From 21e35eeb4e106835cc059205315d94ad0201a921 Mon Sep 17 00:00:00 2001
From: Andrew Lamb <andrew@nerdnetworks.org>
Date: Wed, 18 Sep 2024 11:32:05 -0400
Subject: [PATCH] Improve flamegraph profiling instructions (#12521)

* Improve flamegraph profiling instructions

* Update docs/source/library-user-guide/profiling.md

Co-authored-by: kamille <3144148605@qq.com>

---------

Co-authored-by: kamille <3144148605@qq.com>
---
 docs/source/_static/images/flamegraph.svg   | 491 ++++++++++++++++++++
 docs/source/library-user-guide/profiling.md |  42 +-
 2 files changed, 517 insertions(+), 16 deletions(-)
 create mode 100644 docs/source/_static/images/flamegraph.svg

diff --git a/docs/source/_static/images/flamegraph.svg b/docs/source/_static/images/flamegraph.svg
new file mode 100644
index 000000000000..951cbb1ff366
--- /dev/null
+++ b/docs/source/_static/images/flamegraph.svg
@@ -0,0 +1,491 @@
+<?xml version="1.0" standalone="no"?><!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg version="1.1" width="1200" height="694" onload="init(evt)" viewBox="0 0 1200 694" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:fg="http://github.com/jonhoo/inferno"><!--Flame graph stack visualization. See https://github.com/brendangregg/FlameGraph for latest version, and http://www.brendangregg.com/flamegraphs.html for examples.--><!--NOTES: --><defs><linearGradient id="background" y1="0" y2="1" x1="0" x2="0"><stop stop-color="#eeeeee" offset="5%"/><stop stop-color="#eeeeb0" offset="95%"/></linearGradient></defs><style type="text/css">
+text { font-family:monospace; font-size:12px }
+#title { text-anchor:middle; font-size:17px; }
+#matched { text-anchor:end; }
+#search { text-anchor:end; opacity:0.1; cursor:pointer; }
+#search:hover, #search.show { opacity:1; }
+#subtitle { text-anchor:middle; font-color:rgb(160,160,160); }
+#unzoom { cursor:pointer; }
+#frames > *:hover { stroke:black; stroke-width:0.5; cursor:pointer; }
+.hide { display:none; }
+.parent { opacity:0.5; }
+</style><script type="text/ecmascript"><![CDATA[
+        var nametype = 'Function:';
+        var fontsize = 12;
+        var fontwidth = 0.59;
+        var xpad = 10;
+        var inverted = false;
+        var searchcolor = 'rgb(230,0,230)';
+        var fluiddrawing = true;
+        var truncate_text_right = false;
+    ]]><![CDATA["use strict";
+var details, searchbtn, unzoombtn, matchedtxt, svg, searching, frames, known_font_width;
+function init(evt) {
+    details = document.getElementById("details").firstChild;
+    searchbtn = document.getElementById("search");
+    unzoombtn = document.getElementById("unzoom");
+    matchedtxt = document.getElementById("matched");
+    svg = document.getElementsByTagName("svg")[0];
+    frames = document.getElementById("frames");
+    known_font_width = get_monospace_width(frames);
+    total_samples = parseInt(frames.attributes.total_samples.value);
+    searching = 0;
+
+    // Use GET parameters to restore a flamegraph's state.
+    var restore_state = function() {
+        var params = get_params();
+        if (params.x && params.y)
+            zoom(find_group(document.querySelector('[*|x="' + params.x + '"][y="' + params.y + '"]')));
+        if (params.s)
+            search(params.s);
+    };
+
+    if (fluiddrawing) {
+        // Make width dynamic so the SVG fits its parent's width.
+        svg.removeAttribute("width");
+        // Edge requires us to have a viewBox that gets updated with size changes.
+        var isEdge = /Edge\/\d./i.test(navigator.userAgent);
+        if (!isEdge) {
+            svg.removeAttribute("viewBox");
+        }
+        var update_for_width_change = function() {
+            if (isEdge) {
+                svg.attributes.viewBox.value = "0 0 " + svg.width.baseVal.value + " " + svg.height.baseVal.value;
+            }
+
+            // Keep consistent padding on left and right of frames container.
+            frames.attributes.width.value = svg.width.baseVal.value - xpad * 2;
+
+            // Text truncation needs to be adjusted for the current width.
+            update_text_for_elements(frames.children);
+
+            // Keep search elements at a fixed distance from right edge.
+            var svgWidth = svg.width.baseVal.value;
+            searchbtn.attributes.x.value = svgWidth - xpad;
+            matchedtxt.attributes.x.value = svgWidth - xpad;
+        };
+        window.addEventListener('resize', function() {
+            update_for_width_change();
+        });
+        // This needs to be done asynchronously for Safari to work.
+        setTimeout(function() {
+            unzoom();
+            update_for_width_change();
+            restore_state();
+        }, 0);
+    } else {
+        restore_state();
+    }
+}
+// event listeners
+window.addEventListener("click", function(e) {
+    var target = find_group(e.target);
+    if (target) {
+        if (target.nodeName == "a") {
+            if (e.ctrlKey === false) return;
+            e.preventDefault();
+        }
+        if (target.classList.contains("parent")) unzoom();
+        zoom(target);
+
+        // set parameters for zoom state
+        var el = target.querySelector("rect");
+        if (el && el.attributes && el.attributes.y && el.attributes["fg:x"]) {
+            var params = get_params()
+            params.x = el.attributes["fg:x"].value;
+            params.y = el.attributes.y.value;
+            history.replaceState(null, null, parse_params(params));
+        }
+    }
+    else if (e.target.id == "unzoom") {
+        unzoom();
+
+        // remove zoom state
+        var params = get_params();
+        if (params.x) delete params.x;
+        if (params.y) delete params.y;
+        history.replaceState(null, null, parse_params(params));
+    }
+    else if (e.target.id == "search") search_prompt();
+}, false)
+// mouse-over for info
+// show
+window.addEventListener("mouseover", function(e) {
+    var target = find_group(e.target);
+    if (target) details.nodeValue = nametype + " " + g_to_text(target);
+}, false)
+// clear
+window.addEventListener("mouseout", function(e) {
+    var target = find_group(e.target);
+    if (target) details.nodeValue = ' ';
+}, false)
+// ctrl-F for search
+window.addEventListener("keydown",function (e) {
+    if (e.keyCode === 114 || (e.ctrlKey && e.keyCode === 70)) {
+        e.preventDefault();
+        search_prompt();
+    }
+}, false)
+// functions
+function get_params() {
+    var params = {};
+    var paramsarr = window.location.search.substr(1).split('&');
+    for (var i = 0; i < paramsarr.length; ++i) {
+        var tmp = paramsarr[i].split("=");
+        if (!tmp[0] || !tmp[1]) continue;
+        params[tmp[0]]  = decodeURIComponent(tmp[1]);
+    }
+    return params;
+}
+function parse_params(params) {
+    var uri = "?";
+    for (var key in params) {
+        uri += key + '=' + encodeURIComponent(params[key]) + '&';
+    }
+    if (uri.slice(-1) == "&")
+        uri = uri.substring(0, uri.length - 1);
+    if (uri == '?')
+        uri = window.location.href.split('?')[0];
+    return uri;
+}
+function find_child(node, selector) {
+    var children = node.querySelectorAll(selector);
+    if (children.length) return children[0];
+    return;
+}
+function find_group(node) {
+    var parent = node.parentElement;
+    if (!parent) return;
+    if (parent.id == "frames") return node;
+    return find_group(parent);
+}
+function orig_save(e, attr, val) {
+    if (e.attributes["fg:orig_" + attr] != undefined) return;
+    if (e.attributes[attr] == undefined) return;
+    if (val == undefined) val = e.attributes[attr].value;
+    e.setAttribute("fg:orig_" + attr, val);
+}
+function orig_load(e, attr) {
+    if (e.attributes["fg:orig_"+attr] == undefined) return;
+    e.attributes[attr].value = e.attributes["fg:orig_" + attr].value;
+    e.removeAttribute("fg:orig_" + attr);
+}
+function g_to_text(e) {
+    var text = find_child(e, "title").firstChild.nodeValue;
+    return (text)
+}
+function g_to_func(e) {
+    var func = g_to_text(e);
+    // if there's any manipulation we want to do to the function
+    // name before it's searched, do it here before returning.
+    return (func);
+}
+function get_monospace_width(frames) {
+    // Given the id="frames" element, return the width of text characters if
+    // this is a monospace font, otherwise return 0.
