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We build kickass CAPTCHA systems that gives (DDoS) attackers a run for their money. And we do all of this without tracking your users. Oh and did I mention our UX is great?</p><p>mCaptcha uses a <span class=toggle-dark><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentcolor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather feather-moon"><path d="M21 12.79A9 9 0 1111.21 3 7 7 0 0021 12.79z"/></svg></span><span class=toggle-light><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentcolor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather feather-sun"><circle cx="12" cy="12" r="5"/><line x1="12" y1="1" x2="12" y2="3"/><line x1="12" y1="21" x2="12" y2="23"/><line x1="4.22" y1="4.22" x2="5.64" y2="5.64"/><line x1="18.36" y1="18.36" x2="19.78" y2="19.78"/><line x1="1" y1="12" x2="3" y2="12"/><line x1="21" y1="12" x2="23" y2="12"/><line x1="4.22" y1="19.78" x2="5.64" y2="18.36"/><line x1="18.36" y1="5.64" x2="19.78" y2="4.22"/></svg></span></button><ul class="navbar-nav social-nav order-3 order-md-5"><li class=nav-item><a class=nav-link href=https://github.com/mCaptcha><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentcolor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather feather-github"><path d="M9 19c-5 1.5-5-2.5-7-3m14 6v-3.87a3.37 3.37.0 00-.94-2.61c3.14-.35 6.44-1.54 6.44-7A5.44 5.44.0 0020 4.77 5.07 5.07.0 0019.91 1S18.73.65 16 2.48a13.38 13.38.0 00-7 0C6.27.65 5.09 1 5.09 1A5.07 5.07.0 005 4.77 5.44 5.44.0 003.5 8.55c0 5.42 3.3 6.61 6.44 7A3.37 3.37.0 009 18.13V22"/></svg><span class="ms-2 visually-hidden">GitHub</span></a></li></ul><div class="collapse navbar-collapse order-4 order-md-1"><ul class="navbar-nav main-nav me-auto order-5 order-md-2"><li class=nav-item><a class=nav-link href=/about/>About</a></li><li class="nav-item active"><a class=nav-link href=/blog/>Blog</a></li><li class=nav-item><a class=nav-link href=/community/>Community</a></li><li class=nav-item><a class=nav-link href=/contact/>Contact</a></li><li class=nav-item><a class=nav-link href=/docs/prologue/introduction/>Docs</a></li></ul><div class="break order-6 d-md-none"></div><form class="navbar-form flex-grow-1 order-7 order-md-3"><input id=userinput class="form-control is-search" type=search placeholder="Search docs..." aria-label="Search docs..." autocomplete=off><div id=suggestions class="shadow bg-white rounded"></div></form></div></div></header><div class="wrap container" role=document><div class=content><div class="row flex-xl-nowrap"><nav class="docs-toc d-none d-xl-block col-xl-3" aria-label="Secondary navigation"><div class=page-links><h3>On this page</h3><nav id=TableOfContents><ul><li><a href=#benchmark-tools>Benchmark tools</a></li><li><a href=#results>Results</a><ul><li><a href=#native>Native</a></li><li><a href=#browser>Browser</a></li><li><a href=#firefox>Firefox</a></li></ul></li><li><a href=#conclusion>Conclusion</a></li></ul></nav></div></nav><main class="docs-content col-lg-11 col-xl-9 mx-xl-auto"><article><div class=blog-header><h1>PoW performance</h1><p><small>Posted May 26, 2021 by <a class="stretched-link position-relative" href=/contributors/aravinth-manivannan/>Aravinth Manivannan</a>&nbsp;&dash;&nbsp;<strong>2&nbsp;min read</strong></small><p><p><small>Last Edited September 1, 2021</small><p></div><p class=lead>We are mCaptcha. We build kickass CAPTCHA systems that gives (DDoS) attackers a run for their money. And we do all of this without tracking your users. Oh and did I mention our UX is great?</p><p>mCaptcha uses a
<a href=https://en.wikipedia.org/wiki/Proof_of_work>proof-of-work(PoW)</a> mechanism <a href=https://en.wikipedia.org/wiki/Proof_of_work>proof-of-work(PoW)</a> mechanism
to rate limit users or potential bots. In order for this to be to rate limit users or potential bots. In order for this to be
effective, the PoW should be configured properly. The difficulty effective, the PoW should be configured properly. The difficulty
