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Last active November 5, 2021 21:59
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{
"cells": [
{
"outputs": [],
"cell_type": "code",
"source": [
"using BenchmarkConfigSweeps\n",
"using DataFrames\n",
"using DisplayAs\n",
"using VegaLite\n",
"\n",
"resultdir = joinpath(@__DIR__, \"result\")\n",
"mkpath(resultdir)\n",
"\n",
"saveresult(; plots...) = saveresult(:png, :svg; plots...)\n",
"function saveresult(exts::Symbol...; plots...)\n",
" for (k, v) in plots\n",
" for e in exts\n",
" save(joinpath(resultdir, \"mat_vec_mul-$k.$e\"), v)\n",
" end\n",
" end\n",
"end;"
],
"metadata": {},
"execution_count": 1
},
{
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "\u001b[1m256×4 DataFrame\u001b[0m\n\u001b[1m Row \u001b[0m│\u001b[1m nthreads \u001b[0m\u001b[1m n \u001b[0m\u001b[1m time_ns \u001b[0m\u001b[1m version \u001b[0m\n\u001b[1m \u001b[0m│\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Symbol \u001b[0m\n─────┼───────────────────────────────────────────\n 1 │ 1 1500 890073.0 target\n 2 │ 1 1000 119009.0 target\n 3 │ 1 500 41569.0 target\n 4 │ 1 2000 2.23634e6 target\n 5 │ 1 1500 1.07986e6 baseline\n 6 │ 1 1000 193789.0 baseline\n 7 │ 1 500 98979.0 baseline\n 8 │ 1 2000 2.34956e6 baseline\n ⋮ │ ⋮ ⋮ ⋮ ⋮\n 250 │ 31 1000 63290.0 target\n 251 │ 31 500 43489.0 target\n 252 │ 31 2000 321347.0 target\n 253 │ 31 1500 207789.0 baseline\n 254 │ 31 1000 84779.0 baseline\n 255 │ 31 500 78669.0 baseline\n 256 │ 31 2000 380608.0 baseline\n\u001b[36m 241 rows omitted\u001b[0m",
"text/html": [
"<div class=\"data-frame\"><p>256 rows × 4 columns</p><table class=\"data-frame\"><thead><tr><th></th><th>nthreads</th><th>n</th><th>time_ns</th><th>version</th></tr><tr><th></th><th title=\"Int64\">Int64</th><th title=\"Int64\">Int64</th><th title=\"Float64\">Float64</th><th title=\"Symbol\">Symbol</th></tr></thead><tbody><tr><th>1</th><td>1</td><td>1500</td><td>890073.0</td><td>target</td></tr><tr><th>2</th><td>1</td><td>1000</td><td>119009.0</td><td>target</td></tr><tr><th>3</th><td>1</td><td>500</td><td>41569.0</td><td>target</td></tr><tr><th>4</th><td>1</td><td>2000</td><td>2.23634e6</td><td>target</td></tr><tr><th>5</th><td>1</td><td>1500</td><td>1.07986e6</td><td>baseline</td></tr><tr><th>6</th><td>1</td><td>1000</td><td>193789.0</td><td>baseline</td></tr><tr><th>7</th><td>1</td><td>500</td><td>98979.0</td><td>baseline</td></tr><tr><th>8</th><td>1</td><td>2000</td><td>2.34956e6</td><td>baseline</td></tr><tr><th>9</th><td>32</td><td>1500</td><td>162909.0</td><td>target</td></tr><tr><th>10</th><td>32</td><td>1000</td><td>68100.0</td><td>target</td></tr><tr><th>11</th><td>32</td><td>500</td><td>43719.0</td><td>target</td></tr><tr><th>12</th><td>32</td><td>2000</td><td>306737.0</td><td>target</td></tr><tr><th>13</th><td>32</td><td>1500</td><td>224009.0</td><td>baseline</td></tr><tr><th>14</th><td>32</td><td>1000</td><td>98369.0</td><td>baseline</td></tr><tr><th>15</th><td>32</td><td>500</td><td>87049.0</td><td>baseline</td></tr><tr><th>16</th><td>32</td><td>2000</td><td>431797.0</td><td>baseline</td></tr><tr><th>17</th><td>16</td><td>1500</td><td>114920.0</td><td>target</td></tr><tr><th>18</th><td>16</td><td>1000</td><td>52320.0</td><td>target</td></tr><tr><th>19</th><td>16</td><td>500</td><td>37340.0</td><td>target</td></tr><tr><th>20</th><td>16</td><td>2000</td><td>292398.0</td><td>target</td></tr><tr><th>21</th><td>16</td><td>1500</td><td>152419.0</td><td>baseline</td></tr><tr><th>22</th><td>16</td><td>1000</td><td>62030.0</td><td>baseline</td></tr><tr><th>23</th><td>16</td><td>500</td><td>52209.0</td><td>baseline</td></tr><tr><th>24</th><td>16</td><td>2000</td><td>497316.0</td><td>baseline</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table></div>"
