notes.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Measuring overheads of some threading API"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "You can find the code for benchmarking and plotting at\n",
    "<https://github.com/tkf/ThreadsAPIBenchmarks.jl>."
   ],
   "metadata": {}
  },
  {
   "outputs": [],
   "cell_type": "code",
   "source": [
    "using DisplayAs\n",
    "using ThreadsAPIBenchmarksAnalyzers: TaskOverheads, NotifyOverheads"
   ],
   "metadata": {},
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Overhead of `@spawn` and `@sync`\n",
    "\n",
    "Measuring the overhead of `@spawn` and `@sync` is not entirely trivial.\n",
    "`@btime wait(Threads.@spawn nothing)` does not reflect the actual overhead\n",
    "since `@spawn` may use the current thread to run the task. That is to say,\n",
    "the following check likely to pass even if `nthreads() > 1`:"
   ],
   "metadata": {}
  },
  {
   "outputs": [],
   "cell_type": "code",
   "source": [
    "let n = 0\n",
    "    for _ in 1:1000\n",
    "        n += fetch(Threads.@spawn Threads.threadid()) == Threads.threadid()\n",
    "    end\n",
    "    @assert n > 0\n",
    "end"
   ],
   "metadata": {},
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "source": [
    "ThreadsAPIBenchmarks.jl contains a benchmark for measuring the overheads of\n",
    "`@sync` and `@spawn`. That is to say, it measures `@spawn` overhead `t1 - t0`\n",
    "and `wait` (sync) overhead `t2 - t1` of\n",
    "\n",
    "```julia\n",
    "t0 = time_ns()\n",
    "wait(@spawn t1 = time_ns())\n",
    "t2 = time_ns()\n",
    "```\n",
    "\n",
    "while making sure `@spawn`ed task is executed in a different OS threads.\n",
    "\n",
    "The distribution of the above measurement is shown below for different number\n",
    "`N = nthreads()` of threads:"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "DisplayAs.Showable{MIME{Symbol(\"image/png\")}}(Plot{Plots.GRBackend() n=12})",
      "image/png": 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"
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "cell_type": "code",
   "source": [
    "begin\n",
    "    task_overheads = TaskOverheads.analyze()\n",
    "    task_overheads.hists\n",
    "end |> DisplayAs.PNG"
   ],
   "metadata": {},
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "source": [
    "Here is a more direct plot of the raw data to show that the multimodality of\n",
    "the distribution comes from the temporal proximity of the measurements (some\n",
    "state transitions in Julia runtime, OS, or hardware?):"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "DisplayAs.Showable{MIME{Symbol(\"image/png\")}}(Plot{Plots.GRBackend() n=12})",
      "image/png": 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"
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "cell_type": "code",
   "source": [
    "begin\n",
    "    # task_overheads = TaskOverheads.analyze()\n",
    "    task_overheads.seq\n",
    "end |> DisplayAs.PNG"
   ],
   "metadata": {},
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Overhead of `notify` (`schedule`)\n",
    "\n",
    "Following distribution describes the overheads of `wait` and `notify` on\n",
    "`Threads.Condition`. It is essentially the overhead of re-`schedule`.\n",
    "\n",
    "The first two rows (`max` and `min`) shows the distribution of the time took\n",
    "for `notify` to end the `wait` of the peer threads. The first row `max` shows\n",
    "the slowest among all threads and second row `min` is for the fastest. The\n",
    "last row `notify` is `@time notify(...)`."
