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  1. gelu_adam_6_256_512_33333_1_L[0.005748].html +0 -0
  2. gelu_adam_6_32_512_33333_1_L[0.025197].html +194 -0
  3. gelu_rmsprop_6_256_512_33333_1_L[0.000002].html +0 -0
  4. gelu_rmsprop_6_32_512_33333_1_L[0.025139].html +194 -0
  5. gelu_sgd-decay_6_256_512_33333_1_L[0.000000].html +0 -0
  6. gelu_sgd-decay_6_32_512_33333_1_L[0.025043].html +194 -0
  7. gelu_sgd_6_256_512_33333_1_L[0.029768].html +0 -0
  8. gelu_sgd_6_32_512_33333_1_L[0.031157].html +194 -0
  9. relu_adam_6_256_512_33333_1_L[0.000063].html +0 -0
  10. relu_adam_6_32_512_33333_1_L[0.026425].html +194 -0
  11. relu_rmsprop_6_256_512_33333_1_L[0.000004].html +0 -0
  12. relu_rmsprop_6_32_512_33333_1_L[0.026657].html +194 -0
  13. relu_sgd-decay_6_256_512_33333_1_L[0.000000].html +0 -0
  14. relu_sgd-decay_6_32_512_33333_1_L[0.027211].html +194 -0
  15. relu_sgd_6_256_512_33333_1_L[0.000124].html +0 -0
  16. relu_sgd_6_32_512_33333_1_L[0.030877].html +194 -0
gelu_adam_6_256_512_33333_1_L[0.005748].html ADDED
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+ <!doctype html>
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+ <html lang="en">
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+ <head>
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+ <meta charset="utf-8">
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+ <meta name="darkreader-lock"/>
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+ <meta name="viewport" content="width=device-width, initial-scale=1" />
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+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
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+ <link rel="manifest" href='data:application/manifest+json,{"display":"standalone"}' />
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+ <meta name="mobile-web-app-capable" content="yes" />
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+ <meta name="description" content="Calculate your chances of finding love">
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+ <meta name="theme-color" content="#5cc8ff">
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+ <title>Neural Romance v3</title>
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+ <style>
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+ :root {
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+ --bg:#0b0f14;
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+ --panel:#1a2430;
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+ --text:#5cc8ff;
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+ --muted:#9fb0c4;
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+ --accent:#5cc8ff;
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+ --accent-2:#7cf29c;
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+ --border:#223042;
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+ --radius:14px;
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+ }
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+ a { color: #5cc8ff; }
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+ * { box-sizing: border-box; }
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+ html, body {
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+ height: 100%;
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+ margin: 0;
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+ font-family: system-ui, sans-serif;
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+ background: radial-gradient(1200px 800px at 10% 0%, #0d1420, #0b0f14 60%);
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+ background-attachment: fixed;
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+ color: var(--text);
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+ scrollbar-color: var(--text) var(--bg)
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+ }
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+ .container {
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+ min-height: 100vh;
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+ display: flex;
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+ align-items: center;
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+ justify-content: center;
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+ padding: 40px 16px;
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+ }
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+ .card {
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+ width: 100%;
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+ max-width: 1100px;
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+ background:var(--panel);
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+ border: 0px;
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+ border-radius: var(--radius);
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+ box-shadow: 0 10px 30px rgba(0,0,0,0.35);
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+ padding: 24px;
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+ }
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+ .header-controls {
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+ display: flex;
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+ justify-content: space-between;
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+ align-items: center;
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+ flex-wrap: wrap;
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+ gap: 10px;
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+ margin-bottom: 20px;
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+ }
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+ .header-controls h1 {
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+ margin: 0;
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+ font-size: clamp(22px, 3.2vw, 34px);
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+ }
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+ .btn {
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+ appearance:none; border:1px solid var(--border); color:var(--text);
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+ background:#162131; padding:10px 14px; border-radius:10px; cursor:pointer;
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+ }
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+ .btn:hover { border-color: var(--accent); }
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+ .grid {
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+ display: grid;
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+ grid-template-columns: repeat(auto-fit, minmax(260px, 1fr));
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+ gap: 12px;
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+ }
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+ .field { display:flex; flex-direction:column; gap:6px; }
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+ label { font-size:14px; }
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+ select {
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+ width:100%; background:#0f1622; color:var(--text); border-radius:10px;
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+ border:1px solid var(--border); padding:10px 12px;
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+ color: var(--accent-2);
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+ }
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+ .score {
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+ display:grid; gap:10px; grid-template-columns:1fr auto; align-items:center; margin-top:18px;
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+ padding-top:14px; border-top:1px dashed var(--border);
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+ }
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+ .meter { position:relative; height:16px; border-radius:999px; background:#0f1622; border:0px; overflow:hidden; }
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+ .bar { position:absolute; inset:0; width:0%; background:#2563eb }
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+ .percent { font-size:clamp(28px,4vw,40px); font-weight:700; }
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+ .detail { color:var(--muted); font-size:13px; }
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+ </style>
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+ </head>
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+ <body>
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+ <div class="container">
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+ <div class="card">
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+ <div class="header-controls">
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+ <a href="https://github.com/colinrizzman" style="text-decoration:none"><h1>Neural Romance v3</h1></a>
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+ <div>
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+ <button class="btn" id="minBtn" type="button">Min</button>
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+ <button class="btn" id="maxBtn" type="button">Max</button>
