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@kailaix
Created December 1, 2018 09:12
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Neural Network For Solving 2D Poisson Problem"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We solve\n",
"$$u_{xx} = 1$$\n",
"$$u(0)=u(1)=0$$\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"┌ Warning: No working GUI backend found for matplotlib\n",
"└ @ PyPlot ~/.julia/packages/PyPlot/fZuOQ/src/init.jl:160\n",
"WARNING: using PyPlot.axes in module Main conflicts with an existing identifier.\n"
]
}
],
"source": [
"using TensorFlow\n",
"using PyPlot"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Tensor Add_16:1 shape=(?, 1) dtype=Float32>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = placeholder(Float32,shape=[-1,1])\n",
"y = placeholder(Float32,shape=[-1,1])\n",
"\n",
"W11 = Variable(randn(Float32,1,128))\n",
"W12 = Variable(randn(Float32,1,128))\n",
"b1 = Variable(randn(Float32,128))\n",
"net = x*W11 + y*W12 + b1\n",
"net = nn.sigmoid(net)\n",
"for i = 1:3\n",
" W1 = Variable(randn(Float32,128,128))\n",
" b1 = Variable(randn(Float32,128))\n",
" net = net*W1 + b1\n",
" net = nn.sigmoid(net)\n",
"end\n",
"W1 = Variable(randn(Float32,128,1))\n",
"b1 = Variable(randn(Float32,1))\n",
"z = net*W1 + b1\n",
"\n",
"u = x .* (1-x) .* y .* (1-y) .* z\n",
"Δu = gradients(gradients(u, x), x) + gradients(gradients(u, y), y)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Tensor reduce_2:1 shape=() dtype=Float32>"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loss = reduce_sum((Δu - y.*(1-y) - x.*(1-x)).^2)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Session(Ptr{Nothing} @0x00002aaabfaedf50)"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sess = Session()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"train_step = train.minimize(train.GradientDescentOptimizer(0.00001), loss)\n",
"run(sess, global_variables_initializer())"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1: 32.109753\n",
"101: 2.6742396\n",
"201: 1.9224876\n",
"301: 1.5846676\n",
"401: 1.3703198\n",
"501: 1.2121958\n",
"601: 1.0875678\n",
"701: 0.9864108\n",
"801: 0.9030763\n",
"901: 0.8338397\n",
"1001: 0.77589554\n",
"1101: 0.7271036\n",
"1201: 0.68576866\n",
"1301: 0.6505174\n",
"1401: 0.6202433\n",
