diff --git a/doc/manual/Makefile b/doc/manual/Makefile
index e06c24f2b..2261e03e4 100644
--- a/doc/manual/Makefile
+++ b/doc/manual/Makefile
@@ -92,6 +92,10 @@ SOURCEFIGS = \
 	figures/vtune-uarch-core-stats.png \
 	figures/vtune-uarch-profiling-summary.png \
 	figures/vtune-uarch-wifi-stats.png \
+	figures/perf.svg \
+	figures/perf-lte-frequency-reuse.png \
+	figures/perf-chunk-processor.png \
+	figures/perf-detail.png \
 	${SRC}/stats/doc/Stat-framework-arch.png \
 	${SRC}/stats/doc/Wifi-default.png \
 	${SRC}/stats/doc/dcf-overview.dia \
diff --git a/doc/manual/figures/perf-chunk-processor.png b/doc/manual/figures/perf-chunk-processor.png
new file mode 100644
index 000000000..d1e5d866f
Binary files /dev/null and b/doc/manual/figures/perf-chunk-processor.png differ
diff --git a/doc/manual/figures/perf-detail.png b/doc/manual/figures/perf-detail.png
new file mode 100644
index 000000000..19b50d6a8
Binary files /dev/null and b/doc/manual/figures/perf-detail.png differ
diff --git a/doc/manual/figures/perf-lte-frequency-reuse.png b/doc/manual/figures/perf-lte-frequency-reuse.png
new file mode 100644
index 000000000..c357bbfe5
Binary files /dev/null and b/doc/manual/figures/perf-lte-frequency-reuse.png differ
diff --git a/doc/manual/figures/perf.svg b/doc/manual/figures/perf.svg
new file mode 100644
index 000000000..db3bf7b0b
--- /dev/null
+++ b/doc/manual/figures/perf.svg
@@ -0,0 +1,26426 @@
+<?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="800" height="918" onload="init(evt)" viewBox="0 0 800 918" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
+<!-- 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:Verdana; font-size:12px; fill:rgb(0,0,0); }
+	#search, #ignorecase { opacity:0.1; cursor:pointer; }
+	#search:hover, #search.show, #ignorecase:hover, #ignorecase.show { opacity:1; }
+	#subtitle { text-anchor:middle; font-color:rgb(160,160,160); }
+	#title { text-anchor:middle; font-size:17px}
+	#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[
+	"use strict";
+	var details, searchbtn, unzoombtn, matchedtxt, svg, searching, currentSearchTerm, ignorecase, ignorecaseBtn;
+	function init(evt) {
+		details = document.getElementById("details").firstChild;
+		searchbtn = document.getElementById("search");
+		ignorecaseBtn = document.getElementById("ignorecase");
+		unzoombtn = document.getElementById("unzoom");
+		matchedtxt = document.getElementById("matched");
+		svg = document.getElementsByTagName("svg")[0];
+		searching = 0;
+		currentSearchTerm = null;
+
+		// use GET parameters to restore a flamegraphs state.
+		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);
+	}
+
+	// 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(true);
+			zoom(target);
+			if (!document.querySelector('.parent')) {
+				// we have basically done a clearzoom so clear the url
+				var params = get_params();
+				if (params.x) delete params.x;
+				if (params.y) delete params.y;
+				history.replaceState(null, null, parse_params(params));
+				unzoombtn.classList.add("hide");
+				return;
+			}
+
+			// set parameters for zoom state
+			var el = target.querySelector("rect");
+			if (el && el.attributes && el.attributes.y && el.attributes._orig_x) {
+				var params = get_params()
+				params.x = el.attributes._orig_x.value;
+				params.y = el.attributes.y.value;
+				history.replaceState(null, null, parse_params(params));
+			}
+		}
+		else if (e.target.id == "unzoom") clearzoom();
+		else if (e.target.id == "search") search_prompt();
+		else if (e.target.id == "ignorecase") toggle_ignorecase();
+	}, false)
+
+	// mouse-over for info
+	// show
+	window.addEventListener("mouseover", function(e) {
+		var target = find_group(e.target);
+		if (target) details.nodeValue = "Function: " + 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
+	// ctrl-I to toggle case-sensitive search
+	window.addEventListener("keydown",function (e) {
+		if (e.keyCode === 114 || (e.ctrlKey && e.keyCode === 70)) {
+			e.preventDefault();
+			search_prompt();
+		}
+		else if (e.ctrlKey && e.keyCode === 73) {
+			e.preventDefault();
+			toggle_ignorecase();
+		}
+	}, 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];
+	}
+	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["_orig_" + attr] != undefined) return;
+		if (e.attributes[attr] == undefined) return;
+		if (val == undefined) val = e.attributes[attr].value;
+		e.setAttribute("_orig_" + attr, val);
+	}
+	function orig_load(e, attr) {
+		if (e.attributes["_orig_"+attr] == undefined) return;
+		e.attributes[attr].value = e.attributes["_orig_" + attr].value;
+		e.removeAttribute("_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 update_text(e) {
+		var r = find_child(e, "rect");
+		var t = find_child(e, "text");
+		var w = parseFloat(r.attributes.width.value) -3;
+		var txt = find_child(e, "title").textContent.replace(/\([^(]*\)$/,"");
+		t.attributes.x.value = parseFloat(r.attributes.x.value) + 3;
+
+		// Smaller than this size won't fit anything