+    text = find_child(frames.children[0], "text");
+    originalContent = text.textContent;
+    text.textContent = "!";
+    bangWidth = text.getComputedTextLength();
+    text.textContent = "W";
+    wWidth = text.getComputedTextLength();
+    text.textContent = originalContent;
+    if (bangWidth === wWidth) {
+        return bangWidth;
+    } else {
+        return 0;
+    }
+}
+function update_text_for_elements(elements) {
+    // In order to render quickly in the browser, you want to do one pass of
+    // reading attributes, and one pass of mutating attributes. See
+    // https://web.dev/avoid-large-complex-layouts-and-layout-thrashing/ for details.
+
+    // Fall back to inefficient calculation, if we're variable-width font.
+    // TODO This should be optimized somehow too.
+    if (known_font_width === 0) {
+        for (var i = 0; i < elements.length; i++) {
+            update_text(elements[i]);
+        }
+        return;
+    }
+
+    var textElemNewAttributes = [];
+    for (var i = 0; i < elements.length; i++) {
+        var e = elements[i];
+        var r = find_child(e, "rect");
+        var t = find_child(e, "text");
+        var w = parseFloat(r.attributes.width.value) * frames.attributes.width.value / 100 - 3;
+        var txt = find_child(e, "title").textContent.replace(/\([^(]*\)$/,"");
+        var newX = format_percent((parseFloat(r.attributes.x.value) + (100 * 3 / frames.attributes.width.value)));
+
+        // Smaller than this size won't fit anything
+        if (w < 2 * known_font_width) {
+            textElemNewAttributes.push([newX, ""]);
+            continue;
+        }
+
+        // Fit in full text width
+        if (txt.length * known_font_width < w) {
+            textElemNewAttributes.push([newX, txt]);
+            continue;
+        }
+
+        var substringLength = Math.floor(w / known_font_width) - 2;
+        if (truncate_text_right) {
+            // Truncate the right side of the text.
+            textElemNewAttributes.push([newX, txt.substring(0, substringLength) + ".."]);
+            continue;
+        } else {
+            // Truncate the left side of the text.
+            textElemNewAttributes.push([newX, ".." + txt.substring(txt.length - substringLength, txt.length)]);
+            continue;
+        }
+    }
+
+    console.assert(textElemNewAttributes.length === elements.length, "Resize failed, please file a bug at https://github.com/jonhoo/inferno/");
+
+    // Now that we know new textContent, set it all in one go so we don't refresh a bazillion times.
+    for (var i = 0; i < elements.length; i++) {
+        var e = elements[i];
+        var values = textElemNewAttributes[i];
+        var t = find_child(e, "text");
+        t.attributes.x.value = values[0];
+        t.textContent = values[1];
+    }
+}
+
+function update_text(e) {
+    var r = find_child(e, "rect");
+    var t = find_child(e, "text");
+    var w = parseFloat(r.attributes.width.value) * frames.attributes.width.value / 100 - 3;
+    var txt = find_child(e, "title").textContent.replace(/\([^(]*\)$/,"");
+    t.attributes.x.value = format_percent((parseFloat(r.attributes.x.value) + (100 * 3 / frames.attributes.width.value)));
+
+    // Smaller than this size won't fit anything
+    if (w < 2 * fontsize * fontwidth) {
+        t.textContent = "";
+        return;
+    }
+    t.textContent = txt;
+    // Fit in full text width
+    if (t.getComputedTextLength() < w)
+        return;
+    if (truncate_text_right) {
+        // Truncate the right side of the text.
+        for (var x = txt.length - 2; x > 0; x--) {
+            if (t.getSubStringLength(0, x + 2) <= w) {
+                t.textContent = txt.substring(0, x) + "..";
+                return;
+            }
+        }
+    } else {
+        // Truncate the left side of the text.
+        for (var x = 2; x < txt.length; x++) {
+            if (t.getSubStringLength(x - 2, txt.length) <= w) {
+                t.textContent = ".." + txt.substring(x, txt.length);
+                return;
+            }
+        }
+    }
+    t.textContent = "";
+}
+// zoom
+function zoom_reset(e) {
+    if (e.tagName == "rect") {
+        e.attributes.x.value = format_percent(100 * parseInt(e.attributes["fg:x"].value) / total_samples);
+        e.attributes.width.value = format_percent(100 * parseInt(e.attributes["fg:w"].value) / total_samples);
+    }
+    if (e.childNodes == undefined) return;
+    for(var i = 0, c = e.childNodes; i < c.length; i++) {
+        zoom_reset(c[i]);
+    }
+}
+function zoom_child(e, x, zoomed_width_samples) {
+    if (e.tagName == "text") {
+        var parent_x = parseFloat(find_child(e.parentNode, "rect[x]").attributes.x.value);
+        e.attributes.x.value = format_percent(parent_x + (100 * 3 / frames.attributes.width.value));
+    } else if (e.tagName == "rect") {
+        e.attributes.x.value = format_percent(100 * (parseInt(e.attributes["fg:x"].value) - x) / zoomed_width_samples);
+        e.attributes.width.value = format_percent(100 * parseInt(e.attributes["fg:w"].value) / zoomed_width_samples);
+    }
+    if (e.childNodes == undefined) return;
+    for(var i = 0, c = e.childNodes; i < c.length; i++) {
+        zoom_child(c[i], x, zoomed_width_samples);
+    }
+}
+function zoom_parent(e) {
+    if (e.attributes) {
+        if (e.attributes.x != undefined) {
+            e.attributes.x.value = "0.0%";
+        }
+        if (e.attributes.width != undefined) {
+            e.attributes.width.value = "100.0%";
+        }
+    }
+    if (e.childNodes == undefined) return;
+    for(var i = 0, c = e.childNodes; i < c.length; i++) {
+        zoom_parent(c[i]);
+    }
+}
+function zoom(node) {
+    var attr = find_child(node, "rect").attributes;
+    var width = parseInt(attr["fg:w"].value);
+    var xmin = parseInt(attr["fg:x"].value);
+    var xmax = xmin + width;
+    var ymin = parseFloat(attr.y.value);
+    unzoombtn.classList.remove("hide");
+    var el = frames.children;
+    var to_update_text = [];
+    for (var i = 0; i < el.length; i++) {
+        var e = el[i];
+        var a = find_child(e, "rect").attributes;
+        var ex = parseInt(a["fg:x"].value);
+        var ew = parseInt(a["fg:w"].value);
+        // Is it an ancestor
+        if (!inverted) {
+            var upstack = parseFloat(a.y.value) > ymin;
+        } else {
+            var upstack = parseFloat(a.y.value) < ymin;
+        }
+        if (upstack) {
+            // Direct ancestor
+            if (ex <= xmin && (ex+ew) >= xmax) {
+                e.classList.add("parent");
+                zoom_parent(e);
+                to_update_text.push(e);
+            }
+            // not in current path
+            else
+                e.classList.add("hide");
+        }
+        // Children maybe
+        else {
+            // no common path
+            if (ex < xmin || ex >= xmax) {
+                e.classList.add("hide");
+            }
+            else {
+                zoom_child(e, xmin, width);
+                to_update_text.push(e);
+            }
+        }
+    }
+    update_text_for_elements(to_update_text);
+}
+function unzoom() {
+    unzoombtn.classList.add("hide");
+    var el = frames.children;
+    for(var i = 0; i < el.length; i++) {
+        el[i].classList.remove("parent");
+        el[i].classList.remove("hide");
+        zoom_reset(el[i]);
+    }
+    update_text_for_elements(el);
+}
+// search
+function reset_search() {
+    var el = document.querySelectorAll("#frames rect");
+    for (var i = 0; i < el.length; i++) {
+        orig_load(el[i], "fill")
+    }
+    var params = get_params();
+    delete params.s;
+    history.replaceState(null, null, parse_params(params));
+}
+function search_prompt() {
+    if (!searching) {
+        var term = prompt("Enter a search term (regexp " +
+            "allowed, eg: ^ext4_)", "");
+        if (term != null) {
+            search(term)
+        }
+    } else {
+        reset_search();
+        searching = 0;
+        searchbtn.classList.remove("show");
+        searchbtn.firstChild.nodeValue = "Search"
+        matchedtxt.classList.add("hide");
+        matchedtxt.firstChild.nodeValue = ""
+    }
+}
+function search(term) {
+    var re = new RegExp(term);
+    var el = frames.children;
+    var matches = new Object();
+    var maxwidth = 0;
+    for (var i = 0; i < el.length; i++) {
+        var e = el[i];
+        // Skip over frames which are either not visible, or below the zoomed-to frame
+        if (e.classList.contains("hide") || e.classList.contains("parent")) {
+            continue;
+        }
+        var func = g_to_func(e);
+        var rect = find_child(e, "rect");
+        if (func == null || rect == null)
+            continue;
+        // Save max width. Only works as we have a root frame
+        var w = parseInt(rect.attributes["fg:w"].value);
+        if (w > maxwidth)
+            maxwidth = w;
+        if (func.match(re)) {
+            // highlight
+            var x = parseInt(rect.attributes["fg:x"].value);
+            orig_save(rect, "fill");
+            rect.attributes.fill.value = searchcolor;
+            // remember matches
+            if (matches[x] == undefined) {
+                matches[x] = w;
+            } else {
+                if (w > matches[x]) {
+                    // overwrite with parent
+                    matches[x] = w;
+                }
+            }
+            searching = 1;
+        }
+    }
+    if (!searching)
+        return;
+    var params = get_params();
+    params.s = term;
+    history.replaceState(null, null, parse_params(params));
+
+    searchbtn.classList.add("show");
+    searchbtn.firstChild.nodeValue = "Reset Search";
+    // calculate percent matched, excluding vertical overlap
+    var count = 0;
+    var lastx = -1;
+    var lastw = 0;
+    var keys = Array();
+    for (k in matches) {
+        if (matches.hasOwnProperty(k))
+            keys.push(k);
+    }
+    // sort the matched frames by their x location
+    // ascending, then width descending
+    keys.sort(function(a, b){
+        return a - b;
+    });
+    // Step through frames saving only the biggest bottom-up frames
+    // thanks to the sort order. This relies on the tree property
+    // where children are always smaller than their parents.