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+ <button class="btn" id="randBtn" type="button">Random</button>
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+ <button class="btn" id="resetBtn" type="button">Reset</button>
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+ </div>
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+ </div>
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+ <form id="survey" class="grid" autocomplete="off"></form>
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+ <div class="score">
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+ <div>
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+ <div class="meter" role="meter" aria-valuemin="0" aria-valuemax="100" aria-valuenow="0">
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+ <div class="bar" id="bar"></div>
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+ </div>
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+ <div class="detail" id="explain">Answer some questions to get your percentage.</div>
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+ </div>
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+ <div class="percent" id="percent">0%</div>
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+ </div>
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+ </div>
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+ </div>
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+ <script>
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+ // loss: 0.025196572766
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+ // Reset Percentage: 42.75%
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+ // Min Percentage: 23.03%
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+ // Max Percentage: 72.05%
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+
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+ const L0 = new 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121
+ const L1 = new 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122
+ const L2 = new 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123
+ const L3 = new 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124
+ const L4 = new 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125
+ const L5 = new 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126
+ const L6 = new Float32Array([0.8203351,0.9033538,-0.35516956,-0.52825844,0.009961308,-0.07395547,-0.5365084,-0.44722953,-1.0416485,0.061289538,-0.9803189,0.1888779,-0.091707446,0.13658671,-0.44117022,0.19230248,0.14969599,0.010681629,0.30224743,0.99281657,0.7494808,0.2701051,0.24922131,-0.27435753,0.5882333,-0.4725458,0.7115622,0.7687618,-0.4502652,-0.27002913,-0.4217921,0.4750361,-0.69619346,-0.21177538,1.9201355,-0.29704058,0.44551343,-0.020245615,-0.95025903,0.6812861,-0.59890383,0.95187247,-2.687697,-0.717624,-0.018070858,-0.19492449,-0.08232152,0.033676162,0.8577173,0.4215045,-0.87565774,1.1753874,0.42000714,-0.7794256,-0.62137204,-0.031817626,-0.6330488,-1.7459536,-0.23433746,0.055261735,0.43835327,0.12596129,0.25019404,0.4337648,0.18666671,-1.0373718,0.10197396,0.6050364,-0.41829565,-0.43543398,-0.4092292,0.02486564,1.4746948,-0.639745,0.16549936,0.5949617,-1.449096,-0.34774986,-0.15705104,-1.8968363,-4.264619,-0.81591344,-0.79808223,0.21112218,-0.2782758,0.40954912,-0.029391617,-1.4285235,-0.15930209,-0.24671903,-0.29789674,-0.79018664,-0.058806542,0.45929486,-0.12677893,-0.1602906,-1.8944918,-0.3989831,1.350891,0.52799153,1.235956,-0.19463482,0.1291038,-0.008044109,-0.9493337,-0.10903111,-0.39086327,0.4480212,0.13231759,-2.6858363,-0.54960823,-0.2800246,-0.055897817,-0.5368697,-2.612038,-0.32154158,-0.18608433,0.27103266,-0.54045254,0.39818227,-1.2616854,-0.3402993,-1.6006161,-0.013377833,-0.4273876,-0.2729657,0.13180517,-0.11110904,0.107820496,-1.203643,-0.36228716,1.3846886,-0.23618329,-0.59189725,0.06540951,0.0017162187,0.4023814,-0.9987601,-1.08162,-0.32534137,0.8472374,-0.045738906,-3.1334527,-0.13532035,0.29296523,-2.7219925,-0.13945083,0.20025101,-1.5555311,-0.19085084,-0.8468784,0.48632598,1.0357971,0.38246158,1.0156778,0.63261735,2.3115182,0.010705275,-0.3704853,0.07682014,-0.44007865,-0.30727357,-0.1465054,-0.5718824,-0.26079828,-0.17431276,0.9365803,0.0061150435,0.5599033,0.7975876,-0.22333379,-0.16200899,0.36167735,1.4736756,-0.2453077,-0.22264402,-1.1175567,-0.59006536,-0.005357644,0.797837,-0.25016466,-0.6263674,-0.0966409,0.023123972,0.9915939,-0.2997273,-0.8482534,-0.5242825,-0.66208744,1.2719028,-0.8228638,-0.6535546,0.14446516,-0.98782,-0.007825384,-0.48444343,0.11807794,1.4711698,0.37754378,1.1393315,0.10368515,0.13970312,-0.69789726,0.050792377,-0.8223928,-0.021769792,-1.6459007,-0.22012886,1.393662,-0.26039493,-0.27979568,-0.2368986,-0.21536627,-0.67533773,0.06851381,-0.76338565,0.19399443,-0.20935053,0.29973888,-0.109041885,0.11935835,-0.98010945,-0.6982912,-0.3392282,0.25320894,-0.60586786,0.36942583,0.70906746,-0.13199207,-0.31967628,2.527603,-3.6481786,0.74020284,-0.24990664,-0.013647767,-0.61655676,-1.0205007,-0.70187736,-0.2604398,1.4208956,-0.47353825,-0.8327649,0.015846893,0.009380493,-1.6404641,0.32375464,-0.03583367,-0.2498593,-2.2968466,0.56170726,-0.136771,0.46773076,-0.72286123,-0.3891837,0.49706432,1.3790798,-0.6357751,-0.47827503,0.5404807,-0.27688158,-0.121336274,-0.35843638,-0.145066,1.3137764,-1.8393382,1.5555495,-0.8988308,-0.30080312,0.6193865,-1.0891272,1.3162556,0.02398135,0.5696387,0.95161265,-1.2481526,-1.6549691,-0.54768336,0.94067097,0.46051908,-8.401075,-0.8749428,-0.7078418,1.4788129,-0.35912016,0.93543154,0.0012032375,0.03033722,-0.580707,-0.10461322,0.07287151,0.47762755,0.5476965,-0.20366043,-0.6685607,-1.407422,-0.26064736,-2.342811,-0.203776,0.20821033,-0.20313247,0.1419907,0.090758994,0.06432119,0.6831077,-0.03567498,-0.88582665,-0.22553734,-0.039284427,0.08597041,-0.14722927,-0.17661765,-0.77376276,0.5536224,-0.121309824,0.41650996,-0.3730651,0.41081247,-0.3417795,-0.25722793,-0.13016306,-0.39678594,0.48023796,-0.3815337,0.18633927,0.3578902,-0.23247997,-0.31523377,-0.7055687,-0.8598855,1.1469903,-0.32094085,1.949796,-0.8779013,0.11167634,0.9491817,-0.09311502,-0.4124628,0.2850393,1.7797608,0.22284544,-0.7217592,-1.3233061,-0.38117227,0.4944063,1.4639648,-0.55278707,-0.18863463,-0.71769583,0.97919303,2.4648023,0.4220338,0.3428257,0.09509133,-1.478663,1.5945292,-0.68076634,0.33649483,0.7931207,-1.1271348,-0.69699305,-0.3712358,-0.18957186,-1.1127757,-0.15004149,0.24877548,0.5641024,-0.3168553,-0.6475726,0.1935588,-1.8304008,0.1993417,-0.40213186,0.15622717,3.69309,0.42159027,0.25596526,-0.9179136,-0.7674342,-1.8441011,-0.45750824,-1.0502381,0.17576835,1.6731807,-0.39735803,0.6816944,-0.06307391,-0.7929147,-1.6221805,0.5817899,0.830744,-1.4121387,0.4127795,0.1383102,0.43775162,-0.8009747,1.617363,0.24738963,0.4850327,0.18684323,0.3562221,-0.08826608,0.6454893,0.7729687,0.548817,-0.73771274,-0.5690417,-0.6341613,0.17387149,0.049700934,-0.15245552,-0.027808126,0.21504524,-1.5835941,-0.26930326,0.68819344,-0.73584616,-0.87669116,-0.49634704,-0.15219828,0.05913496,-0.71078396,-0.078925505,-0.59931976,0.56542283,0.4015392,0.3710462,-1.160502,-0.23465417,-0.15195513,0.10691833,-0.2693882,0.52227557,0.014093638,-0.31971788,0.6233027,-0.22373885,0.5143257,-0.41532966,0.13607791,0.9702669,0.4809163,0.295964,-0.8812401,-0.4368469,-0.98575413,-0.6405421,-0.79530036,0.4561586,-0.62751,-0.30240953,0.3661559,0.7790006,-0.11222009,-0.52286035,0.25177807,0.19992147,-0.05773582,0.16157976,-0.21361,0.66953635,-0.03670368,-1.8345829,-0.73014164,-6.368962,0.2889776,0.3767818,1.0403336,-0.13424085,0.32020313,-0.5163651,-1.0915508,-0.12454105,1.8523047,0.11936171,0.094566315,0.5389315,-1.5806371,-0.6923999,1.0918047,1.6219227,-1.9656421,0.9807194,-1.4275115,-1.1824789,-0.59053826,-0.25066662,-0.8932391,-5.2307534,-0.38934532,0.45597255,-0.5916139,-1.1347177,1.4597194,1.2023865,-3.7321272,-0.32629612,-0.24375522,0.12735517,-0.17401668,-3.300938,-0.13632268,0.31410953,0.83587515,-0.46173775,0.2866123,-0.6257067,-0.080955036,-0.05799688,-0.028432908,-0.46321702,-0.12798566,-1.251595,0.06713707,-0.42752042,0.8332046,-0.6433555,0.36740723,0.3682459,-0.002043371,0.51338124,-0.0012192708,-0.1322019,-0.80478454,-0.0919574,0.12882304,0.110799775,0.09376528,0.4593853])
127
+ const L7 = new Float32Array([0.0798901,0.024857508,0.043807764,-0.11888523,-0.03490711,0.101985015,0.029841235,0.029101497,0.023876598,-0.07594758,-0.078785956,-0.03185616,-0.028045522,0.034839816,0.020666786,0.04226762,0.34309176])
128
+
129
+ function relu(x){return x > 0 ? x : 0;}
130
+ function selu(x){return 1.0507009873554805 * (x > 0 ? x : 1.6732632423543772 * (Math.expm1(x)));}
131
+ function gelu(x)
132
+ {
133
+ const c = Math.sqrt(2 / Math.PI);
134
+ const x3 = x * x * x;
135
+ return 0.5 * x * (1 + Math.tanh(c * (x + 0.044715 * x3)));
136
+ }
137
+ function dense_rowbias(src, w, inDim, outDim, useactivation = true)
138
+ {
139
+ const dst = new Float32Array(outDim);
140
+ const stride = inDim + 1;
141
+ for(let i = 0; i < outDim; i++)
142
+ {
143
+ const base = i * stride;
144
+ let s = w[base + inDim];
145
+ for(let k = 0; k < inDim; k++){s += w[base + k] * src[k];}
146
+ dst[i] = useactivation ? gelu(s) : s;
147