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Plot{Plots.GRBackend() n=18}",
      "image/png": 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       "  1161.31,376.81 1162,376.81 1162.69,376.81 1163.37,376.81 1164.06,376.81 \n",
       "  1164.74,376.81 1165.42,376.81 1166.1,376.81 1166.78,376.81 1167.45,376.81 \n",
       "  1168.13,376.81 1168.8,376.81 1169.47,376.81 1170.14,376.81 1170.81,376.81 \n",
       "  1171.48,376.81 1172.15,376.81 1172.81,376.81 1173.47,376.81 1174.14,376.81 \n",
       "  1174.8,376.81 1175.46,376.81 1176.11,376.81 1176.77,376.81 1177.43,376.81 \n",
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       "  1181.33,376.81 1181.97,376.81 1182.62,376.81 1183.26,376.81 1183.9,376.81 \n",
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       "  1187.73,376.81 1188.36,376.81 1188.99,376.81 1189.62,376.81 1190.25,376.81 \n",
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       "  1194,376.81 1194.62,376.81 1195.24,376.81 1195.86,376.81 1196.47,376.81 \n",
       "  1197.09,376.81 1197.7,376.81 1198.32,376.81 1198.93,376.81 1199.54,376.81 \n",
       "  1200.15,376.81 1200.76,376.81 1201.37,376.81 1201.97,376.81 1202.58,376.81 \n",
       "  1203.18,376.81 1203.78,376.81 1204.38,376.81 1204.98,376.81 1205.58,376.81 \n",
       "  1206.18,376.81 1206.78,376.81 1207.37,376.81 1207.97,376.81 1208.56,376.81 \n",
       "  1209.16,376.81 1209.75,376.81 1210.34,376.81 1210.93,376.81 1211.51,376.81 \n",
       "  1212.1,376.81 1212.69,376.81 1213.27,376.81 1213.86,376.81 1214.44,376.81 \n",
       "  1215.02,376.81 1215.6,376.81 1216.18,376.81 1216.76,376.81 1217.33,376.81 \n",
       "  1217.91,376.81 1218.49,376.81 1219.06,376.81 1219.63,376.81 1220.21,376.81 \n",
       "  1220.78,376.81 1221.35,376.81 1221.92,376.81 1222.48,376.81 1223.05,376.81 \n",
       "  1223.62,376.81 1224.18,376.81 1224.74,376.81 1225.31,376.81 1225.87,376.81 \n",
       "  1226.43,376.81 1226.99,376.81 1227.55,376.81 1228.11,376.81 1228.66,376.81 \n",
       "  1229.22,376.81 1229.77,376.81 1230.33,376.81 1230.88,376.81 1231.43,376.81 \n",
       "  1231.98,376.81 1232.53,376.81 1233.08,376.81 1233.63,376.81 1234.18,376.81 \n",
       "  1234.73,376.81 1235.27,376.81 1235.82,376.81 1236.36,376.81 1236.9,376.81 \n",
       "  1237.44,376.81 1237.98,376.81 1238.52,376.81 1239.06,376.81 1239.6,376.81 \n",
       "  1240.14,376.81 1240.67,376.81 1241.21,376.81 1241.74,376.81 1242.28,376.81 \n",
       "  1242.81,376.81 1243.34,376.81 1243.87,376.81 1244.4,376.81 1244.93,376.81 \n",
       "  1245.46,376.81 1245.98,376.81 1246.51,376.81 1247.04,376.81 1247.56,376.81 \n",
       "  1248.08,376.81 1248.61,376.81 1249.13,376.81 1249.65,376.81 1250.17,376.81 \n",
       "  1250.69,376.81 1251.21,376.81 1251.73,376.81 1252.24,376.81 1252.76,376.81 \n",
       "  1253.27,376.81 1253.79,376.81 1254.3,376.81 1254.81,376.81 1255.32,376.81 \n",
       "  1255.84,376.81 1256.35,376.81 1256.86,376.81 1257.36,376.81 1257.87,376.81 \n",
       "  1258.38,376.81 1258.88,376.81 1259.39,376.81 1259.89,376.81 1260.4,376.81 \n",
       "  1260.9,376.81 1261.4,376.81 1261.9,376.81 1262.4,376.81 1262.9,376.81 \n",
       "  1263.4,376.81 1263.9,376.81 1264.4,376.81 1264.89,376.81 1265.39,376.81 \n",