+		if (w < 2 * 12 * 0.59) {
+			t.textContent = "";
+			return;
+		}
+
+		t.textContent = txt;
+		var sl = t.getSubStringLength(0, txt.length);
+		// check if only whitespace or if we can fit the entire string into width w
+		if (/^ *$/.test(txt) || sl < w)
+			return;
+
+		// this isn't perfect, but gives a good starting point
+		// and avoids calling getSubStringLength too often
+		var start = Math.floor((w/sl) * txt.length);
+		for (var x = start; x > 0; x = x-2) {
+			if (t.getSubStringLength(0, x + 2) <= w) {
+				t.textContent = txt.substring(0, x) + "..";
+				return;
+			}
+		}
+		t.textContent = "";
+	}
+
+	// zoom
+	function zoom_reset(e) {
+		if (e.attributes != undefined) {
+			orig_load(e, "x");
+			orig_load(e, "width");
+		}
+		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, ratio) {
+		if (e.attributes != undefined) {
+			if (e.attributes.x != undefined) {
+				orig_save(e, "x");
+				e.attributes.x.value = (parseFloat(e.attributes.x.value) - x - 10) * ratio + 10;
+				if (e.tagName == "text")
+					e.attributes.x.value = find_child(e.parentNode, "rect[x]").attributes.x.value + 3;
+			}
+			if (e.attributes.width != undefined) {
+				orig_save(e, "width");
+				e.attributes.width.value = parseFloat(e.attributes.width.value) * ratio;
+			}
+		}
+
+		if (e.childNodes == undefined) return;
+		for (var i = 0, c = e.childNodes; i < c.length; i++) {
+			zoom_child(c[i], x - 10, ratio);
+		}
+	}
+	function zoom_parent(e) {
+		if (e.attributes) {
+			if (e.attributes.x != undefined) {
+				orig_save(e, "x");
+				e.attributes.x.value = 10;
+			}
+			if (e.attributes.width != undefined) {
+				orig_save(e, "width");
+				e.attributes.width.value = parseInt(svg.width.baseVal.value) - (10 * 2);
+			}
+		}
+		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 = parseFloat(attr.width.value);
+		var xmin = parseFloat(attr.x.value);
+		var xmax = parseFloat(xmin + width);
+		var ymin = parseFloat(attr.y.value);
+		var ratio = (svg.width.baseVal.value - 2 * 10) / width;
+
+		// XXX: Workaround for JavaScript float issues (fix me)
+		var fudge = 0.0001;
+
+		unzoombtn.classList.remove("hide");
+
+		var el = document.getElementById("frames").children;
+		for (var i = 0; i < el.length; i++) {
+			var e = el[i];
+			var a = find_child(e, "rect").attributes;
+			var ex = parseFloat(a.x.value);
+			var ew = parseFloat(a.width.value);
+			var upstack;
+			// Is it an ancestor
+			if (0 == 0) {
+				upstack = parseFloat(a.y.value) > ymin;
+			} else {
+				upstack = parseFloat(a.y.value) < ymin;
+			}
+			if (upstack) {
+				// Direct ancestor
+				if (ex <= xmin && (ex+ew+fudge) >= xmax) {
+					e.classList.add("parent");
+					zoom_parent(e);
+					update_text(e);
+				}
+				// not in current path
+				else
+					e.classList.add("hide");
+			}
+			// Children maybe
+			else {
+				// no common path
+				if (ex < xmin || ex + fudge >= xmax) {
+					e.classList.add("hide");
+				}
+				else {
+					zoom_child(e, xmin, ratio);
+					update_text(e);
+				}
+			}
+		}
+		search();
+	}
+	function unzoom(dont_update_text) {
+		unzoombtn.classList.add("hide");
+		var el = document.getElementById("frames").children;
+		for(var i = 0; i < el.length; i++) {
+			el[i].classList.remove("parent");
+			el[i].classList.remove("hide");
+			zoom_reset(el[i]);
+			if(!dont_update_text) update_text(el[i]);
+		}
+		search();
+	}
+	function clearzoom() {
+		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));
+	}
+
+	// search
+	function toggle_ignorecase() {
+		ignorecase = !ignorecase;
+		if (ignorecase) {
+			ignorecaseBtn.classList.add("show");
+		} else {
+			ignorecaseBtn.classList.remove("show");
+		}
+		reset_search();
+		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_)"
+			    + (ignorecase ? ", ignoring case" : "")
+			    + "\nPress Ctrl-i to toggle case sensitivity", "");
+			if (term != null) search(term);
+		} else {
+			reset_search();
+			searching = 0;
+			currentSearchTerm = null;
+			searchbtn.classList.remove("show");
+			searchbtn.firstChild.nodeValue = "Search"
+			matchedtxt.classList.add("hide");
+			matchedtxt.firstChild.nodeValue = ""
+		}
+	}
+	function search(term) {
+		if (term) currentSearchTerm = term;
+		if (currentSearchTerm === null) return;
+
+		var re = new RegExp(currentSearchTerm, ignorecase ? 'i' : '');
+		var el = document.getElementById("frames").children;
+		var matches = new Object();
+		var maxwidth = 0;
+		for (var i = 0; i < el.length; i++) {
+			var e = el[i];
+			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 = parseFloat(rect.attributes.width.value);
+			if (w > maxwidth)
+				maxwidth = w;
+
+			if (func.match(re)) {
+				// highlight
+				var x = parseFloat(rect.attributes.x.value);
+				orig_save(rect, "fill");
+				rect.attributes.fill.value = "rgb(230,0,230)";
+
+				// 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 = currentSearchTerm;
+		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.
