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02a552e1d38e606447b3dc92f5f1ce5dca0afecd
cmdla/11-09/lesson.ipynb
elvis 7afb1372f8 lesson 9/11
2023-11-17 12:42:12 +01:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "3a7ffee3-334e-481b-82fa-5a0dd957eed3",
"metadata": {},
"outputs": [],
"source": [
"include(\"./SDG.jl\")\n",
"include(\"./TestFunctions/TestFunctions.jl\")\n",
"TF = TestFunctions();"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "372ca0fc-d0fc-4731-8c1d-bbb24b5d7772",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"([1.1252762016860305, 1.274849677259977], \"stopped\")"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SDG(TF[6], Plotf=1, printing=false)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "158cbc5a-a8e4-404d-a841-b57c377e10d4",
"metadata": {},
"outputs": [
{
"data": {
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"data": {
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]
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],
"source": [
"SDG(TF[6], x=[-1, 1], astart=0.1, Plotf=1, printing=false)"
]
},
{
"cell_type": "code",
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"id": "ac55b2fe-9ae5-4fbc-bc83-624c237eb32d",
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{
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"([0.3628062254502194, 0.12859141767257834], \"stopped\")"
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"id": "82de30b9-6006-4ee3-ac11-88268d3204ab",
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{
"data": {
"text/plain": [
"([-0.8717232114247211, 0.9328471204154523], \"stopped\")"
]
},
"execution_count": 6,
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}
],
"source": [
"SDG(TF[6], astart=0.1, MaxFeval=1000, m2=0, Plotf=1, printing=false)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "bfa9f82f-5751-4d8c-aabb-970c7ac01d8d",
"metadata": {},
"outputs": [
{
"data": {
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"([1.1172381629977606, 1.248370836883731], \"stopped\")"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SDG(TF[6], astart=0.2, MaxFeval=1000, m2=0, tau=0.5, Plotf=1, printing=false)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "a6d2a63b-4a2b-44e0-8403-99d35c1ee6bb",
"metadata": {},
"outputs": [
{
"data": {
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},
{
"data": {
"text/plain": [
"([0.2903670577433367, 0.08652037379852633], \"stopped\")"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SDG(TF[6], astart=0.1, MaxFeval=1000, m2=0, tau=0.5, Plotf=1, printing=false)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "52ccb0a3-70f3-43ee-ac91-722c87f92e80",
"metadata": {},
"outputs": [
{
"data": {
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"([-0.0898420454946345, 0.7126564254067507], \"optimal\")"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SDG(TF[7], Plotf=1, printing=false) # does job very good"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "49f77dcb-d5c0-4698-8ede-2e56d7337e53",
"metadata": {},
"outputs": [
{
"data": {
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"<path clip-path=\"url(#clip070)\" d=\"M2012.35 1438.47 L2280.76 1438.47 L2280.76 1334.79 L2012.35 1334.79 Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
"<polyline clip-path=\"url(#clip070)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"2012.35,1438.47 2280.76,1438.47 2280.76,1334.79 2012.35,1334.79 2012.35,1438.47 \"/>\n",
