{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "ImportError",
     "evalue": "cannot import name 'get_broad_cast_source' from 'benchmark_result' (/Users/tomo/ipyparallel_master_project/benchmark_result.py)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-eaf06015c208>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpickle\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mutils\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mseconds_to_ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mms_to_seconds\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mbenchmark_result\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mget_benchmark_results\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mget_time_n_tasks_source\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mget_no_delay_source\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mBenchmarkType\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSchedulerType\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mget_broad_cast_source\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mget_echo_many_arguments_source\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mbenchmarks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mutils\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mecho\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mbenchmarks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moverhead_latency\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mecho_many_arguments\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mImportError\u001b[0m: cannot import name 'get_broad_cast_source' from 'benchmark_result' (/Users/tomo/ipyparallel_master_project/benchmark_result.py)"
     ]
    }
   ],
   "source": [
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "from IPython.display import display, Markdown, SVG, HTML\n",
    "import pandas as pd\n",
    "import altair as alt\n",
    "import re\n",
    "import pickle\n",
    "from utils import seconds_to_ms, ms_to_seconds\n",
    "from benchmark_result import get_benchmark_results,get_time_n_tasks_source, get_no_delay_source, BenchmarkType, SchedulerType, get_broad_cast_source, get_echo_many_arguments_source\n",
    "from benchmarks.utils import echo\n",
    "from benchmarks.overhead_latency import echo_many_arguments\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#benchmark_results = get_benchmark_results()\n",
    "from benchmark_result import BenchmarkResult, Result \n",
    "with open('saved_results.pkl', 'rb') as saved_results:\n",
    "    benchmark_results = pickle.load(saved_results)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ipyparallel benchmark results ##"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### time_n_tasks ###\n",
    "The first benchmark comes from benchmarking the runtime of sending\n",
    "n tasks to m engines. Where the each task is just the echo function. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "??echo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "### With a delay of 0.0s. :"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### 16 cores:"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "KeyError",
     "evalue": "'direct_view'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-4-c327df479390>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\u001b[0m         \u001b[0mdisplay\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mMarkdown\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'#### {core_num} cores:'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m         alt.Chart(\n\u001b[0;32m----> 8\u001b[0;31m             \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresults\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'direct_view'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m         \u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmark_line\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpoint\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m             alt.X(\n",
      "\u001b[0;31mKeyError\u001b[0m: 'direct_view'"
     ]
    }
   ],
   "source": [
    "source = get_time_n_tasks_source(benchmark_results)\n",
    "for delay, result_for_delay in source.items():\n",
    "    display(Markdown(f'### With a delay of {ms_to_seconds(delay)}s. :'))\n",
    "    \n",
    "    for core_num, results in sorted(result_for_delay.items(), key=lambda key: key[0]):            \n",
    "        display(Markdown(f'#### {core_num} cores:'))\n",
    "        alt.Chart(\n",
    "            pd.DataFrame(results['direct_view'])\n",
    "        ).mark_line(point=True).encode(\n",
    "            alt.X(\n",
    "                'Number of tasks',\n",
    "                scale=alt.Scale(type='log')\n",
    "            ),\n",
    "            y='Duration in ms',\n",
    "            color='Number of engines:N',\n",
    "            tooltip='Duration in ms'            \n",
    "        ).properties(\n",
    "            title=f'DirectView',\n",
    "            width=800\n",
    "        ).interactive().display(renderer='svg')\n",
    "        \n",
    "        alt.Chart(\n",
    "            pd.DataFrame(results['load_balanced'])\n",
    "        ).mark_line(point=True).encode(\n",
    "            alt.X(\n",
    "                'Number of tasks',\n",
