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@nariaki3551
Created November 21, 2022 00:56
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "d85abc23",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"# - - - - - - - - - - - - - - #\n",
" Welcome to the flopt Solver\n",
" Version 0.5.5\n",
" Date: October 15, 2022\n",
"# - - - - - - - - - - - - - - #\n",
"\n",
"Algorithm: SteepestDescent\n",
"Params: {'timelimit': 1}\n",
"Number of variables 2 (continuous 2 , int 0, binary 0, spin 0, permutation 0 (0))\n",
"\n",
"\n",
" relative absolute\n",
" Trial Incumbent BestBd Gap[%] Gap Time[s]\n",
"---------------------------------------------------------\n",
"S 0 9.500 - - - 0.00\n",
"* 1 6.260 - - - 0.00\n",
"* 2 4.108 - - - 0.00\n",
"* 3 2.678 - - - 0.00\n",
"* 4 1.725 - - - 0.00\n",
"* 5 1.088 - - - 0.01\n",
"* 6 0.662 - - - 0.01\n",
"* 7 0.346 - - - 0.01\n",
"* 8 0.143 - - - 0.01\n",
"* 9 0.011 - - - 0.01\n",
"* 10 -0.076 - - - 0.01\n",
"* 11 -0.134 - - - 0.01\n",
"* 12 -0.177 - - - 0.01\n",
"* 13 -0.206 - - - 0.01\n",
"* 14 -0.227 - - - 0.01\n",
"* 15 -0.243 - - - 0.01\n",
"* 16 -0.254 - - - 0.01\n",
"* 17 -0.263 - - - 0.02\n",
"* 18 -0.269 - - - 0.02\n",
"* 19 -0.274 - - - 0.02\n",
"* 20 -0.278 - - - 0.02\n",
"* 21 -0.281 - - - 0.02\n",
"* 22 -0.282 - - - 0.02\n",
"* 23 -0.284 - - - 0.02\n",
"* 24 -0.284 - - - 0.02\n",
"* 25 -0.285 - - - 0.02\n",
"* 26 -0.285 - - - 0.02\n",
"* 27 -0.285 - - - 0.02\n",
"* 28 -0.285 - - - 0.02\n",
"* 29 -0.286 - - - 0.02\n",
"* 30 -0.286 - - - 0.02\n",
"* 31 -0.286 - - - 0.03\n",
"* 32 -0.286 - - - 0.03\n",
"* 33 -0.286 - - - 0.03\n",
"* 34 -0.286 - - - 0.03\n",
"* 35 -0.286 - - - 0.03\n",
"* 36 -0.286 - - - 0.03\n",
"* 37 -0.286 - - - 0.03\n",
"* 38 -0.286 - - - 0.03\n",
"* 39 -0.286 - - - 0.03\n",
"\n",
"Status: Timelimit termination\n",
"Objective Value: -0.28571428571428575\n",
"Time: 1.0047237873077393\n",
" Build Time: 0.0\n",
" Search Time: 1.0047237873077393\n",
"Trials: 294\n",
"\n",
"[ result ]\n",
"\n",
"obj = -0.28571428571428575\n",
"x = -0.14285714080395256\n",
"y = -0.42857142772096923\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1092ccc40>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import flopt\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"x = flopt.Variable(\"x\", lowBound=-2, upBound=2, cat=\"Continuous\")\n",
"y = flopt.Variable(\"y\", lowBound=-2, upBound=2, cat=\"Continuous\")\n",
"x.setValue(1.5)\n",
"y.setValue(1.0)\n",
"\n",
"\n",
"# define problem \n",
"prob = flopt.Problem()\n",
"\n",
"# objective function\n",
"def f(x, y):\n",
" return 2*x*x + x*y + y*y + x + y\n",
"\n",
"# set objective function\n",
"prob += f(x, y)\n",
"\n",
"# define solver\n",
"solver = flopt.Solver(\"SteepestDescent\")\n",
"\n",
"# create call back for saving solution path\n",
"path = [[x.value(), y.value()]]\n",
"def callback(solutions):\n",
" path.append(solutions[0].value())\n",
"\n",
"# solve\n",
"status, log = prob.solve(solver, msg=True, timelimit=1, callback=callback)\n",
"\n",
"# show result\n",
"print(\"\\n[ result ]\\n\")\n",
"print(\"obj =\", flopt.value(prob.obj))\n",
"print(\"x =\", flopt.value(x))\n",
"print(\"y =\", flopt.value(y))\n",
"\n",
"\n",
"# plot solutions\n",
"X = np.linspace(-2, 2, 51)\n",
"Y = np.linspace(-2, 2, 51)\n",
"X_mesh, Y_mesh = np.meshgrid(X, Y)\n",
"\n",
"fig, ax = plt.subplots()\n",
"cmap = plt.get_cmap(\"tab10\")\n",
"\n",
"ax.contour(X, Y, f(X_mesh, Y_mesh), levels=np.logspace(-0.3, 1.2, 10))\n",
"path = np.array(path)\n",
"ax.plot(path[:,0], path[:,1], marker=\"o\", linestyle=\"--\", color=cmap(0), zorder=1)\n",
"ax.scatter(path[0, 0], path[0, 1], marker=\"o\", color=cmap(1), label=\"initial point\", zorder=2)\n",
"ax.scatter(path[-1, 0], path[-1, 1], marker=\"o\", color=cmap(6), label=\"final point\", zorder=2)\n",
"ax.set_aspect('equal')\n",
"ax.grid(\"--\")\n",
"ax.legend()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "09f85cca",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"# - - - - - - - - - - - - - - #\n",
" Welcome to the flopt Solver\n",
