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cmelchior/analyze-benchmark.ipynb

Created September 24, 2025 15:42
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analyze-benchmark.ipynb
{
"cells" : [ {
"metadata" : {
"collapsed" : true
},
"cell_type" : "markdown",
"source" : [ "# Benchmark Analysis\n", "This notebook demonstrates how you can analyze and plot benchmark results for a more detailed analysis.\n", "\n", "First you need to run the benchmark. Using\n", "```shell\n", "> ./gradlew :examples:jvmBenchmark\n", "```\n", "This Notebook will then analyze the latest results and plot them." ],
"id" : "acbb028a1f5dff2e"
}, {
"metadata" : {
"ExecuteTime" : {
"end_time" : "2025-09-24T15:39:57.046879Z",
"start_time" : "2025-09-24T15:39:51.575144Z"
}
},
"cell_type" : "code",
"source" : "%use serialization, dataframe, kandy",
"id" : "a62a1871ebe1d272",
"outputs" : [ ],
"execution_count" : 1
}, {
"metadata" : {
"ExecuteTime" : {
"end_time" : "2025-09-24T15:41:18.681245Z",
"start_time" : "2025-09-24T15:41:18.410544Z"
}
},
"cell_type" : "code",
"source" : [ "import java.nio.file.Files\n", "import java.nio.file.attribute.BasicFileAttributes\n", "import kotlin.io.path.exists\n", "import kotlin.io.path.forEachDirectoryEntry\n", "import kotlin.io.path.isDirectory\n", "import kotlin.io.path.listDirectoryEntries\n", "import kotlin.io.path.readText\n", "\n", "val runsDir = notebook.workingDir.resolve(\"kotlin-multiplatform/build/reports/benchmarks/main\")\n", "val lastRunDir = runsDir.listDirectoryEntries()\n", " .filter { it.isDirectory() }\n", " .sortedByDescending { dir -> Files.readAttributes(dir, BasicFileAttributes::class.java).creationTime() }\n", " .first()\n", "val outputFile = lastRunDir.resolve(\"jvm.json\")\n", "val benchmarkData = outputFile.readText().deserializeJson()\n", "// Comment this out to see the file content inside the notebook.\n", "// benchmarkData" ],
"id" : "436aaa659bc0dbb3",
"outputs" : [ ],
"execution_count" : 9
}, {
"metadata" : {
"ExecuteTime" : {
"end_time" : "2025-09-24T15:39:58.600572Z",
"start_time" : "2025-09-24T15:39:58.217861Z"
}
},
"cell_type" : "code",
"source" : [ "// Move results into dataframe\n", "data class Benchmark(val name: String, val score: Double, val error: Double, val unit: String)\n", "\n", "val benchmarksDataFrame = benchmarkData.map {\n", " val paramInfo = it.params?.let {\n", " \" [data=${it.`data`}, text=\\\"${it.text}\\\", value=${it.`value`}]\"\n", " } ?: \"\"\n", " val name = it.benchmark + paramInfo\n", " Benchmark(name, it.primaryMetric.score, it.primaryMetric.scoreError, it.primaryMetric.scoreUnit)\n", "}.toDataFrame()\n", "benchmarksDataFrame" ],
"id" : "2d14ca4abaf8347b",
"outputs" : [ {
"data" : {
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--text-color-medium: #b2b2b2;\n", " --text-color-pale: #737373;\n", " --inner-border-color: #707070;\n", " --bold-border-color: #777777;\n", " --link-color: #008dc0;\n", " --link-color-pale: #97e1fb;\n", " --link-hover: #00688e;\n", "}\n", "\n", "p.dataframe_description {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe {\n", " font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, sans-serif;\n", " font-size: 12px;\n", " background-color: var(--background);\n", " color: var(--text-color-dark);\n", " border: none;\n", " border-collapse: collapse;\n", "}\n", "\n", "table.dataframe th, td {\n", " padding: 6px;\n", " border: 1px solid transparent;\n", " text-align: left;\n", "}\n", "\n", "table.dataframe th {\n", " background-color: var(--background);\n", " color: var(--header-text-color);\n", "}\n", "\n", "table.dataframe td {\n", " vertical-align: top;\n", " white-space: nowrap;\n", "}\n", "\n", "table.dataframe th.bottomBorder {\n", " border-bottom-color: var(--bold-border-color);\n", "}\n", "\n", "table.dataframe tbody &gt; tr:nth-child(odd) {\n", " background: var(--background-odd);\n", "}\n", "\n", "table.dataframe tbody &gt; tr:nth-child(even) {\n", " background: var(--background);\n", "}\n", "\n", "table.dataframe tbody &gt; tr:hover {\n", " background: var(--background-hover);\n", "}\n", "\n", "table.dataframe a {\n", " cursor: pointer;\n", " color: var(--link-color);\n", " text-decoration: none;\n", "}\n", "\n", "table.dataframe tr:hover &gt; td a {\n", " color: var(--link-color-pale);\n", "}\n", "\n", "table.dataframe a:hover {\n", " color: var(--link-hover);\n", " text-decoration: underline;\n", "}\n", "\n", "table.dataframe img {\n", " max-width: fit-content;\n", "}\n", "\n", "table.dataframe th.complex {\n", " background-color: var(--background);\n", " border: 1px solid var(--background);\n", "}\n", "\n", "table.dataframe .leftBorder {\n", " border-left-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightBorder {\n", " border-right-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightAlign {\n", " text-align: right;\n", "}\n", "\n", "table.dataframe .expanderSvg {\n", " width: 8px;\n", " height: 8px;\n", " margin-right: 3px;\n", "}\n", "\n", "table.dataframe .expander {\n", " display: flex;\n", " align-items: center;\n", "}\n", "\n", "&sol;* formatting *&sol;\n", "\n", "table.dataframe .null {\n", " color: var(--text-color-pale);\n", "}\n", "\n", "table.dataframe .structural {\n", " color: var(--text-color-medium);\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .dataFrameCaption {\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .numbers {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe td:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe tr:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "\n", ":root {\n", " --scroll-bg: #f5f5f5;\n", " --scroll-fg: #b3b3b3;\n", "}\n", ":root[theme=&quot;dark&quot;], :root [data-jp-theme-light=&quot;false&quot;]{\n", " --scroll-bg: #3c3c3c;\n", " --scroll-fg: #97e1fb;\n", "}\n", "body {\n", " scrollbar-color: var(--scroll-fg) var(--scroll-bg);\n", "}\n", "body::-webkit-scrollbar {\n", " width: 10px; &sol;* Mostly for vertical scrollbars *&sol;\n", " height: 10px; &sol;* Mostly for horizontal scrollbars *&sol;\n", "}\n", "body::-webkit-scrollbar-thumb {\n", " background-color: var(--scroll-fg);\n", "}\n", "body::-webkit-scrollbar-track {\n", " background-color: var(--scroll-bg);\n", "}\n", " &lt;&sol;style&gt;\n", " &lt;&sol;head&gt;\n", " &lt;body&gt;\n", " &lt;table class=&quot;dataframe&quot; id=&quot;df_-536870912&quot;&gt;&lt;&sol;table&gt;\n", "\n", "&lt;p class=&quot;dataframe_description&quot;&gt;DataFrame: rowsCount = 20, columnsCount = 4&lt;&sol;p&gt;\n", "\n", " &lt;&sol;body&gt;\n", " &lt;script&gt;\n", " (function () {\n", " window.DataFrame = window.DataFrame || new (function () {\n", " this.addTable = function (df) {\n", " let cols = df.cols;\n", " for (let i = 0; i &lt; cols.length; i++) {\n", " for (let c of cols[i].children) {\n", " cols[c].parent = i;\n", " }\n", " }\n", " df.nrow = 0\n", " for (let i = 0; i &lt; df.cols.length; i++) {\n", " if (df.cols[i].values.length &gt; df.nrow) df.nrow = df.cols[i].values.length\n", " }\n", " if (df.id === df.rootId) {\n", " df.expandedFrames = new Set()\n", " df.childFrames = {}\n", " const table = this.getTableElement(df.id)\n", " table.df = df\n", " for (let i = 0; i &lt; df.cols.length; i++) {\n", " let col = df.cols[i]\n", " if (col.parent === undefined &amp;&amp; col.children.length &gt; 0) col.expanded = true\n", " }\n", " } else {\n", " const rootDf = this.getTableData(df.rootId)\n", " rootDf.childFrames[df.id] = df\n", " }\n", " }\n", "\n", " this.computeRenderData = function (df) {\n", " let result = []\n", " let pos = 0\n", " for (let col = 0; col &lt; df.cols.length; col++) {\n", " if (df.cols[col].parent === undefined)\n", " pos += this.computeRenderDataRec(df.cols, col, pos, 0, result, false, false)\n", " }\n", " for (let i = 0; i &lt; result.length; i++) {\n", " let row = result[i]\n", " for (let j = 0; j &lt; row.length; j++) {\n", " let cell = row[j]\n", " if (j === 0)\n", " cell.leftBd = false\n", " if (j &lt; row.length - 1) {\n", " let nextData = row[j + 1]\n", " if (nextData.leftBd) cell.rightBd = true\n", " else if (cell.rightBd) nextData.leftBd = true\n", " } else cell.rightBd = false\n", " }\n", " }\n", " return result\n", " }\n", "\n", " this.computeRenderDataRec = function (cols, colId, pos, depth, result, leftBorder, rightBorder) {\n", " if (result.length === depth) {\n", " const array = [];\n", " if (pos &gt; 0) {\n", " let j = 0\n", " for (let i = 0; j &lt; pos; i++) {\n", " let c = result[depth - 1][i]\n", " j += c.span\n", " let copy = Object.assign({empty: true}, c)\n", " array.push(copy)\n", " }\n", " }\n", " result.push(array)\n", " }\n", " const col = cols[colId];\n", " let size = 0;\n", " if (col.expanded) {\n", " let childPos = pos\n", " for (let i = 0; i &lt; col.children.length; i++) {\n", " let child = col.children[i]\n", " let childLeft = i === 0 &amp;&amp; (col.children.length &gt; 1 || leftBorder)\n", " let childRight = i === col.children.length - 1 &amp;&amp; (col.children.length &gt; 1 || rightBorder)\n", " let childSize = this.computeRenderDataRec(cols, child, childPos, depth + 1, result, childLeft, childRight)\n", " childPos += childSize\n", " size += childSize\n", " }\n", " } else {\n", " for (let i = depth + 1; i &lt; result.length; i++)\n", " result[i].push({id: colId, span: 1, leftBd: leftBorder, rightBd: rightBorder, empty: true})\n", " size = 1\n", " }\n", " let left = leftBorder\n", " let right = rightBorder\n", " if (size &gt; 1) {\n", " left = true\n", " right = true\n", " }\n", " result[depth].push({id: colId, span: size, leftBd: left, rightBd: right})\n", " return size\n", " }\n", "\n", " this.getTableElement = function (id) {\n", " return document.getElementById(&quot;df_&quot; + id)\n", " }\n", "\n", " this.getTableData = function (id) {\n", " return this.getTableElement(id).df\n", " }\n", "\n", " this.createExpander = function (isExpanded) {\n", " const svgNs = &quot;http:&sol;&sol;www.w3.org&sol;2000&sol;svg&quot;\n", " let svg = document.createElementNS(svgNs, &quot;svg&quot;)\n", " svg.classList.add(&quot;expanderSvg&quot;)\n", " let path = document.createElementNS(svgNs, &quot;path&quot;)\n", " if (isExpanded) {\n", " svg.setAttribute(&quot;viewBox&quot;, &quot;0 -2 8 8&quot;)\n", " path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 4 4 4 -4 -1 -1 -3 3Z&quot;)\n", " } else {\n", " svg.setAttribute(&quot;viewBox&quot;, &quot;-2 0 8 8&quot;)\n", " path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 3 3 -3 3 1 1 4 -4Z&quot;)\n", " }\n", " path.setAttribute(&quot;fill&quot;, &quot;currentColor&quot;)\n", " svg.appendChild(path)\n", " return svg\n", " }\n", "\n", " this.renderTable = function (id) {\n", "\n", " let table = this.getTableElement(id)\n", "\n", " if (table === null) return\n", "\n", " table.innerHTML = &quot;&quot;\n", "\n", " let df = table.df\n", " let rootDf = df.rootId === df.id ? df : this.getTableData(df.rootId)\n", "\n", " &sol;&sol; header\n", " let header = document.createElement(&quot;thead&quot;)\n", " table.appendChild(header)\n", "\n", " let renderData = this.computeRenderData(df)\n", " for (let j = 0; j &lt; renderData.length; j++) {\n", " let rowData = renderData[j]\n", " let tr = document.createElement(&quot;tr&quot;);\n", " let isLastRow = j === renderData.length - 1\n", " header.appendChild(tr);\n", " for (let i = 0; i &lt; rowData.length; i++) {\n", " let cell = rowData[i]\n", " let th = document.createElement(&quot;th&quot;);\n", " th.setAttribute(&quot;colspan&quot;, cell.span)\n", " let colId = cell.id\n", " let col = df.cols[colId];\n", " if (!cell.empty) {\n", " if (col.children.length === 0) {\n", " th.innerHTML = col.name\n", " } else {\n", " let link = document.createElement(&quot;a&quot;)\n", " link.className = &quot;expander&quot;\n", " let that = this\n", " link.onclick = function () {\n", " col.expanded = !col.expanded\n", " that.renderTable(id)\n", " }\n", " link.appendChild(this.createExpander(col.expanded))\n", " link.innerHTML += col.name\n", " th.appendChild(link)\n", " }\n", " }\n", " let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n", " if (col.rightAlign)\n", " classes += &quot; rightAlign&quot;\n", " if (isLastRow)\n", " classes += &quot; bottomBorder&quot;\n", " if (classes.length &gt; 0)\n", " th.setAttribute(&quot;class&quot;, classes)\n", " tr.appendChild(th)\n", " }\n", " }\n", "\n", " &sol;&sol; body\n", " let body = document.createElement(&quot;tbody&quot;)\n", " table.appendChild(body)\n", "\n", " let columns = renderData.pop()\n", " for (let row = 0; row &lt; df.nrow; row++) {\n", " let tr = document.createElement(&quot;tr&quot;);\n", " body.appendChild(tr)\n", " for (let i = 0; i &lt; columns.length; i++) {\n", " let cell = columns[i]\n", " let td = document.createElement(&quot;td&quot;);\n", " let colId = cell.id\n", " let col = df.cols[colId]\n", " let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n", " if (col.rightAlign)\n", " classes += &quot; rightAlign&quot;\n", " if (classes.length &gt; 0)\n", " td.setAttribute(&quot;class&quot;, classes)\n", " tr.appendChild(td)\n", " let value = col.values[row]\n", " if (value.frameId !== undefined) {\n", " let frameId = value.frameId\n", " let expanded = rootDf.expandedFrames.has(frameId)\n", " let link = document.createElement(&quot;a&quot;)\n", " link.className = &quot;expander&quot;\n", " let that = this\n", " link.onclick = function () {\n", " if (rootDf.expandedFrames.has(frameId))\n", " rootDf.expandedFrames.delete(frameId)\n", " else rootDf.expandedFrames.add(frameId)\n", " that.renderTable(id)\n", " }\n", " link.appendChild(this.createExpander(expanded))\n", " link.innerHTML += value.value\n", " if (expanded) {\n", " td.appendChild(link)\n", " td.appendChild(document.createElement(&quot;p&quot;))\n", " const childTable = document.createElement(&quot;table&quot;)\n", " childTable.className = &quot;dataframe&quot;\n", " childTable.id = &quot;df_&quot; + frameId\n", " let childDf = rootDf.childFrames[frameId]\n", " childTable.df = childDf\n", " td.appendChild(childTable)\n", " this.renderTable(frameId)\n", " if (childDf.nrow !== childDf.totalRows) {\n", " const footer = document.createElement(&quot;p&quot;)\n", " footer.innerText = `... showing only top ${childDf.nrow} of ${childDf.totalRows} rows`\n", " td.appendChild(footer)\n", " }\n", " } else {\n", " td.appendChild(link)\n", " }\n", " } else if (value.style !== undefined) {\n", " td.innerHTML = value.value\n", " td.setAttribute(&quot;style&quot;, value.style)\n", " } else td.innerHTML = value\n", " this.nodeScriptReplace(td)\n", " }\n", " }\n", " }\n", "\n", " this.nodeScriptReplace = function (node) {\n", " if (this.nodeScriptIs(node) === true) {\n", " node.parentNode.replaceChild(this.nodeScriptClone(node), node);\n", " } else {\n", " let i = -1, children = node.childNodes;\n", " while (++i &lt; children.length) {\n", " this.nodeScriptReplace(children[i]);\n", " }\n", " }\n", "\n", " return node;\n", " }\n", "\n", " this.nodeScriptClone = function (node) {\n", " let script = document.createElement(&quot;script&quot;);\n", " script.text = node.innerHTML;\n", "\n", " let i = -1, attrs = node.attributes, attr;\n", " while (++i &lt; attrs.length) {\n", " script.setAttribute((attr = attrs[i]).name, attr.value);\n", " }\n", " return script;\n", " }\n", "\n", " this.nodeScriptIs = function (node) {\n", " return node.tagName === 'SCRIPT';\n", " }\n", " })()\n", "\n", " window.call_DataFrame = function (f) {\n", " return f();\n", " };\n", "\n", " let funQueue = window[&quot;kotlinQueues&quot;] &amp;&amp; window[&quot;kotlinQueues&quot;][&quot;DataFrame&quot;];\n", " if (funQueue) {\n", " funQueue.forEach(function (f) {\n", " f();\n", " });\n", " funQueue = [];\n", " }\n", "})()\n", "\n", "&sol;*&lt;!--*&sol;\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: &quot;&lt;span title=&bsol;&quot;name: String&bsol;&quot;&gt;name&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;test.InheritedBenchmark.baseBenchmark&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;test.InheritedBenchmark.inheritedBenchmark&bsol;&quot;&gt;test.InheritedBenchmark.inheritedBenc&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;test.ParamBenchmark.mathBenchmark [data=1, text=&amp;#34;a &amp;#34;string&amp;#34; with quotes&amp;#34;, value=1]&bsol;&quot;&gt;test.ParamBenchmark.mathBenchmark [da&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;test.ParamBenchmark.mathBenchmark [data=1, text=&amp;#34;a &amp;#34;string&amp;#34; with quotes&amp;#34;, value=2]&bsol;&quot;&gt;test.ParamBenchmark.mathBenchmark [da&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;test.ParamBenchmark.mathBenchmark [data=2, text=&amp;#34;a &amp;#34;string&amp;#34; with quotes&amp;#34;, value=1]&bsol;&quot;&gt;test.ParamBenchmark.mathBenchmark [da&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;test.ParamBenchmark.mathBenchmark [data=2, text=&amp;#34;a &amp;#34;string&amp;#34; with quotes&amp;#34;, value=2]&bsol;&quot;&gt;test.ParamBenchmark.mathBenchmark [da&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;test.ParamBenchmark.otherBenchmark [data=1, text=&amp;#34;a &amp;#34;string&amp;#34; with quotes&amp;#34;, value=1]&bsol;&quot;&gt;test.ParamBenchmark.otherBenchmark [d&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;test.ParamBenchmark.otherBenchmark [data=1, text=&amp;#34;a &amp;#34;string&amp;#34; with quotes&amp;#34;, value=2]&bsol;&quot;&gt;test.ParamBenchmark.otherBenchmark [d&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;test.ParamBenchmark.otherBenchmark [data=2, text=&amp;#34;a &amp;#34;string&amp;#34; with quotes&amp;#34;, value=1]&bsol;&quot;&gt;test.ParamBenchmark.otherBenchmark [d&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;test.ParamBenchmark.otherBenchmark [data=2, text=&amp;#34;a &amp;#34;string&amp;#34; with quotes&amp;#34;, value=2]&bsol;&quot;&gt;test.ParamBenchmark.otherBenchmark [d&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;test.ParamBenchmark.textContentCheck [data=1, text=&amp;#34;a &amp;#34;string&amp;#34; with quotes&amp;#34;, value=1]&bsol;&quot;&gt;test.ParamBenchmark.textContentCheck &lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;test.ParamBenchmark.textContentCheck [data=1, text=&amp;#34;a &amp;#34;string&amp;#34; with quotes&amp;#34;, value=2]&bsol;&quot;&gt;test.ParamBenchmark.textContentCheck &lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;test.ParamBenchmark.textContentCheck [data=2, text=&amp;#34;a &amp;#34;string&amp;#34; with quotes&amp;#34;, value=1]&bsol;&quot;&gt;test.ParamBenchmark.textContentCheck &lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;test.ParamBenchmark.textContentCheck [data=2, text=&amp;#34;a &amp;#34;string&amp;#34; with quotes&amp;#34;, value=2]&bsol;&quot;&gt;test.ParamBenchmark.textContentCheck &lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;test.nested.CommonBenchmark.mathBenchmark&bsol;&quot;&gt;test.nested.CommonBenchmark.mathBench&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;test.CommonBenchmark.longBenchmark&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;test.CommonBenchmark.longBlackholeBenchmark&bsol;&quot;&gt;test.CommonBenchmark.longBlackholeBen&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;test.CommonBenchmark.mathBenchmark&quot;,&quot;test.JvmTestBenchmark.cosBenchmark&quot;,&quot;test.JvmTestBenchmark.sqrtBenchmark&quot;] }, \n", "{ name: &quot;&lt;span title=&bsol;&quot;score: Double&bsol;&quot;&gt;score&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1159050.348401&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;145098889.054236&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;209712.172221&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;217745.267345&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;103881.763059&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;103368.085738&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2680848.028551&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2536532.158499&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2650213.077662&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2676093.773669&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;154884.593052&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;154725.251181&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;154103.969887&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;155283.852441&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;149267.514644&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0.000846&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0.000023&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0.000007&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;3.477089&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0.536215&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n", "{ name: &quot;&lt;span title=&bsol;&quot;error: Double&bsol;&quot;&gt;error&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;3748.652723&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;3682026.745413&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;6204.765083&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;567.128662&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;845.091655&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1124.203555&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;10367.620110&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;201297.952312&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;92024.686748&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;6137.060320&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;418.498701&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;661.963724&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;911.775457&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;761.637638&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;398.839279&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0.000004&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0.000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0.000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0.012840&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0.002181&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n", "{ name: &quot;&lt;span title=&bsol;&quot;unit: String&bsol;&quot;&gt;unit&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: 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text-align: right;\n", "}\n", "\n", "table.dataframe .expanderSvg {\n", " width: 8px;\n", " height: 8px;\n", " margin-right: 3px;\n", "}\n", "\n", "table.dataframe .expander {\n", " display: flex;\n", " align-items: center;\n", "}\n", "\n", "/* formatting */\n", "\n", "table.dataframe .null {\n", " color: var(--text-color-pale);\n", "}\n", "\n", "table.dataframe .structural {\n", " color: var(--text-color-medium);\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .dataFrameCaption {\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .numbers {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe td:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe tr:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "\n", " </style>\n", " </head>\n", " <body>\n", " <table class=\"dataframe\" id=\"static_df_-536870911\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">name</th><th class=\"bottomBorder\" style=\"text-align:left\">score</th><th class=\"bottomBorder\" style=\"text-align:left\">error</th><th class=\"bottomBorder\" style=\"text-align:left\">unit</th></tr></thead><tbody><tr><td style=\"vertical-align:top\">test.InheritedBenchmark.baseBenchmark</td><td style=\"vertical-align:top\">1159050.348401</td><td style=\"vertical-align:top\">3748.652723</td><td style=\"vertical-align:top\">ops/s</td></tr><tr><td style=\"vertical-align:top\">test.InheritedBenchmark.inheritedBenc<span class=\"structural\">...</span></td><td style=\"vertical-align:top\">145098889.054236</td><td style=\"vertical-align:top\">3682026.745413</td><td style=\"vertical-align:top\">ops/s</td></tr><tr><td style=\"vertical-align:top\">test.ParamBenchmark.mathBenchmark [da<span class=\"structural\">...</span></td><td style=\"vertical-align:top\">209712.172221</td><td style=\"vertical-align:top\">6204.765083</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">test.ParamBenchmark.mathBenchmark [da<span class=\"structural\">...</span></td><td style=\"vertical-align:top\">217745.267345</td><td style=\"vertical-align:top\">567.128662</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">test.ParamBenchmark.mathBenchmark [da<span class=\"structural\">...</span></td><td style=\"vertical-align:top\">103881.763059</td><td style=\"vertical-align:top\">845.091655</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">test.ParamBenchmark.mathBenchmark [da<span class=\"structural\">...</span></td><td style=\"vertical-align:top\">103368.085738</td><td style=\"vertical-align:top\">1124.203555</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">test.ParamBenchmark.otherBenchmark [d<span class=\"structural\">...</span></td><td style=\"vertical-align:top\">2680848.028551</td><td style=\"vertical-align:top\">10367.620110</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">test.ParamBenchmark.otherBenchmark [d<span class=\"structural\">...</span></td><td style=\"vertical-align:top\">2536532.158499</td><td style=\"vertical-align:top\">201297.952312</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">test.ParamBenchmark.otherBenchmark [d<span class=\"structural\">...</span></td><td style=\"vertical-align:top\">2650213.077662</td><td style=\"vertical-align:top\">92024.686748</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">test.ParamBenchmark.otherBenchmark [d<span class=\"structural\">...</span></td><td style=\"vertical-align:top\">2676093.773669</td><td style=\"vertical-align:top\">6137.060320</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">test.ParamBenchmark.textContentCheck <span class=\"structural\">...</span></td><td style=\"vertical-align:top\">154884.593052</td><td style=\"vertical-align:top\">418.498701</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">test.ParamBenchmark.textContentCheck <span class=\"structural\">...