+ }
148
+ return dst;
149
+ }
150
+ function forward(x)
151
+ {
152
+ const h0 = dense_rowbias(x, L0, 26, 32, true);
153
+ const h1 = dense_rowbias(h0, L1, 32, 32, true);
154
+ const h2 = dense_rowbias(h1, L2, 32, 32, true);
155
+ const h3 = dense_rowbias(h2, L3, 32, 32, true);
156
+ const h4 = dense_rowbias(h3, L4, 32, 32, true);
157
+ const h5 = dense_rowbias(h4, L5, 32, 32, true);
158
+ const h6 = dense_rowbias(h5, L6, 32, 16, true);
159
+ return dense_rowbias(h6, L7, 16, 1, false)[0];
160
+ }
161
+
162
+ const TRAITS = ["obese/fat","curious","empathetic","ambitious","depressive","creative","intellectual","spiritual","traditional","loyal","dependable","emotional","nurturing","affectionate","possessive","dominant","open minded","defiant","independent","trustworthy","social","humorous","risk-taking","adventurous","quirky","crazy"];
163
+ const SCALE_LABELS = {0:"Not me at all",1:"Very untrue of me",2:"Mostly untrue of me",3:"Somewhat untrue of me",4:"Slightly untrue of me",5:"Slightly true of me",6:"Somewhat true of me",7:"Mostly true of me",8:"Very true of me",9:"Absolutely me"};
164
+
165
+ const form=document.getElementById('survey');
166
+ TRAITS.forEach((trait,idx)=>{
167
+ const field=document.createElement('div'); field.className='field';
168
+ const label=document.createElement('label'); label.textContent=trait.charAt(0).toUpperCase()+trait.slice(1);
169
+ const select=document.createElement('select'); select.name=trait;
170
+ select.innerHTML=Array.from({length:10},(_,v)=>`<option value="${v}" ${v===4?'selected':''}>${SCALE_LABELS[v]}</option>`).join('');
171
+ select.addEventListener('change',updateScore);
172
+ field.append(label,select); form.append(field);
173
+ });
174
+
175
+ document.getElementById('resetBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='4');updateScore();});
176
+ document.getElementById('minBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='0');updateScore();});
177
+ document.getElementById('maxBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='9');updateScore();});
178
+ document.getElementById('randBtn').addEventListener('click', () => {form.querySelectorAll('select').forEach(s=>s.value=Math.round(Math.random()*9));updateScore();});
179
+
180
+ function updateScore()
181
+ {
182
+ const arr = Array.from(form.querySelectorAll('select')).map(s => Number(s.value) / 9);
183
+ const o = forward(arr);
184
+ const pct = Math.max(0, Math.min(1, Number(o))) * 100;
185
+ const pctRounded = pct.toFixed(0);
186
+ document.getElementById("bar").style.width = pctRounded + "%";
187
+ document.getElementById("percent").textContent = pctRounded + "%";
188
+ document.getElementById("explain").textContent = "Your likelihood of finding love";
189
+ }
190
+
191
+ updateScore();
192
+ </script>
193
+ </body>
194
+ </html>
gelu_rmsprop_6_256_512_33333_1_L[0.000002].html ADDED
The diff for this file is too large to render. See raw diff
 
gelu_rmsprop_6_32_512_33333_1_L[0.025139].html ADDED
@@ -0,0 +1,194 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!doctype html>
2
+ <html lang="en">
3
+ <head>
4
+ <meta charset="utf-8">
5
+ <meta name="darkreader-lock"/>
6
+ <meta name="viewport" content="width=device-width, initial-scale=1" />
7
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
8
+ <link rel="manifest" href='data:application/manifest+json,{"display":"standalone"}' />
9
+ <meta name="mobile-web-app-capable" content="yes" />
10
+ <meta name="description" content="Calculate your chances of finding love">
11
+ <meta name="theme-color" content="#5cc8ff">
12
+ <title>Neural Romance v3</title>
13
+ <style>
14
+ :root {
15
+ --bg:#0b0f14;
16
+ --panel:#1a2430;
17
+ --text:#5cc8ff;
18
+ --muted:#9fb0c4;
19
+ --accent:#5cc8ff;
20
+ --accent-2:#7cf29c;
21
+ --border:#223042;
22
+ --radius:14px;
23
+ }
24
+ a { color: #5cc8ff; }
25
+ * { box-sizing: border-box; }
26
+ html, body {
27
+ height: 100%;
28
+ margin: 0;
29
+ font-family: system-ui, sans-serif;
30
+ background: radial-gradient(1200px 800px at 10% 0%, #0d1420, #0b0f14 60%);
31
+ background-attachment: fixed;
32
+ color: var(--text);
33
+ scrollbar-color: var(--text) var(--bg)
34
+ }
35
+ .container {
36
+ min-height: 100vh;
37
+ display: flex;
38
+ align-items: center;
39
+ justify-content: center;
40
+ padding: 40px 16px;
41
+ }
42
+ .card {
43
+ width: 100%;
44
+ max-width: 1100px;
45
+ background:var(--panel);
46
+ border: 0px;
47
+ border-radius: var(--radius);
48
+ box-shadow: 0 10px 30px rgba(0,0,0,0.35);
49
+ padding: 24px;
50
+ }
51
+ .header-controls {
52
+ display: flex;
53
+ justify-content: space-between;
54
+ align-items: center;
55
+ flex-wrap: wrap;
56
+ gap: 10px;
57
+ margin-bottom: 20px;
58
+ }
59
+ .header-controls h1 {
60
+ margin: 0;
61
+ font-size: clamp(22px, 3.2vw, 34px);
62
+ }
63
+ .btn {
64
+ appearance:none; border:1px solid var(--border); color:var(--text);
65
+ background:#162131; padding:10px 14px; border-radius:10px; cursor:pointer;
66
+ }
67
+ .btn:hover { border-color: var(--accent); }
68
+ .grid {
69
+ display: grid;
70
+ grid-template-columns: repeat(auto-fit, minmax(260px, 1fr));
71
+ gap: 12px;
72
+ }
73
+ .field { display:flex; flex-direction:column; gap:6px; }
74
+ label { font-size:14px; }
75
+ select {
76
+ width:100%; background:#0f1622; color:var(--text); border-radius:10px;
77
+ border:1px solid var(--border); padding:10px 12px;
78
+ color: var(--accent-2);
79
+ }
80
+ .score {
81
+ display:grid; gap:10px; grid-template-columns:1fr auto; align-items:center; margin-top:18px;
82
+ padding-top:14px; border-top:1px dashed var(--border);
83
+ }
84
+ .meter { position:relative; height:16px; border-radius:999px; background:#0f1622; border:0px; overflow:hidden; }
85
+ .bar { position:absolute; inset:0; width:0%; background:#2563eb }
86
+ .percent { font-size:clamp(28px,4vw,40px); font-weight:700; }
87
+ .detail { color:var(--muted); font-size:13px; }
88
+ </style>
89
+ </head>
90
+ <body>
91
+ <div class="container">
92
+ <div class="card">
93
+ <div class="header-controls">
94
+ <a href="https://github.com/colinrizzman" style="text-decoration:none"><h1>Neural Romance v3</h1></a>
95
+ <div>
96
+ <button class="btn" id="minBtn" type="button">Min</button>
97
+ <button class="btn" id="maxBtn" type="button">Max</button>
98
+ <button class="btn" id="randBtn" type="button">Random</button>
99
+ <button class="btn" id="resetBtn" type="button">Reset</button>
100
+ </div>
101
+ </div>
102
+ <form id="survey" class="grid" autocomplete="off"></form>
103
+ <div class="score">
104
+ <div>
105
+ <div class="meter" role="meter" aria-valuemin="0" aria-valuemax="100" aria-valuenow="0">
106
+ <div class="bar" id="bar"></div>
107
+ </div>
108
+ <div class="detail" id="explain">Answer some questions to get your percentage.</div>
109
+ </div>
110
+ <div class="percent" id="percent">0%</div>
111
+ </div>
112
+ </div>
113
+ </div>
114
+ <script>
115
+ // loss: 0.025138756260
116
+ // Reset Percentage: 48.83%
117
+ // Min Percentage: 23.41%
118
+ // Max Percentage: 76.66%
119
+
120
+ const L0 = new 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121
+ const L1 = new 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122
+ const L2 = new 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123
+ const L3 = new 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124
+ const L4 = new 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125
+ const L5 = new 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126
+ const L6 = new Float32Array([-0.6271467,-1.5190421,0.9665876,-0.27918252,-0.2671317,-0.28054914,-0.34729102,-0.34968323,-0.29725534,0.31260365,0.5374338,-0.25302875,0.06286158,-0.41265625,0.75575006,-1.131163,0.5786428,0.27433363,1.289675,-0.17266221,-0.06679814,-0.1845285,-0.13621004,1.1001208,-1.2796762,0.61523485,0.5464553,0.27403754,0.8798629,-0.045207817,-2.2423444,0.84564376,0.2255406,-0.7299042,0.01883439,0.41613808,0.24051316,0.20064937,0.16874665,-0.47897604,-0.76760167,-0.0890656,-0.73192304,-0.64552104,0.5155679,-0.1464469,-0.41521904,0.5307815,-0.47968543,-0.14190935,-0.45680857,0.7492779,-0.12094523,-0.46944144,-1.2156636,0.15713577,0.9608973,0.80540633,-0.8104798,0.32680228,0.040641896,-0.32661912,0.037224732,0.44319767,0.23811686,1.7617252,0.007577484,0.050453644,0.9371613,-0.3912302,-0.10614998,-0.38223508,0.06115417,1.3411306,0.49559358,0.16509598,0.18750885,-0.22382216,0.22834063,0.19846967,-0.18528026,0.44289306,0.29342493,0.058342606,0.8569842,0.030477082,-0.7421649,0.26909268,-0.27989185,-0.021936677,1.183914,0.23211442,-0.4907429,-0.28541207,-0.54375905,-0.6384492,-0.04300113,-0.10734072,-0.30606914,-0.3272883,0.19705321,-1.351854,-0.41561064,-0.07662277,-0.019720512,0.20465115,0.03100511,-0.0067625456,-0.18932608,-0.05616832,0.2094408,-0.22393855,-0.3831418,0.20572476,0.37968802,0.85092777,-0.022396008,0.21474864,-0.2259139,-0.168241,0.8082887,-0.27288106,1.1067214,0.18090713,-0.6734545,-0.044822652,1.2378702,1.2305874,0.18557435,0.18075506,0.27159774,-1.6574545,-0.11408706,0.90967035,-0.5041154,-0.022095386,-0.7924807,-0.5277942,-0.2292279,-0.36501047,-0.6331069,-0.4470814,0.43082812,0.4833605,0.35238633,0.090562694,-0.5274664,0.66924363,0.5470