       "  1265.88,376.81 1266.38,376.81 1266.87,376.81 1267.36,376.81 1267.86,376.81 \n",
       "  1268.35,376.81 1268.84,376.81 1269.33,376.81 1269.81,376.81 1270.3,376.81 \n",
       "  1270.79,376.81 1271.28,376.81 1271.76,376.81 1272.25,376.81 1272.73,376.81 \n",
       "  1273.22,376.81 1273.7,376.81 1274.18,376.81 1274.66,376.81 1275.14,376.81 \n",
       "  1275.62,376.81 1276.1,376.81 1276.58,376.81 1277.06,376.81 1277.53,376.81 \n",
       "  1278.01,376.81 1278.49,376.81 1278.96,376.81 1279.43,376.81 1279.91,376.81 \n",
       "  1280.38,376.81 1280.85,376.81 1281.32,376.81 1281.79,376.81 1282.26,376.81 \n",
       "  1282.73,376.81 1283.2,376.81 1283.67,376.81 1284.14,376.81 1284.6,376.81 \n",
       "  1285.07,376.81 1285.53,376.81 1286,376.81 1286.46,376.81 1286.92,376.81 \n",
       "  1287.39,376.81 1287.85,376.81 1288.31,376.81 1288.77,376.81 1289.23,376.81 \n",
       "  1289.69,376.81 1290.14,376.81 1290.6,376.81 1291.06,376.81 1291.52,376.81 \n",
       "  1291.97,376.81 1292.43,376.81 1292.88,376.81 1293.33,376.81 1293.79,376.81 \n",
       "  1294.24,376.81 1294.69,376.81 1295.14,376.81 1295.59,376.81 1296.04,376.81 \n",
       "  1296.49,376.81 1296.94,376.81 1297.39,376.81 1297.83,376.81 1298.28,376.81 \n",
       "  1298.73,376.81 1299.17,376.81 1299.62,376.81 1300.06,376.81 1300.5,376.81 \n",
       "  1300.95,376.81 1301.39,376.81 1301.83,376.81 1302.27,376.81 1302.71,376.81 \n",
       "  1303.15,376.81 1303.59,376.81 1304.03,376.81 1304.47,376.81 1304.9,376.81 \n",
       "  1305.34,376.81 1305.78,376.81 1306.21,376.81 1306.65,376.81 1307.08,376.81 \n",
       "  1307.52,376.81 1307.95,376.81 1308.38,376.81 1308.81,376.81 1309.24,376.81 \n",
       "  1309.67,376.81 1310.1,376.81 1310.53,376.81 1310.96,376.81 1311.39,376.81 \n",
       "  1311.82,376.81 1312.25,376.81 1312.67,376.81 1313.1,376.81 1313.52,376.81 \n",
       "  1313.95,376.81 1314.37,376.81 1314.8,376.81 1315.22,376.81 1315.64,376.81 \n",
       "  1316.07,376.81 1316.49,376.81 1316.91,376.81 1317.33,376.81 1317.75,376.81 \n",
       "  1318.17,376.81 1318.59,376.81 1319,376.81 1319.42,376.81 1319.84,376.81 \n",
       "  1320.25,376.81 1320.67,376.81 1321.09,376.81 1321.5,376.81 1321.92,376.81 \n",
       "  1322.33,376.81 1322.74,376.81 1323.15,376.81 1323.57,376.81 1323.98,376.81 \n",
       "  1324.39,376.81 1324.8,376.81 1325.21,376.81 1325.62,376.81 1326.03,376.81 \n",
       "  1326.44,376.81 1326.84,376.81 1327.25,376.81 1327.66,376.81 1328.07,376.81 \n",
       "  1328.47,376.81 1328.88,376.81 1329.28,376.81 1329.69,376.81 1330.09,376.81 \n",
       "  1330.49,376.81 1330.89,376.81 1331.3,376.81 1331.7,376.81 1332.1,376.81 \n",
       "  1332.5,376.81 1332.9,376.81 1333.3,376.81 1333.7,376.81 1334.1,376.81 \n",
       "  1334.5,376.81 1334.89,376.81 1335.29,376.81 1335.69,376.81 1336.08,376.81 \n",
       "  1336.48,376.81 1336.87,376.81 1337.27,376.81 1337.66,376.81 1338.06,376.81 \n",
       "  1338.45,376.81 1338.84,376.81 1339.23,376.81 1339.63,376.81 1340.02,376.81 \n",
       "  1340.41,376.81 1340.8,376.81 1341.19,376.81 1341.58,376.81 1341.97,376.81 \n",
       "  1342.35,376.81 1342.74,376.81 1343.13,376.81 1343.52,376.81 1343.9,376.81 \n",
