This contains my bachelors thesis and associated tex files, code snippets and maybe more. Topic: Data Movement in Heterogeneous Memories with Intel Data Streaming Accelerator
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  1. <?xml version="1.0" standalone="no"?>
  2. <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
  3. <svg version="1.1" width="1200" height="518" onload="init(evt)" viewBox="0 0 1200 518" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
  4. <!-- Flame graph stack visualization. See https://github.com/brendangregg/FlameGraph for latest version, and http://www.brendangregg.com/flamegraphs.html for examples. -->
  5. <!-- NOTES: -->
  6. <defs>
  7. <linearGradient id="background" y1="0" y2="1" x1="0" x2="0" >
  8. <stop stop-color="#eeeeee" offset="5%" />
  9. <stop stop-color="#eeeeb0" offset="95%" />
  10. </linearGradient>
  11. </defs>
  12. <style type="text/css">
  13. text { font-family:Verdana; font-size:12px; fill:rgb(0,0,0); }
  14. #search, #ignorecase { opacity:0.1; cursor:pointer; }
  15. #search:hover, #search.show, #ignorecase:hover, #ignorecase.show { opacity:1; }
  16. #subtitle { text-anchor:middle; font-color:rgb(160,160,160); }
  17. #title { text-anchor:middle; font-size:17px}
  18. #unzoom { cursor:pointer; }
  19. #frames > *:hover { stroke:black; stroke-width:0.5; cursor:pointer; }
  20. .hide { display:none; }
  21. .parent { opacity:0.5; }
  22. </style>
  23. <script type="text/ecmascript">
  24. <![CDATA[
  25. "use strict";
  26. var details, searchbtn, unzoombtn, matchedtxt, svg, searching, currentSearchTerm, ignorecase, ignorecaseBtn;
  27. function init(evt) {
  28. details = document.getElementById("details").firstChild;
  29. searchbtn = document.getElementById("search");
  30. ignorecaseBtn = document.getElementById("ignorecase");
  31. unzoombtn = document.getElementById("unzoom");
  32. matchedtxt = document.getElementById("matched");
  33. svg = document.getElementsByTagName("svg")[0];
  34. searching = 0;
  35. currentSearchTerm = null;
  36. // use GET parameters to restore a flamegraphs state.
  37. var params = get_params();
  38. if (params.x && params.y)
  39. zoom(find_group(document.querySelector('[x="' + params.x + '"][y="' + params.y + '"]')));
  40. if (params.s) search(params.s);
  41. }
  42. // event listeners
  43. window.addEventListener("click", function(e) {
  44. var target = find_group(e.target);
  45. if (target) {
  46. if (target.nodeName == "a") {
  47. if (e.ctrlKey === false) return;
  48. e.preventDefault();
  49. }
  50. if (target.classList.contains("parent")) unzoom(true);
  51. zoom(target);
  52. if (!document.querySelector('.parent')) {
  53. // we have basically done a clearzoom so clear the url
  54. var params = get_params();
  55. if (params.x) delete params.x;
  56. if (params.y) delete params.y;
  57. history.replaceState(null, null, parse_params(params));
  58. unzoombtn.classList.add("hide");
  59. return;
  60. }
  61. // set parameters for zoom state
  62. var el = target.querySelector("rect");
  63. if (el && el.attributes && el.attributes.y && el.attributes._orig_x) {
  64. var params = get_params()
  65. params.x = el.attributes._orig_x.value;
  66. params.y = el.attributes.y.value;
  67. history.replaceState(null, null, parse_params(params));
  68. }
  69. }
  70. else if (e.target.id == "unzoom") clearzoom();
  71. else if (e.target.id == "search") search_prompt();
  72. else if (e.target.id == "ignorecase") toggle_ignorecase();
  73. }, false)
  74. // mouse-over for info
  75. // show
  76. window.addEventListener("mouseover", function(e) {
  77. var target = find_group(e.target);
  78. if (target) details.nodeValue = "Function: " + g_to_text(target);
  79. }, false)
  80. // clear
  81. window.addEventListener("mouseout", function(e) {
  82. var target = find_group(e.target);
  83. if (target) details.nodeValue = ' ';
  84. }, false)
  85. // ctrl-F for search
  86. // ctrl-I to toggle case-sensitive search
  87. window.addEventListener("keydown",function (e) {
  88. if (e.keyCode === 114 || (e.ctrlKey && e.keyCode === 70)) {
  89. e.preventDefault();
  90. search_prompt();
  91. }
  92. else if (e.ctrlKey && e.keyCode === 73) {
  93. e.preventDefault();
  94. toggle_ignorecase();
  95. }
  96. }, false)
  97. // functions
  98. function get_params() {
  99. var params = {};
  100. var paramsarr = window.location.search.substr(1).split('&');
  101. for (var i = 0; i < paramsarr.length; ++i) {
  102. var tmp = paramsarr[i].split("=");
  103. if (!tmp[0] || !tmp[1]) continue;
  104. params[tmp[0]] = decodeURIComponent(tmp[1]);
  105. }
  106. return params;
  107. }
  108. function parse_params(params) {
  109. var uri = "?";
  110. for (var key in params) {
  111. uri += key + '=' + encodeURIComponent(params[key]) + '&';
  112. }
  113. if (uri.slice(-1) == "&")
  114. uri = uri.substring(0, uri.length - 1);
  115. if (uri == '?')