"1501: 0.5940627\n",
"1601: 0.5712728\n",
"1701: 0.551282\n",
"1801: 0.5336326\n",
"1901: 0.5179423\n"
]
},
{
"data": {
"text/plain": [
"1000×1 Array{Float32,2}:\n",
" -0.02398638 \n",
" -0.013682741 \n",
" -0.022557385 \n",
" -0.013192849 \n",
" -0.006201676 \n",
" -0.0048809675 \n",
" -0.0051844115 \n",
" -0.025267554 \n",
" -0.023460703 \n",
" -0.005481279 \n",
" -0.008448552 \n",
" -0.0029824048 \n",
" -0.017570598 \n",
" ⋮ \n",
" -0.0017319007 \n",
" -0.016878348 \n",
" -0.027093126 \n",
" -0.006037055 \n",
" -0.005991799 \n",
" -0.0064933985 \n",
" -3.4469875e-5 \n",
" -0.012834624 \n",
" -0.026254343 \n",
" -0.001449061 \n",
" -0.011304031 \n",
" -0.00059166783"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X = rand(Float32, 1000,1)\n",
"Y = rand(Float32, 1000,1)\n",
"Los = Float64[]\n",
"for i in 1:2000\n",
" run(sess, train_step, Dict(x=>X, y=>Y))\n",
" los = sqrt(run(sess, loss, Dict(x=>X, y=>Y)))\n",
" if mod(i,100)==1\n",
" println(\"$i: $los\")\n",
" end\n",
" push!(Los, los)\n",
"end\n",
"U = run(sess, u, Dict(x=>X, y=>Y));"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
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OoPIpXT03VZL0Vn65mts7La4GAIDRhaDyKc1Pj1VmQqSa27v02kelVpcDAMCoQlD5lBwOh/7j3HRJ0l+3HrW4GgAARheCyhC4ISdNQU6HthyuUUFFo9XlAAAwahBUhkByTLiWzvBuqc+oCgAAQ4egMkRuyvVe/nlx2zG21AcAYIgQVIbI0hnjlRITrqqmdpYqAwAwRAgqQyQ4yKnbFmdKkp5+v1DGGIsrAgAg8BFUhtAXzstQeIhTe0vqtamw2upyAAAIeAETVFavXq2srCzl5uZaXcopxUWF6voFaZK8oyoAAODTcZgAu0ZRX18vl8uluro6xcTEWF1OHwUVjbrsF+/K4ZDWfnuJpiaNs7okAAAsd7bv3wEzohIopiaN02WzkmWM9OQ7B6wuBwCAgEZQGQb3XTZNkvTqrhIdOs4GcAAAnC2CyjDInuDSZbOS5DHSk+8UWF0OAAABi6AyTFZdOl2S9MrOYkZVAAA4SwSVYTInzaVLZ3pHVX7yxn6rywEAICARVIbRg8tnyumQ3thbpi2H2VcFAIDBIqgMo+nJ0bopN0OS9KPXPpbHE1ArwQEAsBxBZZh9+7PTFBUapF1Ha/UP7gEEAMCgEFSGWVJ0uO5aMkWS9OPXPlZ9a4fFFQEAEDgIKiPgzosma1JilCoa2vTzN5lYCwDAQBFURkB4SJD+97XZkqTnPjyij47VWlwRAACBgaAyQj4zLVHXzXPLGOl/vbxbnV0eq0sCAMD2CCoj6PtXZSkmPFh7iuu1Zv1Bq8sBAMD2CCojaHx0mB71XQL61b8PaPexOosrAgDA3ggqI+zaeW5dNSdVnR6j+17YodaOLqtLAgDAtggqI8zhcOhH12UrKTpMB4836fF/7bO6JAAAbIugYoG4qFD95IZzJEnPbjysf+0utbgiAADsiaBikYtnJOkbSyZLkv7z7x+psLLJ4ooAALAfgoqF/nPZDJ03KV6NbZ365p+2qaWd+SoAAPREULFQcJBTT94yX4njwrSvrEHfffEjGcONCwEA6EZQsVhSTLie/MJ8BTsd+seuEv3q3wVWlwQAgG0QVGxg0eQE/eg67/4qT7z9if6xi7ssAwAgEVRs4+bzMnTHZyZJkr7zt13adqTG4ooAALAeQcVGvnflLF06M0ltnR599dkt2l/WYHVJAABYiqBiI0FOh/77C/M1PyNWdS0duu3pTTpa3Wx1WQAAWIagYjORocF65su5mpEcrYqGNt329CZVNLRaXRYAAJYgqNhQbGSonvvaeUqLi9Dhqmbd+rtNOt7QZnVZAACMOIKKTSXHhOvPdyxUSky4DlQ06ubf5qminpEVAMDYQlCxscyEKL3wjUVyu8J18HiTbv7thyqrI6wAAMYOgorNZSZE6fmvL9aE2AgdqmzSTb/N05Eq7gsEABgbCCoBICMhUs9/fZHS4yN0pKpZn39qo/YU11ldFgAAwy5ggsrq1auVlZWl3Nxcq0uxRHp8pF6863zNSo1RZWO7bvpNnt4/UGl1WQAADCuHCbC74NXX18vlcqmurk4xMTFWlzPi6ls79I3ntinvUJVCghz62Y1zde28CVaXBQDAaZ3t+3fAjKjAKyY8RM9+NVdXzUlVR5fRqud36mdv7pfHE1B5EwCAASGoBKCw4CD96pb5+vpFkyVJT64r0F1/2qamtk6LKwMAYGgRVAJUkNOh/3XlLP3sxrkKDXLqrfxyff6pjWy5DwAYVQgqAe6GnDT95euLlDguTPvKGnTNk+9r3b4Kq8sCAGBIEFRGgZzMOL169wU6J82l2uYOfeXZLfrJG/vU2eWxujQAAD4Vgsoo4Y6N0N/uWqwvLc6UJK1Zf1C3/n4T2+4DAAIaQWUUCQsO0qPXZuu/b5mvqNAgbSqs1pW/2qB39pVbXRoAAGeFoDIKXTPXrVfv+YxmpkSrsrFdX312q77/8m41t7MqCAAQWAgqo9SU8eP0ysoL9LXPTJIk/XlTka761fvaebTW4soAABg4gsooFh4SpB9cnaU/fW2hUmLCVVjZpM8/tVFPrP1E7Z1MtAUA2B9BZQz4zLREvXHfhbrqnFR1eYz+z78P6Jr/ZnQFAGB/BJUxIjYyVE/eMl+/umW+4qNCtb+8Qdev+UA/+me+Wtq7rC4PAIB+EVTGEIfDoRVz3Xr7/iX63PwJ8hjp9+8X6vJfvqcPCrgTMwDAfggqY1B8VKieuGmenvlKrtyucBVVN+vW32/SvX/ZoXL2XQEA2AhBZQxbOiNJb92/RLcvzpTTIb26q0SX/Gy9fr/hkDrY1RYAYAMOY4yxuojBqK+vl8vlUl1dnWJiYqwuZ9TYU1ynH/zPHu0o8k6wnZ48To9em61FkxMsrgwAMBqc7fs3QQV+Ho/R37cd0+Nv7FN1U7sk6epzUvXgFTOVHh9pcXUAgEBGUMGQqW1u18/f+kR/2nRExkihwU595YKJWrl0qmLCQ6wuDwAQgAgqGHL5JfX68ev5+qCgSpJ3Eu59l03TLedlKCSI6U0AgIEjqGBYGGO0bn+F/r/X96mgolGSNGV8lB5aPkuXzUqSw+GwuEIAQCAgqGBYdXZ59JctR/XE2k/881cWZMTqPy+fqcVTmHALADg9ggpGRH1rh55af1DPfFCo1g7vEuYLpyXqO8tmaG56rMXVAQDsiqCCEVVR36rV6wr0/zYXqaPL+yt0+exkPbBshqYnR1tcHQDAbggqsMTR6mb9n38f0Evbj8ljJIdDunauW3dfMk1Tk8ZZXR4AwCYIKrBUQUWDfrH2E72+u0ySN7BcNSdV91wyTTNSGGEBgLGOoAJb2FNcp/9+54De3FvuP3bF7BTdc+lUzXa7LKwMAGAlggps5ePSej35ToFe31Oq7t+wy2Yl6Z5LpjHpFgDGIIIKbOlAeYOeXFegf+wqkcf3m3bhtER9c8kULZ6SwD4sADBGEFRgawePN2r1ugL9z84SdfkSyzlpLn3joim6IjtFQU4CCwCMZgQVBISiqmb9/v1D+uvWo/59WDLiI3XnRZN1Y06awkOCLK4QADAcCCoIKFWNbXou74j+mHdYtc0dkqSEqFDdfv5E3bYoU3FRodYWCAAYUgQVBKTm9k79besx/W7DIR2raZEkRYQE6YacNH35gomaMp69WABgNCCoIKB1dnn02u5S/ebdQ8ovrfcfv3jGeH31gkm6cFoiE28BIIARVDAqGGOUd7BKf/jgsP69r9y/tHlq0jh9+fyJun7BBEWGBltbJABg0AgqGHUOVzbpj3mH9betx9TY1ilJckWE6Obz0vWlxRM1ITbC2gIBAANGUMGo1dDaob9tPaZnNx5WUXWzJCnI6dAVs1P0xUWZWjQ5nstCAGBzBBWMel0eo3f2VegP7xcq71CV//jUpHH64sIMXZ+TppjwEAsrBACcCkEFY8rHpfX6vx8e0Ss7itXc3iXJu1rouvlu3bowU9