{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Nelder-Mead Generator adapted from SciPy\n", "\n", "Most of the algorithms in scipy.optimize are self-contained functions that operate on the user-provided `func`. Xopt has adapted the Nelder-Mead directly from scipy.optimize to be in a generator form. This allows for the manual stepping through the algorithm.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:49.812021200Z", "start_time": "2023-10-30T17:44:49.674945300Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:23.459014Z", "iopub.status.busy": "2025-01-07T16:05:23.458828Z", "iopub.status.idle": "2025-01-07T16:05:25.350036Z", "shell.execute_reply": "2025-01-07T16:05:25.349511Z" } }, "outputs": [], "source": [ "from xopt.generators.scipy.neldermead import NelderMeadGenerator\n", "from xopt import Evaluator, VOCS\n", "from xopt.resources.test_functions.rosenbrock import rosenbrock\n", "\n", "import pandas as pd\n", "\n", "from xopt import Xopt\n", "import numpy as np\n", "\n", "from scipy.optimize import fmin\n", "\n", "# from xopt import output_notebook\n", "# output_notebook()\n", "\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nelder-Mead optimization of the Rosenbrock function with Xopt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:49.892121Z", "start_time": "2023-10-30T17:44:49.680946600Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:25.352217Z", "iopub.status.busy": "2025-01-07T16:05:25.351768Z", "iopub.status.idle": "2025-01-07T16:05:25.615427Z", "shell.execute_reply": "2025-01-07T16:05:25.614908Z" } }, "outputs": [], "source": [ "YAML = \"\"\"\n", "generator:\n", " name: neldermead\n", " initial_point: {x0: -1, x1: -1}\n", " adaptive: true\n", " xatol: 0.0001\n", " fatol: 0.0001 \n", "evaluator:\n", " function: xopt.resources.test_functions.rosenbrock.evaluate_rosenbrock\n", "vocs:\n", " variables:\n", " x0: [-5, 5]\n", " x1: [-5, 5]\n", " objectives: {y: MINIMIZE}\n", "\"\"\"\n", "X = Xopt.from_yaml(YAML)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:49.974002700Z", "start_time": "2023-10-30T17:44:49.689493800Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:25.617231Z", "iopub.status.busy": "2025-01-07T16:05:25.616991Z", "iopub.status.idle": "2025-01-07T16:05:25.619436Z", "shell.execute_reply": "2025-01-07T16:05:25.619061Z" } }, "outputs": [], "source": [ "XMIN = [1, 1] # True minimum" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:50.195902300Z", "start_time": "2023-10-30T17:44:49.692491400Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:25.620820Z", "iopub.status.busy": "2025-01-07T16:05:25.620666Z", "iopub.status.idle": "2025-01-07T16:05:25.887756Z", "shell.execute_reply": "2025-01-07T16:05:25.887273Z" } }, "outputs": [ { "data": { "text/html": [ "
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"2025-01-07T16:05:25.917440Z", "iopub.status.busy": "2025-01-07T16:05:25.917262Z", "iopub.status.idle": "2025-01-07T16:05:26.098631Z", "shell.execute_reply": "2025-01-07T16:05:26.098148Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Rosenbrock value')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Evaluation progression\n", "X.data[\"y\"].plot(marker=\".\")\n", "plt.yscale(\"log\")\n", "plt.xlabel(\"iteration\")\n", "plt.ylabel(\"Rosenbrock value\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:50.365947900Z", "start_time": "2023-10-30T17:44:50.334810200Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:26.100216Z", "iopub.status.busy": "2025-01-07T16:05:26.100051Z", "iopub.status.idle": "2025-01-07T16:05:26.103889Z", "shell.execute_reply": "2025-01-07T16:05:26.103479Z" } }, "outputs": [ { "data": { "text/plain": [ "{'x0': np.float64(0.9999988592114838),\n", " 'x1': np.float64(0.9999954170486077),\n", " 'y': np.float64(5.309343918637161e-10),\n", " 'xopt_runtime': np.float64(5.259999852569308e-06),\n", " 'xopt_error': np.False_}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Minimum\n", "dict(X.data.iloc[X.data[\"y\"].argmin()])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:50.678806600Z", "start_time": "2023-10-30T17:44:50.342942900Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:26.105372Z", "iopub.status.busy": "2025-01-07T16:05:26.105207Z", "iopub.status.idle": "2025-01-07T16:05:26.354564Z", "shell.execute_reply": "2025-01-07T16:05:26.354049Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"Xopt's Nelder-Mead progression\")" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 8))\n", "\n", "Xgrid, Ygrid = np.meshgrid(np.linspace(-2, 2, 201), np.linspace(-2, 2, 201))\n", "\n", "Zgrid = np.vectorize(lambda x, y: rosenbrock([x, y]))(Xgrid, Ygrid)\n", "Zgrid = np.log(Zgrid + 1)\n", "\n", "ax.pcolormesh(Xgrid, Ygrid, Zgrid)\n", "ax.contour(Xgrid, Ygrid, Zgrid, levels=10, colors=\"black\")\n", "ax.set_xlabel(\"x0\")\n", "ax.set_ylabel(\"x1\")\n", "\n", "\n", "# Add all evaluations\n", "ax.plot(X.data[\"x0\"], X.data[\"x1\"], color=\"red\", alpha=0.5, marker=\".\")\n", "ax.scatter(XMIN[0], XMIN[1], 50, marker=\"o\", color=\"orange\", label=\"True minimum\")\n", "ax.set_xlim(-2, 2)\n", "ax.set_ylim(-2, 2)\n", "# plt.legend()\n", "ax.set_title(\"Xopt's Nelder-Mead progression\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:51.150914300Z", "start_time": "2023-10-30T17:44:50.678806600Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:26.356596Z", "iopub.status.busy": "2025-01-07T16:05:26.356422Z", "iopub.status.idle": "2025-01-07T16:05:26.620758Z", "shell.execute_reply": "2025-01-07T16:05:26.620278Z" } }, "outputs": [], "source": [ "# Manually step the algorithm and collect simplexes\n", "X = Xopt.from_yaml(YAML)\n", "simplexes = []\n", "while not X.generator.is_done:\n", " X.step()\n", " simplexes.append(X.generator.simplex)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:51.435380800Z", "start_time": "2023-10-30T17:44:51.141912400Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:26.622415Z", "iopub.status.busy": "2025-01-07T16:05:26.622238Z", "iopub.status.idle": "2025-01-07T16:05:26.849259Z", "shell.execute_reply": "2025-01-07T16:05:26.848783Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_simplex(simplex, ax=None):\n", " x0 = simplex[\"x0\"]\n", " x1 = simplex[\"x1\"]\n", " x0 = np.append(x0, x0[0])\n", " x1 = np.append(x1, x1[0])\n", " ax.plot(x0, x1)\n", "\n", "\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "ax.pcolormesh(Xgrid, Ygrid, Zgrid)\n", "# ax.contour(Xgrid, Ygrid, Zgrid, levels=10, colors='black')\n", "ax.set_xlim(-2, 2)\n", "ax.set_ylim(-2, 2)\n", "ax.set_xlabel(\"x0\")\n", "ax.set_ylabel(\"x1\")\n", "ax.set_title(\"Nelder-Mead simplex progression\")\n", "\n", "ax.scatter(XMIN[0], XMIN[1], 50, marker=\"o\", color=\"orange\", label=\"True minimum\")\n", "\n", "for simplex in simplexes:\n", " plot_simplex(simplex, ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compare with scipy.optimize.fmin Nelder-Mead\n", "\n", "Notice that fmin is much faster here. This is because the function runs very fast, so the internal Xopt bookkeeping overhead dominates.\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:51.449604Z", "start_time": "2023-10-30T17:44:51.439896600Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:26.851132Z", "iopub.status.busy": "2025-01-07T16:05:26.850804Z", "iopub.status.idle": "2025-01-07T16:05:26.857063Z", "shell.execute_reply": "2025-01-07T16:05:26.856685Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.000000\n", " Iterations: 67\n", " Function evaluations: 125\n" ] }, { "data": { "text/plain": [ "array([0.99999886, 0.99999542])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = fmin(rosenbrock, [-1, -1])\n", "result" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:51.464852Z", "start_time": "2023-10-30T17:44:51.449604Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:26.858668Z", "iopub.status.busy": "2025-01-07T16:05:26.858292Z", "iopub.status.idle": "2025-01-07T16:05:26.862780Z", "shell.execute_reply": "2025-01-07T16:05:26.862363Z" } }, "outputs": [], "source": [ "X = Xopt.from_yaml(YAML)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:51.953260600Z", "start_time": "2023-10-30T17:44:51.458863500Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:26.864157Z", "iopub.status.busy": "2025-01-07T16:05:26.864008Z", "iopub.status.idle": "2025-01-07T16:05:27.125417Z", "shell.execute_reply": "2025-01-07T16:05:27.124908Z" } }, "outputs": [ { "data": { "text/plain": [ "125" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.run()\n", "# Almost exactly the same number evaluations.