  116. uri = window.location.href.split('?')[0];
  117. return uri;
  118. }
  119. function find_child(node, selector) {
  120. var children = node.querySelectorAll(selector);
  121. if (children.length) return children[0];
  122. }
  123. function find_group(node) {
  124. var parent = node.parentElement;
  125. if (!parent) return;
  126. if (parent.id == "frames") return node;
  127. return find_group(parent);
  128. }
  129. function orig_save(e, attr, val) {
  130. if (e.attributes["_orig_" + attr] != undefined) return;
  131. if (e.attributes[attr] == undefined) return;
  132. if (val == undefined) val = e.attributes[attr].value;
  133. e.setAttribute("_orig_" + attr, val);
  134. }
  135. function orig_load(e, attr) {
  136. if (e.attributes["_orig_"+attr] == undefined) return;
  137. e.attributes[attr].value = e.attributes["_orig_" + attr].value;
  138. e.removeAttribute("_orig_"+attr);
  139. }
  140. function g_to_text(e) {
  141. var text = find_child(e, "title").firstChild.nodeValue;
  142. return (text)
  143. }
  144. function g_to_func(e) {
  145. var func = g_to_text(e);
  146. // if there's any manipulation we want to do to the function
  147. // name before it's searched, do it here before returning.
  148. return (func);
  149. }
  150. function update_text(e) {
  151. var r = find_child(e, "rect");
  152. var t = find_child(e, "text");
  153. var w = parseFloat(r.attributes.width.value) -3;
  154. var txt = find_child(e, "title").textContent.replace(/\([^(]*\)$/,"");
  155. t.attributes.x.value = parseFloat(r.attributes.x.value) + 3;
  156. // Smaller than this size won't fit anything
  157. if (w < 2 * 12 * 0.59) {
  158. t.textContent = "";
  159. return;
  160. }
  161. t.textContent = txt;
  162. var sl = t.getSubStringLength(0, txt.length);
  163. // check if only whitespace or if we can fit the entire string into width w
  164. if (/^ *$/.test(txt) || sl < w)
  165. return;
  166. // this isn't perfect, but gives a good starting point
  167. // and avoids calling getSubStringLength too often
  168. var start = Math.floor((w/sl) * txt.length);
  169. for (var x = start; x > 0; x = x-2) {
  170. if (t.getSubStringLength(0, x + 2) <= w) {
  171. t.textContent = txt.substring(0, x) + "..";
  172. return;
  173. }
  174. }
  175. t.textContent = "";
  176. }
  177. // zoom
  178. function zoom_reset(e) {
  179. if (e.attributes != undefined) {
  180. orig_load(e, "x");
  181. orig_load(e, "width");
  182. }
  183. if (e.childNodes == undefined) return;
  184. for (var i = 0, c = e.childNodes; i < c.length; i++) {
  185. zoom_reset(c[i]);
  186. }
  187. }
  188. function zoom_child(e, x, ratio) {
  189. if (e.attributes != undefined) {
  190. if (e.attributes.x != undefined) {
  191. orig_save(e, "x");
  192. e.attributes.x.value = (parseFloat(e.attributes.x.value) - x - 10) * ratio + 10;
  193. if (e.tagName == "text")
  194. e.attributes.x.value = find_child(e.parentNode, "rect[x]").attributes.x.value + 3;
  195. }
  196. if (e.attributes.width != undefined) {
  197. orig_save(e, "width");
  198. e.attributes.width.value = parseFloat(e.attributes.width.value) * ratio;
  199. }
  200. }
  201. if (e.childNodes == undefined) return;
  202. for (var i = 0, c = e.childNodes; i < c.length; i++) {
  203. zoom_child(c[i], x - 10, ratio);
  204. }
  205. }
  206. function zoom_parent(e) {
  207. if (e.attributes) {
  208. if (e.attributes.x != undefined) {
  209. orig_save(e, "x");
  210. e.attributes.x.value = 10;
  211. }
  212. if (e.attributes.width != undefined) {
  213. orig_save(e, "width");
  214. e.attributes.width.value = parseInt(svg.width.baseVal.value) - (10 * 2);
  215. }
  216. }
  217. if (e.childNodes == undefined) return;
  218. for (var i = 0, c = e.childNodes; i < c.length; i++) {