+    for (var k in keys) {
+        var x = parseInt(keys[k]);
+        var w = matches[keys[k]];
+        if (x >= lastx + lastw) {
+            count += w;
+            lastx = x;
+            lastw = w;
+        }
+    }
+    // display matched percent
+    matchedtxt.classList.remove("hide");
+    var pct = 100 * count / maxwidth;
+    if (pct != 100) pct = pct.toFixed(1);
+    matchedtxt.firstChild.nodeValue = "Matched: " + pct + "%";
+}
+function format_percent(n) {
+    return n.toFixed(4) + "%";
+}
+]]></script><rect x="0" y="0" width="100%" height="694" fill="url(#background)"/><text id="title" fill="rgb(0,0,0)" x="50.0000%" y="24.00">Flame Graph</text><text id="details" fill="rgb(0,0,0)" x="10" y="677.00"> </text><text id="unzoom" class="hide" fill="rgb(0,0,0)" x="10" y="24.00">Reset Zoom</text><text id="search" fill="rgb(0,0,0)" x="1190" y="24.00">Search</text><text id="matched" fill="rgb(0,0,0)" x="1190" y="677.00"> </text><svg id="frames" x="10" width="1180" total_samples="85146"><g><title>datafusion-cli`&lt;tokio::runtime::coop::with_budget::ResetGuard as core::ops::drop::Drop&gt;::drop (16 samples, 0.02%)</title><rect x="0.0000%" y="533" width="0.0188%" height="15" fill="rgb(227,0,7)" fg:x="0" fg:w="16"/><text x="0.2500%" y="543.50"></text></g><g><title>datafusion-cli`datafusion_cli::main_inner::_{{closure}} (91 samples, 0.11%)</title><rect x="0.0188%" y="533" width="0.1069%" height="15" fill="rgb(217,0,24)" fg:x="16" fg:w="91"/><text x="0.2688%" 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futures_core::stream::Stream&gt;::poll_next (23 samples, 0.03%)</title><rect x="1.0523%" y="309" width="0.0270%" height="15" fill="rgb(216,20,37)" fg:x="896" fg:w="23"/><text x="1.3023%" y="319.50"></text></g><g><title>datafusion-cli`&lt;futures_util::stream::futures_unordered::FuturesUnordered&lt;Fut&gt; as futures_core::stream::Stream&gt;::poll_next (23 samples, 0.03%)</title><rect x="1.0523%" y="293" width="0.0270%" height="15" fill="rgb(206,188,39)" fg:x="896" fg:w="23"/><text x="1.3023%" y="303.50"></text></g><g><title>datafusion-cli`&lt;futures_util::stream::futures_ordered::OrderWrapper&lt;T&gt; as core::future::future::Future&gt;::poll (23 samples, 0.03%)</title><rect x="1.0523%" y="277" width="0.0270%" height="15" fill="rgb(217,207,13)" fg:x="896" fg:w="23"/><text x="1.3023%" y="287.50"></text></g><g><title>datafusion-cli`&lt;datafusion::datasource::file_format::parquet::ParquetFormat as datafusion::datasource::file_format::FileFormat&gt;::infer_stats::_{{closure}} (23 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y="421" width="0.0282%" height="15" fill="rgb(221,200,47)" fg:x="896" fg:w="24"/><text x="1.3023%" y="431.50"></text></g><g><title>datafusion-cli`&lt;futures_util::stream::try_stream::try_collect::TryCollect&lt;St,C&gt; as core::future::future::Future&gt;::poll (24 samples, 0.03%)</title><rect x="1.0523%" y="405" width="0.0282%" height="15" fill="rgb(226,26,5)" fg:x="896" fg:w="24"/><text x="1.3023%" y="415.50"></text></g><g><title>datafusion-cli`&lt;S as futures_core::stream::TryStream&gt;::try_poll_next (24 samples, 0.03%)</title><rect x="1.0523%" y="389" width="0.0282%" height="15" fill="rgb(249,33,26)" fg:x="896" fg:w="24"/><text x="1.3023%" y="399.50"></text></g><g><title>datafusion-cli`&lt;futures_util::stream::futures_unordered::FuturesUnordered&lt;Fut&gt; as futures_core::stream::Stream&gt;::poll_next (24 samples, 0.03%)</title><rect x="1.0523%" y="373" width="0.0282%" height="15" fill="rgb(235,183,28)" fg:x="896" fg:w="24"/><text x="1.3023%" 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datafusion_catalog::schema::SchemaProvider&gt;::table::_{{closure}} (39 samples, 0.05%)</title><rect x="1.0805%" y="437" width="0.0458%" height="15" fill="rgb(213,181,19)" fg:x="920" fg:w="39"/><text x="1.3305%" y="447.50"></text></g><g><title>datafusion-cli`&lt;datafusion::datasource::dynamic_file::DynamicListTableFactory as datafusion_catalog::dynamic_file::catalog::UrlTableFactory&gt;::try_new::_{{closure}} (39 samples, 0.05%)</title><rect x="1.0805%" y="421" width="0.0458%" height="15" fill="rgb(254,191,54)" fg:x="920" fg:w="39"/><text x="1.3305%" y="431.50"></text></g><g><title>datafusion-cli`datafusion::datasource::listing::table::ListingOptions::infer_schema::_{{closure}} (39 samples, 0.05%)</title><rect x="1.0805%" y="405" width="0.0458%" height="15" fill="rgb(241,83,37)" fg:x="920" fg:w="39"/><text x="1.3305%" y="415.50"></text></g><g><title>datafusion-cli`&lt;datafusion::datasource::file_format::parquet::ParquetFormat as datafusion::datasource::file_format::FileFormat&gt;::infer_schema::_{{closure}} (39 samples, 0.05%)</title><rect x="1.0805%" y="389" width="0.0458%" height="15" fill="rgb(233,36,39)" fg:x="920" fg:w="39"/><text x="1.3305%" y="399.50"></text></g><g><title>datafusion-cli`&lt;datafusion_physical_plan::sorts::merge::SortPreservingMergeStream&lt;C&gt; as futures_core::stream::Stream&gt;::poll_next (63 samples, 0.07%)</title><rect x="1.1263%" y="453" width="0.0740%" height="15" fill="rgb(226,3,54)" fg:x="959" fg:w="63"/><text x="1.3763%" y="463.50"></text></g><g><title>datafusion-cli`&lt;alloc::collections::vec_deque::VecDeque&lt;T,A&gt; as core::clone::Clone&gt;::clone (103 samples, 0.12%)</title><rect x="1.3835%" y="437" width="0.1210%" height="15" fill="rgb(245,192,40)" fg:x="1178" fg:w="103"/><text x="1.6335%" y="447.50"></text></g><g><title>datafusion-cli`mi_malloc_aligned (98 samples, 0.12%)</title><rect x="3.3660%" y="405" width="0.1151%" height="15" fill="rgb(238,167,29)" fg:x="2866" 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futures_core::stream::Stream&gt;::poll_next (511 samples, 0.60%)</title><rect x="4.2515%" y="357" width="0.6001%" height="15" fill="rgb(206,27,48)" fg:x="3620" fg:w="511"/><text x="4.5015%" y="367.50"></text></g><g><title>datafusion-cli`tokio::task::join_set::JoinSet&lt;T&gt;::poll_join_next (35 samples, 0.04%)</title><rect x="4.8106%" y="341" width="0.0411%" height="15" fill="rgb(225,35,8)" fg:x="4096" fg:w="35"/><text x="5.0606%" y="351.50"></text></g><g><title>datafusion-cli`&lt;tokio::runtime::coop::RestoreOnPending as core::ops::drop::Drop&gt;::drop (88 samples, 0.10%)</title><rect x="5.0384%" y="341" width="0.1034%" height="15" fill="rgb(250,213,24)" fg:x="4290" fg:w="88"/><text x="5.2884%" y="351.50"></text></g><g><title>datafusion-cli`&lt;tokio::runtime::coop::RestoreOnPending as core::ops::drop::Drop&gt;::drop (58 samples, 0.07%)</title><rect x="5.3414%" y="325" width="0.0681%" height="15" fill="rgb(247,123,22)" fg:x="4548" fg:w="58"/><text x="5.5914%" 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0.01%)</title><rect x="7.9311%" y="149" width="0.0106%" height="15" fill="rgb(211,50,8)" fg:x="6753" fg:w="9"/><text