</span></td><td style=\"vertical-align:top\">154725.251181</td><td style=\"vertical-align:top\">661.963724</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">test.ParamBenchmark.textContentCheck <span class=\"structural\">...</span></td><td style=\"vertical-align:top\">154103.969887</td><td style=\"vertical-align:top\">911.775457</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">test.ParamBenchmark.textContentCheck <span class=\"structural\">...</span></td><td style=\"vertical-align:top\">155283.852441</td><td style=\"vertical-align:top\">761.637638</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">test.nested.CommonBenchmark.mathBench<span class=\"structural\">...</span></td><td style=\"vertical-align:top\">149267.514644</td><td style=\"vertical-align:top\">398.839279</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">test.CommonBenchmark.longBenchmark</td><td style=\"vertical-align:top\">0.000846</td><td style=\"vertical-align:top\">0.000004</td><td style=\"vertical-align:top\">ms/op</td></tr><tr><td style=\"vertical-align:top\">test.CommonBenchmark.longBlackholeBen<span class=\"structural\">...</span></td><td style=\"vertical-align:top\">0.000023</td><td style=\"vertical-align:top\">0.000000</td><td style=\"vertical-align:top\">ms/op</td></tr><tr><td style=\"vertical-align:top\">test.CommonBenchmark.mathBenchmark</td><td style=\"vertical-align:top\">0.000007</td><td style=\"vertical-align:top\">0.000000</td><td style=\"vertical-align:top\">ms/op</td></tr><tr><td style=\"vertical-align:top\">test.JvmTestBenchmark.cosBenchmark</td><td style=\"vertical-align:top\">3.477089</td><td style=\"vertical-align:top\">0.012840</td><td style=\"vertical-align:top\">ns/op</td></tr><tr><td style=\"vertical-align:top\">test.JvmTestBenchmark.sqrtBenchmark</td><td style=\"vertical-align:top\">0.536215</td><td style=\"vertical-align:top\">0.002181</td><td style=\"vertical-align:top\">ns/op</td></tr></tbody></table>\n", " </body>\n", " <script>\n", " document.getElementById(\"static_df_-536870911\").style.display = \"none\";\n", " </script>\n", " </html>" ],
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},
"execution_count" : 3,
"metadata" : { },
"output_type" : "execute_result"
} ],
"execution_count" : 3
}, {
"metadata" : {
"ExecuteTime" : {
"end_time" : "2025-09-24T15:39:58.995159Z",
"start_time" : "2025-09-24T15:39:58.663584Z"
}
},
"cell_type" : "code",
"source" : [ "// Analyze underlying data for first benchmark.\n", "// `iteration` must be String for Kandy to group data correctly\n", "data class Row(val fork: Int, val iteration: String, val score: Double)\n", "val benchmark = benchmarkData.first()\n", "val rawData = benchmarkData.first().primaryMetric.rawData\n", "val df = rawData.flatMapIndexed { f, iter ->\n", " iter.mapIndexed { i, s -> Row(fork = f + 1, iteration = (i + 1).toString(), score = s) }\n", "}.toDataFrame()\n", "df" ],
"id" : "d3da5d93cfdb1922",
"outputs" : [ {
"data" : {
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class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1158908.103798&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1161431.155757&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1157657.915890&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1163379.539291&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1158893.168350&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span 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-536870910, totalRows: 15 } ) });\n", "&sol;*--&gt;*&sol;\n", "\n", "call_DataFrame(function() { DataFrame.renderTable(-536870910) });\n", "\n", "\n", " &lt;&sol;script&gt;\n", " &lt;&sol;html&gt;\"></iframe>\n", " <script>\n", " function o_resize_iframe_out_2() {\n", " let elem = document.getElementById(\"iframe_out_2\");\n", " resize_iframe_out_2(elem);\n", " setInterval(resize_iframe_out_2, 5000, elem);\n", " }\n", " function resize_iframe_out_2(el) {\n", " let h = el.contentWindow.document.body.scrollHeight;\n", " el.height = h === 0 ? 0 : h + 41;\n", " }\n", " </script> <html>\n", " <head>\n", " <style type=\"text/css\">\n", " :root {\n", " --background: #fff;\n", " --background-odd: #f5f5f5;\n", " --background-hover: #d9edfd;\n", " --header-text-color: #474747;\n", " --text-color: #848484;\n", " --text-color-dark: #000;\n", " --text-color-medium: #737373;\n", " --text-color-pale: #b3b3b3;\n", " --inner-border-color: #aaa;\n", " --bold-border-color: #000;\n", " --link-color: #296eaa;\n", " --link-color-pale: #296eaa;\n", " --link-hover: #1a466c;\n", "}\n", "\n", ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n", " --background: #303030;\n", " --background-odd: #3c3c3c;\n", " --background-hover: #464646;\n", " --header-text-color: #dddddd;\n", " --text-color: #b3b3b3;\n", " --text-color-dark: #dddddd;\n", " --text-color-medium: #b2b2b2;\n", " --text-color-pale: #737373;\n", " --inner-border-color: #707070;\n", " --bold-border-color: #777777;\n", " --link-color: #008dc0;\n", " --link-color-pale: #97e1fb;\n", " --link-hover: #00688e;\n", "}\n", "\n", "p.dataframe_description {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe {\n", " font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n", " font-size: 12px;\n", " background-color: var(--background);\n", " color: var(--text-color-dark);\n", " border: none;\n", " border-collapse: collapse;\n", "}\n", "\n", "table.dataframe th, td {\n", " padding: 6px;\n", " border: 1px solid transparent;\n", " text-align: left;\n", "}\n", "\n", "table.dataframe th {\n", " background-color: var(--background);\n", " color: var(--header-text-color);\n", "}\n", "\n", "table.dataframe td {\n", " vertical-align: top;\n", " white-space: nowrap;\n", "}\n", "\n", "table.dataframe th.bottomBorder {\n", " border-bottom-color: var(--bold-border-color);\n", "}\n", "\n", "table.dataframe tbody > tr:nth-child(odd) {\n", " background: var(--background-odd);\n", "}\n", "\n", "table.dataframe tbody > tr:nth-child(even) {\n", " background: var(--background);\n", "}\n", "\n", "table.dataframe tbody > tr:hover {\n", " background: var(--background-hover);\n", "}\n", "\n", "table.dataframe a {\n", " cursor: pointer;\n", " color: var(--link-color);\n", " text-decoration: none;\n", "}\n", "\n", "table.dataframe tr:hover > td a {\n", " color: var(--link-color-pale);\n", "}\n", "\n", "table.dataframe a:hover {\n", " color: var(--link-hover);\n", " text-decoration: underline;\n", "}\n", "\n", "table.dataframe img {\n", " max-width: fit-content;\n", "}\n", "\n", "table.dataframe th.complex {\n", " background-color: var(--background);\n", " border: 1px solid var(--background);\n", "}\n", "\n", "table.dataframe .leftBorder {\n", " border-left-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightBorder {\n", " border-right-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightAlign {\n", " text-align: right;\n", "}\n", "\n", "table.dataframe .expanderSvg {\n", " width: 8px;\n", " height: 8px;\n", " margin-right: 3px;\n", "}\n", "\n", "table.dataframe .expander {\n", " display: flex;\n", " align-items: center;\n", "}\n", "\n", "/* formatting */\n", "\n", "table.dataframe .null {\n", " color: var(--text-color-pale);\n", "}\n", "\n", "table.dataframe .structural {\n", " color: var(--text-color-medium);\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .dataFrameCaption {\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .numbers {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe td:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe tr:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "\n", " </style>\n", " </head>\n", " <body>\n", " <table class=\"dataframe\" id=\"static_df_-536870909\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">fork</th><th class=\"bottomBorder\" style=\"text-align:left\">iteration</th><th class=\"bottomBorder\" style=\"text-align:left\">score</th></tr></thead><tbody><tr><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">1158908.103798</td></tr><tr><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">1161431.155757</td></tr><tr><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">3</td><td style=\"vertical-align:top\">1157657.915890</td></tr><tr><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">4</td><td style=\"vertical-align:top\">1163379.539291</td></tr><tr><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">5</td><td style=\"vertical-align:top\">1158893.168350</td></tr><tr><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">1156089.801418</td></tr><tr><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">1159765.657691</td></tr><tr><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">3</td><td style=\"vertical-align:top\">1160904.857522</td></tr><tr><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">4</td><td style=\"vertical-align:top\">1160873.988534</td></tr><tr><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">5</td><td style=\"vertical-align:top\">1154220.230407</td></tr><tr><td style=\"vertical-align:top\">3</td><td style=\"vertical-align:top\">1</td><td style=\"vertical-align:top\">1159114.787443</td></tr><tr><td style=\"vertical-align:top\">3</td><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">1156306.669103</td></tr><tr><td style=\"vertical-align:top\">3</td><td style=\"vertical-align:top\">3</td><td style=\"vertical-align:top\">1151452.073143</td></tr><tr><td style=\"vertical-align:top\">3</td><td style=\"vertical-align:top\">4</td><td style=\"vertical-align:top\">1164727.257529</td></tr><tr><td style=\"vertical-align:top\">3</td><td style=\"vertical-align:top\">5</td><td style=\"vertical-align:top\">1162030.020141</td></tr></tbody></table>\n", " </body>\n", " <script>\n", " document.getElementById(\"static_df_-536870909\").style.display = \"none\";\n", " </script>\n", " </html>" ],
