fig +def test_optimization_scatter(): + result = create_optimization_result() + visualize.optimization_scatter(result) + + +@close_fig +def test_optimization_scatter_with_x_None(): + result = create_optimization_result() + # create an optimizerResult with x=None + optimizer_result = pypesto.OptimizerResult(x=None, fval=np.inf, id="inf") + result.optimize_result.append(optimize_result=optimizer_result) + + visualize.optimization_scatter(result) + + # @close_fig def _test_ensemble_dimension_reduction(): # creates a test problem