x="8.1811%" y="159.50"></text></g><g><title>datafusion-cli`arrow_select::take::take_bytes (61 samples, 0.07%)</title><rect x="7.9170%" y="181" width="0.0716%" height="15" fill="rgb(245,182,24)" fg:x="6741" fg:w="61"/><text x="8.1670%" y="191.50"></text></g><g><title>datafusion-cli`arrow_buffer::buffer::mutable::MutableBuffer::reallocate (49 samples, 0.06%)</title><rect x="7.9311%" y="165" width="0.0575%" height="15" fill="rgb(242,14,37)" fg:x="6753" fg:w="49"/><text x="8.1811%" y="175.50"></text></g><g><title>libsystem_platform.dylib`_platform_memmove (40 samples, 0.05%)</title><rect x="7.9417%" y="149" width="0.0470%" height="15" fill="rgb(246,228,12)" fg:x="6762" fg:w="40"/><text x="8.1917%" y="159.50"></text></g><g><title>datafusion-cli`datafusion_common::utils::get_arrayref_at_indices (142 samples, 0.17%)</title><rect x="7.9123%" y="277" width="0.1668%" height="15" 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y="213" width="0.1668%" height="15" fill="rgb(220,109,13)" fg:x="6737" fg:w="142"/><text x="8.1623%" y="223.50"></text></g><g><title>datafusion-cli`arrow_select::take::take_impl (141 samples, 0.17%)</title><rect x="7.9135%" y="197" width="0.1656%" height="15" fill="rgb(232,18,1)" fg:x="6738" fg:w="141"/><text x="8.1635%" y="207.50"></text></g><g><title>libsystem_platform.dylib`_platform_memmove (77 samples, 0.09%)</title><rect x="7.9886%" y="181" width="0.0904%" height="15" fill="rgb(215,41,42)" fg:x="6802" fg:w="77"/><text x="8.2386%" y="191.50"></text></g><g><title>datafusion-cli`alloc::raw_vec::RawVec&lt;T,A&gt;::grow_one (17 samples, 0.02%)</title><rect x="8.0920%" y="261" width="0.0200%" height="15" fill="rgb(224,123,36)" fg:x="6890" fg:w="17"/><text x="8.3420%" y="271.50"></text></g><g><title>datafusion-cli`alloc::raw_vec::finish_grow (17 samples, 0.02%)</title><rect x="8.0920%" y="245" width="0.0200%" height="15" fill="rgb(240,125,3)" fg:x="6890" fg:w="17"/><text x="8.3420%" 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fg:x="7005" fg:w="93"/><text x="8.4770%" y="271.50"></text></g><g><title>datafusion-cli`datafusion_functions_aggregate_common::aggregate::groups_accumulator::slice_and_maybe_filter (115 samples, 0.14%)</title><rect x="8.2083%" y="277" width="0.1351%" height="15" fill="rgb(252,105,26)" fg:x="6989" fg:w="115"/><text x="8.4583%" y="287.50"></text></g><g><title>datafusion-cli`mi_free_block_delayed_mt (11 samples, 0.01%)</title><rect x="8.3527%" y="277" width="0.0129%" height="15" fill="rgb(220,39,43)" fg:x="7112" fg:w="11"/><text x="8.6027%" y="287.50"></text></g><g><title>datafusion-cli`&lt;datafusion_functions_aggregate_common::aggregate::groups_accumulator::GroupsAccumulatorAdapter as datafusion_expr_common::groups_accumulator::GroupsAccumulator&gt;::merge_batch (865 samples, 1.02%)</title><rect x="7.4519%" y="293" width="1.0159%" height="15" fill="rgb(229,68,48)" fg:x="6345" fg:w="865"/><text x="7.7019%" y="303.50"></text></g><g><title>libsystem_platform.dylib`_platform_memmove (83 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fg:x="7590" fg:w="218"/><text x="9.1641%" y="303.50"></text></g><g><title>datafusion-cli`datafusion_functions_aggregate_common::aggregate::groups_accumulator::slice_and_maybe_filter (13 samples, 0.02%)</title><rect x="9.1901%" y="293" width="0.0153%" height="15" fill="rgb(216,135,14)" fg:x="7825" fg:w="13"/><text x="9.4401%" y="303.50"></text></g><g><title>datafusion-cli`_mi_free_delayed_block (128 samples, 0.15%)</title><rect x="9.3451%" y="117" width="0.1503%" height="15" fill="rgb(241,47,5)" fg:x="7957" fg:w="128"/><text x="9.5951%" y="127.50"></text></g><g><title>datafusion-cli`mi_heap_malloc_zero_aligned_at_generic (137 samples, 0.16%)</title><rect x="9.3428%" y="149" width="0.1609%" height="15" fill="rgb(233,42,35)" fg:x="7955" fg:w="137"/><text x="9.5928%" y="159.50"></text></g><g><title>datafusion-cli`_mi_malloc_generic (137 samples, 0.16%)</title><rect x="9.3428%" y="133" width="0.1609%" height="15" fill="rgb(231,13,6)" fg:x="7955" fg:w="137"/><text x="9.5928%" y="143.50"></text></g><g><title>datafusion-cli`mi_malloc_aligned (31 samples, 0.04%)</title><rect x="9.5037%" y="149" width="0.0364%" height="15" fill="rgb(207,181,40)" fg:x="8092" fg:w="31"/><text x="9.7537%" y="159.50"></text></g><g><title>datafusion-cli`&lt;alloc::vec::Vec&lt;T,A&gt; as core::clone::Clone&gt;::clone (182 samples, 0.21%)</title><rect x="9.3299%" y="165" width="0.2138%" height="15" fill="rgb(254,173,49)" fg:x="7944" fg:w="182"/><text x="9.5799%" y="175.50"></text></g><g><title>datafusion-cli`&lt;datafusion_functions_aggregate::min_max::MaxAccumulator as datafusion_expr_common::accumulator::Accumulator&gt;::evaluate (357 samples, 0.42%)</title><rect x="9.2923%" y="197" width="0.4193%" height="15" fill="rgb(221,1,38)" fg:x="7912" fg:w="357"/><text x="9.5423%" y="207.50"></text></g><g><title>datafusion-cli`&lt;datafusion_common::scalar::ScalarValue as core::clone::Clone&gt;::clone (353 samples, 0.41%)</title><rect x="9.2970%" y="181" width="0.4146%" height="15" fill="rgb(206,124,46)" fg:x="7916" fg:w="353"/><text x="9.5470%" y="191.50"></text></g><g><title>libsystem_platform.dylib`_platform_memmove (135 samples, 0.16%)</title><rect x="9.5530%" y="165" width="0.1586%" height="15" fill="rgb(249,21,11)" fg:x="8134" fg:w="135"/><text x="9.8030%" y="175.50"></text></g><g><title>datafusion-cli`core::ptr::drop_in_place&lt;datafusion_common::scalar::ScalarValue&gt; (12 samples, 0.01%)</title><rect x="9.7268%" y="181" width="0.0141%" height="15" fill="rgb(222,201,40)" fg:x="8282" fg:w="12"/><text x="9.9768%" y="191.50"></text></g><g><title>datafusion-cli`core::ptr::drop_in_place&lt;datafusion_functions_aggregate_common::aggregate::groups_accumulator::AccumulatorState&gt; (31 samples, 0.04%)</title><rect x="9.7174%" y="197" width="0.0364%" height="15" fill="rgb(235,61,29)" fg:x="8274" fg:w="31"/><text x="9.9674%" y="207.50"></text></g><g><title>datafusion-cli`mi_free_block_mt (11 samples, 0.01%)</title><rect x="9.7409%" y="181" width="0.0129%" height="15" fill="rgb(219,207,3)" fg:x="8294" fg:w="11"/><text x="9.9909%" y="191.50"></text></g><g><title>datafusion-cli`datafusion_common::scalar::ScalarValue::size (16 samples, 0.02%)</title><rect x="9.7538%" y="197" width="0.0188%" height="15" fill="rgb(222,56,46)" fg:x="8305" fg:w="16"/><text x="10.0038%" y="207.50"></text></g><g><title>datafusion-cli`mi_free (12 samples, 0.01%)</title><rect x="9.7726%" y="197" width="0.0141%" height="15" fill="rgb(239,76,54)" fg:x="8321" fg:w="12"/><text x="10.0226%" y="207.50"></text></g><g><title>datafusion-cli`mi_free_block_delayed_mt (53 samples, 0.06%)</title><rect x="9.7867%" y="197" width="0.0622%" height="15" fill="rgb(231,124,27)" fg:x="8333" fg:w="53"/><text x="10.0367%" y="207.50"></text></g><g><title>datafusion-cli`mi_free_block_mt (33 samples, 0.04%)</title><rect