\n", "len(X.data)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:51.953260600Z", "start_time": "2023-10-30T17:44:51.947939500Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.127065Z", "iopub.status.busy": "2025-01-07T16:05:27.126852Z", "iopub.status.idle": "2025-01-07T16:05:27.130565Z", "shell.execute_reply": "2025-01-07T16:05:27.130101Z" } }, "outputs": [ { "data": { "text/plain": [ "(np.True_, np.True_)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# results are the same\n", "xbest = X.data.iloc[X.data[\"y\"].argmin()]\n", "xbest[\"x0\"] == result[0], xbest[\"x1\"] == result[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# NelderMeadGenerator object" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:51.961646200Z", "start_time": "2023-10-30T17:44:51.956765600Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.132354Z", "iopub.status.busy": "2025-01-07T16:05:27.131946Z", "iopub.status.idle": "2025-01-07T16:05:27.135606Z", "shell.execute_reply": "2025-01-07T16:05:27.135243Z" } }, "outputs": [ { "data": { "text/plain": [ "{'supports_batch_generation': FieldInfo(annotation=bool, required=False, default=False, description='flag that describes if this generator can generate batches of points', exclude=True, frozen=True),\n", " 'supports_multi_objective': FieldInfo(annotation=bool, required=False, default=False, description='flag that describes if this generator can solve multi-objective problems', exclude=True, frozen=True),\n", " 'vocs': FieldInfo(annotation=VOCS, required=True, description='generator VOCS', exclude=True),\n", " 'data': FieldInfo(annotation=Union[DataFrame, NoneType], required=False, default=None, description='generator data', exclude=True),\n", " 'initial_point': FieldInfo(annotation=Union[Dict[str, float], NoneType], required=False, default=None),\n", " 'initial_simplex': FieldInfo(annotation=Union[Dict[str, Union[List[float], ndarray]], NoneType], required=False, default=None),\n", " 'adaptive': FieldInfo(annotation=bool, required=False, default=True, description='Change hyperparameters based on dimensionality'),\n", " 'xatol': FieldInfo(annotation=float, required=False, default=0.0001, description='Tolerance in x value'),\n", " 'fatol': FieldInfo(annotation=float, required=False, default=0.0001, description='Tolerance in function value'),\n", " 'current_state': FieldInfo(annotation=SimplexState, required=False, default=SimplexState(astg=-1, N=None, kend=0, jend=0, ind=None, sim=None, fsim=None, fxr=None, x=None, xr=None, xe=None, xc=None, xcc=None, xbar=None, doshrink=0, ngen=0)),\n", " 'future_state': FieldInfo(annotation=Union[SimplexState, NoneType], required=False, default=None),\n", " 'x': FieldInfo(annotation=Union[ndarray, NoneType], required=False, default=None),\n", " 'y': FieldInfo(annotation=Union[float, NoneType], required=False, default=None),\n", " 'is_done_bool': FieldInfo(annotation=bool, required=False, default=False)}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NelderMeadGenerator.model_fields" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:51.983064100Z", "start_time": "2023-10-30T17:44:51.963646900Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.137010Z", "iopub.status.busy": "2025-01-07T16:05:27.136835Z", "iopub.status.idle": "2025-01-07T16:05:27.142028Z", "shell.execute_reply": "2025-01-07T16:05:27.141651Z" } }, "outputs": [ { "data": { "text/plain": [ "'{\"variables\":{\"x0\":[-100.0,100.0],\"x1\":[-100.0,100.0]},\"constraints\":{},\"objectives\":{\"y\":\"MINIMIZE\"},\"constants\":{},\"observables\":[]}'" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Xbest = [33, 44]\n", "\n", "\n", "def f(inputs, verbose=False):\n", " if verbose:\n", " print(f\"evaluate f({inputs})\")\n", " x0 = inputs[\"x0\"]\n", " x1 = inputs[\"x1\"]\n", "\n", " # if x0 < 10:\n", " # raise ValueError('test XXXX')\n", "\n", " y = (x0 - Xbest[0]) ** 2 + (x1 - Xbest[1]) ** 2\n", "\n", " return {\"y\": y}\n", "\n", "\n", "ev = Evaluator(function=f)\n", "vocs = VOCS(\n", " variables={\"x0\": [-100, 100], \"x1\": [-100, 100]}, objectives={\"y\": \"MINIMIZE\"}\n", ")\n", "vocs.json()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:52.060007300Z", "start_time": "2023-10-30T17:44:51.971425700Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.143625Z", "iopub.status.busy": "2025-01-07T16:05:27.143241Z", "iopub.status.idle": "2025-01-07T16:05:27.146482Z", "shell.execute_reply": "2025-01-07T16:05:27.146012Z" } }, "outputs": [ { "data": { "text/plain": [ "{'y': 13023.948448483678}" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check output\n", "f(vocs.random_inputs()[0])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:52.061007300Z", "start_time": "2023-10-30T17:44:51.975482700Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.148075Z", "iopub.status.busy": "2025-01-07T16:05:27.147655Z", "iopub.status.idle": "2025-01-07T16:05:27.151348Z", "shell.execute_reply": "2025-01-07T16:05:27.150946Z" } }, "outputs": [ { "data": { "text/plain": [ "[{'x0': np.float64(-27.020540092972254), 'x1': np.float64(29.869929860151046)}]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "G = NelderMeadGenerator(vocs=vocs)\n", "inputs = G.generate(1)\n", "inputs" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:52.063008Z", "start_time": "2023-10-30T17:44:51.981063900Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.152689Z", "iopub.status.busy": "2025-01-07T16:05:27.152534Z", "iopub.status.idle": "2025-01-07T16:05:27.155815Z", "shell.execute_reply": "2025-01-07T16:05:27.155348Z" } }, "outputs": [ { "data": { "text/plain": [ "[{'x0': np.float64(-27.020540092972254), 'x1': np.float64(29.869929860151046)}]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Further generate calls will continue to produce same point, as with BO\n", "G.generate(1)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:52.064007900Z", "start_time": "2023-10-30T17:44:51.987724400Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.157565Z", "iopub.status.busy": "2025-01-07T16:05:27.157145Z", "iopub.status.idle": "2025-01-07T16:05:27.160605Z", "shell.execute_reply": "2025-01-07T16:05:27.160145Z" } }, "outputs": [ { "data": { "text/plain": [ "{'y': np.float64(3802.1241152091407),\n", " 'xopt_runtime': 4.057999831275083e-06,\n", " 'xopt_error': False}" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ev.evaluate(inputs[0])" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:52.065008300Z", "start_time": "2023-10-30T17:44:51.991721600Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.162130Z", "iopub.status.busy": "2025-01-07T16:05:27.161945Z", "iopub.status.idle": "2025-01-07T16:05:27.166345Z", "shell.execute_reply": "2025-01-07T16:05:27.165857Z" } }, "outputs": [ { "data": { "text/plain": [ "[{'x0': np.float64(-28.37156709762087), 'x1': np.float64(29.869929860151046)}]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Adding new data will advance state to next step, and next generate() will yield new point\n", "G.add_data(pd.DataFrame([ev.evaluate(inputs[0])]))\n", "G.generate(1)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:52.065008300Z", "start_time": "2023-10-30T17:44:52.000489700Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.167877Z", "iopub.status.busy": "2025-01-07T16:05:27.167713Z", "iopub.status.idle": "2025-01-07T16:05:27.170276Z", "shell.execute_reply": "2025-01-07T16:05:27.169899Z" } }, "outputs": [], "source": [ "# Create Xopt object\n", "X = Xopt(evaluator=ev, vocs=vocs, generator=NelderMeadGenerator(vocs=vocs))\n", "\n", "# Optional: give an initial pioint\n", "X.generator.initial_point = {\"x0\": 0, \"x1\": 0}" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:52.813583500Z", "start_time": "2023-10-30T17:44:52.002994200Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.171609Z", "iopub.status.busy": "2025-01-07T16:05:27.171463Z", "iopub.status.idle": "2025-01-07T16:05:27.533638Z", "shell.execute_reply": "2025-01-07T16:05:27.533148Z" } }, "outputs": [], "source": [ "X.run()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:52.827293600Z", "start_time": "2023-10-30T17:44:52.813583500Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.535662Z", "iopub.status.busy": "2025-01-07T16:05:27.535255Z", "iopub.status.idle": "2025-01-07T16:05:27.538650Z", "shell.execute_reply": "2025-01-07T16:05:27.538268Z" } }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Generator is done and cannot be resumed\n", "X.generator.is_done" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:52.827293600Z", "start_time": "2023-10-30T17:44:52.819584900Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.540018Z", "iopub.status.busy": "2025-01-07T16:05:27.539853Z", "iopub.status.idle": "2025-01-07T16:05:27.543124Z", "shell.execute_reply": "2025-01-07T16:05:27.542644Z" } }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Generate calls will just return nothing\n", "X.generator.generate(1) is None" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:52.832798100Z", "start_time": "2023-10-30T17:44:52.825250500Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.544527Z", "iopub.status.busy": "2025-01-07T16:05:27.544378Z", "iopub.status.idle": "2025-01-07T16:05:27.547520Z", "shell.execute_reply": "2025-01-07T16:05:27.547158Z" } }, "outputs": [ { "data": { "text/plain": [ "{'x0': array([32.99996111, 32.99996171, 33.00002688]),\n", " 'x1': array([44.00000851, 44.00006811, 44.00003045])}" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# This shows the latest simplex\n", "X.generator.simplex" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:53.022138900Z", "start_time": "2023-10-30T17:44:52.830797500Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.549168Z", "iopub.status.busy": "2025-01-07T16:05:27.548737Z", "iopub.status.idle": "2025-01-07T16:05:27.684757Z", "shell.execute_reply": "2025-01-07T16:05:27.684282Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X.data[\"y\"].plot()\n", "plt.yscale(\"log\")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:53.162747600Z", "start_time": "2023-10-30T17:44:53.024139500Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.686634Z", "iopub.status.busy": "2025-01-07T16:05:27.686238Z", "iopub.status.idle": "2025-01-07T16:05:27.780359Z", "shell.execute_reply": "2025-01-07T16:05:27.779984Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "X.data.plot(\"x0\", \"x1\", ax=ax, color=\"black\", alpha=0.5)\n", "ax.scatter(Xbest[0], Xbest[1], marker=\"x\", color=\"red\")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:53.162747600Z", "start_time": "2023-10-30T17:44:53.152349900Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.781822Z", "iopub.status.busy": "2025-01-07T16:05:27.781668Z", "iopub.status.idle": "2025-01-07T16:05:27.785906Z", "shell.execute_reply": "2025-01-07T16:05:27.785513Z" } }, "outputs": [ { "data": { "text/plain": [ "SimplexState(astg=4, N=2, kend=3, jend=0, ind=array([2., 0., 1.]), sim=array([[32.99996111, 44.00000851],\n", " [32.99996171, 44.00006811],\n", " [33.00002688, 