1305 lines
2.0 MiB
1305 lines
2.0 MiB
<!DOCTYPE html>
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<!-- Created by pdf2htmlEX (https://github.com/pdf2htmlEX/pdf2htmlEX) -->
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<html xmlns="http://www.w3.org/1999/xhtml">
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<head>
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<meta charset="utf-8"/>
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<meta name="generator" content="pdf2htmlEX"/>
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<meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1"/>
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<style type="text/css">
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/*!
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* Base CSS for pdf2htmlEX
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* Copyright 2012,2013 Lu Wang <coolwanglu@gmail.com>
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* https://github.com/pdf2htmlEX/pdf2htmlEX/blob/master/share/LICENSE
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*/#sidebar{position:absolute;top:0;left:0;bottom:0;width:250px;padding:0;margin:0;overflow:auto}#page-container{position:absolute;top:0;left:0;margin:0;padding:0;border:0}@media screen{#sidebar.opened+#page-container{left:250px}#page-container{bottom:0;right:0;overflow:auto}.loading-indicator{display:none}.loading-indicator.active{display:block;position:absolute;width:64px;height:64px;top:50%;left:50%;margin-top:-32px;margin-left:-32px}.loading-indicator img{position:absolute;top:0;left:0;bottom:0;right:0}}@media print{@page{margin:0}html{margin:0}body{margin:0;-webkit-print-color-adjust:exact}#sidebar{display:none}#page-container{width:auto;height:auto;overflow:visible;background-color:transparent}.d{display:none}}.pf{position:relative;background-color:white;overflow:hidden;margin:0;border:0}.pc{position:absolute;border:0;padding:0;margin:0;top:0;left:0;width:100%;height:100%;overflow:hidden;display:block;transform-origin:0 0;-ms-transform-origin:0 0;-webkit-transform-origin:0 0}.pc.opened{display:block}.bf{position:absolute;border:0;margin:0;top:0;bottom:0;width:100%;height:100%;-ms-user-select:none;-moz-user-select:none;-webkit-user-select:none;user-select:none}.bi{position:absolute;border:0;margin:0;-ms-user-select:none;-moz-user-select:none;-webkit-user-select:none;user-select:none}@media print{.pf{margin:0;box-shadow:none;page-break-after:always;page-break-inside:avoid}@-moz-document url-prefix(){.pf{overflow:visible;border:1px solid #fff}.pc{overflow:visible}}}.c{position:absolute;border:0;padding:0;margin:0;overflow:hidden;display:block}.t{position:absolute;white-space:pre;font-size:1px;transform-origin:0 100%;-ms-transform-origin:0 100%;-webkit-transform-origin:0 100%;unicode-bidi:bidi-override;-moz-font-feature-settings:"liga" 0}.t:after{content:''}.t:before{content:'';display:inline-block}.t span{position:relative;unicode-bidi:bidi-override}._{display:inline-block;color:transparent;z-index:-1}::selection{background:rgba(127,255,255,0.4)}::-moz-selection{background:rgba(127,255,255,0.4)}.pi{display:none}.d{position:absolute;transform-origin:0 100%;-ms-transform-origin:0 100%;-webkit-transform-origin:0 100%}.it{border:0;background-color:rgba(255,255,255,0.0)}.ir:hover{cursor:pointer}</style>
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<style type="text/css">
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/*!
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* Fancy styles for pdf2htmlEX
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* Copyright 2012,2013 Lu Wang <coolwanglu@gmail.com>
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* https://github.com/pdf2htmlEX/pdf2htmlEX/blob/master/share/LICENSE
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*/@keyframes fadein{from{opacity:0}to{opacity:1}}@-webkit-keyframes fadein{from{opacity:0}to{opacity:1}}@keyframes swing{0{transform:rotate(0)}10%{transform:rotate(0)}90%{transform:rotate(720deg)}100%{transform:rotate(720deg)}}@-webkit-keyframes swing{0{-webkit-transform:rotate(0)}10%{-webkit-transform:rotate(0)}90%{-webkit-transform:rotate(720deg)}100%{-webkit-transform:rotate(720deg)}}@media screen{#sidebar{background-color:#2f3236;background-image:url("data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI0IiBoZWlnaHQ9IjQiPgo8cmVjdCB3aWR0aD0iNCIgaGVpZ2h0PSI0IiBmaWxsPSIjNDAzYzNmIj48L3JlY3Q+CjxwYXRoIGQ9Ik0wIDBMNCA0Wk00IDBMMCA0WiIgc3Ryb2tlLXdpZHRoPSIxIiBzdHJva2U9IiMxZTI5MmQiPjwvcGF0aD4KPC9zdmc+")}#outline{font-family:Georgia,Times,"Times New Roman",serif;font-size:13px;margin:2em 1em}#outline ul{padding:0}#outline li{list-style-type:none;margin:1em 0}#outline li>ul{margin-left:1em}#outline a,#outline a:visited,#outline a:hover,#outline a:active{line-height:1.2;color:#e8e8e8;text-overflow:ellipsis;white-space:nowrap;text-decoration:none;display:block;overflow:hidden;outline:0}#outline a:hover{color:#0cf}#page-container{background-color:#9e9e9e;background-image:url("data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjUiPgo8cmVjdCB3aWR0aD0iNSIgaGVpZ2h0PSI1IiBmaWxsPSIjOWU5ZTllIj48L3JlY3Q+CjxwYXRoIGQ9Ik0wIDVMNSAwWk02IDRMNCA2Wk0tMSAxTDEgLTFaIiBzdHJva2U9IiM4ODgiIHN0cm9rZS13aWR0aD0iMSI+PC9wYXRoPgo8L3N2Zz4=");-webkit-transition:left 500ms;transition:left 500ms}.pf{margin:13px auto;box-shadow:1px 1px 3px 1px #333;border-collapse:separate}.pc.opened{-webkit-animation:fadein 100ms;animation:fadein 100ms}.loading-indicator.active{-webkit-animation:swing 1.5s ease-in-out .01s infinite alternate none;animation:swing 1.5s ease-in-out .01s infinite alternate none}.checked{background:no-repeat url(data:image/png;base64,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)}}</style>
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<style type="text/css">
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.ff0{font-family:sans-serif;visibility:hidden;}
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')format("woff");}.ff1{font-family:ff1;line-height:1.000000;font-style:normal;font-weight:normal;visibility:visible;}
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')format("woff");}.ff4{font-family:ff4;line-height:1.000000;font-style:normal;font-weight:normal;visibility:visible;}
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KbW29PPFQuVK5u2e/AHbQ3WF74bft907tPVZSYN6dffLCyd7q3e0+LRc35EfxzAfU3kbHLBo1RqeiDu8s4R22TM+hTIJCYE+xsGwygF7TuOYc92MZqiRiD870fdNQnprtdozfDPXQm8X14YfuUdm4qI7f7IsbuWjIUt1cg5voFhHk9KsT1LTt98BSePjhzpw/ZUdYjBMpLZVmnvirVa/DM3hZF8AdNyUfVowdBX0495VAB5RycsDev3To4VLJhaJddZyn3SIHiMmu9RSivCde7LL2dJbHBMavOVF5cXF3r1nGCAMe3hPx1m9d2OX12QSforebqtoo1PlFP/RvCHZLXbuANkhf7NW8J44K4x8dpG+b7cdalss2pXapJPb+mlLuZUTw6pVPNy7rUgu4JaSzlTr7XHIRMJtax8gZ6CnvzhIwRSowRSgojZG1JTGGCUQFZoaDHjmRkpGekpGXUss3X5TtjObNO3I3N5N1gbr3rrtZ3kgHVTzsQY0S4inu4+zKrw3mnqoo6CCezha2HW5MoHQfHwWxBx5GTSgVSRcDRk8sF7EUgOxPRkFLNi7xTEXg2YRpaaAtatgx0G9xroyPm9oE1be1tMJi+XOlvWQdBdR/7MYpLcR9mMrTCucgySpI3KGUPS9TXzVo1Wvm0pBNoafp3EwMDNQ4KzqEPwdX0ZvxdStU2nPxmTo93UA8fmbzisfNc7rTEzusw4Ony6l8wrGijjeRV/rgVn+0jPo/oEdl7NODkCHuDZmeaeVTNMv/pO29MuAw8WLv3Ddb2Oaw8iL0z3S6LDiw9NzKFfz/ZsObUq3D1c0/XNT9y9Xv3VQce+a6qO0OCYsWGgyuf9SzXPW9Qyh4AFTCW7AkQYnQsEvUwxvJK8sCXR37zkeT8Z0f+/erVn/3gU5/6gbo+XIsqPnSTvrjFaRPwafo8XidhXbiO0SmDgHGVR+TiDAvdxF0ky7xQjP7L0TnoBM1iTnTl5dpOfyhoCEVMljIptnuwtMYA0otwdennXfWGDQ6dzzcJV+/8+y1d0MH0w/4N3kT9xNybWZa4JJMoUwVBtoJQyuAbS7T5/BdoqcURcUQxVTXEQDuaFEB5VQWPpk8bYXRA79U/YIEbDOnPjeHl2WpIQVskfQGUuvUSvE5NynsXKymNF/Osj8ThOZ168sjeSUtK7QEZY0WIetR/4EtK7Isfl9R/8PrIsTuT+Ks882V8pll7ZkW8lGP4dkqngBXPTvrwsey5ovJY9VskHvUfxNRvk1xS/9Hd6lO1c3XsoTmd0kPXkkcXaz0010bjnlnrawbW+xqRH2KXjIHIktUE+b30n5ioNNQVbIDJWEudP1+bgYkl1VSxQwKMFLW7tmj95ArdNV8w/P4NN+gLBLe8Rxe+KTtA3UpTrlNscwhtw3qrYrIGPNq53hoQsBITgfaJAL0IEgUDkNAO9tZgCyrAjF2fOfzNXlvNlL2PsJkMHGOwFp5mvkbA7F7P7tPP2BXzEO0rBe93U/2fd5PynYRaZYiJkePNr3xzZjY7eSpZXV9TXRUJMw8FynxO1Umiw8GcpHyBwZnnDOW9A7onojT417mPm0lKycewl7x4mDlkptlfYvcEvPXGkqPfL6t0+MNCyVHL4YwTF+KhCro7ubQVrjLveHqnTZvFUO3RK6Ix4j+ieTAxjS77H6fmXKMAAAB4nJ1STW7aQBT+hgBqparKrtu36AKkemQDlUKyS5SkQgEiHCJWlezEgAXxJLYJYtcb9CJVTpCz9Aq9Qj+P3S7orh69ed97872/GQN4jxcolN/tX6zwRn2ocA1NpSt8gE/qe4XrOFQ/K9zAx1q/wk0c1r6Rqepvaf2wUQVW5DcqXMM7JRU+wEx9rnAdol4r3MAX9avCTUjtK85g8IgdUsRYYIkcgg5cri4crhL36Q3JEpxCcx8gwB1WjN0io47pC5Dg3p5pDC1rZM9LZsFo0U5spoiVAqwxp2XsfkPfjHoKH+eYcBdcUo/puabVZkacmcddGi+WuXRct+s43PsS7uRUyyC4W5lttoolSO5loIdaRmZLZywtk0gYLYP1XMxcbqKZTP3ziS+Xk/H02m8z7xUb9u0AGTyOi6uhHySZR1TMkOLBdouRSR8C6gs7SG51ymuL7KVpRgqOKfv5HI4RMkGMJ2wsu2B1eeZYKS65gx4TmyS/MOkiko525Vj+9OGMw3X8tIno6nqOx8E7vX/b3i+D/fDid4zYcUZK+RRl1y5rC04oOdecKTfUho8U2zmLp3tmCY0jisfHwG2UZjEvln26PTmRPJ8Hm9ws4ySX1rOnj7TX/p8OfwNeyo0EAHicbcs5TgIBAEDRN0OhCSQsJlrRsUggYZQoGBtj2AQVUJBFPACNHRfgTHIze5nCkp/8/OoL+fuN3bl0jIfYQCjhVFJKWkZWzplzF/IKikrK8V1RVVMXuXKt4catppY799o6unr6ngwMPXvxamRs4s27qZkPcwtLK5/WvvzYB2GQONl+b7qPUfTfxgELYxY6AAABAAH//wAPeJxjYGRgYOABYjEgZmJgBEJ7IGYB8xgABlMAbnicY2BgYGQAgtsK+9+B6If3661hNABTcQeeAAA=')format("woff");}.ff6{font-family:ff6;line-height:1.000000;font-style:normal;font-weight:normal;visibility:visible;}
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')format("woff");}.ffa{font-family:ffa;line-height:1.000000;font-style:normal;font-weight:normal;visibility:visible;}
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2ZfQl8J9wsgcojxnDFct8tEmi9jhKmWjeXEXG/CmoV32sEwiems4bxlGFk4aUREy8IBYH3PFUsJlefiBIZBOLyscZUp78BM770kCaItK6deo7soYENL4ENfpRqJHrlt9+HpgfJiub6HsQvGa2vGMUHHjSKvx8XHzSjZ8WsFbL8RASDE/8VmkIPXBkFznXhdhYPOFkoHK5lj5tyuYSm18HZyEIIWrIzVLsKZInSdS97sNsNKep0upbR+kMXG6HJreNjG+vVklEYHiI9LzzEEV/Pu/UONHtt7zqXep1wO30TFLlNOYu3DWU8vng+Hhq+bdgveXyJXDw4vK8YTiTCxaTGqfmRSGbDQJ5nEqQhVqnvDyYnN36GNMMQAzjZOvqZdmecgNdgbGgoXU/5/tXXzUHw0RBavqwRjmq7KErst/p74eYMNJfWO9nZydhbRgGFDeXSv3WqBt8xU2MiXi9Vgc8F2cxUkqs1qI8vQX10INlcz2y3zjeUQxm4lbTI1qoZyUOut6iMX3p4Yd9DD/35Q3t3lEuzO07sAJ127vkLF26f2LN3vHHHHaYOzeLXwG9Ex1+0XOaMYsZmSfcoOeFsXR1PbiscqXXLLKgNgehqaya9HSiJ7EDlwJNmFpuqyqyMbzcY5Limmv7tl+PrZnFwfVlaII41imkiPyISLm+9SZl+zvTtLzWdFzP9ypTgBion/hnYn0Yfu5wEuU1wQ7Yvkla9P012gdllkCSsYC6rmPnto4nkNDOwIwvedhy4om+IuVsZNPed2SV08+BFosRMpIkiUWLYJFcvfodiEMA/i2fjcwvHQS0YxsyMYdwdFycPjebwmUA0JFIr205bSoFQl3cyT2yeBlx9G3A1hW5rbMthjuHIxtJcd0Ej2OxXBZ11ilBvnQJwN7qhUhrOD2bSmgIyLNKWYUQ0tjdoOqsUBSpToIF5aYsMemu5FkqTOMHgb/OZ3RtvK3miZDXCz9sih8ZGA0Px0NCGrSkulL1tZDRnj5B7gsRgdmFsY/VOPl7V4uf9ueEYFJkj0Hr4pN1KlA/6WIbzRIspT1SNSoJgTIHk83g9RlSOuUWKk6NFK+5B8MHXqDygvgQdJDSQFxEED9p+M0zUEmPKur62SQdDZSUttncfFZ38zsIiAXPNtRMjv5yAHmHCvGz+JOBrS4/unS8YTXO19WnDeBrkWtAbj9OSKEv0hS3bJ7e9qunbfWSd1bdd137s5sNeeyLs4X28z9IX0B9g/BwaRAcvQyoyBKOkCwhby8lkjUVokqzsU/+p/nsQ2Y7qt3480lb96ZKqQ9b1VL8Vv151komWnsD9lwijGTMZrjj+e5bksA0MyIM5knsxSS3oejj5yOtm9fqVKIvOYe2b5sk3wA7v9TdxC+woo0pjZFBx0STdEAt3WLxG9kFAgIKeZhihSTYSQuSnMWmtLGmq6GgLaXPRyMBWi95dOkpgc0MkSNZoAklcN7tZcxmpFYqOUmxATvn0sFseSIrMaDQ0suoT4M+n53VPKur3SjkdLoysjuCPhLytr/A+j/+jd5RCcghv8YY0WlQE+tq5SKQy+0sivS38EH74IdiSRx+avSQQWrR+ZnG697sNS03d+LsNqfcTj9N9P9u4dei6v+64ZRjpUuVgTQ22dxm5VHubCKf93Z2C7l44iNveDsEPY63f9Qk8J2Dlu9b2gBzDc4BCTmj96DVra2CQoyXJ5xGwJFpbA8MxmVzx8q1/j7f3Bf4XVUqg63iclVLNattAEP7WsUPbQ3PprRDmEIpNkdCPC/m5OSQpxkqCHRtf5USyhY02yJu4foi8Sei9j9JH6Fv000okUHKplp35Znb+RwA+4icUqm/yghU+qM81bqCpvBrv4Kt6qnETe+p3jVs4aIQ13sVe4wctVfM9pWfrVWKFT6pV4wbeqS813sFEfatxE/vqV41b+K7+1HgX+40pTqFxjy0KZJhjAQNBAI8nhMNT4SNqZ7QS9OCS9hHjFkv6brAmz6iLkePOvrmIrNWlfa8sS4s25dxGSpgpxgopJW3pDXVT8jFGOMOQVHBBfkXNNaUOI+JU32+LbL4wEnhe6DikRzLbSs+Vfny71Jv1MpM4v5O+G7lyqTdUZtLWucySRbxKRadyk0xlPDobjuRieDW+HnUYd8CCI1ucJjbw2TIGUaRzPTA+cY8PK3aHnl6RnltbY3nBsSV2aC69BMe8b8VzXoJUNiG1jr3liAN0GVbn5lwX80QC15Njea3AKfNSE/qOz66D7ts1v+bAP77lj5iw1jUXUS2hqtdjXsEJr+FJuZQHcs31ZLbDcmmPjO3ikNfnGjBJinXGkbJGrysnYkwaPxi9yHIj7UffPXT9zn+X9xcJnIlTeJxtzbkOAWEAAOHPalQKN7s6EYkGhWRpWWecwUbidbw2f9QmmXIyIj8+bxf/mAQLIkUlZRVVNXUNTS1tHbFEV0/fwNDIOBRTqZm5haXMytrG1s7ewdHJObyubu4eck+vL0VgC9IAAAAAAQAB//8AD3icY2BkYGDgAWIxIGZiYARCQyBmAfMYAAW5AGB4nGNgYGBkAILbCvvfgeiH9+ttYDQAU3sHoAAA')format("woff");}.ffd{font-family:ffd;line-height:0.915000;font-style:normal;font-weight:normal;visibility:visible;}
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FUOqY7IHQeW7z/p/3v/b4lD9Vl1vxqT7c8dOTiyI6dZPe6ALzB27PZDx1e997idiuxxM3t0AnZeBXv0o/vrcgaLQi/meDsYhms4sAuJAi+I/DoAnyJnHfEIooFbQ4IgrSJJgmUT0kZY/jp5ALAoCWut77WlF+vWpCeVqqbdCZMUZQZgq2WLjcI6qSHA+QWIpB7qdWYXZpa2VUSQxK+eX1m+GEwHbOqB7Oje+YkCgCBQHIrntlfmYuZQInxscd9aXq8MPzX14fkxnz/odNliod2l7hmiyG4Lx4UStUQxZna6A35frb5vILcn6FuA2IqAkX5H7kAZlENLl3UwEEVMDgwTNklE5CEfiOg2sIU8wwGAyQosTyFghzCsWri0SWbz7cW6I5vN5rI5rTeerMbjZinCYO6hkPa08V4zMpqLnsNaGeIzKod/l50dhhVmn6XQH37P7zD/0iy7wgHHLFx96r++Hz0By2IxcMLh99rxrYroCGx8gSgqXtr4EosD8Psr5CgqovH6aB5zgC2CyTTNdByP1xlUyUXwHcdL4DNRFFbYIjd5L5HsSSRTya2uM4DqNVwHvoLL4D0VbsQbS/NQGfzKA8v77ow41JC941D98MTA/pzNqSjE4cd2urA3e8YWTj2/79xNI0Gv3+Oyj8wP1hbKimK3Y4tfpYt7PvKXNPfVYB0/AfxGUR6dqFs8oHcQoo000JuCbMdzhKeoBVAKNO8186IotlGrteQwgiTPrbXk21KLdUsqqaXc6YTE3EWXRlooZI5iUdvInhpNnz5qCfyTC/uzO0ZST96+fQwwanFkJu+y1Bf2nZnYPdi/x5Q81Lf3O4fu6th+ceHxf92W8wYAnBbH3ccGzi0M7Bst5l2n5tCmWD0DtWnH7qdjsLogLIRfYZkV/NJMQo0l+WliRTTztoWMdXwrnta8eQHKFSR8SeYlN0urw6Q3DoUa/LgNsyzjoy7Dr0qKrzDanYQCq6m5g9s2/sDSC3E4giLeBc4i4xaL7KsdPfHEvNtd7D75t/8wyvJLzi7LDiPvcq0840VxyL0Hr7jNhG8ViQgI8ALHr22qWoLQ9k6oXbUacu27kELdSXcumGimUAbDXpYymukh0/AGFDNf+xS/eu/SzRfnBgfHzj51dnRocG7fbP/AzNypOXnf2Oj+g/ccfGrXHXfs6tmvunbkR1aP1POTbnX/G9mhoWxucPDt0u7p7urU1GYMdqACxaAbc6LCoqmJwWYmFCEDiixz8qtNr23GYDvDNrDXkN+cMS3JLIDQyzCIWxhsRV1vKw6jBECYaayWofDTx7tGQlZAoNnbuWPNRBF48UB6Yjg16wgkav0Hdg8OzeC+x571JqMKRaFqVe9fBhQeuiu6/T5zpRjLz40M7BtnPUcIAPkW5EUdvHnkch6bxGZejJixCUqfidwGsSPPSAJEHLQzkAWNuhhBokm81BK65v5iXc3lcp25Trdb61FVb8nCskujCAAqM5rEEomMWZaETsA1TOCKz1X2eTNWjN/K32qXFcXl9X3R53Upimy/Na+KqfO8w5FUFf58SlS/NjYWjRJZVmRy220E3mQSBUASm1PlOKfz/d9z0jfwwMZ/ANx8sM7XIE/6Abc6qtS7vawEIAGJWBCP8xjiboXFndTo2ugq4sl4rhxPlBupkWkK3YvG3jahkmX8HmfjBL+2vOedrB4K6dnXZpcHS4OTN5X77z0+WvcM9H/0vqF/rh+PxvAbsejKUGFKlQ/8T2LbC+Mb/71/+jUIjyxg8JeAwTy6o26xQmeaBfWaCNSRyAmcCK0I7Vtpe8nawtbp5lhLtGVp00tbUk7E3NaQs2jJVCqdbCdCA3K+YVKDtwhmaaSAMwXcgh9t2fAvzy4cfeyxW6b6RZGzOaJEdcgOjlh2Fiduv30yt1cgHdpXJ09e+auHr3Rb7SJW9Y9BDrFabIPjnzhx8hP9oxGGPRf45FfgEyegUKt3bPKBsMUH1AM0K+DrPSBRk6s0Kn514cgPdd3r1fUfHrkwcdOeI0f23IS77nmGmjoa+7d7jzyx4XvcyL9eOLwDz92OhuuDyAz4NZPjNouJE0VpxYppK2TfiubRkeGhvlqpWOiCKg//1WRJlmJtPNMKf23NZzqygt+ol5Wa1hBuXDEa33eyH6GVMvBSgL59hHYCgQA9brnMzgOsJaZV87XXmo0BrA6O9NMLL9AjfW34iGKwDvw8rNP3p6ybAOs22nPWtTYUhzLfUBE/r2/8QtdPnNB1HGHv0WgsSvEbgwdRewZZb3UU9aC+eq2YMJugT8bTFpPECYK4YsY0ffCEInCFM+xZ6NLTTvrksuYsWZuWhKdmJDBjw4htNzNNXM1zwKTkAgpKjfc7fbee/Zsl8PpfGM6nby/q+iHd4fJ++gsidqkOqu4fz16KtbV+B1vgDbLGv2/8AnxPZAMXHXB4HdahoYXdT1sg3qJIBK3F09farsUNYlSAiHj9AyRomlcTAJlyM8Li16HDMHOtyQdeBz7wCHV/KkWPX9T1vrcgvhgPaPubmn5Clu3Q/WOkgt7vgt47KZ5rQQsHGk0jOIBy69T80qqJodqyFdWTE+PbB6qquxrMuDd7ATRRNZnQni+TzhS4jKZuhnZFbcLY5/RVekbwMGn6hcrhd7N7s4rTjYVSJ7F7XVbBg33BAI+BrRh36ElfxrIkYcm9XZQ87r7GVaB74BT8c/8TD/JeRRwmO/fsdWxokNmNG2/QM//GG/HE0AsOu5VeA6jLNJf0XT2LX4K8mYaovrVuqWNeAEew/pF6Mo6g3eCF09TND4ObyCoUY0b08C3Qp3gwy5ggwwnQO36gEDQp1WxoUBsw0hElcl6fl1mmiGkN56vDPES1KFUhZ0IrQ1vHKHiZTjFovoqBsfBLohSLh8RYhzlk2mbtqgxUfU6ed/qqA5V0qRDyW81kwmyqPVy2WMym7npHge+wKiapW5ZlXLqzZ9uQvWIeJi7bWSwGkrNLn1vakwxAHlZT+o7Z/rsrpXhHvvvS3ZXO9KIkugTrQYv/Qyzfeq/+nlgAJ0NoHAcvFzC20FpvA/NkkQkAbDqNLAibLPi4GdPINeo+RC5Bt9DA9TDqrIB8N5WXbijfigRlBkglugU1v+f+fz7HywoeyEN3sf7nv1Av/QnZGyu1CP/qjvGx0ZFEF0vresKIAgp8CnGofOnryVw7dFkDwAAQJZUyLZmk0QIQS1euFrSLxGztKM1em9mfWTiZ7dJkUNBmceG49vmd9Z0760vJ8YK31Bf0BS3hl7em92PbUzOBcNy3IxiMy12gzd6xlxtzEMb/TgHq76nLKSzxLmg+Baj1bd4vSfyqgFmbKoqtU9qL0jGVxxgs4aYZ00gSeWkRpCC38eLaBwgC5U+nkrl0SmvzxgztFhqcAxo5r8+gj0XMmnjWVrSaikyBN1qKGKai+JW1fbdtkxSF9hKKA5hbZ2FH39gdZ4Ym1uYXegVRsdI7UYhPd7Aar44XEvP1WqT7K5O3F4Ju/SFoL2w262A4Np5f9IfUQ9WxW4pOh53dCKvOfMA7mE2ULU7FG642Zm1/JBL+NkqhMvre7qfTYClLAkvQ/iKJTIdaH8xketHAYgbSA+EghRBkkohpjcccJ66CSX0zZsiuhmWM6VKaQZ2JAxz/nDxE0weLUrjSdg2AazYzTuXHdN4kFzqdSQ2KizuhWRhomVWbtIlxdhl7GA2Eulr2RjB4I1ODa7SN6x0mRFJU54Jv4NCuw1/66/Ehr6yIOKy4go8fPerJZL92+z0DXbWk08nFIMt2pOd6JmdIpQIpVQx4/N6p5W2vmKb2c+VUNK+afA5mU9vVP7L6GUJZdKFhUx+QeICjyGxqfICyRG1Kb3egVtlskimfQeipcfzUOMkbimCstIi/v0Hpk+Wku93JZsAgbGTRbBUjuE3oAYSMSr1+Yd9YmTg6VNKV1acCSs/U3JmJmd7irqFa78Iry+sVB3AK2Y7fj8ZU/5XS/TePLY93TnUdvpnF3hSs98eAoSRaNiBCpw/gytNIoHXkYnNG4WMDxYaqbEVUig0UP1CMThTTCS2dNFozmTA/0gBis8RMVUuwQTx1JYQb/rFD29W9dF+gurztU0FXHg8VJ+LyUn1HWJBl7aQ5no8+eDg5taNzyhMomZN9Je/40pBsQsxvSYgFBH6LoBx6oOE3B3gJ4C8wvzU+SC2/xUHn5ixCFFmd9AFxotSihWr9RjKUfawYcJakFpzr1mRSKyeSWsnUZInpWpuN1Fp8S6UQrra5MEH6VNjWs3Purrv3jVUMH3ZlPzNW7F2Y6alNxGLuaN/9Ny+vd32eOnCDu7QjP37zxNjyYbbuXvDfj8B/Yej4oHNFPOEIz61LWESQ+chxULbpmMaUHRwTiUS0iKaBclrS1PZNY3wE53E68GROMWiThH/kzuwqHHn44uLSMdFutWy8bFsZnA1Sx+wQJ4vVOetJq6aHH/z2g+cP2x0SHt4Fnjk9OTDVC7w1cjWE38fPoQoaQbPoH+u+okgkwQTOyALzVjA2JaGDFRrJvopMCBMTXgPrCqvAbAUfHRY1Tzkog+ZVSCRgfouFxVKAB1eVt3wNNb7VyEA3/hIUzpnpye3JZKLTW/JmWeE0th0yzXl3RvTQEuCljSItoI3RmvGift08YKPedFULRDOaJjrWeT+gWP18PBA8MlFLidhq85g8k4d7tMQj331kl8/dAZc7i4Op5LN92Uw/fZ1I7CwX+juc+q1/dyt+yO1xODk537l9OaDYvbJMIq6RjpH9++p7umJ6JqL3jK5EtfhD2aHBHLw2vhdNKxxvC3YmajWIbRsFCMREFxqo96apcaYRpYfNQblpFZlMkMm3dtRdeUZWAR0lS7ufphtIRta5Abcx8hK9RVD2CR00Sxf2dOrZf8rqnQaga7MPdALnisZ+UdQnx5+JRQ1Kq/qfq338darmLCSj75MlKMsR1FXPgf+Y64xhIk2dKjRAbcrncmmU8xmZcjPna4YYoa6q9pTx9/WNn+r6+Tt1/dGAsqY/GslFIjmqCa7FohBP3yIcvRIBe3lAh/fAXgOoXt/Wm7VaeCzR8UpTFVryTCtgM3XGAnG2iQsO9PVUq4xWa9eyEMYGG72XQTnUFoUGTXu3cCjJB2nwPf1cVnF5PzJXoi3XZ+ihxE5HA8oXGaH6jK5rFz4V0w2u8dld803SDOwCjrCqL3zaYFhnvgvrGoB1vcg4dBzoYKsUbbYnsyadwt7YmsCIXsxufCur3/9AVv98QHnA2Ndq+HCDo5NVfPU9cCSPL4Mvz13ZPkKIlbbmrERaROhzrat2G7Fa1RnZLAmcQB9u4kkj02ZFCFHbqh3bbD4ao9ZVdGPRxbp/evfk+Fh9qJ/2BFWX5qavkrLF6k2wbuF8N7yotucZvkZARwmTITwQc4did7riJa/LsfUDI+f0pMNml3GmWPOlhmNZmYdLxobfG4Xk1Mg3Ge3b+omSwBo9I7KcrFbjvVHH/1L+14hXsF8nWr2cAm7SNF+I2sbgv+q10cq2C5qR3Izu66Sg1+rMaf/vsPb8yagO224U1bVozBWmQU1QP9SmF6E2mZCT7ig3B+pbSpHb5XbS7V7U2EYr+9p7vS+e/+r581+tzp+an/vwHK49d//68tKDP92+uLh94uhR1qsl8OtgrxhY7FKj5ocYaUYmVvNDWGp8aNT8hATEwagk6gyYzNCivVvmortlObBgs3MFabrX9EHCi3VbKsnsmkiYW7TrRuMfZssbdW6bDBqUr+vdfkhtSlzRmDOwuXMz5jy/gbXn0Dm2tMtJ9tuHEH0XcLs3hZqIEVmnAx1xFboCUd1EJDkaeFBaiQAi8HW2h8oaHMY5t4rSDodOgTQnY0uNQtmEDmSN67IbqwpRgn8TUJ1+vLByh65vvEsT2fw8PZ4KKDuORnSnhD/i8gedd87cGzOSWM1IYol5u4eOV9FOwNEPAEdjaKo+2Qn80EQ3xqZbpNDXJoW+Nin0t7ke4GxooKda7MrrWiqRMgHeUuwnGpRrNMhek+kVCNA647civi3zY6PGx7AX/8Ac0Ce7Zqu2AOVzTjsfOVqv+4uxUFIfjgckf2Zn90in6G+MlLG4PDq8Ov7kvY6OVNiZTuurwOfsjsVs1BVSJV6UXH49aA8lgk6PR5+gM2abtS/hywHRhrUHYO3fITlUQOV6EVbNXULgRSyJzKVkhXpI3UwjgNFqyYTmbDBauoGmNQKdLTOCm+XIYPzDjRuQ4r+zfPfcoax+kI3qvkxd9GXOngg5OuIc8FmVXByeHN3+djS2F5T0uPdSL/1WdkUUsxa2ynbZTn3lv/oefht/A+koU09GwPh4WoBaiRC3ImJaxY12uZpIVpPJuLFxlMcc7T/Bxtw18+YQ3jRuxm9no2cEtwJPd4lnorQQnqVKhk+eDNN3+gF/PLrxL8C9icOB9zeHyhvP4zGjQhrzBgfo+B7oOIGq9VJvpwwuop0R3BHxOt0DQohfMQGa1Bm6KQHq1tLpVI9HT7rMrEUERDCNoTnOaKLEAEIyXGNbiCnL9oRclWHca/zwx1dx0aU0b+P3FNU1xPFuNWoT0qCAT3ZGFKeZI0Mule4TnaH7RrK9VMWczlkjAVX2C7hcMq7Sm/hxOjl8WrZbVetDidzebq9gs1jxnLGFRJQw3H1Zflz0+sv7IzjHLrAhMWb7ZW/C+nvRYL2vmvZbrpt1qzPWrQ1Ob61SKnY63ZDnqk53yXZNi9OuqIO4N6NtmnL7epsObPU3b+pns0DbFw+4VXCarmfvOZfV6TWHOr1LbVw7vZ5ttDcXLrCyGXvyk8a8+9gx+jkW/eSTbG5/NczwNoxuq1uLQQh+OjyiI1O3wc3pDPS0JPLgVAGcynI51EY6DA3QiWmcigCbXf9AGUjy1UyymnUl03HD/xSwfPs3BlIPUKURXL0OvtTtPSPXYvizvBSOVcLJot/t8guViOgSJf7RWAvPgSUXwSbnzi2g7rc6K4lIKe72+11ertfa6/FyFnysCfE3q1Ki+p8tkGP0LC7gBbZXGKh7jWEwpAs2DMazST3JSQEKZIOS0x+zaO0fTeCFeEG3WN3OvbwkecNhX7wLv9U5Wwi57Iq1e1HBEUgdg/CY/wMEgs6kAAAAeJydUsFu2kAQfesAaqWqyq3XOfQAUryyDZVCckuUpEIxiSBEnCqZxAYL4o2MCeLWP+iPVP2CfEt/ob/Q57XbA73Vq9l5M/tmdmbHAN7jBxSq7/4vVnijPtTYQUvpGh/gSH2rcQOH6meNm/jo9GvcwqHzlUzVeEvru40qsSK/WWMH75TU+ABT9anGDYh6rXETn9WvGrcgzhecw+AZO+RIMccCBQQBPK4uXK4K9+mdkSU4g+Y+QIQHLBm7xZo6pS9Chkd7phFa1tCeV8yS0aad2Uwxb4qwQkLL2P2Ovin1BGNcYMRdcEV9Q88trQ4z4tw87/J0vigk8Lyu63Lvy2wnZ1oG0cPSbNfLVKLsUQY61DI0WzpTaZtMZvEiWiViErmLpzIZX4zGcjW6mdyOO8x7zYJDW5yBz3ZxHYYmMz5R2UOOJ1sthiZ/iqgvLbewOuezxfbRNCMFJ5T9fC4bicnbMEnEiIrV5ZlrpXzkAD0mNllxafJ5LIH25ET+1OGO4vlmFeV0dX3XZ+NB79+y96/Bfnj5O8Y8WHMc1Siqqj3eLTilFFwJgzfUhkNKbZ/l6F54hcYxxecwcB/n65QPyzq9npxKUSTRpjCLNCuk/eLrY+13/qfC335djSoAAAB4nG3MSQ4BUQAA0actiUjM9NKwIFjgBBqhYwxiuIpzOR4/1iqpZZXIj89L4h+TYEYkKyevoKikrKKqpq6hqSXW1tHV0zcwNDIO3dTMPFwXllbWNlJbO3sHRydnF1c3dw9P7y9Zngx8AAABAAH//wAPeJxjYGRgYOABYjEgZmJgBEJjIGYB8xgABc8AYnicY2BgYGQAgtsK+9+B6If3621hNABThQeiAAA=')format("woff");}.ff14{font-family:ff14;line-height:0.923000;font-style:normal;font-weight:normal;visibility:visible;}
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')format("woff");}.ff16{font-family:ff16;line-height:0.922000;font-style:normal;font-weight:normal;visibility:visible;}
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function Page(a){if(a){this.shown=this.loaded=!1;this.page=a;this.num=get_page_number(a);this.original_height=a.clientHeight;this.original_width=a.clientWidth;var b=a.getElementsByClassName(CSS_CLASS_NAMES.page_content_box)[0];b&&(this.content_box=b,this.original_scale=this.cur_scale=this.original_height/b.clientHeight,this.page_data=JSON.parse(a.getElementsByClassName(CSS_CLASS_NAMES.page_data)[0].getAttribute("data-data")),this.ctm=this.page_data.ctm,this.ictm=invert(this.ctm),this.loaded=!0)}}
|
||
Page.prototype={hide:function(){this.loaded&&this.shown&&(this.content_box.classList.remove("opened"),this.shown=!1)},show:function(){this.loaded&&!this.shown&&(this.content_box.classList.add("opened"),this.shown=!0)},rescale:function(a){this.cur_scale=0===a?this.original_scale:a;this.loaded&&(a=this.content_box.style,a.msTransform=a.webkitTransform=a.transform="scale("+this.cur_scale.toFixed(3)+")");a=this.page.style;a.height=this.original_height*this.cur_scale+"px";a.width=this.original_width*this.cur_scale+
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||
"px"},view_position:function(){var a=this.page,b=a.parentNode;return[b.scrollLeft-a.offsetLeft-a.clientLeft,b.scrollTop-a.offsetTop-a.clientTop]},height:function(){return this.page.clientHeight},width:function(){return this.page.clientWidth}};function Viewer(a){this.config=clone_and_extend_objs(DEFAULT_CONFIG,0<arguments.length?a:{});this.pages_loading=[];this.init_before_loading_content();var b=this;document.addEventListener("DOMContentLoaded",function(){b.init_after_loading_content()},!1)}
|
||
Viewer.prototype={scale:1,cur_page_idx:0,first_page_idx:0,init_before_loading_content:function(){this.pre_hide_pages()},initialize_radio_button:function(){for(var a=document.getElementsByClassName(CSS_CLASS_NAMES.input_radio),b=0;b<a.length;b++)a[b].addEventListener("click",function(){this.classList.toggle("checked")})},init_after_loading_content:function(){this.sidebar=document.getElementById(this.config.sidebar_id);this.outline=document.getElementById(this.config.outline_id);this.container=document.getElementById(this.config.container_id);
|
||
this.loading_indicator=document.getElementsByClassName(this.config.loading_indicator_cls)[0];for(var a=!0,b=this.outline.childNodes,c=0,e=b.length;c<e;++c)if("ul"===b[c].nodeName.toLowerCase()){a=!1;break}a||this.sidebar.classList.add("opened");this.find_pages();if(0!=this.pages.length){disable_dragstart(document.getElementsByClassName(CSS_CLASS_NAMES.background_image));this.config.key_handler&&this.register_key_handler();var h=this;this.config.hashchange_handler&&window.addEventListener("hashchange",
|
||
function(a){h.navigate_to_dest(document.location.hash.substring(1))},!1);this.config.view_history_handler&&window.addEventListener("popstate",function(a){a.state&&h.navigate_to_dest(a.state)},!1);this.container.addEventListener("scroll",function(){h.update_page_idx();h.schedule_render(!0)},!1);[this.container,this.outline].forEach(function(a){a.addEventListener("click",h.link_handler.bind(h),!1)});this.initialize_radio_button();this.render()}},find_pages:function(){for(var a=[],b={},c=this.container.childNodes,
|
||
e=0,h=c.length;e<h;++e){var d=c[e];d.nodeType===Node.ELEMENT_NODE&&d.classList.contains(CSS_CLASS_NAMES.page_frame)&&(d=new Page(d),a.push(d),b[d.num]=a.length-1)}this.pages=a;this.page_map=b},load_page:function(a,b,c){var e=this.pages;if(!(a>=e.length||(e=e[a],e.loaded||this.pages_loading[a]))){var e=e.page,h=e.getAttribute("data-page-url");if(h){this.pages_loading[a]=!0;var d=e.getElementsByClassName(this.config.loading_indicator_cls)[0];"undefined"===typeof d&&(d=this.loading_indicator.cloneNode(!0),
|
||
d.classList.add("active"),e.appendChild(d));var f=this,g=new XMLHttpRequest;g.open("GET",h,!0);g.onload=function(){if(200===g.status||0===g.status){var b=document.createElement("div");b.innerHTML=g.responseText;for(var d=null,b=b.childNodes,e=0,h=b.length;e<h;++e){var p=b[e];if(p.nodeType===Node.ELEMENT_NODE&&p.classList.contains(CSS_CLASS_NAMES.page_frame)){d=p;break}}b=f.pages[a];f.container.replaceChild(d,b.page);b=new Page(d);f.pages[a]=b;b.hide();b.rescale(f.scale);disable_dragstart(d.getElementsByClassName(CSS_CLASS_NAMES.background_image));
|
||
f.schedule_render(!1);c&&c(b)}delete f.pages_loading[a]};g.send(null)}void 0===b&&(b=this.config.preload_pages);0<--b&&(f=this,setTimeout(function(){f.load_page(a+1,b)},0))}},pre_hide_pages:function(){var a="@media screen{."+CSS_CLASS_NAMES.page_content_box+"{display:none;}}",b=document.createElement("style");b.styleSheet?b.styleSheet.cssText=a:b.appendChild(document.createTextNode(a));document.head.appendChild(b)},render:function(){for(var a=this.container,b=a.scrollTop,c=a.clientHeight,a=b-c,b=
|
||
b+c+c,c=this.pages,e=0,h=c.length;e<h;++e){var d=c[e],f=d.page,g=f.offsetTop+f.clientTop,f=g+f.clientHeight;g<=b&&f>=a?d.loaded?d.show():this.load_page(e):d.hide()}},update_page_idx:function(){var a=this.pages,b=a.length;if(!(2>b)){for(var c=this.container,e=c.scrollTop,c=e+c.clientHeight,h=-1,d=b,f=d-h;1<f;){var g=h+Math.floor(f/2),f=a[g].page;f.offsetTop+f.clientTop+f.clientHeight>=e?d=g:h=g;f=d-h}this.first_page_idx=d;for(var g=h=this.cur_page_idx,k=0;d<b;++d){var f=a[d].page,l=f.offsetTop+f.clientTop,
|
||
f=f.clientHeight;if(l>c)break;f=(Math.min(c,l+f)-Math.max(e,l))/f;if(d===h&&Math.abs(f-1)<=EPS){g=h;break}f>k&&(k=f,g=d)}this.cur_page_idx=g}},schedule_render:function(a){if(void 0!==this.render_timer){if(!a)return;clearTimeout(this.render_timer)}var b=this;this.render_timer=setTimeout(function(){delete b.render_timer;b.render()},this.config.render_timeout)},register_key_handler:function(){var a=this;window.addEventListener("DOMMouseScroll",function(b){if(b.ctrlKey){b.preventDefault();var c=a.container,
|
||
e=c.getBoundingClientRect(),c=[b.clientX-e.left-c.clientLeft,b.clientY-e.top-c.clientTop];a.rescale(Math.pow(a.config.scale_step,b.detail),!0,c)}},!1);window.addEventListener("keydown",function(b){var c=!1,e=b.ctrlKey||b.metaKey,h=b.altKey;switch(b.keyCode){case 61:case 107:case 187:e&&(a.rescale(1/a.config.scale_step,!0),c=!0);break;case 173:case 109:case 189:e&&(a.rescale(a.config.scale_step,!0),c=!0);break;case 48:e&&(a.rescale(0,!1),c=!0);break;case 33:h?a.scroll_to(a.cur_page_idx-1):a.container.scrollTop-=
|
||
a.container.clientHeight;c=!0;break;case 34:h?a.scroll_to(a.cur_page_idx+1):a.container.scrollTop+=a.container.clientHeight;c=!0;break;case 35:a.container.scrollTop=a.container.scrollHeight;c=!0;break;case 36:a.container.scrollTop=0,c=!0}c&&b.preventDefault()},!1)},rescale:function(a,b,c){var e=this.scale;this.scale=a=0===a?1:b?e*a:a;c||(c=[0,0]);b=this.container;c[0]+=b.scrollLeft;c[1]+=b.scrollTop;for(var h=this.pages,d=h.length,f=this.first_page_idx;f<d;++f){var g=h[f].page;if(g.offsetTop+g.clientTop>=
|
||
c[1])break}g=f-1;0>g&&(g=0);var g=h[g].page,k=g.clientWidth,f=g.clientHeight,l=g.offsetLeft+g.clientLeft,m=c[0]-l;0>m?m=0:m>k&&(m=k);k=g.offsetTop+g.clientTop;c=c[1]-k;0>c?c=0:c>f&&(c=f);for(f=0;f<d;++f)h[f].rescale(a);b.scrollLeft+=m/e*a+g.offsetLeft+g.clientLeft-m-l;b.scrollTop+=c/e*a+g.offsetTop+g.clientTop-c-k;this.schedule_render(!0)},fit_width:function(){var a=this.cur_page_idx;this.rescale(this.container.clientWidth/this.pages[a].width(),!0);this.scroll_to(a)},fit_height:function(){var a=this.cur_page_idx;
|
||
this.rescale(this.container.clientHeight/this.pages[a].height(),!0);this.scroll_to(a)},get_containing_page:function(a){for(;a;){if(a.nodeType===Node.ELEMENT_NODE&&a.classList.contains(CSS_CLASS_NAMES.page_frame)){a=get_page_number(a);var b=this.page_map;return a in b?this.pages[b[a]]:null}a=a.parentNode}return null},link_handler:function(a){var b=a.target,c=b.getAttribute("data-dest-detail");if(c){if(this.config.view_history_handler)try{var e=this.get_current_view_hash();window.history.replaceState(e,
|
||
"","#"+e);window.history.pushState(c,"","#"+c)}catch(h){}this.navigate_to_dest(c,this.get_containing_page(b));a.preventDefault()}},navigate_to_dest:function(a,b){try{var c=JSON.parse(a)}catch(e){return}if(c instanceof Array){var h=c[0],d=this.page_map;if(h in d){for(var f=d[h],h=this.pages[f],d=2,g=c.length;d<g;++d){var k=c[d];if(null!==k&&"number"!==typeof k)return}for(;6>c.length;)c.push(null);var g=b||this.pages[this.cur_page_idx],d=g.view_position(),d=transform(g.ictm,[d[0],g.height()-d[1]]),
|
||
g=this.scale,l=[0,0],m=!0,k=!1,n=this.scale;switch(c[1]){case "XYZ":l=[null===c[2]?d[0]:c[2]*n,null===c[3]?d[1]:c[3]*n];g=c[4];if(null===g||0===g)g=this.scale;k=!0;break;case "Fit":case "FitB":l=[0,0];k=!0;break;case "FitH":case "FitBH":l=[0,null===c[2]?d[1]:c[2]*n];k=!0;break;case "FitV":case "FitBV":l=[null===c[2]?d[0]:c[2]*n,0];k=!0;break;case "FitR":l=[c[2]*n,c[5]*n],m=!1,k=!0}if(k){this.rescale(g,!1);var p=this,c=function(a){l=transform(a.ctm,l);m&&(l[1]=a.height()-l[1]);p.scroll_to(f,l)};h.loaded?