x="9.8490%" y="197" width="0.0388%" height="15" fill="rgb(249,195,6)" fg:x="8386" fg:w="33"/><text x="10.0990%" y="207.50"></text></g><g><title>datafusion-cli`&lt;alloc::vec::into_iter::IntoIter&lt;T,A&gt; as core::iter::traits::iterator::Iterator&gt;::try_fold (555 samples, 0.65%)</title><rect x="9.2559%" y="213" width="0.6518%" height="15" fill="rgb(237,174,47)" fg:x="7881" fg:w="555"/><text x="9.5059%" y="223.50"></text></g><g><title>datafusion-cli`mi_free_generic_mt (17 samples, 0.02%)</title><rect x="9.8877%" y="197" width="0.0200%" height="15" fill="rgb(206,201,31)" fg:x="8419" fg:w="17"/><text x="10.1377%" y="207.50"></text></g><g><title>datafusion-cli`alloc::raw_vec::RawVec&lt;T,A&gt;::reserve::do_reserve_and_handle (27 samples, 0.03%)</title><rect x="9.9112%" y="213" width="0.0317%" height="15" fill="rgb(231,57,52)" fg:x="8439" fg:w="27"/><text x="10.1612%" y="223.50"></text></g><g><title>datafusion-cli`alloc::raw_vec::finish_grow (27 samples, 0.03%)</title><rect x="9.9112%" y="197" width="0.0317%" height="15" fill="rgb(248,177,22)" fg:x="8439" fg:w="27"/><text x="10.1612%" y="207.50"></text></g><g><title>libsystem_platform.dylib`_platform_memmove (24 samples, 0.03%)</title><rect x="9.9147%" y="181" width="0.0282%" height="15" fill="rgb(215,211,37)" fg:x="8442" fg:w="24"/><text x="10.1647%" y="191.50"></text></g><g><title>datafusion-cli`mi_free_block_delayed_mt (9 samples, 0.01%)</title><rect x="9.9547%" y="213" width="0.0106%" height="15" fill="rgb(241,128,51)" fg:x="8476" fg:w="9"/><text x="10.2047%" y="223.50"></text></g><g><title>datafusion-cli`core::iter::adapters::try_process (650 samples, 0.76%)</title><rect x="9.2065%" y="245" width="0.7634%" height="15" fill="rgb(227,165,31)" fg:x="7839" fg:w="650"/><text x="9.4565%" y="255.50"></text></g><g><title>datafusion-cli`alloc::vec::in_place_collect::_&lt;impl alloc::vec::spec_from_iter::SpecFromIter&lt;T,I&gt; for alloc::vec::Vec&lt;T&gt;&gt;::from_iter (647 samples, 0.76%)</title><rect x="9.2101%" y="229" width="0.7599%" height="15" fill="rgb(228,167,24)" fg:x="7842" fg:w="647"/><text x="9.4601%" 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0.24%)</title><rect x="9.9699%" y="229" width="0.2419%" height="15" fill="rgb(230,90,52)" fg:x="8489" fg:w="206"/><text x="10.2199%" y="239.50"></text></g><g><title>libsystem_platform.dylib`_platform_memmove (104 samples, 0.12%)</title><rect x="10.0897%" y="213" width="0.1221%" height="15" fill="rgb(252,106,19)" fg:x="8591" fg:w="104"/><text x="10.3397%" y="223.50"></text></g><g><title>datafusion-cli`mi_free (20 samples, 0.02%)</title><rect x="10.2119%" y="293" width="0.0235%" height="15" fill="rgb(206,74,20)" fg:x="8695" fg:w="20"/><text x="10.4619%" y="303.50"></text></g><g><title>datafusion-cli`&lt;datafusion_physical_plan::aggregates::row_hash::GroupedHashAggregateStream as futures_core::stream::Stream&gt;::poll_next (2,428 samples, 2.85%)</title><rect x="7.3932%" y="309" width="2.8516%" height="15" fill="rgb(230,138,44)" fg:x="6295" fg:w="2428"/><text x="7.6432%" y="319.50">da..</text></g><g><title>datafusion-cli`&lt;datafusion_physical_plan::projection::ProjectionStream as futures_core::stream::Stream&gt;::poll_next (2,437 samples, 2.86%)</title><rect x="7.3897%" y="357" width="2.8621%" height="15" fill="rgb(235,182,43)" fg:x="6292" fg:w="2437"/><text x="7.6397%" y="367.50">da..</text></g><g><title>datafusion-cli`&lt;datafusion_physical_plan::coalesce_batches::CoalesceBatchesStream as futures_core::stream::Stream&gt;::poll_next (2,437 samples, 2.86%)</title><rect x="7.3897%" y="341" width="2.8621%" height="15" fill="rgb(242,16,51)" fg:x="6292" fg:w="2437"/><text x="7.6397%" y="351.50">da..</text></g><g><title>datafusion-cli`&lt;datafusion_physical_plan::filter::FilterExecStream as futures_core::stream::Stream&gt;::poll_next (2,436 samples, 2.86%)</title><rect x="7.3908%" y="325" width="2.8610%" height="15" fill="rgb(248,9,4)" fg:x="6293" fg:w="2436"/><text x="7.6408%" y="335.50">da..</text></g><g><title>datafusion-cli`datafusion_physical_plan::common::spawn_buffered::_{{closure}} (2,439 samples, 2.86%)</title><rect x="7.3885%" y="405" width="2.8645%" 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0.05%)</title><rect x="10.3117%" y="261" width="0.0458%" height="15" fill="rgb(213,46,41)" fg:x="8780" fg:w="39"/><text x="10.5617%" y="271.50"></text></g><g><title>datafusion-cli`arrow_select::take::take_bytes (79 samples, 0.09%)</title><rect x="10.2671%" y="293" width="0.0928%" height="15" fill="rgb(215,133,35)" fg:x="8742" fg:w="79"/><text x="10.5171%" y="303.50"></text></g><g><title>datafusion-cli`arrow_select::take::take_primitive (9 samples, 0.01%)</title><rect x="10.3634%" y="293" width="0.0106%" height="15" fill="rgb(213,28,5)" fg:x="8824" fg:w="9"/><text x="10.6134%" y="303.50"></text></g><g><title>datafusion-cli`&lt;core::iter::adapters::map::Map&lt;I,F&gt; as core::iter::traits::iterator::Iterator&gt;::next (261 samples, 0.31%)</title><rect x="10.2530%" y="389" width="0.3065%" height="15" fill="rgb(215,77,49)" fg:x="8730" fg:w="261"/><text x="10.5030%" y="399.50"></text></g><g><title>datafusion-cli`core::iter::adapters::try_process (260 samples, 0.31%)</title><rect 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fg:w="17"/><text x="13.2853%" y="319.50"></text></g><g><title>datafusion-cli`alloc::raw_vec::RawVec&lt;T,A&gt;::grow_one (77 samples, 0.09%)</title><rect x="12.9906%" y="357" width="0.0904%" height="15" fill="rgb(221,136,13)" fg:x="11061" fg:w="77"/><text x="13.2406%" y="367.50"></text></g><g><title>datafusion-cli`alloc::raw_vec::finish_grow (72 samples, 0.08%)</title><rect x="12.9965%" y="341" width="0.0846%" height="15" fill="rgb(249,199,10)" fg:x="11066" fg:w="72"/><text x="13.2465%" y="351.50"></text></g><g><title>libsystem_platform.dylib`_platform_memmove (16 samples, 0.02%)</title><rect x="13.0623%" y="325" width="0.0188%" height="15" fill="rgb(249,222,13)" fg:x="11122" fg:w="16"/><text x="13.3123%" y="335.50"></text></g><g><title>datafusion-cli`_mi_page_free (24 samples, 0.03%)</title><rect x="13.0846%" y="277" width="0.0282%" height="15" fill="rgb(244,185,38)" fg:x="11141" fg:w="24"/><text x="13.3346%" y="287.50"></text></g><g><title>datafusion-cli`mi_segment_page_clear (24 samples, 0.03%)</title><rect x="13.0846%" y="261" width="0.0282%" height="15" fill="rgb(236,202,9)" fg:x="11141" fg:w="24"/><text x="13.3346%" y="271.50"></text></g><g><title>datafusion-cli`mi_segment_span_free_coalesce (24 samples, 0.03%)</title><rect x="13.0846%" y="245" width="0.0282%" height="15" fill="rgb(250,229,37)" fg:x="11141" fg:w="24"/><text x="13.3346%" y="255.50"></text></g><g><title>datafusion-cli`mi_segment_span_free (23 samples, 0.03%)</title><rect x="13.0858%" y="229" width="0.0270%" height="15" fill="rgb(206,174,23)" fg:x="11142" fg:w="23"/><text