629,-0.702077,1.8209573,-0.56363547,0.29064834,1.641481,0.10462098,0.26796633,0.4943521,-0.22681694,-0.41498616,-2.0780685,-0.7471013,0.05059387,-0.2896739,-0.6764726,-0.0916919,0.025165357,-0.2610681,0.042677954,0.43333384,0.0059676873,-0.43568656,0.16507168,-0.3326929,0.67342484,0.24989614,0.19084574,0.7101111,-0.56166226,0.08333823,0.23902011,-0.8087199,-0.17854296,0.8180596,-0.017872235,-0.5053376,-0.1581506,1.2988054,-0.3830129,-0.3143114,-0.2904691,0.4494631,-0.099750675,0.7705502,0.97391,0.50175744,-0.44339547,0.5070468,-0.13008945,0.06417155,1.2871233,-0.304311,-0.41992092,-0.1174371,-0.15569347,0.31889206,-0.2709343,-1.1490608,0.057106793,-0.17521134,1.2137855,-0.67947906,-0.27886572,-1.3431971,0.26379964,0.33455348,0.41027153,-0.6075538,0.117718324,-0.7646449,0.97528005,-0.30161718,-0.053343326,-0.4097262,1.2697238,-0.6920474,-1.6740575,-0.009891931,-0.6793078,-0.06518503,0.37616566,1.9787838,-0.2225297,0.33740267,0.86598265,-0.5832804,-0.06028651,0.71916205,0.08270791,0.91760385,0.48483586,0.24154313,-0.36273232,0.62478465,0.073591135,-0.30539122,-0.19247004,0.1882879,-0.16152622,0.93888676,0.6260767,-0.08740941,-0.5991704,0.67009246,-0.026697189,0.22016168,0.6866842,0.03465484,-0.4029256,1.2148917,-0.30507964,-0.60108525,0.25309345,-0.1580198,-1.1982006,0.04557136,0.71719253,0.50670755,-1.3431829,-0.6349971,0.98658293,-0.09881212,-1.0152428,-0.14634785,-0.4262873,-0.7118877,1.3355074,-0.6339773,-0.044327457,-0.30073458,0.21219578,0.5933991,0.42006043,1.2850703,-0.092768766,0.25279883,0.70015335,-0.08364015,0.36095244,-0.4290522,-0.04285328,-0.7567688,2.078976,-0.75370425,-0.08595948,0.32998163,0.1869499,0.18746458,-0.08065153,-0.29932,-0.3836808,0.1908479,0.014427316,-0.74185675,-0.16566391,0.5896455,0.790014,0.030611413,-0.12788187,-0.14075944,0.34951305,-0.5209014,0.17351736,0.56130254,-0.21442096,0.09647623,0.4839477,-0.12042216,0.15137859,0.056539774,0.13702784,-1.260775,-0.12308241,0.4613092,-0.02720678,-0.8039781,0.30707723,-0.5051733,0.035010483,0.0076745017,-0.12404137,0.1985498,0.62158763,-0.22582473,-1.221417,-0.15840934,0.5014251,-0.37385932,-1.4578246,-0.0047604814,-0.122800305,-0.81145936,1.0204422,-0.32424602,0.16076814,-0.097123586,-0.27608222,-0.43841955,0.634273,0.20106733,-0.33180752,-0.060887314,0.031497277,0.12177663,-0.22369339,-2.2776344,-0.062338017,-0.117642246,1.8095441,0.48599467,0.5945706,-0.16822131,0.07547273,0.21916158,0.07574036,-0.51309973,0.36999148,-0.40286323,-0.09559486,0.6579482,0.15672792,-0.6174639,-2.4120166,-0.14416137,-0.52937764,0.42739186,-0.44178075,0.15356633,-0.052114706,-0.24190639,0.49892345,-0.13747261,-0.05813404,0.2346928,0.15008828,-0.12711278,-0.08528388,0.5224787,-0.03368663,-0.67024654,-0.13994627,0.24053422,-0.88955545,0.16928022,0.41299427,0.44720784,0.21562858,-0.21430175,0.37798047,0.47391814,-0.14322957,0.011170003,0.1739197,-0.75203836,-0.4724085,-0.38902918,-0.32263687,-0.31772363,0.06511589,-0.37609127,-0.7229633,0.0022639823,0.009838981,1.4142195,-0.53315425,0.19879818,-0.3169003,0.11502622,1.0122229,-0.53819185,0.59918284,-0.99565464,0.29498333,0.050919544,-0.48162755,-0.7844413,0.1365097,0.49393708,0.552425,0.60540515,-0.301984,-0.22464018,0.71991616,-0.42359906,-0.14688858,0.59270424,0.13811001,-0.7954054,-0.88903266,0.26706192,0.018192312,0.23514555,-0.23541743,-0.11671497,-0.109254874,-0.649655,0.4629392,0.19076402,0.030297006,-0.06783074,-0.028057795,0.22852889,0.01638934,0.58964556,-0.46312422,-0.3713876,0.1262264,0.75027484,0.63430864,0.37472457,-0.062973075,0.2652924,-0.40619424,0.119843915,0.12311451,0.29871035,-0.32931858,-0.83825827,0.34526917,-0.9140182,0.4146154,0.67752326,0.2918723,0.8895321,-0.32426736,0.91011196,-2.1761127,-0.058322474,0.116877355,0.42734882,1.1668475,-0.111166775,-0.08874306,-0.47568616,0.28488967,-0.2517624,0.07812039,-0.4237301,0.4208081,-0.2714032,-2.2201343,0.4032293,-0.707481,-0.0061954707,-0.47876197,0.4102225,-0.16455318,1.2694527,1.9093653,0.12782946,-0.7378688,0.024081673,-1.35927,-0.3769386,0.53612405,-0.5642104,-0.21763456,2.1180413,-1.1873156,-0.37743145,-0.4111642,-0.21101025,2.06136,0.96743715,0.20701212,-0.47177294,-0.40856674,1.7711874,-0.62743044,0.7971968,-0.22889085,1.2728491,-0.8408722,-0.73589414,-1.018205,-0.5467868,0.5679283,1.304797,1.2432129])
127
+ const L7 = new Float32Array([-0.044583265,0.05611204,0.061900128,-0.025013473,-0.030785622,0.042190343,0.02867091,-0.035370234,0.04123995,-0.022479195,-0.0316595,-0.030711994,0.040068474,0.044831652,0.040297505,-0.048863627,0.32454506])
128
+
129
+ function relu(x){return x > 0 ? x : 0;}
130
+ function selu(x){return 1.0507009873554805 * (x > 0 ? x : 1.6732632423543772 * (Math.expm1(x)));}
131
+ function gelu(x)
132
+ {
133
+ const c = Math.sqrt(2 / Math.PI);
134
+ const x3 = x * x * x;
135
+ return 0.5 * x * (1 + Math.tanh(c * (x + 0.044715 * x3)));
136
+ }
137
+ function dense_rowbias(src, w, inDim, outDim, useactivation = true)
138
+ {
139
+ const dst = new Float32Array(outDim);
140
+ const stride = inDim + 1;
141
+ for(let i = 0; i < outDim; i++)
142
+ {
143
+ const base = i * stride;
144
+ let s = w[base + inDim];
145
+ for(let k = 0; k < inDim; k++){s += w[base + k] * src[k];}
146
+ dst[i] = useactivation ? gelu(s) : s;
147
+ }
148
+ return dst;
149
+ }
150
+ function forward(x)
151
+ {
152
+ const h0 = dense_rowbias(x, L0, 26, 32, true);
153
+ const h1 = dense_rowbias(h0, L1, 32, 32, true);
154
+ const h2 = dense_rowbias(h1, L2, 32, 32, true);
155
+ const h3 = dense_rowbias(h2, L3, 32, 32, true);
156
+ const h4 = dense_rowbias(h3, L4, 32, 32, true);
157
+ const h5 = dense_rowbias(h4, L5, 32, 32, true);
158
+ const h6 = dense_rowbias(h5, L6, 32, 16, true);
159
+ return dense_rowbias(h6, L7, 16, 1, false)[0];
160
+ }
161
+
162
+ const TRAITS = ["obese/fat","curious","empathetic","ambitious","depressive","creative","intellectual","spiritual","traditional","loyal","dependable","emotional","nurturing","affectionate","possessive","dominant","open minded","defiant","independent","trustworthy","social","humorous","risk-taking","adventurous","quirky","crazy"];
163
+ const SCALE_LABELS = {0:"Not me at all",1:"Very untrue of me",2:"Mostly untrue of me",3:"Somewhat untrue of me",4:"Slightly untrue of me",5:"Slightly true of me",6:"Somewhat true of me",7:"Mostly true of me",8:"Very true of me",9:"Absolutely me"};
164
+
165
+ const form=document.getElementById('survey');
166
+ TRAITS.forEach((trait,idx)=>{
167
+ const field=document.createElement('div'); field.className='field';
168
+ const label=document.createElement('label'); label.textContent=trait.charAt(0).toUpperCase()+trait.slice(1);
169
+ const select=document.createElement('select'); select.name=trait;
170
+ select.innerHTML=Array.from({length:10},(_,v)=>`<option value="${v}" ${v===4?'selected':''}>${SCALE_LABELS[v]}</option>`).join('');
171
+ select.addEventListener('change',updateScore);
172
+ field.append(label,select); form.append(field);
173
+ });
174
+
175
+ document.getElementById('resetBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='4');updateScore();});
176
+ document.getElementById('minBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='0');updateScore();});
177
+ document.getElementById('maxBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='9');updateScore();});
178
+ document.getElementById('randBtn').addEventListener('click', () => {form.querySelectorAll('select').forEach(s=>s.value=Math.round(Math.random()*9));updateScore();});
179
+
180
+ function updateScore()
181
+ {
182
+ const arr = Array.from(form.querySelectorAll('select')).map(s => Number(s.value) / 9);
183
+ const o = forward(arr);
184
+ const pct = Math.max(0, Math.min(1, Number(o))) * 100;
185
+ const pctRounded = pct.toFixed(0);
186
+ document.getElementById("bar").style.width = pctRounded + "%";
187
+ document.getElementById("percent").textContent = pctRounded + "%";
188
+ document.getElementById("explain").textContent = "Your likelihood of finding love";
189
+ }
190
+
191
+ updateScore();
192
+ </script>
193
+ </body>
194
+ </html>
gelu_sgd-decay_6_256_512_33333_1_L[0.000000].html ADDED
The diff for this file is too large to render. See raw diff
 
gelu_sgd-decay_6_32_512_33333_1_L[0.025043].html ADDED
@@ -0,0 +1,194 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!doctype html>
2
+ <html lang="en">
3
+ <head>
4
+ <meta charset="utf-8">
5
+ <meta name="darkreader-lock"/>
6
+ <meta name="viewport" content="width=device-width, initial-scale=1" />
7
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
8
+ <link rel="manifest" href='data:application/manifest+json,{"display":"standalone"}' />
9
+ <meta name="mobile-web-app-capable" content="yes" />
10
+ <meta name="description" content="Calculate your chances of finding love">
11
+ <meta name="theme-color" content="#5cc8ff">
12
+ <title>Neural Romance v3</title>
13
+ <style>
14
+ :root {
15
+ --bg:#0b0f14;
16
+ --panel:#1a2430;
17
+ --text:#5cc8ff;
18
+ --muted:#9fb0c4;
19
+ --accent:#5cc8ff;
20
+ --accent-2:#7cf29c;
21
+ --border:#223042;
22
+ --radius:14px;
23
+ }
24
+ a { color: #5cc8ff; }
25
+ * { box-sizing: border-box; }
26
+ html, body {
27
+ height: 100%;
28
+ margin: 0;
29
+ font-family: system-ui, sans-serif;