kTuK8QANgJQQVjUkNrh17eUaw/fXhEn5Q3+o/Pz4jVFxdm6qpzUtlEDgBsgKCCMc0Yo82F1frTpiK9sadUHV3eX+vYyBDdmJOmm8/LYE8WALAQQQXwOd7Qpr9uPar/t6lIxbUt/uPnTYzXTbnpunJOqiJCGWUBgJFEUAFO0uUxWrevQn/ZXKR1+yv8d2+ODgvWtfPdujk3g7ksADBCCCrAaZTVterv247qha1HdbT6xCjLbHeMbs5N14p5E+SKYMUQAAwXggowAB6P0YeHqvT8lqN6Y0+Z2ru8d3AOC3bqyjmpuik3XQsnsS8LAAw1ggowSDVN7XplZ7Fe2HJU+8oa/Mcz4iN1/YIJun5+mjISIi2sEABGD4IKcJaMMfroWJ2e33JU/9hV4t+uX/JOwL1+wQRdeU4qm8kBwKdAUAGGQEt7l97KL9Pftx3TBwWV/gm4YcFOLZudousXTNCFUxMVHOS0tlAACDAEFWCIldW16pWdxXpx2zEdqDixmdz46DBdN8+t6xekaVYqv4MAMBAEFWCYGGO0p7heL24/pld3lai6qd3/WFZqjK6b79bV57jl5m7OAHBKARVU/vnPf+qBBx6Qx+PRgw8+qDvuuGPA30tQgZXaOz1695PjenHbMf17X7l/B1xJOm9SvFbMdevKOamKjwq1sEoAsJ+ACSqdnZ3KysrSunXrFBMTowULFmjTpk2Kj48f0PcTVGAXNU3tem13qV7dVaLNhdX+48FOhy6clqgV89z6bFaKxoUFW1glANjD2b5/j/i/oJs3b9bs2bM1YcIESdKVV16pN998U7fccstIlwJ8KnFRofriokx9cVGmSmpb9M+PSvQ/O0u0t6Re6/Yf17r9xxUesluXzkrWirluXTxjvMKC2bofAAZj0EsX3nvvPV1zzTVyu91yOBx65ZVX+pyzZs0aTZo0SeHh4crJydGGDRv8j5WUlPhDiiSlpaWpuLj4LMsH7MEdG6GvXzRFr917of79wBKtunSaJidGqbXDo9c+KtU3/u82nfujt/Xdv+/ShgPH1eHbaA4AcHqDHlFpamrS3Llz9ZWvfEWf//zn+zz+wgsv6L777tOaNWt0wQUX6De/+Y2WL1+u/Px8ZWRkqL8rTafbBbStrU1tbW3+P9fX1w+2ZGBETRk/Tt/+7HTdd9k07Smu16u7ivWPXaUqq2/VX7ce01+3HlNcZIiWZaVo+ZwUXTA1USEsdwaAfn2qOSoOh0Mvv/yyrrvuOv+xhQsXasGCBXrqqaf8x2bNmqXrrrtOjz32mDZu3Kif/vSnevnllyVJq1at0sKFC/WFL3yh39d45JFH9MMf/rDPceaoIJB4PEabD1fr1V0lenNPmap6rBxyRYTos1nJutIXWrg8BGA0smQy7clBpb29XZGRkfrb3/6mz33uc/7zVq1apZ07d+rdd99VZ2enZs2apfXr1/sn03744YdKSEjo9zX6G1FJT08nqCBgdXZ5tPlwtV7fXao39pSrsvHE73d0eLA+OytZy+ek6sJpiQoPIbQAGB1sMZm2srJSXV1dSk5O7nU8OTlZZWVl3hcMDtbPf/5zLV26VB6PR9/97ndPGVIkKSwsTGFhYUNZJmCp4CCnzp+SqPOnJOqHK7K11Rda/rWnTBUNbXppR7Fe2lGscWHBunRWkpZnp+riGeMJLQDGpGFZ9XPynBNjTK9jK1as0IoVK4bjpYGAEuR0aOHkBC2cnKCHr5mtbUU13tCyu0xl9a36n53elUSRoUFaMn28PpuVrEtmJik2kn1aAIwNQxpUEhMTFRQU5B896VZRUdFnlAVAb06nQ7kT45U7MV4/uCpLO47W6l++kZbi2hb9a0+Z/rWnTEFOh86bGK9ls5P12axkpcVxh2cAo9eQBpXQ0FDl5ORo7dq1veaorF27Vtdee+1QvhQwqjmdDuVkxiknM07fv2qW9hTX6638Mq3NL9e+sgblHapS3qEq/fAf+cpKjfGHlqzUmNOuogOAQDPooNLY2KiCggL/nwsLC7Vz507Fx8crIyND999/v2677Tade+65Wrx4sX7729+qqKhId91115AWDowVDodDc9JcmpPm0gPLZuhIVZPW5pfrrfxybT1crfzSeuWX1uuXbx/QhNgIf2g5b2I8d3kGEPAGvepn/fr1Wrp0aZ/jt99+u5599llJ3g3ffvKTn6i0tFTZ2dl64okndNFFFw1JwWyhD5xQ1dimd/ZV6K38cm04cFytHSc2knNFhOii6eN16cwkLZk+XnHcfwiAhQLmXj+fFkEF6F9Le5c2HDiut/LL9e+Py