    "                scale=alt.Scale(type='log')\n",
    "            ),\n",
    "            y='Duration in ms',\n",
    "            color='Number of engines:N',\n",
    "            tooltip='Duration in ms'            \n",
    "        ).properties(\n",
    "            title=f'Load Balanced',\n",
    "            width=800\n",
    "        ).interactive().display(renderer='svg')\n",
    "\n",
    " \n",
    "      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "### With no delay and 100 engines:"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-8ef75365ba7fbf4f4d54fa282803fabe"
       },
       "datasets": {
        "data-8ef75365ba7fbf4f4d54fa282803fabe": [
         {
          "Duration in ms": 8.65,
          "Number of cores": 16,
          "Number of tasks": 1
         },
         {
          "Duration in ms": 21.92,
          "Number of cores": 16,
          "Number of tasks": 10
         },
         {
          "Duration in ms": 162.5,
          "Number of cores": 16,
          "Number of tasks": 100
         },
         {
          "Duration in ms": 167.11,
          "Number of cores": 16,
          "Number of tasks": 1000
         },
         {
          "Duration in ms": 175.12,
          "Number of cores": 16,
          "Number of tasks": 10000
         },
         {
          "Duration in ms": 5.46,
          "Number of cores": 64,
          "Number of tasks": 1
         },
         {
          "Duration in ms": 17.3,
          "Number of cores": 64,
          "Number of tasks": 10
         },
         {
          "Duration in ms": 117.17,
          "Number of cores": 64,
          "Number of tasks": 100
         },
         {
          "Duration in ms": 124.92,
          "Number of cores": 64,
          "Number of tasks": 1000
         },
         {
          "Duration in ms": 123.48,
          "Number of cores": 64,
          "Number of tasks": 10000
         }
        ]
       },
       "encoding": {
        "color": {
         "field": "Number of cores",
         "type": "nominal"
        },
        "tooltip": {
         "field": "Duration in ms",
         "type": "quantitative"
        },
        "x": {
         "field": "Number of tasks",
         "scale": {
          "type": "log"
         },
         "type": "quantitative"
        },
        "y": {
         "field": "Duration in ms",
         "type": "quantitative"
        }
       },
       "mark": {
        "point": true,
        "type": "line"
       },
       "selection": {
        "selector018": {
         "bind": "scales",
         "encodings": [
          "x",
          "y"
         ],
         "type": "interval"
        }
       },
       "title": "Ran with no delay on 100 engines Direct View",
       "width": 800
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "metadata": {
      "application/vnd.vegalite.v3+json": {
       "embed_options": {
        "renderer": "svg"
       }
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-aefbecf3b496de08d63e3cce8ef948ff"
       },
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       "title": "Ran with no delay on 100 engines Load Balanced",
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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "metadata": {
      "application/vnd.vegalite.v3+json": {
       "embed_options": {
        "renderer": "svg"
       }
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "no_delay_source = get_no_delay_source(benchmark_results)\n",
    "display(Markdown(f'### With no delay and 100 engines:'))\n",
    "data = pd.DataFrame(no_delay_source[BenchmarkType.TIME_N_TASKS_NO_DELAY]['direct_view'])\n",
    "alt.Chart(data).mark_line(point=True).encode(\n",
    "    alt.X(\n",
    "        'Number of tasks',\n",
    "        scale=alt.Scale(type='log')\n",
    "    ),\n",
    "    color='Number of cores:N',\n",
    "    y='Duration in ms',\n",
    "    tooltip='Duration in ms',                         \n",
    ").properties(title=f'Ran with no delay on 100 engines Direct View', width=800).interactive().display(renderer='svg')\n",
    "\n",
    "data = pd.DataFrame(no_delay_source[BenchmarkType.TIME_N_TASKS_NO_DELAY]['load_balanced'])\n",
    "alt.Chart(data).mark_line(point=True).encode(\n",
    "    alt.X(\n",
    "        'Number of tasks',\n",
    "        scale=alt.Scale(type='log')\n",
    "    ),\n",
    "    color='Number of cores:N',\n",
    "    y='Duration in ms',\n",
    "    tooltip='Duration in ms',                         \n",
    ").properties(title=f'Ran with no delay on 100 engines Load Balanced', width=800).interactive().display(renderer='svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "### With no delay and non-blocking map on 100 engines:"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-601f18975bb233a6a79bba11c16ea9ca"
       },
       "datasets": {
        "data-601f18975bb233a6a79bba11c16ea9ca": [
         {
          "Duration in ms": 1.14,
          "Number of cores": 16,
          "Number of tasks": 1
         },
         {
          "Duration in ms": 7.56,
          "Number of cores": 16,
          "Number of tasks": 10
         },
         {
          "Duration in ms": 74.67,
          "Number of cores": 16,
          "Number of tasks": 100
         },
         {
          "Duration in ms": 81.59,
          "Number of cores": 16,