30
+ background: radial-gradient(1200px 800px at 10% 0%, #0d1420, #0b0f14 60%);
31
+ background-attachment: fixed;
32
+ color: var(--text);
33
+ scrollbar-color: var(--text) var(--bg)
34
+ }
35
+ .container {
36
+ min-height: 100vh;
37
+ display: flex;
38
+ align-items: center;
39
+ justify-content: center;
40
+ padding: 40px 16px;
41
+ }
42
+ .card {
43
+ width: 100%;
44
+ max-width: 1100px;
45
+ background:var(--panel);
46
+ border: 0px;
47
+ border-radius: var(--radius);
48
+ box-shadow: 0 10px 30px rgba(0,0,0,0.35);
49
+ padding: 24px;
50
+ }
51
+ .header-controls {
52
+ display: flex;
53
+ justify-content: space-between;
54
+ align-items: center;
55
+ flex-wrap: wrap;
56
+ gap: 10px;
57
+ margin-bottom: 20px;
58
+ }
59
+ .header-controls h1 {
60
+ margin: 0;
61
+ font-size: clamp(22px, 3.2vw, 34px);
62
+ }
63
+ .btn {
64
+ appearance:none; border:1px solid var(--border); color:var(--text);
65
+ background:#162131; padding:10px 14px; border-radius:10px; cursor:pointer;
66
+ }
67
+ .btn:hover { border-color: var(--accent); }
68
+ .grid {
69
+ display: grid;
70
+ grid-template-columns: repeat(auto-fit, minmax(260px, 1fr));
71
+ gap: 12px;
72
+ }
73
+ .field { display:flex; flex-direction:column; gap:6px; }
74
+ label { font-size:14px; }
75
+ select {
76
+ width:100%; background:#0f1622; color:var(--text); border-radius:10px;
77
+ border:1px solid var(--border); padding:10px 12px;
78
+ color: var(--accent-2);
79
+ }
80
+ .score {
81
+ display:grid; gap:10px; grid-template-columns:1fr auto; align-items:center; margin-top:18px;
82
+ padding-top:14px; border-top:1px dashed var(--border);
83
+ }
84
+ .meter { position:relative; height:16px; border-radius:999px; background:#0f1622; border:0px; overflow:hidden; }
85
+ .bar { position:absolute; inset:0; width:0%; background:#2563eb }
86
+ .percent { font-size:clamp(28px,4vw,40px); font-weight:700; }
87
+ .detail { color:var(--muted); font-size:13px; }
88
+ </style>
89
+ </head>
90
+ <body>
91
+ <div class="container">
92
+ <div class="card">
93
+ <div class="header-controls">
94
+ <a href="https://github.com/colinrizzman" style="text-decoration:none"><h1>Neural Romance v3</h1></a>
95
+ <div>
96
+ <button class="btn" id="minBtn" type="button">Min</button>
97
+ <button class="btn" id="maxBtn" type="button">Max</button>
98
+ <button class="btn" id="randBtn" type="button">Random</button>
99
+ <button class="btn" id="resetBtn" type="button">Reset</button>
100
+ </div>
101
+ </div>
102
+ <form id="survey" class="grid" autocomplete="off"></form>
103
+ <div class="score">
104
+ <div>
105
+ <div class="meter" role="meter" aria-valuemin="0" aria-valuemax="100" aria-valuenow="0">
106
+ <div class="bar" id="bar"></div>
107
+ </div>
108
+ <div class="detail" id="explain">Answer some questions to get your percentage.</div>
109
+ </div>
110
+ <div class="percent" id="percent">0%</div>
111
+ </div>
112
+ </div>
113
+ </div>
114
+ <script>
115
+ // loss: 0.025043014437
116
+ // Reset Percentage: 47.47%
117
+ // Min Percentage: 57.70%
118
+ // Max Percentage: 69.27%
119
+
120
+ const L0 = new 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121
+ const L1 = new 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122
+ const L2 = new 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123
+ const L3 = new 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124
+ const L4 = new 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125
+ const L5 = new 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126
+ const L6 = new Float32Array([0.11644539,0.69540304,0.5332522,-0.18538678,-0.018476661,0.2077038,-0.36679602,0.13479951,-0.69585073,0.37027666,-0.39750782,-0.09772885,0.10861517,0.061325498,-0.09248994,0.15616706,-0.4185789,-0.18724778,-0.7046987,-0.21733396,0.58924156,0.04800297,-0.18591093,-0.1198772,0.31552106,0.0024595994,-0.97349185,-0.37253925,-0.15740354,0.13909681,-0.9425374,-0.17377205,1.3092282,0.81543654,0.89324737,0.23429853,-0.7557295,-1.3155445,0.30436993,-1.9156941,-1.0403267,-0.28544277,-0.081280775,0.612327,1.170701,0.7555113,-0.8217621,0.043019935,1.0343993,-0.5573092,-0.28265664,0.14792024,-0.4170816,-0.14586349,-0.04937745,-2.0792325,-1.0813503,0.35062212,0.5624296,-0.6535769,-0.6101884,-0.77197886,-0.21541165,-1.6403167,1.5371138,1.5492674,-0.19470952,-0.60245883,-0.19774519,-0.32510468,0.26785052,-0.20176782,-0.13254581,-0.14476833,-0.2367102,0.4434619,0.03150942,-0.17827837,-0.04796744,-0.39446065,-0.45235804,-0.30206186,0.47281286,-0.3723405,0.83385324,-0.45646077,-0.2709037,0.18533853,0.23437004,-0.07879046,-0.09113178,-0.5826853,0.1416809,0.39483753,0.22013116,-0.08447531,-0.30136287,-0.11876067,-0.06635986,0.25798133,0.37913868,0.05701201,-0.24493366,-0.50326264,0.14615038,-0.59028417,-0.37076646,-0.03781565,0.016739449,0.25894424,0.45424688,0.2770535,-0.36974323,-0.016770825,0.4100661,-0.15716913,-0.04982369,-0.0016264413,-0.27436516,-0.11392766,-0.09056305,-0.7514627,-0.3407112,0.18983494,0.16059633,-0.21186773,-0.19141956,-0.2527138,-0.06136517,-0.56523573,0.5123131,0.35869032,0.11581591,-0.25060263,-0.612383,-0.06396462,0.06901668,0.0917535,0.09337749,-0.14754957,-0.03595663,0.10230536,0.14802918,0.27309966,-0.80048245,-0.3337406,-0.09927166,0.22676596,0.79466695,-0.051327053,0.13738738,-0.09023998,-0.36171705,-0.28388062,0.35021386,-0.07689491,0.49856102,-0.28628188,-0.61839414,0.033251557,0.73680407,-0.21020947,-0.10626654,-0.23678234,-0.4848875,0.12541349,-0.055278566,0.12927535,0.11806271,-0.44523937,0.09466046,0.19118387,0.055052686,-0.46601033,0.08683234,-0.22315453,-0.10481762,0.08278984,-0.17102051,-0.16017994,-0.014933068,0.19186893,-0.10510628,0.11945729,-0.5284395,-0.0101483455,0.19711326,-0.138029,0.15068299,-0.7617595,-0.019630875,0.2936314,0.10587116,-0.37558615,-0.11660585,0.56960166,-0.01589236,-0.6198691,-0.092870735,0.036897093,-0.28117937,-0.20273988,0.130305,0.1757268,-0.14757426,0.109972276,-0.10826648,0.5090721,-0.12882417,-0.27890003,0.042128842,0.025402868,-0.10892589,-0.15609358,-0.13872412,-0.26672018,-0.14472474,-0.08996528,-0.056096654,0.08541159,0.43326125,0.1153457,0.090041675,-0.22034737,0.09290322,0.10583871,0.04071742,0.19700873,0.045254424,-0.17275831,-0.19471255,0.13613632,0.04453736,-0.29590443,0.23160022,0.12222572,-0.606495,0.1579706,0.18947989,-0.093689114,-0.41227633,0.12426305,0.063733615,0.047975473,0.2208527,0.09460465,-0.15263456,-0.15079087,-0.42442393,-0.6197363,1.1954865,0.42148513,0.15560223,-0.43634376,-0.2597677,0.06518016,0.45819402,-0.70065475,0.12931608,-0.62912506,-0.21949524,0.38519573,0.34592208,-1.1489184,-1.8254555,1.2468114,0.04405484,-0.6310345,-1.2167944,0.4903313,-0.0066216374,0.3889838,0.45404896,-0.37237605,-0.19058084,0.5070291,0.5031405,-0.4493304,0.46028373,0.513213,-0.59129846,1.122679,-1.9729869,-0.003883584,-0.15474786,-1.5753115,0.24730569,0.92241555,0.5942473,-1.1363076,-1.3225888,-0.32550046,0.8355113,0.5549266,-0.316558,-0.63423306,-0.83490413,-0.26004556,0.09077871,-0.11046235,-0.20380533,0.1300757,0.032323055,-0.3653195,0.11281652,-0.105451025,0.128047,-0.041884262,-0.17963374,0.12289664,0.17641744,-0.0141302645,-0.04370632,0.005113306,-0.06357755,0.009243196,-0.19290768,-0.09343966,-0.01623172,0.27308217,0.18867363,0.16791141,-0.07567559,0.41291654,0.09022662,-0.052655675,0.18081616,0.31353077,-0.09227708,-0.2553283,0.16319783,0.10597509,0.06088867,0.059785392,-0.2385505,-0.26604304,-0.03922689,-0.25650325,0.37540877,0.8431789,-0.057637863,0.078657545,0.16256177,-0.11739496,0.12954594,-0.07035631,0.2912802,0.78978366,0.12071089,0.012579228,0.5743885,0.10113681,0.3298631,0.16057023,-0.8106136,-0.23094904,-0.910902,-0.1055199,-0.5106676,0.22148666,-0.4001831,-0.22909795,-1.0031224,-0.05840437,0.26146472,0.14027517,-0.16693963,0.003654408,-0.001969932,-0.12584041,-0.2617033,-0.3173736,0.07860706,-0.05722115,-0.052707188,0.2250193,0.009612353,0.06766696,-0.009490088,-0.7619146,-0.21724966,-0.33313116,0.6962767,-0.13381565,0.048145805,-0.15631925,-0.19205779,0.62213355,0.07005431,0.27134013,-0.13141859,0.17117207,0.084810235,-0.6705051,0.4195519,0.4286616,0.10631166,0.10160654,-0.70427954,-0.2198869,0.005431035,-0.3444426,0.07627952,0.21380846,-0.28834304,-0.03544759,-0.04791819,0.16919242,-0.08372062,0.29022357,0.40533355,0.08310569,0.33325133,0.2730795,0.12400094,0.45797822,0.504152,0.05011469,-0.19118845,-0.11194791,-0.1443181,0.31342214,-0.93163466,-0.07810841,-0.77640665,-0.025800595,-0.35244077,0.17484263,0.033262935,0.017798528,-0.48282647,-0.4598793,0.084128425,-0.08278962,-0.002244454,-0.119563095,-0.2877395,0.33444458,0.11846504,-0.0033904868,-0.009830448,0.15384488,-0.114180185,-0.0013047508,-0.1757706,-0.07877418,0.46717626,0.06474937,0.0523726,0.08632943,0.11512144,0.07253569,0.061281934,-0.034700375,-0.25623265,-0.52657974,0.14704491,-0.45287955,0.2196051,-0.4427694,-0.17761621,0.60356885,-0.3816815,-0.58435696,0.17451164,0.2269474,0.039823275,-0.7124173,-0.3162919,-0.01881832,0.20943125,-0.26054877,0.2836377,0.12491398,0.04775918,-0.04629235,-0.24834888,0.06871591,0.47789308,-0.5036453,0.088587,-1.5519927,-0.49291942,-0.056433365,0.026021915,0.1424235,-0.5564083,0.012276735,0.4622531,0.35238793,0.06110627,0.16971646,-0.28410774,-0.025693228,0.067854196,0.40117016,0.44628707,0.42696372,0.53700054,0.006254607,-1.065548,0.20111741,-0.059122305,0.4111556,-0.32563767,-0.008449249,-0.15113126,0.14616357,-0.093151815,-0.4012669,-0.19936503,-1.4670994,-0.4977807,-0.853116,0.97823495,0.44533616,0.10537479,-0.047951512,-0.24061528,-0.74447817,0.18487334,-0.35478187,0.111880235,-0.35918283,-0.47034577,0.5019568,0.26344356,-0.8237771])