+		var fudge = 0.0001;	// JavaScript floating point
+		for (var k in keys) {
+			var x = parseFloat(keys[k]);
+			var w = matches[keys[k]];
+			if (x >= lastx + lastw - fudge) {
+				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 + "%";
+	}
+]]>
+</script>
+<rect x="0.0" y="0" width="800.0" height="918.0" fill="url(#background)"  />
+<text id="title" x="400.00" y="24" >Flame Graph</text>
+<text id="details" x="10.00" y="901" > </text>
+<text id="unzoom" x="10.00" y="24" class="hide">Reset Zoom</text>
+<text id="search" x="690.00" y="24" >Search</text>
+<text id="ignorecase" x="774.00" y="24" >ic</text>
+<text id="matched" x="690.00" y="901" > </text>
+<g id="frames">
+<g >
+<title>std::map&lt;unsigned short, ns3::pfsFlowPerf_t, std::less&lt;unsigned short&gt;, std::allocator&lt;std::pair&lt;unsigned short const, ns3::pfsFlowPerf_t&gt; &gt; &gt;::find (198,041 samples, 0.02%)</title><rect x="104.3" y="469" width="0.2" height="15.0" fill="rgb(211,28,6)" rx="2" ry="2" />
+<text  x="107.29" y="479.5" ></text>
+</g>
+<g >
+<title>std::_Rb_tree&lt;ns3::LteSpectrumModelId, std::pair&lt;ns3::LteSpectrumModelId const, ns3::Ptr&lt;ns3::SpectrumModel&gt; &gt;, std::_Select1st&lt;std::pair&lt;ns3::LteSpectrumModelId const, ns3::Ptr&lt;ns3::SpectrumModel&gt; &gt; &gt;, std::less&lt;ns3::LteSpectrumModelId&gt;, std::allocator&lt;std::pair&lt;ns3::LteSpectrumModelId const, ns3::Ptr&lt;ns3::SpectrumModel&gt; &gt; &gt; &gt;::_M_begin (165,062 samples, 0.02%)</title><rect x="55.1" y="453" width="0.1" height="15.0" fill="rgb(233,130,31)" rx="2" ry="2" />
+<text  x="58.06" y="463.5" ></text>
+</g>
+<g >
+<title>std::_Rb_tree&lt;unsigned short, std::pair&lt;unsigned short const, ns3::pfsFlowPerf_t&gt;, std::_Select1st&lt;std::pair&lt;unsigned short const, ns3::pfsFlowPerf_t&gt; &gt;, std::less&lt;unsigned short&gt;, std::allocator&lt;std::pair&lt;unsigned short const, ns3::pfsFlowPerf_t&gt; &gt; &gt;::_M_mbegin (190,024 samples, 0.02%)</title><rect x="186.4" y="437" width="0.2" height="15.0" fill="rgb(247,197,47)" rx="2" ry="2" />
+<text  x="189.45" y="447.5" ></text>
+</g>
+<g >
+<title>std::_Rb_tree_node&lt;std::pair&lt;ns3::LteSpectrumModelId const, ns3::Ptr&lt;ns3::SpectrumModel&gt; &gt; &gt;::_M_valptr (198,501 samples, 0.02%)</title><rect x="675.2" y="453" width="0.2" height="15.0" fill="rgb(222,81,19)" rx="2" ry="2" />
+<text  x="678.20" y="463.5" ></text>
+</g>
+<g >
+<title>ns3::SpectrumValue::operator= (550,220 samples, 0.06%)</title><rect x="483.2" y="325" width="0.5" height="15.0" fill="rgb(243,177,42)" rx="2" ry="2" />
+<text  x="486.21" y="335.5" ></text>
+</g>
+<g >
+<title>ns3::Ptr&lt;ns3::PacketBurst&gt; ns3::CreateObject&lt;ns3::PacketBurst&gt; (5,659,329 samples, 0.58%)</title><rect x="370.7" y="533" width="4.6" height="15.0" fill="rgb(205,4,0)" rx="2" ry="2" />
+<text  x="373.73" y="543.5" ></text>
+</g>
+<g >
+<title>[libc.so.6] (128,671 samples, 0.01%)</title><rect x="78.6" y="341" width="0.1" height="15.0" fill="rgb(223,84,20)" rx="2" ry="2" />
+<text  x="81.56" y="351.5" ></text>
+</g>
+<g >
+<title>ns3::Ptr&lt;ns3::Packet&gt;::Ptr (155,467 samples, 0.02%)</title><rect x="361.5" y="501" width="0.1" height="15.0" fill="rgb(230,117,28)" rx="2" ry="2" />
+<text  x="364.46" y="511.5" ></text>
+</g>
+<g >
+<title>std::_Function_base::_Base_manager&lt;ns3::Callback&lt;void, ns3::SpectrumValue const&amp;&gt;::Callback&lt;void  (206,217 samples, 0.02%)</title><rect x="577.5" y="453" width="0.2" height="15.0" fill="rgb(213,39,9)" rx="2" ry="2" />
+<text  x="580.52" y="463.5" ></text>
+</g>
+<g >
+<title>std::_Vector_base&lt;ns3::HigherLayerSelected_s, std::allocator&lt;ns3::HigherLayerSelected_s&gt; &gt;::_Vector_base (487,446 samples, 0.05%)</title><rect x="125.6" y="357" width="0.4" height="15.0" fill="rgb(246,192,46)" rx="2" ry="2" />
+<text  x="128.59" y="367.5" ></text>
+</g>
+<g >
+<title>ns3::MapScheduler::Insert (5,134,622 samples, 0.53%)</title><rect x="660.7" y="469" width="4.1" height="15.0" fill="rgb(232,127,30)" rx="2" ry="2" />
+<text  x="663.67" y="479.5" ></text>
+</g>
+<g >
+<title>ns3::Ptr&lt;ns3::SpectrumSignalParameters&gt;::operator (356,060 samples, 0.04%)</title><rect x="75.0" y="517" width="0.3" height="15.0" fill="rgb(243,179,42)" rx="2" ry="2" />