          "Number of tasks": 1000
         },
         {
          "Duration in ms": 76.41,
          "Number of cores": 16,
          "Number of tasks": 10000
         },
         {
          "Duration in ms": 0.97,
          "Number of cores": 64,
          "Number of tasks": 1
         },
         {
          "Duration in ms": 7.07,
          "Number of cores": 64,
          "Number of tasks": 10
         },
         {
          "Duration in ms": 70.4,
          "Number of cores": 64,
          "Number of tasks": 100
         },
         {
          "Duration in ms": 72.49,
          "Number of cores": 64,
          "Number of tasks": 1000
         },
         {
          "Duration in ms": 71.21,
          "Number of cores": 64,
          "Number of tasks": 10000
         }
        ]
       },
       "encoding": {
        "color": {
         "field": "Number of cores",
         "type": "nominal"
        },
        "tooltip": {
         "field": "Duration in ms",
         "type": "quantitative"
        },
        "x": {
         "field": "Number of tasks",
         "scale": {
          "type": "log"
         },
         "type": "quantitative"
        },
        "y": {
         "field": "Duration in ms",
         "type": "quantitative"
        }
       },
       "mark": {
        "point": true,
        "type": "line"
       },
       "selection": {
        "selector020": {
         "bind": "scales",
         "encodings": [
          "x",
          "y"
         ],
         "type": "interval"
        }
       },
       "title": "Ran with no delay on 100 engines Direct View",
       "width": 800
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "metadata": {
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     "output_type": "display_data"
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         "encodings": [
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         "type": "interval"
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       },
       "title": "Ran with no delay on 100 engines Load Balanced",
       "width": 800
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "metadata": {
      "application/vnd.vegalite.v3+json": {
       "embed_options": {
        "renderer": "svg"
       }
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown(f'### With no delay and non-blocking map on 100 engines:'))\n",
    "data = pd.DataFrame(no_delay_source[BenchmarkType.TIME_N_TASKS_NO_DELAY_NON_BLOCKING]['direct_view'])\n",
    "alt.Chart(data).mark_line(point=True).encode(\n",
    "    alt.X(\n",
    "        'Number of tasks',\n",
    "        scale=alt.Scale(type='log')\n",
    "    ),\n",
    "    color='Number of cores:N',\n",
    "    y='Duration in ms',\n",
    "    tooltip='Duration in ms',                         \n",
    ").properties(title=f'Ran with no delay on 100 engines Direct View', width=800).interactive().display(renderer='svg')\n",
    "\n",
    "data = pd.DataFrame(no_delay_source[BenchmarkType.TIME_N_TASKS_NO_DELAY_NON_BLOCKING]['load_balanced'])\n",
    "alt.Chart(data).mark_line(point=True).encode(\n",
    "    alt.X(\n",
    "        'Number of tasks',\n",
    "        scale=alt.Scale(type='log')\n",
    "    ),\n",
    "    color='Number of cores:N',\n",
    "    y='Duration in ms',\n",
    "    tooltip='Duration in ms',                         \n",
    ").properties(title=f'Ran with no delay on 100 engines Load Balanced', width=800).interactive().display(renderer='svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### time_broadcast ###\n",
    "The second benchmark comes from benchmarking the runtime of sending\n",
    "and array of n bytes to m engines. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mSignature:\u001b[0m \u001b[0mNumpyArrayBroadcast\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime_broadcast\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mengines\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_bytes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mDocstring:\u001b[0m <no docstring>\n",
       "\u001b[0;31mSource:\u001b[0m   \n",
       "    \u001b[0;32mdef\u001b[0m \u001b[0mtime_broadcast\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mengines\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_bytes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclient\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mengines\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"x\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mnum_bytes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mint8\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mFile:\u001b[0m      ~/ipyparallel_master_project/benchmarks/throughput.py\n",
       "\u001b[0;31mType:\u001b[0m      function\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from benchmarks.throughput import NumpyArrayBroadcast\n",
    "NumpyArrayBroadcast.time_broadcast??"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-6ccfa781aa255b2ec55c78dc8596470c"
       },
       "datasets": {
        "data-6ccfa781aa255b2ec55c78dc8596470c": [
         {
          "Duration in ms": 0.76,
          "Number of bytes": 10,
          "Number of engines": 1
         },
         {
          "Duration in ms": 0.84,
          "Number of bytes": 1000,
          "Number of engines": 1