|
||
c(h):(this.load_page(f,void 0,c),this.scroll_to(f))}}}},scroll_to:function(a,b){var c=this.pages;if(!(0>a||a>=c.length)){c=c[a].view_position();void 0===b&&(b=[0,0]);var e=this.container;e.scrollLeft+=b[0]-c[0];e.scrollTop+=b[1]-c[1]}},get_current_view_hash:function(){var a=[],b=this.pages[this.cur_page_idx];a.push(b.num);a.push("XYZ");var c=b.view_position(),c=transform(b.ictm,[c[0],b.height()-c[1]]);a.push(c[0]/this.scale);a.push(c[1]/this.scale);a.push(this.scale);return JSON.stringify(a)}};
|
||
pdf2htmlEX.Viewer=Viewer;})();
|
||
</script>
|
||
<script>
|
||
try{
|
||
pdf2htmlEX.defaultViewer = new pdf2htmlEX.Viewer({});
|
||
}catch(e){}
|
||
</script>
|
||
<title></title>
|
||
</head>
|
||
<body>
|
||
<div id="sidebar">
|
||
<div id="outline">
|
||
</div>
|
||
</div>
|
||
<div id="page-container">
|
||
<div id="pf1" class="pf w0 h0" data-page-no="1"><div class="pc pc1 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x1 h2 y1 ff1 fs0 fc0 sc0 ls0 ws0">Mo<span class="_ _0"></span>dern<span class="_ _1"> </span>C++</div><div class="t m0 x1 h2 y2 ff1 fs0 fc0 sc0 ls0 ws0">Programming</div><div class="t m0 x1 h3 y3 ff2 fs1 fc0 sc0 ls0 ws0">20.<span class="_ _2"> </span>Perf<span class="_ _3"></span>ormance<span class="_ _4"> </span>Optimiza<span class="_ _5"></span>tion<span class="_ _4"> </span>I</div><div class="t m0 x2 h4 y4 ff2 fs2 fc0 sc0 ls0 ws0">Basic<span class="_ _6"> </span>Concepts</div><div class="t m0 x1 h5 y5 ff3 fs3 fc0 sc0 ls0 ws0">F<span class="_ _3"></span>ederico<span class="_ _7"> </span>Busato</div><div class="t m0 x3 h6 y6 ff4 fs4 fc0 sc0 ls0 ws0">2023-12-21</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
|
||
<div id="pf2" class="pf w0 h0" data-page-no="2"><div class="pc pc2 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">T<span class="_ _8"></span>able<span class="_ _9"> </span>of<span class="_ _9"> </span>Contents</div><div class="t m0 x5 h8 y8 ff1 fs4 fc2 sc0 ls0 ws0">1<span class="_ _a"> </span><span class="fs2 fc0">Intro<span class="_ _b"></span>duction</span></div><div class="t m0 x6 h6 y9 ff4 fs4 fc0 sc0 ls0 ws0">Mo<span class="_ _b"></span>o<span class="_ _3"></span>re’s<span class="_ _c"> </span>La<span class="_ _3"></span>w</div><div class="t m0 x6 h6 ya ff4 fs4 fc0 sc0 ls0 ws0">Mo<span class="_ _b"></span>o<span class="_ _3"></span>re’s<span class="_ _c"> </span>La<span class="_ _3"></span>w<span class="_ _c"> </span>Limitations</div><div class="t m0 x6 h6 yb ff4 fs4 fc0 sc0 ls0 ws0">Reasons<span class="_ _c"> </span>fo<span class="_ _3"></span>r<span class="_ _c"> </span>Optimizing</div><div class="t m0 x5 h8 yc ff1 fs4 fc2 sc0 ls0 ws0">2<span class="_ _a"> </span><span class="fs2 fc0">Basic<span class="_ _6"> </span>Concepts</span></div><div class="t m0 x6 h6 yd ff4 fs4 fc0 sc0 ls0 ws0">Asymptotic<span class="_ _c"> </span>Complexit<span class="_ _3"></span>y</div><div class="t m0 x6 h6 ye ff4 fs4 fc0 sc0 ls0 ws0">Time-Memo<span class="_ _3"></span>ry<span class="_ _c"> </span>T<span class="_ _3"></span>rade-off</div><div class="t m0 x6 h6 yf ff4 fs4 fc0 sc0 ls0 ws0">Developing<span class="_ _c"> </span>Cycle</div><div class="t m0 x6 h6 y10 ff4 fs4 fc0 sc0 ls0 ws0">Ahmdal’s<span class="_ _c"> </span>La<span class="_ _3"></span>w</div><div class="t m0 x6 h6 y11 ff4 fs4 fc0 sc0 ls0 ws0">Throughput,<span class="_ _c"> </span>Bandwidth,<span class="_ _c"> </span>Latency</div><div class="t m0 x6 h6 y12 ff4 fs4 fc0 sc0 ls0 ws0">P<span class="_ _3"></span>erformance<span class="_ _c"> </span>Bounds</div><div class="t m0 x6 h6 y13 ff4 fs4 fc0 sc0 ls0 ws0">Arithmetic<span class="_ _c"> </span>Intensit<span class="_ _3"></span>y</div><div class="t m0 x7 h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">1/52</div><a class="l" href="#pf4" data-dest-detail='[4,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:70.614000px;bottom:304.957500px;width:82.769000px;height:13.782000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf7" data-dest-detail='[7,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:281.583000px;width:55.126000px;height:8.911000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pfa" data-dest-detail='[10,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:255.468000px;width:104.828000px;height:8.911000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pfc" data-dest-detail='[12,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:226.447500px;width:98.795000px;height:10.848000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf10" data-dest-detail='[16,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:70.614000px;bottom:190.881000px;width:102.300000px;height:14.745000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf11" data-dest-detail='[17,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:166.045500px;width:98.519000px;height:10.848000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf13" data-dest-detail='[19,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:139.930500px;width:101.729000px;height:10.848000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf14" data-dest-detail='[20,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:113.815500px;width:73.170000px;height:10.848000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf17" data-dest-detail='[23,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:90.607500px;width:60.633000px;height:8.911000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf1a" data-dest-detail='[26,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:61.587000px;width:140.832000px;height:10.848000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf1b" data-dest-detail='[27,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:38.377500px;width:87.976000px;height:8.911000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf1d" data-dest-detail='[29,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:9.357000px;width:84.433000px;height:10.849000px;background-color:rgba(255,255,255,0.000001);"></div></a></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf3" class="pf w0 h0" data-page-no="3"><div class="pc pc3 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">T<span class="_ _8"></span>able<span class="_ _9"> </span>of<span class="_ _9"> </span>Contents</div><div class="t m0 x5 h8 y15 ff1 fs4 fc2 sc0 ls0 ws0">3<span class="_ _a"> </span><span class="fs2 fc0">Basic<span class="_ _6"> </span>Architecture<span class="_ _d"> </span>Concepts</span></div><div class="t m0 x6 h6 y16 ff4 fs4 fc0 sc0 ls0 ws0">Instruction-Level<span class="_ _c"> </span>P<span class="_ _3"></span>arallelism</div><div class="t m0 x6 h6 y17 ff4 fs4 fc0 sc0 ls0 ws0">Little’s<span class="_ _c"> </span>La<span class="_ _3"></span>w</div><div class="t m0 x6 h6 y18 ff4 fs4 fc0 sc0 ls0 ws0">Data-Level<span class="_ _c"> </span>P<span class="_ _3"></span>arallelism<span class="_ _c"> </span>(DLP)</div><div class="t m0 x6 h6 y19 ff4 fs4 fc0 sc0 ls0 ws0">Thread-Level<span class="_ _c"> </span>P<span class="_ _3"></span>arallelism<span class="_ _c"> </span>(TLP)</div><div class="t m0 x6 h6 y1a ff4 fs4 fc0 sc0 ls0 ws0">Single<span class="_ _c"> </span>Instruction<span class="_ _c"> </span>Multiple<span class="_ _c"> </span>Threads<span class="_ _c"> </span>(SIMT)</div><div class="t m0 x6 h6 y1b ff4 fs4 fc0 sc0 ls0 ws0">RISC,<span class="_ _c"> </span>CISC<span class="_ _c"> </span>Instruction<span class="_ _c"> </span>Sets</div><div class="t m0 x5 h8 y1c ff1 fs4 fc2 sc0 ls0 ws0">4<span class="_ _a"> </span><span class="fs2 fc0">Memo<span class="_ _3"></span>ry<span class="_ _d"> </span>Hierarchy</span></div><div class="t m0 x6 h6 y1d ff4 fs4 fc0 sc0 ls0 ws0">Memo<span class="_ _3"></span>ry<span class="_ _c"> </span>Hierarchy<span class="_ _c"> </span>Concepts</div><div class="t m0 x6 h6 y1e ff4 fs4 fc0 sc0 ls0 ws0">Memo<span class="_ _3"></span>ry<span class="_ _c"> </span>Lo<span class="_ _b"></span>calit<span class="_ _3"></span>y</div><div class="t m0 x7 h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">2/52</div><a class="l" href="#pf1f" data-dest-detail='[31,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:70.614000px;bottom:297.615000px;width:188.815000px;height:14.745000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf20" data-dest-detail='[32,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:275.685000px;width:118.749000px;height:8.911000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf23" data-dest-detail='[35,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:249.570000px;width:50.394000px;height:8.911000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf24" data-dest-detail='[36,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:219.720000px;width:124.727000px;height:11.955000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf25" data-dest-detail='[37,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:193.605000px;width:133.638000px;height:11.955000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf26" data-dest-detail='[38,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:167.490000px;width:183.783000px;height:11.956000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf27" data-dest-detail='[39,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:74.235000px;bottom:143.244000px;width:118.652000px;height:10.156000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf2d" data-dest-detail='[45,"XYZ",27.346,256.118,null]'><div class="d m1" 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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">P<span class="_ _3"></span>erfo<span class="_ _3"></span>rmance<span class="_ _9"> </span>and<span class="_ _9"> </span>T<span class="_ _8"></span>echnological<span class="_ _9"> </span>Progress</div><div class="t m0 x7 h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">3/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">P<span class="_ _3"></span>erfo<span class="_ _3"></span>rmance<span class="_ _9"> </span>and<span class="_ _9"> </span>T<span class="_ _8"></span>echnological<span class="_ _9"> </span>Progress</div><div class="t m0 x7 h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">4/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Mo<span class="_ _b"></span>o<span class="_ _3"></span>re’s<span class="_ _9"> </span>La<span class="_ _3"></span>w<span class="_ _e"> </span>1/2</div><div class="t m0 x9 h5 y20 ff3 fs3 fc0 sc0 ls0 ws0">“The<span class="_ _7"> </span>numb<span class="_ _b"></span>er<span class="_ _7"> </span>of<span class="_ _9"> </span>transisto<span class="_ _3"></span>rs<span class="_ _9"> </span>inco<span class="_ _3"></span>rp<span class="_ _b"></span>o<span class="_ _3"></span>rated<span class="_ _9"> </span>in<span class="_ _7"> </span>a<span class="_ _9"> </span>chip<span class="_ _7"> </span>will<span class="_ _9"> </span>app<span class="_ _3"></span>roximately</div><div class="t m0 x6 h5 y21 ff3 fs3 fc0 sc0 ls0 ws0">double<span class="_ _7"> </span>every<span class="_ _f"> </span>24<span class="_ _f"> </span>months.<span class="_ _5"></span>”<span class="_ _d"> </span><span class="ff6 fs4">(40%<span class="_ _c"> </span>p<span class="_ _b"></span>er<span class="_ _c"> </span>y<span class="_ _3"></span>ea<span class="_ _3"></span>r)</span></div><div class="t m0 xa ha y22 ff7 fs3 fc0 sc0 ls0 ws0">Go<span class="_ _3"></span>rdon<span class="_ _9"> </span>Mo<span class="_ _b"></span>o<span class="_ _3"></span>re<span class="ff3">,<span class="_ _7"> </span>Intel<span class="_ _f"> </span>co-founder</span></div><div class="t m0 x7 h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">5/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Mo<span class="_ _b"></span>o<span class="_ _3"></span>re’s<span class="_ _9"> </span>La<span class="_ _3"></span>w<span class="_ _e"> </span>2/2</div><div class="t m0 x1 hb y23 ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span>Moore’s<span class="_ _c"> </span>Law<span class="_ _c"> </span>is<span class="_ _f"> </span>not<span class="_ _f"> </span>(y<span class="_ _3"></span>et)<span class="_ _f"> </span>dead<span class="_ _f"> </span>but<span class="_ _c"> </span>the<span class="_ _f"> </span>same<span class="_ _f"> </span>concept<span class="_ _c"> </span>is<span class="_ _f"> </span>not<span class="_ _f"> </span>true<span class="_ _c"> </span>for<span class="_ _c"> </span><span class="ff6">clo<span class="_ _b"></span>ck</span></div><div class="t m0 x1 hb y24 ff6 fs6 fc0 sc0 ls0 ws0">frequency<span class="ff4">,<span class="_ _f"> </span></span>single-thread<span class="_ _c"> </span>p<span class="_ _b"></span>erfo<span class="_ _3"></span>rmance<span class="ff4">,<span class="_ _f"> </span></span>p<span class="_ _b"></span>o<span class="_ _3"></span>wer<span class="_ _c"> </span>consumption<span class="ff4">,<span class="_ _f"> </span>and<span class="_ _c"> </span></span>cost<span class="ff4">.<span class="_ _d"> </span>Ho<span class="_ _3"></span>w<span class="_ _f"> </span>w<span class="_ _3"></span>e<span class="_ _f"> </span>can</span></div><div class="t m0 x1 hb y25 ff4 fs6 fc0 sc0 ls0 ws0">p<span class="_ _3"></span>rovide<span class="_ _f"> </span>value?</div><div class="t m0 x7 h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">6/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Single-Thread<span class="_ _9"> </span>P<span class="_ _3"></span>erfo<span class="_ _3"></span>rmance<span class="_ _9"> </span>T<span class="_ _8"></span>rend</div><div class="t m0 xb hc y26 ff8 fs7 fc3 sc0 ls0 ws0">A<span class="_ _10"> </span>Look<span class="_ _10"> </span>Back<span class="_ _10"> </span>at<span class="_ _10"> </span>Single-Threaded<span class="_ _10"> </span>CPU<span class="_ _10"> </span>Performance</div><div class="t m0 xb hc y27 ff8 fs7 fc3 sc0 ls0 ws0">Herb<span class="_ _10"> </span>Sutter,<span class="_ _10"> </span>The<span class="_ _10"> </span>Free<span class="_ _10"> </span>Lunch<span class="_ _10"> </span>Is<span class="_ _10"> </span>Over</div><div class="t m0 x7 h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">7/52</div><a class="l" href="https://preshing.com/20120208/a-look-back-at-single-threaded-cpu-performance/"><div class="d m1" style="border-style:none;position:absolute;left:52.083000px;bottom:23.427000px;width:218.531000px;height:11.657000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="http://www.gotw.ca/publications/concurrency-ddj.htm"><div class="d m1" style="border-style:none;position:absolute;left:51.486000px;bottom:1.840500px;width:166.749000px;height:11.154000px;background-color:rgba(255,255,255,0.000001);"></div></a></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Mo<span class="_ _b"></span>o<span class="_ _3"></span>re’s<span class="_ _9"> </span>La<span class="_ _3"></span>w<span class="_ _9"> </span>Limitations<span class="_ _11"> </span>1/2</div><div class="t m0 x1 hb y28 ff6 fs6 fc0 sc0 ls0 ws0">Higher<span class="_ _f"> </span>performance<span class="_ _c"> </span>over<span class="_ _f"> </span>time<span class="_ _f"> </span>is<span class="_ _c"> </span>not<span class="_ _f"> </span>merely<span class="_ _f"> </span>dictated<span class="_ _f"> </span>b<span class="_ _3"></span>y<span class="_ _f"> </span>the<span class="_ _c"> </span>numb<span class="_ _b"></span>er<span class="_ _f"> </span>of<span class="_ _c"> </span>transistors<span class="ff4">.</span></div><div class="t m0 x1 hb y29 ff4 fs6 fc0 sc0 ls0 ws0">Sp<span class="_ _b"></span>ecific<span class="_ _c"> </span>hardw<span class="_ _3"></span>a<span class="_ _3"></span>re<span class="_ _f"> </span>improvements,<span class="_ _c"> </span>softw<span class="_ _3"></span>a<span class="_ _3"></span>re<span class="_ _f"> </span>engineering,<span class="_ _f"> </span>and<span class="_ _c"> </span>algorithms<span class="_ _c"> </span>play<span class="_ _c"> </span>a<span class="_ _f"> </span>crucial</div><div class="t m0 x1 hb y2a ff4 fs6 fc0 sc0 ls0 ws0">rule<span class="_ _f"> </span>in<span class="_ _c"> </span>driving<span class="_ _f"> </span>the<span class="_ _f"> </span>computer<span class="_ _c"> </span>p<span class="_ _b"></span>erformance.</div><div class="t m0 x7 h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">8/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pfb" class="pf w0 h0" data-page-no="b"><div class="pc pcb w0 h0"><img class="bi x0 y0 w1 h1" alt="" 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class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Mo<span class="_ _b"></span>o<span class="_ _3"></span>re’s<span class="_ _9"> </span>La<span class="_ _3"></span>w<span class="_ _9"> </span>Limitations<span class="_ _9"> </span>-<span class="_ _9"> </span>T<span class="_ _8"></span>wo<span class="_ _7"> </span>Examples<span class="_ _12"> </span>2/2</div><div class="t m0 x1 hb y2b ff1 fs6 fc0 sc0 ls0 ws0">Sp<span class="_ _b"></span>ecialized<span class="_ _f"> </span>Hardw<span class="_ _3"></span>a<span class="_ _3"></span>re</div><div class="t m0 x9 hb y2c ff6 fs6 fc0 sc0 ls0 ws0">Reduced<span class="_ _f"> </span>precision,<span class="_ _f"> </span>matrix<span class="_ _f"> </span>multiplication<span class="_ _f"> </span>engine,<span class="_ _7"> </span>and<span class="_ _f"> </span>sparsit<span class="_ _3"></span>y<span class="_ _f"> </span>provided<span class="_ _f"> </span>o<span class="_ _3"></span>rders</div><div class="t m0 x6 hb y2d ff6 fs6 fc0 sc0 ls0 ws0">of<span class="_ _f"> </span>magnitude<span class="_ _c"> </span>p<span class="_ _b"></span>erfo<span class="_ _3"></span>rmance<span class="_ _f"> </span>improvement<span class="_ _c"> </span>for<span class="_ _c"> </span>AI<span class="_ _f"> </span>applications</div><div class="t m0 x1 hd y2e ff7 fs6 fc0 sc0 ls0 ws0">F<span class="_ _3"></span>orget<span class="_ _f"> </span>Mo<span class="_ _b"></span>o<span class="_ _3"></span>re’s<span class="_ _7"> </span>La<span class="_ _3"></span>w.<span class="_ _6"> </span>Algorithms<span class="_ _f"> </span>drive<span class="_ _f"> </span>technology<span class="_ _7"> </span>forw<span class="_ _3"></span>a<span class="_ _3"></span>rd</div><div class="t m0 x9 h6 y2f ff6 fs4 fc0 sc0 ls0 ws0">“Algo<span class="_ _3"></span>rithmic<span class="_ _7"> </span>improvements<span class="_ _f"> </span>mak<span class="_ _3"></span>e<span class="_ _7"> </span>more<span class="_ _f"> </span>efficient<span class="_ _f"> </span>use<span class="_ _7"> </span>of<span class="_ _7"> </span>existing<span class="_ _f"> </span>resources<span class="_ _7"> </span>and<span class="_ _f"> </span>allow</div><div class="t m0 x6 h6 y30 ff6 fs4 fc0 sc0 ls0 ws0">computers<span class="_ _7"> </span>to<span class="_ _7"> </span>do<span class="_ _7"> </span>a<span class="_ _7"> </span>task<span class="_ _7"> </span>faster,<span class="_ _9"> </span>cheap<span class="_ _b"></span>er,<span class="_ _7"> </span>or<span class="_ _f"> </span>b<span class="_ _b"></span>oth.<span class="_ _13"> </span>Think<span class="_ _7"> </span>of<span class="_ _7"> </span>how<span class="_ _f"> </span>easy<span class="_ _7"> </span>the<span class="_ _7"> </span>smaller<span class="_ _7"> </span>MP3</div><div class="t m0 x6 h6 y31 ff6 fs4 fc0 sc0 ls0 ws0">fo<span class="_ _3"></span>rmat<span class="_ _14"> </span>made<span class="_ _14"> </span>music<span class="_"> </span>storage<span class="_"> </span>and<span class="_ _14"> </span>transfer.<span class="_ _7"> </span>That<span class="_ _14"> </span>comp<span class="_ _3"></span>ression<span class="_ _14"> </span>w<span class="_ _3"></span>as<span class="_ _14"> </span>because<span class="_ _14"> </span>of<span class="_"> </span>an<span class="_ _14"> </span>algo<span class="_ _3"></span>rithm.<span class="_ _5"></span>”</div><div class="t m0 xc he y32 ff9 fs7 fc3 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff8">Forget<span class="_ _10"> </span>Moore’s<span class="_ _10"> </span>Law</span></div><div class="t m0 xc he y33 ff9 fs7 fc3 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff8">What<span class="_ _10"> </span>will<span class="_ _10"> </span>drive<span class="_ _10"> </span>computer<span class="_ _10"> </span>performance<span class="_ _10"> </span>after<span class="_ _10"> </span>Moore’s<span class="_ _10"> </span>law?</span></div><div class="t m0 xc he y34 ff9 fs7 fc3 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff8">Heeding<span class="_ _10"> </span>Huang’s<span class="_ _10"> </span>Law</span></div><div class="t m0 x7 h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">9/52</div><a class="l" href="https://stackoverflow.blog/2021/03/24/forget-moores-law-algorithms-drive-technology-forward/"><div class="d m1" style="border-style:none;position:absolute;left:73.752000px;bottom:42.178500px;width:86.725000px;height:9.366000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="https://science.sciencemag.org/content/368/6495/eaam9744"><div class="d m1" style="border-style:none;position:absolute;left:73.752000px;bottom:23.275500px;width:260.897000px;height:9.365000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="https://blogs.nvidia.com/blog/2023/09/29/huangs-law-dally-hot-chips/"><div class="d m1" style="border-style:none;position:absolute;left:73.752000px;bottom:4.371000px;width:91.432000px;height:9.365000px;background-color:rgba(255,255,255,0.000001);"></div></a></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pfc" class="pf w0 h0" data-page-no="c"><div class="pc pcc w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Reasons<span class="_ _9"> </span>fo<span class="_ _3"></span>r<span class="_ _9"> </span>Optimizing</div><div class="t m0 xb hb y35 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">In<span class="_ _f"> </span>the<span class="_ _c"> </span>first<span class="_ _f"> </span>decades,<span class="_ _f"> </span>the<span class="_ _c"> </span><span class="ff6">computer<span class="_ _f"> </span>p<span class="_ _b"></span>erfo<span class="_ _3"></span>rmance<span class="_ _f"> </span>w<span class="_ _3"></span>as<span class="_ _f"> </span>extremely<span class="_ _f"> </span>limited<span class="ff4">.<span class="_ _10"> </span>Low-level</span></span></span></div><div class="t m0 x6 hb y36 ff4 fs6 fc0 sc0 ls0 ws0">optimizations<span class="_ _f"> </span>w<span class="_ _3"></span>ere<span class="_ _f"> </span>essential<span class="_ _c"> </span>to<span class="_ _f"> </span>fully<span class="_ _f"> </span>exploit<span class="_ _f"> </span>the<span class="_ _c"> </span>hardw<span class="_ _3"></span>a<span class="_ _3"></span>re</div><div class="t m0 xb hb y37 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Mo<span class="_ _b"></span>dern<span class="_ _c"> </span>systems<span class="_ _f"> </span>provid<span class="_ _3"></span>e<span class="_ _f"> </span>much<span class="_ _f"> </span>higher<span class="_ _f"> </span>performance,<span class="_ _c"> </span>but<span class="_ _f"> </span><span class="ff6">w<span class="_ _3"></span>e<span class="_ _f"> </span>cannot<span class="_ _f"> </span>mo<span class="_ _3"></span>re<span class="_ _f"> </span>rely<span class="_ _f"> </span>on</span></span></div><div class="t m0 x6 hb y38 ff6 fs6 fc0 sc0 ls0 ws0">ha<span class="_ _3"></span>rdwa<span class="_ _3"></span>re<span class="_ _f"> </span>imp<span class="_ _3"></span>rovement<span class="_ _9"> </span><span class="ff4">on<span class="_ _f"> </span>sho<span class="_ _3"></span>rt-p<span class="_ _b"></span>erio<span class="_ _b"></span>d</span></div><div class="t m0 xb hb y39 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">P<span class="_ _3"></span>erformance<span class="_ _c"> </span>and<span class="_ _f"> </span>efficiency<span class="_ _f"> </span>add<span class="_ _c"> </span>mark<span class="_ _3"></span>et<span class="_ _f"> </span>value<span class="_ _f"> </span>(fast<span class="_ _c"> </span>program<span class="_ _c"> </span>for<span class="_ _c"> </span>a<span class="_ _f"> </span>given<span class="_ _f"> </span>task),<span class="_ _c"> </span>e.g.</span></div><div class="t m0 x6 hb y3a ff4 fs6 fc0 sc0 ls0 ws0">sea<span class="_ _3"></span>rch,<span class="_ _f"> </span>page<span class="_ _f"> </span>loading,<span class="_ _c"> </span>etc.</div><div class="t m0 xb hb y3b ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Optimized<span class="_ _f"> </span>code<span class="_ _f"> </span>uses<span class="_ _f"> </span>less<span class="_ _f"> </span>resources,<span class="_ _c"> </span>e.g.<span class="_ _d"> </span>in<span class="_ _c"> </span>a<span class="_ _f"> </span>program<span class="_ _c"> </span>that<span class="_ _f"> </span>runs<span class="_ _c"> </span>on<span class="_ _f"> </span>a<span class="_ _f"> </span>server<span class="_ _f"> </span>fo<span class="_ _3"></span>r</span></div><div class="t m0 x6 hb y3c ff4 fs6 fc0 sc0 ls0 ws0">months<span class="_ _f"> </span>o<span class="_ _3"></span>r<span class="_ _f"> </span>y<span class="_ _3"></span>ears,<span class="_ _c"> </span>a<span class="_ _f"> </span>small<span class="_ _f"> </span>reduction<span class="_ _c"> </span>in<span class="_ _f"> </span>the<span class="_ _f"> </span>execution<span class="_ _c"> </span>time/p<span class="_ _b"></span>o<span class="_ _3"></span>wer<span class="_ _c"> </span>consumption</div><div class="t m0 x6 hb y3d ff4 fs6 fc0 sc0 ls0 ws0">translates<span class="_ _f"> </span>in<span class="_ _c"> </span>a<span class="_ _f"> </span>big<span class="_ _f"> </span>saving<span class="_ _c"> </span>of<span class="_ _f"> </span>p<span class="_ _b"></span>o<span class="_ _3"></span>wer<span class="_ _c"> </span>consumption</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">10/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pfd" class="pf w0 h0" data-page-no="d"><div class="pc pcd w0 h0"><img class="bi x0 y0 w1 h1" alt="" 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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Soft<span class="_ _3"></span>w<span class="_ _3"></span>are<span class="_ _7"> </span>Optimization<span class="_ _9"> </span>is<span class="_ _9"> </span>Complex</div><div class="t m0 xe he y3e ffb fs7 fc0 sc0 ls0 ws0">from<span class="_ _14"> </span><span class="ffc">”Sp<span class="_ _b"></span>eed<span class="_ _c"> </span>is<span class="_ _14"> </span>F<span class="_ _3"></span>ound<span class="_ _c"> </span>in<span class="_ _14"> </span>the<span class="_ _c"> </span>Minds<span class="_ _14"> </span>of<span class="_ _c"> </span>P<span class="_ _3"></span>eople“<span class="ffb">,</span></span></div><div class="t m0 xf he y3f ff1 fs7 fc0 sc0 ls0 ws0">Andrei<span class="_ _c"> </span>Alexandrescu<span class="ffb">,<span class="_ _14"> </span>CppCon<span class="_ _c"> </span>2019</span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">11/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Optimization<span class="_ _9"> </span>Bo<span class="_ _b"></span>oks</div><div class="t m0 x10 he y40 ff1 fs7 fc0 sc0 ls0 ws0">Hack<span class="_ _3"></span>er’s<span class="_ _c"> </span>Delight<span class="_ _c"> </span><span class="ffb">(2nd)</span></div><div class="t m0 x11 he y41 ffc fs7 fc0 sc0 ls0 ws0">H.<span class="_ _14"> </span>S.<span class="_ _c"> </span>W<span class="_ _3"></span>arren<span class="ffb">,<span class="_ _14"> </span>2016</span></div><div class="t m0 x12 he y42 ff1 fs7 fc0 sc0 ls0 ws0">Optimized<span class="_ _c"> </span>C++</div><div class="t m0 x13 he y43 ffc fs7 fc0 sc0 ls0 ws0">K.<span class="_ _14"> </span>Guntheroth<span class="ffb">,<span class="_ _c"> </span>2014</span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">12/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pff" class="pf w0 h0" data-page-no="f"><div class="pc pcf w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">References</div><div class="t m0 xb hb y44 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ffd">Awesome<span class="_ _15"> </span>C/C++<span class="_ _15"> </span>performance<span class="_ _15"> </span>optimization<span class="_ _6"> </span>resources<span class="ff4">,<span class="_ _f"> </span><span class="ff6">Bartlomiej<span class="_ _c"> </span>Filip<span class="_ _b"></span>ek</span></span></span></div><div class="t m0 xb hb y45 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ffd">Optimizing<span class="_ _15"> </span>C++<span class="ff4">,<span class="_ _f"> </span><span class="ff6">wikibo<span class="_ _b"></span>ok</span></span></span></div><div class="t m0 xb hb y46 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ffd">Optimizing<span class="_ _15"> </span>software<span class="_ _15"> </span>in<span class="_ _15"> </span>C++<span class="ff4">,<span class="_ _c"> </span><span class="ff6">Agner<span class="_ _f"> </span>Fog</span></span></span></div><div class="t m0 xb hb y47 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ffd">Algorithmica:<span class="_ _16"> </span>Algorithms<span class="_ _15"> </span>for<span class="_ _15"> </span>Modern<span class="_ _6"> </span>Hardware</span></div><div class="t m0 xb hb y48 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ffd">What<span class="_ _15"> </span>scientists<span class="_ _15"> </span>must<span class="_ _15"> </span>know<span class="_ _6"> </span>about<span class="_ _15"> </span>hardware<span class="_ _15"> </span>to<span class="_ _15"> </span>write<span class="_ _15"> </span>fast<span class="_ _15"> </span>code</span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">13/52</div><a class="l" href="https://github.com/fenbf/AwesomePerfCpp"><div class="d m1" style="border-style:none;position:absolute;left:73.752000px;bottom:262.143000px;width:276.901000px;height:11.930000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="https://en.wikibooks.org/wiki/Optimizing_C%2B%2B"><div class="d m1" style="border-style:none;position:absolute;left:73.752000px;bottom:217.849500px;width:82.175000px;height:11.930000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="https://www.agner.org/optimize/optimizing_cpp.pdf"><div class="d m1" style="border-style:none;position:absolute;left:73.752000px;bottom:173.554500px;width:150.902000px;height:11.931000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="https://en.algorithmica.org/hpc/"><div class="d m1" style="border-style:none;position:absolute;left:73.752000px;bottom:129.261000px;width:259.719000px;height:11.119000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="https://biojulia.dev/post/hardware/"><div class="d m1" style="border-style:none;position:absolute;left:73.752000px;bottom:88.510500px;width:339.901000px;height:8.757000px;background-color:rgba(255,255,255,0.000001);"></div></a></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf10" class="pf w0 h0" data-page-no="10"><div class="pc pc10 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x8 h2 y1f ff1 fs0 fc0 sc0 ls0 ws0">Basic<span class="_ _1"> </span>Concepts</div><a class="l" href="#pf10" data-dest-detail='[16,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:158.662500px;bottom:198.648000px;width:175.302000px;height:24.026000px;background-color:rgba(255,255,255,0.000001);"></div></a></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf11" class="pf w0 h0" data-page-no="11"><div class="pc pc11 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Asymptotic<span class="_ _9"> </span>Complexit<span class="_ _3"></span>y<span class="_ _17"> </span>1/2</div><div class="t m0 x1 hb y49 ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span><span class="ff1">asymptotic<span class="_ _f"> </span>analysis<span class="_ _f"> </span></span>refers<span class="_ _f"> </span>to<span class="_ _c"> </span>estimate<span class="_ _f"> </span>the<span class="_ _f"> </span>execution<span class="_ _c"> </span>time<span class="_ _f"> </span>or<span class="_ _c"> </span>memory<span class="_ _c"> </span>usage<span class="_ _f"> </span>as</div><div class="t m0 x1 hb y4a ff4 fs6 fc0 sc0 ls0 ws0">function<span class="_ _f"> </span>of<span class="_ _c"> </span>the<span class="_ _f"> </span>input<span class="_ _f"> </span>size<span class="_ _c"> </span>(the<span class="_ _f"> </span><span class="ff6">order<span class="_ _c"> </span>of<span class="_ _f"> </span>gro<span class="_ _3"></span>wing<span class="_ _18"></span><span class="ff4">)</span></span></div><div class="t m0 x1 hb y4b ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span><span class="ff6">asymptotic<span class="_ _c"> </span>b<span class="_ _b"></span>ehavio<span class="_ _3"></span>r<span class="_ _d"> </span><span class="ff4">is<span class="_ _c"> </span>opp<span class="_ _b"></span>osed<span class="_ _f"> </span>to<span class="_ _f"> </span>a<span class="_ _c"> </span></span>low-level<span class="_ _c"> </span>analysis<span class="_ _9"> </span><span class="ff4">of<span class="_ _f"> </span>the<span class="_ _f"> </span>co<span class="_ _b"></span>de</span></span></div><div class="t m0 x1 hb y4c ff4 fs6 fc0 sc0 ls0 ws0">(instruction/lo<span class="_ _b"></span>op<span class="_ _c"> </span>counting/weighting,<span class="_ _c"> </span>cache<span class="_ _f"> </span>accesses,<span class="_ _f"> </span>etc.)</div><div class="t m0 x1 hb y4d ff1 fs6 fc0 sc0 ls0 ws0">Dra<span class="_ _3"></span>wbacks<span class="ff4">:</span></div><div class="t m0 xb hb y4e ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">The<span class="_ _f"> </span><span class="ff6">w<span class="_ _3"></span>orst-case<span class="_ _f"> </span><span class="ff4">is<span class="_ _f"> </span>not<span class="_ _f"> </span>the<span class="_ _f"> </span></span>average-case</span></span></div><div class="t m0 xb hb y4f ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Asymptotic<span class="_ _f"> </span>complexit<span class="_ _3"></span>y<span class="_ _f"> </span>do<span class="_ _b"></span>es<span class="_ _c"> </span>not<span class="_ _f"> </span>consider<span class="_ _f"> </span>small<span class="_ _c"> </span>inputs<span class="_ _f"> </span>(think<span class="_ _f"> </span>to<span class="_ _c"> </span><span class="ff6">insertion<span class="_ _f"> </span>sort<span class="_ _b"></span></span>)</span></div><div class="t m0 xb hb y50 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">The<span class="_ _f"> </span>hidden<span class="_ _c"> </span>constant<span class="_ _f"> </span>can<span class="_ _f"> </span>b<span class="_ _b"></span>e<span class="_ _c"> </span>relevant<span class="_ _f"> </span>in<span class="_ _f"> </span>p<span class="_ _3"></span>ractice</span></div><div class="t m0 xb hb y51 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Asymptotic<span class="_ _f"> </span>complexit<span class="_ _3"></span>y<span class="_ _f"> </span>do<span class="_ _b"></span>es<span class="_ _c"> </span>not<span class="_ _f"> </span>consider<span class="_ _f"> </span>instructions<span class="_ _c"> </span>cost<span class="_ _f"> </span>and<span class="_ _f"> </span>ha<span class="_ _3"></span>rdwa<span class="_ _3"></span>re<span class="_ _c"> </span>details</span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">14/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