127
+ const L7 = new Float32Array([-0.08064784,0.2509244,0.09095857,-0.47562817,-0.06802657,0.118086636,-0.10334228,0.09561567,0.12321042,0.10249368,0.08523669,-0.07844436,-0.10854699,-0.09728762,-0.09508417,-0.059435926,0.43417415])
128
+
129
+ function relu(x){return x > 0 ? x : 0;}
130
+ function selu(x){return 1.0507009873554805 * (x > 0 ? x : 1.6732632423543772 * (Math.expm1(x)));}
131
+ function gelu(x)
132
+ {
133
+ const c = Math.sqrt(2 / Math.PI);
134
+ const x3 = x * x * x;
135
+ return 0.5 * x * (1 + Math.tanh(c * (x + 0.044715 * x3)));
136
+ }
137
+ function dense_rowbias(src, w, inDim, outDim, useactivation = true)
138
+ {
139
+ const dst = new Float32Array(outDim);
140
+ const stride = inDim + 1;
141
+ for(let i = 0; i < outDim; i++)
142
+ {
143
+ const base = i * stride;
144
+ let s = w[base + inDim];
145
+ for(let k = 0; k < inDim; k++){s += w[base + k] * src[k];}
146
+ dst[i] = useactivation ? gelu(s) : s;
147
+ }
148
+ return dst;
149
+ }
150
+ function forward(x)
151
+ {
152
+ const h0 = dense_rowbias(x, L0, 26, 32, true);
153
+ const h1 = dense_rowbias(h0, L1, 32, 32, true);
154
+ const h2 = dense_rowbias(h1, L2, 32, 32, true);
155
+ const h3 = dense_rowbias(h2, L3, 32, 32, true);
156
+ const h4 = dense_rowbias(h3, L4, 32, 32, true);
157
+ const h5 = dense_rowbias(h4, L5, 32, 32, true);
158
+ const h6 = dense_rowbias(h5, L6, 32, 16, true);
159
+ return dense_rowbias(h6, L7, 16, 1, false)[0];
160
+ }
161
+
162
+ const TRAITS = ["obese/fat","curious","empathetic","ambitious","depressive","creative","intellectual","spiritual","traditional","loyal","dependable","emotional","nurturing","affectionate","possessive","dominant","open minded","defiant","independent","trustworthy","social","humorous","risk-taking","adventurous","quirky","crazy"];
163
+ const SCALE_LABELS = {0:"Not me at all",1:"Very untrue of me",2:"Mostly untrue of me",3:"Somewhat untrue of me",4:"Slightly untrue of me",5:"Slightly true of me",6:"Somewhat true of me",7:"Mostly true of me",8:"Very true of me",9:"Absolutely me"};
164
+
165
+ const form=document.getElementById('survey');
166
+ TRAITS.forEach((trait,idx)=>{
167
+ const field=document.createElement('div'); field.className='field';
168
+ const label=document.createElement('label'); label.textContent=trait.charAt(0).toUpperCase()+trait.slice(1);
169
+ const select=document.createElement('select'); select.name=trait;
170
+ select.innerHTML=Array.from({length:10},(_,v)=>`<option value="${v}" ${v===4?'selected':''}>${SCALE_LABELS[v]}</option>`).join('');
171
+ select.addEventListener('change',updateScore);
172
+ field.append(label,select); form.append(field);
173
+ });
174
+
175
+ document.getElementById('resetBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='4');updateScore();});
176
+ document.getElementById('minBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='0');updateScore();});
177
+ document.getElementById('maxBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='9');updateScore();});
178
+ document.getElementById('randBtn').addEventListener('click', () => {form.querySelectorAll('select').forEach(s=>s.value=Math.round(Math.random()*9));updateScore();});
179
+
180
+ function updateScore()
181
+ {
182
+ const arr = Array.from(form.querySelectorAll('select')).map(s => Number(s.value) / 9);
183
+ const o = forward(arr);
184
+ const pct = Math.max(0, Math.min(1, Number(o))) * 100;
185
+ const pctRounded = pct.toFixed(0);
186
+ document.getElementById("bar").style.width = pctRounded + "%";
187
+ document.getElementById("percent").textContent = pctRounded + "%";
188
+ document.getElementById("explain").textContent = "Your likelihood of finding love";
189
+ }
190
+
191
+ updateScore();
192
+ </script>
193
+ </body>
194
+ </html>
gelu_sgd_6_256_512_33333_1_L[0.029768].html ADDED
The diff for this file is too large to render. See raw diff
 
gelu_sgd_6_32_512_33333_1_L[0.031157].html ADDED
@@ -0,0 +1,194 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!doctype html>
2
+ <html lang="en">
3
+ <head>
4
+ <meta charset="utf-8">
5
+ <meta name="darkreader-lock"/>
6
+ <meta name="viewport" content="width=device-width, initial-scale=1" />
7
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
8
+ <link rel="manifest" href='data:application/manifest+json,{"display":"standalone"}' />
9
+ <meta name="mobile-web-app-capable" content="yes" />
10
+ <meta name="description" content="Calculate your chances of finding love">
11
+ <meta name="theme-color" content="#5cc8ff">
12
+ <title>Neural Romance v3</title>
13
+ <style>
14
+ :root {
15
+ --bg:#0b0f14;
16
+ --panel:#1a2430;
17
+ --text:#5cc8ff;
18
+ --muted:#9fb0c4;
19
+ --accent:#5cc8ff;
20
+ --accent-2:#7cf29c;
21
+ --border:#223042;
22
+ --radius:14px;
23
+ }
24
+ a { color: #5cc8ff; }
25
+ * { box-sizing: border-box; }
26
+ html, body {
27
+ height: 100%;
28
+ margin: 0;
29
+ font-family: system-ui, sans-serif;
30
+ background: radial-gradient(1200px 800px at 10% 0%, #0d1420, #0b0f14 60%);
31
+ background-attachment: fixed;
32
+ color: var(--text);
33
+ scrollbar-color: var(--text) var(--bg)
34
+ }
35
+ .container {
36
+ min-height: 100vh;
37
+ display: flex;
38
+ align-items: center;
39
+ justify-content: center;
40
+ padding: 40px 16px;
41
+ }
42
+ .card {
43
+ width: 100%;
44
+ max-width: 1100px;
45
+ background:var(--panel);
46
+ border: 0px;
47
+ border-radius: var(--radius);
48
+ box-shadow: 0 10px 30px rgba(0,0,0,0.35);
49
+ padding: 24px;
50
+ }
51
+ .header-controls {
52
+ display: flex;
53
+ justify-content: space-between;
54
+ align-items: center;
55
+ flex-wrap: wrap;
56
+ gap: 10px;
57
+ margin-bottom: 20px;
58
+ }
59
+ .header-controls h1 {
60
+ margin: 0;
61
+ font-size: clamp(22px, 3.2vw, 34px);
62
+ }
63
+ .btn {
64
+ appearance:none; border:1px solid var(--border); color:var(--text);
65
+ background:#162131; padding:10px 14px; border-radius:10px; cursor:pointer;
66
+ }
67
+ .btn:hover { border-color: var(--accent); }
68
+ .grid {
69
+ display: grid;
70
+ grid-template-columns: repeat(auto-fit, minmax(260px, 1fr));
71
+ gap: 12px;
72
+ }
73
+ .field { display:flex; flex-direction:column; gap:6px; }
74
+ label { font-size:14px; }
75
+ select {
76
+ width:100%; background:#0f1622; color:var(--text); border-radius:10px;
77
+ border:1px solid var(--border); padding:10px 12px;
78
+ color: var(--accent-2);
79
+ }
80
+ .score {
81
+ display:grid; gap:10px; grid-template-columns:1fr auto; align-items:center; margin-top:18px;
82
+ padding-top:14px; border-top:1px dashed var(--border);
83
+ }
84
+ .meter { position:relative; height:16px; border-radius:999px; background:#0f1622; border:0px; overflow:hidden; }
85
+ .bar { position:absolute; inset:0; width:0%; background:#2563eb }
86
+ .percent { font-size:clamp(28px,4vw,40px); font-weight:700; }
87
+ .detail { color:var(--muted); font-size:13px; }
88
+ </style>
89
+ </head>
90
+ <body>
91
+ <div class="container">
92
+ <div class="card">
93
+ <div class="header-controls">
94
+ <a href="https://github.com/colinrizzman" style="text-decoration:none"><h1>Neural Romance v3</h1></a>
95
+ <div>
96
+ <button class="btn" id="minBtn" type="button">Min</button>
97
+ <button class="btn" id="maxBtn" type="button">Max</button>
98
+ <button class="btn" id="randBtn" type="button">Random</button>
99
+ <button class="btn" id="resetBtn" type="button">Reset</button>
100
+ </div>
101
+ </div>
102
+ <form id="survey" class="grid" autocomplete="off"></form>
103
+ <div class="score">
104
+ <div>
105
+ <div class="meter" role="meter" aria-valuemin="0" aria-valuemax="100" aria-valuenow="0">
106
+ <div class="bar" id="bar"></div>
107
+ </div>
108
+ <div class="detail" id="explain">Answer some questions to get your percentage.</div>
109
+ </div>
110
+ <div class="percent" id="percent">0%</div>
111
+ </div>
112
+ </div>
113
+ </div>
114
+ <script>
115
+ // loss: 0.031157001853
116
+ // Reset Percentage: 48.58%
117
+ // Min Percentage: 30.43%
118
+ // Max Percentage: 76.72%
119
+
120
+ const L0 = new 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121
+ const L1 = new 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122
+ const L2 = new 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123
+ const L3 = new 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124
+ const L4 = new 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125
+ const L5 = new 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126