         },
         {
          "Duration in ms": 1.47,
          "Number of bytes": 10000,
          "Number of engines": 1
         },
         {
          "Duration in ms": 8.71,
          "Number of bytes": 100000,
          "Number of engines": 1
         },
         {
          "Duration in ms": 68.98,
          "Number of bytes": 1000000,
          "Number of engines": 1
         },
         {
          "Duration in ms": 714.37,
          "Number of bytes": 10000000,
          "Number of engines": 1
         },
         {
          "Duration in ms": 4.74,
          "Number of bytes": 10,
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         },
         {
          "Duration in ms": 4.65,
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         },
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         {
          "Duration in ms": 75.06,
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         },
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          "Duration in ms": 15.8,
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         },
         {
          "Duration in ms": 14.41,
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          "Duration in ms": 15.61,
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         },
         {
          "Duration in ms": 21.82,
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         },
         {
          "Duration in ms": 88.37,
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         },
         {
          "Duration in ms": 789.8,
          "Number of bytes": 10000000,
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         },
         {
          "Duration in ms": 28.54,
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          "Number of engines": 100
         },
         {
          "Duration in ms": 33.21,
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          "Number of engines": 100
         },
         {
          "Duration in ms": 46.83,
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          "Number of engines": 100
         },
         {
          "Duration in ms": 33.61,
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         },
         {
          "Duration in ms": 123.84,
          "Number of bytes": 1000000,
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         },
         {
          "Duration in ms": 844.51,
          "Number of bytes": 10000000,
          "Number of engines": 100
         }
        ]
       },
       "encoding": {
        "color": {
         "field": "Number of engines",
         "type": "nominal"
        },
        "tooltip": {
         "field": "Duration in ms",
         "type": "quantitative"
        },
        "x": {
         "field": "Number of bytes",
         "scale": {
          "type": "log"
         },
         "type": "quantitative"
        },
        "y": {
         "field": "Duration in ms",
         "type": "quantitative"
        }
       },
       "mark": {
        "point": true,
        "type": "line"
       },
       "selection": {
        "selector001": {
         "bind": "scales",
         "encodings": [
          "x",
          "y"
         ],
         "type": "interval"
        }
       },
       "title": "Broadcast benchmark running on 16 cores with Direct View",
       "width": 800
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "metadata": {
      "application/vnd.vegalite.v3+json": {
       "embed_options": {
        "renderer": "svg"
       }
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-7b268d161e8775552bcb42811a989eb3"
       },
       "datasets": {
        "data-7b268d161e8775552bcb42811a989eb3": [
         {
          "Duration in ms": 0.71,
          "Number of bytes": 10,
          "Number of engines": 1
         },
         {
          "Duration in ms": 0.78,
          "Number of bytes": 1000,
          "Number of engines": 1
         },
         {
          "Duration in ms": 1.39,
          "Number of bytes": 10000,
          "Number of engines": 1
         },
         {
          "Duration in ms": 7.7,
          "Number of bytes": 100000,
          "Number of engines": 1
         },
         {
          "Duration in ms": 66.7,
          "Number of bytes": 1000000,
          "Number of engines": 1
         },
         {
          "Duration in ms": 694.22,
          "Number of bytes": 10000000,
          "Number of engines": 1
         },
         {
          "Duration in ms": 2.85,
          "Number of bytes": 10,
          "Number of engines": 10
         },
         {
          "Duration in ms": 2.83,
          "Number of bytes": 1000,
          "Number of engines": 10
         },
         {
          "Duration in ms": 3.29,
          "Number of bytes": 10000,
          "Number of engines": 10
         },
         {
          "Duration in ms": 9.05,
          "Number of bytes": 100000,
          "Number of engines": 10
         },
         {
          "Duration in ms": 68.83,
          "Number of bytes": 1000000,
          "Number of engines": 10
         },
         {
          "Duration in ms": 693.79,
          "Number of bytes": 10000000,
          "Number of engines": 10
         },
         {
          "Duration in ms": 8.39,
          "Number of bytes": 10,
          "Number of engines": 50
         },