  219. zoom_parent(c[i]);
  220. }
  221. }
  222. function zoom(node) {
  223. var attr = find_child(node, "rect").attributes;
  224. var width = parseFloat(attr.width.value);
  225. var xmin = parseFloat(attr.x.value);
  226. var xmax = parseFloat(xmin + width);
  227. var ymin = parseFloat(attr.y.value);
  228. var ratio = (svg.width.baseVal.value - 2 * 10) / width;
  229. // XXX: Workaround for JavaScript float issues (fix me)
  230. var fudge = 0.0001;
  231. unzoombtn.classList.remove("hide");
  232. var el = document.getElementById("frames").children;
  233. for (var i = 0; i < el.length; i++) {
  234. var e = el[i];
  235. var a = find_child(e, "rect").attributes;
  236. var ex = parseFloat(a.x.value);
  237. var ew = parseFloat(a.width.value);
  238. var upstack;
  239. // Is it an ancestor
  240. if (0 == 0) {
  241. upstack = parseFloat(a.y.value) > ymin;
  242. } else {
  243. upstack = parseFloat(a.y.value) < ymin;
  244. }
  245. if (upstack) {
  246. // Direct ancestor
  247. if (ex <= xmin && (ex+ew+fudge) >= xmax) {
  248. e.classList.add("parent");
  249. zoom_parent(e);
  250. update_text(e);
  251. }
  252. // not in current path
  253. else
  254. e.classList.add("hide");
  255. }
  256. // Children maybe
  257. else {
  258. // no common path
  259. if (ex < xmin || ex + fudge >= xmax) {
  260. e.classList.add("hide");
  261. }
  262. else {
  263. zoom_child(e, xmin, ratio);
  264. update_text(e);
  265. }
  266. }
  267. }
  268. search();
  269. }
  270. function unzoom(dont_update_text) {
  271. unzoombtn.classList.add("hide");
  272. var el = document.getElementById("frames").children;
  273. for(var i = 0; i < el.length; i++) {
  274. el[i].classList.remove("parent");
  275. el[i].classList.remove("hide");
  276. zoom_reset(el[i]);
  277. if(!dont_update_text) update_text(el[i]);
  278. }
  279. search();
  280. }
  281. function clearzoom() {
  282. unzoom();
  283. // remove zoom state
  284. var params = get_params();
  285. if (params.x) delete params.x;
  286. if (params.y) delete params.y;
  287. history.replaceState(null, null, parse_params(params));
  288. }
  289. // search
  290. function toggle_ignorecase() {
  291. ignorecase = !ignorecase;
  292. if (ignorecase) {
  293. ignorecaseBtn.classList.add("show");
  294. } else {
  295. ignorecaseBtn.classList.remove("show");
  296. }
  297. reset_search();
  298. search();
  299. }
  300. function reset_search() {
  301. var el = document.querySelectorAll("#frames rect");
  302. for (var i = 0; i < el.length; i++) {
  303. orig_load(el[i], "fill")
  304. }
  305. var params = get_params();
  306. delete params.s;
  307. history.replaceState(null, null, parse_params(params));
  308. }
  309. function search_prompt() {
  310. if (!searching) {
  311. var term = prompt("Enter a search term (regexp " +
  312. "allowed, eg: ^ext4_)"
  313. + (ignorecase ? ", ignoring case" : "")
  314. + "\nPress Ctrl-i to toggle case sensitivity", "");
  315. if (term != null) search(term);
  316. } else {
  317. reset_search();
  318. searching = 0;
  319. currentSearchTerm = null;
  320. searchbtn.classList.remove("show");
  321. searchbtn.firstChild.nodeValue = "Search"
  322. matchedtxt.classList.add("hide");
  323. matchedtxt.firstChild.nodeValue = ""
  324. }
  325. }
  326. function search(term) {
  327. if (term) currentSearchTerm = term;
  328. var re = new RegExp(currentSearchTerm, ignorecase ? 'i' : '');
  329. var el = document.getElementById("frames").children;
  330. var matches = new Object();
  331. var maxwidth = 0;
  332. for (var i = 0; i < el.length; i++) {
  333. var e = el[i];
  334. var func = g_to_func(e);
  335. var rect = find_child(e, "rect");
  336. if (func == null || rect == null)
