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Created November 9, 2020 02:12
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CS164 - Linear Programming I
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Linear Programming I"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"status: optimal\n",
"Optimal value: 24.000\n",
"Optimal vars: 6.000, 2.000\n"
]
}
],
"source": [
"import cvxpy as cp\n",
"\n",
"x = cp.Variable()\n",
"y = cp.Variable()\n",
"\n",
"constraints = [y - x*2/3 - 2 <= 0,\n",
" y + x*2/3 - 6 <= 0,\n",
" x >= 0,\n",
" y - x*2/3 + 2 >= 0]\n",
"\n",
"obj = cp.Maximize(5*x - 3*y)\n",
"\n",
"# Form and solve problem.\n",
"prob = cp.Problem(obj, constraints)\n",
"prob.solve()\n",
"\n",
"print(\"status:\", prob.status)\n",
"print(f\"Optimal value: {prob.value:.3f}\")\n",
"print(f\"Optimal vars: {x.value:.3f}, {y.value:.3f}\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"status: optimal\n",
"Optimal value: 8000.000\n",
"Optimal vars: 80.000, 160.000\n"
]
}
],
"source": [
"x = cp.Variable()\n",
"y = cp.Variable()\n",
"\n",
"constraints = [y + x <= 240,\n",
" y + x*2 <= 320,\n",
" x >= 0,\n",
" y >= 0]\n",
"\n",
"obj = cp.Maximize(40*x + 30*y)\n",
"\n",
"# Form and solve problem.\n",
"prob = cp.Problem(obj, constraints)\n",
"prob.solve()\n",
"\n",
"print(\"status:\", prob.status)\n",
"print(f\"Optimal value: {prob.value:.3f}\")\n",
"print(f\"Optimal vars: {x.value:.3f}, {y.value:.3f}\")"
]
}
],
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"display_name": "Python 3",
"language": "python",
"name": "python3"
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"codemirror_mode": {
"name": "ipython",
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"file_extension": ".py",
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"name": "python",
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"pygments_lexer": "ipython3",
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