]
},
"metadata": {},
"execution_count": 2
}
],
"cell_type": "code",
"source": [
"datadir = joinpath(@__DIR__, \"build/bench_mat_vec_mul\")\n",
"df_raw = DataFrame(BenchmarkConfigSweeps.load(datadir))\n",
"\n",
"begin\n",
" df = select(df_raw, Not(:trial))\n",
" df = select(df, Not(r\"JULIA_.*\"))\n",
" df[!, :time_ns] = map(t -> minimum(t).time, df_raw.trial)\n",
" df[!, :version] = Symbol.(basename.(df_raw.JULIA_PROJECT))\n",
" df\n",
"end"
],
"metadata": {},
"execution_count": 2
},
{
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "\u001b[1m128×5 DataFrame\u001b[0m\n\u001b[1m Row \u001b[0m│\u001b[1m nthreads \u001b[0m\u001b[1m n \u001b[0m\u001b[1m target \u001b[0m\u001b[1m baseline \u001b[0m\u001b[1m speedup \u001b[0m\n\u001b[1m \u001b[0m│\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m Float64? \u001b[0m\u001b[90m Float64? \u001b[0m\u001b[90m Float64 \u001b[0m\n─────┼──────────────────────────────────────────────────────────\n 1 │ 1 1500 890073.0 1.07986e6 1.21323\n 2 │ 1 1000 119009.0 193789.0 1.62836\n 3 │ 1 500 41569.0 98979.0 2.38108\n 4 │ 1 2000 2.23634e6 2.34956e6 1.05063\n 5 │ 32 1500 162909.0 224009.0 1.37506\n 6 │ 32 1000 68100.0 98369.0 1.44448\n 7 │ 32 500 43719.0 87049.0 1.9911\n 8 │ 32 2000 306737.0 431797.0 1.40771\n ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋮\n 122 │ 30 1000 62830.0 86439.0 1.37576\n 123 │ 30 500 42620.0 76960.0 1.80573\n 124 │ 30 2000 301517.0 401227.0 1.33069\n 125 │ 31 1500 151339.0 207789.0 1.373\n 126 │ 31 1000 63290.0 84779.0 1.33953\n 127 │ 31 500 43489.0 78669.0 1.80894\n 128 │ 31 2000 321347.0 380608.0 1.18441\n\u001b[36m 113 rows omitted\u001b[0m",
"text/html": [
"<div class=\"data-frame\"><p>128 rows × 5 columns</p><table class=\"data-frame\"><thead><tr><th></th><th>nthreads</th><th>n</th><th>target</th><th>baseline</th><th>speedup</th></tr><tr><th></th><th title=\"Int64\">Int64</th><th title=\"Int64\">Int64</th><th title=\"Union{Missing, Float64}\">Float64?</th><th title=\"Union{Missing, Float64}\">Float64?</th><th title=\"Float64\">Float64</th></tr></thead><tbody><tr><th>1</th><td>1</td><td>1500</td><td>890073.0</td><td>1.07986e6</td><td>1.21323</td></tr><tr><th>2</th><td>1</td><td>1000</td><td>119009.0</td><td>193789.0</td><td>1.62836</td></tr><tr><th>3</th><td>1</td><td>500</td><td>41569.0</td><td>98979.0</td><td>2.38108</td></tr><tr><th>4</th><td>1</td><td>2000</td><td>2.23634e6</td><td>2.34956e6</td><td>1.05063</td></tr><tr><th>5</th><td>32</td><td>1500</td><td>162909.0</td><td>224009.0</td><td>1.37506</td></tr><tr><th>6</th><td>32</td><td>1000</td><td>68100.0</td><td>98369.0</td><td>1.44448</td></tr><tr><th>7</th><td>32</td><td>500</td><td>43719.0</td><td>87049.0</td><td>1.9911</td></tr><tr><th>8</th><td>32</td><td>2000</td><td>306737.0</td><td>431797.0</td><td>1.40771</td></tr><tr><th>9</th><td>16</td><td>1500</td><td>114920.0</td><td>152419.0</td><td>1.32631</td></tr><tr><th>10</th><td>16</td><td>1000</td><td>52320.0</td><td>62030.0</td><td>1.18559</td></tr><tr><th>11</th><td>16</td><td>500</td><td>37340.0</td><td>52209.0</td><td>1.39821</td></tr><tr><th>12</th><td>16</td><td>2000</td><td>292398.0</td><td>497316.0</td><td>1.70082</td></tr><tr><th>13</th><td>8</td><td>1500</td><td>117379.0