"application/kotlindataframe+json" : "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"fork\",\"iteration\",\"score\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"}],\"nrow\":15,\"ncol\":3},\"kotlin_dataframe\":[{\"fork\":1,\"iteration\":\"1\",\"score\":1158908.1037975468},{\"fork\":1,\"iteration\":\"2\",\"score\":1161431.155757067},{\"fork\":1,\"iteration\":\"3\",\"score\":1157657.9158900976},{\"fork\":1,\"iteration\":\"4\",\"score\":1163379.5392909562},{\"fork\":1,\"iteration\":\"5\",\"score\":1158893.1683501906},{\"fork\":2,\"iteration\":\"1\",\"score\":1156089.8014178998},{\"fork\":2,\"iteration\":\"2\",\"score\":1159765.6576914047},{\"fork\":2,\"iteration\":\"3\",\"score\":1160904.8575220038},{\"fork\":2,\"iteration\":\"4\",\"score\":1160873.98853425},{\"fork\":2,\"iteration\":\"5\",\"score\":1154220.2304071567},{\"fork\":3,\"iteration\":\"1\",\"score\":1159114.7874430087},{\"fork\":3,\"iteration\":\"2\",\"score\":1156306.6691030415},{\"fork\":3,\"iteration\":\"3\",\"score\":1151452.073143193},{\"fork\":3,\"iteration\":\"4\",\"score\":1164727.2575287838},{\"fork\":3,\"iteration\":\"5\",\"score\":1162030.0201411375}]}"
},
"execution_count" : 4,
"metadata" : { },
"output_type" : "execute_result"
} ],
"execution_count" : 4
}, {
"metadata" : {
"ExecuteTime" : {
"end_time" : "2025-09-24T15:39:59.614813Z",
"start_time" : "2025-09-24T15:39:59.118397Z"
}
},
"cell_type" : "code",
"source" : [ "// Create a grouped bar plot to that focuses on the differences of the measurements as plotting\n", "// the entire range just make them disapear.\n", "val col = df[\"score\"].cast<Double>().values()\n", "val min = col.minOrNull()!!\n", "val max = col.maxOrNull()!!\n", "val adjustedRange = (min * 0.999)..max\n", "\n", "df.groupBy(\"fork\").plot {\n", " bars {\n", " x(\"fork\")\n", " y(\"score\")\n", " fillColor(\"iteration\") {\n", " scale = categorical()\n", " }\n", " position = Position.dodge()\n", " width = 5.0\n", " }\n", " x.axis.name = \"Fork\"\n", " y.axis {\n", " name = \"Score (ops/s)\"\n", " limits = adjustedRange\n", " }\n", "}" ],
"id" : "f16bd6a95ae2eb79",
"outputs" : [ {
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},
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} ],
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}, {
"metadata" : {
"ExecuteTime" : {
"end_time" : "2025-09-24T15:39:59.827276Z",
"start_time" : "2025-09-24T15:39:59.616862Z"
}
},
"cell_type" : "code",
"source" : [ "// Plot the differences in the benchmark using @Params\n", "// Here we just focus one the actual score and error values\n", "data class MathBenchmark(\n", " val name: String,\n", " val score: Double,\n", " val error: Double,\n", " val unit: String\n", ")\n", "\n", "val mathBenchmark = benchmarkData.filter {\n", " it.benchmark == \"test.ParamBenchmark.mathBenchmark\"\n", "}.map {\n", " MathBenchmark(\n", " name = \"[${it.params?.data.toString()},${it.params?.value.toString()}]\",\n", " score = it.primaryMetric.score,\n", " error = it.primaryMetric.scoreError,\n", " unit = it.primaryMetric.scoreUnit,\n", " )\n", "}.toDataFrame()\n", "mathBenchmark" ],
"id" : "2a2e8750d4b73720",
"outputs" : [ {
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td.setAttribute(&quot;style&quot;, value.style)\n", " } else td.innerHTML = value\n", " this.nodeScriptReplace(td)\n", " }\n", " }\n", " }\n", "\n", " this.nodeScriptReplace = function (node) {\n", " if (this.nodeScriptIs(node) === true) {\n", " node.parentNode.replaceChild(this.nodeScriptClone(node), node);\n", " } else {\n", " let i = -1, children = node.childNodes;\n", " while (++i &lt; children.length) {\n", " this.nodeScriptReplace(children[i]);\n", " }\n", " }\n", "\n", " return node;\n", " }\n", "\n", " this.nodeScriptClone = function (node) {\n", " let script = document.createElement(&quot;script&quot;);\n", " script.text = node.innerHTML;\n", "\n", " let i = -1, attrs = node.attributes, attr;\n", " while (++i &lt; attrs.length) {\n", " script.setAttribute((attr = attrs[i]).name, attr.value);\n", " }\n", " return script;\n", " }\n", "\n", " this.nodeScriptIs = function (node) {\n", " return node.tagName === 'SCRIPT';\n", " }\n", " })()\n", "\n", " window.call_DataFrame = 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&amp;#34;application&sol;json&amp;#34;: {&bsol;n &amp;#34;expanded&amp;#34;: true&bsol;n }&bsol;n }&bsol;n}&bsol;&quot;&gt;{&bsol;n &amp;#34;data&amp;#34;: {&bsol;n &amp;#34;application&sol;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;{&bsol;n &amp;#34;data&amp;#34;: {&bsol;n &amp;#34;application&sol;json&amp;#34;: [&bsol;n 1,&bsol;n 2&bsol;n ],&bsol;n &amp;#34;text&sol;plain&amp;#34;: &amp;#34;[&amp;#92;n 1,&amp;#92;n 2&amp;#92;n]&amp;#34;,&bsol;n &amp;#34;text&sol;markdown&amp;#34;: &amp;#34;```json&amp;#92;n[&amp;#92;n 1,&amp;#92;n 2&amp;#92;n]&amp;#92;n```&amp;#34;&bsol;n },&bsol;n &amp;#34;metadata&amp;#34;: {&bsol;n &amp;#34;application&sol;json&amp;#34;: {&bsol;n &amp;#34;expanded&amp;#34;: true&bsol;n }&bsol;n }&bsol;n}&bsol;&quot;&gt;{&bsol;n &amp;#34;data&amp;#34;: {&bsol;n &amp;#34;application&sol;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;{&bsol;n &amp;#34;data&amp;#34;: {&bsol;n &amp;#34;application&sol;json&amp;#34;: [&bsol;n 2,&bsol;n 1&bsol;n ],&bsol;n &amp;#34;text&sol;plain&amp;#34;: &amp;#34;[&amp;#92;n 2,&amp;#92;n 1&amp;#92;n]&amp;#34;,&bsol;n &amp;#34;text&sol;markdown&amp;#34;: &amp;#34;```json&amp;#92;n[&amp;#92;n 2,&amp;#92;n 1&amp;#92;n]&amp;#92;n```&amp;#34;&bsol;n },&bsol;n &amp;#34;metadata&amp;#34;: {&bsol;n &amp;#34;application&sol;json&amp;#34;: {&bsol;n &amp;#34;expanded&amp;#34;: true&bsol;n }&bsol;n }&bsol;n}&bsol;&quot;&gt;{&bsol;n &amp;#34;data&amp;#34;: {&bsol;n &amp;#34;application&sol;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;{&bsol;n &amp;#34;data&amp;#34;: {&bsol;n &amp;#34;application&sol;json&amp;#34;: 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title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;217745.267345&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;103881.763059&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;103368.085738&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n", "{ name: &quot;&lt;span title=&bsol;&quot;error: Double&bsol;&quot;&gt;error&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;6204.765083&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;567.128662&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;845.091655&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1124.203555&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n", "{ name: &quot;&lt;span title=&bsol;&quot;unit: String&bsol;&quot;&gt;unit&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;ops&sol;ms&quot;,&quot;ops&sol;ms&quot;,&quot;ops&sol;ms&quot;,&quot;ops&sol;ms&quot;] }, \n", "], id: -536870904, rootId: -536870904, totalRows: 4 } ) });\n", "&sol;*--&gt;*&sol;\n", "\n", "call_DataFrame(function() { DataFrame.renderTable(-536870904) });\n", "\n", "\n", " &lt;&sol;script&gt;\n", " &lt;&sol;html&gt;\"></iframe>\n", " <script>\n", " function o_resize_iframe_out_5() {\n", " let elem = document.getElementById(\"iframe_out_5\");\n", " resize_iframe_out_5(elem);\n", " setInterval(resize_iframe_out_5, 5000, elem);\n", " }\n", " function resize_iframe_out_5(el) {\n", " let h = el.contentWindow.document.body.scrollHeight;\n", " el.height = h === 0 ? 