       "  1344.29,376.81 1344.67,376.81 1345.06,376.81 1345.44,376.81 1345.83,376.81 \n",
       "  1346.21,376.81 1346.59,376.81 1346.98,376.81 1347.36,376.81 1347.74,376.81 \n",
       "  1348.12,376.81 1348.5,376.81 1348.88,376.81 1349.26,376.81 1349.64,376.81 \n",
       "  1350.02,376.81 1350.4,376.81 1350.78,376.81 1351.15,376.81 1351.53,376.81 \n",
       "  1351.91,376.81 1352.28,376.81 1352.66,376.81 1353.04,376.81 1353.41,376.81 \n",
       "  1353.79,376.81 1354.16,376.81 1354.53,376.81 1354.91,376.81 1355.28,376.81 \n",
       "  1355.65,376.81 1356.02,376.81 1356.39,376.81 1356.76,376.81 1357.14,376.81 \n",
       "  1357.51,376.81 1357.88,376.81 1358.24,376.81 1358.61,376.81 1358.98,376.81 \n",
       "  1359.35,376.81 1359.72,376.81 1360.08,376.81 1360.45,376.81 1360.82,376.81 \n",
       "  1361.18,376.81 1361.55,376.81 1361.91,376.81 1362.28,376.81 1362.64,376.81 \n",
       "  1363,376.81 1363.37,376.81 1363.73,376.81 1364.09,376.81 1364.46,376.81 \n",
       "  1364.82,376.81 1365.18,376.81 1365.54,376.81 1365.9,376.81 1366.26,376.81 \n",
       "  1366.62,376.81 1366.98,376.81 1367.34,376.81 1367.69,376.81 1368.05,376.81 \n",
       "  1368.41,376.81 1368.77,376.81 1369.12,376.81 1369.48,376.81 1369.84,376.81 \n",
       "  1370.19,376.81 1370.55,376.81 1370.9,376.81 1371.26,376.81 1371.61,376.81 \n",
       "  1371.96,376.81 1372.32,376.81 1372.67,376.81 1373.02,376.81 1373.37,376.81 \n",
       "  1373.72,376.81 1374.08,376.81 1374.43,376.81 1374.78,376.81 1375.13,376.81 \n",
       "  1375.48,376.81 1375.83,376.81 1376.17,376.81 1376.52,376.81 1376.87,376.81 \n",
       "  1377.22,376.81 1377.57,376.81 1377.91,376.81 1378.26,376.81 1378.6,376.81 \n",
       "  1378.95,376.81 1379.3,376.81 1379.64,376.81 1379.99,376.81 1380.33,376.81 \n",
       "  1380.67,376.81 1381.02,376.81 1381.36,376.81 1381.7,376.81 1382.05,376.81 \n",
       "  1382.39,376.81 1382.73,376.81 1383.07,376.81 1383.41,376.81 1383.75,376.81 \n",
       "  1384.09,376.81 1384.43,376.81 1384.77,376.81 1385.11,376.81 1385.45,376.81 \n",
       "  1385.79,376.81 1386.12,376.81 1386.46,376.81 1386.8,376.81 1387.14,376.81 \n",
       "  1387.47,376.81 1387.81,376.81 1388.14,376.81 1388.48,376.81 1388.82,376.81 \n",
       "  1389.15,376.81 1389.48,376.81 1389.82,376.81 1390.15,376.81 1390.49,376.81 \n",
       "  1390.82,376.81 1391.15,376.81 1391.48,376.81 1391.82,376.81 1392.15,376.81 \n",
       "  1392.48,376.81 1392.81,376.81 1393.14,376.81 1393.47,376.81 1393.8,376.81 \n",
       "  1394.13,376.81 1394.46,376.81 1394.79,376.81 1395.12,376.81 1395.44,376.81 \n",
       "  1395.77,376.81 1396.1,376.81 1396.43,376.81 1396.75,376.81 1397.08,376.81 \n",
       "  1397.4,376.81 1397.73,376.81 1398.06,376.81 1398.38,376.81 1398.71,376.81 \n",
       "  1399.03,376.81 1399.35,376.81 1399.68,376.81 1400,376.81 1400.32,376.81 \n",
       "  1400.65,376.81 1400.97,376.81 1401.29,376.81 1401.61,376.81 1401.93,376.81 \n",
       "  1402.26,376.81 1402.58,376.81 1402.9,376.81 1403.22,376.81 1403.54,376.81 \n",
       "  1403.86,376.81 1404.18,376.81 1404.49,376.81 1404.81,376.81 1405.13,376.81 \n",
       "  1405.45,376.81 1405.77,376.81 1406.08,376.81 1406.4,376.81 1406.72,376.81 \n",
       "  1407.03,376.81 1407.35,376.81 1407.67,376.81 1407.98,376.81 1408.3,376.81 \n",