"<polyline clip-path=\"url(#clip070)\" style=\"stroke:#009af9; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"2036.35,1386.63 2180.34,1386.63 \"/>\n",
"<path clip-path=\"url(#clip070)\" d=\"M2218.18 1406.32 Q2216.37 1410.95 2214.66 1412.36 Q2212.94 1413.78 2210.07 1413.78 L2206.67 1413.78 L2206.67 1410.21 L2209.17 1410.21 Q2210.93 1410.21 2211.9 1409.38 Q2212.88 1408.54 2214.06 1405.44 L2214.82 1403.5 L2204.33 1377.99 L2208.85 1377.99 L2216.95 1398.27 L2225.05 1377.99 L2229.57 1377.99 L2218.18 1406.32 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip070)\" d=\"M2236.86 1399.98 L2244.5 1399.98 L2244.5 1373.61 L2236.19 1375.28 L2236.19 1371.02 L2244.45 1369.35 L2249.13 1369.35 L2249.13 1399.98 L2256.76 1399.98 L2256.76 1403.91 L2236.86 1403.91 L2236.86 1399.98 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /></svg>\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"([0.12760835307443302, -0.18378703927430506], \"stopped\")"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SDG(TF[7], astart=-2e-1, Plotf=1, printing=false) # hmmm"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "2f088446-dc0c-42a2-870d-df9d1dca4754",
"metadata": {},
"outputs": [
{
"data": {
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"([-0.08984190881815034, 0.712656391028696], \"optimal\")"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SDG(TF[7], astart=5e-2, tau=0.5, Plotf=1, printing=false)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "2fc40883-f252-4aea-b042-9f2993dc1444",
"metadata": {},
"outputs": [
{
"data": {
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"([-1.7036067118830425, 0.7960835713103661], \"optimal\")"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SDG(TF[7], x=[-2, 1], Plotf=1, printing=false) # local minima"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "13d22e9a-671a-4a17-b7ec-e2de65990993",
"metadata": {},
"outputs": [
{
"data": {
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"([-0.08984200737903672, 0.7126564527726588], \"optimal\")"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SDG(TF[7], x=[-2, 1], astart=-0.1, Plotf=1, printing=false)\n",
"# better local minimum but my chance"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "d212617b-1a64-4a32-8cc1-5fbe0c0dd9d0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Gradient method\n",
"feval\trel gap\t\t|| g(x) ||\trate\t\tls feval\ta*\n",
"\n",
" 2\t4.5319e-02\t3.5796e+00 \t 1 7\t4.6146e-03\n",
" 10\t6.8718e-03\t2.9550e+00\t1.5163e-01 1 7\t1.5235e-03\n",
" 18\t6.1322e-03\t2.9416e+00\t8.9236e-01 1 8\t8.5011e-04\n",
" 27\t1.0649e-03\t2.8484e+00\t1.7367e-01 1 11\t1.9989e-04\n",
" 39\t5.5025e-04\t2.8388e+00\t5.1670e-01 1 10\t1.1872e-04\n",
" 50\t4.0450e-04\t2.8360e+00\t7.3512e-01 1 11\t5.6036e-05\n",
" 62\t4.5539e-05\t2.8293e+00\t1.1258e-01 1 14\t7.3297e-06\n",
" 77\t1.3124e-05\t2.8287e+00\t2.8819e-01 1 16\t1.8619e-06\n",
" 94\t1.7730e-06\t2.8285e+00\t1.3510e-01 1 19\t2.3411e-07\n",
" 114\t9.9925e-08\t2.8284e+00\t5.6359e-02 1 23\t1.4645e-08\n",
" 138\t1.7233e-08\t2.8284e+00\t1.7246e-01 1 25\t3.6613e-09\n",
" 164\t1.2058e-08\t2.8284e+00\t6.9970e-01 1 26\t1.8307e-09\n",
" 191\t2.5875e-09\t2.8284e+00\t2.1459e-01 1 28\t4.5767e-10\n",
" 220\t1.0739e-09\t2.8284e+00\t4.1502e-01 1 29\t2.2883e-10\n",
" 250\t7.5682e-10\t2.8284e+00\t7.0477e-01 1 30\t1.1442e-10\n",
" 281\t1.5852e-10\t2.8284e+00\t2.0945e-01 1 32\t2.8604e-11\n",
" 314\t7.0319e-11\t2.8284e+00\t4.4361e-01 1 33\t1.4302e-11\n",
" 348\t4.4097e-11\t2.8284e+00\t6.2709e-01 1 34\t7.1511e-12\n",
" 383\t1.3110e-11\t2.8284e+00\t2.9730e-01 1 36\t1.7878e-12\n",