+ const L6 = new Float32Array([-0.2677124,0.13876353,0.15561372,-0.24087526,0.12808265,-0.00088666426,0.3202455,-0.24847153,0.19820334,-0.25690186,-0.16602126,-0.33405703,0.07785856,-0.04104632,-0.15420647,-0.13445261,-0.17907058,0.15328825,0.036098354,0.16171813,0.34139827,0.29318878,-0.06833634,0.1945047,-0.21464579,0.24019733,0.06191753,0.2747135,-0.16033955,0.061026655,0.33283788,-0.13988942,0.003328167,-0.10982261,-0.34081328,-0.08746368,0.11127934,0.040778123,0.24940911,-0.2074619,0.24633211,0.08201707,-0.18840854,-0.28056684,0.2478797,0.023059035,-0.08943574,-0.16556647,0.13235171,0.20900445,-0.29284444,0.092069566,0.21740873,0.08482522,0.3377424,-0.35557133,-0.34244528,0.3123836,-0.028975805,-0.13634093,0.43537214,0.32918733,0.3950841,-0.18819624,-0.052387085,0.07749509,-0.01511031,0.20688222,0.08137341,0.26284584,-0.31206876,0.26544023,-0.24432367,0.29263806,-0.07633304,0.27739817,-0.090653315,0.15289535,0.017780606,-0.29604116,0.056837626,0.26039284,-0.23778442,0.14579202,0.31759164,0.047773547,0.3434002,0.24208948,-0.2839649,0.17377546,0.1352818,-0.16743103,-0.31373852,-0.28705108,0.089103445,0.16729704,0.18160819,0.09122116,-0.010850419,0.21332854,0.0037751996,-0.35004985,0.068894856,0.30774346,-0.056321267,-0.043095257,-0.34263456,-0.06957924,0.32926524,0.4578388,-0.14613019,0.45157394,0.0074095223,0.15891011,0.035465732,-0.20112878,0.26539594,0.14867964,0.34319368,-0.19513616,-0.39630455,-0.24845389,0.19650267,-0.24151465,0.33516085,-0.19931342,-0.28100988,0.2331183,-0.25995156,0.090713196,-0.277287,0.15738131,-0.03781726,0.19503172,-0.02942801,0.16013873,-0.22614945,-0.26694104,-0.25974566,-0.32149184,0.29513958,0.35645118,-0.25342503,0.0735428,0.3546717,-0.03500902,-0.091374576,-0.3212043,-0.20928407,0.076009534,0.10721132,0.27983838,0.27093858,0.22803095,-0.271089,-0.033678405,0.18931018,0.31729102,0.1573304,-0.22813515,0.26253685,-0.3041274,-0.29792354,0.010734109,0.0037468523,0.23359515,0.119854875,-0.33257467,0.057066433,-0.12152085,0.0034002888,0.06888422,0.33868423,-0.13561258,-0.04537282,-0.020295717,0.07548067,0.32015035,-0.14704913,0.09259201,0.24236904,0.27676535,-0.2628219,-0.29702252,0.3243386,-0.2579432,0.20239252,-0.3067481,-0.15189388,-0.040749986,-0.19167802,0.06445873,0.2264424,0.21875949,0.10631074,0.32458818,0.28620872,0.0035934274,-0.041839346,-0.2688234,-0.054832164,-0.118896924,0.31673744,-0.21521504,-0.30874094,0.22185251,0.12693138,-0.29288036,0.1494673,0.3219081,0.0725908,-0.15542331,-0.27956766,-0.3092896,0.2244283,0.13776287,0.002230998,-0.025589695,0.2505636,-0.026525717,-0.27558315,0.04936393,-0.16957131,-0.29695794,0.15387197,-0.10304072,0.013402669,0.33175564,0.02594022,0.3662647,0.031289157,-0.09176454,0.060040213,-0.005409924,-0.096621044,0.21122554,-0.22585936,0.0506889,-0.24905898,0.24203269,0.040577583,0.011053443,0.30541152,0.18678328,0.13862507,0.009634572,-0.067218274,0.17365947,0.08754134,0.32282487,-0.115988165,-0.29588342,0.010189038,0.30892035,-0.40226462,-0.18007201,-0.3118101,0.2472283,-0.15484467,0.013331375,0.32348663,-0.16345386,-0.069102265,-0.0435044,-0.37146428,-0.0593204,-0.11808566,-0.2331641,-0.17417523,-0.06654313,0.13001627,-0.05591249,0.074026756,-0.17514338,0.00036864242,-0.29437792,-0.18792588,0.16808328,0.18293014,0.26453152,-0.2055775,0.15159002,-0.026223488,-0.19956504,0.22048596,-0.36102998,-0.11936654,0.05357583,-0.30061492,-0.26260164,-0.28026548,0.29102153,0.19350909,0.024928879,0.18567982,0.25842202,0.06458487,-0.08643123,-0.1044866,-0.07646042,-0.15000495,0.31406096,-0.12073649,0.038402714,-0.13498428,-0.08820027,-0.22220376,-0.24871731,0.11696172,0.22848746,-0.19850455,-0.20503044,0.050547715,-0.23435125,0.18969195,0.14703652,0.003664128,0.32653257,0.29056242,0.22037716,0.24325491,0.05065998,-0.13339804,0.25533772,-0.15281102,-0.012773963,0.1844207,0.04005112,-0.122612156,0.022936905,-0.0959499,0.11791362,0.20007916,0.063006416,0.116247155,0.047334332,0.102464594,-0.11183491,0.16139631,-0.2902724,0.09257883,-0.22507586,0.016568428,0.19148053,-0.19280806,0.23337646,0.2647619,-0.27873114,-0.13179448,-0.1993036,0.16145703,-0.14718044,-0.009297371,-0.3044729,0.27854598,-0.29898354,0.22623158,-0.010601601,-0.16316977,-0.06906915,-0.1724759,0.27263337,0.018299503,0.1912637,-0.104659386,-0.13356751,0.2439862,0.28075525,-0.0077747814,-0.044645336,0.35268155,0.15495765,0.15918884,0.005469479,0.107604094,-0.06217112,0.088635415,-0.11233214,-0.07896875,0.10948773,-0.2805837,-0.14053372,0.34445167,-0.01311001,-0.08127216,-0.31235933,0.3126604,0.18845628,0.21609652,-0.27658418,-0.31357485,-0.12395875,0.3138052,-0.21958841,-0.14423339,-0.0007458356,0.16975836,0.3413405,-0.22015525,-0.1440589,-0.34069207,-0.24692427,-0.18127339,0.25189674,-0.21189651,-0.3620037,-0.1273585,-0.012461579,-0.19025347,-0.18602091,0.075619295,-0.27340612,-0.012325794,-0.27393314,-0.010331332,0.28387985,-0.26281783,-0.19564909,-0.13588561,0.023490045,0.24614911,-0.30742326,-0.13177109,0.22003609,0.1649797,0.37602782,-0.3621187,-0.1328712,0.10627251,0.16617925,-0.10910334,0.15687512,0.050784692,0.057705563,-0.32913715,-0.09462863,0.32871222,-0.009502493,-0.116008006,0.23151563,0.06872135,0.2712707,-0.059393626,0.109471634,0.009663082,0.2205389,-0.19430596,-0.109472595,-0.06298933,-0.30284616,0.30484846,-0.10167978,0.1202717,0.33225864,-0.15051283,-0.05734372,0.28031778,-0.24434847,-0.2988572,-0.0058298297,-0.31587085,0.0032594972,-0.24110642,-0.08313931,-0.023908969,-0.18971418,-0.109839894,-0.16351095,0.19112904,0.23540021,-0.33633006,-0.20445922,0.096872315,0.058521405,-0.21941398,-0.23008062,-0.3587795,0.3937225,-0.14497852,0.12340221,-0.07140782,-0.019430874,-0.2968644,0.14504449,0.05320105,-0.1295082,-0.0039231684,-0.08575891,-0.004964365,0.089742064,0.28420976,0.031401116,-0.44599748,-0.09171228,0.047631666,-0.047492635,-0.17268072,0.11747149,0.12082972,-0.16262797,0.27445862,0.36397007,-0.06393437,0.31675503,0.21656317,0.1846359,0.19760042,0.115579344,0.22882827,-0.274119,0.026240705,-0.25332758,0.11490175,0.027797693,0.1674847,-0.058780756,-0.08319524,0.04130189,-0.09300444,0.012931959,0.22523323,-0.30127087,-0.22075556,-0.049077038,-0.08568004,0.24144034,0.19535604,0.15642776])
127
+ const L7 = new Float32Array([0.074679404,-0.8120286,0.100654274,0.79089093,0.13538474,-0.23184529,0.42179945,-0.5390122,0.4114768,0.4968955,0.31692988,-0.03690228,-0.74711215,-0.21751383,-0.6947165,0.55273193,0.27042994])
128
+
129
+ function relu(x){return x > 0 ? x : 0;}
130
+ function selu(x){return 1.0507009873554805 * (x > 0 ? x : 1.6732632423543772 * (Math.expm1(x)));}
131
+ function gelu(x)
132
+ {
133
+ const c = Math.sqrt(2 / Math.PI);
134
+ const x3 = x * x * x;
135
+ return 0.5 * x * (1 + Math.tanh(c * (x + 0.044715 * x3)));
136
+ }
137
+ function dense_rowbias(src, w, inDim, outDim, useactivation = true)
138
+ {
139
+ const dst = new Float32Array(outDim);
140
+ const stride = inDim + 1;
141
+ for(let i = 0; i < outDim; i++)
142
+ {
143
+ const base = i * stride;
144
+ let s = w[base + inDim];
145
+ for(let k = 0; k < inDim; k++){s += w[base + k] * src[k];}
146
+ dst[i] = useactivation ? gelu(s) : s;
147
+ }
148
+ return dst;
149
+ }
150
+ function forward(x)
151
+ {
152
+ const h0 = dense_rowbias(x, L0, 26, 32, true);
153
+ const h1 = dense_rowbias(h0, L1, 32, 32, true);
154
+ const h2 = dense_rowbias(h1, L2, 32, 32, true);
155
+ const h3 = dense_rowbias(h2, L3, 32, 32, true);
156
+ const h4 = dense_rowbias(h3, L4, 32, 32, true);
157
+ const h5 = dense_rowbias(h4, L5, 32, 32, true);
158
+ const h6 = dense_rowbias(h5, L6, 32, 16, true);
159
+ return dense_rowbias(h6, L7, 16, 1, false)[0];
160
+ }
161
+
162
+ const TRAITS = ["obese/fat","curious","empathetic","ambitious","depressive","creative","intellectual","spiritual","traditional","loyal","dependable","emotional","nurturing","affectionate","possessive","dominant","open minded","defiant","independent","trustworthy","social","humorous","risk-taking","adventurous","quirky","crazy"];
163
+ const SCALE_LABELS = {0:"Not me at all",1:"Very untrue of me",2:"Mostly untrue of me",3:"Somewhat untrue of me",4:"Slightly untrue of me",5:"Slightly true of me",6:"Somewhat true of me",7:"Mostly true of me",8:"Very true of me",9:"Absolutely me"};
164
+
165
+ const form=document.getElementById('survey');
166
+ TRAITS.forEach((trait,idx)=>{
167
+ const field=document.createElement('div'); field.className='field';
168
+ const label=document.createElement('label'); label.textContent=trait.charAt(0).toUpperCase()+trait.slice(1);
169
+ const select=document.createElement('select'); select.name=trait;
170
+ select.innerHTML=Array.from({length:10},(_,v)=>`<option value="${v}" ${v===4?'selected':''}>${SCALE_LABELS[v]}</option>`).join('');
171
+ select.addEventListener('change',updateScore);
172
+ field.append(label,select); form.append(field);
173
+ });
174
+
175
+ document.getElementById('resetBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='4');updateScore();});
176
+ document.getElementById('minBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='0');updateScore();});
177
+ document.getElementById('maxBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='9');updateScore();});
178
+ document.getElementById('randBtn').addEventListener('click', () => {form.querySelectorAll('select').forEach(s=>s.value=Math.round(Math.random()*9));updateScore();});
179
+
180
+ function updateScore()
181
+ {
182
+ const arr = Array.from(form.querySelectorAll('select')).map(s => Number(s.value) / 9);
183
+ const o = forward(arr);
184
+ const pct = Math.max(0, Math.min(1, Number(o))) * 100;