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+<g >
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+<text  x="455.83" y="47.5" ></text>
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+<title>void std::allocator_traits&lt;std::allocator&lt;std::_List_node&lt;ns3::Ptr&lt;ns3::LteControlMessage&gt; &gt; &gt; &gt;::construct&lt;ns3::Ptr&lt;ns3::LteControlMessage&gt;, ns3::Ptr&lt;ns3::LteControlMessage&gt; const&amp;&gt; (240,418 samples, 0.02%)</title><rect x="611.3" y="469" width="0.2" height="15.0" fill="rgb(231,120,28)" rx="2" ry="2" />
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+<title>ns3::TracedCallback&lt;ns3::PhyTransmissionStatParameters&gt;::operator (297,993 samples, 0.03%)</title><rect x="535.2" y="357" width="0.2" height="15.0" fill="rgb(254,228,54)" rx="2" ry="2" />
+<text  x="538.16" y="367.5" ></text>
+</g>
+<g >
+<title>ns3::Ptr&lt;ns3::MobilityModel const&gt;::Acquire (155,636 samples, 0.02%)</title><rect x="742.6" y="533" width="0.2" height="15.0" fill="rgb(237,148,35)" rx="2" ry="2" />
+<text  x="745.64" y="543.5" ></text>
+</g>
+<g >
+<title>ns3::DlInfoListElement_s* std::vector&lt;ns3::DlInfoListElement_s, std::allocator&lt;ns3::DlInfoListElement_s&gt; &gt;::_M_allocate_and_copy&lt;__gnu_cxx::__normal_iterator&lt;ns3::DlInfoListElement_s const*, std::vector&lt;ns3::DlInfoListElement_s, std::allocator&lt;ns3::DlInfoListElement_s&gt; &gt; &gt; &gt; (488,321 samples, 0.05%)</title><rect x="107.3" y="485" width="0.4" height="15.0" fill="rgb(248,198,47)" rx="2" ry="2" />
+<text  x="110.26" y="495.5" ></text>
+</g>
+<g >
+<title>std::__cxx11::_List_base&lt;ns3::Ptr&lt;ns3::LteControlMessage&gt;, std::allocator&lt;ns3::Ptr&lt;ns3::LteControlMessage&gt; &gt; &gt;::~_List_base (191,802 samples, 0.02%)</title><rect x="344.3" y="421" width="0.1" height="15.0" fill="rgb(221,74,17)" rx="2" ry="2" />
+<text  x="347.27" y="431.5" ></text>
+</g>
+<g >
+<title>std::_Vector_base&lt;unsigned char, std::allocator&lt;unsigned char&gt; &gt;::~_Vector_base (149,822 samples, 0.02%)</title><rect x="139.4" y="437" width="0.1" height="15.0" fill="rgb(241,168,40)" rx="2" ry="2" />
+<text  x="142.35" y="447.5" ></text>
+</g>
+<g >
+<title>std::_Vector_base&lt;double, std::allocator&lt;double&gt; &gt;::_M_create_storage (423,769 samples, 0.04%)</title><rect x="300.5" y="421" width="0.3" height="15.0" fill="rgb(235,138,33)" rx="2" ry="2" />
+<text  x="303.48" y="431.5" ></text>
+</g>
+<g >
+<title>std::_Vector_base&lt;int, std::allocator&lt;int&gt; &gt;::_M_allocate (251,714 samples, 0.03%)</title><rect x="574.5" y="309" width="0.2" height="15.0" fill="rgb(216,52,12)" rx="2" ry="2" />
+<text  x="577.48" y="319.5" ></text>
+</g>
+<g >
+<title>ns3::operator/ (1,197,630 samples, 0.12%)</title><rect x="606.1" y="517" width="1.0" height="15.0" fill="rgb(218,63,15)" rx="2" ry="2" />
+<text  x="609.12" y="527.5" ></text>
+</g>
+<g >
+<title>std::_Rb_tree&lt;unsigned char, std::pair&lt;unsigned char const, ns3::LteMacSapProvider::ReportBufferStatusParameters&gt;, std::_Select1st&lt;std::pair&lt;unsigned char const, ns3::LteMacSapProvider::ReportBufferStatusParameters&gt; &gt;, std::less&lt;unsigned char&gt;, std::allocator&lt;std::pair&lt;unsigned char const, ns3::LteMacSapProvider::ReportBufferStatusParameters&gt; &gt; &gt;::empty (151,905 samples, 0.02%)</title><rect x="690.3" y="485" width="0.2" height="15.0" fill="rgb(219,65,15)" rx="2" ry="2" />
+<text  x="693.34" y="495.5" ></text>
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+<title>ns3::LteSpectrumValueHelper::GetSpectrumModel (2,046,878 samples, 0.21%)</title><rect x="297.1" y="485" width="1.6" height="15.0" fill="rgb(207,12,3)" rx="2" ry="2" />
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+<g >
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+<text  x="179.75" y="463.5" ></text>
+</g>
+<g >
+<title>ns3::NanoSeconds (241,154 samples, 0.02%)</title><rect x="424.7" y="213" width="0.2" height="15.0" fill="rgb(228,108,25)" rx="2" ry="2" />
+<text  x="427.72" y="223.5" ></text>
+</g>
+<g >
+<title>std::__cxx11::list&lt;ns3::Ptr&lt;ns3::LteControlMessage&gt;, std::allocator&lt;ns3::Ptr&lt;ns3::LteControlMessage&gt; &gt; &gt;::clear (940,478 samples, 0.10%)</title><rect x="609.5" y="549" width="0.8" height="15.0" fill="rgb(252,216,51)" rx="2" ry="2" />