</td><td>173468.0</td><td>1.47785</td></tr><tr><th>14</th><td>8</td><td>1000</td><td>42450.0</td><td>62470.0</td><td>1.47161</td></tr><tr><th>15</th><td>8</td><td>500</td><td>26910.0</td><td>42620.0</td><td>1.5838</td></tr><tr><th>16</th><td>8</td><td>2000</td><td>645735.0</td><td>671365.0</td><td>1.03969</td></tr><tr><th>17</th><td>24</td><td>1500</td><td>134369.0</td><td>180678.0</td><td>1.34464</td></tr><tr><th>18</th><td>24</td><td>1000</td><td>54709.0</td><td>73030.0</td><td>1.33488</td></tr><tr><th>19</th><td>24</td><td>500</td><td>39359.0</td><td>65369.0</td><td>1.66084</td></tr><tr><th>20</th><td>24</td><td>2000</td><td>281238.0</td><td>393796.0</td><td>1.40022</td></tr><tr><th>21</th><td>28</td><td>1500</td><td>137179.0</td><td>205269.0</td><td>1.49636</td></tr><tr><th>22</th><td>28</td><td>1000</td><td>60270.0</td><td>81899.0</td><td>1.35887</td></tr><tr><th>23</th><td>28</td><td>500</td><td>40550.0</td><td>70459.0</td><td>1.73758</td></tr><tr><th>24</th><td>28</td><td>2000</td><td>308408.0</td><td>455877.0</td><td>1.47816</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table></div>"
]
},
"metadata": {},
"execution_count": 3
}
],
"cell_type": "code",
"source": [
"begin\n",
" df_wrt_baseline = unstack(df, :version, :time_ns)\n",
" df_wrt_baseline[!, :speedup] = df_wrt_baseline.baseline ./ df_wrt_baseline.target\n",
" df_wrt_baseline\n",
"end"
],
"metadata": {},
"execution_count": 3
},
{
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "DisplayAs.Showable{MIME{Symbol(\"image/png\")}}(VegaLite.VLSpec)",
"image/png": 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"
},
"metadata": {},
"execution_count": 4
}
],
"cell_type": "code",
"source": [
"plt_wrt_baseline = @vlplot(\n",
" layer = [\n",
" {\n",
" mark = {type = :line, point = true},\n",
" encoding = {\n",
" x = {field = :nthreads},\n",
" y = {field = :speedup, title = \"Seedup (target vs baseline)\"},\n",
" color = {field = :n, type = :ordinal, title = \"size(A, 1)\"},\n",
" },\n",
" },\n",
" {mark = {type = :rule}, encoding = {y = {datum = 1}}},\n",
" ],\n",
" data = df_wrt_baseline,\n",
")\n",
"saveresult(; plt_wrt_baseline)\n",
"plt_wrt_baseline\n",
"plt_wrt_baseline |> DisplayAs.PNG"
],
"metadata": {},
"execution_count": 4
},
{
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "DisplayAs.Showable{MIME{Symbol(\"image/png\")}}(VegaLite.VLSpec)",
"image/png": 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"
},
"metadata": {},
"execution_count": 5
}
],
"cell_type": "code",
"source": [
"df_wrt_nthreads1 = let\n",
" df1 = select(df, [:n, :version, :nthreads, :time_ns])\n",
" df2 = combine(groupby(df1, [:n])) do g\n",
" t1 = only(g[(g.nthreads.==1).&(g.version.==:baseline), :]).time_ns\n",
" (; g.nthreads, g.version, speedup = t1 ./ g.time_ns)\n",
" end\n",
"end\n",
"\n",
"plt_wrt_nthreads1 = @vlplot(\n",
" facet = {field = :n, type = :ordinal, title = \"size(A, 1)\"},\n",
" columns = 2,\n",
" spec = {\n",
" layer = [\n",
" {\n",
" mark = {type = :line, point = true},\n",
" x = :nthreads,\n",
" y = {:speedup, title = \"Seedup (vs baseline nthreads=1)\"},\n",
" color = :version,\n",
" },\n",
" {mark = {type = :rule}, encoding = {y = {datum = 1}}},\n",
" ],\n",
" },\n",
" data = df_wrt_nthreads1,\n",
")\n",
"saveresult(; plt_wrt_nthreads1)\n",
"plt_wrt_nthreads1\n",
"plt_wrt_nthreads1 |> DisplayAs.PNG"
],
"metadata": {},
"execution_count": 5
},
{
"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
}
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