@ -12,7 +12,7 @@ capable of running in a multi-threaded context. This creates an unfair
advantage for crackers using these bots over legitimate users, who advantage for crackers using these bots over legitimate users, who
usually use browsers to access a website.</p><p>I wanted to see how much of an advantage a native program would have usually use browsers to access a website.</p><p>I wanted to see how much of an advantage a native program would have
over our WASM library.</p><h2 id=benchmark-tools>Benchmark tools</h2><p>So I wrote these to compare native and WASM performances:</p><ul><li>Browser benchmark: <a href=https://mCaptcha.github.io/benches>https://mCaptcha.github.io/benches</a></li><li>Native benchmark: <a href=https://github.com/mCaptcha/cli/blob/master/scripts/bench.sh>mCaptcha/cli managed by scripts/bench.sh</a></li></ul><div class="alert alert-warning d-flex" role=alert><div class="flex-shrink-1 alert-icon">⭐</div><div class=w-100>Feel free to reproduce the results!</div></div><h2 id=results>Results</h2><p>The tests were run on my development machine featuring an Intel Core over our WASM library.</p><h2 id=benchmark-tools>Benchmark tools</h2><p>So I wrote these to compare native and WASM performances:</p><ul><li>Browser benchmark: <a href=https://mCaptcha.github.io/benches>https://mCaptcha.github.io/benches</a></li><li>Native benchmark: <a href=https://github.com/mCaptcha/cli/blob/master/scripts/bench.sh>mCaptcha/cli managed by scripts/bench.sh</a></li></ul><div class="alert alert-warning d-flex" role=alert><div class="flex-shrink-1 alert-icon">⭐</div><div class=w-100>Feel free to reproduce the results!</div></div><h2 id=results>Results</h2><p>The tests were run on my development machine featuring an Intel Core
i7-9750h.</p><h3 id=native>Native</h3><table><thead><tr><th>Difficulty</th><th>Real</th><th>User</th><th>Sys</th></tr></thead><tbody><tr><td>50000</td><td>0m0.040s</td><td>0m0.040s</td><td>0m0.000s</td></tr><tr><td>300000</td><td>0m0.122s</td><td>0m0.122s</td><td>0m0.000s</td></tr><tr><td>550000</td><td>0m0.124s</td><td>0m0.119s</td><td>0m0.003s</td></tr><tr><td>800000</td><td>0m0.123s</td><td>0m0.118s</td><td>0m0.003s</td></tr><tr><td>1050000</td><td>0m0.933s</td><td>0m0.932s</td><td>0m0.000s</td></tr><tr><td>1300000</td><td>0m1.227s</td><td>-</td><td>0m0.007s</td></tr><tr><td>1550000</td><td>0m1.260s</td><td>0m1.256s</td><td>0m0.003s</td></tr><tr><td>1800000</td><td>0m1.243s</td><td>0m1.242s</td><td>0m0.000s</td></tr><tr><td>2050000</td><td>0m2.524s</td><td>0m2.510s</td><td>0m0.000s</td></tr><tr><td>2300000</td><td>0m2.545s</td><td>0m2.543s</td><td>0m0.000s</td></tr><tr><td>2550000</td><td>0m2.561s</td><td>0m2.551s</td><td>0m0.004s</td></tr><tr><td>2800000</td><td>0m2.555s</td><td>0m2.540s</td><td>0m0.006s</td></tr><tr><td>3050000</td><td>0m2.513s</td><td>0m2.508s</td><td>0m0.000s</td></tr><tr><td>3300000</td><td>0m2.484s</td><td>0m2.481s</td><td>0m0.000s</td></tr><tr><td>3550000</td><td>0m2.643s</td><td>0m2.642s</td><td>0m0.000s</td></tr><tr><td>3800000</td><td>0m2.663s</td><td>0m2.661s</td><td>0m0.000s</td></tr><tr><td>4050000</td><td>0m2.663s</td><td>0m2.660s</td><td>0m0.000s</td></tr><tr><td>4300000</td><td>0m2.689s</td><td>0m2.683s</td><td>0m0.004s</td></tr><tr><td>4550000</td><td>0m2.688s</td><td>0m2.686s</td><td>0m0.000s</td></tr><tr><td>4800000</td><td>0m2.517s</td><td>0m2.509s</td><td>0m0.003s</td></tr></tbody></table><h3 id=browser>Browser</h3><p>I ran the tests on both Firefox and Chromium to compare results</p><h3 id=firefox>Firefox</h3><ul><li><strong>User Agent:</strong> <code>Mozilla/5.0 (X11; Linux x86_64; rv:91.0) Gecko/20100101 Firefox/91.0</code></li><li><strong>Hardware concurrency:</strong> 12</li></ul><table><thead><tr><th>Difficulty</th><th>Duration(in ms)</th></tr></thead><tbody><tr><td>500000</td><td>401</td></tr><tr><td>1000000</td><td>413</td></tr><tr><td>1500000</td><td>398</td></tr><tr><td>2000000</td><td>394</td></tr><tr><td>2500000</td><td>1495</td></tr><tr><td>3000000</td><td>1556</td></tr><tr><td>3500000</td><td>3971</td></tr><tr><td>4000000</td><td>4235</td></tr><tr><td>4500000</td><td>4116</td></tr></tbody></table><blockquote><p>To be fair, my Firefox installation is loaded with a gazillion i7-9750h.