       "  1408.61,376.81 1408.92,376.81 1409.24,376.81 1409.55,376.81 1409.87,376.81 \n",
       "  1410.18,376.81 1410.49,376.81 1410.8,376.81 1411.12,376.81 1411.43,376.81 \n",
       "  1411.74,376.81 1412.05,376.81 1412.36,376.81 1412.67,376.81 1412.98,376.81 \n",
       "  1413.29,376.81 1413.6,376.81 1413.91,376.81 1414.22,376.81 1414.53,376.81 \n",
       "  1414.84,376.81 1415.15,376.81 1415.46,376.81 1415.76,376.81 1416.07,376.81 \n",
       "  1416.38,376.81 1416.68,376.81 1416.99,376.81 1417.3,376.81 1417.6,376.81 \n",
       "  1417.91,376.81 1418.21,376.81 1418.52,376.81 1418.82,376.81 1419.13,376.81 \n",
       "  1419.43,376.81 1419.74,376.81 1420.04,376.81 1420.34,376.81 1420.64,376.81 \n",
       "  1420.95,376.81 1421.25,376.81 1421.55,376.81 1421.85,376.81 1422.15,376.81 \n",
       "  1422.46,376.81 1422.76,376.81 1423.06,376.81 1423.36,376.81 1423.66,376.81 \n",
       "  1423.96,376.81 1424.26,376.81 1424.56,376.81 1424.86,376.81 1425.15,376.81 \n",
       "  1425.45,376.81 1425.75,376.81 1426.05,376.81 1426.35,376.81 1426.64,376.81 \n",
       "  1426.94,376.81 1427.24,376.81 1427.53,376.81 1427.83,376.81 1428.12,376.81 \n",
       "  1428.42,376.81 1428.72,376.81 1429.01,376.81 1429.3,376.81 1429.6,376.81 \n",
       "  1429.89,376.81 1430.19,376.81 1430.48,376.81 1430.77,376.81 1431.07,376.81 \n",
       "  1431.36,376.81 1431.65,376.81 1431.94,376.81 1432.24,376.81 1432.53,376.81 \n",
       "  1432.82,376.81 1433.11,376.81 1433.4,376.81 1433.69,376.81 1433.98,376.81 \n",
       "  1434.27,376.81 1434.56,376.81 1434.85,376.81 1435.14,376.81 1435.43,376.81 \n",
       "  1435.72,376.81 1436.01,376.81 1436.3,376.81 1436.58,376.81 1436.87,376.81 \n",
       "  1437.16,376.81 1437.45,376.81 1437.73,376.81 1438.02,376.81 1438.31,376.81 \n",
       "  1438.59,376.81 1438.88,376.81 1439.16,376.81 1439.45,376.81 1439.73,376.81 \n",
       "  1440.02,376.81 1440.3,376.81 1440.59,376.81 1440.87,376.81 1441.16,376.81 \n",
       "  1441.44,376.81 1441.72,376.81 1442.01,376.81 1442.29,376.81 1442.57,376.81 \n",
       "  1442.85,376.81 1443.14,376.81 1443.42,376.81 1443.7,376.81 1443.98,376.81 \n",
       "  1444.26,376.81 1444.54,376.81 1444.82,376.81 1445.1,376.81 1445.38,376.81 \n",
       "  1445.66,376.81 1445.94,376.81 1446.22,376.81 1446.5,376.81 1446.78,376.81 \n",
       "  1447.06,376.81 1447.34,376.81 1447.62,376.81 1447.89,376.81 1448.17,376.81 \n",
       "  1448.45,376.81 1448.73,376.81 1449,376.81 1449.28,376.81 1449.55,376.81 \n",
       "  1449.83,376.81 1450.11,376.81 1450.38,376.81 1450.66,376.81 1450.93,376.81 \n",
       "  1451.21,376.81 1451.48,376.81 1451.76,376.81 1452.03,376.81 1452.31,376.81 \n",
       "  1452.58,376.81 1452.85,376.81 1453.13,376.81 1453.4,376.81 1453.67,376.81 \n",
       "  1453.94,376.81 1454.22,376.81 1454.49,376.81 1454.76,376.81 1455.03,376.81 \n",
       "  1455.3,376.81 1455.57,376.81 1455.85,376.81 1456.12,376.81 1456.39,376.81 \n",
       "  1456.66,376.81 1456.93,376.81 1457.2,376.81 1457.47,376.81 1457.74,376.81 \n",
       "  1458,376.81 1458.27,376.81 1458.54,376.81 1458.81,376.81 1459.08,376.81 \n",
       "  1459.35,376.81 1459.61,376.81 1459.88,376.81 1460.15,376.81 1460.42,376.81 \n",