0 : h + 41;\n", " }\n", " </script> <html>\n", " <head>\n", " <style type=\"text/css\">\n", " :root {\n", " --background: #fff;\n", " --background-odd: #f5f5f5;\n", " --background-hover: #d9edfd;\n", " --header-text-color: #474747;\n", " --text-color: #848484;\n", " --text-color-dark: #000;\n", " --text-color-medium: #737373;\n", " --text-color-pale: #b3b3b3;\n", " --inner-border-color: #aaa;\n", " --bold-border-color: #000;\n", " --link-color: #296eaa;\n", " --link-color-pale: #296eaa;\n", " --link-hover: #1a466c;\n", "}\n", "\n", ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n", " --background: #303030;\n", " --background-odd: #3c3c3c;\n", " --background-hover: #464646;\n", " --header-text-color: #dddddd;\n", " --text-color: #b3b3b3;\n", " --text-color-dark: #dddddd;\n", " --text-color-medium: #b2b2b2;\n", " --text-color-pale: #737373;\n", " --inner-border-color: #707070;\n", " --bold-border-color: #777777;\n", " --link-color: #008dc0;\n", " --link-color-pale: #97e1fb;\n", " --link-hover: #00688e;\n", "}\n", "\n", "p.dataframe_description {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe {\n", " font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n", " font-size: 12px;\n", " background-color: var(--background);\n", " color: var(--text-color-dark);\n", " border: none;\n", " border-collapse: collapse;\n", "}\n", "\n", "table.dataframe th, td {\n", " padding: 6px;\n", " border: 1px solid transparent;\n", " text-align: left;\n", "}\n", "\n", "table.dataframe th {\n", " background-color: var(--background);\n", " color: var(--header-text-color);\n", "}\n", "\n", "table.dataframe td {\n", " vertical-align: top;\n", " white-space: nowrap;\n", "}\n", "\n", "table.dataframe th.bottomBorder {\n", " border-bottom-color: var(--bold-border-color);\n", "}\n", "\n", "table.dataframe tbody > tr:nth-child(odd) {\n", " background: var(--background-odd);\n", "}\n", "\n", "table.dataframe tbody > tr:nth-child(even) {\n", " background: var(--background);\n", "}\n", "\n", "table.dataframe tbody > tr:hover {\n", " background: var(--background-hover);\n", "}\n", "\n", "table.dataframe a {\n", " cursor: pointer;\n", " color: var(--link-color);\n", " text-decoration: none;\n", "}\n", "\n", "table.dataframe tr:hover > td a {\n", " color: var(--link-color-pale);\n", "}\n", "\n", "table.dataframe a:hover {\n", " color: var(--link-hover);\n", " text-decoration: underline;\n", "}\n", "\n", "table.dataframe img {\n", " max-width: fit-content;\n", "}\n", "\n", "table.dataframe th.complex {\n", " background-color: var(--background);\n", " border: 1px solid var(--background);\n", "}\n", "\n", "table.dataframe .leftBorder {\n", " border-left-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightBorder {\n", " border-right-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightAlign {\n", " text-align: right;\n", "}\n", "\n", "table.dataframe .expanderSvg {\n", " width: 8px;\n", " height: 8px;\n", " margin-right: 3px;\n", "}\n", "\n", "table.dataframe .expander {\n", " display: flex;\n", " align-items: center;\n", "}\n", "\n", "/* formatting */\n", "\n", "table.dataframe .null {\n", " color: var(--text-color-pale);\n", "}\n", "\n", "table.dataframe .structural {\n", " color: var(--text-color-medium);\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .dataFrameCaption {\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .numbers {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe td:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe tr:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "\n", " </style>\n", " </head>\n", " <body>\n", " <table class=\"dataframe\" id=\"static_df_-536870903\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">name</th><th class=\"bottomBorder\" style=\"text-align:left\">score</th><th class=\"bottomBorder\" style=\"text-align:left\">error</th><th class=\"bottomBorder\" style=\"text-align:left\">unit</th></tr></thead><tbody><tr><td style=\"vertical-align:top\">[1,1]</td><td style=\"vertical-align:top\">209712.172221</td><td style=\"vertical-align:top\">6204.765083</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">[1,2]</td><td style=\"vertical-align:top\">217745.267345</td><td style=\"vertical-align:top\">567.128662</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">[2,1]</td><td style=\"vertical-align:top\">103881.763059</td><td style=\"vertical-align:top\">845.091655</td><td style=\"vertical-align:top\">ops/ms</td></tr><tr><td style=\"vertical-align:top\">[2,2]</td><td style=\"vertical-align:top\">103368.085738</td><td style=\"vertical-align:top\">1124.203555</td><td style=\"vertical-align:top\">ops/ms</td></tr></tbody></table>\n", " </body>\n", " <script>\n", " document.getElementById(\"static_df_-536870903\").style.display = \"none\";\n", " </script>\n", " </html>" ],
"application/kotlindataframe+json" : "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"name\",\"score\",\"error\",\"unit\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"}],\"nrow\":4,\"ncol\":4},\"kotlin_dataframe\":[{\"name\":\"[1,1]\",\"score\":209712.17222125144,\"error\":6204.7650826986865,\"unit\":\"ops/ms\"},{\"name\":\"[1,2]\",\"score\":217745.26734478574,\"error\":567.1286622763312,\"unit\":\"ops/ms\"},{\"name\":\"[2,1]\",\"score\":103881.76305918726,\"error\":845.091654613496,\"unit\":\"ops/ms\"},{\"name\":\"[2,2]\",\"score\":103368.08573800913,\"error\":1124.2035547028786,\"unit\":\"ops/ms\"}]}"
},
"execution_count" : 6,
"metadata" : { },
"output_type" : "execute_result"
} ],
"execution_count" : 6
}, {
"metadata" : {
"ExecuteTime" : {
"end_time" : "2025-09-24T15:40:00.284031Z",
"start_time" : "2025-09-24T15:39:59.889318Z"
}
},
"cell_type" : "code",
"source" : [ "// Add calculated columns so we can easier plot them in Kandy\n", "val mathBenchmarkWithErrorRange = mathBenchmark\n", " .add(\"errorMax\") { it.score + it.error }\n", " .add(\"errorMin\") { it.score - it.error }\n", "mathBenchmarkWithErrorRange" ],
"id" : "e3d45b12bec3f96a",
"outputs" : [ {
"data" : {
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var(--bold-border-color);\n", "}\n", "\n", "table.dataframe tbody &gt; tr:nth-child(odd) {\n", " background: var(--background-odd);\n", "}\n", "\n", "table.dataframe tbody &gt; tr:nth-child(even) {\n", " background: var(--background);\n", "}\n", "\n", "table.dataframe tbody &gt; tr:hover {\n", " background: var(--background-hover);\n", "}\n", "\n", "table.dataframe a {\n", " cursor: pointer;\n", " color: var(--link-color);\n", " text-decoration: none;\n", "}\n", "\n", "table.dataframe tr:hover &gt; td a {\n", " color: var(--link-color-pale);\n", "}\n", "\n", "table.dataframe a:hover {\n", " color: var(--link-hover);\n", " text-decoration: underline;\n", "}\n", "\n", "table.dataframe img {\n", " max-width: fit-content;\n", "}\n", "\n", "table.dataframe th.complex {\n", " background-color: var(--background);\n", " border: 1px solid var(--background);\n", "}\n", "\n", "table.dataframe .leftBorder {\n", " border-left-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightBorder {\n", " border-right-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightAlign {\n", " text-align: right;\n", "}\n", "\n", "table.dataframe .expanderSvg {\n", " width: 8px;\n", " height: 8px;\n", " margin-right: 3px;\n", "}\n", "\n", "table.dataframe .expander {\n", " display: flex;\n", " align-items: center;\n", "}\n", "\n", "&sol;* formatting *&sol;\n", "\n", "table.dataframe .null {\n", " color: var(--text-color-pale);\n", "}\n", "\n", "table.dataframe .structural {\n", " color: var(--text-color-medium);\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .dataFrameCaption {\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .numbers {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe td:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe tr:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "\n", ":root {\n", " --scroll-bg: #f5f5f5;\n", " --scroll-fg: #b3b3b3;\n", "}\n", ":root[theme=&quot;dark&quot;], :root [data-jp-theme-light=&quot;false&quot;]{\n", " --scroll-bg: #3c3c3c;\n", " --scroll-fg: #97e1fb;\n", "}\n", "body {\n", " scrollbar-color: var(--scroll-fg) var(--scroll-bg);\n", "}\n", "body::-webkit-scrollbar {\n", " width: 10px; &sol;* Mostly for vertical scrollbars *&sol;\n", " height: 10px; &sol;* Mostly for horizontal scrollbars *&sol;\n", "}\n", "body::-webkit-scrollbar-thumb {\n", " background-color: var(--scroll-fg);\n", "}\n", "body::-webkit-scrollbar-track {\n", " background-color: var(--scroll-bg);\n", "}\n", " &lt;&sol;style&gt;\n", " &lt;&sol;head&gt;\n", " &lt;body&gt;\n", " &lt;table class=&quot;dataframe&quot; id=&quot;df_-536870900&quot;&gt;&lt;&sol;table&gt;\n", "\n", "&lt;p class=&quot;dataframe_description&quot;&gt;DataFrame: rowsCount = 4, columnsCount = 6&lt;&sol;p&gt;\n", "\n", " &lt;&sol;body&gt;\n", " &lt;script&gt;\n", " (function () {\n", " window.DataFrame = window.DataFrame || new (function () {\n", " this.addTable = function (df) {\n", " let cols = df.cols;\n", " for (let i = 