+<text  x="612.50" y="559.5" ></text>
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+<text  x="414.19" y="511.5" ></text>
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+<g >
+<title>std::_Rb_tree_node&lt;std::pair&lt;unsigned short const, std::vector&lt;ns3::DlDciListElement_s, std::allocator&lt;ns3::DlDciListElement_s&gt; &gt; &gt; &gt;::_M_valptr (194,523 samples, 0.02%)</title><rect x="184.0" y="469" width="0.1" height="15.0" fill="rgb(222,81,19)" rx="2" ry="2" />
+<text  x="186.98" y="479.5" ></text>
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+<g >
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+<text  x="81.52" y="383.5" ></text>
+</g>
+<g >
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+<text  x="625.28" y="383.5" ></text>
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+<text  x="105.01" y="399.5" ></text>
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+<g >
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+<text  x="171.10" y="431.5" ></text>
+</g>
+<g >
+<title>ns3::TypeId::GetParent (912,142 samples, 0.09%)</title><rect x="542.0" y="261" width="0.7" height="15.0" fill="rgb(211,29,7)" rx="2" ry="2" />
+<text  x="544.99" y="271.5" ></text>
+</g>
+<g >
+<title>ns3::HigherLayerSelected_s* std::__do_uninit_copy&lt;__gnu_cxx::__normal_iterator&lt;ns3::HigherLayerSelected_s const*, std::vector&lt;ns3::HigherLayerSelected_s, std::allocator&lt;ns3::HigherLayerSelected_s&gt; &gt; &gt;, ns3::HigherLayerSelected_s*&gt; (128,621 samples, 0.01%)</title><rect x="583.8" y="197" width="0.1" height="15.0" fill="rgb(244,179,43)" rx="2" ry="2" />
+<text  x="586.76" y="207.5" ></text>
+</g>
+<g >
+<title>std::vector&lt;bool, std::allocator&lt;bool&gt; &gt;::_M_fill_insert (2,342,912 samples, 0.24%)</title><rect x="246.9" y="453" width="1.8" height="15.0" fill="rgb(229,112,26)" rx="2" ry="2" />
+<text  x="249.86" y="463.5" ></text>
+</g>
+<g >
+<title>ns3::LteMacSapProvider::TransmitPduParameters::TransmitPduParameters (537,941 samples, 0.06%)</title><rect x="151.6" y="389" width="0.4" height="15.0" fill="rgb(237,147,35)" rx="2" ry="2" />
+<text  x="154.59" y="399.5" ></text>
+</g>
+<g >
+<title>std::__cxx11::list&lt;ns3::Ptr&lt;ns3::LteControlMessage&gt;, std::allocator&lt;ns3::Ptr&lt;ns3::LteControlMessage&gt; &gt; &gt;::splice (536,019 samples, 0.06%)</title><rect x="673.2" y="469" width="0.4" height="15.0" fill="rgb(220,70,16)" rx="2" ry="2" />
+<text  x="676.20" y="479.5" ></text>
+</g>
+<g >
+<title>decltype  (273,321 samples, 0.03%)</title><rect x="331.9" y="389" width="0.2" height="15.0" fill="rgb(214,42,10)" rx="2" ry="2" />
+<text  x="334.88" y="399.5" ></text>
+</g>
+<g >
+<title>ns3::EnbMacMemberLteMacSapProvider&lt;ns3::LteEnbMac&gt;::TransmitPdu (5,428,262 samples, 0.56%)</title><rect x="19.6" y="389" width="4.4" height="15.0" fill="rgb(239,157,37)" rx="2" ry="2" />
+<text  x="22.60" y="399.5" ></text>
+</g>
+<g >
+<title>__gnu_cxx::__normal_iterator&lt;std::__cxx11::list&lt;ns3::UlDciLteControlMessage, std::allocator&lt;ns3::UlDciLteControlMessage&gt; &gt;*, std::vector&lt;std::__cxx11::list&lt;ns3::UlDciLteControlMessage, std::allocator&lt;ns3::UlDciLteControlMessage&gt; &gt;, std::allocator&lt;std::__cxx11::list&lt;ns3::UlDciLteControlMessage, std::allocator&lt;ns3::UlDciLteControlMessage&gt; &gt; &gt; &gt; &gt; std::__copy_move_a&lt;true, __gnu_cxx::__normal_iterator&lt;std::__cxx11::list&lt;ns3::UlDciLteControlMessage, std::allocator&lt;ns3::UlDciLteControlMessage&gt; &gt;*, std::vector&lt;std::__cxx11::list&lt;ns3::UlDciLteControlMessage, std::allocator&lt;ns3::UlDciLteControlMessage&gt; &gt;, std::allocator&lt;std::__cxx11::list&lt;ns3::UlDciLteControlMessage, std::allocator&lt;ns3::UlDciLteControlMessage&gt; &gt; &gt; &gt; &gt;, __gnu_cxx::__normal_iterator&lt;std::__cxx11::list&lt;ns3::UlDciLteControlMessage, std::allocator&lt;ns3::UlDciLteControlMessage&gt; &gt;*, std::vector&lt;std::__cxx11::list&lt;ns3::UlDciLteControlMessage, std::allocator&lt;ns3::UlDciLteControlMessage&gt; &gt;, std::allocator&lt;std::__cxx11::list&lt;ns3::UlDciLteControlMessage, std::allocator&lt;ns3::UlDciLteControlMessage&gt; &gt; &gt; &gt; &gt; &gt; (253,831 samples, 0.03%)</title><rect x="110.5" y="469" width="0.2" height="15.0" fill="rgb(230,116,27)" rx="2" ry="2" />