x="13.3358%" y="239.50"></text></g><g><title>datafusion-cli`mi_segment_try_purge (23 samples, 0.03%)</title><rect x="13.0858%" y="213" width="0.0270%" height="15" fill="rgb(211,33,43)" fg:x="11142" fg:w="23"/><text x="13.3358%" y="223.50"></text></g><g><title>datafusion-cli`mi_segment_purge (23 samples, 0.03%)</title><rect x="13.0858%" y="197" width="0.0270%" height="15" fill="rgb(245,58,50)" fg:x="11142" fg:w="23"/><text 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0.05%)</title><rect x="13.0811%" y="357" width="0.0517%" height="15" fill="rgb(212,155,44)" fg:x="11138" fg:w="44"/><text x="13.3311%" y="367.50"></text></g><g><title>datafusion-cli`alloc::raw_vec::finish_grow (44 samples, 0.05%)</title><rect x="13.0811%" y="341" width="0.0517%" height="15" fill="rgb(226,2,50)" fg:x="11138" fg:w="44"/><text x="13.3311%" y="351.50"></text></g><g><title>libsystem_platform.dylib`_platform_memmove (15 samples, 0.02%)</title><rect x="13.1151%" y="325" width="0.0176%" height="15" fill="rgb(234,177,6)" fg:x="11167" fg:w="15"/><text x="13.3651%" y="335.50"></text></g><g><title>datafusion-cli`alloc::raw_vec::finish_grow (10 samples, 0.01%)</title><rect x="13.1327%" y="357" width="0.0117%" height="15" fill="rgb(217,24,9)" fg:x="11182" fg:w="10"/><text x="13.3827%" y="367.50"></text></g><g><title>datafusion-cli`core::ptr::drop_in_place&lt;arrow_array::array::byte_array::GenericByteArray&lt;arrow_array::types::GenericBinaryType&lt;i32&gt;&gt;&gt; (22 samples, 0.03%)</title><rect x="13.1574%" y="341" width="0.0258%" height="15" fill="rgb(220,13,46)" fg:x="11203" fg:w="22"/><text x="13.4074%" y="351.50"></text></g><g><title>datafusion-cli`alloc::sync::Arc&lt;T,A&gt;::drop_slow (35 samples, 0.04%)</title><rect x="13.1445%" y="357" width="0.0411%" height="15" fill="rgb(239,221,27)" fg:x="11192" fg:w="35"/><text x="13.3945%" y="367.50"></text></g><g><title>datafusion-cli`datafusion_common::scalar::ScalarValue::size (71 samples, 0.08%)</title><rect x="13.1997%" y="357" width="0.0834%" height="15" fill="rgb(222,198,25)" fg:x="11239" fg:w="71"/><text x="13.4497%" y="367.50"></text></g><g><title>datafusion-cli`DYLD-STUB$$memcpy (10 samples, 0.01%)</title><rect x="13.2842%" y="261" width="0.0117%" height="15" fill="rgb(211,99,13)" fg:x="11311" fg:w="10"/><text x="13.5342%" y="271.50"></text></g><g><title>datafusion-cli`_mi_malloc_generic (9 samples, 0.01%)</title><rect x="13.5485%" y="197" width="0.0106%" height="15" fill="rgb(232,111,31)" 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0.38%)</title><rect x="13.5802%" y="229" width="0.3782%" height="15" fill="rgb(206,86,44)" fg:x="11563" fg:w="322"/><text x="13.8302%" y="239.50"></text></g><g><title>datafusion-cli`arrow_select::take::take_bytes (567 samples, 0.67%)</title><rect x="13.2960%" y="261" width="0.6659%" height="15" fill="rgb(245,177,15)" fg:x="11321" fg:w="567"/><text x="13.5460%" y="271.50"></text></g><g><title>datafusion-cli`&lt;core::iter::adapters::map::Map&lt;I,F&gt; as core::iter::traits::iterator::Iterator&gt;::try_fold (1,437 samples, 1.69%)</title><rect x="13.2831%" y="309" width="1.6877%" height="15" fill="rgb(206,64,50)" fg:x="11310" fg:w="1437"/><text x="13.5331%" y="319.50"></text></g><g><title>datafusion-cli`arrow_select::take::take (1,437 samples, 1.69%)</title><rect x="13.2831%" y="293" width="1.6877%" height="15" fill="rgb(234,36,40)" fg:x="11310" fg:w="1437"/><text x="13.5331%" y="303.50"></text></g><g><title>datafusion-cli`arrow_select::take::take_impl (1,436 samples, 1.69%)</title><rect 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1.69%)</title><rect x="13.2831%" y="341" width="1.6900%" height="15" fill="rgb(208,77,27)" fg:x="11310" fg:w="1439"/><text x="13.5331%" y="351.50"></text></g><g><title>datafusion-cli`alloc::raw_vec::RawVec&lt;T,A&gt;::grow_one (11 samples, 0.01%)</title><rect x="15.0025%" y="341" width="0.0129%" height="15" fill="rgb(221,76,26)" fg:x="12774" fg:w="11"/><text x="15.2525%" y="351.50"></text></g><g><title>datafusion-cli`alloc::raw_vec::finish_grow (11 samples, 0.01%)</title><rect x="15.0025%" y="325" width="0.0129%" height="15" fill="rgb(225,139,18)" fg:x="12774" fg:w="11"/><text x="15.2525%" y="335.50"></text></g><g><title>libsystem_platform.dylib`_platform_memmove (10 samples, 0.01%)</title><rect x="15.0036%" y="309" width="0.0117%" height="15" fill="rgb(230,137,11)" fg:x="12775" fg:w="10"/><text x="15.2536%" y="319.50"></text></g><g><title>datafusion-cli`&lt;datafusion_common::scalar::ScalarValue as core::convert::TryFrom&lt;&amp;arrow_schema::datatype::DataType&gt;&gt;::try_from (16 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y="287.50">datafus..</text></g><g><title>datafusion-cli`&lt;datafusion::datasource::physical_plan::file_stream::FileStream&lt;F&gt; as futures_core::stream::Stream&gt;::poll_next (4,596 samples, 5.40%)</title><rect x="17.5299%" y="325" width="5.3978%" height="15" fill="rgb(246,168,33)" fg:x="14926" fg:w="4596"/><text x="17.7799%" y="335.50">datafus..</text></g><g><title>datafusion-cli`DYLD-STUB$$memcmp (17 samples, 0.02%)</title><rect x="22.9406%" y="245" width="0.0200%" height="15" fill="rgb(231,114,1)" fg:x="19533" fg:w="17"/><text x="23.1906%" y="255.50"></text></g><g><title>datafusion-cli`arrow_ord::cmp::apply_op (201 samples, 0.24%)</title><rect x="22.9606%" y="245" width="0.2361%" height="15" fill="rgb(207,184,53)" fg:x="19550" fg:w="201"/><text x="23.2106%" y="255.50"></text></g><g><title>datafusion-cli`arrow_ord::cmp::compare_op (253 samples, 0.30%)</title><rect x="22.9382%" y="277" width="0.2971%" height="15" fill="rgb(224,95,51)" fg:x="19531" fg:w="253"/><text x="23.1882%" 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fg:x="19527" fg:w="258"/><text x="23.1835%" y="303.50"></text></g><g><title>datafusion-cli`&lt;arrow_buffer::util::bit_iterator::BitIndexIterator as core::iter::traits::iterator::Iterator&gt;::next (16 samples, 0.02%)</title><rect x="23.2413%" y="229" width="0.0188%" height="15" fill="rgb(234,138,34)" fg:x="19789" fg:w="16"/><text x="23.4913%" y="239.50"></text></g><g><title>datafusion-cli`&lt;arrow_buffer::util::bit_iterator::BitSliceIterator as core::iter::traits::iterator::Iterator&gt;::next (15 samples, 0.02%)</title><rect x="23.2600%" y="229" width="0.0176%" height="15" fill="rgb(212,95,11)" fg:x="19805" fg:w="15"/><text x="23.5100%" y="239.50"></text></g><g><title>datafusion-cli`DYLD-STUB$$memcpy (12 samples, 0.01%)</title><rect x="23.2777%" y="229" width="0.0141%" height="15" fill="rgb(240,179,47)" fg:x="19820" fg:w="12"/><text x="23.5277%" y="239.50"></text></g><g><title>datafusion-cli`arrow_select::filter::FilterBytes&lt;OffsetSize&gt;::extend_idx (117 samples, 0.14%)</title><rect x="23.2918%" y="229" width="0.1374%" height="15" fill="rgb(240,163,11)" fg:x="19832" fg:w="117"/><text