0; i &lt; cols.length; i++) {\n", " for (let c of cols[i].children) {\n", " cols[c].parent = i;\n", " }\n", " }\n", " df.nrow = 0\n", " for (let i = 0; i &lt; df.cols.length; i++) {\n", " if (df.cols[i].values.length &gt; df.nrow) df.nrow = df.cols[i].values.length\n", " }\n", " if (df.id === df.rootId) {\n", " df.expandedFrames = new Set()\n", " df.childFrames = {}\n", " const table = this.getTableElement(df.id)\n", " table.df = df\n", " for (let i = 0; i &lt; df.cols.length; i++) {\n", " let col = df.cols[i]\n", " if (col.parent === undefined &amp;&amp; col.children.length &gt; 0) col.expanded = true\n", " }\n", " } else {\n", " const rootDf = this.getTableData(df.rootId)\n", " rootDf.childFrames[df.id] = df\n", " }\n", " }\n", "\n", " this.computeRenderData = function (df) {\n", " let result = []\n", " let pos = 0\n", " for (let col = 0; col &lt; df.cols.length; col++) {\n", " if (df.cols[col].parent === undefined)\n", " pos += this.computeRenderDataRec(df.cols, col, pos, 0, result, false, false)\n", " }\n", " for (let i = 0; i &lt; result.length; i++) {\n", " let row = result[i]\n", " for (let j = 0; j &lt; row.length; j++) {\n", " let cell = row[j]\n", " if (j === 0)\n", " cell.leftBd = false\n", " if (j &lt; row.length - 1) {\n", " let nextData = row[j + 1]\n", " if (nextData.leftBd) cell.rightBd = true\n", " else if (cell.rightBd) nextData.leftBd = true\n", " } else cell.rightBd = false\n", " }\n", " }\n", " return result\n", " }\n", "\n", " this.computeRenderDataRec = function (cols, colId, pos, depth, result, leftBorder, rightBorder) {\n", " if (result.length === depth) {\n", " const array = [];\n", " if (pos &gt; 0) {\n", " let j = 0\n", " for (let i = 0; j &lt; pos; i++) {\n", " let c = result[depth - 1][i]\n", " j += c.span\n", " let copy = Object.assign({empty: true}, c)\n", " array.push(copy)\n", " }\n", " }\n", " result.push(array)\n", " }\n", " const col = cols[colId];\n", " let size = 0;\n", " if (col.expanded) {\n", " let childPos = pos\n", " for (let i = 0; i &lt; col.children.length; i++) {\n", " let child = col.children[i]\n", " let childLeft = i === 0 &amp;&amp; (col.children.length &gt; 1 || leftBorder)\n", " let childRight = i === col.children.length - 1 &amp;&amp; (col.children.length &gt; 1 || rightBorder)\n", " let childSize = this.computeRenderDataRec(cols, child, childPos, depth + 1, result, childLeft, childRight)\n", " childPos += childSize\n", " size += childSize\n", " }\n", " } else {\n", " for (let i = depth + 1; i &lt; result.length; i++)\n", " result[i].push({id: colId, span: 1, leftBd: leftBorder, rightBd: rightBorder, empty: true})\n", " size = 1\n", " }\n", " let left = leftBorder\n", " let right = rightBorder\n", " if (size &gt; 1) {\n", " left = true\n", " right = true\n", " }\n", " result[depth].push({id: colId, span: size, leftBd: left, rightBd: right})\n", " return size\n", " }\n", "\n", " this.getTableElement = function (id) {\n", " return document.getElementById(&quot;df_&quot; + id)\n", " }\n", "\n", " this.getTableData = function (id) {\n", " return this.getTableElement(id).df\n", " }\n", "\n", " this.createExpander = function (isExpanded) {\n", " const svgNs = &quot;http:&sol;&sol;www.w3.org&sol;2000&sol;svg&quot;\n", " let svg = document.createElementNS(svgNs, &quot;svg&quot;)\n", " svg.classList.add(&quot;expanderSvg&quot;)\n", " let path = document.createElementNS(svgNs, &quot;path&quot;)\n", " if (isExpanded) {\n", " svg.setAttribute(&quot;viewBox&quot;, &quot;0 -2 8 8&quot;)\n", " path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 4 4 4 -4 -1 -1 -3 3Z&quot;)\n", " } else {\n", " svg.setAttribute(&quot;viewBox&quot;, &quot;-2 0 8 8&quot;)\n", " path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 3 3 -3 3 1 1 4 -4Z&quot;)\n", " }\n", " path.setAttribute(&quot;fill&quot;, &quot;currentColor&quot;)\n", " svg.appendChild(path)\n", " return svg\n", " }\n", "\n", " this.renderTable = function (id) {\n", "\n", " let table = this.getTableElement(id)\n", "\n", " if (table === null) return\n", "\n", " table.innerHTML = &quot;&quot;\n", "\n", " let df = table.df\n", " let rootDf = df.rootId === df.id ? df : this.getTableData(df.rootId)\n", "\n", " &sol;&sol; header\n", " let header = document.createElement(&quot;thead&quot;)\n", " table.appendChild(header)\n", "\n", " let renderData = this.computeRenderData(df)\n", " for (let j = 0; j &lt; renderData.length; j++) {\n", " let rowData = renderData[j]\n", " let tr = document.createElement(&quot;tr&quot;);\n", " let isLastRow = j === renderData.length - 1\n", " header.appendChild(tr);\n", " for (let i = 0; i &lt; rowData.length; i++) {\n", " let cell = rowData[i]\n", " let th = document.createElement(&quot;th&quot;);\n", " th.setAttribute(&quot;colspan&quot;, cell.span)\n", " let colId = cell.id\n", " let col = df.cols[colId];\n", " if (!cell.empty) {\n", " if (col.children.length === 0) {\n", " th.innerHTML = col.name\n", " } else {\n", " let link = document.createElement(&quot;a&quot;)\n", " link.className = &quot;expander&quot;\n", " let that = this\n", " link.onclick = function () {\n", " col.expanded = !col.expanded\n", " that.renderTable(id)\n", " }\n", " link.appendChild(this.createExpander(col.expanded))\n", " link.innerHTML += col.name\n", " th.appendChild(link)\n", " }\n", " }\n", " let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n", " if (col.rightAlign)\n", " classes += &quot; rightAlign&quot;\n", " if (isLastRow)\n", " classes += &quot; bottomBorder&quot;\n", " if (classes.length &gt; 0)\n", " th.setAttribute(&quot;class&quot;, classes)\n", " tr.appendChild(th)\n", " }\n", " }\n", "\n", " &sol;&sol; body\n", " let body = document.createElement(&quot;tbody&quot;)\n", " table.appendChild(body)\n", "\n", " let columns = renderData.pop()\n", " for (let row = 0; row &lt; df.nrow; row++) {\n", " let tr = document.createElement(&quot;tr&quot;);\n", " body.appendChild(tr)\n", " for (let i = 0; i &lt; columns.length; i++) {\n", " let cell = columns[i]\n", " let td = document.createElement(&quot;td&quot;);\n", " let colId = cell.id\n", " let col = df.cols[colId]\n", " let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n", " if (col.rightAlign)\n", " classes += &quot; rightAlign&quot;\n", " if (classes.length &gt; 0)\n", " td.setAttribute(&quot;class&quot;, classes)\n", " tr.appendChild(td)\n", " let value = col.values[row]\n", " if (value.frameId !== undefined) {\n", " let frameId = value.frameId\n", " let expanded = rootDf.expandedFrames.has(frameId)\n", " let link = document.createElement(&quot;a&quot;)\n", " link.className = &quot;expander&quot;\n", " let that = this\n", " link.onclick = function () {\n", " if (rootDf.expandedFrames.has(frameId))\n", " rootDf.expandedFrames.delete(frameId)\n", " else rootDf.expandedFrames.add(frameId)\n", " that.renderTable(id)\n", " }\n", " link.appendChild(this.createExpander(expanded))\n", " link.innerHTML += value.value\n", " if (expanded) {\n", " td.appendChild(link)\n", " td.appendChild(document.createElement(&quot;p&quot;))\n", " const childTable = document.createElement(&quot;table&quot;)\n", " childTable.className = &quot;dataframe&quot;\n", " childTable.id = &quot;df_&quot; + frameId\n", " let childDf = rootDf.childFrames[frameId]\n", " childTable.df = childDf\n", " td.appendChild(childTable)\n", " this.renderTable(frameId)\n", " if (childDf.nrow !== childDf.totalRows) {\n", " const footer = document.createElement(&quot;p&quot;)\n", " footer.innerText = `... showing only top ${childDf.nrow} of ${childDf.totalRows} rows`\n", " td.appendChild(footer)\n", " }\n", " } else {\n", " td.appendChild(link)\n", " }\n", " } else if (value.style !== undefined) {\n", " td.innerHTML = value.value\n", " td.setAttribute(&quot;style&quot;, value.style)\n", " } else td.innerHTML = value\n", " this.nodeScriptReplace(td)\n", " }\n", " }\n", " }\n", "\n", " this.nodeScriptReplace = function (node) {\n", " if (this.nodeScriptIs(node) === true) {\n", " node.parentNode.replaceChild(this.nodeScriptClone(node), node);\n", " } else {\n", " let i = -1, children = node.childNodes;\n", " while (++i &lt; children.length) {\n", " this.nodeScriptReplace(children[i]);\n", " }\n", " }\n", "\n", " return node;\n", " }\n", "\n", " this.nodeScriptClone = function (node) {\n", " let script = document.createElement(&quot;script&quot;);\n", " script.text = node.innerHTML;\n", "\n", " let i = -1, attrs = node.attributes, attr;\n", " while (++i &lt; attrs.length) {\n", " script.setAttribute((attr = attrs[i]).name, attr.value);\n", " }\n", " return script;\n", " }\n", "\n", " this.nodeScriptIs = function (node) {\n", " return node.tagName === 'SCRIPT';\n", " }\n", " })()\n", "\n", " window.call_DataFrame = function (f) {\n", " return f();\n", " };\n", "\n", " let funQueue = window[&quot;kotlinQueues&quot;] &amp;&amp; window[&quot;kotlinQueues&quot;][&quot;DataFrame&quot;];\n", " if (funQueue) {\n", " funQueue.forEach(function (f) {\n", " f();\n", " });\n", " funQueue = [];\n", " }\n", "})()\n", "\n", "&sol;*&lt;!