1XT3OF/zOmQ5mfE6ZKZSVo6I0mzUqO5RARgRI36oLJ69WqtXr1aXV1d+uSTTwgqwGl0dnm082it3tlXoXf2VWhfWUOvx1Nd4Vo6M0mXzEjS+VMTFBnKjRMBDK9RH1S6MaICDF5xbYvW7avQun0V+uBgZa9LRKHBTi2enOAfbclIYBURgKFHUAEwIK0dXco7VKV1vtGWYzUtvR6fmBCpi6aP14XTxmvxlASNC2O0BcCnR1ABMGjGGBVUNOrfvtCy/UiNOj0n/kkICXJoQUacLpo+XhdNG6/Z7hg5ncxtATB4BBUAn1pDa4fyDlbpvQPH9d4nlSqqbu71eEJUqD4zLVEXThuvi6YlKikm3KJKAQQaggqAIXe4skkbDhzXu59UKu+/VMO4AAAW/ElEQVRgpZrau3o9PjMlWkumj9cFUxOVOzFeEaHcjwhA/wgqAIZVe6dH24tqtME32rK7uK7X4yFBDs3PiNMFUxJ1/tQEzU2LVWgwG84B8CKoABhRVY1ter+gUu99UqmNBytVWtfa6/HI0CDlTozXBVMTdP6URGWlMr8FGMsIKgAsY4zR4apmfVBQqbyDVdp4sLLXhnOSFBsZokWTEnTB1AQtnpKoKeOj2HQOGENGfVBhwzcgcHg8RvvKGrTxYKU2HqzSpkNVfea3JMeE6bxJCVo4KV4LJ8VratI4ggswio36oNKNERUg8HR0efTRsTptLPAGl21HatTe5el1TkJUqHInxmvh5HidNyles1K4VASMJgQVAAGjtaNL24/UaFNhtTYXVmt7UY3aOnsHl5jw4B7BJUHZ7hjuBg0EMIIKgIDV1tml3cfqtKmwWpsKq7XtcHWfS0VRoUFakBmnhZPilZMZr3npsSyHBgIIQQXAqNHZ5dHeknptLqzWpsIqbS6sVn1rZ69zgp0OZbljlJMZp3Mz45WTGacUFxvQAXZFUAEwank8RvvLG7TpUJW2HK7RtiM1Kqtv7XPehNgIb3CZGKcFGXGamRLN5SLAJggqAMYMY4xK6lq19XC1th+p0dYjNfq4tF6ek/41iwoN0ryMWOX4RlzmpcfKFRFiTdHAGEdQATCmNbV1aufRWm3zBZcdR2rU0NbZ57zJ46M0Ly1W8zJiNS89VjNTYthBFxgBBBUA6KHLY3SgokHbjtRo2+EabSuq0ZGq5j7nhQY7le2O0dx0b3CZnx6n9PgI9nQBhhhBBQDOoKapXTuP1WpnUa12Hq3VrmO1qj1pB11Jio8K1dw0l+alx2leRqzmprkUGxlqQcXA6EFQAYBBMsboSFWzdh71BpcdR2v1cUl9n83oJCktLkLnpLmUPcGlOb4PwgswcKM+qLCFPoCR0NbZpY9LG7SzqMYfYA73c8lI8oaXORNcmpNGeAHOZNQHlW6MqAAYaXUtHdpbXKfdvo89xXVnDC89R17ioggvAEEFAEbQYMJLqitcWakxynLH+D+nx0VyLyOMKQQVALBYXUuH9pZ4Q8vu4nrtPnbqy0ZRoUGadVJ4mZ4crfAQbguA0YmgAgA21NDaoX1lDcovqdfHpfXKL63XvrIGtXf2nbDrdEhTxo9TljtGs1JjNDMlWjNTYpQcE8ZyaQQ8ggoABIjOLo8OVTYpv8QbXD4urdfeknpVN7X3e74rIkQzkqM1PWWcZqTEaEZytGYkR8sVyS67CBwEFQAIYMYYVTS0+cNLfkm99pc3qLCySV0n3xvAJyUmXNNTojUzJVrTk72fpyaN4/IRbImgAgCjUGtHlw4db9L+8nrtL2vUJ+UN2l/WoOLaln7PdzqkiQlRmp4crRkp0ZqWPE5Tk8ZpUmKUwoIJMLAOQQUAxpD61g4dKG/Q/rJG7S/zjr7sL2tQTT877UreAJMRH6mpSd5Rl54f48KCR7h6jEUEFQAY44wxOt7Ypv1lDf6PguONKqhoVENr3xs0dkt1hWtq0jhNGT/OOwIz3htgEsaFjWD1GO0IKgCAfhljdLyhTQUVjTpQ4Q0uBRWNKjjeqOMNbaf8vrjIEP+oy+RE7+WjSeOjlB4XyR2nMWgEFQDAoNU1d6jgeMOJ8OILM8W1LTrVu0OQ06H0uAhvcEkcp0njozQ5MUqTEqOUEhPORnbo16gPKtzrBwBGTkt7lw4eb9RB36Wjwsom/0dze9cpvy88xKmJCVGaPD7qRJBJ9AYZbiUwto36oNKNERUAsE73MupDx7uDizfEHKpsUlFVszpPsZRakmIjQ7zhJSFK6fGRykzwfmTERylxXCib2o1yBBUAgKU6uzw6VtPiDy7dIabweJNK6lpP+71RoUE9wkuUMrq/