|
||
<div id="pf12" class="pf w0 h0" data-page-no="12"><div class="pc pc12 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Asymptotic<span class="_ _9"> </span>Complexit<span class="_ _3"></span>y<span class="_ _17"> </span>2/2</div><div class="t m0 x1 hb y52 ff4 fs6 fc0 sc0 ls0 ws0">Be<span class="_ _f"> </span>a<span class="_ _3"></span>wa<span class="_ _3"></span>re<span class="_ _c"> </span>that<span class="_ _f"> </span>only<span class="_ _f"> </span><span class="ff1">real-wo<span class="_ _3"></span>rld<span class="_ _f"> </span>problems<span class="_ _c"> </span><span class="ff4">with<span class="_ _f"> </span>a<span class="_ _f"> </span>small<span class="_ _c"> </span>asymptotic<span class="_ _f"> </span>complexity<span class="_ _c"> </span>o<span class="_ _3"></span>r<span class="_ _f"> </span>small</span></span></div><div class="t m0 x1 hb y53 ff4 fs6 fc0 sc0 ls0 ws0">size<span class="_ _f"> </span>can<span class="_ _c"> </span>b<span class="_ _b"></span>e<span class="_ _f"> </span>solved<span class="_ _c"> </span>in<span class="_ _f"> </span>a<span class="_ _f"> </span><span class="ff6">“user”<span class="_ _c"> </span>acceptable<span class="_ _f"> </span>time</span></div><div class="t m0 x1 hb y54 ff4 fs6 fc0 sc0 ls0 ws0">Three<span class="_ _f"> </span>examples:</div><div class="t m0 xb hb y55 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff6">So<span class="_ _3"></span>rting<span class="_ _18"></span><span class="ff4">:<span class="_ _10"> </span><span class="ffe">O<span class="_ _19"> </span></span>(</span>n<span class="_ _1a"> </span><span class="ff4">log<span class="_ _1a"> </span></span>n<span class="ff4">),<span class="_ _f"> </span>try<span class="_ _f"> </span>to<span class="_ _c"> </span>sort<span class="_ _c"> </span>an<span class="_ _f"> </span>a<span class="_ _3"></span>rray<span class="_ _c"> </span>of<span class="_ _f"> </span>some<span class="_ _f"> </span>billion<span class="_ _f"> </span>elements</span></span></div><div class="t m0 xb hb y56 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff6">Diameter<span class="_ _f"> </span>of<span class="_ _c"> </span>a<span class="_ _f"> </span>(sparse)<span class="_ _c"> </span>graph<span class="ff4">:<span class="_ _d"> </span><span class="ffe">O</span></span></span></div><div class="t m0 x14 hf y57 fff fs4 fc0 sc0 ls0 ws0"></div><div class="t m0 x15 hb y56 ff6 fs6 fc0 sc0 ls0 ws0">V</div><div class="t m0 x16 h9 y58 ff5 fs5 fc0 sc0 ls0 ws0">2</div><div class="t m0 x17 hf y57 fff fs4 fc0 sc0 ls0 ws0"></div><div class="t m0 x18 hb y56 ff4 fs6 fc0 sc0 ls0 ws0">,<span class="_ _f"> </span>just<span class="_ _c"> </span>for<span class="_ _c"> </span>graphs<span class="_ _f"> </span>with<span class="_ _f"> </span>a<span class="_ _c"> </span>few<span class="_ _f"> </span>hundred</div><div class="t m0 x6 hb y59 ff4 fs6 fc0 sc0 ls0 ws0">thousand<span class="_ _f"> </span>vertices<span class="_ _c"> </span>it<span class="_ _f"> </span>b<span class="_ _b"></span>ecomes<span class="_ _c"> </span>impractical<span class="_ _c"> </span>without<span class="_ _f"> </span>advanced<span class="_ _f"> </span>techniques</div><div class="t m0 xb hb y5a ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff6">Matrix<span class="_ _f"> </span>multiplication<span class="ff4">:<span class="_ _10"> </span><span class="ffe">O</span></span></span></div><div class="t m0 x19 hf y5b fff fs4 fc0 sc0 ls0 ws0"></div><div class="t m0 x1a hb y5a ff6 fs6 fc0 sc0 ls0 ws0">N</div><div class="t m0 x1b h9 y5c ff5 fs5 fc0 sc0 ls0 ws0">3</div><div class="t m0 x1c hf y5b fff fs4 fc0 sc0 ls0 ws0"></div><div class="t m0 x1d hb y5a ff4 fs6 fc0 sc0 ls0 ws0">,<span class="_ _f"> </span>even<span class="_ _c"> </span>for<span class="_ _c"> </span>small<span class="_ _f"> </span>sizes<span class="_ _f"> </span><span class="ff6">N<span class="_ _9"> </span></span>(e.g.<span class="_ _10"> </span>8K,<span class="_ _f"> </span>16K),<span class="_ _f"> </span>it<span class="_ _c"> </span>requires</div><div class="t m0 x6 hb y5d ff4 fs6 fc0 sc0 ls0 ws0">sp<span class="_ _b"></span>ecial<span class="_ _c"> </span>accelerators<span class="_ _c"> </span>(e.g.<span class="_ _d"> </span>GPU,<span class="_ _c"> </span>TPU,<span class="_ _f"> </span>etc.)<span class="_ _10"> </span>for<span class="_ _c"> </span>achieving<span class="_ _f"> </span>acceptable<span class="_ _f"> </span>performance</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">15/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
|
||
<div id="pf13" class="pf w0 h0" data-page-no="13"><div class="pc pc13 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Time-Memo<span class="_ _3"></span>ry<span class="_ _9"> </span>T<span class="_ _8"></span>rade-off</div><div class="t m0 x1 hb y5e ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span><span class="ff1">time-memo<span class="_ _3"></span>ry<span class="_ _7"> </span>trade-off<span class="_ _9"> </span><span class="ff4">is<span class="_ _f"> </span>a<span class="_ _c"> </span>wa<span class="_ _3"></span>y<span class="_ _f"> </span>of<span class="_ _c"> </span>solving<span class="_ _f"> </span>a<span class="_ _f"> </span>p<span class="_ _3"></span>roblem<span class="_ _f"> </span>o<span class="_ _3"></span>r<span class="_ _f"> </span>calculation<span class="_ _f"> </span>in<span class="_ _c"> </span>less<span class="_ _f"> </span>time</span></span></div><div class="t m0 x1 hb y5f ff4 fs6 fc0 sc0 ls0 ws0">b<span class="_ _3"></span>y<span class="_ _f"> </span>using<span class="_ _f"> </span>mo<span class="_ _3"></span>re<span class="_ _f"> </span>sto<span class="_ _3"></span>rage<span class="_ _f"> </span>space<span class="_ _f"> </span>(less<span class="_ _c"> </span>often<span class="_ _f"> </span>the<span class="_ _f"> </span>opp<span class="_ _b"></span>osite<span class="_ _c"> </span>direction)</div><div class="t m0 x1 hb y60 ff4 fs6 fc0 sc0 ls0 ws0">Examples:</div><div class="t m0 xb hb y61 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff6">Memoization<span class="_ _f"> </span><span class="ff4">(e.g.<span class="_ _10"> </span>used<span class="_ _f"> </span>in<span class="_ _f"> </span>dynamic<span class="_ _f"> </span>p<span class="_ _3"></span>rogramming):<span class="_ _10"> </span>returning<span class="_ _f"> </span>the<span class="_ _f"> </span>cached<span class="_ _c"> </span>result</span></span></div><div class="t m0 x6 hb y62 ff4 fs6 fc0 sc0 ls0 ws0">when<span class="_ _f"> </span>the<span class="_ _c"> </span>same<span class="_ _f"> </span>inputs<span class="_ _f"> </span>occur<span class="_ _f"> </span>again</div><div class="t m0 xb hb y63 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff6">Hash<span class="_ _f"> </span>table<span class="_ _b"></span><span class="ff4">:<span class="_ _10"> </span>numb<span class="_ _b"></span>er<span class="_ _f"> </span>of<span class="_ _c"> </span>entries<span class="_ _f"> </span>vs.<span class="_ _10"> </span>efficiency</span></span></div><div class="t m0 xb hb y64 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff6">Lo<span class="_ _b"></span>okup<span class="_ _c"> </span>tables<span class="_ _18"></span><span class="ff4">:<span class="_ _10"> </span>p<span class="_ _3"></span>recomputed<span class="_ _f"> </span>data<span class="_ _f"> </span>instead<span class="_ _c"> </span>branches</span></span></div><div class="t m0 xb hb y65 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff6">Uncomp<span class="_ _3"></span>ressed<span class="_ _f"> </span>data<span class="_ _b"></span><span class="ff4">:<span class="_ _10"> </span>bitmap<span class="_ _f"> </span>image<span class="_ _c"> </span>vs.<span class="_ _d"> </span>jpeg</span></span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">16/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf14" class="pf w0 h0" data-page-no="14"><div class="pc pc14 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Developing<span class="_ _9"> </span>Cycle<span class="_ _1b"> </span>1/3</div><div class="t m0 x6 h5 y66 ff3 fs3 fc0 sc0 ls0 ws0">“If<span class="_ _f"> </span>you’re<span class="_ _f"> </span>not<span class="_ _f"> </span>writing<span class="_ _7"> </span>a<span class="_ _f"> </span>program,<span class="_ _f"> </span>don’t<span class="_ _f"> </span>use<span class="_ _f"> </span>a<span class="_ _7"> </span>p<span class="_ _3"></span>rogramming<span class="_ _7"> </span>language”</div><div class="t m0 x1e hb y67 ff7 fs6 fc0 sc0 ls0 ws0">Leslie<span class="_ _f"> </span>Lamp<span class="_ _b"></span>ort<span class="ff6">,<span class="_ _c"> </span>T<span class="_ _1c"></span>uring<span class="_ _f"> </span>A<span class="_ _3"></span>wa<span class="_ _3"></span>rd</span></div><div class="t m0 x6 h5 y68 ff3 fs3 fc0 sc0 ls0 ws0">“First<span class="_ _f"> </span>solve<span class="_ _7"> </span>the<span class="_ _f"> </span>problem,<span class="_ _f"> </span>then<span class="_ _f"> </span>write<span class="_ _7"> </span>the<span class="_ _f"> </span>co<span class="_ _b"></span>de”</div><div class="t m0 x6 h5 y69 ff3 fs3 fc0 sc0 ls0 ws0">“Inside<span class="_ _f"> </span>every<span class="_ _7"> </span>la<span class="_ _3"></span>rge<span class="_ _7"> </span>p<span class="_ _3"></span>rogram<span class="_ _7"> </span>is<span class="_ _f"> </span>an<span class="_ _7"> </span>algo<span class="_ _3"></span>rithm<span class="_ _7"> </span>trying<span class="_ _f"> </span>to<span class="_ _7"> </span>get<span class="_ _f"> </span>out”</div><div class="t m0 x1f hb y6a ff7 fs6 fc0 sc0 ls0 ws0">T<span class="_ _8"></span>ony<span class="_ _7"> </span>Hoa<span class="_ _3"></span>re<span class="ff6">,<span class="_ _f"> </span>T<span class="_ _1c"></span>uring<span class="_ _f"> </span>A<span class="_ _3"></span>w<span class="_ _3"></span>ard</span></div><div class="t m0 x6 h5 y6b ff3 fs3 fc0 sc0 ls0 ws0">“Premature<span class="_ _f"> </span>optimization<span class="_ _7"> </span>is<span class="_ _f"> </span>the<span class="_ _7"> </span>ro<span class="_ _b"></span>ot<span class="_ _f"> </span>of<span class="_ _f"> </span>all<span class="_ _7"> </span>evil”</div><div class="t m0 x20 hb y6c ff7 fs6 fc0 sc0 ls0 ws0">Donald<span class="_ _f"> </span>Knuth<span class="ff6">,<span class="_ _f"> </span>T<span class="_ _1c"></span>uring<span class="_ _f"> </span>A<span class="_ _3"></span>wa<span class="_ _3"></span>rd</span></div><div class="t m0 x6 h5 y6d ff3 fs3 fc0 sc0 ls0 ws0">“Co<span class="_ _b"></span>de<span class="_ _f"> </span>fo<span class="_ _3"></span>r<span class="_ _7"> </span>co<span class="_ _3"></span>rrectness<span class="_ _7"> </span>first,<span class="_ _f"> </span>then<span class="_ _7"> </span>optimize!”</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">17/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf15" class="pf w0 h0" data-page-no="15"><div class="pc pc15 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Developing<span class="_ _9"> </span>Cycle<span class="_ _1b"> </span>2/3</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">18/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf16" class="pf w0 h0" data-page-no="16"><div class="pc pc16 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Developing<span class="_ _9"> </span>Cycle<span class="_ _1b"> </span>3/3</div><div class="t m0 xb h7 y6e ff10 fs3 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff11">One<span class="_ _f"> </span>of<span class="_ _7"> </span>the<span class="_ _f"> </span>most<span class="_ _7"> </span>imp<span class="_ _b"></span>o<span class="_ _3"></span>rtant<span class="_ _f"> </span>phase<span class="_ _7"> </span>of<span class="_ _f"> </span>the<span class="_ _7"> </span>optimization<span class="_ _f"> </span>cycle<span class="_ _7"> </span>is<span class="_ _f"> </span>the</span></div><div class="t m0 x6 h7 y6f ff1 fs3 fc0 sc0 ls0 ws0">application<span class="_ _9"> </span>p<span class="_ _3"></span>rofiling<span class="_ _7"> </span><span class="ff11">for<span class="_ _f"> </span>finding<span class="_ _f"> </span>regions<span class="_ _f"> </span>of<span class="_ _7"> </span>co<span class="_ _b"></span>de<span class="_ _f"> </span>that<span class="_ _f"> </span>are<span class="_ _f"> </span><span class="ff3">critical<span class="_ _f"> </span>for</span></span></div><div class="t m0 x6 h7 y70 ff3 fs3 fc0 sc0 ls0 ws0">p<span class="_ _b"></span>erfo<span class="_ _3"></span>rmance<span class="_ _9"> </span><span class="ff11">(<span class="ff1">hotsp<span class="_ _b"></span>ot</span>)</span></div><div class="t m0 x21 h7 y71 ffe fs3 fc0 sc0 ls0 ws0">→<span class="_ _6"> </span><span class="ff11">Exp<span class="_ _b"></span>ensive<span class="_ _f"> </span>co<span class="_ _b"></span>de<span class="_ _f"> </span>region<span class="_ _f"> </span>(absolute)</span></div><div class="t m0 x21 h7 y72 ffe fs3 fc0 sc0 ls0 ws0">→<span class="_ _6"> </span><span class="ff11">Co<span class="_ _b"></span>de<span class="_ _f"> </span>regions<span class="_ _f"> </span>executed<span class="_ _7"> </span>many<span class="_ _f"> </span>times<span class="_ _7"> </span>(cumulative)</span></div><div class="t m0 xb h7 y73 ff10 fs3 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff11">Most<span class="_ _f"> </span>of<span class="_ _7"> </span>the<span class="_ _f"> </span>times,<span class="_ _7"> </span><span class="ff1">there<span class="_ _9"> </span>is<span class="_ _9"> </span>no<span class="_ _9"> </span>the<span class="_ _9"> </span>p<span class="_ _b"></span>erfect<span class="_ _9"> </span>algo<span class="_ _3"></span>rithm<span class="_ _9"> </span>fo<span class="_ _3"></span>r<span class="_ _9"> </span>all<span class="_ _9"> </span>cases<span class="_ _7"> </span><span class="ff11">(e.g.</span></span></span></div><div class="t m0 x6 h7 y74 ff11 fs3 fc0 sc0 ls0 ws0">insertion,<span class="_ _f"> </span>merge,<span class="_ _7"> </span>radix<span class="_ _f"> </span>sort).<span class="_ _d"> </span>Optimizing<span class="_ _f"> </span>also<span class="_ _f"> </span>refers<span class="_ _7"> </span>in<span class="_ _f"> </span>finding<span class="_ _7"> </span>the<span class="_ _f"> </span>correct</div><div class="t m0 x6 h7 y75 ff11 fs3 fc0 sc0 ls0 ws0">heuristics<span class="_ _f"> </span>for<span class="_ _f"> </span>different<span class="_ _f"> </span>program<span class="_ _f"> </span>inputs/platfo<span class="_ _3"></span>rms<span class="_ _f"> </span>instead<span class="_ _7"> </span>of<span class="_ _f"> </span>mo<span class="_ _b"></span>difying<span class="_ _7"> </span>the</div><div class="t m0 x6 h7 y76 ff11 fs3 fc0 sc0 ls0 ws0">existing<span class="_ _f"> </span>co<span class="_ _b"></span>de</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">19/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Ahmdal’s<span class="_ _9"> </span>La<span class="_ _3"></span>w<span class="_ _1d"> </span>1/3</div><div class="t m0 x22 hb y77 ff1 fs6 fc1 sc0 ls0 ws0">Ahmdal’s<span class="_ _f"> </span>Law</div><div class="t m0 x22 hb y78 ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span><span class="ff1">Ahmdal’s<span class="_ _f"> </span>law<span class="_ _c"> </span></span>expresses<span class="_ _c"> </span>the<span class="_ _f"> </span>maximum<span class="_ _f"> </span>imp<span class="_ _3"></span>rovement<span class="_ _f"> </span>possible<span class="_ _f"> </span>by<span class="_ _c"> </span>improving<span class="_ _c"> </span>a</div><div class="t m0 x22 hb y79 ff4 fs6 fc0 sc0 ls0 ws0">pa<span class="_ _3"></span>rticular<span class="_ _c"> </span>part<span class="_ _c"> </span>of<span class="_ _f"> </span>a<span class="_ _f"> </span>system</div><div class="t m0 x1 hb y7a ff6 fs6 fc0 sc0 ls0 ws0">Observation:<span class="_ _d"> </span><span class="ff4">The<span class="_ _f"> </span>performance<span class="_ _c"> </span>of<span class="_ _f"> </span>any<span class="_ _f"> </span>system<span class="_ _c"> </span>is<span class="_ _f"> </span>constrained<span class="_ _f"> </span>b<span class="_ _3"></span>y<span class="_ _f"> </span>the<span class="_ _f"> </span>speed<span class="_ _f"> </span>of<span class="_ _f"> </span>the</span></div><div class="t m0 x1 hb y7b ff4 fs6 fc0 sc0 ls0 ws0">slo<span class="_ _3"></span>west<span class="_ _c"> </span>p<span class="_ _b"></span>oint</div><div class="t m0 x1 hb y7c ff6 fs6 fc0 sc0 ls0 ws0">S<span class="_ _f"> </span><span class="ff4">:<span class="_ _f"> </span>imp<span class="_ _3"></span>rovement<span class="_ _f"> </span>factor<span class="_ _c"> </span>exp<span class="_ _3"></span>ressed<span class="_ _f"> </span>as<span class="_ _f"> </span>a<span class="_ _f"> </span>facto<span class="_ _3"></span>r<span class="_ _f"> </span>of<span class="_ _c"> </span><span class="ff6">P</span></span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">20/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf18" class="pf w0 h0" data-page-no="18"><div class="pc pc18 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Ahmdal’s<span class="_ _9"> </span>La<span class="_ _3"></span>w<span class="_ _1d"> </span>2/3</div><div class="t m0 x23 hb y7d ff1 fs6 fc0 sc0 ls0 ws0">Overall<span class="_ _f"> </span>Improvement<span class="_"> </span><span class="ff4">=</span></div><div class="t m0 x24 hb y7e ff4 fs6 fc0 sc0 ls0 ws0">1</div><div class="t m0 x25 hb y7f ff4 fs6 fc0 sc0 ls0 ws0">(<span class="fc4">1<span class="_"> </span><span class="ffe">−<span class="_ _1a"></span><span class="ff6">P<span class="_ _18"></span></span></span></span>)<span class="_ _19"> </span>+</div><div class="t m0 x26 hb y80 ff6 fs6 fc5 sc0 ls0 ws0">P</div><div class="t m0 x26 hd y81 ff7 fs6 fc5 sc0 ls0 ws0">S</div><div class="t m0 x27 h6 y82 ff1 fs4 fc0 sc0 ls0 ws0">P<span class="_ _f"> </span><span class="ff12">\<span class="_ _c"> </span></span>S<span class="_ _1e"> </span>25%<span class="_ _1f"> </span>50%<span class="_ _1f"> </span>75%<span class="_ _20"> </span>2x<span class="_ _21"> </span>3x<span class="_ _21"> </span>4x<span class="_ _21"> </span>5x<span class="_ _22"> </span>10x<span class="_ _23"> </span><span class="ff13 fc5">∞</span></div><div class="t m0 x28 h6 y83 ffd fs4 fc0 sc0 ls0 ws0">10%<span class="_ _24"> </span><span class="ff4">1.02x<span class="_ _25"> </span>1.03x<span class="_ _25"> </span>1.04x<span class="_ _25"> </span>1.05x<span class="_ _25"> </span>1.07x<span class="_ _25"> </span>1.08x<span class="_ _25"> </span>1.09x<span class="_ _25"> </span>1.10x<span class="_ _24"> </span>1.11x</span></div><div class="t m0 x28 h6 y84 ffd fs4 fc0 sc0 ls0 ws0">20%<span class="_ _24"> </span><span class="ff4">1.04x<span class="_ _25"> </span>1.07x<span class="_ _25"> </span>1.09x<span class="_ _25"> </span>1.11x<span class="_ _25"> </span>1.15x<span class="_ _25"> </span>1.18x<span class="_ _25"> </span>1.19x<span class="_ _25"> </span>1.22x<span class="_ _24"> </span>1.25x</span></div><div class="t m0 x28 h6 y85 ffd fs4 fc0 sc0 ls0 ws0">30%<span class="_ _24"> </span><span class="ff4">1.06x<span class="_ _25"> </span>1.11x<span class="_ _25"> </span>1.15x<span class="_ _25"> </span>1.18x<span class="_ _25"> </span>1.25x<span class="_ _25"> </span>1.29x<span class="_ _25"> </span>1.31x<span class="_ _25"> </span>1.37x<span class="_ _24"> </span>1.49x</span></div><div class="t m0 x28 h6 y86 ffd fs4 fc0 sc0 ls0 ws0">40%<span class="_ _24"> </span><span class="ff4">1.09x<span class="_ _25"> </span>1.15x<span class="_ _25"> </span>1.20x<span class="_ _25"> </span>1.25x<span class="_ _25"> </span>1.36x<span class="_ _25"> </span>1.43x<span class="_ _25"> </span>1.47x<span class="_ _25"> </span>1.56x<span class="_ _24"> </span>1.67x</span></div><div class="t m0 x28 h6 y87 ffd fs4 fc0 sc0 ls0 ws0">50%<span class="_ _24"> </span><span class="ff4">1.11x<span class="_ _25"> </span>1.20x<span class="_ _25"> </span>1.27x<span class="_ _25"> </span>1.33x<span class="_ _25"> </span>1.50x<span class="_ _25"> </span>1.60x<span class="_ _25"> </span>1.66x<span class="_ _25"> </span>1.82x<span class="_ _24"> </span>2.00x</span></div><div class="t m0 x28 h6 y88 ffd fs4 fc0 sc0 ls0 ws0">60%<span class="_ _24"> </span><span class="ff4">1.37x<span class="_ _25"> </span>1.25x<span class="_ _25"> </span>1.35x<span class="_ _25"> </span>1.43x<span class="_ _25"> </span>1.67x<span class="_ _25"> </span>1.82x<span class="_ _25"> </span>1.92x<span class="_ _25"> </span>2.17x<span class="_ _24"> </span>2.50x</span></div><div class="t m0 x28 h6 y89 ffd fs4 fc0 sc0 ls0 ws0">70%<span class="_ _24"> </span><span class="ff4">1.16x<span class="_ _25"> </span>1.30x<span class="_ _25"> </span>1.43x<span class="_ _25"> </span>1.54x<span class="_ _25"> </span>1.88x<span class="_ _25"> </span>2.10x<span class="_ _25"> </span>2.27x<span class="_ _25"> </span>2.70x<span class="_ _24"> </span>3.33x</span></div><div class="t m0 x28 h6 y8a ffd fs4 fc0 sc0 ls0 ws0">80%<span class="_ _24"> </span><span class="ff4">1.19x<span class="_ _25"> </span>1.36x<span class="_ _25"> </span>1.52x<span class="_ _25"> </span>1.67x<span class="_ _25"> </span>2.14x<span class="_ _25"> </span>2.50x<span class="_ _25"> </span>2.78x<span class="_ _25"> </span>3.57x<span class="_ _24"> </span>5.00x</span></div><div class="t m0 x28 h6 y8b ffd fs4 fc0 sc0 ls0 ws0">90%<span class="_ _24"> </span><span class="ff4">1.22x<span class="_ _25"> </span>1.43x<span class="_ _25"> </span>1.63x<span class="_ _25"> </span>1.82x<span class="_ _25"> </span>2.50x<span class="_ _25"> </span>3.08x<span class="_ _25"> </span>3.57x<span class="_ _25"> </span>5.26x<span class="_ _25"> </span>10.00x</span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">21/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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gOA85MJyhUMu/xhhz9c6w1IopjfPZkiZFQGEFIB/gdFUUuWLFm+fPm11147ffr0d999Nysrq15C/eabb5566qmhQ4fyPL9gwYJAIHDLLbd4PJ7PPvssPz9fnT85ORnFbFMwkoq6wWXqRWlGkhVZUWRZkX79PyHJSjAsOfxClTtU4wuVOALFtf5an1DjFdzBsKwQ6rFQsqLEGjTXdEnQsdiqBIRU6EBrvtra2mPHjjkcDo7jMjIy0tPTW/Apx48f/+CDDxYtWpSfn3/HHXe8/fbbixcvrvs+Tqfzk08+GT58+DPPPMOybExMzJIlS2666Sb12QkTJgwfPvyqunABdGwYgUa4/62WERSVQFgKCFIwLAXCckAQ1f87/GGHT3D4hVqfUOsTnP6wwy/U+AS/INEUqWVpnqUMHGPkGY6hrXpNklWr5xiLlrUZNEYNZdHSPEsTGEkFhFS4gmu+1u3EHQ7H3Llza2trDQaDy+UaOnToo48+yrKs+lnBYLCRts4wDc+1P3LkSDgcHjp0qKIoN9xww9q1a2tqamw2W90oXFBQcPPNN9M0Lcvytdde+9577xUWFjIMQxDEW2+9tW7duuTk5JkzZ2o0Gqz5ELYQtqC9E2TS6RdcAdEdDDt8gjsYdgXCle5grS/sDYneYNgnSL6Q6AmKvpDoD0sUSRp5xsSzZi1r1rJJVm1uosmiZU08a+AZA88YNIxZx9p0Gh1H6zW0nmNI5b+RNBQKYV8/IKTCJc4EFO0PS7+13pPlMEVRRNNyA0uRDHmBNeVXX31VWlq6dOlSm80WCAQYhlEv+UQQxK5du2bPnt3wJWPHjp07d64aLiPsdrvFYlHzZXp6usvlcjgcdUNqIBAIhUIWi0X9Z1JSEsMwRUVFWVlZAwcO7Ny5czgcXrt2rclkeuCBB5C0AOEe2iaaZhSCUH79j5BlxR0Uq73Bclew2iNUe0OV7qDdG6r2Cr6QKIhyWJLDkhKWfn0giLKBo6ONXKyR6xytj9JzsSYuWq+JMnBWnYZjKZamNDTFMuS5BxRLk4rU2EpBkdHkACEVLquDpa6FG44qhEIQao+j/Nr/EIpCkIqikKT6BKkQCkmQBKEoBKFOOzdFfUBckxnzx5GZiiyd5+NSU1ONRuOHH34YFxfXv3//3r17S+d6w969e69YsaLhS/R6Pcuy9QaK6v6z0YtGqVMi3aj6QFGUpKSk119/XZ04d+7chx56aOrUqa0+CoVhLZQO4Lc2KERFESVFkhVRlkVZkSSlyBHwhSRvSPSFRJ8gekOiLyT5Q6I3JAZFKSwpoiRLMiHKsiQrNEXqNLSBY/UaWquhDTwTZ+J1GlqnoXskm1mKZM9lTZaieJaimhcmZUXCogoIqdA2dE8wfDJt0G/0QYQsSxRFN3GDmSRISRLPP8/QoUP79+9fUlKyb9++e+6556233ho6dOivcfngwblz5zZ8yahRo2bPnl1vJDUlJaW6ujoQCOj1+l9++SUmJiYuLq7uDEajUafTVVZWqv88efJkOBzOycn53yEKmqKoVj+kAWMMAO0mMF7KRZWiGVdAOG33nan2VXlCVe5gpSfkDoSDYckvSMGwFAzLgbAUDEuCKHMsFWPgoo1cjIGLM/HRBk16tD7WxJm1rJFneZbmGYpnaZ6lNQwlX6inbe+lA4RUgHMbztJvbjhTJKnIUmsluIqKCr/fb7FYbDZbSkoKy7I6nS7ybGZm5oIFCxq+Kj4+XqPR1DvJqV+/fikpKW+99dakSZPWrFlz6623Go1Gl8v1yy+/9OrVy2QyxcbGDhkyZNWqVX369OE4bsWKFd27d09ISKisrFS/g6IoR44cUY9YRRuA9g7DWpcVRQuiLEiyIMrqHvZAWKrxCpXuYLkrUOYMVrqDle5QuSsQEmWWpjiGYmiSoSiWJjU0ZdWrAZSPMXKJFj7WyMeaeLOWpUmSJAmSJCiSJEmCanyzX5YlGU0OEFIBWvnEqR9//PH111+Pjo7meb6iomLatGm9evWKPGsyma655prGY3SDHBkdHT179uy///3v27Zty8zMnDx5MkEQhw4dUi9HNXjwYI1GM2nSpGeeeWb27NkkSQYCgWeeeUb9Du+//77RaJRl+ezZs08++SR+5bbW5FAE1K1NJa2ASFR7Q+5A2B0UPcGwKxBWT4ev9Ql2T6jWJ9T6hRqfoMiKnmOMPGPSskaOjTfzXeKNRp5JtPDJFp1Vr7HpNVF6jUXHkkqjKVP59WirXw9BJST8PICQCm1WUVHRDz/8sH///srKynHjxt15551SnSHPYDD42Wefbdu2LRwOJyQkzJkzR6vVtvFt5REjRsTFxdntdoqiEhIS+vbtezFr1rFjx8bGxpaWlg4YMCAqKoogiNzc3JdeeimyT7979+6LFi06ePCgLMvZ2dk5OTmKoowYMSImJsZut6tJN3KwAQAg3JMUXeMT7J5QlSdU4QrYvSG7Ryh3Bhx+wRsSvUHRJ4i+kKQQhFXHRhu4eDPfLckUbeBijbxNrzHyjJ5jDByj09DqA56l6++aV+QOWToAhNSry4YNG9566y2GYUpKShITE2+//fbIU2VlZQsWLNi/f//QoUOtVmtBQYHb7b4UIbV1R1KtVuuQIUNa691kWe7du3fv3r0jU2w225gxYyL/lCQpNTU1NTW1buC2WCwIpm0Z9iHCJULRjCjLoqSIkizKiigrDp//bJW7JiCVOINlzkCZM1jhDgrifw9wUhujkWM6x+jzks2JZm28iU+w8HEmnmNohiZZiqRpiqFIhiIbO2dUaQsHj2JRBYRUaH233XbbxIkTg8Hg1KlT604Ph8NvvPHGiRMnPvzww8io4aU4+wfQfV9+GJ6BVkEzTDAseYOiOxj2hqQab6jMGajyhMpdwQpXoMoTqnQHXQGRY369Xr16WdDsOINFp4kxcnFGLt7Mxxi5GAOfYNKcu+xJ44s7QSiKjEUVACH1ahITE0MQROQu8xEOh2PNmjVTp041Go3btm0zGo1du3a9FFekB3TfAO0jktKMJxiucIeqPMEar1DlCVa5Qw6/4AqEHT7BFRArPUG/IFl0bIyBizVy3RLNw7NjovUaPUtEmXQ2PWfWsiYta9ayGkppLIYCAEIqNEFJSYndbj948OD69esrKytJkszKylq1alXdizSFw2Gfz0cQhM/nk2U5EAjwPB95SpZlWZbV+zydh6IosiyTJHlVRS5ZlkVRDAaDFEW17B0kSQoGg7Is17tsFlxQOBwWBIEgiBYX/+okimIoFFIUpeG92TrQgqnIaqekELKiuPzhIkeg1BksdQXP1gQq3EF3UAyJcvjcSfdhSWZpKtaoSbVqc+L1ObGJmbEGPUdzDM0xFMdQGoZiSCIshHie/2/d5LCIq300eVFtxbUDx3GShFPFEFKh/auqqnI4HJs3b/7b3/72u9/9bvfu3XPmzFm9evUdd9wRmeezzz5788031cBUrx9pep+iHkKAQcHmUiuGuqF0qFuLKQoRFCVfSFIvbu8XpMIa/8kqX7EjUOoMlruCXkHSsrROQ+s0jJ6jdRomwcwnmvlEM59g5hIt2iQzb9OzzHkvZC/LchjtDU0OEFKhFakjoDfeeOONN97I8/x11113xx13HD16tO48t956680330wQhM/nGzduXN2hAoZhKIqiKKop1wdt4mwdCUVR6s1aW/yHq6OAHMfhyNRm92sMQ5Jk5E650PQ+Qa1b+11aZYKq8oaqPSF1Z73dE6rxCdXeUJU7VOsTanxCQJASLHysgcuINfbvHBWl18QYOZteY9NzMUbOpmdNPHv+29391qLarut2BRdVtatsrTfEIo+QCh1EYmIiSZKpqalarVaNQdnZ2du2bfvfcQglEpUubjwDMQsuK4zNXA1ohqn2hIod/qIa/+lqX3Gtv9IT8gTDvpDkF0T1/xxDJ1r4tCh9t0RTslXbJd4UZdDoNYyeo7UaRtvg0k7NTagAgJAKrS8uLq5Pnz4FBQVer1ev1xMEcejQIavVeokSA3IqQNvXBpdT9fx69c6fAUGqcAX2FTsLq32FNf7CGp8vKLIMxTGUep9PjqGSLdrUKF2qTdc5Wt8pSh9t4Fia+vUOTPXvvdSRL+0EgJAK7UB1dfWxY8dKSkpqa2sLCws3btxoMpm6detmsVimTJnyr3/96+233+7Xr9+pU6eWLVv2yiuvoGIAcCVRtCsQtntCNd5QrS9s9wbLXcFKV7DCHSxxBGq8QpRBY9NrrDrNNZnR0QYu1sjFmfhECx9n4mONHEPWy9kKoUi49xK2iwAhFdqinTt3/vWvf62urq6pqTl9+vTu3bszMzNffPHFrl27Tp48ORgMfvzxx++//z7LsmPGjLnuuuuutvqQJPn+++/v3bv3wQcfzMvLq/csTdNHjx7duHHjgQMHkpKSZsyYER0djUaFNV8HXhyuSCotcwaKawPFDv+Zam+5M+jwh51+wXXuDqIGjkmyapOtul4pluw4Y4pNZ+IZI8+atayBY+oNjuJHRJMDhFRoN0aPHj1o0KC6R/QzDKPu1rdarbNmzXrggQfC4TBN00aj8Wq72hFJkosXL167du3IkSOnTZv27rvv5ubm1p1BFMVNmzZ9/PHHPM8fP358ypQplzOkImlhzdehfhSKDkuyX5C8IbHcFTxR6Smo8p6p9hVW+4JhSb16CEmSFEVYdZqsWEPnGH3nKH16jCHWyLE0xdAkS1MMqdRdLqS2sb8eiypKBwip0BIsy54nV9E0bbFY2uPfVV1dffDgwdraWp7nu3TpkpWV1YLO7vjx48uXL3/hhRdGjhx56tSp9957b/HixfWyztSpU2fMmPHVV18tWrQISQugWanU6Q/X+gWnX6j1CWXOYInDf6DEebjME5Zki4616jQWHZubYIo1csk2XbJF2zlan2jVmrWsJDaaPuW2GWmwqAIgpAL8qra2ds6cOV6v12w2OxyOwYMHP/roo+pFtUiSDAaDjbR1hml4ifIjR46IojhkyBBFUUaNGrVmzZqampqoqKh6KR8Fb3cwPHNF6kbRjMMvlDoDhXZfidNf5gxWuUN2b6jWJ9R4QyFRjjFyXRNMU6/tnGDmY4y8enRplF7D/++i+RsJFTrilgzyPSCkwmXAKoIi+NT+RiGIXx+wOpHiGp2ZEHyR2c6t4tgwa2jKZ33xxRd2u/2f//yn1WoNhUI0TUcuirlr165HH3204UvGjRs3b968esczVFdXW61WNYamp6e7XC6Hw1EvpALWfFAPzTCSrEiyIiuKLySesvtOVnqOV3qOV3hqvIIgyepNm0RZiTVyWXGGIRlRWXGGjBiDiWcNPGPkGJahkEQBACEVLhNl5+vEpmcUNRwohEIqBEES1zxGDJ9XP6FSBPHj28TGp34NsoqiZgql01D27nVh5cLxQpKkqqqqn3/+uWfPnunp6SRJRq7hnJeX9/bbbzd8ic1m02g09a62LQgCTdNqoOE4ThRFsS2tODEcCG0n3NMMExAkVyBc4QoU1QaOV7gLqnynqr1FtX6GJE1a1qRlLVo2M9bQKUqXHWdMj9F3jtYbNY3emVaWcNtQAEBIhcun02ByxNz/jqGqD1KHNLYmpIiUgcTwv/z6r8hkSypB0YR04bXXhAkTTp8+/cEHH4TD4bFjx953330Gw69DsDqdLjMzs+FLWJZteD8YnU4XDAbVu7a63W6O43iebxeJAZDvL0PdSIqu8oTKnIHiWn+xI1DuCla4AscqPFXuUKyJS7TwXRNMN3SNSzBr4018vJlPtGitOhbXwwcAhFRoW8jUwUTKoP8mznM5ixDrr7HCksymDiRSBtTf3U8QYalJ4ys2m23+/PkVFRX79+//y1/+0rNnz2uvvVZ9avfu3Y8//njDl4wZM2bOnDn1dvfHx8c7HI5AIKDX648ePWqz2drUFaaQtJDvL7+wJBfY/ccrPMcrPUfL3bU+wRMU3cGwNyhyDJUeo7+ld1L/NFuMkTPyjIFjDDxDKf9dbK/OhIpFFaUDhFRo2+s2UbpEM9ezZ8+e7du3q8eSFhcXX3vttVlZWfk6DuYAACAASURBVJFn+/btu2HDhoavYlmWZdl6HWJ+fv7kyZNnz57dt2/frVu3zpo1y2AwnDhx4o033pgxY4b6tidPntyxY8fevXsrKio++uijlJSUSZMmXZ6zqZC0sOa7FK0qJMr+kHS2NlDjC1W4g3ZPqNobcvnDPkH0B8OSQpq0bLSBizJohmfHRBk0vZLNOg2t5xiOpkiyQW0V7LjHoorSAUIqAEEQBJGdnU0QRE1NDUVR3bt379GjR91ujqKoyK7/CwYXhmGeeuqp/fv3V1RUvPnmm+owamxs7IQJE2JjY9V5tFptbGzsqFGjRo0apYZdiqKQtLDma0/VoOgyZ+BEpfdYhftYhaeoxl/s8HuColnLdok3ZscZ85IsyVatVcvoaCXBZuQYEk0SiypKBwipAM1mNpv79+/fWu8mSVJeXl7de01ZLJa6d95KTk5OTk5G2aFdoGj1TvdSICwV1/oPlboOlbkPlboc/jBFkgxFsjSZm2C6Z0in3HhTnJnnGIqlKZamZEkkSTIUCvEauuHR2wDYngSEVABA990KrqrhGZpmHH6h0h2sdIdKnYHjFZ4Cu/dUlbfGJ9j0mlgjlxalH5KhTY/RZ8UasuOMNh3zv/WRZQmpFIsqAEIqACBpITS0hoBIHK/0nKj0nKryFtf6y13BCnfQ4Q/HGrmMGMPY7vHZ8cYEszbOxMWbeKtOE7mDKNoVFlWUDhBSAQBJC2u+1kEzjCjJYUkJCFKB3fv5gbKdp2t9ITEsyWFJsejYnsmWm3ol9Ug2J1i0OpbWamitho5cML+N3OMeiyqgdICQCgBY83WEYOoLierZ96WOwKEy1/5i5/EKb1iSk63aFJuuW6Kpa4IpN8HUKUonS/WumKHglk6A7UlASAUAdN/Qer87SZU6AscqPKerfYU1vjN2X1Gt3+ETYk1cZqzhtr7JnaP1PZLNOfFGhvy1hTRIqGhyWFSxPQkIqQCA7htagy+s7Cty7j5Te7DUVekOOvyCOyCyNNU71Xxn/5S8ZHOyVWfRsiYtq6HUSKSgyWFRBUBIBQBoT9rDyBZZ6RWc/nBhjW/36drdhbWnq30sTVp1GrOWzY4zDEyP6p1iyYoz0kS9U+8xaAcACKkAgKTVPrXZkS2aZuze4Kkq374ix/aCmgK71+kXEs3atGh9/zRbVpwhO86YEaOP0nPnTnWS0eSwqAIgpAKgB0fSgkuCopmTVZ69Zx37i51nqn2V7pDdE+qZYrm1T1K3BFOKTRdj5KIMXGTQ9EqdjI8mh7oBIKTCVdeDt9mcWlNT89RTTx08eHDGjBm33357vVue+v3+ZcuWffPNN2VlZTabbfz48XfddZfBYCgtLZ0yZUpVVRXHcQRBTJ8+/aGHHsIPDRGiQnpDkicYVg8z/elsbY1XYBmKY6hYI/e7vPixeQkZMQaWphiaPHcaPq6oj+1wlA4AIRWAIAiCEARhwYIFVVVVjzzyyPPPPx8VFTVq1Ki6M3g8nuLi4lGjRuXm5h47duz111+XZXnGjBmSJLlcrlmzZvXp04cgiKSkJBQTaz6aYWp9QonDf7baf7jcdajUfbjMHZbkJIs2xaa7rktsXpK5a6IpLUpPKOrJ+Aqh4AKmHWQ7HEVA6QAhFYAgCIKm6SNHjnz++eeFhYUmk+n6668fMWJEvUHQpjh8+PC2bds++uijvLy8LVu2rFmzZuTIkTRNR2aIi4ubN2+eVqslCOKaa645ffr0119/PWPGDPXZLl269OnTB53sVb7mo2mm0hM8WOLae9ZxvMpT6giUOAIsTXZNMN/RTz0rX5tk0UYbzh1mqkj4gQAAEFKB2L9///r163ft2lVSUnLfffc9/vjjsvw/exUpivr4448XLlw4bNiw1157rdWHoGiarveJF6+goOCBBx7o0aNHTk5OUVHRkSNHhg0bpoZUQRBKS0sbvsRkMsXGxkr/eznJEydOcByXk5OjKMrw4cPffvvtqqqqhISEuvOoCVUtlCzLGo1G/adGo3n88ccpikpMTHz11VcvxWAqdoS13c0khvGHxKJa/+5Cx3fHKk/bfYIoi7Ji0TJ9O9keHpHZM8Vs4lmdhmHIK3yYKVwGWFRROkBIhRaG1H379tlstpMnT9bU1DTsEY4fP75o0SKn01lWVnYxH3TWe/a443iCPiEvOo+QCa/k/cX+iy/s09La7lHdrZyVoIgjNUdKvCUUQaWZ0zJNmQRBOMPO3RW7CYIwssbBCYObeHWdDRs2REdHv/jii5EEGXHgwIE5c+Y0fMno0aMff/xxhvmfNu9wOIxGozp0mpiY6PV63W53vZAaido7duz48ccfH3nkEYIgjEbjww8/nJGRIUnSp59++vrrrz/33HOt/tthjLatrflomqn2hUodgaIa//pfSrcX1Bg5Jtmq7Z1qyUsyD0qPyok3kkrdTTIcZnpVwKKK0gFCKrTErbfeettttzmdzqlTpzZ8NhAILF68eMCAAbW1teLF3UTxu+LvXt336uhOo58a/BRP8WfdZ/+x5x/FnuIkfdLTg5/uG9s3IAZWnVy1rmAdQzJTuk75U88/EQRx3HF87ra5BEFkWjIHjBtAE3RTPqtz584nT5589tlnhw8fft1110VGNwmC6NWr17Jlyxq+RK/XcxwnNbgxTxO7yOLi4pdeeikvL2/MmDEEQVit1nvuuUd9auDAgdOnT0dL69hrPrtPPFTqOlLmPlLhPlnhKXMFcxNMM0dkZsUZcuKNSVYtpWZTpX2nUgxroW4oHSCkwuVjNBoJgnA6nQ2fomn6k08+OXHixNtvv/3888+73e6L+aDx6eN7xfSy8TYtq1UkJcOS8fdr/x4UgxzFpRpTCYLQsbo/dPvDhPQJJEnG6eLUV+VF5717w7sEQWgZLU3STRxJHTVq1KJFi7788sv58+f37Nnzb3/7W0xMjPoURVE8zzd8CcuyDROqwWDw+XyKopAkWVtbq9VqdTpdw9eGw+H/9//+H0EQf/7zn9V61sVxXKOfCO0azTCKQtR4QztP12w9YT9Y6nb4BXcgHGXQDMuOGZIR1SPZkmDWkuoBpkoHGTHFsBYAIKRCG1gH0/TWrVs/+OCDp59+Oi4u7rfmUQ8nVQdZJUliWTaS2xRFUeOdOiWGi4nhYgiCUCSFIAie5HMtuZE3oShKkqQUfUqKPqXuR+goXe/o3ue2qZu6HtVqtePHjx8/fnxZWdnw4cP3798fOSt/9+7dM2fObCRDjx8/f/78yPdXZWZmejyewsLCjIyMLVu2pKamxsfHkyQpCIJGo1E38Wtqap544gmHw/Hmm29GCkWSpPoXqcUJhUI0TdcLwYqiqH94y34g6Zx6hyjABYmiqJauBcUPhqVqn1DuDP5S4tpywv5ToYNjyCi9JsWmvbFH3NDM6NwEE0NH3lYhSKrj1a3uuYPQlEVVlmXUrQXC4bAsyyRJttbWUauf/wAIqXBlOByOd955Z9CgQYMGDRIEodF5fvjhh2+++YYgCEEQZFkOBoNqKlUURRRFWZZlWb5ghJJl+SLjWj07d+48duxYVlYWwzC7du2Kj49PT0+PvHnPnj1XrlzZ8FVGo5Fl2XrfoVu3bn379n3++efvvPPOzZs3z507l+O4goKCFStW3HHHHRkZGU6n8+WXX/7hhx/mz59fU1NTU1ND03Rubu6uXbtOnTrVuXNnRVG2bdsWFRWlKErkzdW/VxTFQCBA07Qaduv2wpFwH9nVFfln5EGk4GqF6z5V70Gjb9v0B/XUmyHy5Zv+Dk35SvVqUq8gTfy4yFvVmyEcDguCoG5IXLAC6v9FST5TEzhe6Tle6TtY5j5W4SUIIiNGf1uf+C6xhtx4Q1asQcNQiqKIYSEs/Oav1pR1bd0KNFe9F9b7geo9aPSzIn9yw/lFUQwGgwRBqC254VsRzb/m8fm/Ycves8XvX+9vb/E3rFcQSZICgUCkbi34wg3Leylq0txG0rL21qwvr27hR+p2nndr4ntqtVrkVIRU6AhWr15dVlY2b948nud/K6TGxMT06NGDIIhgMLh582ae59Vr16udC0VR6gnvFxyyjYyktso3d7lcK1assNvtHMclJCQsWrQoMzMz8jW0Wm16enoTt7ONRuOCBQueeOKJ+fPnT548+Xe/+50sy2VlZR988MGwYcM6d+5st9s///zz8vLyRYsWqT2p2WzetGmT2+1evnx5RUWFLMtms3nJkiUNr5nAMAzP8y2O5mq453kewzPNRdM0SZI8zzclMpY6A9tP2n88VXPS7q10hwJhuUeyefqIjLwkc6JZG2/ieJa6Suqmbg5dTKO9akdSFUXhOA6LagtGUkmS5DgOI6nQ+BbXb6UT6GBKSkqmTp2qjhqq26Nvvvnmzp071d3foVBo165d4XB43rx5jZ5fFQqF8vPzN2/eXLcXLi4uTk5Obkrn0pQs26xxgsi7tVbXVncMTH3/yCCcGhbrfrqq7l/U8Gt4vd5AIBAXF9fiP5yiqEAgwPM8TixogVAopNPpGm4XiTLhF6STdt9pu3dvkaOo1i/JRLJFmxqly4wxDEizmrSMhqZI8mo8n4MkyVAoxPM81vQtWFQxhtcy6rFVqAM0xLIsRlI7vsLCwh07dpSVlZWWltI0/fbbb0dFRY0YMWLatGnTpk1T53G73Y8++qjb7X7wwQcbXTe3qdMpmrhTtbmr53rvr9ZBfdzw4y7Fd2jjZW93eet/MqtE7Ct2/niq5pdi5+lqX61P6BJvvLVP0oPXpqdF6an6F4rCdgEAwJWHkNrxHTly5PXXX3c4HMFg8OTJk0uWLMnIyMjJybFarXVHAqxWK07QgQ5DURRBlP1h+Uy177uj9q+PlLsCoiwrMUbu1j5JI7rEdorSW3iaIBRcyhSwPQmAkApXxrhx48aNG3f+eQwGw0svvURgBAk6QFyg6OIa74ly56EK/3fH7afsXqtOkxVnGNPNMjQzqm8nG/nfu5KitUOrbRShCAAIqQAAjQuIxIFS146C6l+KHMcqPGFJ6ZtmHdMtvluSuUeS2cxTBEEQioRCIWy1/qYRRlLR5AAhFQCgLpphREkucwbX7ivdXlBd5gy4g+FkC39H38T8bgnJNr1Vx5IKdugjbAGaHCCkAgBcrnhaXOv/7ljJV4cq9hc7LTo22aId3yNhfI+EnFi9KIa1Wq0kSQQSKgAAQioAtC7sCGsURTMFVZ49hY4NB8r2FTtz402TB6YOyYjukWyOMXKSKKJEaHKAJgcIqQBwCWFHWD0SQe0+U/vlofL9Rc5iRyArzvDqpN4ZMYYEs5YhZYIgIgkVaz40OUCTA4RUgPatsrJy/vz5hw8fnjZt2pQpU+rdMyYQCCxYsOCTTz6xWCxqZ/ryyy+PHDkSdbtsaJqp9QuljsDWk/bVP5fUeAWTls2OM0wfkTEyJ5b/9eeSseZrFQj3qBtKBwipAG1CKBR66qmnvF7vn//852eeeSY+Pn706NH15hEEIT8/f/r06eptUTIyMtB9Xx4ySZ2p9u0vdn5/zL77TA1BED1TLL/vkzQkI7pnioWQcZ4+AABCKkAbQ9P0oUOH1q1bd+bMGZPJdMMNN+Tn57fghuOHDx/esWPHihUrunbt+v33369ZsyY/P7/hDbjj4+O7d+9uNBob3mbzkrpqhwNlktp5uuabw5UHSlyn7d5oI/f7PsmD0m3dEs1xJl6WxAsmVAzPoMmhbigdIKQC1GlPDeKdeC7V1X2q0YkNnz2PY8eO3X///QMHDuzbt29RUdGpU6dGjhyphtRAIFBYWNjwJRaLJTk5uV7KPHHiBM/zWVlZiqIMHz78jTfeqKysTExMrDsPy7Jr16799ttvDQbDxIkT7733Xr1ef3nqebUlrbBC2j2h749Vrf+lrLjWT5Nkdpzxrzd2G5YdY9SyDCETBCFLTTovCms+NDlAkwOEVIBfSadO+Q4frjeR69KF6dKFIIhwebl/925Climj0TBsuERTNEF4Nm2S3e6681N6g/b6Cx/x+fXXX8fGxj7//PM6na7eU0ePHp03b17Dl4waNWrWrFn1bv3qdDqNRqM6dBofH+/z+TweT72EOm7cuJEjR8bFxe3ateuNN96QJOmRRx7Bz926Kr3ho+XuHQU1XxwsD4alzFjDxL4pY/PicxNM5wZNcSWpywHhHkkLACEVOiDv5s32Ja8oBKGu5dQHtocesnXpQhBE8OjR8gULiLCoSU/X9e1LmEyKINhfWSoUFKjzKgRBKIomNbVTE0JqRkbGP//5zyeffHLkyJH5+fkcx0We6tGjx7///e+GL9Hr9RzHNdxff/61MsMwkdOk+vTp43A4li9fPmvWrMuz37/DJwaSJIscwe+PVW0+YT9c5iYI4rqc2Gsyo3omWzpF6WRJavGBpwgNqBvCPUoHCKkAvzLfcotu0KB6E9nYWPWBrl+/tA8/VBSF4njaZBIJguL5pBcWy8Fg3fmpOnHzPPLz81999dUvvvjiueee++STTxYvXhwXFxd5VpYbGXVrdKLRaPR6vbIs0zRdXV2t0+nOsyufJMkuXbosW7ZMEAS6sQMVkBiajqaZsCyv+bn0ne2nq72CVcfePajTyJzYTlE6k5aVRFG+uM0ArPkAsF0ECKkA59hsrM32mz2RXs907ao+Vg8qFGWZzshoQdYjSZJl2fz8/Pz8/LKysuHDhx88eDASUvfu3Ttr1qyGrxo3btzcuXPr7e7Pysry+XxnzpzJysrasmVLp06d4uPjKYoKhUIcx6nhVZblSDd66tQpo9Go0WgwktryP4qiz9b69xVVfPpL2aESV99O1pkjMsf1SKDP7dDH1fiv5K+DcI+kBYCQCtBiu3btOnToUE5ODsMwP/zwQ2JiYlZWVuTZ3r17f/LJJw1fZTAYGu7uz8vLGzBgwMKFCydNmrRly5YFCxYwDHPq1Klly5ZNmTIlLS2tqqrqs88+S05OtlqtBw4cWLVq1e23336Zz/HvOCtykj5a7t5eUP3d0cqjFZ4Um+6x0V1u7JnI00SrH3KK0IC6IdyjdICQCnC5eTyetWvXlpeXcxyXmpr64osvdu7cObI3n2XZlJSURl/YMFxqtdoFCxbMmzdv/vz5991335gxYwiCKCsr++ijj66//vq0tLRwOLxjx45Dhw4Fg0Gj0fj73//+gQcewE/QXDTNHCx1ffBj4b4iZ6kzkB1nmDs2Z0BnW0aUjiAuSSrCmg8A20XQ7rdhBEFAFeCCBEG4/vrrN2/eXPdYzOLi4uTk5KakAYqiGj0ktKWJh5YkSe3aKIq6+D6OJElZlhmGUVMsTdOiKEb+qT6rPmj6H+L1egOBQFxcXIv/cIqiAoEAz/PttxMnKbrKE/r5bO3Hu4v3Fzttek1esnli35QhmVEsTV3S3fqCIGi1Wox5N3dBCIVCPM+34tJ6NaAoKhgMom4tox5bhTpAQyzLYiQV2p9IdmytrXBFUUiSjAQaSZLq/lN9Vn18mVdC7Xc4kKToU3bvj6drvj1cubfI2SlKN7FfyvgeCXlJZoqQCUWWRKzOAQA7PeB8EFIB2q52OoZa5hY+2VO89aT9VJUvLUr32A3ZAztHZcYaGFLG5U7R5FA3QOkAIRXQDbV77WWMQVYIb0j66azzx9PVJyq9AUHKijNMHpB6fU6MWcvSFEkoymWOp2hyHbvJoW4oHSCkArRaN4TQ0FGT1pna4NJNJ38qrA2G5Qk9E6de07lXqtWoIev+GVjzARZVAEBIhUbW1oIgiKIoSRLP83UvFCpJUjgcVg/BZFmW5/mmn2iihgBRFFmWRQ/ekCiKFEVdZFRqy0mLZhh/SPr5bO0L3xyvcIfyc2Jv75+SFWvkaKytAQAAIRWa4Kuvvnr33XcPHDhQUlLy6KOPPv/882pkrKioeO655w4dOuR2u0VRzMzMnDp16u9+97smBkpFUbRardPpjIqKqneF/IZzyrJ88YmtHZEkyefzmc3mDnl2OU0zdm9of1H1f3YW/VRYOzgjaskdvVOt6vm5SKjtG0YEO972JABCKrRdgiBkZ2f36tVrxYoVdadXV1eLonj//fenpqa6XK7ly5fPnj175MiRPM838Z2tVqvdbq+srKRp+jx9tKIo6gnyV08/rg4wGwyGjpcYBJn86kDpN0cqfjxVE2fiHxqWfkf/lFgDiwUNYQsAACEVmmfMmDFjx46tqKjYunVr3ek5OTmLFy+2WCzqaF9sbOwf/vAHh8ORkJDQxHemaTo+Pj4UConnveClelABy7KX5373bQFN003P+u0lMSgk/ePp6v/8ePbnsw6aIu8ckHpL76S0aD2DE/Y7EIykApocIKTC5fNbx4wyDGM0GiP7ozUaTcv2yHMcd/5LMXeAi9Jfzd03zTBOf/hgifNfm08dKHHFmrh7Bqfd2T8lWq/2HjJK15FgJBXQ5AAhFdqWQCCwfv16URStVmu9fKmOkoZCIUVRwuEwRVHNffNwOBwOh2mavnpGUltFW6hbICztPG7/+nDVpqOV0QbNXQOSxnaPz0syt/EUKIqiWj2s/5pbN0EQaJpuwWJ+NRMEAXW7mCbXlLNvm5ppzt0pEBBSoYOgKGrNmjUrV66cOXNmvfHOdevWvf/++2pXoiiKIAjqoaWRmzA1fKCqO12WZTVsXc7bNTX9Gzb6WuLcZbMafW1kSmTOhhMjgwR152n0Q3/rm6iHSVAUdf7z0s7zzRv9/nUnnueLybJypMKzbE/JrjPOkCiPz4u7qUdceoyeZ6hwOHz+Av5WoRrWpFkFaW6+FwQhctfc89Sk0YI09w9s1tdu+E0alqXRB/UK2KhGq1rvSzY6g9rk1LBF0/R56lOv8TfakOpNJJo5YHb+UjSrII3W5IL9w3n6gYZ/Y6Ruakg9T01aXJCGfc6lbiSN9pm/1TFesDFHPrfezPVC6sU3EgyFIKRChyLL8urVq//6179Onz592rRp9fq1/Pz8vn37EgTh9/vvv/9+nU7X9MBUt2OiKAq7+1tWt8t/V2uJIE9V+T7cWbjxaBVDU9flxt09qFNGtIEm282xpyzLMgyj1WpxL/XmUg+nxqKKLu7y0Gg0DMPodLrWGv7EIo+QCh2HIAgrV65cuHDhww8//PDDD2s0mnoz6HQ6nU6nzkm09OAh8hz04M2tG3GZ74NA0aftvk1HK/+z86woK4MzoiYNSB3YOUqSxPZ1O9NIk0MrautNDnW76kunDkWjFICQCv9DUZRVq1YtWrRo8uTJjSZUuKr4w8TyPae/OlRxrNwzPDvmlj5JAztHGTSkJInttHnjNwXAogoIqdCm/fLLL2vXri0vLz958qTL5Xrsscfi4+MnT55cXl4+Z86cmJgYQRBee+01deb777/fYrGgaFfXSoIgtpyseXPL6YIqb7JNu/CWvOtyYi1atp3GU7gYGH5G3VA6QEiFy8fr9RYVFXk8nj59+hAEcfbsWfUwf0VRhgwZQhDE0aNHIzNPnjwZFbuqhBXy/9tR+K/NBSlW3aP5WTf1SjJqSIIgkFCv0i0WDGuhbigdIKTCZTN06NChQ4c2nJ6WlrZy5UrU56odY6Bo5mSlZ+2+0s9+KZs0IHVCz8TcOD1qDgAACKmAbWW4cij6w51nl+06e7bGPzs/a8rgNI7CbwTY94q6ASCkAnpwuEL8IrGnsPbNLaeOlLl7plgeH93luuxoAlsRgO1JAEBIBYArkhhomjla7l626+w3RyqNPPvHkZk39UqK0TNIqIDtSYR7NDlASAWAKyMgEmv3nF35c/EZu290t/g7B6T0SrGSSoe9PCHWfID2BoCQCgBtWlghD5a4Xvr2xNFyd1q0/s27+/ZLs9GETCgd+QLaGNlC3QBNDhBSAeBSucjhGYpmTld7P91ftnx3kZFn77+m86QBqTYt3b5uHwWApAWAkAoAHSTaBkX5h9O1XxwoL6jyJlu1c8fm5OfE6DUMQWBVCtDmticBACEVoJ1pwfCMXyQ2HCh9b0ehwyeMy4v/5119Ek2RG94ioQLCVltZVAFNDhBSAa6W7puimWPl7mW7ij47UJYRY5g2LP13eQksrn4KgKQFgJAKlxNFUeq2O0VRkiShIFc5maTW7St5d9uZwmrfpIGpUwZ1SrXpCPnqbRgIDXA5YSQVACEVCIqiysrKtm3b9v3339vtdqPROGDAgNGjR3fu3Bk9+FW75nMEpL99eeiLgxXdk8yvTe4zPMtGEMTVnFABiyoAIKTC5XbixIknnnhi06ZNycnJFoulsLBw/fr1K1aseOaZZ4YNGybLOGu7Q2nKcKAgk0u/O7n5uP2eIWl39k/pHK2XRBGlg0vX5AB1A0BIhUYsXbp0//79Tz75ZH5+vk6nEwTh0KFDCxcufOWVV3JycqKjo9GDdyQXHNZyh+SXvj3x/fGqpyZ0uz43lqcJJFSANrioAkoHCKkdHE3Tn3/++YwZM2bNmhWZ2K1bN57nZ82aVVlZ2WZDKrqhVg/3YYXcUVC9ZOPJCldw3ricG3smShLiKWBRxXY4AEIqXCEajSY1NbXuFEmS4uPjrVYr9vVfPVwh+d87Cj/5qdisZeeM7nJTjwQkVEDYAjQ5QEiFK6lbt25nzpxRFCWyYNM0XVJSYrPZzGYzuqEOpuGwFs0wR8rcb209velo5eCMqKnXpvdPs8q4vAMAdJReDgAhtV2SJOnee+/9xz/+wbLs5MmTOY6TJGnLli2vvPLKxIkTeZ53OBw8z2u1WtSqQxJk8sufS97YcrraG5oxImPSgFSrXoODUAGJAXUD6JBIQRBQhfaCpum8vDy73V5dXW0ymWw2m9vtdjqdOp0uOTlZHa2cMGHCs88+2/rxSBCuv/76zZs30zTd3NdSFBUIBLRaLQ5IaEHdeJ5XFIVmmFJH4D87Cz/cWZQTb5w2PGNkdhRKdP4Wq9VqcQnh5q0PSDIUCvE8j0W1uYtqMBhE3Vq8qGo0GtQBGmJZFiOp7cyoUaPOP0O3bt3a5soPv13LV4E08/NZ0XeO0AAAIABJREFUx5tbTv1wqubmXol3D07LjjPKOAgVANo/DELDeSCktieSJF1wlJRh8Jt2KKKsbDxc/sI3x12B8J9GZt05IEXPkkiogMSAugEgpELbwvM8evCrZrVHlLlCK/YWfrSnpHui+bmbuw/OiEY8hUsKOz1QN5QOEFKhhZYtW/ZbT40fP77RE/yrqqoOHDhQUFBQU1MzZMiQ/Pz8yIF6FEUdPnx427ZtLperU6dOo0aNslqt6IbaiIOlrlc3ndx91jkuL/7BazPSo3gkVMD2JKDJAUIqtEU0Tf/f//3fb0XAHj165OXlNXx2zZo1S5YsCYVCLpfL7/ePHDky8m7bt2+fN2+eJEkJCQnLly9fv379eUIwXE4/F7mf+vRQpTv4h6Fp9wxOs/A0agKXAbYnkbQAEFKhJSRJ2rBhQ91u0el0btq0acuWLffdd19mZmajrxo3btyYMWMkSXr44YfrTnc4HM8//3xiYuLSpUujo6N/+OGHBx98sLy8PCEhAT34FeQVlJU/Fb+17XSMQfPM+C6juicyFHIDAMI9SgcIqdC29evXr96U/Pz8l156ac+ePbfffnujV0hV71BVUlJSry8oLy/ft2/fCy+8EBcXJ0nS0KFD+/Xrt3Hjxrvvvhvd0JVi94n//L7g8wPl3RJMfx6TnWnTsDSFiA+XDRoboMkBQiq0Zv4bMmTI6tWrKysrm3VE6cmTJw0GQ1JSknqIqqIoPXr0qKqqqjdbOBwmCMLv9yuKEgqFOI5r7jcUBCEYDBIE0YJrrF5VTlb5Xtt8esepmlG5MVOHdkqL4oOBAEmSqFtziaIYCoUoisLWUbNIkqTWjaIoVANd3GUQDocFQaBpurUWVY1Gg6sjI6RC2xIMBmtqapp7X4bq6mqtVqvX6yNTbDZbSUlJ3Xk++eST1157jSAI9SLVkiS14GrV8jlIDL8ZDmRl+6maV78/U+kRHh7e+dbeCQaOUWRZlmVJklC3ljU5SZIQtpobUtXSoRTo4lA6QEiFZjt69Gi9lYrdbn/nnXcMBoPJZGrWW9E0rShK3RVSw57ijjvuuPXWWwmC8Pl848eP1+l0LRgq4DiOoijcjuU8TpR7/7rhhJ5jFozvOq57rDpRDVjqHadQomZhWZamadxxqrk0Gg1N01hUW9DFkSSJm+q1eFFtxTtOYZFHSIUrhqbpv/71rw0nJicn/+lPf0pLS2vWu3Xr1s3lchUVFfXv31+NQXv37u3Tp0/9JsIwBEE0erQrtEKXqhDfH69+f8eZ+4akje6ekGzhCERSgPYGA4EACKlXfaCRpI8//ri5r/J6vWVlZUVFRV6vt6qq6uDBgzqdLiUlpWvXrjfffPPLL79sNBpTU1O//vrrb7/9duHChZfim2MssJFNDoYprPYtWH/4QInzb7/PuyE3Rq0UKgPQ7qCLQ74HhFRoiR07dixatMhut5eUlJw+fXrv3r3p6enPPvtsTk7OjBkz/vGPfyxYsEA92Py+++6zWCzohi4Dimb2Fzlf3njicJnroWHp1+fEoG6AsAUAgJDazoTD4VdfffWCs91zzz3R0dENp/fv3//vf/+7epK+SqfTderUiSCI3Nzcf/zjH0VFRcFg0GKxdO7cGdW+PH4+W/vchqMFVd4FE7qO75FIk0gGCFttAraLUDcAhFRohmAw+M4776iPZVmurq4OBoPR0dEcx4miWFNTQxBEbGzs2LFjGw2pNpttwIABjb6zJEk2m81msyExXDYSQW09Yf/L6gNWnWbJnb2uz4k7z81OUTeEBsBGEQBCKrRdRqPxo48+Uh/v37//vffe69Gjx9ixY202m8/n+/HHH7/66qsJEyaoF+1HYmjLQhLx6S8lSzcVdIrSzR6VPTQj+jwJFXUDhC0AQEiFtq5Xr14EQdA0/dZbbw0cOPDpp5+OXN905MiRsbGxmzZt8nq9dS96Cm2NTFDLdhe+vfV0vJl/9qbuXRPN50+oANieRN0Arma40nU7s3Xr1n79+tUNoxRF9e3b9+zZs9XV1ahPmxWSiH9tPvXqpoKeyZZX7uidE6dvSkLFsBZAu4BFFeBSwEhqO+Pz+crLy+tOoWnabrc7nU70km2WIyC9u/3MR7uKbuga92h+VqKpqVeuxvAMQLuARRXgUsBIajvTv3//5cuXr1y5UhRFtWfctm3ba6+9lpSUZLVaUZ82yB2Sl3538qPdRTd0i3tsdJemJ1QAaC8wRgBwKWAktT2RJGnOnDl//OMfH3vssYULF5rNZr/fX1tby3HcM888k5SUhBK1NQGReObzI9/9/+ydd3wXRf7/3zOz5dM/6T2kJ0BC79JERFRAPUHs9cCvepZT747zfnqnnnhW7lS+nJ56IofHFzxFVNSzAIqChV6khpKEkF4/dXdn5/fHxhiSgBApSXg//8hjs5+Z2d33TnnNe8rurJjcJ/HXE3Kj7Cf2UVls+RAEObUiQGKkqa4RTQeEGrz1910JAWZqP4QEAqLpgMl6e0JCMgKksQxMTRhhwnWhB4kRhIg0EdfT4FitIShSuylDhgxZsmTJggULvvnmm2AwGB0dfc455/zyl7/s27cvGqezUdqgPfnRzq/2Vt0wIm3G6EyXfMIDgjiGiJxmsF/UMU5nUZUoAQDDbOdNSWaQBGrBNITJieBgciFMIjjYI3VXay+G1FgC5d+D7hdcJ1wDQxNcA65BfG/IPL/1A4bqyTu3AdeAa4RrwHXgGuE6FFwuj52lH6lpZYmJLcvgvbsFZUAoEApUAsrE4F/CmN8AUTDLIShSuy1paWkPPfRQMBj0+Xw2my0iIoJzjmbpbBxu1J/5764vdlfOGJ1588gMBxY1BMUWAiATAVojcN3SeT8chMERDRFpepvKXK7bJwpXEK4LPUR4CLgBpgGJ/aD35e28vv2rYf1rEPYT0wDTAFMnpgHcgJ4Xw7kPtQ6852P49BHQ/EAIUIkwGagMTII+V7QVqQAApgFMBtneFIzKQCWIygRCAI4QmrrB5ZTBcMGfCWGWPCVMASaTmDxgCpiY5RAUqd0awzB27dqlaVrv3r1RoXZCdJP8+f3v1+ytunZ4j1tGZtixnCFdBHRrdYSGQ2z/WiBc4hoxgmCEhB4iRhCSB4nciYY4cpJP4UpY9bgQnAjzB0+nCSYXBVPJmN+00yiXbYXPHgVhgmmAyQGEACAFV7QrUgUAAQqqSzCVSCpINiEpRFIhob2httwLISZXWPKUUEEoIRQIFY52Pu8iVI+4dC4hBAgV8ENIQomk6u0N3+tRORCV057SxSyHoEjtvvj9/ldfffW5555raGhISEh49dVXBw0a9Oc//9nn8z3yyCO4T+oZh0lSSW3g4Xe3rz9Y96tx2Tedky7TjlfBWH0jyLGRJSZMTkwOgltj3IJKBrW109rpDdBQCkYIuEH0oNADoAeJO0FPGd5OskWr4asXRLiRGEHQg01TKvUgXP4PPefiVoHp4U3qx7OAMqAMCBOUAmFAqGAKZI0HeqRIlW1giyCyDSQbSHYiqSCpINtI0gAgFNqW+Iyx5Mb3BFNAcQnF2SQ9mQLtuSeMrAsg64Lj7Uu7ksCVdLx1ERDDEY/5DUGRihyLJUuWzJs3b+LEiampqdZnqBRF6dev3/PPP19dXY0i9YxzoMr/zMe7vt1fe8e5WdePSPs5ChVwIAw57ZzxLCcxQgwNuCaMEOEaGGEwwqA4dXdKax1ZWwj7VoHmI4YGPCT0MOFhMMKQ0AcGz2zn0fZ+Bisfh8YyMEIgBCEEmAK9L4X2RCoAAGXE7gUWC0wmTAGmAJUhop0P+4mEvtp5jyp2J5VtwBTCZGAKMIW44kC2w5GLkPTUc+Cac46mBNuRkmoExEe0PtuNBtCwlkNQpHYTGGOvv/76hAkTZs+eXVZWZolUznliYmIwGPT7/WiiM0tD2Hziw51rCqtvGJF24znpCkU/KNLFOBXOe5kSYQSJ5gfNB1oAgnVg80J8b73NyK9cvhk+f8qaTAlcB2tiJTcgfZR0wWOtlgqJsi1k5WwINwgBRFKJ7ADZDrKdqO727yO2JwyZIZhCVLeQ7YSpwCThOop3MGWomJRFKAUqAZGANs2t5FRpKyWFN5XnTxU2m262eaQ2y+SR05DlEBSpyJnh4MGDM2fO9Hg8ZWVlP9bsshwOh3VdR/ucQWqD/MF3tn13oOa2sZmoUJEuCiEEQMiUgOACwBDt7KUthWogVAdaALRGCDdCuJGEG4W3B2SOMdq0KXLRV/Cfm4glRAgFQoBQ6HWJGP9HkNqM/BghUVMIhBHZBopb2N1EcQrFBbF57bgZcy6AGZ+BZCOyHZgEQIAQACJY++2aSCiAuF7WDRjGT3gidaq2PxQuUGkhCIpU5CgoitLWY1pbW6vruizLaJ8zhW7Ckx/t/GZ/9S9HZdx0TrrK0CRnGBQNx48croOK7aD5eTjAQj5COOgB0PzgTZH7Xa232eqIrPqL2LCACC4IJUwFSQGmkp6TocdQkFytU3fFQ/YEYArIdlAcINnB5oH4fCK1M21UpA4j/7MaJFvbRe5tF9wYkhMiMo7/MX8QpgLg5I+V45g1gqBIRSA/P3/16tWXX355i5rX+OSTT5KSkrxeLyqGM8XKXZX/3V5+9ZDUm0ZmoELtDJzlokHWG6BytwhUk7APNB+EG0DzgeYDV4I+/K7Wocu2wMcPQeNhaoRVHgbTAKBCdpCscdB3etsPE4qcC0hUFqguItlAUgVTiKSCOwEUZ1spCbG5cMkLgsnGcQx8GyYAkQF3LMGiiiAoUrscnPPbbrvtzjvvnDlz5ogRIwKBwOeff75w4cLly5fPmjUrMTERq6EzgiHI/DUHLh+QfNu5WXZUqMjP1JeM6e2pNJkKCNZBqA6CdRCshYZSaCwD1Q0j7tDbDl4f3gyfPkJ85SAEgPjxb1xvaCtSozJh2P8AlUzZpVGb6o4hdi+hEsh2vb3hfpIzAXImAGWtr9ueCtW5CcBwaiaCIB0RD5qmoRW6EKZpvvPOOy+++OKuXbv8fr+iKCkpKddff/3MmTNtNtupu66maePHj1+1ahVjJ6zCKKXBYNBut5tmN2yofJp46YvC9Qdr/37tIK+NnsSULbvZbDYcue5YjrXb7Z15F2FCQKovBiMMPAR6CIwQGGHQ/KA4IWO0fuRXeQBAKl1H/u8aEawFJgNTQXEQ2SES+5LL/6GL1qVSbiyBwhWCEFDcxOYG1QuqB2xuUL265DhGZzIUCnXXonrqoJSGQiGbzYZ261hRVRQF7YC00zOXZfSkdr3acOrUqRMmTCgrKwuFQomJiXa73eVydXId0109qZsPNf7vyr2ldaEXru5/chUq0kkLYIucbLYpdBRMqC8GQwOus9LvQA+CFgDND54kKJiqq0dsJERMDu//GqgEVBJUIlQCyoApIj6fpA4FuXWzTeJ7w5ULCWXckwKE/bDeXAKQ2i7n0d0p0P8GfF9I5wc74cgxQJHa9di9e/eyZctWrFjh8Xgeeuih/Pz8FStWMMZGjx7dabVg96uGBGGf7ii/d/GmkdkxL10/KNl7SjwBOFvrjGc5GQyo3Q+hRhGqJ/5K8FcKXxnxVYDiEhc+KcgRVSgLVsPS20D3g6SCZAPFBc4YcMWB6gbaug9jEmZe89bx34nOHJA8tN1HxSyHdF0wyyEoUrsPmzdvvueee2pqapKSkrZv326t9N+xY8enn37aq1ev2NhYrIZOx+NQ9vnuyic+3FGQ7P31+TmnSKEipxqZmBCoFsFaEqoHzS+yxhltP/BYXwwf/BYObSB6ACQbqG5i84LNC1FZpK0D0xEtLnmOSCqoXmHztLt/E4IgCIIitRvCGJs3bx6l9Pnnn5ck6fbbb7fO9+rV61//+lddXV0HRGpRUdGiRYu2bdvGGCsoKLj33ns7MOv0bGNLSf1fP9kd0PiDk3oVJHu5YaBNulC/SNbqYedyKN8GtQcgWAe6H/QgGBrcsRaYvXVoe6TocyX0uoy444TqAdlGJLuQ7UR2AJVaqVRdUIjKbfoHxzDPJnDMGkFQpCKwatWqe++9d/z48Tt27Gg+6fF4DMMIhUInmtp3331311132e32CRMmBAKBJUuWyLJ8zz33YA1+DA7UhH7/9pZAmD81rW9BouuUKlRs+Y4TWWigh4CHgWtghA1fNaspAqNRLviFrrTZmk0LiMLPyOHNgqnEFU9icsCVAO4EQtvpnulKhDTgWtK0Sr3V60HDIz/dKUIQBEXq2YKmaR6Pp9WaZV3XO6BQAWDNmjW1tbULFizIzc0FgEmTJr388stYgx+D0nrt0fe/bwjqv53Yc1R2LIhTu3gcW77jUqhgiG9fIYfWg79C+CuJr5yFfUyygScJegyHmDYi1RVHxs4CAOJN1du6Tttg4PZJCIIgKFKRnyQ6OrqwsLClg41SunfvXlmWHQ7HCb9+SWqZFOfc6XSikY9GXcj8++eFG4vq7p+Qe1FBAhG45fipF6ASg2A91BdD42FoKIVQA+RM0KNyjghEJVK6ARoOgSuexPYET5Jpj9Ell+KNIxGpbdPUgf04KI8gCIKgSEV+PpzzqVOnLlq0qE+fPgkJCZzzhoaGjRs3zp07d/To0QkJCSea4Pjx45cvX3799defd955fr//iy++eO6551qFsaaoWvv/CSE6MGOVc26apmmaXXq2qz/MX1+z//0tpdMHpVw1NFWVTvmaGMtoHbN5N4B89wrZtxLqikSoDkwThAkgQPWKiB4stucRhgKAi58FMIHKQCVgMjdB13TZ4TAJwRnWJ1pUz9os9zPt1tWruDOCruumaVJKT9aoEcfPlaFIRc4gt9xyS2Fh4e233x4ZGVlaWnr//fdXVFQMGzZs5syZHXCCpqamTp8+fdGiRbt37zYMIzIystUXAXbt2rV+/XoACIVCpmkGAoG2u1ULIaz6xXLKtqxrrJ8456FQSAjRXBNZ55sjHk8iLQ9anm8Vvt0wx/jpaIm3uq4pYNG6Q/O/OnBubvQtI5JNPRzQWkds+wgtD47x04+y7EjjmKZpmZ0x1jZK2/Tbnm9rpZ+8gQ4k0m7cn7CJEYRQPQnXE1+FiEgTEWltE5er9rOGMmGPFhGZwpMsXImmO1FE9BDeNBEItHlwGyFEmAJMIJzruh4Oh5vv/xiPc4wHP8YBtJgufPxx280w7SZ+tFzabv5sZd6jhTxGmOYzhmGEw+FmkXq01Nq9z2M8RbsFsF2O0ybtXqJtAT/28x6P0Y5dpTSfsYpqK3H/kzY5HoMcLbuewUzykwY52i21axBd1zVNI4QcrR4+0UyCn1RAkYqcSeLj42fPnj1mzJg1a9ZUVVU5HI5+/fpdeuml2dnZHUht6dKlCxcunDVr1tixY3Vd/+yzz/75z38OGzbsR/eh319WVgYAVj2iKEoHPg1iuRkURemibgYhxGc7K/65trhvasQd43LivM7TM1O02W6S1C3KqRBQthUOrYeGUmgsJYEqEqghDSXmyHvFkBlAWnumybCZYvCNwhYJNi+hjLT9hPzRoZQCgKIolOImUCcApVQI0XWL6pn1pKLdOoAlLhVFOVmeVFSo3S2H4GdRu2hb0tDQEA6HJUnyeDwdK94+n2/GjBler3fOnDmWF5YQctlll73zzjvNvXbGmHXs9/svuOCCs/OzqFtLfX96d3tDUH/uqv59UyI4N07bW+5yn0WVGRXCJIS2XQsvSwzWvABf/k0YISCMRKZBVBb0GC7yLjbcySf9Tjr/Z1E7p2IIh8PoizrbqrgzC34WFTlqg4KfRe2KCCGKi4tLS0stkRobG5uent6xHjznvKKiIhAIWCK1traWc04pbW7amw9+poeg665SL6wK/uXDHWX1oeeu6p+f6DptCrWr2E1ilARrhK+cBOtFQ6ko30aq9oiMMfKQX+pHtte6weXci0RMLkRlksgMXZBTXUywrkCwqCJIlwZFahcjFAr95z//WbRo0YYNGxoaGux2e15e3vTp06+99tqYmJgTSsrpdI4bN+7JJ5+cM2fOuHHjwuHw+++/n52djc6nH7v4Jnn+sz37Kv13nZc9JCMKTLRMm7a5bCuseYGUbYWGQ8QIgTsR3IlEcAAB0LrZ1iMyICIDAHcYRRAEQVCkdjuWLVv2wAMPxMbG3nPPPQkJCfX19R988MFjjz0WCoV+/etfq6p6Ql3/q6++WtO0xYsXL126lFIaHx//97///VTcdld0axHGXv9y3xd7KqcPTv3FwOSzXKHKjOnt9l7qS6BiB6SNhNhciMoEZyzYPGCP0s0z7FhCz9bZU1QRBOmu4JzUrgRjbODAgQUFBU888URCQoK1yiEQCDz99NOLFy9+5513OrB8ilJqbQJiHbfaObUZTdPGjx/f4TmpoVCoa010E4Qt3VDy1H93jciKfuyyAqd8BhSPZTdVVU+zbpCIScKNIuyDUD2p3ClKN8DhrQSEuHm5YbTWqRIlYOpApXbnoZ5BwuGww+HAYYETVfY4J7XDRRXt1jFwTipyNHBOatejqqrqvPPOi4+PF0JYDbDNZpswYcLixYsDgUAHErR2OGqWnuhHAQAmSd/sq37lq/3RLuV3E3ueEYV6pl6HHKqBbW9D8ddQtYfU7gcA8CQRdyJEZUF7DbBhCgAJTLC2K0UQBEGQkwWK1C5GXFxcuzuVer3eExrr7/Zi6+dQ69f++skeX8j405TeiR75DN7JGRiz1nyw9U3gGkkogD5XQHQWcSeAMwacsYbZlV4iDvefDUUVwSyHoEhFOgvWF6c+/vjj4cOHZ2ZmSpJkmmZ1dfXSpUv79+8fFxdnbYncCYecupBi0Ezy5Ec791Q03nVe9ri8uDPrIDy51bfEGOEh0IIiXE8qdkHF96LXFMNaydRMRJq4ehFQRiRVSKphotQ7u0Bxj2CWQ1CkIh3XqVu3bp02bdrkyZNjY2MbGxtXrlx54MCBq666avHixQCQl5c3btw4NFTH0AV5fc2Bj7aVTR+cOn1IKj3TQ9gnq/qWAxVQux9qD0L5dij5jlTuAG5AbB5J7AdHilTdFGCLavoHB/ARBEEQFKnI8cAYe/75563j+fPnt/zp9ddftw6uuOIKFKkdgzJpzc6KN74pyk/y3DomU+1O3yra/G9Y/zr4ysEeCYn9YfAtEJ0D0dkQm4fvHUGQMwgO9yMoUrsJnPMvvvji2GG8Xi8aqmMcrgs+v2IPo+Q3E/Mi7Z3i84YnVH3LjACAztuLEpUFBVMhdRhEZ4I9ClQXSDbdwJXvCCoGBEFQpCIniZycHOvANM3CwsLa2lpVVTMyMjweDxrnZ7XNAE9+tPNQbfDByb36pUSIzrEr6vEM98sSg8bDULELitZCRA+5zzS9TbnW86ZA3pQjTqFCRTqa5RAEsxyCIhVpgnP+/PPPG4Zxxx13WN8v9fl8t99++8aNG6OjoxljhJC77777kksu6bSlvfO7Z97eeHjLofpHL82f0CtWdIV9+6mpse1vQ9VuqNoLwVqwR4A3VcQXEGEC1vnoEUQQLKoIilTkNBAMBhcuXHjXXXdZCpUx9sADD6xatepvf/vbtGnTNE176qmnHn/88f79+6elpWFfuQMU1YZf+2r/vGsG5sY5ukquYKFaKPoaJEUM+SVJO0fINgOdo10nyyGotBAEQZHaHTBNMxwOx8XFWf9WV1fv3LkzISFh4sSJQghZlkePHv3GG2/4fD6swTtyb4T944t9mbGu3AR3p/v2qR6EukI5Ol1n9tY/uRNh8hxd/LC8CxUqgmILO0UI0r2gaIIu0WyEw+Hm3U+Lioqqq6vz8vJcLpd1xul0KopiGAbW4B1g+ZbSD7cdvrAgoVMpVFlvIJv/rfz3t/S9X8G+Ve3IV27+qFARFFsothDMcki3Az2pXQDGmN1u3717txCCMbZ169bDhw/PnDmzOYCmaZIkybKMtjoxw0rSpqK6Fz8vzI5zTegVe+aFKTEhUAOlG2HHMjjwFTFCjKkkPh/skfiyEATB/iSCIhXpdNhstrFjxy5YsMDtdkdERCxYsIBzPmHCBOtXSumBAwcopXa7HauhE6KyMfzql/vKGsLzrs2XaSfozRd9LT59GMq3kch0kdhPZJwbShquxOcKgh7TEwbdMwiCRRVBkYqcclRVvfHGGzds2PC73/1OkiRN02677bbMzEzr12Aw+PHHH+fk5ERERGA1dPxQJr2/uXj1nqorh6QOy4jqFCv6bRGQ2J/0vxYS+5CYPFNxi1AIKAP0NHSXfhGCIAiCIrVbwTkfPHjwwoULP/vss9LS0gEDBowdO5ZS2qz/BgwY0Ldv38hIHBQ+AQorGv/+eWG/1Ihrh6WdfoUqMUKA6vzI68b3Juf/CVS3zk3ACePdrl+EIAiCoEjtnmRkZMyYMaPteUVR7r777k5+853NrVUb4n9evsOpSv8zJjPZq5y268oSg0CNqN5LStZDj2EQ36/lr7oJIDmBm5jbu1+WQxAEQVCkIp2RTuXWMgRd8t2BTcV1d5ybNTQjGsRpcqPKoWrY8zHs+4IUrQUjDBMelZMH4rdJEQRBEARFKoIAAGwsrl28rjgv3n3tsDRyWhSqFKoh29+GbW+Jqj1AKMm7WPS7CuJ64fb7CIIgCIIiFTmTdJ6x1yq/8ezHuwnAw1Py7acl+0sV28iiq4CHRVQWGfcH6H2ZcMWiPD3V4JxUBEEQFKkI0mUUA2PS4nX7d5c33jM+JyfeBXA6Zn8SbxIMuA6i0knOBboaBYBfh0IQBEEQFKkI0oJNxXX/WVcyJC1qct8kCqdrfZIjRoz5DZFUnH56OsGFUwiCIF0d3OXmbCcYDC5evHjSpEmDBw8ePXr0Rx991F0VQ02Qz1tVyIW4Y1xWtIOd5IJEiKzVy6Hatj/p3DRAQoV6msHhfhT3CGY5pKuDntSzGr/f/8wzzyxfvnzq1KnZ2dmhUEhV1W6pGEyg724q+mZ/9czRGf2S3Se/t3foW1j9LCguedqrOsc6F0FxjyDD1v4XAAAgAElEQVSY5RAUqcjP4Ouvv/7Pf/7z8MMPT506tXs/aWGlb9G3xT0T3FcMSj3JRYgHSeFn8PnTwMMw8EbMVJ0EdM8gmN8QBEUq0lXRdX3FihVxcXG5ubmLFy+ur6/v27fv8OHDu2ENTtjclXt9YeN3F+bFeWwmN05KqjJwKFoLa+fC4c2QOgzG/wki09CN2klA9wyKLQSzHIIiFemqhEKh77//vrGxcebMmREREYSQ2bNnv/DCC5dccklzGMYY59xStADAOZekE84zhmFwzg3DYIyd/sc0hVi2qeTzXZXXDE0dmRklTH6y5Iu57nXyyUPCm2oWTIfRvwGbBwBOojRqNloHbH6WY/xA89eDkeMvqpxztFsXquK6NLquW03MyaqWUfKiSEW6CaZpBgKBrVu3PvTQQ3feeSchZOnSpUuXLm0pUleuXLls2TKrKjFNMxQKNVcEreqU5qrBOt8cQAhhmmY4HCaEWDV4y59aHXSg3iGEtPy1bYK7K3yvrzmQHm2/rG8cFUY4fAJu1GPfIfVmsQE38tzJZnwfIKoIhVpVtS2jt7zVox20vFaz3Sy1ejyptTLIiRq55T23DNxuaq1ezdFSbvtrq6doe8/HuPlj2KpVXF3Xw+EwpdQKdups0q5B2j1/nBY7/rs6zujtpna0k5xzq6g2m67VUx9nUica+EQf6udE7/BTtJsNrONmu7Wq4n7yKp3BICeaSdo+/k+a9xipGYahaRpj7CdTOM6HstlspolflkaRinR9CCGqqiYlJU2fPt3j8QDAtddeu3jx4paiJysry9KswWBw48aNdru9AyurLI1ls9lOv5shoPEPv6/aVe6bM71fXnLUSR4Azh5N0ocwxXXqehEAoKoqelJPuF6TJEqpzWZDj+AJYRgGIcRut6PdukoV19XRdd0qqidtgAsVKopUpHtgs9lycnL279/frDsZY5TSloN9ycnJycnJAKBp2uzZsymlHagC2A+c/urj2wO1b20ovaRf0sT8RGGe9OmiFCQHnLKHopSeKbt1dZpNZ6kH5PiLKqW0Y8X8LLcbFtWfYzohBA7TI0dpZZGzFVVVr7jiCrfb/fzzz5eUlBw6dOjpp5/Ozc3tNk6UHeX+2ct3DEqLuHt8DhEdESuUELl8s/zVM9I3c2UwMM90IbDN6xi44AxBEBSpSKdoxYcPH/7+++/HxMTcdNNNN9xwQ0VFxRNPPNE9FMPB2tBv3twc7VIempyf5FFONLpEhFS1gy2dKf71C7F3BYnOFkxGpYViC8U9gmCWQ04bONx/thMVFTVr1qxZs2Z1J8UQ5uT/vi0urQvee35ugvuExaWs+2DLYlj3qgjWkcG/hME3664kOBN7S6HSwpYPsxzmNwRBkYog3YfNJXUfbS8bmhF1Xs84gBObJSbXH4Av/wY734OYPDJ2FvScpJ+5YoItH4otBEEQFKkI0k3EVsCABWsPGFzcPjabwgmvYxAmJ+XbxYAbYegM4k0+s5vzo9JCsF+EnSIEQZGKIN2kBv/k+/LPd1feNjarINkLJy5SjcgsafoCw5UIAICfj0KxhUUVwfyGWQ45Q+DCKaRbUek35n+1v2eCZ1KfRIl0cDuYJoWKYMuHYgvB/IZZDkGRiiAnpZ14e0NJSV1w6sDkzFgXGgRBUGwhmOUQFKkIcubxhfmyzaU9E9zTh6Sa/Ke3NZUlJgcr5XBtp30i9DEgmOUQzHIIilQE6fKsL6orrw/NGJ1JxfEN9JduFh/OEisekztrOUAfA4Ig3Rus5RAUqchZwdp9VaNzYgenRR5PYLlso3j3brJ/NfGmCKwlux3onkHFgCAIilQE6RyihLANB+uuGZbqlH+ilZV5SN7yhlhyAzF1mPQMjLzbwFX8CIIgCNLJwC2okG7C2sIqmdH+qZEAx1Kckt4AX70gNi4g0Tlw/sN60mDoxAIV3YEdBj2CmOUQBEGRiiBnnoaw+ca3Rf17RCj0WE2sDBxWPQGb/49knAtjf6PH9EalhSCY5RAE6ZzgcD/S9TMxkz7dUf7t/pqxObE/EZQpYIuEPtPg4idFQh80XTcGPYIIgiBdHfSkIl2e4trAWxtKohzKwB7eY4fUOZfOnUW4rgMDg6PS6sagRxCzHNoNTYd0ddCTinT5amjlzorvSxuvH5Em0Z/WJQY3dWCotBAEsxzaDU2HoEhFkFNYDekmmf/Vgfwkz7l5sd2vR44+BjQdgiAIilQE6XqKgUnSwm8O1ga0SwckpUU7UdwjaDoU92g3NB2CIhVBzjxFNYF3N5X2TPSclxfHjdbfQZVr98hFX8mMoaEQBMFOEZoO6XLgwimkq1ZDlEkfby/aV+V/eEp+tENqo1ALxUcPEEMDbwp40/AVIAgqBgRBUKQiyOloS/+7vWzB2oOXD0z+xYBEaDFgJIfrxIYFsHUJick1LnuaOGKgyw4n4UAYmg7thmCWQ1CkIkhXojZgPPXRzvRox+3nZh+hUIOV4v17Scl3MPJeMfhmQVWsARHkRHp/6ElFpYVZDuks4JxUpOvV4EySlqwrqQvol/ZLTvDYfqzsBIdPHyXF34pR98HQGQZVsfrGlg9BEARBkYp0bWpqapYvX75z587OrxgOVvvfWl88oEfE2LxYk/+4XooYIVG7Xwy8gQy7TcdRAgRBsFOEIChSka4O53zhwoUzZsx47733TkX6J9OTStmyTaW1Af3S/kmR9iNX7itOcuETMOrXuolDb2c7OPyKYH5DkK4OepsQAIB169YtX758yJAhnd8fsLfCt3JnRUas84L8BIAjGgZTgBlXgC0fAujZQhAEQZGKdAPq6uqeeuqpCy+8MBAIdHLFIAhbuatid7lvzvR+Mun+Ag6VFoJgUUUQFKnIWQqldP78+UKIq6++euHChW1rXsMwACAUCgkhNE2z2WwneglN0zRNo5Syn72v/uE63/Ith3snuvomubq9l9GyGyFEkrCcnhiGYWiaxhijFGc0nQC6rp+sonpWcRKruLMzy0mSdLJUviRJnHM0LIpUpJvw5ZdfvvHGG3Pnzk1ISGj765IlS+bNmwcApmkKIXRdZ4wJIawK5WgHzf9acM6tiJzzVjVRq5CW7jxabSWEWL2nYl+l797zMl0y6Lp+tOs2/2ul1vJ82zNHS6E55NEOjmGB4zT+sQNbdqOUCiHahjzaFY8R8udw/Ff5OTdwPCF/8sGFEIZh6LouSZIlUk+DTdpN8Cdt0uHc0m70Vtm+7T20m29bBrbs1m5RPYbR2rXD0cry0e68uVfcsdxy7Fzxk89+tOPjzNjNVZxpmsd/bz9556fCJieUSY52fDyPc5w3ZvUnZVk+WlluGet4DIL9BBSpSPehuLj46aefvvLKK4cNG9ZugKlTp06aNAkA/H7/5Zdf7nQ6O1AFEEIopTab7Wf6PsMcFnxzqG9KxIQ+yQ67CgAS6FCyAeJ7G4q7+70dSulJsdtZiKqqkiQ5HA70qZyo3Rhjdru9WWx1ACYxAOBGk+UJIwIECGCUWScFFaYwKaHEJFb4sBE2wSRAVKaa3AQAgxiGaQghVKZSQa1YISNkCtMm2ZhglFG/7tdNnQBxyA4mGADooAf0AAAoTHErbm5wQUWD1mCYBiPMo3iooAYxakO1AOCUnQ7qsK5VE6wRICQixdhjBBeEkepgdZiHASDKFqUQBQACZqAmVCMRKcGeYD1XcWOxKUwCJMGR4KAOm81WFa5q1BoBIEKNiJAjAEAD7VDjIQBghKW50gCgyF+kcQ0AklxJ1g3UG/UV/goBwqW4Ut2p3OCc8AMNB3SuM8IyvBkSSACwr3FfyAjFOeLinfHc4I1GY1FjkW7qDsmR6c2UQOKE763bWx+uJ0CyIrKi1CgAKA2W7q/fL4ToGdUzRo3xc//26u0+zWeTbPnR+V7ZCxR21OwoaigCgHRvep43DwCqtepvyr7hgnsUz4jEESpR9zfu31ixkRE2MH5gqjMVAPbU79lQsUGAiHfEj0seZz3s0j1LrduekjXFLbkB4IvSLwrrCuMccZPSJwFAebB8WeEyAUJl6i/7/NLQjZNbVH9O1kVQpCKdCMbY2rVr169fn5+f//zzz1teVSHEqFGjRowYYQkjSqnD4QCAnzPibHV5m7vvHea/35dXNIYv7Z/UI8phci5TgO3LxccPkvMfhvxp3fId4US3s8F0hBFuchNMiUhggiXIgkaQm5xS6pJdggvKaG24NmyEBYhIW6QCiglmib/EFKZLdsU54kxu6qAf8h0KGSGZysnuZBuxEUYONR6qDFYKEHGOuCR7EgA08sbvq763S/beMb0lIZnE3Fa9rTZUS4Bke7Nj5BgAKPYX76jZIYSItkcPjh1sKbmPD3xsmAYhZFL6JAr024pvDzYcFCB6RfXqE9UHAKrCVf898F8TTJWqV/e62pKkS3YtqQ/XCxAT0iaku9IB4P3C9w82HszwZEzKnAQm1ARrluxa0qA1yEy+tte10Uo0ACzft3x79XYhxJiUMWNSxggudtbsfG/fe37NPyFtwqjEUY1a46Kdi/bW7ZWoNDVn6oCYAQDw5aEvP9j3gSGMAXEDrsy7UiVqSWPJgu8XlPpKo+3R1/e+PseTs61q27xN8wgh5/c4/4rsKwBgV82uv63/m2ZqPdw97ht8X6Qc2aA1/O+m/91RvUNhyi19bhmTOIZJbGXhyvnb5sfaY+edNw8A6sP196+6P2gEZSbPGT0n0ZZICHll6yufF38uQFyRe8UtvW+xEr9v1X0ChFt2v3PJO0KIB1Y/UOIrEUI8es6j5yafCwAf7v/whY0vCCFGJo/8y+i/SCAd8h26Z8U9FYEKh+x45YJXsj3ZADBr9azCusJb+956a99bKdBvyr55/JvH68J1BdEFs0fPTnWk1oXr5qyb8135dwpVHhz+4OT0yQDwyYFP5m2ex03+55F/vijtoqLGojnr5+yv35/kSnpw2IODYgeFeOj9wveX7l0qUWl67vS8fnkAUFhX+Oy6Z3VTz47I7h3dO1aN3Vy5+YWNL9gk268H/jrVmcoktqVqy8tbXwaAAbEDLJEaNIL/3vnvsBFWmDI6ZbQlUtceXruqeFV+dL4lUitDle/ue5cAccmuWwpuIYQQQrAziaBIRdohIiIiPz9//fr11r8HDhwAgF27dg0bNqyztfGNmvnh1sNemzypT5Jp1Wjl38PauYQpInVod31B6EM9Nf0z4CbnJleoAgLCIlwXrjNMQ2FKrBoLAJZvSTd1U5j50fkyyACwq27XYf9hLni6Jz3LkwUAG6o2FNYVSlSaljvNEmRv7n2zLlzHTT4xfWKGOwMANlRu+LToU1OYWRFZ03KnEZPUaDWvbH2lNlR7TvI5U9KnAMDr21/fWLHRFOaF6RdelHERmLC5cvO/d/y7QWtI96TP6DMjRo2pC9e9vOXl76u/l6h0U/5N5yScUxeue+irhwzTGJ44fEafGXZqL24snrtxbrGvONYee0e/OwqiCsI8/N6+9z7c/yEhZErmFEs27a3d+9jXj/Xw9HjknEdi1JhGvXHB9gWbKjepTL2jzx3nJ58vQHxz+Ju5m+YKIQbED7BEqk/zzVk/J6AHZCZf0OMClarvFb730YGPAOD6XtdbIrWosejZ9c8CgEfxXNnzSsvYC3csLG4sBoB0T7olUj8r+uy7su9GJo+cmDFRAsmn+z4t+rQqWOWUnVOyplgidVfNrjWH1hBC0r3plreyPly/s3pno9Y4MH4gAHDBK4IVh3yHFKYEjKYVn2EebtAbTGGGeVj8sPWHEIISSknT7GSZym7FLRHJLtmb/MdMTXIlGcJIdCZKRAIAiUo93D1MYapMjVAjLMdwvCN+cMJg61/LWTs6ZbRhGhKVnIrTOjkwbqBbcRMg+dH51pk4R9yVeVcSQmysaTb/tNxpPs0HBDIjMq0zA+IG3DXgLgIk2ZUsU1lwEWOP+VX/X4V4SKZygrNpItad/e/06b7cyFyJSCaYfWP7PjT8Id3UI9SIOHscAHhV7+39b78qdBUjrFd0LyvW+WnnWxfqFdULANI8abOGzAoYAZtky43MBQC7ZL8i74pRKaMo0CRXkhWrV3SvJ8Y8IYRwys4oWxQIGJU8KsWdQgnN8GZYBhmbMtY69igeK5ZH8Tw28jHLTd5829f0vOaijIuccpOJsiOynxj9BABIRLK85ghyrD68pmlohbMWIUQoFGr+d86cOQDw+9//vu2YvqZp48ePX7VqVQeG+ymloVDIZrN1eCCGSdLyLYcffnf7NcN63DshlxuGrNXDO3dA6UaY/Fc9e2K3fDuW3VS1y3zZlTJqmIYJJiWUmhQAqEQDeoALDgJciktwAQBBMxjiIVOYTtlpIzYd9NpwLTe5TOVoezQxiaBiX92+mnANN3l2RHaMGgMAhQ2FW6q2hHk4xZ0yPHG4JKSqcNWbu98EgIszL05zphnEeHfvu6sPreaCj0wY+YuMX9jt9k2Vm5767qmAHkj1pD44/MEYJabeqH907aObKjapkvrGhW/EOGPe3PXmvM3zAKB/bP9nRj8DAPVG/Q0f3hDUgzKT550/L82ZBgBPrn9yRdEKALgi94oZ+TMA4K8b//rxwY+dsvPtS962mttbP7u1xFcCAA8MfWB04mgAWLZ/2T+2/IMAGZIw5MHhDzLBDgcPP7D6gepQ9ZTMKbcW3AoAz254dvWh1QBwZd6VV/W8iphkXeW617a95tf9WRFZt/W7LVaN9XHfa9te21O7R5XUq/KuGhQ7qEFvmLN+jgDRJ6bPlOwpKqgVoYrl+5fXBGsibBET0yemOFJMaq45tMaStgUxBUPjhgJAeaj88+LPI22Ro1NG24jNIMa6snXVoWqZyr0iesWr8TabrcRXsrduLyEkSo3Kj8q3nLubKzYLEIywvtF9AaAsVNYQbqCERtuiI5VIADDAKA+UU0IZZXFqnJUrGowGAYIAcSkuK1cERdAwDZnKNmKzso1P95nCJIRYbmMA0EDTTR0AbMxmDeUDhSAPCiFsko2alEksZIS44FaYZg+0NZIuUcmKRRm1BOuPcwkIaEIjQCQqWfMNKKNWLEKIwhSrv2FS0xLHEpWsWyKMGKZBgFjTD6wwTTlfUC2s2Ww2QYQpTABghFlZgkmMmxwAgADwJsd5UyxCrWsxiVmxCCGmYTaXpqar/KDkWs2j6DZomqYoCjbHSFtkWUZP6tndRyHEbrc3/6uqKnTKiee1fu3j7WWEwBWDUrhhyITDNy/Cwa9g1L2QNQ7f40nRl1xwiUpWE+jnfp/uM0zDpbi8khcAQiK0q2YXF1wIMSh2kBVrbdnaeq0+1h5rndlWve2L4i80U0t1p16WfRkxSU2w5sXNL1YGKwmQ+wbfZw03v7bttc9LPg/z8LTcadf1vO7r0q+f+PaJykBlblTu46Me7+HsUReum7Nhzvqy9SpTfz/09xelXQQAGys2vrb9NVOYY1LG9I/t72KuRq1xffl6u2QfnTIanAACgkawQWuQiGSYRrOTLNGZaJhGsjvZcpIpVCmIKXDKTpWpliLJjMi8OONiRliqJ9WKZZfsV+VdxQWXqWxN7AOAC9IuyI/Op4RmR2RbZ6ZkTRmeNFymcrOM+O2Q3+qmToGmuFOsMxPSJgyKH8QIs0t263JJrqS54+damqk51m+H/LYpERMAYHDs4MHjBrd8QS7muqvfXS3PeGTPw8MfbnkmzhZ3c6+bj3itJh2VOGpU4qiWJ+Nt8dNzpjf/KwlpePzw5gohHA4DQJIjKcmRdERdYZL+Mf1bnkmwJSTYjlhtKYGU7EhulbU8UpObDX7ootqJHVrUMSY3ramZAGDJQQBQQFGoAtBiK2QT7MQOpCkdbnAZZJnILVMmJlGJ2jKWyU3LEf6j2hOggNIylslNa9IniB8lIDUpBdrylgQXDFgr8zb3J5vDECAAYP6QeltN2ZwgB94qjGix8XNbL2P3k6cI8pOgSEV+5KKLLuqcN7arrPHLvVWX9k+O99hkicD292HDvyD7fOh/rU6wC34s6VkXrmvUGsM8HGOPseRCSaBkc+XmkBHyqt7zU84HgC8Pf7mieAUA3Nr3Vkt2vL337S8PfclNPi513LV51wJASWPJH7/6oyEMiUrvXfae1YLO3TR3V+2usSljLZG6u2b3m7vflKg0JGHIlKwpEkimMCuDlY1ao12yN/uDk1xJfWL6MMpS3akAkO5Jv67Xdbqpxzniom3RAOBRPDfl3zQlc4rl/7NijUoZlepJJUBi7DFO2QkmpLhTZg2ZJTEpyZkEAKqkTsmaMq7HOEaY5aIDgJzInD+O+KPlD7NLdpObdmq/peAWAoQQYrX6/aP7948+Qn4poFyde3UrYw6IGWBNfGwm25NtTRZsJseT0yqWgzqsWd3NIkNw4WKulmE61aAnzjBBEARFKtIZyc/P74R3xSRpybpihyJNLEigYEJlIXz3MihOOO9B3R7TjfWlwQ3DNCyvD5Vo2Ai3HNykjB5sOLivfp9P852bcq5Tch7wHZi/fb412ntn/zvjbHENWsNf1/91Xfk6mcq3FNxiLaTYVrXtuQ3PCSFyI3Mtkbqvft+KohUKU6bnTbdEKgHCCHMqzuaZZJG2yMmZk1VJtUv25vnKvx/6e93UrflwAHBhxoXDEodZ0+9UpnKDx9hj/jTiT9Zgq1f1Wj6kyVmTL8y4kABRmAImpHvTU92pQIACbRohFWxI7JBWBjnCb2cCAMgg53hzWvqZPJKn2W9neQSJSZoVYbMWFFwIQCnWPrhWD0EQFKnI2cXPcc/srfB9tK1s6qCUgiQPAIDdCz1GQI8Ruje9S9uESU078lBGixuLG7XGBGeCtW3NQd/B78q+qwpWRclRF2dd7JJdxQ3FL2x8YWvlVlVS7xt036jEUbqpL9+3/P92/Z9M5RhHzLC4YWEergxUBoxAhC3CkrMylXtG9VSZ6lbcPTw9rOsOiBvwh6F/sEm2SFukdeaantdc3fPq5t1/AOC6vOuuy7uu5d1GK9EzC2Y2y0HrwFou04yN2BLtiS3DmNxsVo3No5ySkKyR9+Zx2x+U58l0KKLYQhAEQZGKIKdQMTAmLf6u2OuQx/WMszEAAN0WI587C6gEXWSGFie8QWtghEXaIrnBa7Xa1YdWlwfKFapMzpocrURrpvbchud21e66Of/my3MuN7m5uXLzy1tfJkAGxw0elz7OJbtski0zItOluKJt0YmuREuAntfjvHRvuk2y5UXmAUBWRNZDwx9ilDkkh7VKSSXqlTlXtrqfeFt8fHL8kbWABJ1s0BlBEHRhIAiKVKRTV0P7q/1rCquyY13DM6KaT+omAbMzKlQDjFJ/aUWgIicyx1pvtGz/smV7lwWN4Mikkf/T739kkMsD5a9vf72osSjaFj00cWi0Ei1TOcWdkupOzfQ2bUkzLnVcr+heIEA25Ug1EgBi7bE39L5BgJCprFDF5KbJzVxvbq4398fCLJq2GYcWbksEQZBu6cJAUKQiyBmtvCj777ayA1WB+67OVTvHlgOccAFCEhIAhEV4Q/mGEl+JX/ff1PsmoDB92fRDvkMqU5u36ZapTAmNd8TH2GMIISAgMyLzyTFPuhV3pC3SLtm5wQUXd/e720rfcme6Jbfb47a2oJKpLIQwudm0GEigyxNBEARBkYogZ7SvXNYQWruvOt6jjsyOgTO90uX72u83V26uDFZmejOtFUjFjcV3rrjTJbsSXYk39rqRcHJl3pVBIxihRuRENi3osbZnt7ZjtJ5AAaV5STjuKYN0NnDsFUEQFKkItnzHoQtLGzYW1d06JlMmp7XhpIyuPbx2T+2eA/UHrul1TaY7EwC+Pvz1i5tflKg0OWuyJVJT3alPj33aq3idspMSKoS4ptc1rXQnFRTXkaPY6vb9SQRBEBSpyFlEpd/46ye7B6dHTs0S0pfPkp6TjNheJ1F5aKYmQKhUBYBavfaVra+EjNDdA+/2Sl4u+ObKzTXBmlhHrLU1NwBc3+v6q/OuVpjCCLN0p0rU85LPaymJ0DOKoLhHEMxyCIpUpJvz2lf7awLafWMSkr5+lJRthoxRJ6UuYxJbV7burT1vlfpLk13JfxrxJ0lIjLBMb2amN9P6vjYxya35t7aKKBNZZjIAoGe0S4AeQbQbglkOQZGKICe/Gipt0FbsrOid4BoaXkuK1sDAGyF1WMe20eSE+zTflqotbsXdP7o/N7hf92+p3JLiThkYN9ASvpG2yGm503BFPIIgCIKgSEXOLk7ICUqZ9OHWg9U+7e4BkmfXm0J2kBF36h1SqIKKt3a99dKWl8I8PD1vet/YvtSk5ySf81biW81f9IZOPEyPA2EIZjkEQVCkIsgp5IQ8qWUNwTWF1VF2ei7ZQA5vgrGzdMVznHGZxPbV7dtQsSE3Mjc/Ml+iUoIz4aKMi/Ii8/Jj8hlhAgQ1KQXa/eyGIJjlEARBkYogp5CtJQ1bSupv7u/0bnkNEvpCz0nH3cDC/G3zlxUuqwpWTc2ZmhuZCwaMTB45PGm4Agp0wS3u0a2FYJZDMMshKFIRpFNUQ0EDlm8pdSjsUsc2ACEG3QyR6cf+AqpJzcO+wx7F45bcXtWbE5Hzq/6/GpYwzBrQZ4IxYF3UbujWwpYPsxyCWQ5BkYognaIaKq0PfrW3alLfpJhB+ZCWRpIH68dUqIeDh9/f9/7qktWjkkfd2ufWizIuuiTrEsBPMiEIgiBIF4eiCZBOxcqdFQJgeGaUIzJezxivK95jh//m8Dfzt82nhOZG5hIgMsioUBFA9wxyekHPPYKcCtCTinSiGlwAeWtDSUGyd0CPSG4Y7ferGK0OVdeH69Nd6QAwPm18hBoxImmEXbabhnl22g1BEOwUIQiKVAQ5hTV4fVCv8euX9U9O8NraFakGMVYXrV6ya4lP9/1z4j9lkN3MfW7yuQDQ/RQqtnyo7xEEQVCkIkin4NuDtQqj43vFH82NWuGvmLtprsa163pdRzFt6s0AACAASURBVAnFjz8hqO8RBEFQpCJIxzlOt9b2Qw0D0yJy490mP1KkUgACwCHGEfOrfr9KcafkRubi3FMEQbpWFYcgCIpUpGtC2cHS8qsHJbZSqLV67bK9yzK9meemnqtw5byU8wAAFSqCogFBEARFKtI9YYwdPHjw66+/3rNnT0NDQ2Ji4vjx4/Pz80/FtY5n7LXap8XVrh+y74Dc83GdqtbJYn/xy1tfXlm08pY+t4xKHkVxPwrk5GU5BMH8hiAoUpHOSGNj45NPPvnll1/27NnT6XSuWLHipZde+vrrr91u90m/1vG4tfZX+Xo0rLfpMkhqs6N0f/3+dWXrbi64eVrONJnJ/Jh7pnY/0B2IIFhUEQRFKnLWoarqTTfdNHv2bI/HAwDV1dXXX3/9m2++ecstt5wRN8MH6/f+ghTCOf+rm0Alaq3WH9djXJonLc2VBgBnm0IFdM+gaECwqCIIilTkLIQxNmjQoOZ/o6OjBwwYUFdXd0Zupj7MD+zemhVtE7F5JjVXF692ys6BMQO5wS2FiiAIgiAIilTkbCQcDu/YseOyyy5rdV7TNAAIBAJCiFAopKrqiaZsmmYwGAQASo86o/TjrYeHhb9yJGT7DPPTAx+8tO2lJGfSc6Ofk+jZm0UtuwkhGGOYP08IwzDC4TClFP1bJwTnPBQKHbuongBCgOXPbnJq/+DbphQIAdMUnAMAEEIkyQovdP2HKEc4womqAiEAIMJh4BwUpSmKYZjhcIut6JqOiCwTq6YyDDMUAtMklBG7HRgVmiaCwbaXoG43MAYAIhAQoTAAEJtKHA4AAF03/X7gvFUvn0ZEWId6RUUoGDRsNjkqisgyAJg+nwgEfrTDD09hRRHBoFlfDwBEUWhEBFAKhsFra0XLrfeEAAAiSSwqCiQJhDAqKoBz6vVSpxMATL/frK8H02x1Fep00qgoABC6zsvKmlr61FQAMMrKhKa1ti1jLDqa2O0ghFlbxxvqAQh1OVlMjGVwo6zsx6tYl7DbWWwsMCY0nVdUCC1MKGVxcZa5eFWVWd8AR24QSBwOKTERAMyGBl5RYVlDSk1tLqonKw+rqso5x7KMIhXpVmia9sILL2zatGn+/Pktzy9evHju3LmWYIKODqFasY4RtyGof7Vlx2PsU9Hj0VL/4Ve3vxqlRt3T7x5GurA4E0KAEISQpsbVMIRhNDXbQogfDojNRhVFGAZvaAAhCGPMasaE0MvLjWBQVxTTqsGFEEIQSZKiooiiCM6N6moRCAAhUnw8VVXe6DMqKgCalIH4obFnERFSbCyhlPt8xuHDQtdBUZSUFGqzCcPQ9h8wamvB5GAKEKb119a/P/N4ACC0Y6deVAQg5MQkW98+AMDr6vxffAGmCUKAKYQwwTRZTIxj5Eiqqry+PvDFF7y2liiqfeQ5Smqq4Dz47XfhbVut8JZdrAPH2DFqQUFo06bgV2uEpskZ6c7zz2dut1FR4fvgA6OsHEAI03qcpoeKeeABwhgA1L78slFSIufkRFx3HQAEv1vXuHQpmGaT4Tk3OfdJzD5osOeqKwFAP3Cg5u8vCk1jkZGRt90mxcWawWD1k0/xqsqmxtR6HU6H96abbAUFQoiGRYsCK1eBEI7zxrmnTqWqGtqypf7113lNbUshJffoEfPIw4RS0+8v/81vzYYGECL2kUeUnGwAqHv1n/5PPvlBFggQAEKALHuuvso9ebJ/xcq6efOEEHJ6WvycOZZ5K+67n1dX/yg7hBAAcnp61D13K9nZvLa29oW5wa+/tg0ZEvvIwwDgW7687sUXTU1vpW+cEy+Iuu8+Qkho69aq//eg6fezmJj45/4mJSQ0Ll9e88yzR4gbIajTGfnQg6RvX8F5zfMvNL79Ngjhuvii6AceAABtz57DN93cKor9nHOiZv1OiovT9uypnv24tmsXi46O+u1vHGPHmqFQ3cuvNP77301ipUXpT/jnq2rv3o1Ll9Y+97zQNHXIkNhHH2GRkXpJSeVvf6cfONCqKNGoqMT586W4WKHr5XffE968OfL++z1XTAOAxg8/rJn9eNvS5/rFZVH33ksUJbhuXdWfHzOrq+WsrOg/PqTm5fk+/LDmL09Am95Lwj9eUvv0AYCaF+b63n0XTNM9bVrEHbdTuz2wbl3N43/hVVU/CC4AADk7O2nBAgAwQ6HD11xr+v2EkPh/vGQrKACAuhdfbHx7aatL2EeMiHv2GSGE/7MV1Y8/DgC2QYNiHvsz83r1Q4cqH3xQ37e/dQudnBz31JNyeroZDJb/6k7j8OGo39zvuvRSQqnvgw/q//Gy2SyFm5990sXRf/gDAOgHDh6+uemV9Vi5gshy5R//qH2/o1V4Fh0Vdf/9jjFjzHC4ftGihkWLCKWOiRNj/t8frPde/ut7RShkdSeaHmTo0Kjf/16KjdEPlVQ/8qhWWEg97pgHH7SPGCGEqP/Xv3xtnt02fHjc008BQGD16ponngQAOScn4eV/NLcO2J9EUKQiR+W1115btGjRHXfc4fV6W6rJq666aurUqZYnddKkSXa7vQNePUVRCCE2m80029846vuKxoH1n3nssuh5UZoz8q6BdyU5k/Jj8s/UJFSJEGEYRJIMISTGeEMDr6sHQ6cuF0RHAwANBkO7dwtNA90Q3BCcC12XIiPtAwdySmkw5Pvic6OmlhDiHn8exMYCQGjNmuCWLUI3wOTC4IJz4FyY3DtpkjR4sAiFap58SphcTkyM/t3vAEBirPKx2TwUCgpBhBCmCSYXpqmkpMbeczft0YMEg/WvveZfs4bISsorLyteb8OqVRWPzYamwKYQAkwTTDPiqivj7r6bSxLfsaPywYeMinIlKzv52WdYVhYJhavmzvV/8YVonlRHCFCa/sZCKSoKAMIffVi35E0g4L3kUtfAAQBA6uvr5vwVTBMs/U0IEOIYNChy1CghSSwcrn5/ubZ/P4uMdOXmSBkZjDH/jh3+d94BID9eghAAcPbMUwYO1Corw2vWiFCIhcO2CROEJFHT5Dt3aYWFTffUIpZdVS1fkzhUyvcWKh6vJEkAIOmaWVLyg4AgAgQIIZhEg0ErAGESaagHTaeqalNkkCRms1FdNzWNALFiAQAVYFMUK4qiKGFJAkIUVbXb7ZxSm80ecDhoWIMWd6V4PHa73eCc2u1qdBRXFQBiczmpJAGAGh1lJCb+KImsB5Ile3S0JMu2qCg1MxMA5OSkpou6XLasLDM2pkkKNUuipGR7RASRJMXlCmVlkWDQlp1lRbEnJmkDBgrOf4jR9DCOnBxZlgHAERPjHDZUhMPM47V7vUKSPEOH6mPGtEwfgFCbak9IIHa7TVWN3r1JfT0A2Pv2bbJwTIxn4kQ44gqg5uU5IiJMSZJiY7WxY/TsbOZ2O3r0kCSJOZ28Tx86eXLLu7L+ODIziSQ5c3P5lClgGEpmpt3rNSVJjo72TDjfaNKCP0oW6nI6IiNMSZIUxTPuXC0ry9Uzz7orV04Onzr1yOQJANgHDbQ7nYYQzh49jClTTL9Pio1zJiSAJLny8szpV0CLl27hSEqyvLOeYcNkmyqEcAwaZHe5OCGutDTzsku5z9fyMnJsXJNlXC7v1KlGMCAxyZmcbCXiHj5cstlapg8ASmZm0233zBPXXgsAco9Uh9fLJUmOjYuYMoVXVbfwPQIAYRERjrg4IUnM/f/bu+/4KMr8D+DPlO0tPVmSkEJJQgoESAgEQhFQlBaagKGfJyICFkCFeJ54iAenR+docjaaFI8qUsIhCXA0ARFCSCPJJtn0bN+dmd8fg3t7ETjhJ8KZz/vli5fMtpkvUz7zPPPMaLyGpfMNDZrYWLlC4eI4TXw8PWa04D45+fGn5O3a3Z4xfZDP+HHiawqVysXz3gMHOZOSyI8Lf7u8SqW6dWuaZVm1WkhJkcikhFCy6OjbXxIS4pORQVwuz3JJW7ZU+njzLCsJCuLSh3LV1ZRcroqMFNd5XffuUp3Xfy46kbYME79QExtLpkwW1yiFUuniOIZhxBX1l+oNwAH9t4QSO3OhOfviiy8WLVo0duzYGTNmKMXurTs1tT7xxBNZWVkPEFJpmrZarQqF4o4hVaDoZUdunDnx9cc96uW95/APufWUEQRnSQlvNvM2mzIx0SUIhBDzgYOOwkK+sZG3WQWrTXA6aKXKa9QoSVwsIwh1X37Z8I89Asep09K8pr5ACHFdvVq+YIGrtpa4OIHnCccJLpeiY2KLhQsFjUYwGG5Ne8mRl0fJ5SGrVsqSkggh1YuX1O/efbtnk2UohqUYhjCM37QXVQMGCA0NZdOnE5qRhrX0/+MfxVktf+VVzuWiJRKaZSiaIQxN0QyrD/IaMYIKCKDt9oYDB+w3blBSmfeUyZRa7bqRZzp8mNC0+B9FU4RmKJqSxbRTde7kIkQwGi1nzgh2O63TqbqkCGoVIwiW8+c5o/F2Dywl5khK2aWLoFYRQribNx0lJRRFsXo926YNIYS22aznzwu3ExclHu8YLy95dLSLEMblsuXmChYLJZFKW0UKajXLMM6SEmd5BaHIv+OgGNVahhIvL6quzmkwEJ6ntVpJSAhHUYzL5Swp5W3Wfx9Mf0yE4jwQQvjSUsFmo1UqKiiIEEJbLM6KCvf7OY5zOJ1yuZzVaomPDyGE4TinwUAEgZJI2KAgjhCWYZxlZYLLRXkmSJpmfX05MdeaTLzJTChCq1SMTufiOIbjuLo6gec9oh1FSSSCTieeV7iqqsRWRtbb20VRYrl4sXPZo6GIoihaqeIkLMNx4k8QhhFUKvFLuIYGwvOeeYgQQjEMrVSKZ0281So4XZSE5aVScZW+3dD1H7t2imJZcUFYmnbPA61QuDiOIoRy7/mpf6dIjmHsTqdCoaA47nbvNsNwFCXOmPDTgwXDiImAZZjbHQUURbGsi+Nun+y5N3mPxecpShAElmFudyJTlOvHt7F37PalKNePyYNlGEKI6zELIjRN22y2e5yHwz3Y7fYHuIoMmgOJRIKQ2qxduHBh2bJlJSUlL7/8cnJysk6nk0gk4vnuLxtS77EHv1TW+Pr27zqFeQ9Jrj9d+a+ZHWfe+0b9FEURjiMMc7ufqLHRcT2Xb2yQRkQy4WHO779v2LePa2wUnC7idPJOJ3E6BadT2bmzmC+F6uryefMpiYRSKoPe+YOgUBBCGjZvdpYZaJmMkrCEYSkJq0hOlgQHU1otRQhXU8PV1hKaZjQaxt9fEATidHK1tUQQiHjVI00TmqalUkqpFAihxCvnxHmVSm/nObGBs0nTCiGEYW6/4ccDtuAODS6XeBEw5fkvQlGEosRld3/VvyPjT6+pEC82cF8V9+OX/+YHvzscDoVCgWaV+2u0oCi73Y6whZD6K2+qUqkUdYA7hlR09zdfDQ0N8+fPP3LkSExMzKJFi8SJ48ePnzp16q+4d2f+cbHM4uD6xSsX/GvOuHbj7phQWYbhauschQX2vDxHQYGzsjJw9mzi50cIqVzwnvnECTYgwGdchiYinNFqZVFRYl6kFUpapaKVClqhoDWa20nO11e/ZrVntiOEaMeMudsMCoTQPj7iQIR/ZzuJhAkIuOObb//5Y8OA+ycEiro9LONuP/STNiRKKqV4npJKmwZKock4FHKv3PmfE3FjJgB4rGCnBPeAkNp86XS6VatWmc1mz4n+/v6/5jxYHdyhqxUdW3rHBenfVL0Z4xPTJJs6S0tN335rOnrUWVrG22yCzSb2Vrtq61g/P0JIwKyZ/LQXabmc0el4QaBDQ9WhoXeLj9h9A2CVAwCEVPgfOBqFhT3iW5B+e6OqzuJMifTV69QBqu6EEJamudpaSq7gZVLeZKr621rT0aMSvV4aHiaNbKWIj5O3ayfR613u/usWLcTrD36T3WwY8QpY5QCrHCCkAjzcQPzTiTTDHrhiUKiqBcUPNleAhEgonq/76ivztyd1Q4fIU1N5hcIrfaiqW1dFXBwbFMT9uC9zobEHAOC3e3QAQEiFR3yuXFzVIC/PETRn95eYU8Nbh6vDrdnZlUuW0Cq1dtBAlqZdPC9JSBDvTYLxL4AjH0AzOToAIKTCo8SwrPHKsadcKw/7yjqqBwcKGkKILC7O74UXdEOGMF5eLozLBhz5ACdFKB00YzRKAI9kN9RosviUf8sIpid9u6Tk1Nk+3crSNOXlpc3IEDQaJFQAJAacFAE0c2hJhUezB2+syGdKz8QxQS0Kw7l/7Hak3Oken0gMqAlKh7AFWOUAIRXg19wrOcvOaxtv2JzdhW92qDp39p8xA8OhsPsGAJxPAiCkwqPcDdltjceuHGhRpgo7+70qpWfA66/Rd7q5KQDyPQA2VWi2cE0qPILdUEXlrfqr36u+k8ijEgJef4151Ldrhd/8eREAAPzPQUsqPAIX9q7vmuPyi2gXOH8eEir8CudFAACAkApwB57NWgzD5quT6a6WyAmTJNHRKA487FUOAAAQUgHu7D+atSgy5JnB1j4D/Fp6c7jVFAAAACCkwuOAc7kifBSEKJBQAQAA4G4wcAp+Deh7hV8ZrkkFAEBIBUBiAAAAAIRUAID/Bo33AAAIqQBIDPDYQeM9NlXAKgcIqQBIDADYVAGwygFCKgDAf4PmGcD6BoCQCoA9OOoGWOUAsMoBQir8D0KHDuoGWOVQN0DpACEVHrsTZRFK8QClQxEAqxx2cb/t0jEMg1LAHeGJU/CzcBxXX19/6NAhqVT6AJ91OBxSqRR7ovvC87zdbkfdHoDL5XI6nTKZjKZxHn7fmyrqhl3cr7ypyuXyX6o9labpPn364IQBIRWaF4qi+vbtm5WV9WDnytnZ2UFBQa1atUIl76tuZ8+eVavVMTExqMb95vtDhw517NgxICAA1bivumVlZbVt2zYkJATVuK+6ZWdn6/V67OIeIN/v3bu3V69eOp3uF/lCiUTSq1cvXEKAkArNi1wuX7x48YO1E3Ac98477yQlJQ0ePBiVvK+6/eUvfwkODh47diz2uffF6XQajcYZM2YkJiaiGj+fy+V69dVXhw8f3rNnT1TjvjbVt99+u2vXrgMHDkQ17ovD4bh58+Ybb7wRHh6OasBPoU8Hfq4H7sliWZamaXSEPUCTAE3TNE2zLE4mH2SVQ91Qt1+zbtjFoXSAkAr/eyiKCg4O9vLyQinuV1BQkK+vL+rwAKtceHi4UqlEKe63bqGhoWq1GqW4X8HBwb9Uh3VzW+VatWolk8lQCrjzGuJwOFAFeNiqqqqUSiVCw/2qqamRSCQajQaluF9lZWX+/v4SiQSluC8VFRVeXl4IDffLaDSqVCrs4u4XwzBFRUUtWrTAWD34KYlEgpAKAAAAAI9dSMW5CwAAAAA8dhBSAQAAAOCxg1Gc8HDl5eUtWbKkoKAgICDgxRdf7NGjB8dxKEsTFEVduXJlz549Fy9erK6uDgsLGzNmTL9+/XieJ4TQNH3+/Pn169fn5uZGRERMmjSpa9euuFt1EzU1NQsXLszJyVm9enVCQgIhhGGYy5cvr1279urVq6GhoRMmTEhLS0Oh3BiGuXjx4vr1669fvy6TyZKSkl555RWVSkUIuXHjxpo1a65cuRIUFDR+/Pg+ffrgJmiedbt8+fKGDRuuX7/OsmynTp2mTZsmDnCkKOr06dMbN27Mz89v06bNlClTOnfuLG7FzdO5c+f2799/8eLFNm3aLFq0yD3d5XLt3Llz8+bNdrtdXPHcI2sZhrlw4cKGDRt++OGH0NDQKVOmdO/evTnXsJlDSyo8RKdPnx48eHB9ff3QoUN1Ot2ECRO2bNmCC+R/iuO4NWvW5OTkdOjQYfjw4Q6HY/To0evXrxfvzHLy5Mlnn322qqoqPT3d4XBMmjRp7969KFoTmzZt2rZt25UrVxobG8UpFy9eHDZs2K1bt9LT0xmG+f3vf799+3asfiKe5zdu3JiRkWGxWIYNG9a3b1+j0VhfX08IKSwsHDRo0I0bNwYPHqzVal966aVPPvkEFXOfTx44cGD48OFFRUUDBw7s1q3b/v3709PTCwsLCSEHDx4cN26cxWJJT0+vr69/7rnnHuwBKL8Zu3fvPn78uN1uLykpcU+02+0LFiyYN29ehw4d+vXrd/z48VGjRlVXV4sJ9dixYxMmTCgpKRkxYgRN06NHjz548CBWvOa7xWHgFDwkNpttzpw5Z86cOXTokFarFQQhIyPDZrOtXr0azwH6qfz8fL1er1AoCCFms/n5558vLi4+ePCgWq0eO3ZsfX39+vXr9Xp9TU3NrFmzKisrv/nmG7RJu12+fHnq1Kk9evTYvn37J598kpqaSgiZOnVqbm7upk2bWrZs2dDQMHv27Ly8vAMHDjzAo31/e65duzZp0qTBgwfPnTvXHdwZhuE4bs6cOf/85z+/+OKLyMhIq9X61ltvnT9//quvvsJd5ETvvffe1q1bDx06pNfrCSFZWVnjxo1bsWLFkCFDnn76aY1Gs2LFCn9//8rKyqlTp7Isu23btmZbK6PRqFarc3Nz16xZs3r1anHid999N27cuIkTJ86ePZvjuO+++27kyJGzZ89+/vnnXS7XSy+9VFxcvG7dupCQkMbGxmnTplVXV+/fvx8rXjOEgVPwEJWWll65cuXJJ5/UarViC8Szzz579epVsckBmoiMjBQTKiFEpVK1bt3aYrGYzeaGhobz589369ZNfFKlj49PamrqpUuX6urqUDRRfX39e++9N2jQoB49ergnNjY2njlzJiUlJSIighCi1Wp79Ohx/fp1o9GIihFCTpw44XA4BgwYcObMmT179ly/fp2iKI7jzGZzdnZ2ly5d2rRpQwhRKBRpaWmFhYUGgwFFE8lkMrvd7j5FNJlMSqXS19e3rq7u8uXL3bp1CwoKIoTo9frU1NTz589bLJZmWyt/f3/3bs19InTt2jWr1dqnTx+xhomJiREREadOnXK5XHa7/dixY2lpaeLuTqPR9O/fv6ioyGq1YsVrnnBNKjwsNTU1BoMhLi7OPaVVq1Z1dXVVVVUozr2VlZVlZWXFx8fr9foLFy7wPN+qVSv3QbFly5ZSqTQvLw/P/CSEOJ3OVatWmc3m2bNnHzt2zD391q1bVqu1bdu27roFBwcrlcq8vLzg4OBmXjSKok6dOkUImTNnTk1NDUVR1dXVTz/99JIlS0pLS+vr62NiYtx10+v1Go3mxo0bMTExWN8IIUOHDs3JyRkwYEBKSkpjY+PFixfnzp3bvXv3c+fOsSwbEREhlo7juIiICEEQCgoKYmNjUTcRx3F5eXl6vd7dMM/zfHR09M2bN2tqanier6mpEROqKDo62ul0Wq3WJmEXmgm0pMJDTA8Oh0Mch3H7lIhlKYpyuVwozj3U1dUtWbKkrq5u7ty5PM+LTQieO2iZTMYwjNlsRq0oivrnP/959OjROXPmNHmyotVqFQTB8+bqMpmMZVnUzb2aff/99y1atNi1a9eRI0feeuutPXv2fPHFFzabjed5z7pJJBKWZZtzc2ATfn5+3bt3Dw8PpyhKJpOFhoba7XaTyWQ2m2malsvl7nfK5XKaplE6T4IgWCwWcWN0T1SpVE6n0+l0WiwWhmE8nyWhUCh4nsfAqWYLLanwsDAMI5FIbDabewrP84Ig4DHN98Dz/OLFi48fPz5v3rz4+HiO48T9tee1406nk+d5z2Nhcy7XihUrevTo0aVLlyYvSaVSiqLsdrtn3dz1BJlM5uPjM2HChNDQUELIhAkTNm7cmJWVlZSURNO0Z91cLhfq5unzzz8/ePDg+++/36FDB4fDceTIkRkzZuj1er1eLwiC56bqcDgEQUDpmpxYymQycWN0T7Tb7SzLiq0YHMc5nU7PGlIUhZtLIKQC/MJ0Op2vr+/NmzfdU8rKypRKJZ5wfTd2u33RokX79u2bP3/+8OHDxZ242PN169Yt99sqKipsNltYWBgqxnHct99+e+nSpR07dhBCTCaTwWCYOHFinz59pk+fLpFIioqK3G82Go1mszk8PBx1EwShVatW586dc2+MEonEx8fHbDb7+voqFIqCggL3m6urqxsbG1E3d2T/+uuv4+Li4uPjGYZRKBT9+/cXb0qVnJzscDjKyso893gcx4mnASCiaTosLMxoNJpMJvfE/Px8b29vLy8vh8OhVCqNRiNN02LraVFREcuyCPrNd4VBCeAhCQkJiY2NPXDggNiYSlHUzp07o6OjcbS7o7q6ugULFuzYseO9994bMWKEu+XA398/KioqOzu7traWEGI2m3NyciIjI8XBGc0cwzAffPDBvHnzZs6cOXPmzKFDh2o0mhEjRgwbNqxNmzbx8fHZ2dniNdA2my0nJyckJMTzcrfmrGfPnhaLJTc3VxzabzAYiouLw8LCQkNDO3XqdPLkyYqKCkKI0+k8deqUn58fToo817rCwkJ3J35ZWZnJZFKpVKGhoZGRkTk5OQ0NDYSQ+vr67Ozs6Ohob29vFM2N5/nY2FiXy3XmzBlxSmFh4dWrVzt37iyTyeRyeY8ePU6ePFleXi6etx86dCgoKMjzsjFoXptbZmYmqgAPg1QqlUqlW7duraioMJlMe/fu/fLLL6dMmdKrVy8U56eWLl26Zs2aHj16dOjQIT8/Pz8/32Aw+Pr6SqVSb2/vzz77zGAwWK3W7du3Hzp0aNasWfHx8SgaRVGJHhiGOXTo0Ny5c3v37s2ybEBAwCeffHLr1i2Hw7Fz5859+/a98MILKSkpqBshRKfTXb9+fd++fTzP5+XlrVq1qrS09A9/+ENQUFBISMimTZsKCwudTufevXt37NgxYcKEnj17osuVEELTdGVl5Zdffik2zJ87d27p0qUOh+Pll18WbyG3efNmsZlw8+bNJ06ceOONN6KiopptuXJzcw8fPnzmzJlz585JpdKKioqQkBAvL6+SkpJt27ZJpdIbN24sW7ZMEIS33nrLy8vLfdQoKSlxOBw7duzYvXv3a6+9Jj6eA5rhCSHukwoPV21tZqKjxwAAEnNJREFUbXFxsdPpZBimRYsWAQEBONTd0ffff19XVyeRSNz1kclkrVu3FoewGI3G8vJyu90ulUoDAwNRxjuqq6vLy8uLiorSaDTilOrq6rKyMrvdLpFIxLrhZv7ufG+z2crKympqagRBUCgUYnoQBEEc7F9WVmaz2cSsHxgYiEvJ3Xier6ioqKysFC+XVCqVoaGh4ionCIK4qTocDplMFhQU5O/v35xrVV5eXlxcLI5GoGlao9G0bduWZVmn01lWVib2ciiVypYtW6rVavdT9KqqqgwGg3uzDQwMxO6ueZJIJAipAAAAAPDYhVQ0KgAAAADAYwchFQAAAAAQUgEAAAAAEFIBAAAA4H8ObuYPAL+2iooKp9Op1Wp1Op04pJfn+crKSpVK5R6Y/8uqrKyUSCS+vr6P6vmK4kPJ7Xa7IAgBAQFSqRSrAQDAvaElFQB+bU888URkZOTkyZPdj0b8/vvve/bsuXDhwodxrxmGYZ555plXXnmlrq7ukSyvy+XatGlTv379+vTp07dv36ysLKwDAAD/FVpSAeBRnB/T9NGjR+vq6nx8fH7zC5uXl/e3v/2tXbt2kydPlkqlcXFxWAEAAP77kQIlAIBfX0xMTEhIyO7du+/4qiAINpvNs1WVpmmbzeZueeV53maziX9arVaXy+U53XOKJ47jHA6H1Wq12WzuO4e7v198yWq1Op1Oz3v+cxxnsVgYhuE4zmaz2Wy2u93Z3v3lLpfL/R6Xy3Xjxo2qqqqePXt27do1KSnJz8+vyQfFGaYoSvwGu93eZN6sVqt4oYLdbrdare6ZF//qWZkmyytWo8ksuX9I/F3PxWEYxuVyiS+Jn3KXgqZp90vi4zncn3J/YZOPiMQHI7v/aSiKEgRBnHNxYZv8WwAAIKQCwCPTunXrCRMmHDly5I6PgNqwYUNsbOzJkyfdU7777rvk5OSFCxeKf127dm379u3ffffdpKSkmJiYsWPHFhQUXLt27fXXX+/WrVtUVNSIESMuX77s+Z1ms3nr1q1PP/10+/bt27dv/+abbzqdTvGl+vp6sTs+Pj4+Li7u6aef3rVrlzspvv/++15eXocPH540aVJKSkq3bt2qq6ubzHBlZeWHH37YrVu3+Pj4hISEZ5999vjx42KsnD9//u9///uysrLMzMzY2NiBAwdWVFQ0+XhoaOikSZPWrFnTv3//uLi4zp07/+lPf2psbBRf/eGHH8LDw99777133323d+/eMTExW7dudTgcixYtSk5OFn9x/Pjxp06d8kx758+fnzx5cufOnePj47t06TJ+/PiLFy+KLx0+fDg1NTUuLi4+Pv7ZZ589cuSImHF5nj98+PDo0aMTEhLi4+M7deo0cuTIb7/9Vjxt+Oqrr9LT09u3b5+YmDhkyJDr16+L39bY2Lhy5cq+ffsmJCS0b99+yJAh27Ztc8/Grl27WrduvXTp0lmzZnXr1q1Tp043btyYP39+165d4+LiEhMT09LS3P+sAACe0N0PAI9Genr6gQMHCgoKwsLCHuDjVVVVBQUFCxYsKCgoWL58+fTp01u2bOnn55eZmVlQULBu3bq333579+7d7tx2+vTphoaGMWPG+Pj4XLp0ad26dampqYMGDbJaratXr167du2oUaM6duxICDly5Mjs2bN5nh82bJj74x988EHPnj2HDRtGUZRKpfKcE5PJ9OGHH3722WcTJkxISkqqr6//7LPPXnrppeXLl6elpY0bN06tVq9atWrcuHG9e/dWq9VeXl4/XZzjx49zHDdx4kStVnvixInly5ezLDtnzhx3c/LmzZu7d+8+c+ZMiUTSvn37ffv2LV++fNq0abGxsbW1tRs2bJgxY8bKlSuTkpIIISdPnpw1a5ZCoZg2bVpwcHBjY2NBQYEYu2tqaj788MP09PS2bds6HI5du3bNmjVr5cqVaWlpubm5b7/9tlarfeeddzQajcViKS4uFtuki4uL58yZ065du8zMTLlcfuXKFffTCletWrVy5coBAwbMmDHDarXu2LHj1Vdf1Wg0Tz75pDvFbtiwYeDAgZmZmYSQ3NzcnTt3Pvfcc3FxcTzPiw/AxOYAAAipAPC48Pb2DgsL279//4svvvgAH7dYLBkZGf369eN5Pj8//+9///u0adPefPNNpVLJcZzBYNi6dWtxcXFoaKj4frvdPnXq1BEjRnAcJzZnHjt2bNCgQbm5uevWrRs9enRmZqZCoSCEpKWllZaWbtmypVevXt7e3uLHU1NT58yZc8eO/ps3b3766afPPPPMW2+9JebX9u3b9+3bd/v27R07doyNjS0tLd24cWNiYuJTTz11t8VRqVRTpkwRF6d///6FhYVbt2595pln3BewajSa+fPnuwP90qVLR44cOXfuXJZlCSGRkZHDhg3bsWNHQkKCw+H49NNPi4uLs7KyYmNjxQZd8XIChmFOnz6t0WjeeOMNsQ07MTFx4sSJO3bs6Ny5s8FguHnz5tq1awcOHCj+iiAIYiPrrVu3Ghsbx48fP2zYMI7jxLBOCDEYDBs3buzYseOCBQsCAgIYhklMTHzuueeWLl3aq1cvmUxGCLFarV26dJkzZ46Yzi9dutS5c+fp06eLf2UYxmw2Y3MAgJ9Cdz8APDL9+/dfu3atu+P4vgQEBHTu3JkQQtN0+/btdTpdSkqKUqkUc0/btm1pmi4pKXG/PykpKTk5WYxcEonkd7/7XV5eHk3Tp06dqquri4yMvHr16rlz586dO1dUVBQREXHu3Lna2lr3x8ePH3+3S1H/9a9/WSyWESNGuFtY27Vr98QTT5w9e9ZoNP7MxenUqVNKSooYKNVqdUZGRklJibuDnhDyzDPPhISEiP9PUVRxcfGYMWPEhCpmzR49euTk5NTX19+6devs2bNiwHXfcotlWYZhHA7H8ePHdTrdhQsXxIU1Go0tW7Y8ffq0yWTS6/XR0dF/+tOftm/ffvny5ZKSEo7jxJ+IiIhQqVQrVqz4/PPP8/PzxbITQk6dOmW1WgcMGBAQEEAI4TguLi4uLS2toKDghx9+EH9aqVT279/f3X6s1Wqzs7M/+OCDnJyc/Pz82traJi3TAAC3d1woAQA8KklJSbW1tZs3bx4+fPj9flahULhTo0wmk0qlWq3W/apMJqMoyn3VKSFEo9HI5XL3X/39/e12u8vlqqystNlsixcvFptR3UJDQz1TaVBQ0N3mRIxZnh9nGMbPz+/q1aueM3BvKpVKTNju2XM4HCaTyT3Fz8/PPT+CIAiCILZTujOoj49PUVGRy+Wy2+1i4vzpaCqe56uqqg4ePHj69GnP6a1ataJpum3btpmZmZs3b16yZElDQ0NQUNBTTz2VkZERHBzcokWLjz76aNu2bR999BEhZMiQIS+99JJOp6uvr6coqsktGvz9/Z1Op/uaWpVKpVar3a8GBwePHz/+9OnTX331lUKh6NChw9ixY5944glsDgCAkAoAj4vw8PC+ffv+/e9/F9tE3cRWOs+EZzab3RdB3s2977FqNps9r32sra2VSCQMw2i1WrEnPSEh4T92jiwbHBzsmTvv9s1ardZisXh+Oc/zdXV1CoVCIpH8zFKIQ+PdSVecPc/YyjCMOC5eXNImEZzjuPr6epVKxTCMVCpVKpVVVVXiHQmaFFaj0aSnp//ud7/znC6Xy8WWzt69eyclJRUVFRkMhhMnTixevNhqtc6fP59l2UGDBqWmppaWlh4+fPj999+XyWSvvfaaWq0WBKG+vr5JamdZ1j3zNE17Do+TSCTz5883GAwlJSVXr15dvXr1xYsX9+zZ06JFC2wRAPAfuyyUAAAe2Q6IpidPniyTyf7yl7943jQqKCiI47jc3Fwx3PA8f+bMmZ/fdX5HFy9evHr1qpg1BUHYunVrWFiYIAhJSUk0TVdXV7dr1679jzp06BAVFeXZVHkPiYmJDMN8/fXX7px669atrKyshISEn38X2MuXL1+6dEmcPafTuXPnzsDAwJiYmDu+WRCEwMDAffv2ucd15eXlZWdnd+zYUaPR6PX6uLi4AwcOlJSUNMnWEomka9euJpOpvYeEhITWrVuLCdjpdKrV6tjY2L59+86bNy84OPjSpUu1tbU8z9vtdp1O165duxdeeCE0NPTIkSOEkE6dOrEse+zYsYaGBvEnCgsLs7Oz9Xp9VFTU3WaeZdmQkJCUlJTJkyePGjWqoqLi2rVr2BwAoAm0pALAo9S9e/eBAwcuX77cs7EtOTk5ICDg448/1ul0AQEBly9f3rVr1x1vBfrzOZ3OZcuWWSwWLy+vK1eufPbZZ0uWLCGExMfHT5o0admyZSaTKTk5WaVSWa3WmzdvymSyUaNGebZl3k10dPTo0aO3bNkSHBzcsWNHk8m0bt06jUYzcuRInU73M2evvLx87dq1VVVVarX6xIkT33zzzcSJE8W7DdxR7969Z8+eHRwcHB0d3dDQsGzZMn9//5EjRyqVSqVSmZGRcf78+SlTpkyePDkoKMhsNhcUFKSmpsbHx/fs2XP9+vUrVqyIiYmRy+WNjY3Xr18PDQ0dMmTIpUuXdu7c2aFDh8DAQJ7nr127VlFR8dRTT+l0upycnG+++aZDhw5+fn75+fkGg2HQoEGEkIiIiLFjx3766afvv/9+//797Xb7li1bSktLly5d6tnF76mwsPDo0aPh4eFyudxoNB45csTb27tVq1bYFgAAIRUAHiM8z0+fPv2LL76oqqpyT/Tz8/vjH/+4aNGiuXPn6nS62NjYoUOHlpeX/39+KCUlJSkp6aOPPjIajXa7fcCAAYMHDyaEaDSamTNn6vX6LVu2fP755yzLKhQKPz+/MWPG/MzOeq1W+/rrr3t5eW3atGndunUcx4WHhy9evLhPnz4/f/bS0tLatGnz5z//ubKykqKo0aNHv/rqq/e4xmDo0KEXLlxYunSpOAA/Kirqz3/+c7du3cRX+/bt+9e//nX58uWZmZk0TctksvDw8OTkZEJIYGDgyy+//O6775pMJqlUKpfLW7Ro8fzzzzMMw7LstWvX9u/fL7Zqsyz7/PPPi0/JUigUZ8+e3bNnj8vlkkqlGRkZU6dOFX/r1Vdflcvle/bs+cc//iE28WZmZqanp99jYT/++GOTycTzPMMwkZGRCxcujIyM/H+ehADAbw/1Xy/zAgD4ZRUXF0ulUr1eL/ZWMwyTn5/vdDp9fHzc/eMURVVUVJhMJoqivL29lUpleXm5VqsVL51sbGysqalp2bKleB2q2Ww2Go16vd7dQS9OadGihVQqJYTcunVLJpN5eXlVVVWJj4zy9fX1bOrjed5oNFosFp7nJRKJSqXS6XTiwPa6urqqqqqoqKh7pyi73S5+OU3TWq3Wz8/P87lQBoMhICDgbu2yfn5+Y8eOXbJkidFotNlsUqnU39/fPcyL5/mioiI/Pz+NRuP5KZvNVlVVZbfbGYbR6XS+vr7usfxiVauqqhoaGlwuF8uyGo3G29vbfdmuwWCwWq2EEIlEolardTqd2JJdV1dnMpkcDgdFUVKp1M/PTyypIAi1tbUWi8XhcEgkksDAQLGwIqfTWVVVJT5NSq1W+/n5uX/IarWWl5fr9XrPxREHq3EcJ5FItFqtj4+P55wDAIh7J4RUAIBHTAypy5YtQykAANwhFd39AACPWEZGRpcuXVAHAABPaEkFAAAAgMeLRCLBLagAAAAA4LGDkAoAAAAACKkAAAAAAAipAAAAAICQCgAAAACAkAoAAAAACKkAAAAAAAipAAAAAICQCgAAAACAkAoAAAAAgJAKAAAAAAipAAAAAAAIqQAAAACAkAoAAAAAgJAKAAAAAAipAAAAAAAIqQAAAACAkAoAAAAAgJAKAAAAAICQCgAAAAAIqQAAAAAACKkAAAAAgJAKAAAAAICQCgAAAAAIqQAAAAAACKkAAAAAAAipAAAAAICQCgAAAACAkAoAAAAACKkAAAAAAAipAAAAAICQCgAAAACAkAoAAAAACKkAAAAAAAipAAAAAAAIqQAAAACAkAoAAAAAgJAKAAAAAAipAAAAAAAIqQAAAACAkAoAAAAAgJAKAAAAAICQCgAAAAAIqQAAAAAACKkAAAAAgJAKAAAAAICQCgAAAAAIqQAAAAAACKkAAAAAgJAKAAAAAICQCgAAAACAkAoAAAAACKkAAAAAAAipAAAAAICQCgAAAACAkAoAAAAACKkAAAAAAAipAAAAAAAIqQAAAACAkAoAAAAAgJAKAAAAAAipAAAAAAAIqQAAAADw28XWvx+BKgDAI2Hstx5FAACAn4rp+hRF6WRCvZ0QQRBQEAAAAAB4LPwf1ePBYOqD/l8AAAAASUVORK5CYII="/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Ahmdal’s<span class="_ _9"> </span>La<span class="_ _3"></span>w<span class="_ _1d"> </span>3/3</div><div class="t m0 x1 h9 y8c ff5 fs5 fc0 sc0 ls0 ws0">note:<span class="_ _f"> </span><span class="ff1">s<span class="_ _14"> </span></span>is<span class="_ _14"> </span>the<span class="_ _14"> </span>portion<span class="_ _14"> </span>of<span class="_ _14"> </span>the<span class="_ _14"> </span>system<span class="_ _14"> </span>that<span class="_ _14"> </span>cannot<span class="_ _14"> </span>be<span class="_ _14"> </span>improved</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">22/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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||
<div id="pf1a" class="pf w0 h0" data-page-no="1a"><div class="pc pc1a w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Throughput,<span class="_ _9"> </span>Bandwidth,<span class="_ _9"> </span>Latency</div><div class="t m0 x1 hb y8d ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span><span class="ff1">throughput<span class="_ _c"> </span></span>is<span class="_ _f"> </span>the<span class="_ _f"> </span>rate<span class="_ _c"> </span>at<span class="_ _f"> </span>which<span class="_ _f"> </span>op<span class="_ _b"></span>erations<span class="_ _c"> </span>are<span class="_ _c"> </span>p<span class="_ _b"></span>erfo<span class="_ _3"></span>rmed</div><div class="t m0 x1 hb y8e ff6 fs6 fc0 sc0 ls0 ws0">P<span class="_ _3"></span>eak<span class="_ _f"> </span>throughput<span class="_ _0"></span><span class="ff4">:</span></div><div class="t m0 x1 hb y8f ff4 fs6 fc0 sc0 ls0 ws0">(CPU<span class="_ _f"> </span>speed<span class="_ _f"> </span>in<span class="_ _f"> </span>Hz)<span class="_ _c"> </span><span class="ff14">x<span class="_ _f"> </span></span>(CPU<span class="_ _f"> </span>instructions<span class="_ _f"> </span>per<span class="_ _f"> </span>cycle)<span class="_ _f"> </span><span class="ff14">x</span></div><div class="t m0 x1 hb y90 ff4 fs6 fc0 sc0 ls0 ws0">(numb<span class="_ _b"></span>er<span class="_ _c"> </span>of<span class="_ _f"> </span>CPU<span class="_ _f"> </span>co<span class="_ _3"></span>res)<span class="_ _f"> </span><span class="ff14">x<span class="_ _c"> </span></span>(numb<span class="_ _b"></span>er<span class="_ _f"> </span>of<span class="_ _f"> </span>CPUs<span class="_ _c"> </span>p<span class="_ _b"></span>er<span class="_ _f"> </span>node)</div><div class="t m0 x1 h6 y91 ff4 fs4 fc0 sc0 ls0 ws0">NOTE:<span class="_ _c"> </span>modern<span class="_ _c"> </span>processors<span class="_ _c"> </span>have<span class="_ _c"> </span>mo<span class="_ _3"></span>re<span class="_ _c"> </span>than<span class="_ _c"> </span>one<span class="_ _c"> </span>computation<span class="_ _c"> </span>unit</div><div class="t m0 x1 hb y92 ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _c"> </span><span class="ff1">memory<span class="_ _f"> </span>bandwidth<span class="_ _c"> </span></span>is<span class="_ _f"> </span>the<span class="_ _c"> </span>amount<span class="_ _c"> </span>of<span class="_ _f"> </span>data<span class="_ _c"> </span>that<span class="_ _f"> </span>can<span class="_ _c"> </span>b<span class="_ _b"></span>e<span class="_ _c"> </span>loaded<span class="_ _f"> </span>from<span class="_ _c"> </span>o<span class="_ _3"></span>r<span class="_ _f"> </span>sto<span class="_ _3"></span>red<span class="_ _f"> </span>into</div><div class="t m0 x1 hb y93 ff4 fs6 fc0 sc0 ls0 ws0">a<span class="_ _f"> </span>pa<span class="_ _3"></span>rticular<span class="_ _c"> </span>memo<span class="_ _3"></span>ry<span class="_ _f"> </span>space</div><div class="t m0 x1 hb y94 ff6 fs6 fc0 sc0 ls0 ws0">P<span class="_ _3"></span>eak<span class="_ _f"> </span>bandwidth<span class="ff4">:</span></div><div class="t m0 x1 hb y95 ff4 fs6 fc0 sc0 ls0 ws0">(F<span class="_ _3"></span>requency<span class="_ _f"> </span>in<span class="_ _f"> </span>Hz)<span class="_ _c"> </span><span class="ff14">x<span class="_ _f"> </span></span>(Bus<span class="_ _f"> </span>width<span class="_ _f"> </span>in<span class="_ _c"> </span>bit<span class="_ _f"> </span>/<span class="_ _f"> </span>8)<span class="_ _c"> </span><span class="ff14">x<span class="_ _f"> </span></span>(Pump<span class="_ _f"> </span>rate,<span class="_ _c"> </span>memory<span class="_ _c"> </span>type<span class="_ _f"> </span>multiplier)</div><div class="t m0 x1 hb y96 ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span><span class="ff1">latency<span class="_ _c"> </span></span>is<span class="_ _f"> </span>the<span class="_ _f"> </span>amount<span class="_ _c"> </span>of<span class="_ _f"> </span>time<span class="_ _f"> </span>needed<span class="_ _f"> </span>fo<span class="_ _3"></span>r<span class="_ _f"> </span>an<span class="_ _c"> </span>op<span class="_ _b"></span>eration<span class="_ _f"> </span>to<span class="_ _c"> </span>complete</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">23/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
|
||
<div id="pf1b" class="pf w0 h0" data-page-no="1b"><div class="pc pc1b w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">P<span class="_ _3"></span>erfo<span class="_ _3"></span>rmance<span class="_ _9"> </span>Bounds<span class="_ _26"> </span>1/2</div><div class="t m0 x1 hb y97 ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span>performance<span class="_ _c"> </span>of<span class="_ _f"> </span>a<span class="_ _f"> </span>p<span class="_ _3"></span>rogram<span class="_ _f"> </span>is<span class="_ _f"> </span><span class="ff6">bounded<span class="_ _10"> </span></span>by<span class="_ _c"> </span>one<span class="_ _f"> </span>o<span class="_ _3"></span>r<span class="_ _f"> </span>mo<span class="_ _3"></span>re<span class="_ _f"> </span>asp<span class="_ _b"></span>ects<span class="_ _c"> </span>of<span class="_ _f"> </span>its<span class="_ _f"> </span>computation.</div><div class="t m0 x1 hb y98 ff4 fs6 fc0 sc0 ls0 ws0">This<span class="_ _f"> </span>is<span class="_ _c"> </span>also<span class="_ _f"> </span>strictly<span class="_ _f"> </span>related<span class="_ _c"> </span>to<span class="_ _f"> </span>the<span class="_ _f"> </span>underlying<span class="_ _f"> </span>ha<span class="_ _3"></span>rdw<span class="_ _3"></span>are</div><div class="t m0 xb hb y99 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff1">Memo<span class="_ _3"></span>ry-b<span class="_ _b"></span>ound<span class="ff4">.<span class="_ _10"> </span>The<span class="_ _f"> </span>program<span class="_ _c"> </span>sp<span class="_ _b"></span>ends<span class="_ _c"> </span>its<span class="_ _f"> </span>time<span class="_ _f"> </span>p<span class="_ _3"></span>rimarily<span class="_ _c"> </span>in<span class="_ _f"> </span>p<span class="_ _b"></span>erfo<span class="_ _3"></span>rming<span class="_ _f"> </span><span class="ff6">memo<span class="_ _3"></span>ry</span></span></span></div><div class="t m0 x6 hb y9a ff6 fs6 fc0 sc0 ls0 ws0">accesses<span class="ff4">.<span class="_ _10"> </span>The<span class="_ _f"> </span>p<span class="_ _b"></span>erfo<span class="_ _3"></span>rmance<span class="_ _f"> </span>is<span class="_ _c"> </span>limited<span class="_ _f"> </span>by<span class="_ _c"> </span>the<span class="_ _f"> </span><span class="ff6">memo<span class="_ _3"></span>ry<span class="_ _f"> </span>bandwidth<span class="_ _f"> </span><span class="ff4">(ra<span class="_ _3"></span>rely</span></span></span></div><div class="t m0 x6 hb y9b ff4 fs6 fc0 sc0 ls0 ws0">memo<span class="_ _3"></span>ry-b<span class="_ _b"></span>ound<span class="_ _f"> </span>also<span class="_ _c"> </span>refers<span class="_ _f"> </span>to<span class="_ _f"> </span>the<span class="_ _c"> </span>amount<span class="_ _f"> </span>of<span class="_ _f"> </span>memo<span class="_ _3"></span>ry<span class="_ _f"> </span>available)</div><div class="t m0 xb hb y9c ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff1">Compute-b<span class="_ _b"></span>ound<span class="_ _c"> </span><span class="ff4">(Math-b<span class="_ _b"></span>ound).<span class="_ _10"> </span>The<span class="_ _f"> </span>program<span class="_ _c"> </span>sp<span class="_ _b"></span>ends<span class="_ _c"> </span>its<span class="_ _f"> </span>time<span class="_ _f"> </span>p<span class="_ _3"></span>rimarily<span class="_ _c"> </span>in</span></span></div><div class="t m0 x6 hb y9d ff4 fs6 fc0 sc0 ls0 ws0">computing<span class="_ _f"> </span><span class="ff6">a<span class="_ _3"></span>rithmetic<span class="_ _f"> </span>instructions<span class="ff4">.<span class="_ _10"> </span>The<span class="_ _f"> </span>performance<span class="_ _c"> </span>is<span class="_ _f"> </span>limited<span class="_ _c"> </span>by<span class="_ _c"> </span>the<span class="_ _f"> </span></span>sp<span class="_ _b"></span>eed<span class="_ _c"> </span>of<span class="_ _f"> </span>the</span></div><div class="t m0 x6 hb y9e ff6 fs6 fc0 sc0 ls0 ws0">CPU</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">24/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
|
||