--*&sol;\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: &quot;&lt;span title=&bsol;&quot;name: String&bsol;&quot;&gt;name&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;{&bsol;n &amp;#34;data&amp;#34;: {&bsol;n &amp;#34;application&sol;json&amp;#34;: [&bsol;n 1,&bsol;n 1&bsol;n ],&bsol;n &amp;#34;text&sol;plain&amp;#34;: &amp;#34;[&amp;#92;n 1,&amp;#92;n 1&amp;#92;n]&amp;#34;,&bsol;n &amp;#34;text&sol;markdown&amp;#34;: &amp;#34;```json&amp;#92;n[&amp;#92;n 1,&amp;#92;n 1&amp;#92;n]&amp;#92;n```&amp;#34;&bsol;n },&bsol;n &amp;#34;metadata&amp;#34;: {&bsol;n &amp;#34;application&sol;json&amp;#34;: {&bsol;n &amp;#34;expanded&amp;#34;: true&bsol;n }&bsol;n }&bsol;n}&bsol;&quot;&gt;{&bsol;n &amp;#34;data&amp;#34;: {&bsol;n &amp;#34;application&sol;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;{&bsol;n &amp;#34;data&amp;#34;: {&bsol;n &amp;#34;application&sol;json&amp;#34;: [&bsol;n 1,&bsol;n 2&bsol;n ],&bsol;n &amp;#34;text&sol;plain&amp;#34;: &amp;#34;[&amp;#92;n 1,&amp;#92;n 2&amp;#92;n]&amp;#34;,&bsol;n &amp;#34;text&sol;markdown&amp;#34;: &amp;#34;```json&amp;#92;n[&amp;#92;n 1,&amp;#92;n 2&amp;#92;n]&amp;#92;n```&amp;#34;&bsol;n },&bsol;n &amp;#34;metadata&amp;#34;: {&bsol;n &amp;#34;application&sol;json&amp;#34;: {&bsol;n &amp;#34;expanded&amp;#34;: true&bsol;n }&bsol;n }&bsol;n}&bsol;&quot;&gt;{&bsol;n &amp;#34;data&amp;#34;: {&bsol;n &amp;#34;application&sol;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;{&bsol;n &amp;#34;data&amp;#34;: {&bsol;n &amp;#34;application&sol;json&amp;#34;: [&bsol;n 2,&bsol;n 1&bsol;n ],&bsol;n &amp;#34;text&sol;plain&amp;#34;: &amp;#34;[&amp;#92;n 2,&amp;#92;n 1&amp;#92;n]&amp;#34;,&bsol;n &amp;#34;text&sol;markdown&amp;#34;: &amp;#34;```json&amp;#92;n[&amp;#92;n 2,&amp;#92;n 1&amp;#92;n]&amp;#92;n```&amp;#34;&bsol;n },&bsol;n &amp;#34;metadata&amp;#34;: {&bsol;n &amp;#34;application&sol;json&amp;#34;: {&bsol;n &amp;#34;expanded&amp;#34;: true&bsol;n }&bsol;n }&bsol;n}&bsol;&quot;&gt;{&bsol;n &amp;#34;data&amp;#34;: {&bsol;n &amp;#34;application&sol;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;{&bsol;n &amp;#34;data&amp;#34;: {&bsol;n &amp;#34;application&sol;json&amp;#34;: [&bsol;n 2,&bsol;n 2&bsol;n ],&bsol;n &amp;#34;text&sol;plain&amp;#34;: &amp;#34;[&amp;#92;n 2,&amp;#92;n 2&amp;#92;n]&amp;#34;,&bsol;n &amp;#34;text&sol;markdown&amp;#34;: &amp;#34;```json&amp;#92;n[&amp;#92;n 2,&amp;#92;n 2&amp;#92;n]&amp;#92;n```&amp;#34;&bsol;n },&bsol;n &amp;#34;metadata&amp;#34;: {&bsol;n &amp;#34;application&sol;json&amp;#34;: {&bsol;n &amp;#34;expanded&amp;#34;: true&bsol;n }&bsol;n }&bsol;n}&bsol;&quot;&gt;{&bsol;n &amp;#34;data&amp;#34;: {&bsol;n &amp;#34;application&sol;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n", "{ name: &quot;&lt;span title=&bsol;&quot;score: Double&bsol;&quot;&gt;score&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;209712.172221&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;217745.267345&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;103881.763059&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;103368.085738&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n", "{ name: &quot;&lt;span title=&bsol;&quot;error: Double&bsol;&quot;&gt;error&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;6204.765083&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;567.128662&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;845.091655&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1124.203555&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n", "{ name: &quot;&lt;span title=&bsol;&quot;unit: String&bsol;&quot;&gt;unit&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;ops&sol;ms&quot;,&quot;ops&sol;ms&quot;,&quot;ops&sol;ms&quot;,&quot;ops&sol;ms&quot;] }, \n", "{ name: &quot;&lt;span title=&bsol;&quot;errorMax: Double&bsol;&quot;&gt;errorMax&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;215916.937304&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;218312.396007&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;104726.854714&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;104492.289293&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n", "{ name: &quot;&lt;span title=&bsol;&quot;errorMin: Double&bsol;&quot;&gt;errorMin&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;203507.407139&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;217178.138683&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;103036.671405&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;102243.882183&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n", "], id: -536870900, rootId: -536870900, totalRows: 4 } ) });\n", "&sol;*--&gt;*&sol;\n", "\n", "call_DataFrame(function() { DataFrame.renderTable(-536870900) });\n", "\n", "\n", " &lt;&sol;script&gt;\n", " &lt;&sol;html&gt;\"></iframe>\n", " <script>\n", " function o_resize_iframe_out_7() {\n", " let elem = 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border-left-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightBorder {\n", " border-right-color: var(--inner-border-color);\n", "}\n", "\n", "table.dataframe .rightAlign {\n", " text-align: right;\n", "}\n", "\n", "table.dataframe .expanderSvg {\n", " width: 8px;\n", " height: 8px;\n", " margin-right: 3px;\n", "}\n", "\n", "table.dataframe .expander {\n", " display: flex;\n", " align-items: center;\n", "}\n", "\n", "/* formatting */\n", "\n", "table.dataframe .null {\n", " color: var(--text-color-pale);\n", "}\n", "\n", "table.dataframe .structural {\n", " color: var(--text-color-medium);\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .dataFrameCaption {\n", " font-weight: bold;\n", "}\n", "\n", "table.dataframe .numbers {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe td:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "table.dataframe tr:hover .formatted .structural, .null {\n", " color: var(--text-color-dark);\n", "}\n", "\n", "\n", " </style>\n", " </head>\n", " <body>\n", " <table class=\"dataframe\" id=\"static_df_-536870899\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">name</th><th class=\"bottomBorder\" style=\"text-align:left\">score</th><th class=\"bottomBorder\" style=\"text-align:left\">error</th><th class=\"bottomBorder\" style=\"text-align:left\">unit</th><th class=\"bottomBorder\" style=\"text-align:left\">errorMax</th><th class=\"bottomBorder\" style=\"text-align:left\">errorMin</th></tr></thead><tbody><tr><td style=\"vertical-align:top\">[1,1]</td><td style=\"vertical-align:top\">209712.172221</td><td style=\"vertical-align:top\">6204.765083</td><td style=\"vertical-align:top\">ops/ms</td><td style=\"vertical-align:top\">215916.937304</td><td style=\"vertical-align:top\">203507.407139</td></tr><tr><td style=\"vertical-align:top\">[1,2]</td><td style=\"vertical-align:top\">217745.267345</td><td style=\"vertical-align:top\">567.128662</td><td style=\"vertical-align:top\">ops/ms</td><td style=\"vertical-align:top\">218312.396007</td><td style=\"vertical-align:top\">217178.138683</td></tr><tr><td style=\"vertical-align:top\">[2,1]</td><td style=\"vertical-align:top\">103881.763059</td><td style=\"vertical-align:top\">845.091655</td><td style=\"vertical-align:top\">ops/ms</td><td style=\"vertical-align:top\">104726.854714</td><td style=\"vertical-align:top\">103036.671405</td></tr><tr><td style=\"vertical-align:top\">[2,2]</td><td style=\"vertical-align:top\">103368.085738</td><td style=\"vertical-align:top\">1124.203555</td><td style=\"vertical-align:top\">ops/ms</td><td style=\"vertical-align:top\">104492.289293</td><td style=\"vertical-align:top\">102243.882183</td></tr></tbody></table>\n", " </body>\n", " <script>\n", " document.getElementById(\"static_df_-536870899\").style.display = \"none\";\n", " </script>\n", " </html>" ],
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},
"execution_count" : 7,
"metadata" : { },
"output_type" : "execute_result"
} ],
"execution_count" : 7
}, {
"metadata" : {
"ExecuteTime" : {
"end_time" : "2025-09-24T15:40:00.550802Z",
"start_time" : "2025-09-24T15:40:00.344226Z"
}
},
"cell_type" : "code",
"source" : [ "// Plot the same test with its different @Params\n", "mathBenchmarkWithErrorRange.plot {\n", " bars {\n", " x(name)\n", " y(score)\n", " }\n", " errorBars {\n", " x(name)\n", " y(score)\n", " yMin(errorMin)\n", " yMax(errorMax)\n", " }\n", "}" ],
"id" : "c263a596b0f96021",
"outputs" : [ {
"data" : {
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