+<text  x="113.50" y="479.5" ></text>
+</g>
+<g >
+<title>ns3::IidManager::GetParent (351,090 samples, 0.04%)</title><rect x="632.1" y="453" width="0.3" height="15.0" fill="rgb(217,59,14)" rx="2" ry="2" />
+<text  x="635.09" y="463.5" ></text>
+</g>
+<g >
+<title>std::__cxx11::list&lt;ns3::Callback&lt;void, unsigned short, unsigned char, unsigned int&gt;, std::allocator&lt;ns3::Callback&lt;void, unsigned short, unsigned char, unsigned int&gt; &gt; &gt;::end (164,697 samples, 0.02%)</title><rect x="567.3" y="245" width="0.1" height="15.0" fill="rgb(217,56,13)" rx="2" ry="2" />
+<text  x="570.26" y="255.5" ></text>
+</g>
+<g >
+<title>std::vector&lt;ns3::Buffer::Data*, std::allocator&lt;ns3::Buffer::Data*&gt; &gt;::end (540,003 samples, 0.06%)</title><rect x="556.7" y="165" width="0.4" height="15.0" fill="rgb(223,86,20)" rx="2" ry="2" />
+<text  x="559.68" y="175.5" ></text>
+</g>
+<g >
+<title>std::_Rb_tree&lt;ns3::Scheduler::EventKey, std::pair&lt;ns3::Scheduler::EventKey const, ns3::EventImpl*&gt;, std::_Select1st&lt;std::pair&lt;ns3::Scheduler::EventKey const, ns3::EventImpl*&gt; &gt;, std::less&lt;ns3::Scheduler::EventKey&gt;, std::allocator&lt;std::pair&lt;ns3::Scheduler::EventKey const, ns3::EventImpl*&gt; &gt; &gt;::_M_get_node (270,834 samples, 0.03%)</title><rect x="108.6" y="389" width="0.2" height="15.0" fill="rgb(221,75,17)" rx="2" ry="2" />
+<text  x="111.56" y="399.5" ></text>
+</g>
+<g >
+<title>unsigned char* std::__copy_move&lt;false, true, std::random_access_iterator_tag&gt;::__copy_m&lt;unsigned char const, unsigned char&gt; (185,914 samples, 0.02%)</title><rect x="688.0" y="341" width="0.2" height="15.0" fill="rgb(235,140,33)" rx="2" ry="2" />
+<text  x="691.03" y="351.5" ></text>
+</g>
+<g >
+<title>ns3::LteEnbPhy::SendControlChannels (6,963,923 samples, 0.72%)</title><rect x="111.4" y="533" width="5.6" height="15.0" fill="rgb(227,105,25)" rx="2" ry="2" />
+<text  x="114.35" y="543.5" ></text>
+</g>
+<g >
+<title>std::__cxx11::list&lt;ns3::Ptr&lt;ns3::Packet&gt;, std::allocator&lt;ns3::Ptr&lt;ns3::Packet&gt; &gt; &gt;::clear (1,317,063 samples, 0.14%)</title><rect x="75.6" y="357" width="1.1" height="15.0" fill="rgb(217,58,13)" rx="2" ry="2" />
+<text  x="78.64" y="367.5" ></text>
+</g>
+<g >
+<title>void std::_Destroy_aux&lt;true&gt;::__destroy&lt;ns3::DlInfoListElement_s::HarqStatus_e*&gt; (190,409 samples, 0.02%)</title><rect x="256.8" y="341" width="0.1" height="15.0" fill="rgb(226,96,23)" rx="2" ry="2" />
+<text  x="259.78" y="351.5" ></text>
+</g>
+<g >
+<title>ns3::SpectrumValue::operator= (140,552 samples, 0.01%)</title><rect x="601.4" y="325" width="0.2" height="15.0" fill="rgb(243,177,42)" rx="2" ry="2" />
+<text  x="604.44" y="335.5" ></text>
+</g>
+<g >
+<title>std::allocator_traits&lt;std::allocator&lt;ns3::RlcPduListElement_s&gt; &gt;::allocate (190,161 samples, 0.02%)</title><rect x="212.9" y="357" width="0.1" height="15.0" fill="rgb(238,154,36)" rx="2" ry="2" />
+<text  x="215.85" y="367.5" ></text>
+</g>
+<g >
+<title>std::_List_iterator&lt;ns3::Ptr&lt;ns3::LteControlMessage&gt; &gt; std::__cxx11::list&lt;ns3::Ptr&lt;ns3::LteControlMessage&gt;, std::allocator&lt;ns3::Ptr&lt;ns3::LteControlMessage&gt; &gt; &gt;::insert&lt;std::_List_const_iterator&lt;ns3::Ptr&lt;ns3::LteControlMessage&gt; &gt;, void&gt; (704,280 samples, 0.07%)</title><rect x="346.4" y="485" width="0.6" height="15.0" fill="rgb(210,23,5)" rx="2" ry="2" />
+<text  x="349.44" y="495.5" ></text>
+</g>
+<g >
+<title>std::_Rb_tree&lt;ns3::Scheduler::EventKey, std::pair&lt;ns3::Scheduler::EventKey const, ns3::EventImpl*&gt;, std::_Select1st&lt;std::pair&lt;ns3::Scheduler::EventKey const, ns3::EventImpl*&gt; &gt;, std::less&lt;ns3::Scheduler::EventKey&gt;, std::allocator&lt;std::pair&lt;ns3::Scheduler::EventKey const, ns3::EventImpl*&gt; &gt; &gt;::_S_key (161,364 samples, 0.02%)</title><rect x="271.6" y="405" width="0.1" height="15.0" fill="rgb(214,42,10)" rx="2" ry="2" />
+<text  x="274.61" y="415.5" ></text>
+</g>
+<g >