<div id="pf1c" class="pf w0 h0" data-page-no="1c"><div class="pc pc1c w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">P<span class="_ _3"></span>erfo<span class="_ _3"></span>rmance<span class="_ _9"> </span>Bounds<span class="_ _26"> </span>2/2</div><div class="t m0 xb hb y9f ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff1">Latency-b<span class="_ _b"></span>ound<span class="ff4">.<span class="_ _10"> </span>The<span class="_ _f"> </span>p<span class="_ _3"></span>rogram<span class="_ _f"> </span>sp<span class="_ _b"></span>ends<span class="_ _c"> </span>its<span class="_ _f"> </span>time<span class="_ _f"> </span>p<span class="_ _3"></span>rimarily<span class="_ _c"> </span>in<span class="_ _f"> </span>w<span class="_ _3"></span>aiting<span class="_ _f"> </span><span class="ff6">the<span class="_ _f"> </span>data<span class="_ _c"> </span>are</span></span></span></div><div class="t m0 x6 hb ya0 ff6 fs6 fc0 sc0 ls0 ws0">ready<span class="_ _10"> </span><span class="ff4">(instruction/memory<span class="_ _c"> </span>dep<span class="_ _b"></span>endencies).<span class="_ _10"> </span>The<span class="_ _f"> </span>performance<span class="_ _c"> </span>is<span class="_ _f"> </span>limited<span class="_ _f"> </span>b<span class="_ _3"></span>y<span class="_ _f"> </span>the</span></div><div class="t m0 x6 hb ya1 ff6 fs6 fc0 sc0 ls0 ws0">latency<span class="_ _f"> </span>of<span class="_ _c"> </span>the<span class="_ _f"> </span>CPU/memo<span class="_ _3"></span>ry</div><div class="t m0 xb hb ya2 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff1">I/O<span class="_ _7"> </span>Bound<span class="ff4">.<span class="_ _10"> </span>The<span class="_ _f"> </span>p<span class="_ _3"></span>rogram<span class="_ _f"> </span>sp<span class="_ _b"></span>ends<span class="_ _c"> </span>its<span class="_ _f"> </span>time<span class="_ _f"> </span>p<span class="_ _3"></span>rimarily<span class="_ _c"> </span>in<span class="_ _f"> </span>p<span class="_ _b"></span>erfo<span class="_ _3"></span>rming<span class="_ _f"> </span><span class="ff6">I/O<span class="_ _c"> </span>op<span class="_ _b"></span>erations</span></span></span></div><div class="t m0 x6 hb ya3 ff4 fs6 fc0 sc0 ls0 ws0">(net<span class="_ _3"></span>wo<span class="_ _3"></span>rk,<span class="_ _f"> </span>user<span class="_ _c"> </span>input,<span class="_ _f"> </span>storage,<span class="_ _c"> </span>etc.).<span class="_ _10"> </span>The<span class="_ _f"> </span>p<span class="_ _b"></span>erfo<span class="_ _3"></span>rmance<span class="_ _f"> </span>is<span class="_ _f"> </span>limited<span class="_ _c"> </span>by<span class="_ _c"> </span>the<span class="_ _f"> </span><span class="ff6">sp<span class="_ _b"></span>eed<span class="_ _c"> </span>of</span></div><div class="t m0 x6 hb ya4 ff6 fs6 fc0 sc0 ls0 ws0">the<span class="_ _f"> </span>I/O<span class="_ _c"> </span>subsystem</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">25/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
|
||
<div id="pf1d" class="pf w0 h0" data-page-no="1d"><div class="pc pc1d w0 h0"><img class="bi x0 y0 w1 h1" alt="" 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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Arithmetic<span class="_ _9"> </span>Intensit<span class="_ _3"></span>y<span class="_ _27"> </span>1/2</div><div class="t m0 x22 hb y77 ff1 fs6 fc1 sc0 ls0 ws0">Arithmetic<span class="_ _f"> </span>Intensity</div><div class="t m0 x22 hb ya5 ff1 fs6 fc0 sc0 ls0 ws0">Arithmetic/Op<span class="_ _b"></span>erational<span class="_ _f"> </span>Intensity<span class="_ _c"> </span><span class="ff4">is<span class="_ _f"> </span>the<span class="_ _f"> </span>ratio<span class="_ _c"> </span>of<span class="_ _f"> </span>total<span class="_ _f"> </span>operations<span class="_ _f"> </span>to<span class="_ _f"> </span>total<span class="_ _f"> </span>data</span></div><div class="t m0 x22 hb ya6 ff4 fs6 fc0 sc0 ls0 ws0">movement<span class="_ _f"> </span>(b<span class="_ _3"></span>ytes<span class="_ _f"> </span>o<span class="_ _3"></span>r<span class="_ _f"> </span>w<span class="_ _3"></span>ords)</div><div class="t m0 x1 hb ya7 ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span>naive<span class="_ _c"> </span>matrix<span class="_ _f"> </span>multiplication<span class="_ _f"> </span>algo<span class="_ _3"></span>rithm<span class="_ _f"> </span>requires<span class="_ _f"> </span><span class="ff6">N</span></div><div class="t m0 x29 h9 ya8 ff5 fs5 fc0 sc0 ls0 ws0">3</div><div class="t m0 x1f hb ya7 ffe fs6 fc0 sc0 ls0 ws0">·<span class="_ _19"> </span><span class="ff4">2<span class="_ _f"> </span>floating-p<span class="_ _b"></span>oint<span class="_ _c"> </span>op<span class="_ _b"></span>erations<span class="ff1">*</span></span></div><div class="t m0 x1 hb ya9 ff4 fs6 fc0 sc0 ls0 ws0">(multiplication<span class="_ _f"> </span>+<span class="_ _c"> </span>addition),<span class="_ _f"> </span>while<span class="_ _f"> </span>it<span class="_ _c"> </span>involves</div><div class="t m0 x2a hf yaa fff fs4 fc0 sc0 ls0 ws0"></div><div class="t m0 x2b hb ya9 ff6 fs6 fc0 sc0 ls0 ws0">N</div><div class="t m0 x2c h9 yab ff5 fs5 fc0 sc0 ls0 ws0">2</div><div class="t m0 x2d hb ya9 ffe fs6 fc0 sc0 ls0 ws0">·<span class="_ _19"> </span><span class="ff4">4B</span></div><div class="t m0 x2e hf yaa fff fs4 fc0 sc0 ls0 ws0"></div><div class="t m0 x12 hb ya9 ffe fs6 fc0 sc0 ls0 ws0">·<span class="_ _19"> </span><span class="ff4">3<span class="_ _f"> </span>data<span class="_ _f"> </span>movement</span></div><div class="t m0 xb he yac ff1 fs7 fc3 sc0 ls0 ws0">*<span class="_ _14"> </span><span class="ff8">What<span class="_ _10"> </span>Is<span class="_ _10"> </span>a<span class="_ _10"> </span>Flop?</span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">26/52</div><a class="l" href="https://nhigham.com/2023/09/05/what-is-a-flop/"><div class="d m1" style="border-style:none;position:absolute;left:64.089000px;bottom:0.030000px;width:72.602000px;height:13.445000px;background-color:rgba(255,255,255,0.000001);"></div></a></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf1e" class="pf w0 h0" data-page-no="1e"><div class="pc pc1e w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Arithmetic<span class="_ _9"> </span>Intensit<span class="_ _3"></span>y<span class="_ _27"> </span>2/2</div><div class="t m0 x2f hb yad ff6 fs6 fc0 sc0 ls0 ws0">R<span class="_ _f"> </span><span class="ff4">=</span></div><div class="t m0 x30 hb yae ff6 fs6 fc0 sc0 ls0 ws0">ops</div><div class="t m0 x31 hb yaf ff6 fs6 fc0 sc0 ls0 ws0">b<span class="_ _3"></span>ytes</div><div class="t m0 x18 hb yad ff4 fs6 fc0 sc0 ls0 ws0">=</div><div class="t m0 x2b hb yae ff4 fs6 fc0 sc0 ls0 ws0">2<span class="ff6">n</span></div><div class="t m0 x32 h9 yb0 ff5 fs5 fc0 sc0 ls0 ws0">3</div><div class="t m0 x33 hb yaf ff4 fs6 fc0 sc0 ls0 ws0">12<span class="ff6">n</span></div><div class="t m0 x34 h9 yb1 ff5 fs5 fc0 sc0 ls0 ws0">2</div><div class="t m0 x35 hb yad ff4 fs6 fc0 sc0 ls0 ws0">=</div><div class="t m0 x36 hb yae ff6 fs6 fc0 sc0 ls0 ws0">n</div><div class="t m0 x36 hb yaf ff4 fs6 fc0 sc0 ls0 ws0">6</div><div class="t m0 x1 hb yb2 ff4 fs6 fc0 sc0 ls0 ws0">which<span class="_ _f"> </span>means<span class="_ _c"> </span>that<span class="_ _f"> </span>fo<span class="_ _3"></span>r<span class="_ _f"> </span>every<span class="_ _f"> </span>b<span class="_ _3"></span>yte<span class="_ _f"> </span>accessed,<span class="_ _f"> </span>the<span class="_ _c"> </span>algorithm<span class="_ _c"> </span>p<span class="_ _b"></span>erfo<span class="_ _3"></span>rms</div><div class="t m0 x37 h10 yb3 ff15 fs5 fc0 sc0 ls0 ws0">n</div><div class="t m0 x37 h9 yb4 ff5 fs5 fc0 sc0 ls0 ws0">6</div><div class="t m0 x38 hb yb2 ff4 fs6 fc0 sc0 ls0 ws0">op<span class="_ _b"></span>erations<span class="_ _c"> </span><span class="ffe">→</span></div><div class="t m0 x1 hb yb5 ff1 fs6 fc0 sc0 ls0 ws0">compute-b<span class="_ _b"></span>ound</div><div class="t m0 x39 h6 yb6 ff1 fs4 fc0 sc0 ls0 ws0">N<span class="_ _22"> </span>Op<span class="_ _b"></span>erations<span class="_ _25"> </span>Data<span class="_ _c"> </span>Movement<span class="_ _25"> </span>Ratio<span class="_ _25"> </span>Exec.<span class="_ _d"> </span>Time</div><div class="t m0 x3a h6 yb7 ff14 fs4 fc0 sc0 ls0 ws0">512<span class="_ _28"> </span><span class="ff4">268<span class="_"> </span><span class="ffe">·<span class="_ _1a"></span></span>10</span></div><div class="t m0 x3b h11 yb8 ff5 fs8 fc0 sc0 ls0 ws0">6</div><div class="t m0 xa h6 yb7 ff4 fs4 fc0 sc0 ls0 ws0">3<span class="_ _c"> </span>MB<span class="_ _29"> </span>85<span class="_ _2a"> </span>2<span class="_ _c"> </span>ms</div><div class="t m0 x3c h6 yb9 ff14 fs4 fc0 sc0 ls0 ws0">1024<span class="_ _2b"> </span><span class="ff4">2<span class="_"> </span><span class="ffe">·<span class="_ _1a"></span></span>10</span></div><div class="t m0 x3b h11 yba ff5 fs8 fc0 sc0 ls0 ws0">9</div><div class="t m0 x3d h6 yb9 ff4 fs4 fc0 sc0 ls0 ws0">12<span class="_ _c"> </span>MB<span class="_ _22"> </span>170<span class="_ _2c"> </span>21<span class="_ _c"> </span>ms</div><div class="t m0 x3c h6 ybb ff14 fs4 fc0 sc0 ls0 ws0">2048<span class="_ _2d"> </span><span class="ff4">17<span class="_"> </span><span class="ffe">·<span class="_ _1a"></span></span>10</span></div><div class="t m0 x3b h11 ybc ff5 fs8 fc0 sc0 ls0 ws0">9</div><div class="t m0 x3d h6 ybb ff4 fs4 fc0 sc0 ls0 ws0">50<span class="_ _c"> </span>MB<span class="_ _22"> </span>341<span class="_ _2e"> </span>170<span class="_ _c"> </span>ms</div><div class="t m0 x3c h6 ybd ff14 fs4 fc0 sc0 ls0 ws0">4096<span class="_ _28"> </span><span class="ff4">137<span class="_"> </span><span class="ffe">·<span class="_ _1a"></span></span>10</span></div><div class="t m0 x3b h11 ybe ff5 fs8 fc0 sc0 ls0 ws0">9</div><div class="t m0 x3e h6 ybd ff4 fs4 fc0 sc0 ls0 ws0">201<span class="_ _c"> </span>MB<span class="_ _22"> </span>682<span class="_ _2f"> </span>1.3<span class="_ _c"> </span>s</div><div class="t m0 x3c h6 ybf ff14 fs4 fc0 sc0 ls0 ws0">8192<span class="_ _30"> </span><span class="ff4">1<span class="_"> </span><span class="ffe">·<span class="_ _1a"></span></span>10</span></div><div class="t m0 x1a h11 yc0 ff5 fs8 fc0 sc0 ls0 ws0">12</div><div class="t m0 x3e h6 ybf ff4 fs4 fc0 sc0 ls0 ws0">806<span class="_ _c"> </span>MB<span class="_ _31"> </span>1365<span class="_ _32"> </span>11<span class="_ _c"> </span>s</div><div class="t m0 x3f h6 yc1 ff14 fs4 fc0 sc0 ls0 ws0">16384<span class="_ _30"> </span><span class="ff4">9<span class="_"> </span><span class="ffe">·<span class="_ _1a"></span></span>10</span></div><div class="t m0 x1a h11 yc2 ff5 fs8 fc0 sc0 ls0 ws0">12</div><div class="t m0 x40 h6 yc1 ff4 fs4 fc0 sc0 ls0 ws0">3<span class="_ _c"> </span>GB<span class="_ _31"> </span>2730<span class="_ _32"> </span>90<span class="_ _c"> </span>s</div><div class="t m0 x1 hb yc3 ff4 fs6 fc0 sc0 ls0 ws0">A<span class="_ _f"> </span>modern<span class="_ _f"> </span>CPU<span class="_ _f"> </span>performs<span class="_ _c"> </span>100<span class="_ _f"> </span>GFlops,<span class="_ _f"> </span>and<span class="_ _f"> </span>has<span class="_ _c"> </span>ab<span class="_ _b"></span>out<span class="_ _f"> </span>50<span class="_ _c"> </span>GB/s<span class="_ _f"> </span>memory<span class="_ _c"> </span>bandwidth</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">27/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf1f" class="pf w0 h0" data-page-no="1f"><div class="pc pc1f w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x8 h2 yc4 ff1 fs0 fc0 sc0 ls0 ws0">Basic<span class="_ _1"> </span>Architecture</div><div class="t m0 x8 h2 yc5 ff1 fs0 fc0 sc0 ls0 ws0">Concepts</div><a class="l" href="#pf1f" data-dest-detail='[31,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:158.662500px;bottom:231.655500px;width:241.993000px;height:19.206000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="#pf1f" data-dest-detail='[31,"XYZ",27.346,256.118,null]'><div class="d m1" style="border-style:none;position:absolute;left:158.662500px;bottom:172.870500px;width:106.119000px;height:24.025000px;background-color:rgba(255,255,255,0.000001);"></div></a></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf20" class="pf w0 h0" data-page-no="20"><div class="pc pc20 w0 h0"><img class="bi x0 y0 w1 h1" alt="" 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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Instruction-Level<span class="_ _9"> </span>P<span class="_ _3"></span>a<span class="_ _3"></span>rallelism<span class="_ _9"> </span>(ILP)<span class="_ _33"> </span>1/3</div><div class="t m0 x1 hb y23 ff6 fs6 fc0 sc0 ls0 ws0">Mo<span class="_ _b"></span>dern<span class="_ _c"> </span>processor<span class="_ _c"> </span>architectures<span class="_ _c"> </span>are<span class="_ _c"> </span>deeply<span class="_ _f"> </span>pip<span class="_ _b"></span>elined<span class="_ _c"> </span><span class="ffe">→<span class="_ _f"> </span></span>sup<span class="_ _b"></span>erscala<span class="_ _3"></span>r<span class="_ _f"> </span>p<span class="_ _3"></span>ro<span class="_ _b"></span>cesso<span class="_ _3"></span>r</div><div class="t m0 x1 hb y24 ff1 fs6 fc0 sc0 ls0 ws0">Instruction-Level<span class="_ _f"> </span>Pa<span class="_ _3"></span>rallelism<span class="_ _7"> </span>(ILP)<span class="_ _f"> </span><span class="ff4">is<span class="_ _c"> </span>a<span class="_ _f"> </span>measure<span class="_ _f"> </span>of<span class="_ _c"> </span>how<span class="_ _c"> </span>many<span class="_ _f"> </span>instructions<span class="_ _f"> </span>in<span class="_ _f"> </span>a</span></div><div class="t m0 x1 hb y25 ff4 fs6 fc0 sc0 ls0 ws0">computer<span class="_ _f"> </span>p<span class="_ _3"></span>rogram<span class="_ _f"> </span>can<span class="_ _c"> </span>b<span class="_ _b"></span>e<span class="_ _f"> </span>executed<span class="_ _c"> </span>simultaneously<span class="_ _f"> </span>by<span class="_ _c"> </span>issuing<span class="_ _f"> </span><span class="ff6">indep<span class="_ _b"></span>endent<span class="_ _9"> </span></span>instructions</div><div class="t m0 x1 hb yc6 ff4 fs6 fc0 sc0 ls0 ws0">in<span class="_ _f"> </span>sequence<span class="_ _c"> </span>(<span class="ff6">out-of-order<span class="_ _18"></span></span>)</div><div class="t m0 x1 hb yc7 ff1 fs6 fc0 sc0 ls0 ws0">Instruction<span class="_ _f"> </span>pip<span class="_ _b"></span>elining<span class="_ _f"> </span><span class="ff4">is<span class="_ _f"> </span>a<span class="_ _f"> </span>technique<span class="_ _c"> </span>for<span class="_ _c"> </span>implementing<span class="_ _f"> </span>ILP<span class="_ _f"> </span>within<span class="_ _c"> </span>a<span class="_ _f"> </span>single<span class="_ _f"> </span>p<span class="_ _3"></span>ro<span class="_ _b"></span>cesso<span class="_ _3"></span>r</span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">28/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf21" class="pf w0 h0" data-page-no="21"><div class="pc pc21 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Instruction-Level<span class="_ _9"> </span>P<span class="_ _3"></span>a<span class="_ _3"></span>rallelism<span class="_ _9"> </span>(ILP)<span class="_ _33"> </span>2/3</div><div class="t m0 x41 h6 yc8 ff1 fs4 fc0 sc0 ls0 ws0">Microa<span class="_ _3"></span>rchitecture</div><div class="t m0 x34 h6 yc9 ff1 fs4 fc0 sc0 ls0 ws0">Pip<span class="_ _b"></span>eline</div><div class="t m0 x42 h6 yca ff1 fs4 fc0 sc0 ls0 ws0">stages</div><div class="t m0 x41 h6 ycb ff14 fs4 fc0 sc0 ls0 ws0">Core<span class="_ _34"> </span><span class="ff4">14</span></div><div class="t m0 x41 h6 ycc ff14 fs4 fc0 sc0 ls0 ws0">Bonnell<span class="_ _35"> </span><span class="ff4">16</span></div><div class="t m0 x41 h6 ycd ff14 fs4 fc0 sc0 ls0 ws0">Sandy<span class="_ _d"> </span>Bridge<span class="_ _36"> </span><span class="ff4">14</span></div><div class="t m0 x41 h6 yce ff14 fs4 fc0 sc0 ls0 ws0">Silvermont<span class="_ _37"> </span><span class="ff4">14<span class="_ _c"> </span>to<span class="_ _c"> </span>17</span></div><div class="t m0 x41 h6 ycf ff14 fs4 fc0 sc0 ls0 ws0">Haswell<span class="_ _35"> </span><span class="ff4">14</span></div><div class="t m0 x41 h6 yd0 ff14 fs4 fc0 sc0 ls0 ws0">Skylake<span class="_ _35"> </span><span class="ff4">14</span></div><div class="t m0 x41 h6 yd1 ff14 fs4 fc0 sc0 ls0 ws0">Kabylake<span class="_ _38"> </span><span class="ff4">14</span></div><div class="t m0 x1 hb yd2 ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span>pipeline<span class="_ _f"> </span>efficiency<span class="_ _f"> </span>is<span class="_ _c"> </span>affected<span class="_ _f"> </span>by</div><div class="t m0 xb hb yd3 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff1">Instruction<span class="_ _7"> </span>stalls<span class="ff4">,<span class="_ _f"> </span>e.g.<span class="_ _10"> </span>cache<span class="_ _f"> </span>miss,<span class="_ _c"> </span>an<span class="_ _f"> </span>execution<span class="_ _f"> </span>unit<span class="_ _c"> </span>not<span class="_ _f"> </span>available,<span class="_ _f"> </span>etc.</span></span></div><div class="t m0 xb hb yd4 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff1">Bad<span class="_ _7"> </span>sp<span class="_ _b"></span>eculation<span class="ff4">,<span class="_ _c"> </span>branch<span class="_ _c"> </span>misprediction</span></span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">29/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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||
<div id="pf22" class="pf w0 h0" data-page-no="22"><div class="pc pc22 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Instruction-Level<span class="_ _9"> </span>P<span class="_ _3"></span>a<span class="_ _3"></span>rallelism<span class="_ _9"> </span>(ILP)<span class="_ _33"> </span>3/3</div><div class="t m0 x22 hc yd5 ffd fs7 fc6 sc0 ls0 ws0">for<span class="_ _10"> </span><span class="ff8 fc0">(</span><span class="fc7">int<span class="_ _10"> </span><span class="ff8 fc0">i<span class="_ _10"> </span><span class="fc8">=<span class="_ _10"> </span>0</span>;<span class="_ _10"> </span>i<span class="_ _10"> </span><span class="fc8"><<span class="_ _10"> </span></span>N;<span class="_ _10"> </span>i<span class="fc8">++</span>)<span class="_ _10"> </span><span class="ff16 fc9">//<span class="_ _10"> </span>with<span class="_ _10"> </span>no<span class="_ _10"> </span>optimizations,<span class="_ _10"> </span>the<span class="_ _10"> </span>loop</span></span></span></div><div class="t m0 x6 hc yd6 ff8 fs7 fc0 sc0 ls0 ws0">C[i]<span class="_ _10"> </span><span class="fc8">=<span class="_ _10"> </span></span>A[i]<span class="_ _10"> </span><span class="fc8">*<span class="_ _10"> </span></span>B[i];<span class="_ _39"> </span><span class="ff16 fc9">//<span class="_ _10"> </span>is<span class="_ _10"> </span>executed<span class="_ _10"> </span>in<span class="_ _10"> </span>sequence</span></div><div class="t m0 x1 hb yd7 ff4 fs6 fc0 sc0 ls0 ws0">can<span class="_ _f"> </span>be<span class="_ _f"> </span>rewritten<span class="_ _f"> </span>as:</div><div class="t m0 x22 hc yd8 ffd fs7 fc6 sc0 ls0 ws0">for<span class="_ _10"> </span><span class="ff8 fc0">(</span><span class="fc7">int<span class="_ _10"> </span><span class="ff8 fc0">i<span class="_ _10"> </span><span class="fc8">=<span class="_ _10"> </span>0</span>;<span class="_ _10"> </span>i<span class="_ _10"> </span><span class="fc8"><<span class="_ _10"> </span></span>N;<span class="_ _10"> </span>i<span class="_ _10"> </span><span class="fc8">+=<span class="_ _10"> </span>4</span>)<span class="_ _10"> </span>{<span class="_ _39"> </span><span class="ff16 fc9">//<span class="_ _10"> </span>four<span class="_ _10"> </span>independent<span class="_ _10"> </span>multiplications</span></span></span></div><div class="t m0 x6 hc yd9 ff8 fs7 fc0 sc0 ls0 ws0">C[i]<span class="_ _39"> </span><span class="fc8">=<span class="_ _10"> </span></span>A[i]<span class="_ _39"> </span><span class="fc8">*<span class="_ _10"> </span></span>B[i];<span class="_ _3a"> </span><span class="ff16 fc9">//<span class="_ _10"> </span>per<span class="_ _10"> </span>iteration</span></div><div class="t m0 x6 hc yda ff8 fs7 fc0 sc0 ls0 ws0">C[i<span class="_ _10"> </span><span class="fc8">+<span class="_ _10"> </span>1</span>]<span class="_ _10"> </span><span class="fc8">=<span class="_ _10"> </span></span>A[i<span class="_ _10"> </span><span class="fc8">+<span class="_ _10"> </span>1</span>]<span class="_ _10"> </span><span class="fc8">*<span class="_ _10"> </span></span>B[i<span class="_ _10"> </span><span class="fc8">+<span class="_ _10"> </span>1</span>];<span class="_ _3b"> </span><span class="ff16 fc9">//<span class="_ _10"> </span>A,<span class="_ _10"> </span>B,<span class="_ _10"> </span>C<span class="_ _10"> </span>are<span class="_ _10"> </span>not<span class="_ _10"> </span>alias</span></div><div class="t m0 x6 hc ydb ff8 fs7 fc0 sc0 ls0 ws0">C[i<span class="_ _10"> </span><span class="fc8">+<span class="_ _10"> </span>2</span>]<span class="_ _10"> </span><span class="fc8">=<span class="_ _10"> </span></span>A[i<span class="_ _10"> </span><span class="fc8">+<span class="_ _10"> </span>2</span>]<span class="_ _10"> </span><span class="fc8">*<span class="_ _10"> </span></span>B[i<span class="_ _10"> </span><span class="fc8">+<span class="_ _10"> </span>2</span>];</div><div class="t m0 x6 hc ydc ff8 fs7 fc0 sc0 ls0 ws0">C[i<span class="_ _10"> </span><span class="fc8">+<span class="_ _10"> </span>3</span>]<span class="_ _10"> </span><span class="fc8">=<span class="_ _10"> </span></span>A[i<span class="_ _10"> </span><span class="fc8">+<span class="_ _10"> </span>3</span>]<span class="_ _10"> </span><span class="fc8">*<span class="_ _10"> </span></span>B[i<span class="_ _10"> </span><span class="fc8">+<span class="_ _10"> </span>3</span>];</div><div class="t m0 x22 hc ydd ff8 fs7 fc0 sc0 ls0 ws0">}</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">30/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
|
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<div id="pf23" class="pf w0 h0" data-page-no="23"><div class="pc pc23 w0 h0"><img class="bi x0 y0 w1 h1" alt="" 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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">ILP<span class="_ _9"> </span>and<span class="_ _9"> </span>Little’s<span class="_ _9"> </span>La<span class="_ _3"></span>w</div><div class="t m0 x1 hb y23 ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span><span class="ff1">Little’s<span class="_ _f"> </span>Law<span class="_ _c"> </span></span>expresses<span class="_ _c"> </span>the<span class="_ _f"> </span>relation<span class="_ _f"> </span>betw<span class="_ _3"></span>een<span class="_ _f"> </span><span class="ff6">latency<span class="_ _10"> </span></span>and<span class="_ _f"> </span><span class="ff6">throughput</span>.<span class="_ _10"> </span>The</div><div class="t m0 x1 hb y24 ff6 fs6 fc0 sc0 ls0 ws0">throughput<span class="_ _9"> </span><span class="ff4">of<span class="_ _f"> </span>a<span class="_ _f"> </span>system<span class="_ _c"> </span><span class="ff17">λ<span class="_ _f"> </span></span>is<span class="_ _f"> </span>equal<span class="_ _c"> </span>to<span class="_ _f"> </span>the<span class="_ _f"> </span>number<span class="_ _f"> </span>of<span class="_ _f"> </span>elements<span class="_ _f"> </span>in<span class="_ _c"> </span>the<span class="_ _f"> </span>system<span class="_ _f"> </span>divided<span class="_ _c"> </span>by</span></div><div class="t m0 x1 hb y25 ff4 fs6 fc0 sc0 ls0 ws0">the<span class="_ _f"> </span>average<span class="_ _c"> </span>time<span class="_ _f"> </span>sp<span class="_ _b"></span>ent<span class="_ _c"> </span>(<span class="ff6">latency<span class="_ _18"></span></span>)<span class="_ _f"> </span><span class="ff7">W<span class="_ _d"> </span></span>for<span class="_ _c"> </span>each<span class="_ _f"> </span>element<span class="_ _f"> </span>in<span class="_ _c"> </span>the<span class="_ _f"> </span>system:</div><div class="t m0 x43 h8 yde ff3 fs2 fc0 sc0 ls0 ws0">L<span class="_ _f"> </span><span class="ff11">=<span class="_ _7"> </span><span class="ff18">λ</span></span>W<span class="_ _3c"> </span><span class="ffe">→<span class="_ _25"> </span><span class="ff18">λ<span class="_ _f"> </span><span class="ff11">=</span></span></span></div><div class="t m0 x12 h12 ydf ff3 fs2 fc0 sc0 ls0 ws0">L</div><div class="t m0 x1f h12 ye0 ff3 fs2 fc0 sc0 ls0 ws0">W</div><div class="t m0 xb hb ye1 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff7">L<span class="ff4">:<span class="_ _10"> </span>average<span class="_ _f"> </span>numb<span class="_ _b"></span>er<span class="_ _c"> </span>of<span class="_ _f"> </span>customers<span class="_ _f"> </span>in<span class="_ _c"> </span>a<span class="_ _f"> </span>store</span></span></div><div class="t m0 xb hb ye2 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff17">λ<span class="ff4">:<span class="_ _10"> </span>arrival<span class="_ _c"> </span>rate<span class="_ _f"> </span>(<span class="ff6">throughput<span class="_ _0"></span></span>)</span></span></div><div class="t m0 xb hb ye3 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff7">W<span class="_ _3d"> </span><span class="ff4">:<span class="_ _10"> </span>average<span class="_ _f"> </span>time<span class="_ _f"> </span>spent<span class="_ _f"> </span>(<span class="ff6">latency<span class="_ _18"></span></span>)</span></span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">31/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf24" class="pf w0 h0" data-page-no="24"><div class="pc pc24 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Data-Level<span class="_ _9"> </span>P<span class="_ _3"></span>a<span class="_ _3"></span>rallelism<span class="_ _9"> </span>(DLP)</div><div class="t m0 x1 hb y23 ff1 fs6 fc0 sc0 ls0 ws0">Data-Level<span class="_ _f"> </span>Pa<span class="_ _3"></span>rallelism<span class="_ _7"> </span>(DLP)<span class="_ _f"> </span><span class="ff4">refers<span class="_ _c"> </span>to<span class="_ _f"> </span>the<span class="_ _f"> </span>execution<span class="_ _c"> </span>of<span class="_ _f"> </span>the<span class="_ _f"> </span>same<span class="_ _f"> </span>operation<span class="_ _f"> </span>on</span></div><div class="t m0 x1 hb y24 ff4 fs6 fc0 sc0 ls0 ws0">multiple<span class="_ _f"> </span>data<span class="_ _c"> </span>in<span class="_ _f"> </span>pa<span class="_ _3"></span>rallel</div><div class="t m0 x1 hb ye4 ff6 fs6 fc0 sc0 ls0 ws0">V<span class="_ _3"></span>ector<span class="_ _c"> </span>processors<span class="_ _9"> </span><span class="ff4">o<span class="_ _3"></span>r<span class="_ _f"> </span><span class="ff6">a<span class="_ _3"></span>rray<span class="_ _c"> </span>processors<span class="_ _9"> </span><span class="ff4">p<span class="_ _3"></span>rovide<span class="_ _f"> </span>SIMD<span class="_ _f"> </span>(<span class="ff6">Single<span class="_ _c"> </span>Instruction-Multiple<span class="_ _f"> </span>Data<span class="_ _b"></span></span>)</span></span></span></div><div class="t m0 x1 hb ye5 ff4 fs6 fc0 sc0 ls0 ws0">o<span class="_ _3"></span>r<span class="_ _f"> </span>vector<span class="_ _c"> </span>instructions<span class="_ _f"> </span>fo<span class="_ _3"></span>r<span class="_ _f"> </span>exploiting<span class="_ _f"> </span>data-level<span class="_ _c"> </span>parallelism</div><div class="t m0 x1 hb ye6 ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span>popular<span class="_ _c"> </span>vector<span class="_ _c"> </span>instruction<span class="_ _f"> </span>sets<span class="_ _f"> </span>a<span class="_ _3"></span>re:</div><div class="t m0 x44 h6 ye7 ffd fs4 fc0 sc0 ls0 ws0">MMX<span class="_ _6"> </span><span class="ff6">MultiMedia<span class="_ _c"> </span>eXtension<span class="ff4">.<span class="_ _9"> </span>80-bit<span class="_ _c"> </span>width<span class="_ _c"> </span>(Intel,<span class="_ _c"> </span>AMD)</span></span></div><div class="t m0 x44 h6 ye8 ffd fs4 fc0 sc0 ls0 ws0">SSE<span class="_ _6"> </span><span class="ff4">(SSE2,<span class="_ _c"> </span>SSE3,<span class="_ _c"> </span>SSE4)<span class="_ _c"> </span><span class="ff6">Streaming<span class="_ _c"> </span>SIMD<span class="_ _c"> </span>Extensions</span>.<span class="_ _9"> </span>128-bit<span class="_ _c"> </span>width<span class="_ _c"> </span>(Intel,<span class="_ _c"> </span>AMD)</span></div><div class="t m0 x44 h6 ye9 ffd fs4 fc0 sc0 ls0 ws0">AVX<span class="_ _6"> </span><span class="ff4">(A<span class="_ _8"></span>VX,<span class="_ _c"> </span>A<span class="_ _8"></span>VX2,<span class="_ _c"> </span>A<span class="_ _5"></span>VX-512)<span class="_ _c"> </span><span class="ff6">Advanced<span class="_ _c"> </span>V<span class="_ _3"></span>ector<span class="_ _c"> </span>Extensions<span class="ff4">.<span class="_ _7"> </span>512-bit<span class="_ _c"> </span>width<span class="_ _c"> </span>(Intel,<span class="_ _c"> </span>AMD)</span></span></span></div><div class="t m0 x45 h6 yea ffd fs4 fc0 sc0 ls0 ws0">NEON<span class="_ _6"> </span><span class="ff6">Media<span class="_ _c"> </span>Pro<span class="_ _b"></span>cessing<span class="_ _c"> </span>Engine<span class="ff4">.<span class="_ _7"> </span>128-bit<span class="_ _c"> </span>width<span class="_ _c"> </span>(ARM)</span></span></div><div class="t m0 x44 h6 yeb ffd fs4 fc0 sc0 ls0 ws0">SVE<span class="_ _6"> </span><span class="ff4">(SVE,<span class="_ _c"> </span>SVE2)<span class="_ _c"> </span><span class="ff6">Scalable<span class="_ _c"> </span>V<span class="_ _3"></span>ector<span class="_ _c"> </span>Extension<span class="ff4">.<span class="_ _7"> </span>128-2048<span class="_ _c"> </span>bit<span class="_ _c"> </span>width<span class="_ _c"> </span>(ARM)</span></span></span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">32/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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||