" Version 0.5.5\n",
" Date: October 15, 2022\n",
"# - - - - - - - - - - - - - - #\n",
"\n",
"Algorithm: SteepestDescent\n",
"Params: {'timelimit': 1}\n",
"Number of variables 2 (continuous 2 , int 0, binary 0, spin 0, permutation 0 (0))\n",
"\n",
"\n",
" relative absolute\n",
" Trial Incumbent BestBd Gap[%] Gap Time[s]\n",
"---------------------------------------------------------\n",
"S 0 7.000 - - - 0.00\n",
"* 1 1.149 - - - 0.00\n",
"* 2 0.189 - - - 0.01\n",
"* 3 0.031 - - - 0.01\n",
"* 4 0.005 - - - 0.01\n",
"* 5 0.00093 - - - 0.02\n",
"* 6 0.00017 - - - 0.02\n",
"* 7 0.00003 - - - 0.02\n",
"* 8 0.00001 - - - 0.02\n",
"* 9 0.00000 - - - 0.03\n",
"* 10 0.00000 - - - 0.03\n",
"\n",
"Status: Timelimit termination\n",
"Objective Value: 6.92620467019875e-236\n",
"Time: 1.0016798973083496\n",
" Build Time: 0.0\n",
" Search Time: 1.0016798973083496\n",
"Trials: 360\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1093d49a0>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import flopt\n",
"\n",
"x = flopt.Variable.array(\"x\", 2, cat=\"Continuous\")\n",
"x[0].setValue(1.5)\n",
"x[1].setValue(1.0)\n",
"\n",
"def f(x):\n",
" return 2*x[0]**2 + x[1]**2 + x[0]*x[1]\n",
"\n",
"prob = flopt.Problem()\n",
"prob += f(x)\n",
"\n",
"path = [[x[0].value(), x[1].value()]]\n",
"def callback(solutions):\n",
" path.append(solutions[0].value())\n",
"\n",
"solver = flopt.Solver(\"SteepestDescent\")\n",
"solver.setParams(xi=0.3, tau=0.99)\n",
"status, log = prob.solve(solver, msg=True, timelimit=1, callback=callback)\n",
"\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"X = Y = np.linspace(-2, 2, 21)\n",
"X_mesh, Y_mesh = np.meshgrid(X, Y)\n",
"Z = f(np.array((X_mesh, Y_mesh)))\n",
"\n",
"fig, ax = plt.subplots()\n",
"cmap = plt.get_cmap(\"tab10\")\n",
"color_i = 0\n",
"\n",
"ax.contour(X, Y, Z, levels=np.logspace(-0.3, 1.2, 10))\n",
"path = np.array(path)\n",
"ax.plot(path[:,0], path[:,1], marker=\"o\", linestyle=\"--\", color=cmap(0), zorder=1)\n",
"ax.scatter(path[0, 0], path[0, 1], marker=\"o\", color=cmap(1), label=\"initial point\", zorder=2)\n",
"ax.scatter(path[-1, 0], path[-1, 1], marker=\"o\", color=cmap(6), label=\"final point\", zorder=2)\n",
"ax.set_aspect('equal')\n",
"ax.grid(\"--\")\n",
"ax.legend()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "a39951af",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x114036b60>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import flopt\n",
"\n",
"x = flopt.Variable.array(\"x\", 2, cat=\"Continuous\")\n",
"x[0].setValue(1.5)\n",
"x[1].setValue(1.0)\n",
"\n",
"def f(x):\n",
" return 2*x[0]**2 + x[1]**2 + x[0]*x[1]\n",
"\n",
"prob = flopt.Problem()\n",
"prob += f(x)\n",
"\n",
"path = [[x[0].value(), x[1].value()]]\n",
"def callback(*args, **kwargs):\n",
" path.append([x[0].value(), x[1].value()])\n",
"\n",
"options = dict(\n",
" solver=\"auto\",\n",
"# solver = \"SteepestDescent\",\n",
" timelimit=0.1,\n",
" callbacks=[callback],\n",
")\n",
"for _ in range(10):\n",
" status, log = prob.solve(optimized_variables=[x[0]], **options)\n",
" status, log = prob.solve(optimized_variables=[x[1]], **options)\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"X = Y = np.linspace(-2, 2, 21)\n",
"X_mesh, Y_mesh = np.meshgrid(X, Y)\n",
"Z = f(np.array((X_mesh, Y_mesh)))\n",
"\n",
"fig, ax = plt.subplots()\n",
"cmap = plt.get_cmap(\"tab10\")\n",
"color_i = 0\n",
"\n",
"ax.contour(X, Y, Z, levels=np.logspace(-0.3, 1.2, 10))\n",
"path = np.array(path)\n",
"ax.plot(path[:,0], path[:,1], marker=\"o\", linestyle=\"--\", color=cmap(0), zorder=1)\n",
"ax.scatter(path[0, 0], path[0, 1], marker=\"o\", color=cmap(1), label=\"initial point\", zorder=2)\n",
"ax.scatter(path[-1, 0], path[-1, 1], marker=\"o\", color=cmap(6), label=\"final point\", zorder=2)\n",
"ax.set_aspect('equal')\n",
"ax.grid(\"--\")\n",
"ax.legend()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4d987e98",
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.10.5"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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