+<title>std::__cxx11::_List_base&lt;ns3::Ptr&lt;ns3::PacketBurst&gt;, std::allocator&lt;ns3::Ptr&lt;ns3::PacketBurst&gt; &gt; &gt;::_M_put_node (158,232 samples, 0.02%)</title><rect x="501.2" y="517" width="0.1" height="15.0" fill="rgb(229,114,27)" rx="2" ry="2" />
+<text  x="504.20" y="527.5" ></text>
+</g>
+<g >
+<title>std::_Rb_tree&lt;int, std::pair&lt;int const, double&gt;, std::_Select1st&lt;std::pair&lt;int const, double&gt; &gt;, std::less&lt;int&gt;, std::allocator&lt;std::pair&lt;int const, double&gt; &gt; &gt;::_M_erase (598,182 samples, 0.06%)</title><rect x="60.6" y="437" width="0.5" height="15.0" fill="rgb(227,102,24)" rx="2" ry="2" />
+<text  x="63.62" y="447.5" ></text>
+</g>
+<g >
+<title>void std::_Destroy&lt;ns3::Ptr&lt;ns3::Object&gt;*, ns3::Ptr&lt;ns3::Object&gt; &gt; (154,688 samples, 0.02%)</title><rect x="635.4" y="293" width="0.1" height="15.0" fill="rgb(226,98,23)" rx="2" ry="2" />
+<text  x="638.37" y="303.5" ></text>
+</g>
+<g >
+<title>std::vector&lt;ns3::HarqProcessInfoElement_t, std::allocator&lt;ns3::HarqProcessInfoElement_t&gt; &gt;::operator= (2,176,138 samples, 0.22%)</title><rect x="349.9" y="421" width="1.8" height="15.0" fill="rgb(253,222,53)" rx="2" ry="2" />
+<text  x="352.92" y="431.5" ></text>
+</g>
+</g>
+</svg>
diff --git a/doc/manual/source/profiling.rst b/doc/manual/source/profiling.rst
index d902c315a..7a4b41aa6 100644
--- a/doc/manual/source/profiling.rst
+++ b/doc/manual/source/profiling.rst
@@ -489,6 +489,167 @@ There are many tools to profile your program, including:
 An overview on how to use `Perf`_ with `Hotspot`_, `AMD uProf`_ and
 `Intel VTune`_ is provided in the following sections.
 
+.. _Profiling and optimization :
+
+Profiling and optimization
+++++++++++++++++++++++++++
+
+While profilers will help point out interest hotspots, they won't help fixing the issues.
+At least for now...
+
+After profiling, optimization should be done following the Pareto principle.
+Focus first on least amount of work that can provide most benefits.
+Let us see an example, based on ``lte-frequency-reuse``. In the example
+below you will see a flamegraph generated from the CPU-``cycles`` metrics
+collected by perf for this LTE example.
+
+.. image:: figures/perf-lte-frequency-reuse.png
+
+The vertical axis contain stacked bars. Every bar corresponds to a function.
+The stack itself represents the call stack (when a function call other,
+and other, etc). The width of each bar corresponds to the time it takes to
+execute the function itself and the functions it calls (bars on top of it).
+This is where we start looking for bottlenecks. Start looking at widest
+columns at the top, and move down. As an example, we can select
+``LteChunkProcessor::End()`` (highlighted in purple).
+
+.. image:: figures/perf-chunk-processor.png
+
+If we click on the ``LteChunkProcessor::End()``, we have a closer view of
+where it is actually spending time on. We can see many bars related to callback
+indirections. Note that each  bar is slightly shorter and offset to the right.
+This small difference is the overhead of each function call. When everything
+is added together, it corresponds to about 35% of total time of
+``LteChunkProcessor::End()``. Yes, callbacks are really expensive,
+even in optimized builds. Now, let us take a look at the big gap and big
+``LteAmc`` function being called by this callback.
+
+.. image:: figures/perf-detail.png
+
+Now that we are closed to the top of the stack, we have a better idea of
+what is actually happening and can optimize more easily.
+
+For example, notice that about 14% of ``LteAmc::CreateCqiFeedbacks()`` is
+spent on itself (gap on top of bar). This usually means one of the following:
+
+- many conditional operations (if-else, switches), causing instruction cache-misses or pipeline stalls in case of wrong branch prediction
+- accessing data in erratic patterns, causing data cache-misses
+- waiting for a value to be computed at a congested CPU unit (e.g. slow division, trigonometric), causing pipeline stalls
+- a lot of actual work, also known as retired instructions
+
+To check which case it really is, instead of CPU-``cycles``, one can collect complementary metrics
+such as ``cache-misses``, ``branch-misses``, ``stalled-cycles-frontend``, ``stalled-cycles-backend``.