jo+SOzZcwUHMiQl0BBUAgG21tHfpcFWTDh1v0uEq7+jLkWrv59L61lPOh5G8c2ImxEb4Rl9OjMJ0/zmK5dUB4Wzfv+ldAMCwi/DdhHFWat83qLbOLh2rafGGl6omHalu9gWZZhVVN6u906Mi39f9iY8KVVpchO8jUmlxEUr3fZ4QF6HIUN7qAhm9BwCwVFhwkKaM9+7jcjKPx6i8oVVHqpr9ozBHqpp1tNobZGqbO1Td1K7qpnZ9dKyu3+dP8AeZyD6BhiBjf1z6AQAErLqWDhXXtOhYTbOO1bT4Ppr9n+tPs9FdN3+QiY88EWJiI+SOjZA7NlzR4dz8cShw6QcAMOa4IkLkighRlrv/N766lo5ThJgWHatuVkNbp6qa2lXV1K5dpxiRiQ4Lljs2Qqmx4Up1RWiC73N3kElxhXMfpWFEUAEAjFreIOPSbLer38dPDjJHq0+MxpTWtaqupUMNbZ3eeymVN5zydRLHhckdGy63yxto3L4gkxobrgmxEUocF6YgNsI7KwQVAMCYdaYg09TWqdK6FpXUtqqktkUldd7PpXUtKq1tVXFti9o6PapsbFNlY9sp58kEOx1KjvGGlmRXuFJiwpQc4x2NSYkJV7Lvg1sT9EVQAQDgFKLCgn13nI7u93FjjGqaO7whprZFpXUnAk2p71h5Q5s6PUbFtS0qrm057eslRIWeCDC+EJMSE+4LN96PmIjgMbU5HkEFAICz5HA4FB8VqvioUGVP6H9UprPLo+ONbb4w06ry+laV1bWqrN73dX2ryuva1N7l8c+XyS+tP+Vrhoc4/aMw3WEmKSZcSdHeUZqk6DAlxYSNmtVMo6MVAADYVHCQU6muCKW6IpST2f853SMzZXUnwktZXd9AU9vcodYOjw5XNetwVf/7ynQbFxaspOgwjY8OU1JMuJJ9ASYp+kSYGR8drphwe4/QEFQAALBYz5GZU61gkqTWjq6+IzJ1bSpvaNXx+jZVNLSqoqFNze1damzrVGNbpw5VNp32tcOCnf4Ak+z7fOG0RF06K3mom3lWCCoAAASI8JAgZSZEKTMh6rTnNbZ1qqK+VeW+8HK8oU0VDW2qqPcGmXLf54bWTrV1enS0ukVHq0/MnwkLcRJUBmv16tVavXq1urpOfXtxAADgvewzbvw4Te5nt9+eWju6VNFjJKaivlXlDW1aPDlhhCo9M3amBQAAw+5s379ZsA0AAGyLoAIAAGyLoAIAAGyLoAIAAGyLoAIAAGyLoAIAAGyLoAIAAGyLoAIAAGyLoAIAAGyLoAIAAGyLoAIAAGyLoAIAAGyLoAIAAGwr2OoCBqv7Zs/19fUWVwIAAAaq+327+318oAIuqDQ0NEiS0tPTLa4EAAAMVkNDg1wu14DPd5jBRhuLeTwelZSUKDo6Wg6HY8iet76+Xunp6Tp69KhiYmKG7HntZLS3cbS3Txr9baR9gW+0t5H2nT1jjBoaGuR2u+V0DnzmScCNqDidTqWlpQ3b88fExIzKX76eRnsbR3v7pNHfRtoX+EZ7G2nf2RnMSEo3JtMCAADbIqgAAADbCnrkkUcesboIuwgKCtLFF1+s4OCAuyI2YKO9jaO9fdLobyPtC3yjvY20b2QF3GRaAAAwdnDpBwAA2BZBBQAA2BZBBQAA2BZBBQAA2BZBBQAA2BZBxWfNmjWaNGmSwsPDlZOTow0bNlhd0oA89thjys3NVXR0tJKSknTddddp//79vc65+OKL5XA4en3cfPPNvc6pqanRbbfdJpfLJZfLpdtuu021tbUj2ZR+PfLII31qT0lJ8T9ujNEjjzwit9utiIgIXXzxxdq7d2+v57Br2yRp4sSJfdrncDi0cuVKSYHZd++9956uueYaud1uORwOvfLKK70eH6o+2717t5YsWaKIiAhNmDBBjz766KBvdjbU7evo6NCDDz6oOXPmKCoqSm63W1/60pdUUlLS6zn66/eHHnqo1zlFRUW65pprFBUVpcTERN17771qb28f9vadqY2S9OUvf7lP/YsWLep1Tltbm+655x4lJiYqKipKK1as0LFjx3qdY1Ubz9S+/v5OOhwO/fSnP/WfY+c+HMj7wlD1z7vvvqucnByFh4dr8uTJ+vWvfz30DTIwzz//vAkJCTG/+93vTH5+vlm1apWJiooyR44csbq0M7r88svNM888Y/bs2WN27txprrrqKpORkWEaGxv95yxZssTceeedprS01P9RW1vb63muuOIKk52dbTZu3Gg2btxosrOzzdVXXz3Szenj4YcfNrNnz+5Ve0VFhf/xxx9/3ERHR5sXX3zR7N6929x0000mNTXV1NfX+8+xa9uMMaaioqJX29auXWskmXXr1hljArPvXn/9dfP973/fvPjii0aSefnll3s9PhR9VldXZ5KTk83NN99sdu/ebV588UUTHR1tfvazn1navtraWnPZZZeZF154wezbt8/k5eWZhQsXmpycnF7PkZmZaR599NFe/drQ0OB/vLOz02RnZ5ulS5ea7du3m7Vr1xq3223uvvvuYW/fmdpojDG33367ueKKK3rVX1VV1eucu+66y0yYMMGsXbvWbN++3SxdutTMnTvXdHZ2Wt7GM7WvZ7tKS0vNH/7wB+NwOMzBgwf959i5DwfyvjAU/XPo0CETGRlpVq1aZfLz883vfvc7ExISYv7+978PaXsIKsaY8847z9x11129js2cOdM89NBDFlV09ioqKowk8+677/qPLVmyxKxateqU35Ofn28kmQ8//NB/LC8vz0gy+/btG9Z6z+Thhx82c+fO7fcxj8djUlJSzOOPP+4/1traalwul/n1r39tjLF32/qzatUqM2XKFOPxeIwxgd13xpg+bwJD1Wdr1qwxLpfLtLa2+s957LHHjNvt9v/sRkJ/b3In27x5s5HU6z8+mZmZ5oknnjjl97z++uvG6XSa4uJi/7G//OUvJiwszNTV1X36wgfhVEHl2muvPeX31NbWmpCQEPP888/7jxUXFxun02neeOMNY4x92jiQPrz22mvNJZdc0utYIPXhye8LQ9U/3/3ud83MmTN7vdY3vvENs2jRoiGtf8xf+mlvb9e2bdu0bNmyXseXLVumjRs3WlTV2aurq5MkxcfH9zr+5z//WYmJiZo9e7a+853vqKGhwf9YXl6eXC6XFi5c6D+2aNEiuVwuW/wMDhw4ILfbrUmTJunmm2/WoUOHJEmFhYUqKyvr1XdhYWFasmSJv267t62n9vZ2/elPf9JXv/rVXncGD+S+O9lQ9VleXp6WLFmisLAw/zmXX365SkpKdPjw4ZFpzADV1dXJ4XAoNja21/H/+q//UkJCgubNm6cf//jHvYbU8/LylJ2dLbfb7T92+eWXq62tTdu2bRux2k9n/fr1SkpK0vTp03XnnXeqoqLC/9i2bdvU0dHRq5/dbreys7N79aHd2yhJ5eXleu211/S1r32tz2OB0ocnvy8MVf/k5eX1ee+8/PLLtXXrVnV0dAxZ/fbYH9dClZWV6urqUnJycq/jycnJKisrs6iqs2OM0f3336/PfOYzys7O9h+/9dZbNWnSJKWkpGjPnj363ve+p127dmnt2rWSpLKyMiUlJfV5vqSkJMt/BgsXLtRzzz2n6dOnq7y8XD/60Y90/vnna+/evf7a+uu7I0eOSLJ32072yiuvqLa2Vl/+8pf9xwK57/ozVH1WVlamiRMn9nmO7scmTZo01KWfldbWVj300EP6whe+0OtOtKtWrdKCBQsUFxenzZs363vf+54KCwv1+9//XpK3DSf/jOLi4hQaGmqLfl2+fLluvPFGZWZmqrCwUD/4wQ90ySWXaNu2bQoLC1NZWZlCQ0MVFxfX6/t6/rtq9zZ2++Mf/6jo6Ghdf/31vY4HSh/2974wVP3T3znJycnq7OxUZWWlUlNTh6QNYz6odOv5P1jJ27knH7O7u+++Wx999JHef//9XsfvvPNO/9fZ2dmaNm2azj33XG3fvl0LFiyQ1Lf9kj1+BsuXL/d/PWfOHC1evFhTpkzRH//4R//kvTP1nV3bdrKnn35ay5cv7/U/mEDuu9MZij7r7zlO9b1W6Ojo0M033yyPx6M1a9b0euzb3/62/+tzzjlHcXFxuuGGG/z/Q5fs3a833XST/+vs7Gyde+65yszM1GuvvdbnDb2nQPy7+Yc//EG33nqrwsPDex0PlD481ftCf+z693DMX/pJTExUUFBQn4RbUVHRJyna2T333KNXX31V69atU1pa2mnPXbBggUJCQnTgwAFJUkpKisrLy/ucd/z4cdv9DKKiojRnzhwdOHDAv/rndH0XKG07cuSI3n77bd1xxx2nPS+Q+07SkPVZSkpKv88h9R2tsUJHR4f+4z/+Q4WFhVq7dm2v0ZT+dIfugoICSf23r6amRh0dHbZo38lSU1OVmZnZ6/eyvb1dNTU1vc47uZ/t3sYNGzZo//79Z/x7KdmzD0/1vjBU/XOqv4fBwcH+sDYUxnxQCQ0NVU5Ojn8ovdvatWt1/vnnW1TVwBljdPfdd+ull17SO++8M6Ah771796qjo8M/LLd48WLV1dVp8+bN/nM2bdqkuro62/0M2tra9PHHHys1NdV/SaRn37