</p><h3 id=native>Native</h3><table><thead><tr><th>Difficulty</th><th>Real</th><th>User</th><th>Sys</th></tr></thead><tbody><tr><td>500000</td><td>0m0.220s</td><td>0m0.197s</td><td>0m0.006s</td></tr><tr><td>1000000</td><td>0m0.203s</td><td>0m0.203s</td><td>0m0.000s</td></tr><tr><td>1500000</td><td>0m0.198s</td><td>0m0.198s</td><td>0m0.000s</td></tr><tr><td>2000000</td><td>0m0.203s</td><td>0m0.203s</td><td>0m0.000s</td></tr><tr><td>2500000</td><td>0m0.758s</td><td>0m0.752s</td><td>0m0.003s</td></tr><tr><td>3000000</td><td>0m0.776s</td><td>0m0.769s</td><td>0m0.003s</td></tr><tr><td>3500000</td><td>0m2.010s</td><td>0m1.998s</td><td>0m0.000s</td></tr><tr><td>4000000</td><td>0m2.038s</td><td>0m2.033s</td><td>0m0.003s</td></tr><tr><td>4500000</td><td>0m2.014s</td><td>0m2.013s</td><td>0m0.000s</td></tr></tbody></table><h3 id=browser>Browser</h3><p>I ran the tests on both Firefox and Chromium to compare results</p><h3 id=firefox>Firefox</h3><ul><li><strong>User Agent:</strong> <code>Mozilla/5.0 (X11; Linux x86_64; rv:91.0) Gecko/20100101 Firefox/91.0</code></li><li><strong>Hardware concurrency:</strong> 12</li></ul><table><thead><tr><th>Difficulty</th><th>Duration(in ms)</th></tr></thead><tbody><tr><td>500000</td><td>401</td></tr><tr><td>1000000</td><td>413</td></tr><tr><td>1500000</td><td>398</td></tr><tr><td>2000000</td><td>394</td></tr><tr><td>2500000</td><td>1495</td></tr><tr><td>3000000</td><td>1556</td></tr><tr><td>3500000</td><td>3971</td></tr><tr><td>4000000</td><td>4235</td></tr><tr><td>4500000</td><td>4116</td></tr></tbody></table><blockquote><p>To be fair, my Firefox installation is loaded with a gazillion
extensions while the Chromium instance is clean, as I don&rsquo;t use it extensions while the Chromium instance is clean, as I don&rsquo;t use it
much</p></blockquote><h4 id=chromium>Chromium</h4><ul><li><strong>User Agent:</strong> <code>Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.159 Safari/537.36</code></li><li><strong>Hardware concurrency:</strong> 12</li></ul><table><thead><tr><th>Difficulty</th><th>Duration(in ms)</th></tr></thead><tbody><tr><td>500000</td><td>399.40000000037253</td></tr><tr><td>1000000</td><td>354.6000000014901</td></tr><tr><td>1500000</td><td>351.19999999925494</td></tr><tr><td>2000000</td><td>353.80000000074506</td></tr><tr><td>2500000</td><td>1337.800000000745</td></tr><tr><td>3000000</td><td>1311.199999999255</td></tr><tr><td>3500000</td><td>3417.5999999996275</td></tr><tr><td>4000000</td><td>3488.800000000745</td></tr><tr><td>4500000</td><td>3458.2999999988824</td></tr></tbody></table><h2 id=conclusion>Conclusion</h2><p>At the highest difficulty factor, the native implementation was a almost second much</p></blockquote><h4 id=chromium>Chromium</h4><ul><li><strong>User Agent:</strong> <code>Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.159 Safari/537.36</code></li><li><strong>Hardware concurrency:</strong> 12</li></ul><table><thead><tr><th>Difficulty</th><th>Duration(in ms)</th></tr></thead><tbody><tr><td>500000</td><td>399.40000000037253</td></tr><tr><td>1000000</td><td>354.6000000014901</td></tr><tr><td>1500000</td><td>351.19999999925494</td></tr><tr><td>2000000</td><td>353.80000000074506</td></tr><tr><td>2500000</td><td>1337.800000000745</td></tr><tr><td>3000000</td><td>1311.199999999255</td></tr><tr><td>3500000</td><td>3417.5999999996275</td></tr><tr><td>4000000</td><td>3488.800000000745</td></tr><tr><td>4500000</td><td>3458.2999999988824</td></tr></tbody></table><h2 id=conclusion>Conclusion</h2><p>At the highest difficulty factor, the native implementation was a almost second
faster than the WASM library. But the fact that both of them were able faster than the WASM library. But the fact that both of them were able

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