<div id="pf25" class="pf w0 h0" data-page-no="25"><div class="pc pc25 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Thread-Level<span class="_ _9"> </span>P<span class="_ _3"></span>a<span class="_ _3"></span>rallelism<span class="_ _9"> </span>(TLP)</div><div class="t m0 x1 hb yec ff4 fs6 fc0 sc0 ls0 ws0">A<span class="_ _f"> </span><span class="ff1">thread<span class="_ _c"> </span></span>is<span class="_ _f"> </span>a<span class="_ _f"> </span>single<span class="_ _c"> </span>sequential<span class="_ _f"> </span>execution<span class="_ _f"> </span>flo<span class="_ _3"></span>w<span class="_ _f"> </span>within<span class="_ _f"> </span>a<span class="_ _c"> </span>program<span class="_ _c"> </span>with<span class="_ _f"> </span>its<span class="_ _f"> </span>state</div><div class="t m0 x1 hb yed ff4 fs6 fc0 sc0 ls0 ws0">(instructions,<span class="_ _f"> </span>data,<span class="_ _c"> </span>PC,<span class="_ _f"> </span>register<span class="_ _f"> </span>state,<span class="_ _c"> </span>and<span class="_ _f"> </span>so<span class="_ _f"> </span>on)</div><div class="t m0 x1 hb yee ff1 fs6 fc0 sc0 ls0 ws0">Thread-level<span class="_ _f"> </span>parallelism<span class="_ _f"> </span>(TLP)<span class="_ _f"> </span><span class="ff4">refers<span class="_ _f"> </span>to<span class="_ _c"> </span>the<span class="_ _f"> </span>execution<span class="_ _f"> </span>of<span class="_ _c"> </span>separate<span class="_ _c"> </span>computation</span></div><div class="t m0 x1 hb yef ff6 fs6 fc0 sc0 ls0 ws0">“thread”<span class="_ _9"> </span><span class="ff4">on<span class="_ _f"> </span>different<span class="_ _f"> </span>p<span class="_ _3"></span>ro<span class="_ _b"></span>cessing<span class="_ _c"> </span>units<span class="_ _f"> </span>(e.g.<span class="_ _10"> </span>CPU<span class="_ _f"> </span>cores)</span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">33/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
|
||
<div id="pf26" class="pf w0 h0" data-page-no="26"><div class="pc pc26 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Single<span class="_ _9"> </span>Instruction<span class="_ _9"> </span>Multiple<span class="_ _9"> </span>Threads<span class="_ _9"> </span>(SIMT)</div><div class="t m0 x1 hb yf0 ff4 fs6 fc0 sc0 ls0 ws0">An<span class="_ _f"> </span>alternative<span class="_ _c"> </span>approach<span class="_ _c"> </span>to<span class="_ _f"> </span>the<span class="_ _f"> </span>classical<span class="_ _c"> </span>data-level<span class="_ _f"> </span>parallelism<span class="_ _c"> </span>is<span class="_ _f"> </span><span class="ff1">Single<span class="_ _f"> </span>Instruction</span></div><div class="t m0 x1 hb yf1 ff1 fs6 fc0 sc0 ls0 ws0">Multiple<span class="_ _f"> </span>Threads<span class="_ _7"> </span>(SIMT)<span class="ff4">,<span class="_ _f"> </span>where<span class="_ _f"> </span>multiple<span class="_ _c"> </span>threads<span class="_ _f"> </span>execute<span class="_ _f"> </span>the<span class="_ _f"> </span>same<span class="_ _c"> </span>instruction</span></div><div class="t m0 x1 hb yf2 ff4 fs6 fc0 sc0 ls0 ws0">simultaneously<span class="_ _8"></span>,<span class="_ _f"> </span>with<span class="_ _f"> </span>each<span class="_ _c"> </span>thread<span class="_ _f"> </span>op<span class="_ _b"></span>erating<span class="_ _f"> </span>on<span class="_ _c"> </span>different<span class="_ _f"> </span>data.</div><div class="t m0 x1 hb yf3 ff4 fs6 fc0 sc0 ls0 ws0">GPUs<span class="_ _f"> </span>a<span class="_ _3"></span>re<span class="_ _f"> </span>successful<span class="_ _c"> </span>examples<span class="_ _f"> </span>of<span class="_ _f"> </span>SIMT<span class="_ _f"> </span>a<span class="_ _3"></span>rchitectures.</div><div class="t m0 x1 hb yf4 ff1 fs6 fc0 sc0 ls0 ws0">SIMT<span class="_ _f"> </span><span class="ff4">can<span class="_ _c"> </span>b<span class="_ _b"></span>e<span class="_ _f"> </span>thought<span class="_ _c"> </span>of<span class="_ _f"> </span>as<span class="_ _f"> </span>an<span class="_ _c"> </span>evolution<span class="_ _f"> </span>of<span class="_ _f"> </span><span class="ff6">SIMD<span class="_ _7"> </span></span>(Single<span class="_ _f"> </span>Instruction<span class="_ _f"> </span>Multiple<span class="_ _c"> </span>Data).</span></div><div class="t m0 x1 hb yf5 ff6 fs6 fc0 sc0 ls0 ws0">SIMD<span class="_ _7"> </span><span class="ff4">requires<span class="_ _f"> </span>that<span class="_ _f"> </span>all<span class="_ _c"> </span>data<span class="_ _f"> </span>processed<span class="_ _f"> </span>b<span class="_ _3"></span>y<span class="_ _f"> </span>the<span class="_ _f"> </span>instruction<span class="_ _c"> </span>b<span class="_ _b"></span>e<span class="_ _f"> </span>of<span class="_ _c"> </span>the<span class="_ _f"> </span>same<span class="_ _f"> </span>t<span class="_ _3"></span>yp<span class="_ _b"></span>e<span class="_ _f"> </span>and</span></div><div class="t m0 x1 hb yf6 ff4 fs6 fc0 sc0 ls0 ws0">requires<span class="_ _f"> </span>no<span class="_ _c"> </span>dep<span class="_ _b"></span>endencies<span class="_ _f"> </span>o<span class="_ _3"></span>r<span class="_ _f"> </span>inter-thread<span class="_ _c"> </span>communication.<span class="_ _d"> </span>On<span class="_ _f"> </span>the<span class="_ _c"> </span>other<span class="_ _f"> </span>hand,<span class="_ _f"> </span><span class="ff1">SIMT<span class="_ _c"> </span></span>is</div><div class="t m0 x1 hb yf7 ff4 fs6 fc0 sc0 ls0 ws0">mo<span class="_ _3"></span>re<span class="_ _f"> </span>flexible<span class="_ _f"> </span>and<span class="_ _c"> </span>do<span class="_ _b"></span>es<span class="_ _f"> </span>not<span class="_ _c"> </span>have<span class="_ _f"> </span>these<span class="_ _f"> </span>restrictions.<span class="_ _10"> </span>Each<span class="_ _f"> </span>thread<span class="_ _f"> </span>has<span class="_ _c"> </span>access<span class="_ _f"> </span>to<span class="_ _f"> </span>its<span class="_ _c"> </span>own</div><div class="t m0 x1 hb yf8 ff4 fs6 fc0 sc0 ls0 ws0">memo<span class="_ _3"></span>ry<span class="_ _f"> </span>and<span class="_ _f"> </span>can<span class="_ _c"> </span>op<span class="_ _b"></span>erate<span class="_ _f"> </span>indep<span class="_ _b"></span>endently<span class="_ _8"></span>.</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">34/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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||
<div id="pf27" class="pf w0 h0" data-page-no="27"><div class="pc pc27 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">RISC,<span class="_ _9"> </span>CISC<span class="_ _9"> </span>Instruction<span class="_ _9"> </span>Sets</div><div class="t m0 x1 hb yf9 ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span><span class="ff1">Instruction<span class="_ _f"> </span>Set<span class="_ _7"> </span>Architecture<span class="_ _f"> </span></span>(ISA)<span class="_ _c"> </span>is<span class="_ _f"> </span>an<span class="_ _f"> </span>abstract<span class="_ _f"> </span>model<span class="_ _f"> </span>of<span class="_ _f"> </span>the<span class="_ _c"> </span>CPU<span class="_ _f"> </span>to</div><div class="t m0 x1 hb yfa ff4 fs6 fc0 sc0 ls0 ws0">rep<span class="_ _3"></span>resent<span class="_ _f"> </span>its<span class="_ _f"> </span>behavior.<span class="_ _10"> </span>It<span class="_ _f"> </span>consists<span class="_ _c"> </span>of<span class="_ _f"> </span>addressing<span class="_ _f"> </span>mo<span class="_ _b"></span>des,<span class="_ _c"> </span>instructions,<span class="_ _f"> </span>data<span class="_ _f"> </span>t<span class="_ _3"></span>yp<span class="_ _b"></span>es,</div><div class="t m0 x1 hb yfb ff4 fs6 fc0 sc0 ls0 ws0">registers,<span class="_ _f"> </span>memo<span class="_ _3"></span>ry<span class="_ _f"> </span>a<span class="_ _3"></span>rchitecture,<span class="_ _f"> </span>interrupt,<span class="_ _f"> </span>etc.</div><div class="t m0 x1 hb yfc ff4 fs6 fc0 sc0 ls0 ws0">It<span class="_ _f"> </span>does<span class="_ _f"> </span>not<span class="_ _f"> </span>defined<span class="_ _c"> </span>how<span class="_ _c"> </span>an<span class="_ _f"> </span>instruction<span class="_ _f"> </span>is<span class="_ _f"> </span>p<span class="_ _3"></span>ro<span class="_ _b"></span>cessed</div><div class="t m0 x1 hb yfd ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span><span class="ff1">microa<span class="_ _3"></span>rchitecture<span class="_ _f"> </span><span class="ff4">(<span class="ff19">µ</span>a<span class="_ _3"></span>rch)<span class="_ _f"> </span>is<span class="_ _c"> </span>the<span class="_ _f"> </span>implementation<span class="_ _f"> </span>of<span class="_ _f"> </span>an<span class="_ _c"> </span><span class="ff1">ISA<span class="_ _f"> </span></span>which<span class="_ _f"> </span>includes</span></span></div><div class="t m0 x1 hb yfe ff4 fs6 fc0 sc0 ls0 ws0">pip<span class="_ _b"></span>elines,<span class="_ _c"> </span>caches,<span class="_ _f"> </span>etc.</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">35/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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||
<div id="pf28" class="pf w0 h0" data-page-no="28"><div class="pc pc28 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">CISC</div><div class="t m0 x1 hb y23 ff1 fs6 fc0 sc0 ls0 ws0">Complex<span class="_ _f"> </span>Instruction<span class="_ _7"> </span>Set<span class="_ _7"> </span>Computer<span class="_ _7"> </span>(CISC)</div><div class="t m0 xb hb yff ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Complex<span class="_ _f"> </span>instructions<span class="_ _c"> </span>for<span class="_ _c"> </span>sp<span class="_ _b"></span>ecial<span class="_ _f"> </span>tasks<span class="_ _c"> </span>even<span class="_ _f"> </span>if<span class="_ _f"> </span>used<span class="_ _f"> </span>infrequently</span></div><div class="t m0 xb hb y100 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Assembly<span class="_ _f"> </span>instructions<span class="_ _c"> </span>follow<span class="_ _c"> </span>softw<span class="_ _3"></span>are.<span class="_ _9"> </span>Little<span class="_ _f"> </span>compiler<span class="_ _f"> </span>effo<span class="_ _3"></span>rt<span class="_ _f"> </span>fo<span class="_ _3"></span>r<span class="_ _f"> </span>translating</span></div><div class="t m0 x6 hb y101 ff4 fs6 fc0 sc0 ls0 ws0">high-level<span class="_ _f"> </span>language<span class="_ _c"> </span>into<span class="_ _f"> </span>assembly</div><div class="t m0 xb hb y102 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Initially<span class="_ _f"> </span>designed<span class="_ _c"> </span>for<span class="_ _c"> </span>saving<span class="_ _f"> </span>cost<span class="_ _f"> </span>of<span class="_ _c"> </span>computer<span class="_ _f"> </span>memory<span class="_ _c"> </span>and<span class="_ _f"> </span>disk<span class="_ _f"> </span>sto<span class="_ _3"></span>rage<span class="_ _f"> </span>(1960)</span></div><div class="t m0 xb hb y103 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">High<span class="_ _f"> </span>number<span class="_ _f"> </span>of<span class="_ _f"> </span>instructions<span class="_ _f"> </span>with<span class="_ _c"> </span>different<span class="_ _f"> </span>size</span></div><div class="t m0 xb hb y104 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Instructions<span class="_ _f"> </span>require<span class="_ _c"> </span>complex<span class="_ _f"> </span>micro-ops<span class="_ _f"> </span>deco<span class="_ _b"></span>ding<span class="_ _c"> </span>(translation)<span class="_ _f"> </span>fo<span class="_ _3"></span>r<span class="_ _f"> </span>exploiting<span class="_ _f"> </span>ILP</span></div><div class="t m0 xb hb y105 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Multiple<span class="_ _f"> </span>lo<span class="_ _3"></span>w-level<span class="_ _f"> </span>instructions<span class="_ _c"> </span>p<span class="_ _b"></span>er<span class="_ _f"> </span>clo<span class="_ _b"></span>ck<span class="_ _c"> </span>but<span class="_ _f"> </span>with<span class="_ _f"> </span>high<span class="_ _c"> </span>latency</span></div><div class="t m0 x1 hb y106 ff6 fs6 fc0 sc0 ls0 ws0">Ha<span class="_ _3"></span>rdwa<span class="_ _3"></span>re<span class="_ _f"> </span>implications</div><div class="t m0 xb hb y107 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">High<span class="_ _f"> </span>number<span class="_ _f"> </span>of<span class="_ _f"> </span>transisto<span class="_ _3"></span>rs</span></div><div class="t m0 xb hb y108 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Extra<span class="_ _f"> </span>logic<span class="_ _c"> </span>for<span class="_ _c"> </span>deco<span class="_ _b"></span>ding.<span class="_ _10"> </span>Heat<span class="_ _f"> </span>dissipation</span></div><div class="t m0 xb hb y109 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Ha<span class="_ _3"></span>rd<span class="_ _f"> </span>to<span class="_ _f"> </span>scale</span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">36/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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||
<div id="pf29" class="pf w0 h0" data-page-no="29"><div class="pc pc29 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA4wAAAH/CAIAAACTgcSzAAAACXBIWXMAABYlAAAWJQFJUiTwAAAIXklEQVR42u3YsQ2CQBiG4TvDhdIZCJUTGENN4mYu4TgUDMEGVpRec3aswB/zPCN81Zsvj/cpAQBAGNu6XKwAAEA0IhUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQBApAIAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAIFIBAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAgEOutVoBAIA4SimeVAAAwhGpAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAIFIBAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAQKQCACBSAQBApAIAIFIBAECkAgAgUgEAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAACIVBMAACBSAQBApAIAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAIFIBAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAQKQCACBSAQBApAIAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQBApAIAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAIFIBAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBABCpJgAAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAAAgUgEAEKkAACBSAQD4H93+GqwAAOf6zG8jwOH2eOZ87dv+Tam1ZhAAAEL4AYxNFARUWXrHAAAAAElFTkSuQmCC"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">RISC</div><div class="t m0 x1 hb y23 ff1 fs6 fc0 sc0 ls0 ws0">Reduced<span class="_ _f"> </span>Instruction<span class="_ _7"> </span>Set<span class="_ _7"> </span>Computer<span class="_ _7"> </span>(RISC)</div><div class="t m0 xb hb yff ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Simple<span class="_ _f"> </span>instructions</span></div><div class="t m0 xb hb y100 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Small<span class="_ _f"> </span>number<span class="_ _f"> </span>of<span class="_ _f"> </span>instructions<span class="_ _f"> </span>with<span class="_ _c"> </span>fixed<span class="_ _f"> </span>size</span></div><div class="t m0 xb hb y101 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">1<span class="_ _f"> </span>clock<span class="_ _f"> </span>p<span class="_ _b"></span>er<span class="_ _c"> </span>instruction</span></div><div class="t m0 xb hb y102 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Assembly<span class="_ _f"> </span>instructions<span class="_ _c"> </span>do<span class="_ _b"></span>es<span class="_ _f"> </span>not<span class="_ _c"> </span>follow<span class="_ _c"> </span>softw<span class="_ _3"></span>are</span></div><div class="t m0 xb hb y103 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">No<span class="_ _f"> </span>instruction<span class="_ _c"> </span>deco<span class="_ _b"></span>ding</span></div><div class="t m0 x1 hb y10a ff6 fs6 fc0 sc0 ls0 ws0">Ha<span class="_ _3"></span>rdwa<span class="_ _3"></span>re<span class="_ _f"> </span>implications</div><div class="t m0 xb hb y10b ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">High<span class="_ _f"> </span>ILP<span class="_ _8"></span>,<span class="_ _f"> </span>easy<span class="_ _f"> </span>to<span class="_ _c"> </span>schedule</span></div><div class="t m0 xb hb y10c ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Small<span class="_ _f"> </span>number<span class="_ _f"> </span>of<span class="_ _f"> </span>transisto<span class="_ _3"></span>rs</span></div><div class="t m0 xb hb y107 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Little<span class="_ _f"> </span>pow<span class="_ _3"></span>er<span class="_ _f"> </span>consumption</span></div><div class="t m0 xb hb y108 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">Easy<span class="_ _f"> </span>to<span class="_ _c"> </span>scale</span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">37/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
|
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<div id="pf2a" class="pf w0 h0" data-page-no="2a"><div class="pc pc2a w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Instruction<span class="_ _9"> </span>Set<span class="_ _9"> </span>Compa<span class="_ _3"></span>rison</div><div class="t m0 x1 hb y10d ff1 fs6 fc0 sc0 ls0 ws0">x86<span class="_ _f"> </span><span class="ff4">Instruction<span class="_ _c"> </span>set</span></div><div class="t m0 x22 hc y10e ff8 fs7 fc4 sc0 ls0 ws0">MOV<span class="_ _10"> </span><span class="fca">AX<span class="fc0">,<span class="_ _10"> </span><span class="fc8">15<span class="ff16 fc9">;<span class="_ _10"> </span>AH<span class="_ _10"> </span>=<span class="_ _10"> </span>00,<span class="_ _10"> </span>AL<span class="_ _10"> </span>=<span class="_ _10"> </span>0Fh</span></span></span></span></div><div class="t m0 x22 hc y10f ff8 fs7 fc4 sc0 ls0 ws0">AAA<span class="ff16 fc9">;<span class="_ _10"> </span>AH<span class="_ _10"> </span>=<span class="_ _10"> </span>01,<span class="_ _10"> </span>AL<span class="_ _10"> </span>=<span class="_ _10"> </span>05</span></div><div class="t m0 x22 hc y110 ff8 fs7 fc4 sc0 ls0 ws0">RET</div><div class="t m0 x46 hb y10d ff1 fs6 fc0 sc0 ls0 ws0">ARM<span class="_ _f"> </span><span class="ff4">Instruction<span class="_ _c"> </span>set</span></div><div class="t m0 x17 hc y10e ff8 fs7 fc4 sc0 ls0 ws0">MOV<span class="_ _10"> </span><span class="fca">R3<span class="fc0">,<span class="_ _10"> </span><span class="ff16 fc9">#<span class="_ _10"> </span>10</span></span></span></div><div class="t m0 x17 hc y10f ff8 fs7 fc4 sc0 ls0 ws0">AND<span class="_ _10"> </span><span class="fca">R2<span class="fc0">,<span class="_ _10"> </span></span>R0<span class="fc0">,<span class="_ _10"> </span><span class="ff16 fc9">#<span class="_ _10"> </span>0xF</span></span></span></div><div class="t m0 x17 hc y110 ff8 fs7 fc4 sc0 ls0 ws0">CMP<span class="_ _10"> </span><span class="fca">R2<span class="fc0">,<span class="_ _10"> </span></span>R3</span></div><div class="t m0 x17 hc y111 ff8 fs7 fc4 sc0 ls0 ws0">IT<span class="_ _10"> </span><span class="fca">LT</span></div><div class="t m0 x17 hc y112 ff8 fs7 fc4 sc0 ls0 ws0">BLT<span class="_ _10"> </span><span class="fca">elsebranch</span></div><div class="t m0 x17 hc y113 ff8 fs7 fc4 sc0 ls0 ws0">ADD<span class="_ _10"> </span><span class="fca">R2.<span class="_ _10"> </span><span class="ff16 fc9">#<span class="_ _10"> </span>6</span></span></div><div class="t m0 x17 hc y114 ff8 fs7 fc4 sc0 ls0 ws0">ADD<span class="_ _10"> </span><span class="fca">R1.<span class="_ _10"> </span><span class="fc8">#1</span></span></div><div class="t m0 x17 hc y115 ff8 fs7 fcb sc0 ls0 ws0">elsebranch:</div><div class="t m0 x17 hc y116 ff8 fs7 fc4 sc0 ls0 ws0">END</div><div class="t m0 xb hc y117 ff8 fs7 fc3 sc0 ls0 ws0">ARM<span class="_ _10"> </span>vs<span class="_ _10"> </span>x86:<span class="_ _3b"> </span>What’s<span class="_ _10"> </span>the<span class="_ _10"> </span>difference<span class="_ _10"> </span>between<span class="_ _10"> </span>the<span class="_ _10"> </span>two<span class="_ _10"> </span>processor<span class="_ _10"> </span>architectures?</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">38/52</div><a class="l" href="https://prog.world/arm-vs-x86-whats-the-difference-between-the-two-processor-architectures/"><div class="d m1" style="border-style:none;position:absolute;left:52.083000px;bottom:4.549500px;width:355.043000px;height:13.444000px;background-color:rgba(255,255,255,0.000001);"></div></a></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf2b" class="pf w0 h0" data-page-no="2b"><div class="pc pc2b w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA4wAAAH/CAIAAACTgcSzAAAACXBIWXMAABYlAAAWJQFJUiTwAAAIXklEQVR42u3YsQ2CQBiG4TvDhdIZDJUTGENtwmYs4TgUDOEGVpRec3TM8EeeZ4SvevPl4TEmAAAI47MuFysAABCNSAUAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEA4JBrrVYAACCOUoonFQCAcEQqAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQBApAIAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAIFIBAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAAAi1QQAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAQKQCACBSAQBApAIAIFIBAECkAgAgUgEAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQBApAIAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAIFIBAECkAgAgUgEAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAQKQCACBSAQBApAIAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAAESqCQAAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQBApAIAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAIFIBAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAACIVAAARCoAAIhUAAD+R7fNNysAwEl8X28jEN/9OeV87dv2S6m1ZhAAAELYAc+SFATnbBSXAAAAAElFTkSuQmCC"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">CISC<span class="_ _9"> </span>vs.<span class="_ _15"> </span>RISC</div><div class="t m0 xb hb y118 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff1">Ha<span class="_ _3"></span>rdwa<span class="_ _3"></span>re<span class="_ _f"> </span>mark<span class="_ _3"></span>et<span class="ff4">:</span></span></div><div class="t m0 x28 hb y119 ff4 fs6 fc0 sc0 ls0 ws0">-<span class="_ _6"> </span><span class="ff6">RISC<span class="_ _10"> </span></span>(ARM,<span class="_ _c"> </span>IBM):<span class="_ _c"> </span>Qualcomm<span class="_ _f"> </span>Snapdragon,<span class="_ _f"> </span>Amazon<span class="_ _c"> </span>Graviton,<span class="_ _c"> </span>Nvidia<span class="_ _c"> </span>Grace,</div><div class="t m0 x47 hb y11a ff4 fs6 fc0 sc0 ls0 ws0">Nintendo<span class="_ _f"> </span>Switch,<span class="_ _c"> </span>Fujitsu<span class="_ _c"> </span>Fukaku,<span class="_ _c"> </span>Apple<span class="_ _f"> </span>M1,<span class="_ _f"> </span>Apple<span class="_ _c"> </span>Iphone/Ip<span class="_ _b"></span>o<span class="_ _b"></span>d/Mac,<span class="_ _c"> </span>T<span class="_ _1c"></span>esla</div><div class="t m0 x47 hb y11b ff4 fs6 fc0 sc0 ls0 ws0">F<span class="_ _3"></span>ull<span class="_ _f"> </span>Self-Driving<span class="_ _f"> </span>Chip,<span class="_ _c"> </span>Po<span class="_ _3"></span>werPC</div><div class="t m0 x28 hb y11c ff4 fs6 fc0 sc0 ls0 ws0">-<span class="_ _6"> </span><span class="ff6">CISC<span class="_ _10"> </span></span>(Intel,<span class="_ _f"> </span>AMD):<span class="_ _f"> </span>all<span class="_ _c"> </span>x86-64<span class="_ _f"> </span>processors</div><div class="t m0 xb hb y11d ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff1">Soft<span class="_ _3"></span>wa<span class="_ _3"></span>re<span class="_ _f"> </span>mark<span class="_ _3"></span>et<span class="ff4">:</span></span></div><div class="t m0 x28 hb y11e ff4 fs6 fc0 sc0 ls0 ws0">-<span class="_ _6"> </span><span class="ff6">RISC<span class="_ _18"></span></span>:<span class="_ _f"> </span>Android,<span class="_ _c"> </span>Linux,<span class="_ _f"> </span>Apple<span class="_ _f"> </span>OS,<span class="_ _c"> </span>Windows</div><div class="t m0 x28 hb y11f ff4 fs6 fc0 sc0 ls0 ws0">-<span class="_ _6"> </span><span class="ff6">CISC<span class="_ _18"></span></span>:<span class="_ _f"> </span>Windo<span class="_ _3"></span>ws,<span class="_ _f"> </span>Linux</div><div class="t m0 xb hb y120 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff1">P<span class="_ _3"></span>ow<span class="_ _3"></span>er<span class="_ _f"> </span>consumption<span class="ff4">:</span></span></div><div class="t m0 x28 hb y121 ff4 fs6 fc0 sc0 ls0 ws0">-<span class="_ _6"> </span><span class="ff6">CISC<span class="_ _18"></span></span>:<span class="_ _f"> </span>Intel<span class="_ _c"> </span>i5<span class="_ _f"> </span>10th<span class="_ _f"> </span>Generation:<span class="_ _10"> </span>64W</div><div class="t m0 x28 hb y122 ff4 fs6 fc0 sc0 ls0 ws0">-<span class="_ _6"> </span><span class="ff6">RISC<span class="_ _18"></span></span>:<span class="_ _f"> </span>Arm-based<span class="_ _c"> </span>smartphone<span class="_ _c"> </span><span class="ff19"><<span class="_ _f"> </span></span>5W</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">39/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf2c" class="pf w0 h0" data-page-no="2c"><div class="pc pc2c w0 h0"><img class="bi x0 y0 w1 h1" alt="" 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class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">ARM<span class="_ _9"> </span>Quote</div><div class="t m0 x48 h5 y123 ff3 fs3 fc0 sc0 ls0 ws0">“Incidentally<span class="_ _8"></span>,<span class="_ _f"> </span>the<span class="_ _7"> </span>first<span class="_ _f"> </span>ARM1<span class="_ _7"> </span>chips<span class="_ _f"> </span>required<span class="_ _7"> </span>so<span class="_ _f"> </span>little<span class="_ _f"> </span>p<span class="_ _b"></span>ow<span class="_ _3"></span>er,<span class="_ _f"> </span>when<span class="_ _f"> </span>the</div><div class="t m0 x6 h5 y124 ff3 fs3 fc0 sc0 ls0 ws0">first<span class="_ _10"> </span>one<span class="_ _10"> </span>from<span class="_ _10"> </span>the<span class="_ _10"> </span>facto<span class="_ _3"></span>ry<span class="_ _10"> </span>was<span class="_ _9"> </span>plugged<span class="_ _10"> </span>into<span class="_ _10"> </span>the<span class="_ _10"> </span>development<span class="_ _10"> </span>system<span class="_ _10"> </span>to</div><div class="t m0 x6 h5 y125 ff3 fs3 fc0 sc0 ls0 ws0">test<span class="_ _f"> </span>it,<span class="_ _7"> </span>the<span class="_ _7"> </span>microp<span class="_ _3"></span>ro<span class="_ _b"></span>cesso<span class="_ _3"></span>r<span class="_ _7"> </span>immediately<span class="_ _f"> </span>sprung<span class="_ _f"> </span>to<span class="_ _7"> </span>life<span class="_ _f"> </span>by<span class="_ _f"> </span>dra<span class="_ _3"></span>wing<span class="_ _7"> </span>current</div><div class="t m0 x6 h5 y126 ff3 fs3 fc0 sc0 ls0 ws0">from<span class="_ _10"> </span>the<span class="_ _d"> </span>IO<span class="_ _d"> </span>interface<span class="_ _10"> </span>–<span class="_ _d"> </span>b<span class="_ _b"></span>efo<span class="_ _3"></span>re<span class="_ _10"> </span>its<span class="_ _d"> </span>o<span class="_ _3"></span>wn<span class="_ _d"> </span>p<span class="_ _b"></span>o<span class="_ _3"></span>w<span class="_ _3"></span>er<span class="_ _d"> </span>supply<span class="_ _d"> </span>could<span class="_ _10"> </span>b<span class="_ _b"></span>e<span class="_ _10"> </span>properly</div><div class="t m0 x6 h5 y127 ff3 fs3 fc0 sc0 ls0 ws0">connected.<span class="_ _5"></span>”</div><div class="t m0 xb hc y128 ff8 fs7 fc3 sc0 ls0 ws0">Happy<span class="_ _10"> </span>birthday,<span class="_ _10"> </span>ARM1.<span class="_ _3b"> </span>It<span class="_ _10"> </span>is<span class="_ _10"> </span>35<span class="_ _10"> </span>years<span class="_ _10"> </span>since<span class="_ _10"> </span>Britain’s<span class="_ _10"> </span>Acorn<span class="_ _10"> </span>RISC<span class="_ _10"> </span>Machine<span class="_ _10"> </span>chip</div><div class="t m0 x1 hc y129 ff8 fs7 fc3 sc0 ls0 ws0">sipped<span class="_ _10"> </span>power<span class="_ _10"> </span>for<span class="_ _10"> </span>the<span class="_ _10"> </span>first<span class="_ _10"> </span>time</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">40/52</div><a class="l" href="https://www.theregister.com/2020/04/27/arm_35_year_anniversary/"><div class="d m1" style="border-style:none;position:absolute;left:52.083000px;bottom:27.844500px;width:391.471000px;height:11.657000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="https://www.theregister.com/2020/04/27/arm_35_year_anniversary/"><div class="d m1" style="border-style:none;position:absolute;left:41.025000px;bottom:6.258000px;width:147.920000px;height:11.154000px;background-color:rgba(255,255,255,0.000001);"></div></a></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">The<span class="_ _9"> </span>V<span class="_ _3"></span>on<span class="_ _9"> </span>Neumann<span class="_ _9"> </span>Bottleneck</div><div class="t m0 x49 h8 y12a ff1 fs2 fcc sc0 ls0 ws0">A<span class="_ _3"></span>ccess<span class="_ _d"> </span>to<span class="_ _6"> </span>memo<span class="_ _3"></span>ry<span class="_ _d"> </span>dominates<span class="_ _6"> </span>other<span class="_ _d"> </span>costs<span class="_ _6"> </span>in<span class="_ _d"> </span>a<span class="_ _6"> </span>p<span class="_ _3"></span>ro<span class="_ _b"></span>cesso<span class="_ _3"></span>r</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">41/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
|
||
<div id="pf2f" class="pf w0 h0" data-page-no="2f"><div class="pc pc2f w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">The<span class="_ _9"> </span>V<span class="_ _3"></span>on<span class="_ _9"> </span>Neumann<span class="_ _9"> </span>Bottleneck</div><div class="t m0 x1 h7 y12b ff11 fs3 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span>efficiency<span class="_ _7"> </span>of<span class="_ _f"> </span>computer<span class="_ _7"> </span>a<span class="_ _3"></span>rchitectures<span class="_ _7"> </span>is<span class="_ _f"> </span>limited<span class="_ _7"> </span>b<span class="_ _3"></span>y<span class="_ _7"> </span>the<span class="_ _f"> </span><span class="ff1">Memory<span class="_ _7"> </span>Wall</span></div><div class="t m0 x1 h7 y12c ff11 fs3 fc0 sc0 ls0 ws0">p<span class="_ _3"></span>roblem,<span class="_ _7"> </span>namely<span class="_ _f"> </span>the<span class="_ _7"> </span>memo<span class="_ _3"></span>ry<span class="_ _7"> </span>is<span class="_ _f"> </span>the<span class="_ _7"> </span>slo<span class="_ _3"></span>west<span class="_ _f"> </span>pa<span class="_ _3"></span>rt<span class="_ _7"> </span>of<span class="_ _f"> </span>the<span class="_ _7"> </span>system</div><div class="t m0 x1 h7 y12d ff11 fs3 fc0 sc0 ls0 ws0">Moving<span class="_ _f"> </span>data<span class="_ _7"> </span>to<span class="_ _f"> </span>and<span class="_ _7"> </span>from<span class="_ _f"> </span>main<span class="_ _7"> </span>memo<span class="_ _3"></span>ry<span class="_ _7"> </span>consumes<span class="_ _f"> </span>the<span class="_ _7"> </span>vast<span class="_ _f"> </span>majorit<span class="_ _3"></span>y<span class="_ _f"> </span>of<span class="_ _7"> </span><span class="ff3">time<span class="_ _9"> </span></span>and</div><div class="t m0 x1 h7 y12e ff3 fs3 fc0 sc0 ls0 ws0">energy<span class="_ _d"> </span><span class="ff11">of<span class="_ _f"> </span>the<span class="_ _7"> </span>system</span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">42/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