W3t+vdd9/11x0obXvmmWeUlJSkq6666rTnBXLfSRqyPlu8eLHee++9XnMC3nrrLbnd7j6XhEZad0g5cOCA3n777QH9g71jxw5J6tWve/bsUWlpqf+ct956S2FhYcrJyRmewj+FqqoqHT161F9/Tk6OQkJCevVzaWmp9uzZ06sP7d7Gp59+Wjk5OZo7d+4Zz7VTH57pfWGo+mfx4sV93jvfeustnXvuuQoJCRnSBo153cuTn376aZOfn2/uu+8+ExUVZQ4fPmx1aWf0zW9+07hcLrN+/fpey+Sam5uNMcYUFBSYH/7wh2bLli2msLDQvPbaa2bmzJlm/vz5/mVoxniXg55zzjkmLy/P5OXlmTlz5thiCe8DDzxg1q9fbw4dOmQ+/PBDc/XVV5vo6Gh/3zz++OPG5XKZl156yezevdvccsst/S51tWPbunV1dZmMjAzz4IMP9joeqH3X0NBgduzYYXbs2GEkmV/84hdmx44d/lUvQ9FntbW1Jjk52dxyyy1m9+7d5qWXXjIxMTEjsjz5dO3r6OgwK1asMGlpaWbnzp29/k62tbUZY4zZuHGj/3sOHTpkXnjhBeN2u82KFSv8r9G9NPTSSy8127dvN2+//bZJS0sbseXJp2tjQ0ODeeCBB8zGjRtNYWGhWbdunVm8eLGZMGFCrz686667TFpamnn77bfN9u3bzSWXXNLv8lcr2nim31FjvEvgIyMjzVNPPdXn++3eh2d6XzBmaPqne3nyt7/9bZOfn2+efvpplicPp9WrV5vMzEwTGhpqFixY0Gt5r51J6vfjmWeeMcYYU1RUZC666CITHx9vQkNDzZQpU8y9997bZ8+Dqqoqc+utt5ro6GgTHR1tbr31VlNTU2NBi3rr3mMjJCTEuN1uc/3115u9e/f6H/d4PObhhx82KSkpJiwszFx00UVm9+7dvZ7Drm3r9uabbxpJZv/+/b2OB2rfrVu3rt/fydtvv90YM3R99tFHH5kLL7zQhIWFmZSUFPPII4+MyNLk07WvsLDwlH8nu/fG2bZtm1m4cKFxuVwmPDzczJgxwzz88MOmqamp1+scOXLEXHXVVSYiIsLEx8ebu+++u9dybKva2NzcbJYtW2bGjx9vQkJCTEZGhrn99ttNUVFRr+doaWkxd999t4mPjzcRERHm6quv7nOOVW080++oMcb85je/MREREX32LTLG/n14pvcFY4auf9avX2/mz59vQkNDzcSJE/sNdp+Ww9coAAAA2xnzc1QAAIB9EVQAAIBtEVQAAIBtEVQAAIBtEVQAAIBtEVQAAIBtEVQAAIBtEVQAAIBtEVQAAIBtEVQAAIBtEVQAAIBt/f9DFqmafVHTeQAAAABJRU5ErkJggg==",
"text/plain": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x2aab4d2f35c0>)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"1-element Array{PyCall.PyObject,1}:\n",
" PyObject <matplotlib.lines.Line2D object at 0x2aabd4122fd0>"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"semilogy(1:2000, Los)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x2aabd4fda7b8>)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"PyObject <mpl_toolkits.mplot3d.art3d.Path3DCollection object at 0x2aabd809d198>"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scatter3D(X, Y, -U)\n",
"scatter3D(X, Y, 1.0f0/2.0f0*X.*(1f0 .-X).*Y.*(1f0 .- Y), marker=\".\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.0.2",
"language": "julia",
"name": "julia-1.0"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.0.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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