" 420\t1.1942e-12\t2.8284e+00\t9.1088e-02 1 39\t2.2347e-13\n",
" 460\t5.9730e-13\t2.8284e+00\t5.0019e-01 1 40\t1.1174e-13\n",
" 501\t2.9887e-13\t2.8284e+00\t5.0037e-01 1 41\t5.5868e-14\n",
" 543\t1.4966e-13\t2.8284e+00\t5.0074e-01 1 42\t2.7934e-14\n",
" 586\t7.5051e-14\t2.8284e+00\t5.0148e-01 1 43\t1.3967e-14\n",
" 630\t3.9524e-14\t2.8284e+00\t5.2663e-01 1 44\t6.9835e-15\n",
" 675\t1.8208e-14\t2.8284e+00\t4.6067e-01 1 45\t3.4917e-15\n",
" 721\t7.5495e-15\t2.8284e+00\t4.1463e-01 1 46\t1.7459e-15\n",
" 768\t3.9968e-15\t2.8284e+00\t5.2941e-01 1 52\t5.4558e-17\n",
"\n"
]
},
{
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"output_type": "display_data"
},
{
"data": {
"text/plain": [
"([-1.195842165283366e-15, -1.195842165283366e-15], \"error\")"
]
},
"execution_count": 14,
"metadata": {},
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}
],
"source": [
"SDG(TF[8], x=[0.01, 0.01], Plotf=1, printing=true) ## not working :("
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "35c3c1c4-57f5-472f-958d-9f082f66b6ac",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"NWTN (generic function with 1 method)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"include(\"NWTN.jl\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "aebfe53d-f6a6-4f88-a141-a95be699fa4e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Newton's method\n",
"feval\trel gap\t\t|| g(x) ||\trate\t\tdelta\t\tls it\ta*\n",
"\n",
" 1\t4.0000e+00\t4.0000e+00\t\t\t0.00e+00 1 3\t7.20e-02\n",
" 5\t3.4877e+00\t1.1580e+01\t8.7193e-01\t0.00e+00 1 1\t2.17e-01\n",
" 7\t3.2106e+00\t1.1422e+01\t9.2053e-01\t0.00e+00 1 1\t2.92e-01\n",
" 9\t2.8939e+00\t1.1298e+01\t9.0137e-01\t0.00e+00 1 1\t4.43e-01\n",
" 11\t2.5138e+00\t1.1340e+01\t8.6866e-01\t0.00e+00 1\t1.00e+00\n",
" 12\t2.0350e+00\t1.3918e+01\t8.0951e-01\t0.00e+00 1\t1.00e+00\n",
" 13\t1.4916e+00\t4.5931e+00\t7.3297e-01\t0.00e+00 1 1\t2.01e-01\n",
" 15\t1.3444e+00\t4.4425e+00\t9.0135e-01\t0.00e+00 1 1\t2.77e-01\n",
" 17\t1.1767e+00\t4.3336e+00\t8.7522e-01\t0.00e+00 1 1\t4.34e-01\n",
" 19\t9.7661e-01\t4.4575e+00\t8.2998e-01\t0.00e+00 1\t1.00e+00\n",
" 20\t7.3072e-01\t7.2446e+00\t7.4823e-01\t0.00e+00 1\t1.00e+00\n",
" 21\t4.7358e-01\t1.8687e+00\t6.4810e-01\t0.00e+00 1 1\t2.60e-01\n",
" 23\t3.9577e-01\t2.1797e+00\t8.3570e-01\t0.00e+00 1 1\t4.30e-01\n",
" 25\t3.0401e-01\t3.0081e+00\t7.6815e-01\t0.00e+00 1\t1.00e+00\n",
" 26\t1.9691e-01\t6.1663e+00\t6.4770e-01\t0.00e+00 1\t1.00e+00\n",
" 27\t1.0228e-01\t1.3863e+00\t5.1945e-01\t0.00e+00 1 1\t4.31e-01\n",
" 29\t6.7912e-02\t2.2435e+00\t6.6396e-01\t0.00e+00 1\t1.00e+00\n",
" 30\t3.2680e-02\t3.8085e+00\t4.8121e-01\t0.00e+00 1\t1.00e+00\n",
" 31\t1.0566e-02\t8.0488e-01\t3.2332e-01\t0.00e+00 1\t1.00e+00\n",
" 32\t3.1590e-03\t1.9530e+00\t2.9898e-01\t0.00e+00 1\t1.00e+00\n",
" 33\t2.4534e-04\t9.6840e-02\t7.7664e-02\t0.00e+00 1\t1.00e+00\n",
" 34\t5.2049e-06\t9.3779e-02\t2.1215e-02\t0.00e+00 1\t1.00e+00\n",
" 35\t1.1473e-09\t2.1576e-04\t2.2042e-04\t0.00e+00 1\t1.00e+00\n",
" 36\t1.3971e-16\t4.8898e-07\t1.2178e-07"
]
},
{
"data": {
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"([0.9999999959286234, 0.9999999907475938], \"optimal\")"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"NWTN(TF[6], printing=true, Plotf=1)"
]
}
],
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"language": "julia",
"name": "julia-1.9"
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"mimetype": "application/julia",
"name": "julia",
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