  337. continue;
  338. // Save max width. Only works as we have a root frame
  339. var w = parseFloat(rect.attributes.width.value);
  340. if (w > maxwidth)
  341. maxwidth = w;
  342. if (func.match(re)) {
  343. // highlight
  344. var x = parseFloat(rect.attributes.x.value);
  345. orig_save(rect, "fill");
  346. rect.attributes.fill.value = "rgb(230,0,230)";
  347. // remember matches
  348. if (matches[x] == undefined) {
  349. matches[x] = w;
  350. } else {
  351. if (w > matches[x]) {
  352. // overwrite with parent
  353. matches[x] = w;
  354. }
  355. }
  356. searching = 1;
  357. }
  358. }
  359. if (!searching)
  360. return;
  361. var params = get_params();
  362. params.s = currentSearchTerm;
  363. history.replaceState(null, null, parse_params(params));
  364. searchbtn.classList.add("show");
  365. searchbtn.firstChild.nodeValue = "Reset Search";
  366. // calculate percent matched, excluding vertical overlap
  367. var count = 0;
  368. var lastx = -1;
  369. var lastw = 0;
  370. var keys = Array();
  371. for (k in matches) {
  372. if (matches.hasOwnProperty(k))
  373. keys.push(k);
  374. }
  375. // sort the matched frames by their x location
  376. // ascending, then width descending
  377. keys.sort(function(a, b){
  378. return a - b;
  379. });
  380. // Step through frames saving only the biggest bottom-up frames
  381. // thanks to the sort order. This relies on the tree property
  382. // where children are always smaller than their parents.
  383. var fudge = 0.0001; // JavaScript floating point
  384. for (var k in keys) {
  385. var x = parseFloat(keys[k]);
  386. var w = matches[keys[k]];
  387. if (x >= lastx + lastw - fudge) {
  388. count += w;
  389. lastx = x;
  390. lastw = w;
  391. }
  392. }
  393. // display matched percent
  394. matchedtxt.classList.remove("hide");
  395. var pct = 100 * count / maxwidth;
  396. if (pct != 100) pct = pct.toFixed(1)
  397. matchedtxt.firstChild.nodeValue = "Matched: " + pct + "%";
  398. }
  399. ]]>
  400. </script>
  401. <rect x="0.0" y="0" width="1200.0" height="518.0" fill="url(#background)" />
  402. <text id="title" x="600.00" y="24" >Flame Graph</text>
  403. <text id="details" x="10.00" y="501" > </text>
  404. <text id="unzoom" x="10.00" y="24" class="hide">Reset Zoom</text>
  405. <text id="search" x="1090.00" y="24" >Search</text>
  406. <text id="ignorecase" x="1174.00" y="24" >ic</text>
  407. <text id="matched" x="1090.00" y="501" > </text>
  408. <g id="frames">
  409. <g >
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  411. <text x="299.57" y="271.5" ></text>
  412. </g>
  413. <g >
  414. <title>__this_cpu_preempt_check (25,764,878 samples, 0.16%)</title><rect x="322.9" y="229" width="1.9" height="15.0" fill="rgb(247,195,46)" rx="2" ry="2" />
  415. <text x="325.91" y="239.5" ></text>
  416. </g>
  417. <g >
  418. <title>qi_flush_piotlb (25,914,646 samples, 0.16%)</title><rect x="37.9" y="197" width="1.9" height="15.0" fill="rgb(251,215,51)" rx="2" ry="2" />
  419. <text x="40.95" y="207.5" ></text>
  420. </g>
  421. <g >
  422. <title>check_preemption_disabled (401,410,663 samples, 2.48%)</title><rect x="358.6" y="245" width="29.2" height="15.0" fill="rgb(220,73,17)" rx="2" ry="2" />
  423. <text x="361.62" y="255.5" >ch..</text>
  424. </g>
  425. <g >
  426. <title>set_nlink (1,728,057 samples, 0.01%)</title><rect x="11.1" y="261" width="0.1" height="15.0" fill="rgb(216,54,13)" rx="2" ry="2" />
  427. <text x="14.06" y="271.5" ></text>
  428. </g>
  429. <g >
  430. <title>perf_adjust_freq_unthr_context (2,063,358 samples, 0.01%)</title><rect x="739.0" y="181" width="0.2" height="15.0" fill="rgb(236,146,35)" rx="2" ry="2" />
  431. <text x="742.02" y="191.5" ></text>