         {
          "Duration in ms": 10.07,
          "Number of bytes": 1000,
          "Number of engines": 50
         },
         {
          "Duration in ms": 8.5,
          "Number of bytes": 10000,
          "Number of engines": 50
         },
         {
          "Duration in ms": 15.39,
          "Number of bytes": 100000,
          "Number of engines": 50
         },
         {
          "Duration in ms": 75.97,
          "Number of bytes": 1000000,
          "Number of engines": 50
         },
         {
          "Duration in ms": 708.87,
          "Number of bytes": 10000000,
          "Number of engines": 50
         },
         {
          "Duration in ms": 19.42,
          "Number of bytes": 10,
          "Number of engines": 100
         },
         {
          "Duration in ms": 21.5,
          "Number of bytes": 1000,
          "Number of engines": 100
         },
         {
          "Duration in ms": 19.28,
          "Number of bytes": 10000,
          "Number of engines": 100
         },
         {
          "Duration in ms": 23.87,
          "Number of bytes": 100000,
          "Number of engines": 100
         },
         {
          "Duration in ms": 91.12,
          "Number of bytes": 1000000,
          "Number of engines": 100
         },
         {
          "Duration in ms": 718.6,
          "Number of bytes": 10000000,
          "Number of engines": 100
         }
        ]
       },
       "encoding": {
        "color": {
         "field": "Number of engines",
         "type": "nominal"
        },
        "tooltip": {
         "field": "Duration in ms",
         "type": "quantitative"
        },
        "x": {
         "field": "Number of bytes",
         "scale": {
          "type": "log"
         },
         "type": "quantitative"
        },
        "y": {
         "field": "Duration in ms",
         "type": "quantitative"
        }
       },
       "mark": {
        "point": true,
        "type": "line"
       },
       "selection": {
        "selector002": {
         "bind": "scales",
         "encodings": [
          "x",
          "y"
         ],
         "type": "interval"
        }
       },
       "title": "Broadcast benchmark running on 64 cores with Direct View",
       "width": 800
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "metadata": {
      "application/vnd.vegalite.v3+json": {
       "embed_options": {
        "renderer": "svg"
       }
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "source = get_broad_cast_source(benchmark_results)\n",
    "for core_num, results in sorted(source.items(), key=lambda key: key[0]):\n",
    "    data = pd.DataFrame(results)\n",
    "    alt.Chart(data).mark_line(point=True).encode(\n",
    "        alt.X(\n",
    "            'Number of bytes',\n",
    "            scale=alt.Scale(type='log')\n",
    "        ),\n",
    "        y='Duration in ms',\n",
    "        color='Number of engines:N',\n",
    "        tooltip='Duration in ms',                         \n",
    "    ).properties(title=f'Broadcast benchmark running on {core_num} cores with Direct View', width=800).interactive().display(renderer='svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### echo_many_arguments:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mSignature:\u001b[0m \u001b[0mecho_many_arguments\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mview\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnumber_of_arguments\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mDocstring:\u001b[0m <no docstring>\n",
       "\u001b[0;31mSource:\u001b[0m   \n",
       "\u001b[0;32mdef\u001b[0m \u001b[0mecho_many_arguments\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mview\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnumber_of_arguments\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mview\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0;32mlambda\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0;34m[\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m            \u001b[0mtuple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mempty\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mint8\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mn\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnumber_of_arguments\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m            \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0mblock\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mFile:\u001b[0m      ~/ipyparallel_master_project/benchmarks/overhead_latency.py\n",
       "\u001b[0;31mType:\u001b[0m      function\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "??echo_many_arguments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "### With non-blocking map on 16 engines:"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### direct_view cores:"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-8604f17283614a508644e3660000a726"
       },
       "datasets": {
        "data-8604f17283614a508644e3660000a726": [
         {
          "Duration in ms": 15.84,
          "Number of arguments": 2,
          "Number of cores": 16
         },
         {
          "Duration in ms": 15.95,
          "Number of arguments": 4,
          "Number of cores": 16
         },
         {
          "Duration in ms": 13.94,