44.00003045]]), fsim=array([1.58463795e-09, 6.10453387e-09, 1.64942323e-09]), fxr=3.1653753661675e-08, x=array(nan), xr=array([32.99983049, 44.00005403]), xe=array([30.09830487, 46.28401515]), xc=array([32.99992966, 44.00013909]), xcc=array([33.00002688, 44.00003045]), xbar=array([32.99996141, 44.00003831]), doshrink=0, ngen=176)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# This is the raw internal state of the generator\n", "a = X.generator.current_state\n", "a" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:53.163747600Z", "start_time": "2023-10-30T17:44:53.155976200Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.787430Z", "iopub.status.busy": "2025-01-07T16:05:27.787162Z", "iopub.status.idle": "2025-01-07T16:05:27.790503Z", "shell.execute_reply": "2025-01-07T16:05:27.790143Z" } }, "outputs": [ { "data": { "text/plain": [ "'{\"initial_point\":{\"x0\":0.0,\"x1\":0.0},\"initial_simplex\":null,\"adaptive\":true,\"xatol\":0.0001,\"fatol\":0.0001,\"current_state\":{\"astg\":4,\"N\":2,\"kend\":3,\"jend\":0,\"ind\":[2.0,0.0,1.0],\"sim\":[[32.99996111240644,44.000008508408456],[32.99996171260399,44.0000681073357],[33.00002687564558,44.00003044869291]],\"fsim\":[1.5846379474430505e-9,6.104533869326014e-9,1.6494232253860804e-9],\"fxr\":3.1653753661675e-8,\"x\":null,\"xr\":[32.99983048622448,44.0000540262304],\"xe\":[30.098304873214147,46.28401515040761],\"xc\":[32.99992965625605,44.00013908571843],\"xcc\":[33.00002687564558,44.00003044869291],\"xbar\":[32.999961412505215,44.000038307872074],\"doshrink\":0,\"ngen\":176},\"future_state\":null,\"x\":null,\"y\":null,\"is_done_bool\":true}'" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check JSON representation of options\n", "X.generator.json()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:44:53.654711600Z", "start_time": "2023-10-30T17:44:53.162747600Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:27.791990Z", "iopub.status.busy": "2025-01-07T16:05:27.791804Z", "iopub.status.idle": "2025-01-07T16:05:28.082249Z", "shell.execute_reply": "2025-01-07T16:05:28.081711Z" } }, "outputs": [ { "data": { "image/png": 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LUSzsv8gyFDlT83nrIGpbBvF8TQMA4InbVsKUqMWyPCMEAeix2NFrsUd95mfer8d1P/sgqLYnHPnY62KIjeRERDR/MaiJM75ZNSNRa2qA4AF8Nqcb7d4Jw6FqagBgcbYRpgQtRh1u/NVLx+ARgS+vyceNy3MAAIk6Dcq8GaMznZGzNaIo4sVDzWjpH0X1me4JveO5TkvAMxMREQEMauKO3NZ9sWcE3WYpSzKhTI03S9LkPXpKTdQiPUkX8ntUKgEbvEdQA1YHMpJ0eGz3ioBr5COoaHU1zf2j6BuRamPORgmAACkIOt8lBTU9Fhtn4RARkYJBTZwpTk+CWiUttgQAo16DVG9HVCjK/idv1kM+eirLDH30JJOH8AHA41+uCAqAVuSbAETP1Pgvx5xIYXH70Bgs3k4tp1tEv5XFwkREJGFQE2d0GlVAZqYoPRGCIIS9Xi4U7vJmapTOpzBFwrKqijykGDS4c30Rdq3KC/r68ny5WDhyW/cxv6DmfLcF7iiZFzlLI+s28wiKiIgkmpl+AIq9BZlJyjFSpKMnILhQWO58ClckLCvOSETdj3YgXLwkHz819Vkx6nAhURf6f2pHm32zbmxOD5r6rFiYHT6gOjcuqOkatqGiwBTxWYmIaH5gpiYO+QckJRHauQHf8ZPF7oLF5lQyNeVRghpAqq0JlwXKMuqRbdRDFIMDEVmvxa4EX/LPi3ZcNf5enczUEBGRF4OaOOTftVQUJVOTpNcgxeAbwBdpmvBk+Y6gQgcqtd5N30tyjNi4IANA9GLh813S1+WdVN3sgCIiIi8GNXFogV+Rb7TjJwDI965LOHlpGBa7CyoheoZnIqJ1QMlHT+tL05RrIwU1dpcbDd6ga9uSLABAFzM1RETkxaAmDvlnWSYS1OR6j6A+aegDABSmJUKvUV/2c0TrgJKLhK8qS8eyCbSAN/RY4faISDFosKZIainvYqaGiIi8WCgchzKTdbhpRS4sdmfU4yfAVyz8yUUpqInWzj1R8vHTuU4zXG5PwMbvUYcLp7wBzPrSdKQmaJUpxH0jdmQm64Pud8579LQ0L0WpBWKmhoiIZAxq4pAgCPjXb1VO+Pp8b4AgD+uL1vk0USXpiUjSqWF1uNHUZ8Ui7/ZuAKhrHYLbIyLfZECB9/irNEPq2jrbacbWRVlB95PbuZfmGpGTIreiM6ghIiIJj59IOX6SxaJIGJC6o5aFWW7pq6fxDfFblicFPeHqas56g5oluUblmUfsLox4h/EREdH8xqCGlEJhWXmMjp8A3xHU+LqaY97OJ3ndAgAsy5WLhUO3gMudT0tzU5Cs18ColxKNzNYQEREwS4Oa2267DWlpabj99tuDvvbWW29hyZIlWLRoEV544YUZeLr4kzdNmRoAWJEfXADscnvweUtwpmZ5iGtlg1aHcjy2JFfK6MjZGgY1REQEzNKg5v7778dLL70U9LnL5cLevXvx/vvv4/PPP8dPf/pTDAwMhLgDTYZcKAwASTo1clKCi3Snanme1AF1umMYoiitQDjbaYHV4YbRoMESvzob+aiqoXcEdpc74D7y0L2i9AQkezM0uSwWJiIiP7MyqNm+fTuMRmPQ55999hlWrFiBgoICGI1G3HzzzThw4MAMPGF8SdCplaWXZVlJEXdFTdainGSoVQIGR51K8CEvsVxfkgaVyvez8kwGmBK0cHlE1HePBNxHPnpakpOifCYXC3P/ExERAVMIampqarB7927k5+dDEAS8/vrrQdc8++yzKCsrg8FgQGVlJQ4ePBiLZ0VHRwcKCgqU3xcWFqK9vT0m957vcr0BQrRFlpNl0KqxyLvLST5Wkutp/I+eAKlrSxnYN64GR87UyMXEgO/YrNO7jJOIiOa3SQc1VqsVq1evxjPPPBPy66+88goefPBBPProozh+/Di2bt2KqqoqtLa2KtdUVlaioqIi6FdHR0fEny0fX/iLZVZhPpOLhWM1o8bfcr8OKFEUlc6nDeOCGsB3BDW+A+qcX+eTzNfWbY/5MxMR0dwz6Tk1VVVVqKqqCvv1p556Cvfccw/uvfdeAMDTTz+NAwcO4LnnnsO+ffsAALW1tVN62IKCgoDMzKVLl7Bx48aQ19rtdtjtvj/szObIO4Xmu9srC9ExNIZdq/Jifu/l+Sn44/F2nOkwo3VgFL0WO3RqFVYVBm/XDtXW7fGIuNAtz6jxHT/5BvAxU0NERDGuqXE4HKitrcWOHTsCPt+xYwcOHTp02fe/6qqrcOrUKbS3t8NisWD//v3YuXNnyGv37dsHk8mk/CoqKrrsnx/Pbl6Zh3cevBaLc4JrmS6Xstiyc1jJ0qwsNMGgDV7F4N8BJWfm2gZHMepwQ6dRodRvJxUzNURE5C+mQU1fXx/cbjdycnICPs/JyUFXV9eE77Nz507ccccd2L9/PwoLC3H06FEAgEajwT/90z9h+/btWLt2Lf7u7/4OGRkZIe/xyCOPYHh4WPnV1tY29RejyyIfP7UNjOH9c90AQh89AcDC7GRoVALMNhc6vK3a8tyaRdnJAasW5O6nfqsdDpcn4jNwSB8RUfybljUJ4+tcRFGcVO1LpI6mW2+9FbfeemvUe+j1euj1sWtNpqlLTdShIDUB7UNjOHBaDmrSQl6r16ixMDsZ57osONNhRkFqgt96hJSAa9MTddCpVXC4Peix2FCYFnrPld3lxs5f1ECrFlC99zpo1bOy6Y+IiC5TTP/tnpmZCbVaHZSV6enpCcre0PwiHyu5PdKRUmVJ6KAG8GV25LoaZZFlbuDRmEolINs7UydSW3d99wjah8bQ3D+K461DU3sBIiKa9WIa1Oh0OlRWVqK6ujrg8+rqamzZsiWWP4rmGDlQAYDFOclITdSFvXZ8B5SSqckLrvdRioUj1NX4Fx0frO+dxFMTEdFcMunjp5GREVy8eFH5fVNTE+rq6pCeno7i4mLs3bsX3/rWt7B+/Xps3rwZzz//PFpbW3HffffF9MFpbpHXJQDB82nGW+Y3q2bM4UZTvxVAYDu3TC4WjjSrRm4HB4CD9X342x1LJv7gREQ0Z0w6qDl27Bi2b9+u/H7v3r0AgLvuugsvvvgi7rzzTvT39+Pxxx9HZ2cnKioqsH//fpSUlMTuqWnOWe4X1ISrp5HJbd0t/aOoaxuCKAIZSTpkJQfXSOVOYKqwfHwFACcuDWF41AmTd4IyERHFj0kHNdu2bQs5BM/fnj17sGfPnik/FMWfgtQEFKUnoMdsx+YFmRGvzUjWIydFj26zHW/USXOJluQaQxab5ypThSMENd7uKYNWBZvTg0MNfahaGft5PERENLPYBkJXhCAI+L9/tQl/+t41SiASiVyD8/aJTgDBnU8y+V7hMjW9Fjv6rQ6oBOC2tYUAgJr6vkk/PxERzX4MauiKKUxLDFkXE4pcV2PxzpYZ3/kky4uyqVs+eirNSMKO5VIH3sH63qjZRiIimnsY1NCstCwvMDMTLhhSNnUP20MGKvLR09I8IzYuSIdWLeDS4Bha+kdj/MRERDTTGNTQrORfWCwICLu+IdsoBTUOtwcDVkfQ188qM25SkKjTKPNx2NpNRBR/GNTQrFSakQSDVqX8dYIueE8UAOg0KmR6u6JCFQsrmRpvpmfroiwAUms3ERHFFwY1NCupVQKWeIuDw9XTyHJNoacKu9weXOwZAeA7ztq6SOq8OtzQD5c7/L6o52sasGXff6G+2xL2GiIiml0Y1NCsVVksHRWtLU6NeF1uSgKA4GLhpj4rHG4PknRqFKRK16zINyEtUQuL3YUvLg2FvN+lwVH8/MAFdAzb8NLhlst7CSIiumIY1NCs9dCNi/DPX1uDu7eURbxOztR0jTt+OuudJLwk1wiVSppxo1YJ2LJQytbUXAh9BPVU9QU4vFmcP5/qVPZVzbQ36trxpZ9/iNMdwzP9KEREsxKDGpq1jAYtvrymADpN5P+ZylOFxwc157w7n5aO66S61nsEFapY+FyXGa8dlwb+JWjV6Btx4NOm/qm9QIz94dglNPZZ8f7Znpl+FCKiWYlBDc15uabQx0/yzqdl42pyrvEWC39xaRjDY86Ar/3snfMQRWDXyjzcujofgG8A4EyT64N6R8Iv7yQims8Y1NCcFy5T49vuHZipKUhNwIKsJLg9Ig43+LIwnzUN4L/O9UCtEvC3OxZj1ypplcI7p7oiFhVfCWabUwnaeswMaoiIQmFQQ3OeUlPjl6kZHnOifUja3B1qxs213mzNxxelIyhRFPGTP58FAHxtQxEWZCVjc3kG0hK16Lc68GnTwLS+QzQN3iwNAPRYwu+5IiKazxjU0JwnHz9ZbC5YvWsV5CxNQWoCTAnBG7mvWSjX1UjFwu+e6cbnrUNI0KrxwPWLAABatQo3VeQCAN6KcgQ1PObEj/90Gp9NU/BzMSCoYaaGiCgUBjU05yXrNUjWSwvn5WzNOWWScOgZN5vKM6BRCWjpH0VTnxU/O3AeAHDPNWXITvEt3Ny1UqqrOXA68hHUT985hxcPNeMf3jx9+S8UwvighruriIiCMaihuKBs6/bW1Zz12/kUSrJeg3XeOTh/94cvcLFnBGmJWvyP6xYEXLdpQTrSk3QYsDpwpDF0Fqa+24KXP2sFAJzpNGMwxLqGy+Uf1DhcHphtrpj/DCKiuY5BDcUFuVhYXpVwzm/nUzjydOFjLYMAgO9uX4gUQ+BRlcbvCOrtkx0h7/Pk/rOQR9mIInCkMfYt4PV+QQ0A9LKuhogoCIMaigvytu4usw0ej4gLXYE7n0K5xhvUAFLtzTc3lYS87paVvi4o57gjqI/r+/DB+V5oVAK2LZGKjw81xDaosTndaBuUtoqnJUpBFzugiIiCMaihuJAnHz+Zbbg0OAarww2dWoWyzKSw37OqMBWp3iDhoRsXw6ANvTTzqrJ0ZCbrMDjqDGgBd3tE/OPbZwAA39xUgq9fVQwA+KQhtssyG3pHIIpAaqJWyTyxWJiIKBiDGooLOSbf8dNZ79HTopxkaNTh/yeuVgn45V+sw2O7l+OrawvCXhdwBOXXBfXq55dwrssCo0GDB65fhE1lGVAJQGOvNWhmzniiKGLPv9firt98FnUGjlxPszArGdkpUvs627qJiIIxqKG4kJfiy9Sck4uEI9TTyK5emIm/vLpM2Q0VjtwF9c5p6Qhq1OHCP70rdUz9zZcWIi1JB1OiFhUFJgDAoSjZmi8uDWP/yS58dKEXpzvMEa+Vg5pFOcnINnqDGh4/EREFYVBDcSHXL1MjFwkvC9P5NBXSEZQew2NOfHKxD7+qaUK32Y7CtAR8e3Opct3m8gwA0etq3vrCV3Rc6y1UDkcOasqzkpFtlN6TqxKIiIIxqKG4IBcK943Yccq7xXpJhCLhyVKrBNy8UjqC+t2hZvyfmgYAwPdvWhpQi3N1uVR8fOhiX9hZMh6PGDDML1pQU69kaoy+4ydmaoiIgjCoobiQkaSDVi1AFIG2AWk9wkSOnyZjl7cL6oPzvRh1uLGmKBW3ePdDydaXpkGrFtAxbENL/2jI+xxrGQxY6XCsZSBsAOR0e9DcZwUALMxORlYya2qIiMJhUENxQaUSlKMZAMhM1iHLW38SK+tL05WaFgD4X7uWQRACa3ESdRqs9Q71C9cF9dYJ6ehp18o8qFUCus12dIQpLG7pt8LlEZGkUyPfZPArFGamhohoPAY1FDfktm4g9lkaQDqCumWVVDBcVZGL9aXpIa/bEqGuxuX2YP9J6ejp9vWFWJEvPWe4IyilniY7GYIgIMsbuFlsLtic7st4GyKi+MOghuJGTkBQE7t6Gn97dyzGk7etxM/uWB32mqu9yzIPN/TD4wk8Vvq0aQB9Iw6kJmpxzcJMZVXD52GCmvpubzt3djIAIMWggV4j/d+WdTVERIEY1FDcyPVbRBnLImF/yXoN/mJjsbJAM5TVhalI0KoxYHXgfLcl4GtverueqipyoVWrUFkiBTXHWkLvlbrYGxjUCIKgHEH1jrCuhojIH4Maihv+x0/L8mJ//DRROo0KV5VJR1OfXPTV1ThcHvz5VBcAYLf3GGt9qRTUnO20wGoPXlKpzKjJ9gVpcu0QMzVERIEY1FDckNu6VYIvszFT5Loa/7UKn1zsw/CYE5nJemxcIH09z5SAfJMBbo+ILy4NBdzD4xHRMC5TA8CvA4pBDRGRPwY1FDfkP/hX5JvC7nG6UuS6mk+bBpQ1CPLR066VuVD7TTBeVxK6rqZ9aAw2pwc6jQpFaQnK51yVQEQUGoMaihvL8lLw4l9uwLPfWDfTj4JleSkwJWgxYnfhRPswbE433j3TDQDYvTo/4FpfXU1gUFPfI9XjLMhMCthhxVUJREShMaihuLJtSTaK0hNn+jGgVgnYvMB3BPXh+V6M2F3IMxmUjidZpV+mxr9bSllkOe4ojasSiIhCY1BDNE22LJSCmk8u9uFN78C9W1blBS3PXJaXggStGmabS6mhAYLbuWVZXJVARBQSgxqiabLFuwfqWMsg3j/bAwDK8D5/WrUKq4uk7d7+Q/jkdm7/zidgeguFH3vjFO76zWewuzjYj4jmHgY1RNOkPCsJ2UY9HC4PxpxuFKcnYlWhKeS14+tqRFHExTCZGrlQuN9qV4qQY6FvxI7fHW7BRxd6Udc6FLP7EhFdKQxqiKaJIAhKFxQA7F6dF7QrSlY5rgOqx2KHxe6CWiWgNDOwRigjSQ+VAIgi0G91xOx5/dc6nGwfjtl9iYiuFAY1RNNInlcDhD56ksnFw419VgxYHUo9TUl6IvSawPZ0tUpAZnLs62oO+Q0KPMWghojmIAY1RNNo25JspCZqsbEsPeI+qtREnXLM9HnLIC5627nLwwwRnI5VCf5bxU91mGN2XyKiKyX8AhsiumxZRj0O/eBLUKuEsEdPssriNFzsGUFt6yDMY04AwKJwQY3RAMAcs0xN28Ao2gbGoBIAjwg09I7AanchKcKOKyKi2YaZGqJplqjTBB0hhSLX1dQ2D4adUSObaAeUxyMGbQoPRd5RtbY4DbkpBogicKaT2RoimlsY1BDNEpXe5ZZfXBpStnuPb+eWTWRVQmv/KFb++AD+9xunov5suUj46vIMVBRIHVonL7GuhojmFgY1RLPEgswkpCZqYXd5MDQqHT+VZyeFvHYiqxL+61w3rA43Xjnahr4I04dFUVSCmi0LM1FRIG04P9XBoIaI5hYGNUSzhCAIqPRboVCQmoBEXeializvqoRIx09yW7bLIyrLNEO50D2CvhE7DFoV1hanYqU3U8MOKCKaaxjUEM0i8sZuIHw9DeDX/RQpqPE7Pvrj5+1hr5PraTaUpkOvUStBzcWeEYw6XBN7cCKiWYBBDdEsst4vqAnX+QT4jp96LXaIYnAh8KjDt0dKrRJwsn0YF7x1OuMd8rZyy2sdslMMyDbq4RGBs52hv4eIaDZiUEM0i6wqTIXGu/AyUqZGHr7ncHsw7G3/9nemwwyPKAU/1y/NBhA6W+Nye/Bp4wAA4OqFvkGBFTyCIqI5iEEN0SySoFPj2sVZ0KoFbChLD3udQauGKUELIHRdzQnv0dPKAhO+uq4QAPD68Xa4x7V3n2gfhsXuQopBgxX5vr1USgcUgxoimkM4