+It is easy to spot which one of them is the actual culprit, because its bar will be wider.
+After figuring out the issue, you need to look at the code to locate the source of the issue.
+Some profilers, such as `Intel VTune`_ and `AMD uProf`_ can give you the rough location of the
+instructions (line of code) causing these misses and stalls.
+
+We also see that 86% of the time is spent elsewhere. In LteMiErrorModel, and some vector related calls.
+One of these vector calls is ``push_back``, which takes incredible 30% of the time.
+Now let us look at the code to see where we can improve it.
+
+.. sourcecode:: cpp
+
+    std::vector<int>
+    LteAmc::CreateCqiFeedbacks(const SpectrumValue& sinr, uint8_t rbgSize)
+    {
+        NS_LOG_FUNCTION(this);
+
+        std::vector<int> cqi;
+
+        if (m_amcModel == MiErrorModel)
+        {
+            NS_LOG_DEBUG(this << " AMC-VIENNA RBG size " << (uint16_t)rbgSize);
+            NS_ASSERT_MSG(rbgSize > 0, " LteAmc-Vienna: RBG size must be greater than 0");
+            std::vector<int> rbgMap;
+            int rbId = 0;
+            for (auto it = sinr.ConstValuesBegin(); it != sinr.ConstValuesEnd(); it++)
+            {
+                /// WE CAN CUT 30% OF TIME BY AVOIDING THESE REALLOCATIONS WITH rbgMap.resize(rbgSize) AT BEGINNING
+                /// THEN USING std::iota(rbgMap.begin(), rbgMap.end(),rbId+1-rbgSize) INSIDE THE NEXT IF
+                rbgMap.push_back(rbId++);
+                if ((rbId % rbgSize == 0) || ((it + 1) == sinr.ConstValuesEnd()))
+                {
+                    uint8_t mcs = 0;
+                    TbStats_t tbStats;
+                    while (mcs <= 28)
+                    {
+                        HarqProcessInfoList_t harqInfoList;
+                        tbStats = LteMiErrorModel::GetTbDecodificationStats(
+                            sinr,
+                            rbgMap,
+                            (uint16_t)GetDlTbSizeFromMcs(mcs, rbgSize) / 8, /// DIVISIONS ARE EXPENSIVE. OPTIMIZER WILL
+                                                                            /// REPLACE THIS TRIVIAL CASE WITH >> 3,
+                                                                            /// BUT THIS ISN'T ALWAYS THE CASE.
+                                                                            /// IF THE DIVISION IS BY A LOOP INVARIANT,
+                                                                            /// THEN COMPUTE ITS INVERSE OUTSIDE
+                                                                            /// THE LOOP TO REPLACE THE DIVISION WITH
+                                                                            /// A MULTIPLICATION.
+                            mcs,
+                            harqInfoList);
+                        if (tbStats.tbler > 0.1)
+                        {
+                            break;
+                        }
+                        mcs++;
+                    }
+                    if (mcs > 0)
+                    {
+                        mcs--;
+                    }
+                    NS_LOG_DEBUG(this << "\t RBG " << rbId << " MCS " << (uint16_t)mcs << " TBLER "
+                                      << tbStats.tbler);
+                    int rbgCqi = 0;
+                    if ((tbStats.tbler > 0.1) && (mcs == 0))
+                    {
+                        rbgCqi = 0; // any MCS can guarantee the 10 % of BER
+                    }
+                    else if (mcs == 28)
+                    {
+                        rbgCqi = 15; // all MCSs can guarantee the 10 % of BER
+                    }
+                    else
+                    {
+                        double s = SpectralEfficiencyForMcs[mcs];
+                        rbgCqi = 0;
+                        while ((rbgCqi < 15) && (SpectralEfficiencyForCqi[rbgCqi + 1] < s))
+                        {
+                            ++rbgCqi;
+                        }
+                    }
+                    NS_LOG_DEBUG(this << "\t MCS " << (uint16_t)mcs << "-> CQI " << rbgCqi);
+                    // fill the cqi vector (per RB basis)
+                    /// WE CAN CUT 30% OF TIME BY AVOIDING THESE REALLOCATIONS WITH cqi.resize(cqi.size()+rbgSize)
+                    /// THEN std::fill(cqi.rbegin(), cqi.rbegin()+rbgSize, rbgCqi)
+                    for (uint8_t j = 0; j < rbgSize; j++)
+                    {
+                        cqi.push_back(rbgCqi);
+                    }
+                    rbgMap.clear();
+                }
+            }
+        }
+
+        return cqi;
+    }
+
+
+Try to explore by yourself with the interactive flamegraph below
+(only available for html-based documentation).
+
+.. raw:: html
+    :file: figures/perf.svg
+
+Note: interactive flamegraph SVGs were generated with `perf.data` output exported by Linux Perf,
+then transformed to text and finally rendered as SVG.
+
+.. sourcecode:: console
+
+    git clone https://github.com/brendangregg/FlameGraph
+    ./FlameGraph/stackcollapse-perf.pl perf.data > perf.folded
+    ./FlameGraph/flamegraph.pl perf.folded --width=800 > perf.svg
+
+
 .. _Linux Perf and Hotspot GUI :
 
 Linux Perf and Hotspot GUI