       "  1460.68,376.81 1460.95,376.81 1461.22,376.81 1461.48,376.81 1461.75,376.81 \n",
       "  1462.01,376.81 1462.28,376.81 1462.54,376.81 1462.81,376.81 1463.07,376.81 \n",
       "  1463.34,376.81 1463.6,376.81 1463.87,376.81 1464.13,376.81 1464.39,376.81 \n",
       "  1464.66,376.81 1464.92,376.81 1465.18,376.81 1465.45,376.81 1465.71,376.81 \n",
       "  1465.97,376.81 1466.23,376.81 1466.5,376.81 1466.76,376.81 1467.02,376.81 \n",
       "  1467.28,376.81 1467.28,375.286 1467.54,375.286 1467.54,376.81 1467.8,376.81 1468.06,376.81 1468.32,376.81 \n",
       "  1468.58,376.81 1468.84,376.81 1469.1,376.81 1469.36,376.81 1469.62,376.81 \n",
       "  1469.88,376.81 1470.14,376.81 1470.4,376.81 1470.66,376.81 1470.92,376.81 \n",
       "  1471.17,376.81 1471.43,376.81 1471.69,376.81 1471.95,376.81 1472.2,376.81 \n",
       "  1472.46,376.81 1472.72,376.81 1472.97,376.81 1473.23,376.81 1473.49,376.81 \n",
       "  1473.74,376.81 1474,376.81 1474.25,376.81 1474.51,376.81 1474.76,376.81 \n",
       "  1475.02,376.81 1475.27,376.81 1475.53,376.81 1475.78,376.81 1476.04,376.81 \n",
       "  1476.29,376.81 1476.54,376.81 1476.8,376.81 1477.05,376.81 1477.3,376.81 \n",
       "  1477.56,376.81 1477.81,376.81 1478.06,376.81 1478.31,376.81 1478.57,376.81 \n",
       "  1478.82,376.81 1479.07,376.81 1479.32,376.81 1479.57,376.81 1479.82,376.81 \n",
       "  1480.08,376.81 1480.33,376.81 1480.58,376.81 1480.83,376.81 1481.08,376.81 \n",
       "  1481.33,376.81 1481.58,376.81 1481.83,376.81 1482.07,376.81 1482.32,376.81 \n",
       "  1482.57,376.81 1482.82,376.81 1483.07,376.81 1483.32,376.81 1483.57,376.81 \n",
       "  1483.81,376.81 1484.06,376.81 1484.31,376.81 1484.56,376.81 1484.8,376.81 \n",
       "  1485.05,376.81 1485.3,376.81 1485.54,376.81 1485.79,376.81 1486.04,376.81 \n",
       "  1486.28,376.81 1486.53,376.81 1486.77,376.81 1487.02,376.81 1487.27,376.81 \n",
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      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "cell_type": "code",
   "source": [
    "begin\n",
    "    notify_overheads = NotifyOverheads.analyze()\n",
    "    notify_overheads.hists\n",
    "end"
   ],
   "metadata": {},
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "source": [
    "Compared to `@sync` and `@spawn`, there are not much temporal irregularities\n",
    "especially for `N > 2`:"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "DisplayAs.Showable{MIME{Symbol(\"image/png\")}}(Plot{Plots.GRBackend() n=12})",
      "image/png": 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"
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "cell_type": "code",
   "source": [
    "begin\n",
    "    # notify_overheads = NotifyOverheads.analyze()\n",
    "    notify_overheads.seq\n",
    "end |> DisplayAs.PNG"
   ],
   "metadata": {},
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "source": [
    "---\n",
    "\n",
    "*This notebook was generated using [Literate.jl](https://github.com/fredrikekre/Literate.jl).*"
   ],
   "metadata": {}
  }
 ],
 "nbformat_minor": 3,
 "metadata": {
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.6.0"
  },
  "kernelspec": {
   "name": "julia-1.6",
   "display_name": "Julia 1.6.0",
   "language": "julia"
  }
 },
 "nbformat": 4
}