  432. </g>
  433. <g >
  434. <title>__alloc_file (1,521,361 samples, 0.01%)</title><rect x="19.2" y="309" width="0.1" height="15.0" fill="rgb(206,7,1)" rx="2" ry="2" />
  435. <text x="22.16" y="319.5" ></text>
  436. </g>
  437. <g >
  438. <title>__irqentry_text_end (5,277,538 samples, 0.03%)</title><rect x="18.7" y="437" width="0.3" height="15.0" fill="rgb(248,199,47)" rx="2" ry="2" />
  439. <text x="21.66" y="447.5" ></text>
  440. </g>
  441. <g >
  442. <title>tick_sched_handle (8,465,801 samples, 0.05%)</title><rect x="1144.3" y="245" width="0.6" height="15.0" fill="rgb(219,68,16)" rx="2" ry="2" />
  443. <text x="1147.33" y="255.5" ></text>
  444. </g>
  445. <g >
  446. <title>__sysvec_apic_timer_interrupt (2,063,358 samples, 0.01%)</title><rect x="739.0" y="309" width="0.2" height="15.0" fill="rgb(242,173,41)" rx="2" ry="2" />
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  448. </g>
  449. <g >
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  460. </g>
  461. <g >
  462. <title>handle_mm_fault (10,328,096 samples, 0.06%)</title><rect x="807.2" y="325" width="0.7" height="15.0" fill="rgb(234,135,32)" rx="2" ry="2" />
  463. <text x="810.19" y="335.5" ></text>
  464. </g>
  465. <g >
  466. <title>release_pages (371,292,083 samples, 2.29%)</title><rect x="40.1" y="213" width="27.1" height="15.0" fill="rgb(228,106,25)" rx="2" ry="2" />
  467. <text x="43.15" y="223.5" >r..</text>
  468. </g>
  469. <g >
  470. <title>tlb_finish_mmu (1,724,696 samples, 0.01%)</title><rect x="19.6" y="293" width="0.2" height="15.0" fill="rgb(251,212,50)" rx="2" ry="2" />
  471. <text x="22.64" y="303.5" ></text>
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  480. </g>
  481. <g >
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  484. </g>
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  1842. <title>__GI___getdelim (1,729,911 samples, 0.01%)</title><rect x="10.0" y="421" width="0.1" height="15.0" fill="rgb(219,65,15)" rx="2" ry="2" />
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  1846. <title>std::mersenne_twister_engine&lt;unsigned long, 32ul, 624ul, 397ul, 31ul, 2567483615ul, 11ul, 4294967295ul, 7ul, 2636928640ul, 15ul, 4022730752ul, 18ul, 1812433253ul&gt;::operator (1,001,161,895 samples, 6.18%)</title><rect x="583.5" y="341" width="72.9" height="15.0" fill="rgb(235,139,33)" rx="2" ry="2" />
  1847. <text x="586.52" y="351.5" >std::mer..</text>
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  1850. <title>intel_invalidate_range (44,047,598 samples, 0.27%)</title><rect x="36.6" y="213" width="3.2" height="15.0" fill="rgb(228,107,25)" rx="2" ry="2" />
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  1854. <title>__mmu_notifier_invalidate_range (44,912,926 samples, 0.28%)</title><rect x="36.6" y="229" width="3.2" height="15.0" fill="rgb(230,115,27)" rx="2" ry="2" />
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  1858. <title>policy_node (11,566,513 samples, 0.07%)</title><rect x="1086.5" y="229" width="0.8" height="15.0" fill="rgb(236,143,34)" rx="2" ry="2" />
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  1862. <title>__rcu_read_unlock (1,899,272 samples, 0.01%)</title><rect x="1016.6" y="197" width="0.1" height="15.0" fill="rgb(253,224,53)" rx="2" ry="2" />
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  1866. <title>__this_cpu_preempt_check (3,630,476 samples, 0.02%)</title><rect x="1029.2" y="165" width="0.3" height="15.0" fill="rgb(247,195,46)" rx="2" ry="2" />
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  1874. <title>hrtimer_interrupt (2,246,370 samples, 0.01%)</title><rect x="1092.9" y="229" width="0.2" height="15.0" fill="rgb(228,109,26)" rx="2" ry="2" />
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