|
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<div id="pf30" class="pf w0 h0" data-page-no="30"><div class="pc pc30 w0 h0"><img class="bi x0 y0 w1 h1" alt="" 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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Memo<span class="_ _3"></span>ry<span class="_ _9"> </span>Hiera<span class="_ _3"></span>rchy<span class="_ _3e"> </span>1/5</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">43/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Memo<span class="_ _3"></span>ry<span class="_ _9"> </span>Hiera<span class="_ _3"></span>rchy<span class="_ _3e"> </span>2/5</div><div class="t m0 x1 hb y23 ff4 fs6 fc0 sc0 ls0 ws0">Mo<span class="_ _b"></span>dern<span class="_ _c"> </span>architectures<span class="_ _c"> </span>rely<span class="_ _f"> </span>on<span class="_ _f"> </span>complex<span class="_ _c"> </span>memory<span class="_ _c"> </span>hierarchy<span class="_ _c"> </span>(prima<span class="_ _3"></span>ry<span class="_ _f"> </span>memo<span class="_ _3"></span>ry<span class="_ _1c"></span>,<span class="_ _f"> </span>caches,</div><div class="t m0 x1 hb y24 ff4 fs6 fc0 sc0 ls0 ws0">registers,<span class="_ _f"> </span>scratchpad<span class="_ _c"> </span>memory<span class="_ _8"></span>,<span class="_ _f"> </span>etc.).<span class="_ _10"> </span>Each<span class="_ _f"> </span>level<span class="_ _c"> </span>has<span class="_ _f"> </span>different<span class="_ _f"> </span>cha<span class="_ _3"></span>racteristics<span class="_ _f"> </span>and</div><div class="t m0 x1 hb y25 ff4 fs6 fc0 sc0 ls0 ws0">constrains<span class="_ _f"> </span>(size,<span class="_ _c"> </span>latency<span class="_ _1c"></span>,<span class="_ _f"> </span>bandwidth,<span class="_ _c"> </span>concurrent<span class="_ _f"> </span>accesses,<span class="_ _f"> </span>etc.)</div><div class="t m0 x4a he y12f ffc fs7 fc0 sc0 ls0 ws0">1<span class="_ _14"> </span>byte<span class="_ _14"> </span>of<span class="_ _c"> </span>RAM<span class="_ _14"> </span>(1946)<span class="_ _3f"> </span>IBM<span class="_ _14"> </span>5MB<span class="_ _c"> </span>ha<span class="_ _3"></span>rd<span class="_ _c"> </span>drive<span class="_ _14"> </span>(1956)</div><div class="t m0 xb hc y130 ff8 fs7 fc3 sc0 ls0 ws0">twitter.com/MIT<span class="_ _c"> </span>CSAIL</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">44/52</div><a class="l" href="https://twitter.com/MIT_CSAIL"><div class="d m1" 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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Memo<span class="_ _3"></span>ry<span class="_ _9"> </span>Hiera<span class="_ _3"></span>rchy<span class="_ _3e"> </span>3/5</div><div class="t m0 x1 h9 y131 ff5 fs5 fc0 sc0 ls0 ws0">Source:</div><div class="t m0 x1 h10 y132 ff15 fs5 fc0 sc0 ls0 ws0">“Accelerating<span class="_ _19"> </span>Linear<span class="_ _14"> </span>Algebra<span class="_ _19"> </span>on<span class="_ _14"> </span>Small<span class="_ _14"> </span>Matrices<span class="_ _14"> </span>from<span class="_ _14"> </span>Batched<span class="_ _14"> </span>BLAS<span class="_ _14"> </span>to<span class="_ _14"> </span>Large<span class="_ _14"> </span>Scale<span class="_ _14"> </span>Solvers”,</div><div class="t m0 x1 h10 y133 ff15 fs5 fc0 sc0 ls0 ws0">ICL,<span class="_ _14"> </span>Universit<span class="_ _3"></span>y<span class="_ _14"> </span>of<span class="_ _14"> </span>T<span class="_ _3"></span>ennessee</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">45/52</div><div class="d m1" style="border-style:none;position:absolute;left:41.025000px;bottom:30.135000px;width:398.843000px;height:9.077000px;background-color:rgba(255,255,255,0.000001);"></div><div class="d m1" style="border-style:none;position:absolute;left:41.025000px;bottom:13.809000px;width:102.550000px;height:9.077000px;background-color:rgba(255,255,255,0.000001);"></div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Memo<span class="_ _3"></span>ry<span class="_ _9"> </span>Hiera<span class="_ _3"></span>rchy<span class="_ _3e"> </span>4/5</div><div class="t m0 x1 hb y23 ff14 fs6 fc0 sc0 ls0 ws0">Intel<span class="_ _15"> </span>Alder<span class="_ _15"> </span>Lake<span class="_ _6"> </span>12th-gen<span class="_ _15"> </span>Core-i9-12900k<span class="_ _15"> </span>(Q1’21)<span class="_ _15"> </span>+<span class="_ _15"> </span>DDR4-3733<span class="_ _f"> </span><span class="ff4">example:</span></div><div class="t m0 x6 h6 y134 ff1 fs4 fc0 sc0 ls0 ws0">Hiera<span class="_ _3"></span>rchy<span class="_ _f"> </span>level<span class="_ _40"> </span>Size<span class="_ _41"> </span>Latency</div><div class="t m0 x2b h6 y135 ff1 fs4 fc0 sc0 ls0 ws0">Latency</div><div class="t m0 x2c h6 y136 ff1 fs4 fc0 sc0 ls0 ws0">Ratio</div><div class="t m0 x4b h6 y134 ff1 fs4 fc0 sc0 ls0 ws0">Bandwidth</div><div class="t m0 x4c h6 y135 ff1 fs4 fc0 sc0 ls0 ws0">Bandwidth</div><div class="t m0 x4d h6 y136 ff1 fs4 fc0 sc0 ls0 ws0">Ratio</div><div class="t m0 x4e h6 y137 ff14 fs4 fc0 sc0 ls0 ws0">L1<span class="_ _d"> </span>cache<span class="_ _42"> </span><span class="ff4">192<span class="_ _c"> </span>KB<span class="_ _43"> </span>1<span class="_ _c"> </span>ns<span class="_ _44"> </span>1.0x<span class="_ _1e"> </span>1,600<span class="_ _c"> </span>GB/s<span class="_ _44"> </span>1.0x</span></div><div class="t m0 x4e h6 y138 ff14 fs4 fc0 sc0 ls0 ws0">L2<span class="_ _d"> </span>cache<span class="_ _45"> </span><span class="ff4">1.5<span class="_ _c"> </span>MB<span class="_ _43"> </span>3<span class="_ _c"> </span>ns<span class="_ _46"> </span>3x<span class="_ _1e"> </span>1,200<span class="_ _c"> </span>GB/s<span class="_ _44"> </span>1.3x</span></div><div class="t m0 x4e h6 y139 ff14 fs4 fc0 sc0 ls0 ws0">L3<span class="_ _d"> </span>cache<span class="_ _47"> </span><span class="ff4">12<span class="_ _c"> </span>MB<span class="_ _24"> </span>6<span class="_ _c"> </span>-<span class="_ _c"> </span>20<span class="_ _c"> </span>ns<span class="_ _2c"> </span>6-20x<span class="_ _48"> </span>900<span class="_ _c"> </span>GB/s<span class="_ _44"> </span>1.7x</span></div><div class="t m0 x4e h6 y13a ff14 fs4 fc0 sc0 ls0 ws0">DRAM<span class="_ _49"> </span><span class="ff4">/<span class="_ _25"> </span>50<span class="_ _c"> </span>-<span class="_ _c"> </span>90<span class="_ _c"> </span>ns<span class="_ _2e"> </span>50-90x<span class="_ _28"> </span>80<span class="_ _c"> </span>GB/s<span class="_ _42"> </span>20x</span></div><div class="t m0 x4e h6 y13b ff14 fs4 fc0 sc0 ls0 ws0">SDD<span class="_ _d"> </span>Disk<span class="_ _6"> </span>(swap)<span class="_ _4a"> </span><span class="ff4">/<span class="_ _4b"> </span>70<span class="ff19">µ</span>s<span class="_ _4c"> </span>10</span></div><div class="t m0 x4f h11 y13c ff5 fs8 fc0 sc0 ls0 ws0">5</div><div class="t m0 x12 h6 y13b ff4 fs4 fc0 sc0 ls0 ws0">x<span class="_ _2d"> </span>2<span class="_ _c"> </span>GB/s<span class="_ _4d"> </span>800x</div><div class="t m0 x4e h6 y13d ff14 fs4 fc0 sc0 ls0 ws0">HDD<span class="_ _d"> </span>Disk<span class="_ _6"> </span>(swap)<span class="_ _4a"> </span><span class="ff4">/<span class="_ _4e"> </span>10<span class="_ _c"> </span>ms<span class="_ _4c"> </span>10</span></div><div class="t m0 x4f h11 y13e ff5 fs8 fc0 sc0 ls0 ws0">7</div><div class="t m0 x12 h6 y13d ff4 fs4 fc0 sc0 ls0 ws0">x<span class="_ _2d"> </span>2<span class="_ _c"> </span>GB/s<span class="_ _4d"> </span>800x</div><div class="t m0 xc he y13f ff9 fs7 fc3 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff8">en.wikichip.org/wiki/WikiChip</span></div><div class="t m0 xc he y140 ff9 fs7 fc3 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff8">Memory<span class="_ _10"> </span>Bandwidth<span class="_ _10"> </span>Napkin<span class="_ _10"> </span>Math</span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">46/52</div><a class="l" href="https://en.wikichip.org/wiki/WikiChip"><div class="d m1" style="border-style:none;position:absolute;left:73.752000px;bottom:24.825000px;width:138.506000px;height:10.212000px;background-color:rgba(255,255,255,0.000001);"></div></a><div class="d m1" style="border-style:none;position:absolute;left:73.752000px;bottom:2.932500px;width:133.798000px;height:9.365000px;background-color:rgba(255,255,255,0.000001);"></div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Memo<span class="_ _3"></span>ry<span class="_ _9"> </span>Hiera<span class="_ _3"></span>rchy<span class="_ _3e"> </span>5/5</div><div class="t m0 x50 hb y141 ff6 fs6 fc0 sc0 ls0 ws0">“thinking<span class="_ _14"> </span>differently<span class="_ _c"> </span>about<span class="_ _c"> </span>memo<span class="_ _3"></span>ry<span class="_ _c"> </span>accesses,<span class="_ _14"> </span>a<span class="_ _c"> </span>goo<span class="_ _b"></span>d<span class="_ _14"> </span>start<span class="_ _14"> </span>is<span class="_ _c"> </span>to<span class="_ _14"> </span>get<span class="_ _c"> </span>rid<span class="_"> </span>of<span class="_ _c"> </span>the<span class="_ _14"> </span>idea</div><div class="t m0 x51 hb y142 ff6 fs6 fc0 sc0 ls0 ws0">of<span class="_ _f"> </span><span class="ffe">O<span class="ff4">(1)<span class="_ _f"> </span></span></span>memory<span class="_ _c"> </span>access<span class="_ _f"> </span>and<span class="_ _c"> </span>replace<span class="_ _f"> </span>it<span class="_ _f"> </span>with<span class="_ _f"> </span><span class="ffe">O</span></div><div class="t m0 x52 h13 y143 ffe fs6 fc0 sc0 ls0 ws0">√</div><div class="t m0 x32 hb y142 ff6 fs6 fc0 sc0 ls0 ws0">N<span class="_ _0"></span>”<span class="_ _f"> </span>-<span class="_ _f"> </span><span class="ff16">The<span class="_ _6"> </span>Myth<span class="_ _15"> </span>of<span class="_ _15"> </span>RAM</span></div><div class="t m0 xb hc y144 ff8 fs7 fc3 sc0 ls0 ws0">Algorithmica:<span class="_ _3b"> </span>Memory<span class="_ _10"> </span>Latency</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">47/52</div><a class="l" href="https://www.ilikebigbits.com/2014_04_21_myth_of_ram_1.html"><div class="d m1" style="border-style:none;position:absolute;left:410.836500px;bottom:281.856000px;width:87.901000px;height:14.866000px;background-color:rgba(255,255,255,0.000001);"></div></a><a class="l" href="https://en.algorithmica.org/hpc/cpu-cache/latency/"><div class="d m1" style="border-style:none;position:absolute;left:52.083000px;bottom:1.717500px;width:138.506000px;height:13.444000px;background-color:rgba(255,255,255,0.000001);"></div></a></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf35" class="pf w0 h0" data-page-no="35"><div class="pc pc35 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Memo<span class="_ _3"></span>ry<span class="_ _9"> </span>Hiera<span class="_ _3"></span>rchy<span class="_ _9"> </span>Concepts<span class="_ _4f"> </span>1/4</div><div class="t m0 x1 hb y23 ff4 fs6 fc0 sc0 ls0 ws0">A<span class="_ _f"> </span><span class="ff1">cache<span class="_ _c"> </span></span>is<span class="_ _f"> </span>a<span class="_ _f"> </span>small<span class="_ _c"> </span>and<span class="_ _f"> </span>fast<span class="_ _f"> </span>memo<span class="_ _3"></span>ry<span class="_ _f"> </span>lo<span class="_ _b"></span>cated<span class="_ _c"> </span>close<span class="_ _f"> </span>to<span class="_ _f"> </span>the<span class="_ _c"> </span>processor<span class="_ _c"> </span>that<span class="_ _f"> </span>stores</div><div class="t m0 x1 hb y24 ff4 fs6 fc0 sc0 ls0 ws0">frequently<span class="_ _f"> </span>used<span class="_ _c"> </span>instructions<span class="_ _f"> </span>and<span class="_ _f"> </span>data.<span class="_ _10"> </span>It<span class="_ _f"> </span>is<span class="_ _c"> </span>part<span class="_ _c"> </span>of<span class="_ _f"> </span>the<span class="_ _f"> </span>p<span class="_ _3"></span>ro<span class="_ _b"></span>cesso<span class="_ _3"></span>r<span class="_ _f"> </span>package<span class="_ _f"> </span>and<span class="_ _c"> </span>takes<span class="_ _c"> </span>40</div><div class="t m0 x1 hb y25 ff4 fs6 fc0 sc0 ls0 ws0">to<span class="_ _f"> </span>60<span class="_ _c"> </span>p<span class="_ _b"></span>ercent<span class="_ _f"> </span>of<span class="_ _c"> </span>the<span class="_ _f"> </span>chip<span class="_ _f"> </span>a<span class="_ _3"></span>rea</div><div class="t m0 x1 hb ye5 ff6 fs6 fc0 sc0 ls0 ws0">Cha<span class="_ _3"></span>racteristics<span class="_ _f"> </span>and<span class="_ _f"> </span>content<span class="_ _0"></span><span class="ff4">:</span></div><div class="t m0 x53 hb y145 ff1 fs6 fc0 sc0 ls0 ws0">Registers<span class="_ _6"> </span><span class="ff4">Program<span class="_ _f"> </span>counter<span class="_ _c"> </span>(PC),<span class="_ _f"> </span>General<span class="_ _f"> </span>purp<span class="_ _b"></span>ose<span class="_ _c"> </span>registers,<span class="_ _f"> </span>Instruction<span class="_ _f"> </span>Register</span></div><div class="t m0 x39 hb y146 ff4 fs6 fc0 sc0 ls0 ws0">(IR),<span class="_ _f"> </span>etc.</div><div class="t m0 x54 hb y147 ff1 fs6 fc0 sc0 ls0 ws0">L1<span class="_ _f"> </span>Cache<span class="_ _15"> </span><span class="ff4">Instruction<span class="_ _c"> </span>cache<span class="_ _f"> </span>and<span class="_ _f"> </span>data<span class="_ _f"> </span>cache,<span class="_ _c"> </span>private/exclusive<span class="_ _c"> </span>p<span class="_ _b"></span>er<span class="_ _f"> </span>CPU<span class="_ _c"> </span>core,</span></div><div class="t m0 x39 hb y148 ff4 fs6 fc0 sc0 ls0 ws0">lo<span class="_ _b"></span>cated<span class="_ _c"> </span>on-chip</div><div class="t m0 x54 hb y149 ff1 fs6 fc0 sc0 ls0 ws0">L2<span class="_ _f"> </span>Cache<span class="_ _15"> </span><span class="ff4">Private/exclusive<span class="_ _c"> </span>p<span class="_ _b"></span>er<span class="_ _f"> </span>single<span class="_ _c"> </span>CPU<span class="_ _f"> </span>core<span class="_ _c"> </span>or<span class="_ _c"> </span>a<span class="_ _f"> </span>cluster<span class="_ _f"> </span>of<span class="_ _c"> </span>cores,<span class="_ _c"> </span>lo<span class="_ _b"></span>cated</span></div><div class="t m0 x39 hb y14a ff4 fs6 fc0 sc0 ls0 ws0">off-chip</div><div class="t m0 x54 hb y14b ff1 fs6 fc0 sc0 ls0 ws0">L3<span class="_ _f"> </span>Cache<span class="_ _15"> </span><span class="ff4">Sha<span class="_ _3"></span>red<span class="_ _c"> </span>b<span class="_ _b"></span>etw<span class="_ _3"></span>een<span class="_ _c"> </span>all<span class="_ _c"> </span>cores<span class="_ _c"> </span>and<span class="_ _c"> </span>lo<span class="_ _b"></span>cated<span class="_ _c"> </span>off-chip<span class="_ _c"> </span>(e.g.<span class="_ _d"> </span>motherboard),<span class="_ _c"> </span>up<span class="_ _c"> </span>to</span></div><div class="t m0 x39 hb y14c ff4 fs6 fc0 sc0 ls0 ws0">128/256MB</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">48/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Memo<span class="_ _3"></span>ry<span class="_ _9"> </span>Hiera<span class="_ _3"></span>rchy<span class="_ _9"> </span>Concepts<span class="_ _4f"> </span>2/4</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">49/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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||
<div id="pf37" class="pf w0 h0" data-page-no="37"><div class="pc pc37 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Memo<span class="_ _3"></span>ry<span class="_ _9"> </span>Hiera<span class="_ _3"></span>rchy<span class="_ _9"> </span>Concepts<span class="_ _4f"> </span>3/4</div><div class="t m0 x1 hb y14d ff4 fs6 fc0 sc0 ls0 ws0">A<span class="_ _f"> </span><span class="ff1">cache<span class="_ _f"> </span>line<span class="_ _f"> </span></span>o<span class="_ _3"></span>r<span class="_ _f"> </span><span class="ff1">cache<span class="_ _7"> </span>blo<span class="_ _b"></span>ck<span class="_ _f"> </span></span>is<span class="_ _c"> </span>the<span class="_ _f"> </span>unit<span class="_ _f"> </span>of<span class="_ _c"> </span>data<span class="_ _f"> </span>transfer<span class="_ _f"> </span>b<span class="_ _b"></span>et<span class="_ _3"></span>w<span class="_ _3"></span>een<span class="_ _f"> </span>the<span class="_ _f"> </span>cache<span class="_ _f"> </span>and<span class="_ _c"> </span>main</div><div class="t m0 x1 hb y14e ff4 fs6 fc0 sc0 ls0 ws0">memo<span class="_ _3"></span>ry<span class="_ _1c"></span>,<span class="_ _f"> </span>namely<span class="_ _f"> </span>the<span class="_ _c"> </span>memory<span class="_ _c"> </span>is<span class="_ _f"> </span>loaded<span class="_ _f"> </span>at<span class="_ _c"> </span>the<span class="_ _f"> </span><span class="ff6">granula<span class="_ _3"></span>rity<span class="_ _10"> </span><span class="ff4">of<span class="_ _f"> </span>a<span class="_ _c"> </span>cache<span class="_ _f"> </span>line</span></span></div><div class="t m0 x1 hb y14f ff4 fs6 fc0 sc0 ls0 ws0">The<span class="_ _f"> </span>t<span class="_ _3"></span>ypical<span class="_ _f"> </span>size<span class="_ _c"> </span>of<span class="_ _f"> </span>the<span class="_ _f"> </span>cache<span class="_ _f"> </span>line<span class="_ _c"> </span>is<span class="_ _f"> </span>64<span class="_ _f"> </span>b<span class="_ _3"></span>ytes.<span class="_ _10"> </span>A<span class="_ _f"> </span>cache<span class="_ _f"> </span>line<span class="_ _f"> </span>can<span class="_ _c"> </span>b<span class="_ _b"></span>e<span class="_ _f"> </span>further<span class="_ _c"> </span>organized<span class="_ _c"> </span>in</div><div class="t m0 x1 hb y150 ff4 fs6 fc0 sc0 ls0 ws0">banks<span class="_ _f"> </span>o<span class="_ _3"></span>r<span class="_ _f"> </span>secto<span class="_ _3"></span>rs</div><div class="t m0 x1 hb y151 ff6 fs6 fc0 sc0 ls0 ws0">Cache<span class="_ _f"> </span>access<span class="_ _c"> </span>type<span class="_ _0"></span><span class="ff4">:</span></div><div class="t m0 x55 h6 y152 ff1 fs4 fc0 sc0 ls0 ws0">Hot<span class="_ _6"> </span><span class="ff4">Closest-processor<span class="_ _14"> </span>cached,<span class="_ _c"> </span>L1</span></div><div class="t m0 x56 h6 y153 ff1 fs4 fc0 sc0 ls0 ws0">W<span class="_ _3"></span>arm<span class="_ _d"> </span><span class="ff4">L2<span class="_ _c"> </span>or<span class="_ _c"> </span>L3<span class="_ _c"> </span>caches</span></div><div class="t m0 x47 h6 y154 ff1 fs4 fc0 sc0 ls0 ws0">Cold<span class="_ _6"> </span><span class="ff4">First<span class="_ _c"> </span>load,<span class="_ _c"> </span>cache<span class="_ _c"> </span>empt<span class="_ _3"></span>y</span></div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">50/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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||
<div id="pf38" class="pf w0 h0" data-page-no="38"><div class="pc pc38 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,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"/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Memo<span class="_ _3"></span>ry<span class="_ _9"> </span>Hiera<span class="_ _3"></span>rchy<span class="_ _9"> </span>Concepts<span class="_ _4f"> </span>4/4</div><div class="t m0 xb hb y118 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">A<span class="_ _f"> </span><span class="ff1">cache<span class="_ _f"> </span>hit<span class="_ _f"> </span></span>o<span class="_ _b"></span>ccurs<span class="_ _c"> </span>when<span class="_ _f"> </span>a<span class="_ _f"> </span>requested<span class="_ _c"> </span>data<span class="_ _f"> </span>is<span class="_ _f"> </span><span class="ff6">successfully<span class="_ _f"> </span>found<span class="_ _9"> </span></span>in<span class="_ _f"> </span>the<span class="_ _f"> </span>cache</span></div><div class="t m0 x6 hb y119 ff4 fs6 fc0 sc0 ls0 ws0">memo<span class="_ _3"></span>ry</div><div class="t m0 xb hb y155 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">The<span class="_ _c"> </span><span class="ff1">cache<span class="_ _7"> </span>hit<span class="_ _f"> </span>rate<span class="_ _f"> </span></span>is<span class="_ _c"> </span>the<span class="_ _f"> </span>number<span class="_ _f"> </span>of<span class="_ _c"> </span><span class="ff6">cache<span class="_ _f"> </span>hits<span class="_ _c"> </span>divided<span class="_ _c"> </span>by<span class="_ _c"> </span>the<span class="_ _f"> </span>number<span class="_ _f"> </span>of<span class="_ _c"> </span>memory</span></span></div><div class="t m0 x6 hb y156 ff6 fs6 fc0 sc0 ls0 ws0">requests</div><div class="t m0 xb hb y157 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">A<span class="_ _f"> </span><span class="ff1">cache<span class="_ _f"> </span>miss<span class="_ _f"> </span></span>o<span class="_ _b"></span>ccurs<span class="_ _c"> </span>when<span class="_ _f"> </span>a<span class="_ _f"> </span>requested<span class="_ _c"> </span>data<span class="_ _f"> </span>is<span class="_ _f"> </span><span class="ff6">not<span class="_ _f"> </span>found<span class="_ _9"> </span></span>in<span class="_ _f"> </span>the<span class="_ _f"> </span>cache<span class="_ _c"> </span>memory</span></div><div class="t m0 xb hb y158 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">The<span class="_ _f"> </span><span class="ff1">miss<span class="_ _f"> </span>p<span class="_ _b"></span>enalt<span class="_ _3"></span>y<span class="_ _f"> </span><span class="ff4">refers<span class="_ _f"> </span>to<span class="_ _c"> </span>the<span class="_ _f"> </span><span class="ff6">extra<span class="_ _f"> </span>time<span class="_ _f"> </span>required<span class="_ _c"> </span>to<span class="_ _f"> </span>load<span class="_ _f"> </span>the<span class="_ _c"> </span>data<span class="_ _7"> </span></span>into<span class="_ _f"> </span>cache</span></span></span></div><div class="t m0 x6 hb y159 ff4 fs6 fc0 sc0 ls0 ws0">from<span class="_ _f"> </span>the<span class="_ _c"> </span>main<span class="_ _f"> </span>memo<span class="_ _3"></span>ry<span class="_ _f"> </span>when<span class="_ _f"> </span>a<span class="_ _f"> </span>cache<span class="_ _c"> </span>miss<span class="_ _f"> </span>o<span class="_ _b"></span>ccurs</div><div class="t m0 xb hb y15a ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">A<span class="_ _f"> </span><span class="ff1">page<span class="_ _f"> </span>fault<span class="_ _f"> </span></span>o<span class="_ _b"></span>ccurs<span class="_ _c"> </span>when<span class="_ _f"> </span>a<span class="_ _f"> </span>requested<span class="_ _c"> </span>data<span class="_ _f"> </span>is<span class="_ _f"> </span>in<span class="_ _f"> </span>the<span class="_ _c"> </span>process<span class="_ _f"> </span>address<span class="_ _f"> </span>space,<span class="_ _c"> </span>but<span class="_ _f"> </span><span class="ff6">it</span></span></div><div class="t m0 x6 hb y15b ff6 fs6 fc0 sc0 ls0 ws0">is<span class="_ _f"> </span>not<span class="_ _c"> </span>currently<span class="_ _f"> </span>lo<span class="_ _b"></span>cated<span class="_ _c"> </span>in<span class="_ _f"> </span>the<span class="_ _f"> </span>main<span class="_ _c"> </span>memory<span class="_ _10"> </span><span class="ff4">(sw<span class="_ _3"></span>ap/pagefile)</span></div><div class="t m0 xb hb y15c ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff4">P<span class="_ _3"></span>age<span class="_ _f"> </span><span class="ff1">thrashing<span class="_ _f"> </span></span>o<span class="_ _b"></span>ccurs<span class="_ _c"> </span>when<span class="_ _f"> </span>page<span class="_ _f"> </span>faults<span class="_ _f"> </span>a<span class="_ _3"></span>re<span class="_ _f"> </span>frequent<span class="_ _c"> </span>and<span class="_ _f"> </span>the<span class="_ _f"> </span>OS<span class="_ _f"> </span>spends</span></div><div class="t m0 x6 hb y15d ff4 fs6 fc0 sc0 ls0 ws0">significant<span class="_ _f"> </span>time<span class="_ _c"> </span>to<span class="_ _f"> </span>sw<span class="_ _3"></span>ap<span class="_ _f"> </span>data<span class="_ _f"> </span>in<span class="_ _f"> </span>and<span class="_ _c"> </span>out<span class="_ _f"> </span>the<span class="_ _f"> </span>physical<span class="_ _c"> </span>RAM</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">51/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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<div id="pf39" class="pf w0 h0" data-page-no="39"><div class="pc pc39 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA4wAAAH/CAIAAACTgcSzAAAACXBIWXMAABYlAAAWJQFJUiTwAAAIjElEQVR42u3ZIW4CYRCG4f2bnVTWcAFSjUZUkXAuLMdCgOAGGCQXQDJZsnUIFIKSCX2eI3zqzUz7nv90AABQxnG/+7ACAADViFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAIFIBAECkAgAgUgEAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAG5aZloBAIA6IsIlFQCAckQqAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQBApAIAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBAECkAgAgUgEAQKQCACBSAQDgL/QmeNAwXGeLpR3glQ7bjREA/qeWmVYAAKCOiPDuBwCgHJEKAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAQKQCACBSAQBApAIAIFIBAECkAgAgUgEAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQBApAIAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAIBINQEAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAAEKkAAIhUAAAQqQAAvJfeBA8ahutssbQDdw7bjREA4OlaZloBAIA6IsK7HwCAckQqAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQBApAIAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAABEKgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAiFQAAEQqAACIVAAARCoAAIhUAABEKgAAiFQAAEQqAACIVAAAEKkAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBAECkAgAgUgEAQKQCACBSAQBApAIAIFIBAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQAAkQoAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAACIVAACRCgAAIhUAAJEKAAAiFQAAkQoAACIVAACRCgAAIhUAAEQqAAAiFQAARCoAACIVAABEKgAAIhUAAEQqAAAi1QQAAIhUAAAQqQAAiFQAABCpAACIVAAAEKkAAIhUAAAQqQAAIFIBABCpAAAgUgEAEKkAACBSAQAQqQAAIFIBABCpAAAgUgEAQKQCACBSAQBApAIAIFIBAECkAgAgUgEAQKQCAIBIBQBApAIAgEgFAECkAgCASAUAQKQCAIBIBQBApAIAgEgFAACRCgCASAUAAJEKAIBIBQAAkQoAgEgFAACRCgAAIhUAAJEKAAAiFQAAkQoAAM/Tn9dTKwAAUMdkdWrt63M8X7puHEeDAABQwi8S9yUA2ZwuzAAAAABJRU5ErkJggg=="/><div class="t m0 x4 h7 y7 ff1 fs3 fc1 sc0 ls0 ws0">Memo<span class="_ _3"></span>ry<span class="_ _9"> </span>Lo<span class="_ _b"></span>calit<span class="_ _3"></span>y</div><div class="t m0 xb hb y15e ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff1">Spatial<span class="_ _7"> </span>Lo<span class="_ _b"></span>calit<span class="_ _3"></span>y<span class="_ _f"> </span><span class="ff4">refers<span class="_ _c"> </span>to<span class="_ _f"> </span>the<span class="_ _f"> </span>use<span class="_ _c"> </span>of<span class="_ _f"> </span>data<span class="_ _f"> </span>elements<span class="_ _f"> </span>within</span></span></div><div class="t m0 x6 hb y15f ff6 fs6 fc0 sc0 ls0 ws0">relatively<span class="_ _f"> </span>close<span class="_ _c"> </span>storage<span class="_ _c"> </span>lo<span class="_ _b"></span>cations<span class="_ _9"> </span><span class="ff4">e.g.<span class="_ _10"> </span>scan<span class="_ _f"> </span>arra<span class="_ _3"></span>ys<span class="_ _f"> </span>in<span class="_ _c"> </span>increasing<span class="_ _f"> </span>o<span class="_ _3"></span>rder,<span class="_ _f"> </span>matrices<span class="_ _f"> </span>b<span class="_ _3"></span>y</span></div><div class="t m0 x6 hb y160 ff4 fs6 fc0 sc0 ls0 ws0">ro<span class="_ _3"></span>w.<span class="_ _d"> </span>It<span class="_ _c"> </span>involves<span class="_ _f"> </span>mechanisms<span class="_ _f"> </span>such<span class="_ _f"> </span>as<span class="_ _c"> </span><span class="ff6">memory<span class="_ _c"> </span>prefetching<span class="_ _9"> </span></span>and<span class="_ _f"> </span><span class="ff6">access<span class="_ _f"> </span>granula<span class="_ _3"></span>rity</span></div><div class="t m0 x6 hb y161 ff4 fs6 fc0 sc0 ls0 ws0">When<span class="_ _f"> </span>spatial<span class="_ _c"> </span>lo<span class="_ _b"></span>calit<span class="_ _3"></span>y<span class="_ _f"> </span>is<span class="_ _f"> </span>lo<span class="_ _3"></span>w,<span class="_ _f"> </span>many<span class="_ _f"> </span>w<span class="_ _3"></span>ords<span class="_ _c"> </span>in<span class="_ _f"> </span>the<span class="_ _c"> </span>cache<span class="_ _f"> </span>line<span class="_ _f"> </span>a<span class="_ _3"></span>re<span class="_ _f"> </span>not<span class="_ _f"> </span>used</div><div class="t m0 xb hb y162 ffa fs6 fc0 sc0 ls0 ws0">•<span class="_ _6"> </span><span class="ff1">T<span class="_ _8"></span>emp<span class="_ _b"></span>o<span class="_ _3"></span>ral<span class="_ _7"> </span>Lo<span class="_ _b"></span>calit<span class="_ _3"></span>y<span class="_ _f"> </span><span class="ff4">refers<span class="_ _f"> </span>to<span class="_ _c"> </span>the<span class="_ _f"> </span>reuse<span class="_ _f"> </span>of<span class="_ _c"> </span>the<span class="_ _f"> </span>same<span class="_ _f"> </span>data<span class="_ _f"> </span>within<span class="_ _c"> </span>a<span class="_ _f"> </span>relatively</span></span></div><div class="t m0 x6 hb y163 ff6 fs6 fc0 sc0 ls0 ws0">small<span class="_ _f"> </span>time<span class="_ _c"> </span>duration<span class="_ _b"></span><span class="ff4">,<span class="_ _c"> </span>and,<span class="_ _f"> </span>as<span class="_ _f"> </span>consequence,<span class="_ _c"> </span>exploit<span class="_ _f"> </span>low<span class="_ _3"></span>er<span class="_ _f"> </span>levels<span class="_ _c"> </span>of<span class="_ _f"> </span>the<span class="_ _f"> </span>memo<span class="_ _3"></span>ry</span></div><div class="t m0 x6 hb y164 ff4 fs6 fc0 sc0 ls0 ws0">hiera<span class="_ _3"></span>rchy<span class="_ _f"> </span>(caches),<span class="_ _f"> </span>e.g.<span class="_ _10"> </span>multiple<span class="_ _f"> </span>spa<span class="_ _3"></span>rse<span class="_ _f"> </span>accesses</div><div class="t m0 x6 hb y165 ff6 fs6 fc0 sc0 ls0 ws0">Heavily<span class="_ _f"> </span>used<span class="_ _c"> </span>memory<span class="_ _c"> </span>lo<span class="_ _b"></span>cations<span class="_ _f"> </span>can<span class="_ _c"> </span>b<span class="_ _b"></span>e<span class="_ _f"> </span>accessed<span class="_ _c"> </span>more<span class="_ _c"> </span>quickly<span class="_ _f"> </span>than<span class="_ _f"> </span>less<span class="_ _c"> </span>heavily</div><div class="t m0 x6 hb y166 ff6 fs6 fc0 sc0 ls0 ws0">used<span class="_ _f"> </span>locations</div><div class="t m0 xd h9 y14 ff5 fs5 fc0 sc0 ls0 ws0">52/52</div></div><div class="pi" data-data='{"ctm":[1.500000,0.000000,0.000000,1.500000,0.000000,0.000000]}'></div></div>
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