WYtolvmXr6/F8JgTBakJEa/LNuoxPOZEj9mOxTmBrd9yhqWiwITtS7OQmqhFl9mGQw192LooS7nusLfraXN5BtQq33BAFgsT0Vw0KzM1t912G9LS0nD77bcHfN7W1oZt27Zh+fLlWLVqFf7whz/M0BMSTZ9kvSZqQANEXpUgZ1hWFZqg16ix27t3avwRlFwk7L94E4DS1l3fMwKb0z3JNyAimhmzMqi5//778dJLLwV9rtFo8PTTT+PMmTN477338NBDD8Fqtc7AExLNvGy5rXvcrBqr3YWL3iJhOePy1XUFAIB3TnVhxC51NNmcbhzzbgWXi4RluSkGZCbr4PaIOMvJwkQ0R8zKoGb79u0wGoMnqebl5WHNmjUAgOzsbKSnp2NgYOAKPx3R7KAM4BtXU3Om0wzRWyScnSIFPmuKUrEgMwljTjfeOdUFAKhtGYTD5UFOih7lWYFD/gRBYLEwEc05kw5qampqsHv3buTn50MQBLz++utB1zz77LMoKyuDwWBAZWUlDh48GItnDXDs2DF4PB4UFRXF/N5Ec0FWmKBGnk+zqtBX+CsIgpKt+ePnlwD4HT2VZ4Zctumrq2GmhojmhkkHNVarFatXr8YzzzwT8uuvvPIKHnzwQTz66KM4fvw4tm7diqqqKrS2tirXVFZWoqKiIuhXR0f4qaf++vv78e1vfxvPP//8ZB+fKG4oQY05sKbGv0jY31fWSkHN4cZ+tA+N4RO/IuFQ5G4odkAR0Vwx6e6nqqoqVFVVhf36U089hXvuuQf33nsvAODpp5/GgQMH8Nxzz2Hfvn0AgNra2ik+LmC323HbbbfhkUcewZYtWyJeZ7f7/gvWbOZ/bVJ8kWtqxk8VPtHua+f2V5iWiE0L0nGkcQC/P9yCk5eGAAQXCctWejM9F7otsDndMGijbxonIppJMa2pcTgcqK2txY4dOwI+37FjBw4dOnTZ9xdFEXfffTe+9KUv4Vvf+lbEa/ft2weTyaT84jEVxZtQqxKsdt8k4fFBDQBlZs0LBxvhEYGyzCTkh+m0yjcZkJ6kg8sj4nwXJwsT0ewX06Cmr68PbrcbOTk5AZ/n5OSgq6trwvfZuXMn7rjjDuzfvx+FhYU4evQoAOCTTz7BK6+8gtdffx1r1qzBmjVrcPLkyZD3eOSRRzA8PKz8amtrm/qLEc1CcqGwxe7CmENqu5aLhHNSfEXC/qoqcmHQquDyDuHbEuboCZDqcFbkz/zGbovNGXTERkQUyrQM3xtfdCiKYshCxHAOHDgQ8vNrrrkGHo9nQvfQ6/XQ6/UT/plEc02yXoMErRpjTjd6LDaUZCQFTBIOxWjQYueKXLxRJ9WvhTt6kq0sMOFgfd+MdkDd+7tjOHFpGO8/fB3yTNHn9xDR/BXTTE1mZibUanVQVqanpycoe0NEl0cQhKAOqFNKPU1q2O+Tj6AEAdi8IHymRrrPzBYLD4068GnTAMacbhxvHZqRZyCiuSOmQY1Op0NlZSWqq6sDPq+uro5Y1EtEU6PMqvEO4JODj5WFKWG/55qFmfjLq0vx/ZuWIi1JF/H+cgfV+S4LHK6JZUljyT+QafTWChERhTPp46eRkRFcvHhR+X1TUxPq6uqQnp6O4uJi7N27F9/61rewfv16bN68Gc8//zxaW1tx3333xfTBichXLNxjsWHEr0h4fDu3P7VKwGO7V0zo/oVpCTAlaDE85sSFbkvE+/pze0S8+UUHclIMWF+aBq16av/9VOudeAwAjb2cHk5EkU06qDl27Bi2b9+u/H7v3r0AgLvuugsvvvgi7rzzTvT39+Pxxx9HZ2cnKioqsH//fpSUlMTuqYkIQGBb95kOqUg4N8WgfH65BEHAygITPr7Yh5PtwxMOav6ztg3ff1Uq4jfqNdi6OBPbl2TjuiVZk3q2z1t9QU1DH4MaIops0kHNtm3bIIpixGv27NmDPXv2TPmhiGhi/GtqToYZune5KvyCmq9P8HsOeQf7aVQCLHYX9p/swv6TUq3dygITvru9HDdV5EW8h8vtQV3bkPL7xt6RSTcdENH8Mi3dT0R0Zfjvf3J7Inc+TZW8sfv0JIqF5WOj3/7lBhgNWrx/rgcfnu/BiUvDONk+jB++dgo3Ls+FWhU+QDnXZcGow40knRqjTjcsNhf6RhxKIEdENB6DGqI5zH9VQvvgKIDAnU+xIAdJZ7sscLo9Uetjus02XBocg0oA1hanIVmvwZqiVOy9cTF6LDZc//OPMGB14FT7MFYXpYa9z3Hv0dO6kjQ091vRNjCGxt4RBjVEFNas3NJNRBMj16dcGhxDo7fmJNbHT8XpiUgxaOBweXChO/pkYTlLszQ3Bcn6wP9uyjYalNk4H13ondB9KkvSsCAzGQCUdyQiCoVBDdEcJnc/jdhdSpFwrDMZgiBgVWEqAOBY82DkixEYjIRy3ZIsANGDms+97dzritOwICsJANu6iSgyBjVEc1h6og4av7qUlTE+epLJ2ZWD9ZEDEWACQc1iKag53jqIoVFHyGt6LDa0DoxCEIA1xalYkOXN1LCtm4giYFBDNIepVAIyk32ZmVgXCcu2LpKCmsMN/RGH8Nmcbpz27okKF9TkpyZgcU4yPCLw8cW+kNd83jIEAFicbUSKQYvyTG+mhsdPRBQBgxqiOU4+ggKmL6hZnpeCjCQdrA63UsAbysn2YTjdIrKMehSmhd/TJGdrPjofOvPjXyQMQMnUtA6MzshkYyKaGxjUEM1xWX6ZmlgXCctUKkHJ1hysD51dAfyOnorTIs6TuW5xNgCpribU3KvxR1g5KXok6dRwe0S0DoxO7SWIKO4xqCGa4+RMTZ4p9kXC/rYukrIrNRHqauRC4vWloY+eZBvK0pCgVaPHYsfZzsCOKofLgxPemTjrilMBSMXKZSwWJqIoGNQQzXFyW/d0ZWlkcqbmZPswBqzBBb6iKCprDdaFqaeR6TVqbCmXNoSP74I63TEMh8uDtEQtyry1NADY1k1EUTGoIZrjvrwmH9uXZOGvti6Y1p+TnWLA0lwjRBH4JESBb3P/KAasDug0KqzID78lXOZr7e4J+Fw+elo37giLbd1EFA2DGqI5bkFWMn77l1fhqrL0af9Z13oLfEO1dsvByKoCE/QaddR7ycXCx5oHYbE5lc+Py/NpxmV72NZNRNEwqCGiCZOPoGou9AUV+EabTzNeSUYSyjKT4PKIygJM//usKx4X1LCtm4iiYFBDRBO2oTQdeo0KXWYbLvYEHgN93jKxehp/Smu3t66mY2gMXWYb1CoBq4sCa4Tk46cBqyPs0D4imt8Y1BDRhBm0auWYq8avtXt4zIkLPVIX0/gMSyT+82pEUVSyNMvzUpCoC9wblajTIM8kFUU3TOEIyu0R8fJnrWjpZ6aHKF4xqCGiSbkuRF3N8dZBiCJQkpE4qbbyTQsyoNOo0D40hobeEb+jp9SQ119OsfDLR1vxgz+exP9+4/Skv5eI5gYGNUQ0KfK8miON/bA53QB8R08TraeRJejU2OjN/Hx4vjdokvB4l9PW/Z+1lwAAJy4NhRz4R0RzH4MaIpqUxTnJyEnRw+b0KJmV2tapBTWAL/Pz7ulunO4wAwh/hDXVTE1zn1XpqhoadaLbbJ/0c06Ey+1BU5+VQRPRDGFQQ0STIghCwHRhl9uDOm/AMJWgZpt3Xs1nzQNweURkR9gbNdW27teOtwf8/mynedLPORFPVV/A9p9/iHdOdU3L/YkoMgY1RDRpyh6oC304322B1eGGUa/BomzjpO9VnpWMglRfEDN+6J4/ua27pX8Ubs/EsiGiKOL1OimoSTFIxcdnu6YnqPm0aQAAUHdpaFruT0SRMaghokm7ZqEU1JzpNOOANyuxpjgValX4JZbhCIKgTBcGImd7ClIToNeo4HB7cGlwYostP28dREv/KBJ1aty1pRQAcG7cvqlYEEVRaXO/NDgW8/sTUXQMaoho0jKS9agokFYh/PaTZgBTO3qSyXU1QOQ5NyqVoOyDmugR1B8/l7I0N1XkKrU656YhU9M34sDwmDQZmUEN0cxgUENEU3Ktt67GYncBuLyg5uqFmUhP0iHbqI+6N0ouFm6YQLGw3eXGWyc6AQBfXVuIpXlG7/daYXe5o37//zvWht983BT1OgCo7/Flf9onmEUiotjSRL+EiCjY1kVZePbDBgCASgDWFKVO+V7Jeg3evv8aCBBg0EbeGzWZtu4PzvVieMyJnBQ9NpdnQCUAqYlaDI06cbFnBCvyw282Hx514vuvnoAoAjcsy0FxRmLEn9XgN2G5b8SBMYcbCbroO7CIKHaYqSGiKVlXkopE7x/aS3JTYDRoL+t+eaYE5HonBkeiZGp6omdqXjsuzab58poCqFUCBEHA0lwpWxOtrqa2dQByZ/aZzuGoP6t+3PO0DzFbQ3SlMaghoinRa9TYtCADAFBZknrFfq7S1h0lUzM06sD753oAALetLVA+X5orHW9Fq6s51jyo/PWZCRQWj9+F1ca6GqIrjsdPRDRlD1y/CC6PiO9cXXbFfqacqem12GGxOcNmiN460QmnW8TSXCOW5fnqdJZ562rOdUUOVPyDmonMtZEzNdlGPXosdhYLE80AZmqIaMpWF6Xipe9cpWRProQUg1bZLxWpA0oeuPfVdQUBn8uZmrMRsi92lztg1ky0oGZ4zIleizSlWO7kmmjLORHFDoMaIppz5CF8jX2h62pa+q2obRmESpDqafwtzjFCEIC+EbsSiIx3qt0Mh8sDo15KZl8aHIPZ5gz7PPLRU57JgKXerBAzNURXHoMaIppzoq1LkLM0Vy/MRE5KYPFxgk6NsgwpKDof5gjqWLM0GXjLwgzkeYuXIxUWX/S2cy/MTlZWPDCoIbryGNQQ0ZxTnhV+AJ8oikpQ418g7E+eVxPuWOmot55mfUm6Uo8T6QhKztT4BzWcVUN05TGoIaI5J9IAvoP1fWjpH0WCVo2dK3JDfr9SVxOiA0oURdS2SJma9aVpSmFxpKCmPiCokebZyLNqiOjKYfcTEc058gC+5n4rPB4RggAcaujHrw424sPzvQCAqopcJOlD/ysu0qyahl4rBkedMGhVWJFvQvuQdIw0oUxNVjJMCVoY9RpY7C60D41i4RSWfBLR1DCoIaI5pzAtAVq1AJvTgxc+bsRrxzuUoEMQgB3Lc/DormVhv18+UrrYMwKn2wOt2pe0lutpVhemQqdRKdee77bA7RGDlnaOOlxK/cyiHCmAKUhLwLkuC9oGxxjUEF1BDGqIaM7RqFUoyUjCxZ4RPLn/HAAgQavGf19fiO9cU4YSbyFwOAWpCUjWazBid6Gpz4rFOb7A41iLVE+zoTQdAFCakQSDVgWb04OmPisWZge2r8t1PelJOqQn6QAAhWmJONdlYbEw0RXGmhoimpM2lEoLNHNS9Pj7m5bg8CNfwj98uSJqQANI276X5IaulZEzNeu991erBCzJDV8s7F8kLPN1QLFYmOhKYqaGiOakR3ctx+2VRVhZYIJOM/n/Pluaa0RtyyDOdVnwZe9nvRY7mvtHIQjAOr+t48vzjPiibQhnO83YvTo/4D71fu3cMrZ1E80MBjVENCcl6zWo9As8JkseknfOL/sidz0tyTEixW/9QqS2bv8iYZncAdXOoIboiuLxExHNS8tyg3dAyfNp5Hoa5dq88KsV5HbuRTnM1BDNNAY1RDQvyTU1ncM2DI06AATX08jkFvAusw2DVofyucPlQUu/VDfjf/xUpMyqscPm5KwaoiuFQQ0RzUtGgxZF6VJG5VyXBaMOF051SMdL68dlavyv9T+Cau63wu0RkazXINdvHUNKgiZgb1Q4bo+IX35wEbUtg2GvIaKJY1BDRPOWPFn4XKcZdW1DcHtE5JkMKEhNCLp2mffaM35BjVxPU56dDEHwza8RBAEFE+iAOnC6Cz87cB4/ePXE5b8METGoIaL5a5nS1m3BMXnf07gsjXJtiLoaOahZNG52DeArFo6UqfmsSTruqu8ZwfBY+C3gRDQxDGqIaN5SOqC6zDjqrafZUBq6oypUB1R9iBk1sokUC/sfO33RNjSJJyeiUBjUENG8JRcAn++24HjrEACEbRNfPm61gvzXQGA7tyzaAD6r3RVwlFXHoIbosjGoIaJ5q8RvBcKI3YVkvUapsxmvME1areBwe9DQOwK3R1S2hPu3c/uuj3z89IW3hkd2vJXFwkSXi0ENEc1bapWAJX57n9aVpAUtrJSpVIKS2TnbacalwVE4XB7oNColgPEX7fhJ3jFVmiF9b13bEERRDHktEU0Mgxoimtf8MzPro0wo9i8Wru/2dj5lJYcMhKLNqpGDmm9sLIFOo8LgqBOtA9wVRXQ5ZmVQc9tttyEtLQ233357yK+Pjo6ipKQEDz/88BV+MiKKN0vzfJma8UP3xvMvFr7YG75IGIg8q8btEXHcG9RsLs/AinzpvnJdDxFNzawMau6//3689NJLYb/+xBNPYOPGjVfwiYgoXsmZGo1KwJqi1IjXLsvzHT9FKhIGIs+qqe+xwGJ3IVGnxtJco/JzZ0ux8Kn2YfSN2Gf6MYgmbVYGNdu3b4fRaAz5tfr6epw7dw4333zzFX4qIopHlSVpqKrIxfe+tBCJusg7fpfkGiEIQN+IA4cb+gGELhKWhaurkWfirC1OhUatwtpiKUM0G4qFG3tHsPuZj/E/f187049CNGmTDmpqamqwe/du5OfnQxAEvP7660HXPPvssygrK4PBYEBlZSUOHjwYi2cFADz88MPYt29fzO5HRPObTqPCc9+sxIM3LI56baJOg7KMJABA+5AUqIQ7fgLCd0DJ82kqS6RBf2u9mZozneYZ3xV1sn0Yoihlo1i4THPNpIMaq9WK1atX45lnngn59VdeeQUPPvggHn30URw/fhxbt25FVVUVWltblWsqKytRUVER9KujoyPiz37jjTewePFiLF4c/V8+RETTQa6rAaTuqVJvkBNKuFk1x1q8izO9hcmFaQnITNbB6RZxusOMmdTUZwUAjDrcnHJMc07kXGsIVVVVqKqqCvv1p556Cvfccw/uvfdeAMDTTz+NAwcO4LnnnlMyLLW1U0trHjlyBC+//DL+8Ic/YGRkBE6nEykpKfjRj34UdK3dbofd7jsTNptn9l8URBQfluUZ8fbJTgBASUYidJrw/20Y6vipx2xD28AYBAFYU5wKQKq/WVOUivfO9qCubSjsAMArodkb1ABSNio1UTdjz0I0WTGtqXE4HKitrcWOHTsCPt+xYwcOHTp02ffft28f2tra0NzcjJ///Of4q7/6q5ABjXytyWRSfhUVFV32zyci8s/UhNr55C/U8ZPcyr0kx4gUg1b5fLYUCzf1+7JKnUO2GXwSosmLaVDT19cHt9uNnJycgM9zcnLQ1dU14fvs3LkTd9xxB/bv34/CwkIcPXp00s/yyCOPYHh4WPnV1tY26XsQEY3nH9REqqcBfJka/1k1vsWZgdmY2VIs7J+p6RgOv7eKaDaa9PHTRAhC4CAqURSDPovkwIEDUa+5++67I35dr9dDr9dP+GcSEU1EnskAU4IWw2POqEGNKUGLZL0GI3YXLg2OYWF2Mmq9Qcv6ksBt4KsKTRAEKavTa7Ejyxibf3/tP9mJH752Es9+Yx22lGdGvHbQ6gioo5GLoYnmiphmajIzM6FWq4OyMj09PUHZGyKiuUgQBPzFxmKUZSZh66KsqNf6FwuPOdw43T4MIHhxptGgVY6zIh1B9Y/Y0TaJycO//rgJQ6NOvPlF5EYMAGjqtwb8nsdPNNfENKjR6XSorKxEdXV1wOfV1dXYsmVLLH8UEdGM+f5NS/HBw9uQmRw9m+JfLPzFpSG4PCJyUvTK5/58dTWhj6BGHS7c+swn2PGLGnRMIIsyaHUox1kXvGsdIvE/egIwoZ9BNJtMOqgZGRlBXV0d6urqAABNTU2oq6tTWrb37t2LF154Ab/5zW9w9uxZPPTQQ2htbcV9990X0wcnIpoL/IuF5fk060vSQx7JrymSsjfhMjW/qmlC+9AYxpxu/PlU9DrFmvpeyIvAL3Rbos6dkYMaeXEngxqaayZdU3Ps2DFs375d+f3evXsBAHfddRdefPFF3Hnnnejv78fjjz+Ozs5OVFRUYP/+/SgpKYndUxMRzRH+x09WuwtA8NGTbK23xfuLtmG4PWLAosweiw3/p6ZB+f2B012455qyiD/7/XM9yl9bbC50mW3IMwVniGRy59OW8kyc67Kg22KHy+2BRj0rh88TBZl0ULNt27ao0f6ePXuwZ8+eKT8UEVG8kIOatoFRZbBduKBmcY4RiTo1RuwuNPSOYHGOb13ML6rrMepwozwrCQ29VhxrHkD/iB0ZYY7A3B4RH13oBQBo1QKcbhEXukciBjVypuaqsjS8dLgZLo+IHosd+anhv4doNmH4TUQ0jeTjp1MdZphtLiRo1VienxLyWrVKwMoCE4DA1u76bgteOSod8f/0v61CRUEKPCLw3tnusD+3rm0QQ6NOpBg02L4kW7lPOKIootlbKLwgKxm5JgMAHkHR3MKghohoGsmZGre3uGV1kQnaCMc58rwa/7qafX8+B48I7FyRg/Wl6di5PBcA8E6EupoPzklZmmsXZymzdS5ECGoGrA5YbC4IAlCcnqhkZzqG2QFFcweDGiKiaSTPqpGNn08zntwBdbx1CABwqKEP75/rgUYl4Ps3LQUA3FQhBTWfXOyHxRZ6P5NcT/OlpdnKMdb5CB1QcpYm35QAg1aNfGZqaA5iUENENI38Z9UAQGVp5L1OcrHwhW4LLDYnntx/FgDwjY3FWJAlzbFZmJ2MBZlJcLg9+PB8b9A9uoZtONNphiAA1y3OwuIc6fsuRuiAauqTioRLM6XjMiVTw6CG5hAGNURE00wOagQBWFccOajJSTEg32SARwT+8a2zONVuhlGvwf3XL1KuEQQBO1Z4j6BOBx9BfXheytKsLkxFRrIepZlJ0KoFWB3usFOC5SLhEu/WcV9Qw+MnmjsY1BARTTO5WHhxthGmBG2Uq33bu185Ju2su29beVCX084V0pT2D8/1KHulZP5HTwCgVauwIFPK1oSrq5GnCZcpQQ2Pn2juYVBDRDTN5COl65dlT+z6Il82J89kCDmPZnVhKnJTDLA63DjU0Kd8bne58clF6fdy1xMALMqRg5rQdTVypqY0MzBT08mlljSHMKghIppmt67Ox5++dzUevGHxhK6XMzUA8PCOJTBo1UHXqFQCdnizNQdO+Vq7jzYNwupwI8uoxwq/1vEl3mLhUJkaURSVoKZsXE3N4KgTow7XhJ6baKYxqCEimmaCIGBVYSp0mon9K3d1YSquKk3HjctzcNvagrDX7fTW1VSf7YbL7QEAfOCtp9m2OAsqv4nEiyIENb0jdlgdbqgEoChdCmpSDL6uLdbV0FzBoIaIaJbRaVT4f/dtxq++vT4gMBnvqrJ0pCZqMWB14Jh3r9QH4+ppZEoHVM8IPJ7ADqhmb+dTfmoC9BpfVkiuq+ERFM0VDGqIiOYorVqF65d6j6BOd6G5z4rGPis0KgFXL8oMuLYkIwk6jQo2pwdtg6MBX/MdPSUFfM62bpprGNQQEc1hchfUu6e7la6nDaXpSDEEdlmpVQIWeufcnO8KPIKSO59KMwKDGnlPVPs0HD/1WuwxvycRgxoiojns2sVZSNCq0T40hl9/3AQA2L40K+S18hFUfU9gB9T4zidZgXz8FONMzX/WXsKGJ97D7w83x/S+RAxqiIjmMINWjW1LpCBGHqw3vp5Gtjg3dLFw07jOJ5lv/1Nsgxq55by2ZTDKlUSTw6CGiGiOk7ugAKAoPQHl3mOm8RZne3dA+R0/iaKIln7vioQwx0+x7n6q75F+fieXZVKMMaghIprjti/NhsbbJbV9STYEIXTHlLzYsrHXqrSA91jsGHO6oVYJyuRjWYFfoXC4nVGT5fGIuOg9/uoyM6ih2GJQQ0Q0x5kStLipIheCIA36C6cwLQEJWjUcbg9aBqTsjHz0VJCaEDRHJ8ekhyAAdpcHA1ZHTJ61fWgMNqcUUHUO22IWLBEBDGqIiOLCz25fjY8e3o71pelhr1GpBGVdQr23riZckTAA6DVqZHp3TsXqCEo+egIARwyDJSKAQQ0RUVxI0KlRnJEY9bpFSl2NdATkW2QZ+ntjXSxcP273FOtqKJYY1BARzSNyW/eFnuiZGsDX1h2rAXzj28m7GNRQDDGoISKaR+S2bt/xk7fzKUxQ4+uAim1Qo1NLf/xwBQPFEoMaIqJ5xL8Dyu5yo1k5fgod1PiOny4/oyKKIi56g6kNZWkAePxEscWghohoHsk3GZCs18DlEXGkcQB2lwcalYDCtISw1wOxydR0DNtgdbihUQnYVJYBgMdPFFsMaoiI5hFB8HVAHTjdBQAoSk+ERh36j4NYLrWUj7zKMpNQlC4VJjNTQ7HEoIaIaJ6RJwtXn+kGAJRG6JqSg5oeix1O78C+8eq7LXj/XHfUnysP3VuUk4w8bwaINTUUSwxqiIjmGTlTI2/KDlckDAAZSTro1CqIYuijIpfbg2/9+jN858VjOHFpKOLPldu5F2YblQJkDuCjWGJQQ0Q0zyzxdkDJyiIENSqVgDx5W3eIoKamvldZd3Cwvi/iz5UH7y3KTkZ2ijTUz+7yYGjUOfGHJ4qAQQ0R0Twjd0DJxi+yHC8/Qlv3f9ZeUv7606aBsPcQRVFp516UkwyDVo2MJB0A1tVQ7DCoISKaZ7KNeqQYNMrvI2VqACiZmvZxQc2g1YH3zvQovz/WPBC27qbHYofF5oJaJSg/z5cBYl0NxQaDGiKieUYQBOUISqsWlKLdcORt3eODjzdPdMDh9mBZXgpSE7UYdbhxqn045D3kepqSjEToNWoAQG6Kr66GKBYY1BARzUOLvEdQkdq5Zb627sDgQz56+u/rC3GVd5HmkcbQR1D+9TQyOZjirBqKFQY1RETz0PK8FACBQUY4eSEG8J3vsuDEpWFo1QK+vKYAGxdIw/Q+beoPeQ+lnibbV8+TK9+Xx08UI5rolxARUbz56roCDI85cVNFbtRrC0IM4Hv1cylL86Wl2UhP0mFjmZSpOdo0AJfbE5T9udjtKxKW5acyU0OxxUwNEdE8lKjT4LvbF6I8awKZGm9QY7a5YLE54XJ78MfP2wEAt1cWAQCW5aUgxaCB1eHG6Q5zwPeLoqhsBV/olxmSa2oY1FCsMKghIqKIkvUapVuqc9iGmvpe9I3YkZGkw7YlWQAAtUrAVWVyXU3gEVS/1YGhUScEAQFBlG+qMAfwUWwwqCEioqj8d0DJBcJfWVsArd8x0yalriawWFjufCpOT4RBq1Y+l2tqxpxuDI9xAB9dPgY1REQUlVxXc7rDrMymub2yMOCajd7N20ebBuD2+DIvF0N0PgGAQatGOgfwUQwxqCEioqjkQXkvHmqGw+3BivwULPN2UMmW56fAqNfAYnfhjF9djdz5tDA7cJIxAOSmsFiYYodBDRERRSUfP8lLMMdnaQCprmZDiLoa+fgpVPu4f11NJE19VvRYGPhQZAxqiIgoKvn4CYAymyaUTQukoMZ/Xo3/zqfxck3RVyV0Do/hpqdr8LXnj8DjYUExhceghoiIosoz+YIaeTZNKHJdzafeuppBqwN9I1J2J1T7eH5q9FUJnzYOwO7yoLHXipNh1jAQAQxqiIhoAuRBeYBvNk0oK/JTkKzXwGJz4WynGRd7pSxNQWoCkvTB814nUlNT1zak/HX1me7JPjrNIwxqiIgoqjxTAlYXmrCywKTMpglFo1ZhfWkaAKmupj7EJOHA+0Y/fvri0pDy1++dZVBD4XFNAhERRaVWCXjje9dAFEUIghDx2k0LMvDh+V582jSAwjTpeCncjqnccQP4xt/b4fIETCg+12VB28AoitITL+d1KE4xU0NERBMWLaABoOyB+qxpABe65Rk1we3cgK9WZ9ThhtnmCvr6uS4zHC4PUhO1yn3f5REUhcGghoiIYqqiwIQknRrDY0582ihNF14Y5vgpQadGaqIWQOi6mi+89TSrC1Nx4/IcAMB7DGooDAY1REQUU1q1CpWlUlbF5W3BXhjm+AnwFQuHqqupa5O6nVYXpWLHcmmj+GfNAxgadcT0mSk+MKghIqKYk+fVAFLQkmLQhr020gC+urZBAMCaIhOKMxKxJMcIt0fEh+d7Y/zEFA9mZVBz2223IS0tDbfffnvQ15qamrB9+3YsX74cK1euhNVqnYEnJCKiSOR5NUD4zidZXphZNWabEw290r/jVxemAgBuWJ4NYO62drs5PHBazcqg5v7778dLL70U8mt33303Hn/8cZw5cwYfffQR9Hr9FX46IiKKZlWhCQnejdyRjp4AIE+ZVRN4/HTyknT0VJSegIxk6d/1N3qPoD483wO7yx32nj995xxuerpmVq1W+PmB81jzD++iwTu7h2JvVgY127dvh9EYXCl/+vRpaLVabN26FQCQnp4OjYZd6UREs41WrVKOoFbkmyJemxvm+KnOr0hYtqrAhGyjHlaHG0e8RcjjHazvxXMfNuBclwWv1rZP8Q1i78+nOmGxu/BZU+jnpss36aCmpqYGu3fvRn5+PgRBwOuvvx50zbPPPouysjIYDAZUVlbi4MGDsXhW1NfXIzk5GbfeeivWrVuHJ598Mib3JSKi2PvH21biydtW4ra1ofdEyeS27nBBzZqiVOUzlUrA9cukLqjqM11B9xpzuPHoa6eU3799smMqjx5zbo+ItgEpExVteSdN3aSDGqvVitWrV+OZZ54J+fVXXnkFDz74IB599FEcP34cW7duRVVVFVpbW5VrKisrUVFREfSroyPy//icTicOHjyIX/7ylzh8+DCqq6tRXV092VcgIqIroCA1AX+xsRhqVeTZNnmpwasSRFEMGdQAwA6ltbsHohhYo/LP/1WP1oFR5KTooVYJONVuRkv/zNdedgyNweH2AAg+ZqPYmfTZTVVVFaqqqsJ+/amnnsI999yDe++9FwDw9NNP48CBA3juueewb98+AEBtbe2UHrawsBAbNmxAUZG0d+Tmm29GXV0dbrzxxqBr7XY77Ha78nuz2Rx0DRERzTy5pXvE7oLF5oTRoEWX2YZeix1qlRB0fLW5PAOJOjW6zDacajdjZaH09dMdw/jVwUYAwBNfWYkXDzXj44t9ePtkJ/ZsW3hlX2qcpj5fYMVMzfSJaU2Nw+FAbW0tduzYEfD5jh07cOjQocu+/4YNG9Dd3Y3BwUF4PB7U1NRg2bJlIa/dt28fTCaT8ksOhIiIaHZJ0muQYpD+G1v+A7+udQgAsDTXiASdOuB6g1aNaxdJ+6fkIyi3R8QjfzwJt0fErpV5uGF5Dm5emQcA2H+yM+ozDI068LMD59DcNz1ZnWa/bFGk5Z10eWIa1PT19cHtdiMnJyfg85ycHHR1BZ99hrNz507ccccd2L9/PwoLC3H06FEAgEajwZNPPolrr70Wq1atwqJFi3DLLbeEvMcjjzyC4eFh5VdbW9vUX4yIiKbV+LqaOu8Sy9Xjjp5k8nTh6rM9AIDfHWrGiUvDMBo0eGz3cgDAzhU5Ez6C2rf/HH75QQN++s65y32VkPwzNQxqps+0tA6N3w0ykQVo/g4cOBD2a9GOv2R6vZ7t3kREc0ReqgHnuy1KvYm8HmGNX+eTv+1Ls6ESgLOdZnza2I+fv3seAPBI1TJke4+zMpL12LwgI+oRVNewDX88fgmAtFnc4xGhilIHNFn+GSCL3zEbxVZMMzWZmZlQq9VBWZmenp6g7A0REZHMf6qw2yMqM2rWFKeGvD49SYf13lUM9/7uGEYdblxVmo6vbQgsNdi1SjqCevtE+COoX3/cCKdbKjgeHHWivif2c2Sa+0cDft9tZrZmOsQ0qNHpdKisrAzqSKqursaWLVti+aOIiCiO5KZ4j5+GbLjYMwKrw40knRrlWeEH993obe222F3QqVV48qsVQRmWnStyoVYJON1hDlkvMzTqwH98KnXnpifpAEjZmlhyuT1oG5CCGlOClJ1hsfD0mHRQMzIygrq6OtTV1QGQ1hbU1dUpLdt79+7FCy+8gN/85jc4e/YsHnroIbS2tuK+++6L6YMTEVH8UDI1Zpty9LSy0BSxHVyuqwGAPdvLsTA7eGhrepIOW8qllQ1vhygY/v3hFlgdbizNNeI7V5cCmFhQ43R78N3/+Bz/8ObpqNdeGhyDyyNCr1FhlbdTi0HN9Jh0Tc2xY8ewfft25fd79+4FANx111148cUXceedd6K/vx+PP/44Ojs7UVFRgf3796OkpCR2T01ERHHFN6tmDMeV+TRpEb+nNDMJd28pRe+IHX+9rTzsdTevzMPB+j7sP9mJ72731dWMOdz47aFmAMBfbytHYZqULfq0aSBqLeinjQPKkdYD1y9CaqIu7LVN3iLl0owk5HsLolksPD0mHdRs27YtaNjReHv27MGePXum/FBERDS/+NfUKEXCRZHXKwDAj29dEfWanSty8b9eP6UcQZVmJgEA/t+xNgxYHShKT8CulXnwiIBBq8KA1YH6nhEszgnO/MjeO+tbqHmm04wt5Zlhr5WPvUozE8OuhKDYmJW7n4iIaH7J9WYwLDYXznVJw1LDtXNPVqgjKKfbg+drpEF9/+PacmjUKug0KqwvkYqPIx1BiaIYsCX8TEfk4a6+oCZJCd44VXh6MKghIqIZl6zXwKiXDg88IpCToldm18TCrpWBXVBvftGB9qExZCbrcEdloXLdxjIpqPk0zLJMADjbaUH7kC8oiRbUNHk7n8oykpipmWYMaoiIaFaQ62qAwM3csbDD2wV1ptOMxt4R/OtHDQCAv7y6DAatb2LxJm9G59Om/rClFnKWRp6CfHpSmRpvTQ1buqcFgxoiIpoVcv0yM7E6epL5H0H94NWTuNA9gmS9Bt/cFNjEsqrQBINWhb4RBxp6Q8+rqT4rzWK7d+sCAMDF3hHYnO6Q1zpcHlwa9GZqMn2ZmqFRJ8Ycob+Hpo5BDRERzQp5Kb5MzdoYBzWA7wjqs2bpaOkbm4qVuTEyvUaNdcVS19XhEEdQncNjONVuhiAAf7GxGOlJOrg9Ii50W0L+zLbBUXhEIFGnRrZRjxSDBoneXVbM1sQegxoiIpoV5CyGIAAVhdE7nyZLPoICAJ1ahXuuLgt53aYFUkYnVLHwe96jp3XFachM1mN5XgqA8EdQytFTRhIEQYAgCH51NSwWjjUGNURENCvke2tqyrOSkTINe5H8j6D+W2WhsiNqPP9i4fF1NfICTXnw34p8KagJVywsL7Is87aRA/DrgGKmJtamZaElERHRZG1fko3KkjTcOW5/Uyz9w60r8J+1l/A/rw0/rG91USr0GhX6Ruxo6LViYba0qsFic+JwQx8A4Abviobl+XKmZjjkvZr7fTNqZMpKCAY1MceghoiIZoXsFANe/evp3RO4ICsZf3/T0ojXGLRSXc3hxn4caexXgpqaC31wukUsyExSPpMzNWc7LXB7xKC1Ds19UpFwaQYzNVcCj5+IiIjG2bjAewTV5CsWrj4jdT3d4LdzqiwzGQatCmNOt5KV8Rfq+ImzaqYPgxoiIqJx/IuFRVGE0+3B++cC62kAQK0SsDQ3dLGwzelGh7cYuDRUTY059oXCv/m4CS9+0hTz+84VDGqIiIjGWVOUCp1GhV6LHU19VhxtHoDZ5kJ6kk5p+ZaFKxZuGxiFKAJGvQYZSb6Fl7nTdPzUOTyGx986gx+/eQaDVkdM7z1XMKghIiIax6BVK7NyjjQO4L0zUpbmS0uzg+pmwhULN/lNEvbf+C1PFe4bccDuit0AvtqWQeWvQx2FzQcMaoiIiELwP4KSpwjLXU/+VuRLM3XOdJgDWsB9nU9JAdenJWqh00h//PaY7TF7Xv+gpnVgNGb3nUsY1BAREYUgFwu/e6YLbQNj0GlUuHZxZtB1S3KMUAlAv9WBHosvSGnqkxdZJgZcLwiCUlcTy2Lhz/2CmpZ+BjVERETkta44DTq1CjanBwBwzcJMJOqCJ6Ek6NQoz5JavP2PoPwXWY6XmxLbqcJjDndAoTKDGiIiIlIYtGqs8dtB5d/1NN7yEMXC4Y6fgNjPqjlxaQguj+/oq4U1NURERORvk/cICgCuX5od9roV+YFt3WMOt3K0VJYRIlNjiu1U4dpW6eipKF26bwtraoiIiMjf9ctyIAjS0VO4XVGAX7FwpxTUtAxImRJTghZpfu3cslhnauR6mtvWFAAAei12jDpcMbn3XMKghoiIKIzVRal454Fr8cu/WBfxOnlbd0v/KMw2Z8R6GsBvqrA5fFBjsTnxozdO4cSloYg/WxRFfN4qXbN9aTZMCdIy0PnYAcWghoiIKIIluUaYEiNvDU9L0iHfG6ic7TCjUV6PMK7zSebL1IQvFP79kRa8dLgFj752KuLPbu4fxYDVAZ1GhRX5JpR6f6a8d2o+YVBDREQUA0qxcKd5wpmaHosdTrcn5DWHG/oBACfbhyMW/srzaVYXmqDTqFDsreFpHZh/xcIMaoiIiGJgubeu5nSHWcmSlIUJajKT9NCoBIiiVP8ynt3lxtFm3zLNt050hv25clAjr28oSZcyNfOxrZtBDRERUQzIdTVnOsxoktu5Q3Q+AYBKJSAnJfwAvi/ahpX5OADwdoSgRi4SXlciBTXF3uMn1tQQERHRlMht3Re6LUr2JdzxExC5A+pQQx8AqetKrRJwptOMxt6RoOuGx5y40GMBEJypmY/7nxjUEBERxUBhWgJSDBplCF56kk7pRApF6YAKUSws19PcvDIPVy+UVjOEytbUtQ1BFIGSjERkGfUAfIFUx5AtbL1OvGJQQ0REFAOCICjFwgCULqRwwmVqbE43jntbtDeXZ+CWVXkAQtfVyPU0ld4sDQBkG/UwaFVwe0S0D8ZmDcNcwaCGiIgoRuQhfEDkoyfAb6rwuFk1tS2DcLg9yDMZUJqRiJ3Lc6FVCzjfbUF9tyXg2uOtgfU0gBRcFcvFwvOsroZBDRERUYzIxcJA6PUI/sJlauR6ms0LMiAIAkyJWmxdlAUgMFvj9ohKRqfSL6gBgOJ0b1v3PKurYVBDREQUIysK/I6fomZqQgc1cj3N5vIM5bNdK6UjqLdPdkIUpZqdC90WjNhdSNZrsDjHGHAPZQDfPGvrZlBDREQUI+VZydBppD9aw82okcmZmm6zDW5vcfGI3YUvLg0DCAxqblyRA51ahYs9I7jQLXVByfU0a4pSoVYJAfcuyZifs2oY1BAREcWIVq3CY7uX4y+vLlVavMPJStZDJQAuj4j+EakF/GjzANweEcXpiShM8xUapxi0uHaxfATVASB4Po2/+TpVmEENERFRDH1jYwke270CgiBEvE6jViHbGDiATz562uKXpZHtXu09gjohHUHVeouEx9fTAL5ZNa0Do/B4s0CxYHO68XxNA856t5HPNgxqiIiIZohvVo0U1ChFwiGCmuuX5UCvUaGxz4qa+j609I9CEKTjp/EK0hKgVgmwOT3oCbGGYaqefq8eT+4/h8feOB2ze8YSgxoiIqIZ4r+te3jUidMdUgZk84LgoCZZr8H2JdkAgCffPgsAWJxtDDngT6tWoSBVahmPtAxzMpr7rPjNx00ApKWdcsHybMKghoiIaIYomRqzDUea+iGKQHlWErK9e6HG2+UdxHfeO68mVD2NTCkWjtGsmn98+ywc3gnFI3YXLs3CwX4MaoiIiGaI/6waXz1NZtjrr1+WDYPW90f3uuLUsNfKA/haY9ABVXOhF++d7YZGJSAzWVrHcL7LEuW7rjwGNURERDNEmSrsF9SEqqeRJeo0uH5pjvL7UEXCMnlD+OUutnS6PXj8rTMAgG9vLlWKmM93M6ghIiIiLzlTc6HbogQJm0LU0/iTd0GlJ+kizsIpzvB1QF2O3x9uwcWeEWQk6fDADYuwJFca9DcbMzWamX4AIiKi+SrXWzszNOoEACzNNSI9SRfxe3asyMWDNyzCygJTxLbxWAzg6x+x4xfvXQAAPLxzCUwJWixlUENERETj5YwrCI5UTyNTqwQ8eMPiqNfJNTXDY04MjTqQmhg5WArl5+9egMXmwor8FPz39UUAoGRqGnpH4HB5lAnKs8HseRIiIqJ5RqdRKYW3QOihe1OVqNMg2yjdeyrZmlPtw3j5aCsA4LHdK5RVDAWpCTDqNXB5RDT2jcTseWOBQQ0REdEMkutqVAJw1YL0mN57qm3doiji8TfPQBSB3avzcVWZ77kEQcDiWXoExaCGiIhoBsmzalYWmJBiCB6kdzmK0707oCbZAXXgdDc+ax6AQavCI1VLg74+W4uFGdQQERHNoPKsZADA1kVZMb/3VIuFP7rQC0DaY5XvnUzsb0nO7AxqWChMREQ0g+67bgGK0xPx1XUFMb/3VI+fLnjby1eH2CsF+DI152ZZUMNMDRER0QxKTdThLzYWw6BVx/zeJd4BfJPZ/ySKohLUyBmZ8eS27vahMVhszst8ythhUENERBSnSrxt3d1mO2xO94S+p8tsg8XmgkYlhB3ul5qoQ06K1Fl1YRZNFp6VQc1tt92GtLQ03H777UFf+8UvfoEVK1Zg+fLluP/++2flllAiIqLZIDVRC6NBqjSZ6GThC91Sm3ZZZlLEGTRLclMAAOe7Zk9b96wMau6//3689NJLQZ/39vbimWeeQW1tLU6ePIna2locOXJkBp6QiIho9hMEQdkBNdFi4QveOpnFYY6eZL7JwubLeMLYmpVBzfbt22E0hv6b6XK5YLPZ4HQ64XQ6kZ2dfYWfjoiIaO4oVjqgJlZXIx8nLcpJjnidXG8zm4qFJx3U1NTUYPfu3cjPz4cgCHj99deDrnn22WdRVlYGg8GAyspKHDx4MBbPiqysLDz88MMoLi5Gfn4+brjhBpSXl8fk3kRERPFIrquZcKYmSpGwTJlV022ZNaUgkw5qrFYrVq9ejWeeeSbk11955RU8+OCDePTRR3H8+HFs3boVVVVVaG1tVa6prKxERUVF0K+Ojo6IP3twcBBvvfUWmpub0d7ejkOHDqGmpmayr0BERDRvTKat2+MRUd8j1cgsihLULMxOhkqQlnH2WOyX/6AxMOk5NVVVVaiqqgr79aeeegr33HMP7r33XgDA008/jQMHDuC5557Dvn37AAC1tbVTetj33nsPCxcuRHq6NK55165dOHLkCK699tqga+12O+x2399ks3n2nPkRERFdKXJb90SmCrcPjWHU4YZOrUKpNxgKx6BVozQzCY29VpzrsgQt55wJMa2pcTgcqK2txY4dOwI+37FjBw4dOnTZ9y8qKsKhQ4dgs9ngdrvx4YcfYsmSJSGv3bdvH0wmk/KrqKjosn8+ERHRXCNnai4NjsHl9kS8Vj56WpCVBI06eoggFwtfmCV1NTENavr6+uB2u5GTkxPweU5ODrq6uiZ8n507d+KOO+7A/v37UVhYiKNHjwIANm3ahJtvvhlr167FqlWrUF5ejltvvTXkPR555BEMDw8rv9ra2qb+YkRERHNUjtEAnUYFl0dEx5At4rXn5Xqa3MhHT7IlOVJb92wpFp6WNQmCIAT8XhTFoM8iOXDgQNivPfHEE3jiiSei3kOv10Ov10e9joiIKJ6pVALKs5JxttOMk+3DSjdUKPXeGTXR2rllvmLh2VHiEdNMTWZmJtRqdVBWpqenJyh7Q0RERFfGxjKpFvVwY1/E6+QFlYuyI7dzy+Tjp/ruEbg9M98BFdOgRqfTobKyEtXV1QGfV1dXY8uWLbH8UURERDRBm8szAACHG/rDXuP2iGjolTI1Ez1+KkpPhEGrgt3lQfMk9ktNl0kfP42MjODixYvK75uamlBXV4f09HQUFxdj7969+Na3voX169dj8+bNeP7559Ha2or77rsvpg9OREREE7OpLAOCADT0WtFjtiE7RKdS68Ao7C4PDFoVitIidz7J1CoBi3OMOHFpGOe7LCjPmliGZ7pMOlNz7NgxrF27FmvXrgUA7N27F2vXrsWPfvQjAMCdd96Jp59+Go8//jjWrFmDmpoa7N+/HyUlJbF9ciIiIpoQU6IWy/Okot7DjaGzNb6jJyNUqonXwcpD+s7PgmLhSWdqtm3bFnVy4J49e7Bnz54pPxQRERHF1uYFGTjdYcaRxn58eU1B0NfrJ7geYTylWHgWBDWzcvcTERERxVa0uprzE1yPMN5SeVt3N4MaIiIiugI2lKVDJQDN/aPoHB4L+vpk27llcqamud+KMYf78h/0MjCoISIimgdSDFqsLDABCM7WON0eNPZ5g5oJdj7Jsox6ZCTpIIpAfc/MZmsY1BAREc0Tm8szAQQHNc19VjjdIpL1GuSbJr/DafEsKRZmUENERDRPKHU14zqg5HqYhdnJk9oAIJstxcIMaoiIiOaJ9SVp0KgEXBocQ9vAqPL5BW89zWSLhGVLlXUJDGqIiIjoCkjSa7C6KBVA4BGUvGV7su3cMjlTM9OLLRnUEBERzSObFwQfQV3omdx27vEW5xixICsJ60vSYHfNXAfUtGzpJiIiotlpc3kGnvngIg439EMURWlvU5+0t2my7dyyJL0G7//tthg+5dQwqCEiIppHKkvSoFOr0GW2obl/FGMONzwiYErQItuon+nHuyw8fiIiIppHDFo11hSnApDqai54i3sX50yt82k2YVBDREQ0z/jX1fiCmqkdPc0mDGqIiIjmGf89UAxqiIiIaM5aW5wKvUaFvhE7PrkodUFNtZ17NmFQQ0RENM/oNWpUlqQBAMacUgv2VAfvzSYMaoiIiOahLd4jKADISNIhI3ludz4BDGqIiIjmpc1+QU081NMADGqIiIjmpVWFqUjUqQFI7dzxgEENERHRPKRVq5TW7ooC0ww/TWxwojAREdE89Y+3VeCG87346rrCmX6UmGBQQ0RENE/lmRLw9auKZ/oxYobHT0RERBQXGNQQERFRXGBQQ0RERHGBQQ0RERHFBQY1REREFBcY1BAREVFcYFBDREREcYFBDREREcUFBjVEREQUFxjUEBERUVxgUENERERxgUENERERxQUGNURERBQX5s2WblEUAQBms3mGn4SIiIgmSv5zW/5zPJJ5E9RYLBYAQFFR0Qw/CREREU2WxWKByWSKeI0gTiT0iQMejwcdHR0wGo0QBCGm9zabzSgqKkJbWxtSUlJieu/ZjO89f957Pr4zwPfme8e/ufDOoijCYrEgPz8fKlXkqpl5k6lRqVQoLCyc1p+RkpIya/9HMZ343vPHfHxngO8938zH957t7xwtQyNjoTARERHFBQY1REREFBcY1MSAXq/HY489Br1eP9OPckXxvefPe8/Hdwb43nzv+Bdv7zxvCoWJiIgovjFTQ0RERHGBQQ0RERHFBQY1REREFBcY1BAREVFcYFBzmZ599lmUlZXBYDCgsrISBw8enOlHiqmamhrs3r0b+fn5EAQBr7/+esDXRVHEj3/8Y+Tn5yMhIQHbtm3D6dOnZ+ZhY2jfvn3YsGEDjEYjsrOz8ZWvfAXnz58PuCbe3v25557DqlWrlCFcmzdvxp///Gfl6/H2vuHs27cPgiDgwQcfVD6Lx3f/8Y9/DEEQAn7l5uYqX4/Hd5a1t7fjm9/8JjIyMpCYmIg1a9agtrZW+Xo8vntpaWnQP29BEPDd734XQBy9s0hT9vLLL4tarVb81a9+JZ45c0Z84IEHxKSkJLGlpWWmHy1m9u/fLz766KPiq6++KgIQX3vttYCv/+QnPxGNRqP46quviidPnhTvvPNOMS8vTzSbzTPzwDGyc+dO8be//a146tQpsa6uTty1a5dYXFwsjoyMKNfE27v/6U9/Et9++23x/Pnz4vnz58Uf/vCHolarFU+dOiWKYvy9byifffaZWFpaKq5atUp84IEHlM/j8d0fe+wxccWKFWJnZ6fyq6enR/l6PL6zKIriwMCAWFJSIt59993ip59+KjY1NYnvvfeeePHiReWaeHz3np6egH/W1dXVIgDxgw8+EEUxft6ZQc1luOqqq8T77rsv4LOlS5eKP/jBD2boiabX+KDG4/GIubm54k9+8hPlM5vNJppMJvFf//VfZ+AJp09PT48IQPzoo49EUZw/756Wlia+8MIL8+J9LRaLuGjRIrG6ulq87rrrlKAmXt/9scceE1evXh3ya/H6zqIoit///vfFa665JuzX4/nd/T3wwANieXm56PF44uqdefw0RQ6HA7W1tdixY0fA5zt27MChQ4dm6KmurKamJnR1dQX8PdDr9bjuuuvi7u/B8PAwACA9PR1A/L+72+3Gyy+/DKvVis2bN8f9+wLAd7/7XezatQs33HBDwOfx/O719fXIz89HWVkZvva1r6GxsRFAfL/zn/70J6xfvx533HEHsrOzsXbtWvzqV79Svh7P7y5zOBz4t3/7N3znO9+BIAhx9c4Maqaor68PbrcbOTk5AZ/n5OSgq6trhp7qypLfM97/HoiiiL179+Kaa65BRUUFgPh995MnTyI5ORl6vR733XcfXnvtNSxfvjxu31f28ssv4/PPP8e+ffuCvhav775x40a89NJLOHDgAH71q1+hq6sLW7ZsQX9/f9y+MwA0Njbiueeew6JFi3DgwAHcd999uP/++/HSSy8BiN9/3v5ef/11DA0N4e677wYQX+88b7Z0TxdBEAJ+L4pi0GfxLt7/Hnzve9/DiRMn8PHHHwd9Ld7efcmSJairq8PQ0BBeffVV3HXXXfjoo4+Ur8fb+wJAW1sbHnjgAbz77rswGAxhr4u3d6+qqlL+euXKldi8eTPKy8vxu9/9Dps2bQIQf+8MAB6PB+vXr8eTTz4JAFi7di1Onz6N5557Dt/+9reV6+Lx3WW//vWvUVVVhfz8/IDP4+GdmamZoszMTKjV6qAotqenJyjajVdyp0Q8/z34m7/5G/zpT3/CBx98gMLCQuXzeH13nU6HhQsXYv369di3bx9Wr16Nf/7nf47b9wWA2tpa9PT0oLKyEhqNBhqNBh999BH+5V/+BRqNRnm/eHx3f0lJSVi5ciXq6+vj+p93Xl4eli9fHvDZsmXL0NraCiB+/78ta2lpwXvvvYd7771X+Sye3plBzRTpdDpUVlaiuro64PPq6mps2bJlhp7qyiorK0Nubm7A3wOHw4GPPvpozv89EEUR3/ve9/DHP/4R77//PsrKygK+Hs/v7k8URdjt9rh+3+uvvx4nT55EXV2d8mv9+vX4xje+gbq6OixYsCBu392f3W7H2bNnkZeXF9f/vK+++uqg8QwXLlxASUkJgPj///Zvf/tbZGdnY9euXcpncfXOM1SgHBfklu5f//rX4pkzZ8QHH3xQTEpKEpubm2f60WLGYrGIx48fF48fPy4CEJ966inx+PHjStv6T37yE9FkMol//OMfxZMnT4pf//rX52Qb4Hh//dd/LZpMJvHDDz8MaIMcHR1Vrom3d3/kkUfEmpoasampSTxx4oT4wx/+UFSpVOK7774rimL8vW8k/t1Pohif7/63f/u34ocffig2NjaKR44cEW+55RbRaDQq//6Kx3cWRaltX6PRiE888YRYX18v/vu//7uYmJgo/tu//ZtyTby+u9vtFouLi8Xvf//7QV+Ll3dmUHOZfvnLX4olJSWiTqcT161bp7T8xosPPvhABBD066677hJFUWp/fOyxx8Tc3FxRr9eL1157rXjy5MmZfegYCPXOAMTf/va3yjXx9u7f+c53lP8tZ2Vliddff70S0Ihi/L1vJOODmnh8d3kOiVarFfPz88WvfvWr4unTp5Wvx+M7y958802xoqJC1Ov14tKlS8Xnn38+4Ovx+u4HDhwQAYjnz58P+lq8vLMgiqI4IykiIiIiohhiTQ0RERHFBQY1REREFBcY1BAREVFcYFBDREREcYFBDREREcUFBjVEREQUFxjUEBERUVxgUENERERxgUENERERxQUGNURERBQXGNQQERFRXGBQQ0RERHHh/wfOLvAxkINukQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set the initial simplex to be the latest\n", "X2 = Xopt(\n", " evaluator=ev,\n", " vocs=vocs,\n", " generator=NelderMeadGenerator(vocs=vocs, initial_simplex=X.generator.simplex),\n", ")\n", "X2.generator.xatol = 1e-9\n", "X2.generator.fatol = 1e-9\n", "X2.run()\n", "\n", "X2.data[\"y\"].plot()\n", "plt.yscale(\"log\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5-dimensional Rosenbrock\n", "\n", "`evaluate_rosenbrock` works for arbitrary dimensions, so adding more variables to `vocs` transforms this problem." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:45:23.048760200Z", "start_time": "2023-10-30T17:45:22.988273100Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:28.084197Z", "iopub.status.busy": "2025-01-07T16:05:28.083850Z", "iopub.status.idle": "2025-01-07T16:05:28.088846Z", "shell.execute_reply": "2025-01-07T16:05:28.088370Z" } }, "outputs": [], "source": [ "YAML = \"\"\"\n", "generator:\n", " name: neldermead\n", "evaluator:\n", " function: xopt.resources.test_functions.rosenbrock.evaluate_rosenbrock\n", "vocs:\n", " variables:\n", " x1: [-5, 5]\n", " x2: [-5, 5]\n", " x3: [-5, 5]\n", " x4: [-5, 5]\n", " x5: [-5, 5]\n", " objectives:\n", " y: MINIMIZE\n", "\"\"\"\n", "X = Xopt.from_yaml(YAML)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:45:27.799562100Z", "start_time": "2023-10-30T17:45:22.996241200Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:28.090621Z", "iopub.status.busy": "2025-01-07T16:05:28.090238Z", "iopub.status.idle": "2025-01-07T16:05:29.857854Z", "shell.execute_reply": "2025-01-07T16:05:29.857361Z" } }, "outputs": [ { "data": { "image/png": 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sWGzYsAH5+flYtGiRuUshB9A48lJarURpVevhpbxahffTL0Cl0eGLIwVIvifaUiUSEZGFmT28ZGRkID4+Xv8+KSkJADBv3jxs3LgRc+bMQXl5OVauXImioiJERUVh+/btCA8PN3cp5AAaw8uRvGvQtbGR9LUaFdzlThaqioiIrMns4WXKlCn6FVFbs3jxYixevNjc35ocUISvGwC0OeoCAOU1KgR7N03YbT4JnIiIHIvN7W1E1NzwsB4Y08en3XbXapRwkzdl8RoVJ+4SETkqhheyeRP792r13Nv3DwMAVNapIZU0/XW+XqPq6rKIiMhKGF7I5oX0cNG/jgr21L92lUngKmsYbalTaaFptvfRC9taX9iQiIjsG8ML2byQHq7615MHNI3CuMqkcJVJADSs89J848b0c2U4mn8dy789ifLqtufLEBGRfWF4IZsX3rMpvEzo1zy8SOBiEF4MJ4rfs+4gNh68iL9/k2OZQomIyCKssj0AUUf4usvx5r0xcJKIDG4hNdw2aggvdWrDkZfmjhdUWqROIiKyDIYXsgt/iA0BAINbQM5OErg6NfwVrlVpWg0vRETkWHjbiOxK88ehS6uU+ttG9WodlGrj4YXLvRARORaGF7Irzk4S9PJo2EU8rncP/W0jAKhWaoxew/BCRORYeNuI7M7uv03GpsOXcHtUAFycmsKLor5h1+lhod7IKqiwUnVERNTVOPJCdsfL1QmPxfdD317uEItFcHZq+GtcWdcQXsb17WnQvuBaHUa9thtfZxZCpeG8GCIie8fwQnavcaG6xvDi7eqEAE9ngzYlVUo8teU4/r3nnMXrIyIi82J4IbvXeOtIUdcw50UqFqNPLzejbT/8OQ8lVfVYu+ccSqrqLVYjERGZD8ML2b3GSbuNIy9OUjHiehvfzNFVJsHiTUfx5q6zeOqr40bb1Ko00OmaFrzjPklERLaF4YXsXovwIhZh0eQ+uGWQX4u2zk4SZFy6DqBhC4HNv+ZjR06x/nxJVT2il+/Cwk8yAAAfpF/A8P9LxWeHL3V1N4iIyEQML2T3vF1lBu+dJGK4yqT4cP7IFgHGSWL4V/65r7OxaFOmfqQl5dhlaHQC9pwuAQC8+sNvAIAXt3GLASIiW8HwQnZvZO8eBu+dpE1/rd95YDjuGhakf3+tlVtAFb+P2giC0dNERGRDGF7I7o3v52vw3knctCqdm1yKNfcPx+cLRwNourV0o9Kqhm0Hmk11MZj3QkREtoPhhexeVLAX5M1GW268NQQAY/r0hETc+lK7T285jvRzpRDQFFhqVMZX7CUiIutieCG75yQRY2iwV9N7acu/1mKxCL7ushbHG2VfrsTcD49ArWkKL61tN0BERNbF8EIOYViot/61UysjLL7u8nY/p3GLAQCoYXghIrJJDC/kEPr7u+tfGxt5AUwLLxdKq/Wvq+oNw8ujn2bg1e9PdbJCIiIyF4YXcgh9ejULL0bmvACG4eXF6YPx3eMT0PeGlXj3ninVvz5dXGVwbufJq/jg5zxoOZGXiMiqGF7IIUT4NoWQ1sKFr0fTnJcIXzcMDfHC7qTJ2LZ4HLxcnFq0X7Y12+jnVNSqcKa4CrPW/oy9v68HQ0RElsPwQg6hp1tTMGnc6+hGlbVN81nG/r7ztEgkwvCwHrgjOtDk71Veo8KSL4/hRGElHt74aycrJiKizmJ4IYcgEomwacFovHpXFCKDPI22uXt4MADg1kh/uMmlBueiQ7yMXWJUWbUShdfrWhxXa3UQuModEVGXk7bfhMg+TOjviwn9fVs9P7pPT/z01GSE9HBpcW5osLf+tVwqhlKja/VzyqtVLW5NVdaqccvq/YgL74F358Z2vHgiIjIZwwt1K32bTextbmCAB0ZH+EAqEWFYqDf+s/d8q5+x4rtTqFNrDY59e+IKyqqV2HGyGIIgQCRqfUE8IiK6OQwvRAAkYhE2PzoWAPDxwYsG58b17YmD58v178uqlQbnl23NxhdH8vXvK2rV6OHW+oJ4RER0czjnhegGzR+p9nGT4fM/j8GF16djWeIgo+2bBxcAeOZ/x03aFym3pAonCituqlYiou6I4YXoBs23EfB0bhicFItFWDixD96+fxgm9Gt9Xg0A7P6tBHtOlyDnciXyymrwQfoFqG6YQ6PVCZi2Og2z1h5A+Q0jOURE1DbeNiK6ga9H08hL8/VfJGIR7hwWjDuHBWNHTjEWbcps9TMWfpJh8P67E0VYPjMSvXu6oYebDHllNfpzuSXV6GnC6r9ERNSAIy9EN2h+20jeypoxt0cF4J4RwQbHRvX2afUzjxdU4O51BzHvoyP4rUiBlc22GbhUXqt/rdHqTLrlRETUnXHkhegGns5SRId44eQVBe4cFtRqu7F9emLr0csAgA/nxWF0n574+VwpdAKw+LOjRq85UViJxLfTDY5tO3YZmzMKUFJVj4JrDevHRAV7IvnuaEQFe/LJJSKiG4gEB1tVS6FQwMvLC5WVlfD0NL5YGVF7BEFAvVoHF5nxkRegYW2Xh/57GHG9ffDSjMH6kCEIArZkFOK3YgVcZRJcq1HhiyMFna5laLAX+vm5659ycpKI4eksRZ9e7nhobDi8XflkExHZv478/GZ4IbKQsmolpr+djrJqJe4aFozEoYF4/POj+gXxHp3cB58fykeVUtPOJzXp4eqECF83XK9Vw8dNhskDeuHeuBAEerVciK8txZX18HJxajOsERF1JYYXhheyUYp6NbRaQb8OTPq5Unz4cx4m9u+FBRMiAEC/xUBlnRpf/lqAVT+e7tD3kEnEuC0qAEHezpjcvxde+iYHtw8JwDO3DTR6C+pyRR3Gr9qD6BAvfPv4hJvsIRFR5zC8MLyQA2lYD6YSd0QHQSZtmmP/w4kiPPFFw9yaqGAvnCisbPNzJg3ohTuiA3FvbIhBiPnoQB5WfNcwgfjsq4kG34OIyFI68vObE3aJbFw/Pw/08/NocXxGdCBiQuNRr9ahby835FxWoL+/O17Ymo2cK5W4WFYLlbZpfZm0s6VIO1uKtXtykRgVgBnRgQj0cjHYx+lSeQ36+7f8XkREtoQjL0QOqlalwZ7TJfB1l2Pr0UJ8lVHYoo1MKkaYjytyS6oBAOsfHIHEoYHtfrYgCLhQVoPQHq4cqSEis+BtI4YXohaUGi3W7D6HX86X4+zVKtSqtC3aRId4YfV9w3D2ahWyL1fC28UJ4T3dcHtUgEG7n367igUfZ2BOXCj+8YdoS3WBiBwYwwvDC1GbtDoBZ69WYfo76TDl/wBbF4/DiLAeAICrinqMfv0n/bm85On49vgVxIb3QEgP164qmYgcXEd+ftvkeO/333+PgQMHon///vjggw+sXQ6Rw5GIRRgc6In//HEE5o/rja8eHYsP58W12v6ZLcfxn725qFVpcP+GQwbnNh68iCVfZuGh/x7p6rKJiADY4MiLRqNBZGQk9u7dC09PT4wYMQKHDx+Gj0/rS683x5EXos77rUjRYgXg9rg4SVCnbrgFlftaIqSSlr8T1au1UNSp4efpbJY6icjx2PXIy5EjRzBkyBAEBwfDw8MD06dPx86dO61dFlG3MDjQEx89PBJLp/VHymPj8drdURgU0PbTR43BBQD+/EkGLlfU6d8LgoAV353EoL/vwLhVe3D2alWX1U5E3YfZw0taWhpmzpyJoKAgiEQipKSktGizbt06REREwNnZGbGxsUhPb/pN78qVKwgObtrwLiQkBJcvXzZ3mUTUiviBflg6bQCGhXrjwdHh+PIvY/Dt4+MRE+oNAJCKRVg6rb/Rp4z2ninF+FV78I8dp/FN1mWs+O4UPjpwEQCg0Qn4+OBFy3WEiByW2dd5qampQUxMDB5++GHMnj27xfnNmzdj6dKlWLduHcaPH4/33nsPiYmJOHXqFMLCwmDsLhY3piOyHm9XGbxdZfjmsfH6f58ikQgjwnq0Os9l/b7zRo9fLK8BAGReuo5Xvs3BssTBGN/Pt2sKJyKHZfaRl8TERLz66qu45557jJ5fvXo1FixYgIULF2Lw4MFYs2YNQkNDsX79egBAcHCwwUhLYWEhAgNbX3dCqVRCoVAYfBFR1xCJRPpfJsb17YkHRoUhLrwHvnlsPB4YFQagYQ5Maw7klmPZ1my8uC0bOZcVePCDw/gxuwjq3xfTO1Nchd+K+G+YiNrWpRN2RSIRtm3bhrvuugsAoFKp4Orqii1btuDuu+/Wt1uyZAmysrKwf/9+aDQaDB48GPv27dNP2D106BB69uxp9HssX74cK1asaHGcE3aJLE+j1UEkEuH99AtY9eNpBHu74LH4flBrdfjs8CWcvVpt9LrhYd5wlUlwILccAODvKcdXj45FeE83S5ZPRFZks9sDlJWVQavVwt/f3+C4v78/iouLGwqSSvGvf/0L8fHx0Ol0ePbZZ1sNLgCwbNkyJCUl6d8rFAqEhoZ2TQeIqE2NTxo9Mj4C/p5yTB3oDy9XJwDAn8aEY/Fnmdh58mqL647lVxi8v6pQYvI/92HumHAMDPBAhK8bxvTpCYlYhMMXypFbWo0/jgrjLWWibsoqexvd+D8cQRAMjs2aNQuzZs0y6bPkcjnkcrlZ6yOimyOTinH38BCDYxKxCO/NjUN5tRIHzpdjeKg36tRavLvvPLYeMz4p/9NDl/SvnZ3EkEnEUNRrAABeLk64Izqo6zpBRDbLouHF19cXEolEP8rSqKSkpMVoDBE5pp7ucsyKaQodL8wYDA9nKeROEjydMBAyqRgZF6/h2a9P4EJpjb5dvVqHenXTJpIrvzuFkb19kHa2FMk/nsY79w/HhP6c/EvUHVh0nReZTIbY2FikpqYaHE9NTcW4ceMsWQoR2QhfdzlW3BmFF6YP1j9+HdfbB3uemoLc1xJxYnmC0etKqpR4P+0CnvnfCVyrUeGRj3+FqtkO2UTkuMw+8lJdXY3c3Fz9+7y8PGRlZcHHxwdhYWFISkrC3LlzERcXh7Fjx2LDhg3Iz8/HokWLzF0KEdk5qUQMT4kYGx8eiX/vycXE/r6I8HVDVb0GL6Xk4IOf8/RtVRod3v7pLB6P74/vTlzBhH6+CPJ2sWL1RNRVzP600b59+xAfH9/i+Lx587Bx40YADYvUvfHGGygqKkJUVBTeeustTJo0ySzfn9sDEDm+yjo1Jr2xF5V1agDAtMH+2P3bVXi7NuyCfbygAgAwY2ggnrltIPw85XCVWWWKHxGZiLtKM7wQObyzV6uwPbsIceE+iA3vgZiVu1q9bTS2T098/ufRBg8GKOrV2Hu6BLdG+jPYENkAm31UmojIXAb4e2CAf9O+S7cO9scP2UUAGkZcGl8DwC8XyvHnTzKgE4BnbmuYFLw69Sx+OFGEB0aFIvmeaIvXT0Sdx5EXInIIVfVqrE49i4H+Hrh/VBgWf5aJ7dnF7V8I4OKqGV1cHRG1hyMvRNTteDg74ZWZQ/TvJw/oZXJ4ISL7wvBCRA7p3thQiEQiFFyrxRdH8lFWrWq17Ts/nUNkoCemRfrjX7vOwMvFCQsn9gEA1Ku1KK1SItTH1VKlE1E7eNuIiBxeZZ0a35+4ghe35bTaRiwCPn5kFOZ+2LBTduZL09DTXY77N/yCQxeu4YcnJ2BIkJelSibqdjry89uii9QREVmDl4sTHhwdjvUPjsAL0wcZbaMToA8uADDlzX1IOXYZhy5cAwB8fjjfIrUSUfsYXoio20gcGoiFE/oYHBvo74E/jg5r0baqXoOlm7P076uVmq4uj4hMxDkvRNStiMUiPB7fD19lFGDxlL6YPz4CAFB4vQ5pZ0tbve6brCu4WF6LzX8ZA4lYhHf3ncfkgb0QHeJtocqJqBHnvBARAXgpJRubDrV/a+jJqf0gAPj3nlzIpWKceTWx64sj6gb4qDQRUQeF9mh6msjPo2Hn6+Z7JzV6Z0/T3m1KjQ4qjU6/oSQRWQb/xRERAejt66Z/fV9cKF66IxI9XJ30xxZP6Wv0urNXq7Dp0CVkF1Z26vumnyvF3tMlnbqWqLtieCEiQsOido36+7sDAP7vrigAwJ8nRuDZ2wfh7fuHtbhu5fen8FJKDma/exBbjxbiq18LYOrdeKVGi7kfHsHDG39FZa365jtB1E3wthEREQBnJwl+fi4ee06XIDEqEEDDHkkxz3oj2NsFABA/yA/hPV0R4euGgf4eeC/tAo7kNTxKrdLokPTVcQCAp4sTbo8KaPd7VjQLLNdrVfBqNtJDRK3jyAsR0e9CerjiobG99XNYRCIRQn1cIRY37Ebt6eyE/c/E46P5IxEV3PqCdYs2ZeLwhXJodQK+ybqMD9IvQBAEqLU6vJV6Fr9ebAg812qaVv1V1HPkhchUHHkhIuogkUiEmGaPSAd4OqNYUW/QZs6GQ4gf2At7zzQ8ft3DVYYjedewOaMAb/90DhdXzcD1ZuGlgreNiEzG8EJE1AlhPV2xLHEQ9p4pwVMJA7ElowA6AZjQz1e/uF1jcAGAp7YcN7heqdHiWm2z8FLH8EJkKoYXIqJOenRyXzw6ueEppJG9fQAAaq0Or3x7EpXthJGlX2bh4Ply/fvK2tY3jiQiQ5zzQkRkRk4SMX5+Ll7/fk5cKFxlkhbtfswpNgg4f//mJMqqlfr3qaeuYkPaeZOfXCLqTjjyQkRkZh7OTvh0wSjsPV2Kp28bgEcn98Gbu87g6KUKxA/qhS+OFBi97vY1aVg4sQ9uGxKAP3+SAQBQqnV4fGo/iEQiS3aByKZxewAiIgu77a00nLlaZXL7f90bg9mxIV1YEZH1deTnN28bERFZWJC3s/61h7z9AfD/7M3FwfNluFxRpz+2ZvdZ/D0lh7eVqFtieCEisrDA3xe9A4BXZg3Bnqcm4//uHAIAGBzY8jfOC2U1+OP7h/HQh4chCALq1Vqs2X0Onx66hNPFpo/gEDkKznkhIrKwMJ+mTSBDe7igTy939Onljjkjw3DgfBke/uhXo9edL63B6eIqSMVN818uX68zGniIHBnDCxGRhd0XF4riynq4yiT6R6wBQCYVY0RYD/R0k8Hf0xnvzY3FnPd+wZXKpgXwUk9dRVRwU1jJK6uxaO1EtoATdomIbEytSgOxSARnJwnW7zuPf+w43WrbxKgAvPGHaKzdk4uxfXtidERPuBh5NJvI1nXk5zfDCxGRDVNqtNieXYTQHq74w7u/tNu+v587diydBEmzW0vfHb+COrUW98WFdmWpRDeFTxsRETkIuVSCu4eHYERYD4zv17Pd9udKqnEgt0z/XqPV4YkvjuHZ/53A1Df3oZJ7KJEDYHghIrIDYrEIny0cgxPLEzCqtw8eGR+BN/4QbbTtqz+cQl5ZDY7mX8f3J4r0xy+U1eDDA3mWKpmoy3DCLhGRHfF0dsJXi8bq3/8vsxBH8q4BAG6N9MfxggqcvVqN+Df3Gb2++RYERPaKIy9ERHasn5+7/vXj8f3wj9nGR2MaKerU2HemhCGG7BrDCxGRHXtwdBiGh3kjIdIfQ4I8ET/ID8/dPqjV9t+fKML8j37Fo59mWrBKIvPi00ZERA7qlW9y8PEvl1o9f2jZLQjwcm71PJEl8WkjIiJCcI+mbQgSowIwOsLH4Hzzp5KI7AnDCxGRg/LzaBpV8XJxwt/viMSUgb30xy6Wc3Vesk8ML0REDsrfsym8yKViRAV7YePDo/DC9IY5MRfLa61VGtFNYXghInJQI8K99a/79Gp6Kim8pxsA4FJ5DdRaHXQ6h5r6SN0A13khInJQcqkEGS9Nw+5TVzFrWJD+eO/fw8uJwkr0f/FHuMkkWPenWEwe0Ku1jyKyKRx5ISJyYL7uctw/KgyusqbfVfv7ueO2If769zUqLeb99wj+seM0th0rhFqrs0apRCbjyAsRUTcjFovw3tw4XCyrwbP/O4EjFxtW6F2/7zwAIOeyAn+7dQD2ni7BrZH+cHbiLtVkW7jOCxFRN6bVCXjqqyykZF0xev6lGYOxcGIfg2OKejWuVavQ29fNEiVSN8F1XoiIyCQSsQgr74rCoAAPo+e3HbuMKxV1+t2oD54vQ/TyXZjy5j7klfFRa7IOhhciom7O09kJPy6ZiCdv6d/i3MkrCoxbtQf3rD+Awuu1+OP7h/Xn3thxGlo+qURWYHPhpaCgAFOmTEFkZCSio6OxZcsWa5dEROTwRCIRlt7SH2P6+Bg9f760Bnf954DBsR9zirHpUNP2A4Ig4NXvT+HLI/ldWiuRzc15KSoqwtWrVzFs2DCUlJRgxIgROHPmDNzcTLu3yjkvREQ353hBBbZnF+G9tAsmtY8O8cKUgX4Y17cn7t9wCABwcdWMriyRHFBHfn7b3NNGgYGBCAwMBAD4+fnBx8cH165dMzm8EBHRzYkJ9cbQYC+Tw8uJwkqcKKxEZGDTvBmVRgeZ1OYG98lBdPhvVlpaGmbOnImgoCCIRCKkpKS0aLNu3TpERETA2dkZsbGxSE9P71RxGRkZ0Ol0CA0N7dT1RETUOWKxCF89Ohbv/mmEydeUVCn1ryvqVF1RFhGAToy81NTUICYmBg8//DBmz57d4vzmzZuxdOlSrFu3DuPHj8d7772HxMREnDp1CmFhYQCA2NhYKJXKFtfu2rULQUENq0CWl5fjoYcewgcffNBmPUql0uCzFApFR7tERERGjPp9F+o+vm648PuTRcHeLrhcUWe0/fGCSv3rilq1wcaQRObU4fCSmJiIxMTEVs+vXr0aCxYswMKFCwEAa9aswc6dO7F+/XokJycDADIzM9v8HkqlEnfffTeWLVuGcePGtdk2OTkZK1as6GAviIjIVB4uTvrXiyb3QaCXCxZ+ktGi3bGC6/rX12s48kJdx6w3JFUqFTIzM5GQkGBwPCEhAQcPHjTpMwRBwPz58zF16lTMnTu33fbLli1DZWWl/qugoKBTtRMRkXGezk2/5/q6yzEt0h/7np6Cj+aPNGh3obRp3Zfrv68LQ9QVzBpeysrKoNVq4e/vb3Dc398fxcXFJn3GgQMHsHnzZqSkpGDYsGEYNmwYsrOzW20vl8vh6elp8EVERObj2WzkxddDDgDo7euG+EF+WDylr9FrKmqbRl5yLlfqF7kDGn5JzS6sRL1a20UVk6PrkqeNRCKRwXtBEFoca82ECROg03FTMCIiW3G1sl7/OrSHq8G5Z28fhH5+7kj66rjB8caRl4yL1/CHd39Bfz93pCZNBtCwam/SV8cRP7AXPnp4VBdXT47IrOHF19cXEomkxShLSUlJi9EYIiKyDyMjfJBx6TqCvV0Q4NVyEq6xY//YcRo9XJ1wqqjhIYpzJdX6cx+k5wEA9p4p7aKKydGZ9baRTCZDbGwsUlNTDY6npqa2O/GWiIhs06OT+uDvd0Ri+5MTjZ4P9HIxevz5rdlQa5vWQVVqtKhXa6GzrbVRyQ51eOSluroaubm5+vd5eXnIysqCj48PwsLCkJSUhLlz5yIuLg5jx47Fhg0bkJ+fj0WLFpm1cCIisgxvVxkWTIho9XyAZ9PIy3O3D8I/dpzWvz9T3LR8xcCXdkAmFUOlaXtqQOH1WkjFYqMjOkRAJ8JLRkYG4uPj9e+TkpIAAPPmzcPGjRsxZ84clJeXY+XKlSgqKkJUVBS2b9+O8PBw81VNREQ2w0UmwYIJESirVmL+uN4G4eVofoVB2xuDy41zImuUGkz4x14AwPnXp0MiNm2+JHUvNre30c3i3kZERNb16aFL+HtKjkltHxgViqsKJTbMjYVUIkZuSTWmrd4PADj+SgK8mj3pRI6tIz+/ufEEERGZ1dwx4Xg6YYBJbb84UoA9p0uQcalhgTulpunxaUUd14oh4xheiIjI7EJ9mh6pnj0iBOP79Wyz/VVFw+PYijqN/lglwwu1guGFiIjMrnl4mT40AG/dNwyTB/SCk8T4HJaLZbUAAEV9U2BR1KnxVupZrPrxtNFrqPvqkkXqiIioe+vv5w5PZykEABP794JMKsbHjzQtSPfIxl+x53SJ/n1eWTWq6tV49NOmve+KKuvx9k/nAAAPj+8Nf08+fUQNGF6IiMjsPJydsGPpJDhJxJBJWw7yRwV7GYSX/Gu1+OSXSwZtCq837V5do9SAqBHDCxERdYkgb+OL1wFAZKCHwfurCiVKq5QGxwqu1+pfV9UzvFATznkhIiKLG9vXF8HeLhgc2PBIbElVfYuVd/OvNYWX5nNhiBheiIjI4rxcnHDg+an45rHxAAC1VsCpKwqDNoXNw0udBkqNFh/+nIfcZvskUffE8EJERFYjk4rR000GADhWUGFw7kqz3awr69T4ID0P//f9Kf0idtR9MbwQEZFVNT5FpNU13DYKNjJXRlGvxvEbwg11XwwvRERkVcPDvPWvB/p74O93RLZoo6hTw0UmsWBVZMv4tBEREVnVizMGw0kixv6zpXh++iA4S1uGlIyL1+Htyn2OqAHDCxERWZWrTIrls4bo3984cRcAjly8ZvD+fGk1+vZy7/LayDbxthEREdkUT5f2f6++5V+ctNudMbwQEZFN8XIx7faQTie034gcEsMLERHZFDeZaTMaalRcdbe7YnghIiKbIhYb33n6RtwyoPtieCEiIpvjIW8YffnLpD6YOybcaJvG8FJZx60DuhuGFyIisjnvPRSL5xMH4ZnbBmLlnUOMtrltTRo2/5qPmBW7sG5froUrJGtieCEiIpszrq8vFk3uCyeJGCKRCHKp8R9Xz32dDQB4Y8cZS5ZHVsbwQkRENs/ZiavrUhOGFyIisnmtjbw0d6WiDo9/fhQZzRa0O3e1Ck98cQy5JVVdWR5ZGFfYJSIim2fKyMu4VXsAAN+fKMLFVTMAAA+8fwhl1SocvXQdB56f2qU1kuUwvBARkc0zZeSluQul1ahTa1FWrQIAXK6o64qyyEoYXoiIyOY1H3mZNtgfu3+72mb7qdw+wKFxzgsREdm85iMvf4gNRs6K2zA8zNt6BZFVMbwQEZHNaz7y4iQRw10uRYCnsxUrImtieCEiIpvn7NT048pJ0vA6wMv08CISAZ8fzseOnCKz10aWxzkvRERk8+RSw5EXAB0aeREE4IVtDQvaNT6JRPaLIy9ERGTz5M1GXmTSho0bOzLy0pxaqzNLTWQ9DC9ERGTzjI28+LjJOvVZa/fk4nhBhTnKIitheCEiIpvn7ynXv24MLz1cm8LL2/cPQz8/d5M+6+2fzuHO/xwwb4FkUQwvRERk8wb6e+hfN4aXyEBP3Brpj/tHhuLOYcHYnTQZ3q5O1iqRLIgTdomIyOYNDGgKL1Jxw5wXsViE9x+KM2jnJpOiolZt0drI8jjyQkRENi+8p5v+tZu89d+73ds4Z8yhC+V48INDyC2p7nRtZHkceSEiIpsnEYuwdfE4VNaq0ctD3mo7fy9nnLlq2g7Sb+8+h7d2nwUAPP75UUQFeyEqyBPzx0eYpWbqOgwvRERkF0aE9Wi3TZiPi8mf1xhcAOB0cRVOF1fhf5lgeLEDvG1EREQOY0yfntYugSyAIy9EROQwZgwNRN6tNVBqdFi7N9fa5VAX4cgLERE5DJFIhCdu6Y+ZMUGd/gxBEMxYEXUFhhciInI47s6dv7Gg0TG82DqGFyIicjgdfWS6Oe59ZPtsNrzU1tYiPDwcTz/9tLVLISIiO3Mz4UWlYXixdTYbXl577TWMHj3a2mUQEZEdkvy+Cm9nqDjyYvNsMrycO3cOp0+fxvTp061dChERdTMcebF9HQ4vaWlpmDlzJoKCgiASiZCSktKizbp16xAREQFnZ2fExsYiPT29Q9/j6aefRnJyckdLIyIiaiHMxxVr/zgcL98RaVL7Bz84DA1HX2xah8NLTU0NYmJisHbtWqPnN2/ejKVLl+LFF1/EsWPHMHHiRCQmJiI/P1/fJjY2FlFRUS2+rly5gm+++QYDBgzAgAEDTKpHqVRCoVAYfBERETVKjArAHdFBeGRCBE6tvK3d9pfKa9HvxR9xvrRhv6NalQb1am1Xl0kdIBJu4oF2kUiEbdu24a677tIfGz16NEaMGIH169frjw0ePBh33XWXSaMpy5Ytw6ZNmyCRSFBdXQ21Wo2nnnoKL7/8stH2y5cvx4oVK1ocr6yshKenZ8c7RUREDuGHE0X4Jusy3rwvBp7OTvrjvZ//waTrb430x9o/Dkfkyzvh6iTBieUJEIk6P5eG2qZQKODl5WXSz2+zznlRqVTIzMxEQkKCwfGEhAQcPHjQpM9ITk5GQUEBLl68iDfffBN//vOfWw0uQEPYqays1H8VFBTcVB+IiMgxzIgOxIaH4gyCS0dotDoUXq+DViegSqnB9yeKcPJKJaqVGjNXSh1l1u0BysrKoNVq4e/vb3Dc398fxcXF5vxWenK5HHJ56zuMEhERNffyHZFY+f2pdtvdOMryxBfH9K/PvHo75FKJ2Wsj03TJ3kY3/oELgtCpobb58+ebqSIiIqIGj0yIQHmNEv/Ze77NdntOl2BSf1+j50oUSoT6uHZFeWQCs4YXX19fSCSSFqMsJSUlLUZjiIiIrOWJqf0xwN8DPd3k+NOHh1ttt/w74yM0nPpiXWad8yKTyRAbG4vU1FSD46mpqRg3bpw5vxUREVGnOTtJcOewYAR4dW7agY5PUltVh0deqqurkZvbtM14Xl4esrKy4OPjg7CwMCQlJWHu3LmIi4vD2LFjsWHDBuTn52PRokVmLZyIiOhmOUk69zu8SstHp62pw+ElIyMD8fHx+vdJSUkAgHnz5mHjxo2YM2cOysvLsXLlShQVFSEqKgrbt29HeHi4+aomIiIyA5m0k+FFw52nranD4WXKlClob2mYxYsXY/HixZ0uioiIyBJknR554X0ja7LJvY2IiIgsofMjLwwv1sTwQkRE3Van57wwvFgVwwsREXVbnb1tpOZtI6tieCEiom5LLBYh9W+T0MujY49MK+rVXVQRmYLhhYiIurX+/h44tOwWPDAqDAAwwN8da/84vM1rlnyZhfOl1fjySD7yy2v1x4sr6/HyNzk4d7WqS2vu7m5qV2lb1JFdKYmIiBoJgoBL5bUI7+kKkUhk8u7TMokYZ19LBADMee8XHM67BleZBKdW3t6V5Tocq+0qTUREZK9EIhF6+7rp9+KbER1o0nXNH5vOKqgAANSquIhdV2J4ISIiMmLtA23fOjLGoW5l2DCGFyIiIiNE3H3RZjG8EBERkV1heCEiIjKDL47kc/E6C2F4ISIiukkfH7yIZVuzDY4VV9bjsc+P4teL16xUleNieCEiIrpJr3x7ssWxZ/53HD+cKMK97/5ihYocG8MLERFRF7hQWmPtEhwWwwsREVEr1j04otPXanSc/9JVGF6IiIhaMX1oIAI8nTt1rVbHVV+6CsMLERFRG1xlkk5dp2F46TIML0RERG1454Hh6NPLDf9+YDjemB2NQC9nLJgQ0e51Wi3DS1eRWrsAIiIiWxYV7IU9T03Rv79vZCguV9Thw5/z2ryuSqnp4sq6L468EBERdZC7nL/7WxPDCxERUQd1NLz8mF3URZV0TwwvREREHSQRi9C7p6vJ7f/62dEurKb7YXghIiLqhNSkydYuodtieCEiIuoEJ0nnfoS+seM0Fn78K9eBuQmccURERGQBgiBAJBJh3b7zAIDDF8oxrp+vlauyTxx5ISIisgClRmcw2qIVOPLSWQwvREREnfTMbQPh6y7HqN4+7batU2lRq2pa+0UiFulfC4KAvLIa3koyEcMLERFRJz0W3w+/vngL3vhDdLtt//jBYVQ3W7iu+cDLF0cKEP/mPrywNbsrynQ4DC9EREQ3QSQSobevGw6/cEub7X4rUmD2uoP69zXNgsybu84AADZnFHRNkQ6G4YWIiMgM/D2dkfLY+DbbXKms17/+y6eZePijI8gvr4Vao+vq8hwKnzYiIiIyk2Gh3h1qv/dMKc6+fwgqLcNLR3DkhYiIyIyeuW0gACA6xMuk9pcr6qBmeOkQjrwQERGZ0WPx/fBYfD8IgoCIZdtNuoYPGXUMR16IiIi6gEgkar+REbUqDRT1ajNX41gYXoiIiGxIzIpdiF6+C/VqrbVLsVkML0RERDZErW24h3Slos7KldguhhciIiIb1NnbTt0BwwsREZEN0vAJpFYxvBAREXWx8f164l/3xnToGuUNC9dV1asx/6Mj+Dqz0Jyl2SWGFyIioi4WFeSFe0YEY+GECJOvUWoMJ+y+t/8C9p0pxVNbjpu7PLvD8EJERNTFooK9IBKJ8NIdkZg9IsSka3bkFENotntjeY2qq8qzO1ykjoiIqItsf3IisgoqcEd0oP6YVmfaXJb30/MQG+6D26MCAMAgyHR3NjnykpeXh/j4eERGRmLo0KGoqamxdklEREQdFhnkiT+ODjN4cmhggKfJ1/+cW6p/zezSxCbDy/z587Fy5UqcOnUK+/fvh1wut3ZJREREZvHIhN4Y08fHpLbiZqFHANNLI5sLLydPnoSTkxMmTpwIAPDx8YFUyrtbRETkGORSCZ69fZBJbZuHF+5/1KTD4SUtLQ0zZ85EUFAQRCIRUlJSWrRZt24dIiIi4OzsjNjYWKSnp5v8+efOnYO7uztmzZqFESNG4PXXX+9oiURERA7BMLwwvTTq8JBGTU0NYmJi8PDDD2P27Nktzm/evBlLly7FunXrMH78eLz33ntITEzEqVOnEBYWBgCIjY2FUqlsce2uXbugVquRnp6OrKws+Pn54fbbb8fIkSNx6623Gq1HqVQafJZCoehol4iIiGzSySuV0OoESMQi8K5Rkw6Hl8TERCQmJrZ6fvXq1ViwYAEWLlwIAFizZg127tyJ9evXIzk5GQCQmZnZ6vUhISEYOXIkQkNDAQDTp09HVlZWq+ElOTkZK1as6Gg3iIiIrMbXzbS5nIfzruHt3WeRlDDQYORlS0YB7o0L7arybJ5Z57yoVCpkZmYiISHB4HhCQgIOHjxo0meMHDkSV69exfXr16HT6ZCWlobBgwe32n7ZsmWorKzUfxUUFNxUH4iIiLpaWE9X/GP2UP37rYvHtdr2nT25SD9XipSsK/pjz/zvBGpVmi6t0ZaZdSZsWVkZtFot/P39DY77+/ujuLjYtIKkUrz++uuYNGkSBEFAQkIC7rjjjlbby+VyPo1ERER2Z87IMIzs7YPC63UYEdajzbZzPzzS4ljkyzvx64vT0Muj+/0M7JLHeG7cCVMQhA7tjtnerSkiIiJH0KeXO/r0cu/09VuPFuLRyX3NWJF9MOttI19fX0gkkhajLCUlJS1GY4iIiIg6w6zhRSaTITY2FqmpqQbHU1NTMW5c6/fziIiIqOM6cFPDoXT4tlF1dTVyc3P17/Py8pCVlQUfHx+EhYUhKSkJc+fORVxcHMaOHYsNGzYgPz8fixYtMmvhRERE3Z0IraeXjk7ZsCcdDi8ZGRmIj4/Xv09KSgIAzJs3Dxs3bsScOXNQXl6OlStXoqioCFFRUdi+fTvCw8PNVzUREZGDWnJLf7z90zmT2raWTZZ+eQzHCyvx45KJcHaSmLE629Dh8DJlypR2d7ZcvHgxFi9e3OmiiIiIupsPHorDwfPleGJqPwwO9MCiTUfbvaa1H8eNj1XvO1Oq35XakXDTICIiIhswLdIf0yIbHm4xdbREqdHqX1fWqfHq96dw94hg/TEHvWvE8EJERGRrJvbvhdkjQuAiE0MsEuGTXy4ZbVenbgovr//wG7ZkFmJLZqH+mINmF4YXIiIiWyMRi/Cv+2IAAHtOX209vKh0+K1IgcxL1/HrpWstzosddOiF4YWIiMiGScWtr2pSp9Yi8e30Vs9LxI4ZXsy6zgsRERGZl1za+o9qRZ26zWurlBrUqbRttrFHDC9EREQ2LDa8B0b19jF67ofsojavffKLYxj9+u6uKMuqGF6IiIhsmFQixleLxnZ6A0ZFvQYarc7MVVkXwwsREZEdSH82vv1GrVAxvBAREZGl3cxKuUo1wwsRERHZEY68EBERkVWF+bhiQj9fk9s3H3kpq1YarMxrjxheiIiI7IybXIpNC0cj2NvFpPaNYaXgWi3iXt2NO9ce6MryuhzDCxERkZ1wlzesLTuxf8Ooi6mL0F2uqAMA7MgpBgCcLq7qguosh+GFiIjITvy4ZCJWzBqCpFsHAACkJoaX+R/9ioJrtahX2/ftokYML0RERHYi1McV88b11j95tGBihMnXfnzwosFGjvaMexsRERHZqQdGhqGPrzte+TYHuSXV0Amtt/3g5zz4NVvoThAEiOx040aOvBAREdkpsViEsX17YufSSTjzamK77UuqlPrXam1D0rmqqMfZq/Y1B4bhhYiIyM6JRCI4STr2I73xCaTRr/+EhLfSUFxZD41Wh7d3n8OvF691RZlmw/BCRETUDSk1OghC032mcyVV+CqjEG/tPot73/3FipW1j+GFiIioG/r3T+eg1DQtXuckESO3pNqKFZmO4YWIiMhBbP7LGDw4Ogzj+vZst+3Hv1zCySsK/fsjedfw3wN5XVme2TC8EBEROYjRfXritbuHYuogP5PaX1XU61+vTj3bVWWZHcMLERGRgzF1Mbr0c2VdXEnXYHghIiJyMKYuRvfFkfwurqRrMLwQERE5mPpmu0g7IoYXIiIiB+Mo2wC0huGFiIjIwUz6fddpABjV2wef/3l0hz9DZ2SvgYtlNTheUHEzpZkF9zYiIiJyMLcNCcAnj4zCoEAP+Hk4d+oz1Dod5GKJwbEpb+4DABxadgsCvDr3uebAkRciIiIHIxKJMGlAL4Pg4uHcsfEKlab1eTN5ZTWdrs0cGF6IiIi6gT+OCutQ+8aNGxs1v41k7c2oGV6IiIi6gb/dOgD//EO0ye3VWsORF7Wu6b3YyumF4YWIiKgbcHaS4N64ULwyM9Kk9iqNDp/+chGZl67r3zfiyAsRERFZzMPjIxAd4tVuu50ni/H3b05i9vqDAAxvI1k5uzC8EBERdTczo4PabXOq2aaNgOHIi9bIY9SWxPBCRETUzcwf3xsr7xzSZhvVjXNemr3XMLwQERGRJTlJxHhobG8cfzkBs2KMj8I0H2kRBAFKje2EFy5SR0RE1E15uTpBIjY+g2XXqav61/vPlsJV1hQZNFrr7p3E8EJERNSNSVsJL83N/+hXyKRNN2tuXAPG0njbiIiIqBtbeusAk9qpDG4bWXfkheGFiIioGwv2dsHFVTPwlIkhBgA0HHkhIiIia3vilv4mt71x9V1LY3ghIiIiAED6s/EmtbP200Y2GV7eeustDBkyBJGRkXjyySchCNb9j0RERNQdhPq4mtTO2k8b2Vx4KS0txdq1a5GZmYns7GxkZmbi0KFD1i6LiIioWxjg795uGz5tZIRGo0F9fT3UajXUajX8/PysXRIREVG38OmC0fjH7KFttrG7p43S0tIwc+ZMBAUFQSQSISUlpUWbdevWISIiAs7OzoiNjUV6errJn9+rVy88/fTTCAsLQ1BQEKZNm4a+fft2tEwiIiLqBH9PZ8wZGdZmG2vPeenwInU1NTWIiYnBww8/jNmzZ7c4v3nzZixduhTr1q3D+PHj8d577yExMRGnTp1CWFjDf4zY2FgolcoW1+7atQsuLi74/vvvcfHiRbi4uCAxMRFpaWmYNGmS0XqUSqXBZykUCqPtiIiIyDys/ah0h8NLYmIiEhMTWz2/evVqLFiwAAsXLgQArFmzBjt37sT69euRnJwMAMjMzGz1+i1btqBfv37w8fEBAMyYMQOHDh1qNbwkJydjxYoVHe0GERERtSH92Xgs2pSJk1daDgo41IRdlUqFzMxMJCQkGBxPSEjAwYMHTfqM0NBQHDx4EPX19dBqtdi3bx8GDhzYavtly5ahsrJS/1VQUHBTfSAiIqKGJ49SHhuPlMfG4+HxvQ3Oqe3ttlFbysrKoNVq4e/vb3Dc398fxcXFJn3GmDFjMH36dAwfPhxisRi33HILZs2a1Wp7uVwOuVx+U3UTERFRS04SMYaFemNYqDc+OnBRf9zaIy9dsjGjSGS4yZMgCC2OteW1117Da6+9Zu6yiIiIyAwc6lFpX19fSCSSFqMsJSUlLUZjiIiIyH40333a7h6VbotMJkNsbCxSU1MNjqempmLcuHHm/FZERERkQSmPjde/trunjaqrq5Gbm6t/n5eXh6ysLPj4+CAsLAxJSUmYO3cu4uLiMHbsWGzYsAH5+flYtGiRWQsnIiIiy4kK9sLziYOw6sfTVr9t1OHwkpGRgfj4po2bkpKSAADz5s3Dxo0bMWfOHJSXl2PlypUoKipCVFQUtm/fjvDwcPNVTURERBbXeOvI2reNOhxepkyZ0u5GiYsXL8bixYs7XRQRERHZnqbw4kATdomIiMhxSSUNscHaj0ozvBAREZFJnCS/j7w40qPSRERE5Lik4obYYO0VdhleiIiIyCRS/ciLnU3YJSIiou5pgL8HFk/pi9493axaB8MLERERmWRwoCcGB3pauwzeNiIiIiL7wvBCREREdoXhhYiIiOwKwwsRERHZFYYXIiIisisML0RERGRXGF6IiIjIrjC8EBERkV1heCEiIiK7wvBCREREdoXhhYiIiOwKwwsRERHZFYYXIiIisisOt6u0IAgAAIVCYeVKiIiIyFSNP7cbf463xeHCS1VVFQAgNDTUypUQERFRR1VVVcHLy6vNNiLBlIhjR3Q6Ha5cuQIPDw+IRCKzfrZCoUBoaCgKCgrg6elp1s+2Vewz++yo2Gf22VHZa58FQUBVVRWCgoIgFrc9q8XhRl7EYjFCQkK69Ht4enra1V8Ic2Cfuwf2uXtgn7sHe+xzeyMujThhl4iIiOwKwwsRERHZFYaXDpDL5XjllVcgl8utXYrFsM/dA/vcPbDP3UN36LPDTdglIiIix8aRFyIiIrIrDC9ERERkVxheiIiIyK4wvBAREZFdYXghIiIiu8LwYqJ169YhIiICzs7OiI2NRXp6urVL6rS0tDTMnDkTQUFBEIlESElJMTgvCAKWL1+OoKAguLi4YMqUKTh58qRBG6VSiSeeeAK+vr5wc3PDrFmzUFhYaMFedExycjJGjhwJDw8P+Pn54a677sKZM2cM2jhav9evX4/o6Gj9Kptjx47Fjz/+qD/vaP29UXJyMkQiEZYuXao/5oh9Xr58OUQikcFXQECA/rwj9hkALl++jD/96U/o2bMnXF1dMWzYMGRmZurPO1q/e/fu3eLPWSQS4bHHHgPgeP1tl0Dt+vLLLwUnJyfh/fffF06dOiUsWbJEcHNzEy5dumTt0jpl+/btwosvvih8/fXXAgBh27ZtBudXrVoleHh4CF9//bWQnZ0tzJkzRwgMDBQUCoW+zaJFi4Tg4GAhNTVVOHr0qBAfHy/ExMQIGo3Gwr0xzW233SZ89NFHQk5OjpCVlSXMmDFDCAsLE6qrq/VtHK3f3377rfDDDz8IZ86cEc6cOSO88MILgpOTk5CTkyMIguP1t7kjR44IvXv3FqKjo4UlS5bojztin1955RVhyJAhQlFRkf6rpKREf94R+3zt2jUhPDxcmD9/vnD48GEhLy9P2L17t5Cbm6tv42j9LikpMfgzTk1NFQAIe/fuFQTB8frbHoYXE4waNUpYtGiRwbFBgwYJzz//vJUqMp8bw4tOpxMCAgKEVatW6Y/V19cLXl5ewrvvvisIgiBUVFQITk5Owpdffqlvc/nyZUEsFgs7duywWO03o6SkRAAg7N+/XxCE7tPvHj16CB988IFD97eqqkro37+/kJqaKkyePFkfXhy1z6+88ooQExNj9Jyj9vm5554TJkyY0Op5R+13c0uWLBH69u0r6HS6btHfG/G2UTtUKhUyMzORkJBgcDwhIQEHDx60UlVdJy8vD8XFxQb9lcvlmDx5sr6/mZmZUKvVBm2CgoIQFRVlN/9NKisrAQA+Pj4AHL/fWq0WX375JWpqajB27FiH7u9jjz2GGTNmYNq0aQbHHbnP586dQ1BQECIiInD//ffjwoULABy3z99++y3i4uJw7733ws/PD8OHD8f777+vP++o/W6kUqmwadMmPPLIIxCJRA7fX2MYXtpRVlYGrVYLf39/g+P+/v4oLi62UlVdp7FPbfW3uLgYMpkMPXr0aLWNLRMEAUlJSZgwYQKioqIAOG6/s7Oz4e7uDrlcjkWLFmHbtm2IjIx02P5++eWXOHr0KJKTk1ucc9Q+jx49Gp988gl27tyJ999/H8XFxRg3bhzKy8sdts8XLlzA+vXr0b9/f+zcuROLFi3Ck08+iU8++QSA4/5ZN0pJSUFFRQXmz58PwPH7a4zU2gXYC5FIZPBeEIQWxxxJZ/prL/9NHn/8cZw4cQI///xzi3OO1u+BAwciKysLFRUV+PrrrzFv3jzs379ff96R+ltQUIAlS5Zg165dcHZ2brWdI/UZABITE/Wvhw4dirFjx6Jv3774+OOPMWbMGACO12edToe4uDi8/vrrAIDhw4fj5MmTWL9+PR566CF9O0frd6MPP/wQiYmJCAoKMjjuqP01hiMv7fD19YVEImmRTEtKSlqkXEfQ+JRCW/0NCAiASqXC9evXW21jq5544gl8++232Lt3L0JCQvTHHbXfMpkM/fr1Q1xcHJKTkxETE4O3337bIfubmZmJkpISxMbGQiqVQiqVYv/+/XjnnXcglUr1NTtSn41xc3PD0KFDce7cOYf8cwaAwMBAREZGGhwbPHgw8vPzATjuv2cAuHTpEnbv3o2FCxfqjzlyf1vD8NIOmUyG2NhYpKamGhxPTU3FuHHjrFRV14mIiEBAQIBBf1UqFfbv36/vb2xsLJycnAzaFBUVIScnx2b/mwiCgMcffxxbt27Fnj17EBERYXDeUft9I0EQoFQqHbK/t9xyC7Kzs5GVlaX/iouLw4MPPoisrCz06dPH4fpsjFKpxG+//YbAwECH/HMGgPHjx7dY6uDs2bMIDw8H4Nj/nj/66CP4+flhxowZ+mOO3N9WWXqGsD1qfFT6ww8/FE6dOiUsXbpUcHNzEy5evGjt0jqlqqpKOHbsmHDs2DEBgLB69Wrh2LFj+ke/V61aJXh5eQlbt24VsrOzhQceeMDoI3chISHC7t27haNHjwpTp0616Ufu/vrXvwpeXl7Cvn37DB43rK2t1bdxtH4vW7ZMSEtLE/Ly8oQTJ04IL7zwgiAWi4Vdu3YJguB4/TWm+dNGguCYfX7qqaeEffv2CRcuXBAOHTok3HHHHYKHh4f+/0+O2OcjR44IUqlUeO2114Rz584Jn332meDq6ips2rRJ38YR+63VaoWwsDDhueeea3HOEfvbFoYXE/3nP/8RwsPDBZlMJowYMUL/iK092rt3rwCgxde8efMEQWh4zPCVV14RAgICBLlcLkyaNEnIzs42+Iy6ujrh8ccfF3x8fAQXFxfhjjvuEPLz863QG9MY6y8A4aOPPtK3cbR+P/LII/q/s7169RJuueUWfXARBMfrrzE3hhdH7HPjeh5OTk5CUFCQcM899wgnT57Un3fEPguCIHz33XdCVFSUIJfLhUGDBgkbNmwwOO+I/d65c6cAQDhz5kyLc47Y37aIBEEQrDLkQ0RERNQJnPNCREREdoXhhYiIiOwKwwsRERHZFYYXIiIisisML0RERGRXGF6IiIjIrjC8EBERkV1heCEiIiK7wvBCREREdoXhhYiIiOwKwwsRERHZlf8Hr8EB49z/dYYAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X.run()\n", "X.data[\"y\"].plot()\n", "plt.yscale(\"log\")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2023-10-30T17:45:28.180395600Z", "start_time": "2023-10-30T17:45:27.804562400Z" }, "execution": { "iopub.execute_input": "2025-01-07T16:05:29.859709Z", "iopub.status.busy": "2025-01-07T16:05:29.859385Z", "iopub.status.idle": "2025-01-07T16:05:30.123431Z", "shell.execute_reply": "2025-01-07T16:05:30.122904Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"Xopt's Nelder-Mead progression\")" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 8))\n", "\n", "Xgrid, Ygrid = np.meshgrid(np.linspace(-2, 2, 201), np.linspace(-2, 2, 201))\n", "\n", "Zgrid = np.vectorize(lambda x, y: rosenbrock([x, y, 1, 1, 1]))(\n", " Xgrid, Ygrid\n", ") # The minimum is at 1,1,1,1,1\n", "Zgrid = np.log(Zgrid + 1)\n", "\n", "ax.pcolormesh(Xgrid, Ygrid, Zgrid)\n", "ax.contour(Xgrid, Ygrid, Zgrid, levels=10, colors=\"black\")\n", "ax.set_xlabel(\"x0\")\n", "ax.set_ylabel(\"x1\")\n", "\n", "\n", "# Add all evaluations\n", "ax.plot(X.data[\"x1\"], X.data[\"x2\"], color=\"red\", alpha=0.5, marker=\".\")\n", "ax.scatter(XMIN[0], XMIN[1], 50, marker=\"o\", color=\"orange\", label=\"True minimum\")\n", "ax.set_xlim(-2, 2)\n", "ax.set_ylim(-2, 2)\n", "# plt.legend()\n", "ax.set_title(\"Xopt's Nelder-Mead progression\")" ] } ], "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": "3.13.1" }, "vscode": { "interpreter": { "hash": "72034539424920dfb606fe3b820b3f27dca0cbf1c69938110810ec4641e275b1" } } }, "nbformat": 4, "nbformat_minor": 4 }