x="23.5418%" y="239.50"></text></g><g><title>datafusion-cli`arrow_buffer::buffer::mutable::MutableBuffer::reallocate (63 samples, 0.07%)</title><rect x="23.3552%" y="213" width="0.0740%" height="15" fill="rgb(236,37,12)" fg:x="19886" fg:w="63"/><text x="23.6052%" y="223.50"></text></g><g><title>libsystem_platform.dylib`_platform_memmove (58 samples, 0.07%)</title><rect x="23.3611%" y="197" width="0.0681%" height="15" fill="rgb(232,164,16)" fg:x="19891" fg:w="58"/><text x="23.6111%" y="207.50"></text></g><g><title>datafusion-cli`mi_heap_realloc_zero_aligned_at (15 samples, 0.02%)</title><rect x="23.5912%" y="197" width="0.0176%" height="15" fill="rgb(244,205,15)" fg:x="20087" fg:w="15"/><text x="23.8412%" y="207.50"></text></g><g><title>datafusion-cli`arrow_select::filter::FilterBytes&lt;OffsetSize&gt;::extend_slices (336 samples, 0.39%)</title><rect x="23.4292%" y="229" width="0.3946%" height="15" fill="rgb(223,117,47)" fg:x="19949" fg:w="336"/><text x="23.6792%" y="239.50"></text></g><g><title>datafusion-cli`arrow_buffer::buffer::mutable::MutableBuffer::reallocate (199 samples, 0.23%)</title><rect x="23.5901%" y="213" width="0.2337%" height="15" fill="rgb(244,107,35)" fg:x="20086" fg:w="199"/><text x="23.8401%" y="223.50"></text></g><g><title>libsystem_platform.dylib`_platform_memmove (182 samples, 0.21%)</title><rect x="23.6100%" y="197" width="0.2138%" height="15" fill="rgb(205,140,8)" fg:x="20103" fg:w="182"/><text x="23.8600%" y="207.50"></text></g><g><title>datafusion-cli`datafusion_physical_plan::filter::filter_and_project (1,154 samples, 1.36%)</title><rect x="22.9300%" y="325" width="1.3553%" height="15" fill="rgb(228,84,46)" fg:x="19524" fg:w="1154"/><text x="23.1800%" y="335.50"></text></g><g><title>datafusion-cli`arrow_select::filter::filter_record_batch (892 samples, 1.05%)</title><rect x="23.2377%" y="309" width="1.0476%" height="15" fill="rgb(254,188,9)" fg:x="19786" fg:w="892"/><text x="23.4877%" y="319.50"></text></g><g><title>datafusion-cli`core::iter::adapters::try_process (891 samples, 1.05%)</title><rect x="23.2389%" y="293" width="1.0464%" height="15" fill="rgb(206,112,54)" fg:x="19787" fg:w="891"/><text x="23.4889%" y="303.50"></text></g><g><title>datafusion-cli`&lt;alloc::vec::Vec&lt;T&gt; as alloc::vec::spec_from_iter::SpecFromIter&lt;T,I&gt;&gt;::from_iter (890 samples, 1.05%)</title><rect x="23.2401%" y="277" width="1.0453%" height="15" fill="rgb(216,84,49)" fg:x="19788" fg:w="890"/><text x="23.4901%" y="287.50"></text></g><g><title>datafusion-cli`arrow_select::filter::filter_array (890 samples, 1.05%)</title><rect x="23.2401%" y="261" width="1.0453%" height="15" fill="rgb(214,194,35)" fg:x="19788" fg:w="890"/><text x="23.4901%" y="271.50"></text></g><g><title>datafusion-cli`arrow_select::filter::filter_bytes (889 samples, 1.04%)</title><rect x="23.2413%" y="245" width="1.0441%" height="15" fill="rgb(249,28,3)" fg:x="19789" fg:w="889"/><text x="23.4913%" y="255.50"></text></g><g><title>libsystem_platform.dylib`_platform_memmove (393 samples, 0.46%)</title><rect x="23.8238%" y="229" width="0.4616%" height="15" fill="rgb(222,56,52)" fg:x="20285" fg:w="393"/><text x="24.0738%" y="239.50"></text></g><g><title>datafusion-cli`&lt;datafusion_physical_plan::filter::FilterExecStream as futures_core::stream::Stream&gt;::poll_next (5,753 samples, 6.76%)</title><rect x="17.5299%" y="341" width="6.7566%" height="15" fill="rgb(245,217,50)" fg:x="14926" fg:w="5753"/><text x="17.7799%" y="351.50">datafusio..</text></g><g><title>datafusion-cli`arrow_data::transform::variable_size::build_extend::_{{closure}} (62 samples, 0.07%)</title><rect x="24.2889%" y="261" width="0.0728%" height="15" fill="rgb(213,201,24)" fg:x="20681" fg:w="62"/><text x="24.5389%" y="271.50"></text></g><g><title>datafusion-cli`arrow_data::transform::utils::extend_offsets (62 samples, 0.07%)</title><rect x="24.2889%" y="245" width="0.0728%" height="15" fill="rgb(248,116,28)" fg:x="20681" fg:w="62"/><text x="24.5389%" y="255.50"></text></g><g><title>datafusion-cli`arrow_data::transform::MutableArrayData::extend (227 samples, 0.27%)</title><rect x="24.2889%" y="277" width="0.2666%" height="15" fill="rgb(219,72,43)" fg:x="20681" fg:w="227"/><text x="24.5389%" y="287.50"></text></g><g><title>libsystem_platform.dylib`_platform_memmove (165 samples, 0.19%)</title><rect x="24.3617%" y="261" width="0.1938%" height="15" fill="rgb(209,138,14)" fg:x="20743" fg:w="165"/><text x="24.6117%" y="271.50"></text></g><g><title>datafusion-cli`arrow_select::concat::concat_batches (232 samples, 0.27%)</title><rect x="24.2877%" y="325" width="0.2725%" height="15" fill="rgb(222,18,33)" fg:x="20680" fg:w="232"/><text x="24.5377%" y="335.50"></text></g><g><title>datafusion-cli`arrow_select::concat::concat (231 samples, 0.27%)</title><rect x="24.2889%" y="309" width="0.2713%" height="15" fill="rgb(213,199,7)" fg:x="20681" 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core::iter::traits::iterator::Iterator&gt;::try_fold (1,376 samples, 1.62%)</title><rect x="24.5613%" y="325" width="1.6160%" height="15" fill="rgb(211,154,13)" fg:x="20913" fg:w="1376"/><text x="24.8113%" y="335.50"></text></g><g><title>datafusion-cli`&lt;datafusion_physical_expr::expressions::cast::CastExpr as datafusion_physical_expr_common::physical_expr::PhysicalExpr&gt;::evaluate (1,376 samples, 1.62%)</title><rect x="24.5613%" y="309" width="1.6160%" height="15" fill="rgb(225,148,7)" fg:x="20913" fg:w="1376"/><text x="24.8113%" y="319.50"></text></g><g><title>datafusion-cli`datafusion_expr_common::columnar_value::ColumnarValue::cast_to (1,376 samples, 1.62%)</title><rect x="24.5613%" y="293" width="1.6160%" height="15" fill="rgb(220,160,43)" fg:x="20913" fg:w="1376"/><text x="24.8113%" y="303.50"></text></g><g><title>datafusion-cli`arrow_cast::cast::string::cast_binary_to_string (1,376 samples, 1.62%)</title><rect x="24.5613%" y="277" width="1.6160%" height="15" 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F&gt;::call_once (254 samples, 0.30%)</title><rect x="26.3723%" y="181" width="0.2983%" height="15" fill="rgb(211,220,0)" fg:x="22455" fg:w="254"/><text x="26.6223%" y="191.50"></text></g><g><title>datafusion-cli`core::str::count::char_count_general_case (90 samples, 0.11%)</title><rect x="26.6707%" y="181" width="0.1057%" height="15" fill="rgb(229,52,16)" fg:x="22709" fg:w="90"/><text x="26.9207%" y="191.50"></text></g><g><title>datafusion-cli`core::str::count::do_count_chars (1,371 samples, 1.61%)</title><rect x="26.7764%" y="181" width="1.6102%" height="15" fill="rgb(212,155,18)" fg:x="22799" fg:w="1371"/><text x="27.0264%" y="191.50"></text></g><g><title>datafusion-cli`&lt;alloc::vec::Vec&lt;T&gt; as alloc::vec::spec_from_iter::SpecFromIter&lt;T,I&gt;&gt;::from_iter (1,878 samples, 2.21%)</title><rect