          "Number of arguments": 8,
          "Number of cores": 16
         },
         {
          "Duration in ms": 21.31,
          "Number of arguments": 16,
          "Number of cores": 16
         },
         {
          "Duration in ms": 17.97,
          "Number of arguments": 32,
          "Number of cores": 16
         },
         {
          "Duration in ms": 21.26,
          "Number of arguments": 64,
          "Number of cores": 16
         },
         {
          "Duration in ms": 27.26,
          "Number of arguments": 128,
          "Number of cores": 16
         },
         {
          "Duration in ms": 31.14,
          "Number of arguments": 255,
          "Number of cores": 16
         },
         {
          "Duration in ms": 11.98,
          "Number of arguments": 2,
          "Number of cores": 64
         },
         {
          "Duration in ms": 12.06,
          "Number of arguments": 4,
          "Number of cores": 64
         },
         {
          "Duration in ms": 12.72,
          "Number of arguments": 8,
          "Number of cores": 64
         },
         {
          "Duration in ms": 13.72,
          "Number of arguments": 16,
          "Number of cores": 64
         },
         {
          "Duration in ms": 14.43,
          "Number of arguments": 32,
          "Number of cores": 64
         },
         {
          "Duration in ms": 16.29,
          "Number of arguments": 64,
          "Number of cores": 64
         },
         {
          "Duration in ms": 21.2,
          "Number of arguments": 128,
          "Number of cores": 64
         },
         {
          "Duration in ms": 29.7,
          "Number of arguments": 255,
          "Number of cores": 64
         }
        ]
       },
       "encoding": {
        "color": {
         "field": "Number of cores",
         "type": "nominal"
        },
        "tooltip": {
         "field": "Duration in ms",
         "type": "quantitative"
        },
        "x": {
         "field": "Number of arguments",
         "scale": {
          "type": "log"
         },
         "type": "quantitative"
        },
        "y": {
         "field": "Duration in ms",
         "type": "quantitative"
        }
       },
       "mark": {
        "point": true,
        "type": "line"
       },
       "selection": {
        "selector001": {
         "bind": "scales",
         "encodings": [
          "x",
          "y"
         ],
         "type": "interval"
        }
       },
       "title": "DirectView",
       "width": 800
      },
      "image/png": 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      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "metadata": {
      "application/vnd.vegalite.v3+json": {
       "embed_options": {
        "renderer": "svg"
       }
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-0d2c7c04076ef4d90f82ee2d5d48fab4"
       },
       "datasets": {
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       },
       "encoding": {
        "color": {
         "field": "Number of cores",
         "type": "nominal"
        },
        "tooltip": {
         "field": "Duration in ms",
         "type": "quantitative"
        },
        "x": {
         "field": "Number of arguments",
         "scale": {
          "type": "log"
         },
         "type": "quantitative"
        },
        "y": {
         "field": "Duration in ms",
         "type": "quantitative"
        }
       },
       "mark": {
        "point": true,
        "type": "line"
       },
       "selection": {
        "selector002": {
         "bind": "scales",
         "encodings": [
          "x",
          "y"
         ],
         "type": "interval"
        }
       },
       "title": "Load Balanced",
       "width": 800
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "metadata": {
      "application/vnd.vegalite.v3+json": {
       "embed_options": {
        "renderer": "svg"
       }
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "source = get_echo_many_arguments_source(benchmark_results)\n",
    "display(Markdown(f'### With non-blocking map on {source[\"number_of_engines\"]} engines:'))\n",
    "display(Markdown(f'#### {core_num} cores:'))\n",
    "alt.Chart(\n",
    "    pd.DataFrame(source['direct_view'])\n",
    ").mark_line(point=True).encode(\n",
    "    alt.X(\n",
    "        'Number of arguments',\n",
    "        scale=alt.Scale(type='log')\n",
    "    ),\n",
    "    y='Duration in ms',\n",
    "    color='Number of cores:N',\n",
    "    tooltip='Duration in ms'            \n",
    ").properties(\n",
    "    title=f'DirectView',\n",
    "    width=800\n",
    ").interactive().display(renderer='svg')        \n",
    "\n",
    "alt.Chart(\n",
    "    pd.DataFrame(source['load_balanced'])\n",
    ").mark_line(point=True).encode(\n",
    "    alt.X(\n",
    "        'Number of arguments',\n",
    "        scale=alt.Scale(type='log')\n",
    "    ),\n",
    "        y='Duration in ms',\n",
    "        color='Number of cores:N',\n",
    "        tooltip='Duration in ms'            \n",
    "    ).properties(\n",
    "        title=f'Load Balanced',\n",
    "        width=800\n",
    "    ).interactive().display(renderer='svg')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.4"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}