x="26.1962%" y="197" width="2.2056%" height="15" fill="rgb(242,21,14)" fg:x="22305" fg:w="1878"/><text x="26.4462%" 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y="165" width="0.0106%" height="15" fill="rgb(246,141,4)" fg:x="83452" fg:w="9"/><text x="98.2605%" y="175.50"></text></g><g><title>datafusion-cli`regex_automata::nfa::thompson::builder::Builder::build (23 samples, 0.03%)</title><rect x="97.9964%" y="181" width="0.0270%" height="15" fill="rgb(229,23,39)" fg:x="83440" fg:w="23"/><text x="98.2464%" y="191.50"></text></g><g><title>datafusion-cli`regex_automata::nfa::thompson::compiler::Compiler::compile (206 samples, 0.24%)</title><rect x="97.7826%" y="197" width="0.2419%" height="15" fill="rgb(206,12,3)" fg:x="83258" fg:w="206"/><text x="98.0326%" y="207.50"></text></g><g><title>datafusion-cli`regex_automata::meta::strategy::new (259 samples, 0.30%)</title><rect x="97.7216%" y="213" width="0.3042%" height="15" fill="rgb(252,226,20)" fg:x="83206" fg:w="259"/><text x="97.9716%" y="223.50"></text></g><g><title>datafusion-cli`regex_syntax::ast::parse::ParserI&lt;P&gt;::parse_with_comments (26 samples, 0.03%)</title><rect x="98.0269%" y="197" 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y="197" width="0.0270%" height="15" fill="rgb(241,101,14)" fg:x="83493" fg:w="23"/><text x="98.3086%" y="207.50"></text></g><g><title>datafusion-cli`regex::regex::string::Regex::new (322 samples, 0.38%)</title><rect x="97.7110%" y="261" width="0.3782%" height="15" fill="rgb(238,103,29)" fg:x="83197" fg:w="322"/><text x="97.9610%" y="271.50"></text></g><g><title>datafusion-cli`regex::builders::Builder::build_one_string (322 samples, 0.38%)</title><rect x="97.7110%" y="245" width="0.3782%" height="15" fill="rgb(233,195,47)" fg:x="83197" fg:w="322"/><text x="97.9610%" y="255.50"></text></g><g><title>datafusion-cli`regex_automata::meta::regex::Builder::build (321 samples, 0.38%)</title><rect x="97.7122%" y="229" width="0.3770%" height="15" fill="rgb(246,218,30)" fg:x="83198" fg:w="321"/><text x="97.9622%" y="239.50"></text></g><g><title>datafusion-cli`regex::regex::string::Regex::replacen (75 samples, 0.09%)</title><rect x="98.0892%" y="261" width="0.0881%" height="15" fill="rgb(219,145,47)" fg:x="83519" fg:w="75"/><text x="98.3392%" y="271.50"></text></g><g><title>datafusion-cli`datafusion_functions::regex::regexpreplace::regexp_replace_func (59,574 samples, 69.97%)</title><rect x="28.6144%" y="277" width="69.9669%" height="15" fill="rgb(243,12,26)" fg:x="24364" fg:w="59574"/><text x="28.8644%" y="287.50">datafusion-cli`datafusion_functions::regex::regexpreplace::regexp_replace_func</text></g><g><title>libsystem_platform.dylib`_platform_memmove (344 samples, 0.40%)</title><rect x="98.1772%" y="261" width="0.4040%" height="15" fill="rgb(214,87,16)" fg:x="83594" fg:w="344"/><text x="98.4272%" y="271.50"></text></g><g><title>datafusion-cli`&lt;datafusion_functions::regex::regexpreplace::RegexpReplaceFunc as datafusion_expr::udf::ScalarUDFImpl&gt;::invoke (59,576 samples, 69.97%)</title><rect x="28.6132%" y="293" width="69.9692%" height="15" fill="rgb(208,99,42)" fg:x="24363" fg:w="59576"/><text x="28.8632%" 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(59,582 samples, 69.98%)</title><rect x="28.6097%" y="357" width="69.9763%" height="15" fill="rgb(242,38,24)" fg:x="24360" fg:w="59582"/><text x="28.8597%" y="367.50">datafusion-cli`core::iter::adapters::try_process</text></g><g><title>datafusion-cli`&lt;alloc::vec::Vec&lt;T&gt; as alloc::vec::spec_from_iter::SpecFromIter&lt;T,I&gt;&gt;::from_iter (59,582 samples, 69.98%)</title><rect x="28.6097%" y="341" width="69.9763%" height="15" fill="rgb(225,182,9)" fg:x="24360" fg:w="59582"/><text x="28.8597%" y="351.50">datafusion-cli`&lt;alloc::vec::Vec&lt;T&gt; as alloc::vec::spec_from_iter::SpecFromIter&lt;T,I&gt;&gt;::from_iter</text></g><g><title>datafusion-cli`&lt;core::iter::adapters::map::Map&lt;I,F&gt; as core::iter::traits::iterator::Iterator&gt;::try_fold (59,582 samples, 69.98%)</title><rect x="28.6097%" y="325" width="69.9763%" height="15" fill="rgb(243,178,37)" fg:x="24360" fg:w="59582"/><text x="28.8597%" y="335.50">datafusion-cli`&lt;core::iter::adapters::map::Map&lt;I,F&gt; as 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diff --git a/docs/source/library-user-guide/profiling.md b/docs/source/library-user-guide/profiling.md
index c8afe15f25a8..75f2394a22da 100644
--- a/docs/source/library-user-guide/profiling.md
+++ b/docs/source/library-user-guide/profiling.md
@@ -25,34 +25,44 @@ The section contains examples how to perform CPU profiling for Apache DataFusion
 
 ### Building a flamegraph
 
-- [cargo-flamegraph](https://github.com/flamegraph-rs/flamegraph)
+[Video: how to CPU profile DataFusion with a Flamegraph](https://youtu.be/2z11xtYw_xs)
 
-Test:
+A flamegraph is a visual representation of which functions are being run
+You can create flamegraphs in many ways; The instructions below are for
+[cargo-flamegraph](https://github.com/flamegraph-rs/flamegraph) which results
+in images such as this:
 
-```bash
-CARGO_PROFILE_RELEASE_DEBUG=true cargo flamegraph --root --unit-test datafusion  -- dataframe::tests::test_array_agg
+![Flamegraph](../_static/images/flamegraph.svg)
+
+To create a flamegraph, you need to install the `flamegraph` tool:
+
+```shell
+cargo install flamegraph
 ```
 
-Benchmark:
+Then you can run the flamegraph tool with the `--` separator to pass arguments
+to the binary you want to profile.
 
-```bash
-CARGO_PROFILE_RELEASE_DEBUG=true cargo flamegraph --root --bench sql_planner -- --bench
+Example: Flamegraph for `datafusion-cli` executing `q28.sql`. Note this
+must be run as root on Mac OSx to access DTrace.
+
+```shell
+sudo flamegraph -- datafusion-cli -f q28.sq
 ```
 
-Open `flamegraph.svg` file with the browser
+You can also invoke the flamegraph tool with `cargo` to profile a specific test or benchmark.
 
-- dtrace with DataFusion CLI
+Example: Flamegraph for a specific test:
 
 ```bash
-git clone https://github.com/brendangregg/FlameGraph.git /tmp/fg
-cd datafusion-cli
-CARGO_PROFILE_RELEASE_DEBUG=true cargo build --release
-echo "select * from table;" >> test.sql
-sudo dtrace -c './target/debug/datafusion-cli -f test.sql' -o out.stacks -n 'profile-997 /execname == "datafusion-cli"/ { @[ustack(100)] = count(); }'
-/tmp/fg/FlameGraph/stackcollapse.pl out.stacks | /tmp/fg/FlameGraph/flamegraph.pl > flamegraph.svg
+CARGO_PROFILE_RELEASE_DEBUG=true cargo flamegraph --root --unit-test datafusion  -- dataframe::tests::test_array_agg
 ```
 
-Open `flamegraph.svg` file with the browser
+Example: Flamegraph for a benchmark
+
+```bash
+CARGO_PROFILE_RELEASE_DEBUG=true cargo flamegraph --root --bench sql_planner -- --bench
+```
 
 ### CPU profiling with XCode Instruments