185
+ const pctRounded = pct.toFixed(0);
186
+ document.getElementById("bar").style.width = pctRounded + "%";
187
+ document.getElementById("percent").textContent = pctRounded + "%";
188
+ document.getElementById("explain").textContent = "Your likelihood of finding love";
189
+ }
190
+
191
+ updateScore();
192
+ </script>
193
+ </body>
194
+ </html>
relu_adam_6_256_512_33333_1_L[0.000063].html ADDED
The diff for this file is too large to render. See raw diff
 
relu_adam_6_32_512_33333_1_L[0.026425].html ADDED
@@ -0,0 +1,194 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!doctype html>
2
+ <html lang="en">
3
+ <head>
4
+ <meta charset="utf-8">
5
+ <meta name="darkreader-lock"/>
6
+ <meta name="viewport" content="width=device-width, initial-scale=1" />
7
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
8
+ <link rel="manifest" href='data:application/manifest+json,{"display":"standalone"}' />
9
+ <meta name="mobile-web-app-capable" content="yes" />
10
+ <meta name="description" content="Calculate your chances of finding love">
11
+ <meta name="theme-color" content="#5cc8ff">
12
+ <title>Neural Romance v3</title>
13
+ <style>
14
+ :root {
15
+ --bg:#0b0f14;
16
+ --panel:#1a2430;
17
+ --text:#5cc8ff;
18
+ --muted:#9fb0c4;
19
+ --accent:#5cc8ff;
20
+ --accent-2:#7cf29c;
21
+ --border:#223042;
22
+ --radius:14px;
23
+ }
24
+ a { color: #5cc8ff; }
25
+ * { box-sizing: border-box; }
26
+ html, body {
27
+ height: 100%;
28
+ margin: 0;
29
+ font-family: system-ui, sans-serif;
30
+ background: radial-gradient(1200px 800px at 10% 0%, #0d1420, #0b0f14 60%);
31
+ background-attachment: fixed;
32
+ color: var(--text);
33
+ scrollbar-color: var(--text) var(--bg)
34
+ }
35
+ .container {
36
+ min-height: 100vh;
37
+ display: flex;
38
+ align-items: center;
39
+ justify-content: center;
40
+ padding: 40px 16px;
41
+ }
42
+ .card {
43
+ width: 100%;
44
+ max-width: 1100px;
45
+ background:var(--panel);
46
+ border: 0px;
47
+ border-radius: var(--radius);
48
+ box-shadow: 0 10px 30px rgba(0,0,0,0.35);
49
+ padding: 24px;
50
+ }
51
+ .header-controls {
52
+ display: flex;
53
+ justify-content: space-between;
54
+ align-items: center;
55
+ flex-wrap: wrap;
56
+ gap: 10px;
57
+ margin-bottom: 20px;
58
+ }
59
+ .header-controls h1 {
60
+ margin: 0;
61
+ font-size: clamp(22px, 3.2vw, 34px);
62
+ }
63
+ .btn {
64
+ appearance:none; border:1px solid var(--border); color:var(--text);
65
+ background:#162131; padding:10px 14px; border-radius:10px; cursor:pointer;
66
+ }
67
+ .btn:hover { border-color: var(--accent); }
68
+ .grid {
69
+ display: grid;
70
+ grid-template-columns: repeat(auto-fit, minmax(260px, 1fr));
71
+ gap: 12px;
72
+ }
73
+ .field { display:flex; flex-direction:column; gap:6px; }
74
+ label { font-size:14px; }
75
+ select {
76
+ width:100%; background:#0f1622; color:var(--text); border-radius:10px;
77
+ border:1px solid var(--border); padding:10px 12px;
78
+ color: var(--accent-2);
79
+ }
80
+ .score {
81
+ display:grid; gap:10px; grid-template-columns:1fr auto; align-items:center; margin-top:18px;
82
+ padding-top:14px; border-top:1px dashed var(--border);
83
+ }
84
+ .meter { position:relative; height:16px; border-radius:999px; background:#0f1622; border:0px; overflow:hidden; }
85
+ .bar { position:absolute; inset:0; width:0%; background:#2563eb }
86
+ .percent { font-size:clamp(28px,4vw,40px); font-weight:700; }
87
+ .detail { color:var(--muted); font-size:13px; }
88
+ </style>
89
+ </head>
90
+ <body>
91
+ <div class="container">
92
+ <div class="card">
93
+ <div class="header-controls">
94
+ <a href="https://github.com/colinrizzman" style="text-decoration:none"><h1>Neural Romance v3</h1></a>
95
+ <div>
96
+ <button class="btn" id="minBtn" type="button">Min</button>
97
+ <button class="btn" id="maxBtn" type="button">Max</button>
98
+ <button class="btn" id="randBtn" type="button">Random</button>
99
+ <button class="btn" id="resetBtn" type="button">Reset</button>
100
+ </div>
101
+ </div>
102
+ <form id="survey" class="grid" autocomplete="off"></form>
103
+ <div class="score">
104
+ <div>
105
+ <div class="meter" role="meter" aria-valuemin="0" aria-valuemax="100" aria-valuenow="0">
106
+ <div class="bar" id="bar"></div>
107
+ </div>
108
+ <div class="detail" id="explain">Answer some questions to get your percentage.</div>
109
+ </div>
110
+ <div class="percent" id="percent">0%</div>
111
+ </div>
112
+ </div>
113
+ </div>
114
+ <script>
115
+ // loss: 0.026425374672
116
+ // Reset Percentage: 51.25%
117
+ // Min Percentage: 18.72%
118
+ // Max Percentage: 78.78%
119
+
120
+ const L0 = new Float32Array([0.02231358,-1.5668112,-4.257031,-0.51717407,1.5092691,-0.5812475,-1.3503652,2.8910499,0.79353404,2.29108,-3.5129473,-1.040211,-2.1111479,1.9063139,-1.6169208,-0.15508036,-0.19123907,-1.6952437,-0.012225989,-0.36644828,-2.050872,0.09763656,2.7778425,1.6109205,1.7105018,0.3927512,-1.9441983,1.6900221,1.7161169,2.0401285,-0.35482728,-2.3396633,-1.9939462,-1.3513234,0.57299125,-0.3244279,0.03989057,-1.2615508,-0.6554599,1.2978789,1.428081,-0.7809638,-1.1254455,-1.6480054,0.67527795,-1.0703281,1.3594894,1.6230229,-0.35993248,0.8521698,1.560158,0.04554287,0.6615232,0.24394196,-1.8178663,-0.9762279,1.0231519,1.1555225,-0.51469415,1.7050905,1.1855334,1.9036189,-0.63507813,-1.7388287,-2.6558862,1.7113186,1.1261244,-0.001500277,1.4809982,-1.491922,1.655671,0.5579373,-0.55897105,0.544674,0.7794917,-0.45666328,-0.3198491,-0.9289871,0.19017155,-0.40536746,0.103531376,-1.2391479,1.6621213,2.572138,2.5984874,-0.96647763,1.7548892,-0.8911872,1.4895532,0.41698137,1.2653044,-0.9406679,-1.5439435,0.7214465,1.5728356,-0.8637353,0.2784987,-0.913466,-0.9989357,0.1347367,-0.76994056,0.5227706,-0.5031556,0.2727521,-1.2189257,-1.311741,0.3454454,-1.2159016,0.62910783,0.6392125,1.2861903,1.4399735,0.53140795,1.8434794,0.87044984,-1.0521272,0.12464801,-1.044017,0.17532311,0.46073362,1.0644172,0.30759585,1.0652233,1.5850426,-1.3519158,-0.45710754,0.6919709,-1.5809542,-0.5816125,0.10322589,0.4545102,0.23214927,0.73760915,-0.036630206,-1.7079884,-0.7716554,-5.660199,-0.052560188,1.4883088,-0.79786587,-0.31631076,-0.82125676,-1.6265522,0.5361534,-0.30077562,-0.8099787,-1.2796977,-1.0725235,-0.1362312,0.20491803,0.7379026,0.5292479,-0.21493869,-0.8954969,0.8078577,0.7730074,5.4295034,-0.30962288,-0.13003246,0.22087128,0.32725373,0.04134797,-0.02658587,-0.65847355,0.6102885,-1.0878017,-0.96838707,0.60015196,1.0656016,1.8581066,-0.39652273,0.5994841,0.10860561,0.53851277,1.3085093,-2.1332502,1.1476985,1.495079,-1.3479275,-0.75466025,1.202203,1.4014989,1.9460517,-0.8896702,1.4238615,-1.5883782,0.14123213,1.4941779,-0.70003635,-0.060206637,-0.1901449,-0.26862726,-0.22894646,-0.04398317,0.2746254,0.07667053,0.14735997,-0.32607955,-0.01022562,-0.11638787,-0.15452889,-0.26800722,-0.15740034,-0.11305454,0.10478574,-0.12665509,-0.19067349,-0.2752058,-0.16572177,-0.027821396,-0.1668922,0.13133736,-0.22994766,-0.077810295,0.18279131,-0.03050278,-1.6387647,1.3038833,-1.6947528,-0.602618,0.38439408,-0.11289313,-0.33504358,-0.5792654,1.3217796,-0.09544978,-1.9254292,1.7518983,-0.5756186,0.48756236,-0.14219688,-0.579011,-0.22160658,0.768877,0.21218355,-0.56091464,2.400045,-2.1432366,2.5649064,0.9943551,-1.487822,1.5705246,0.27179444,0.374035,2.761987,0.14618094,-1.4879326,-0.45533875,-4.616914,-3.566607,0.84530264,0.623864,-0.84182346,1.5406096,-0.6223664,-1.4049091,0.91634345,-0.49319416,-0.33445746,-0.6552436,-1.7946885,-1.2072853,0.49323073,3.4538302,1.3740684,1.7786485,-2.027194,-0.07513866,-0.9607094,-0.3187975,0.7137345,-0.43086562,-0.5561012,-0.043391366,1.5592055,-0.8024291,0.0177078,1.0898787,-0.39101654,-0.4578919,2.371108,-3.3996553,-0.7520156,-1.7683731,0.021892775,0.2846669,-1.6695269,1.1941735,0.76968503,1.9779593,1.0251815,-0.5005066,0.14462344,0.8637812,0.34571755,-2.2096395,0.59658337,1.1235799,-1.6905653,-0.99392825,0.1434427,-0.96966606,-1.0057222,0.014451409,1.7013776,0.38380903,-0.22870404,0.5287214,0.6935107,1.5688782,1.2919106,-1.4770101,-0.9874573,-0.4096727,-2.1443086,1.9013528,-0.049130913,2.0917828,-0.4684449,1.1501477,1.6981758,-1.1669383,-0.55818033,1.5746493,0.90315425,0.07265376,0.38459045,1.1555843,0.19210275,1.0636762,-1.5633261,0.061594263,1.0303824,1.1159663,-0.4447215,2.074314,0.16088375,-0.2674297,-1.6661351,-1.9355212,0.16803575,-0.73807794,0.8128674,1.498792,-1.532711,1.5403007,0.13935952,-1.3740247,0.75445014,0.23239139,0.20077185,-0.6220879,-0.93572223,0.30512217,0.0108068455,-0.04268992,-0.5995066,-0.5501138,0.438122,-0.5466686,0.25935963,-1.0053215,0.741702,0.16706654,1.0272229,0.78072834,-0.6508111,0.45520568,2.0834024,1.4574941,2.9231608,1.4688408,0.9027357,0.16524614,1.56758,-1.1570349,-0.5972669,-0.60351956,-0.5166487,-0.54286236,1.444057,-0.30029237,1.0072483,0.638496,-1.3546791,1.1760619,0.31982952,0.92394704,-0.22404245,0.16756757,0.84373105,-0.4903899,1.2114024,-1.3981993,0.6054691,1.1444165,0.25837547,-6.073821,1.4481934,1.4365973,0.07560242,-0.89987564,0.44749236,-0.78243077,0.48652157,0.24511124,1.4850923,-2.813653,0.9797444,-0.007388147,0.63013947,0.27616215,-0.03689364,0.43145475,1.2691351,-0.9567262,0.39863062,0.08685197,0.7347441,-1.5716884,-0.34713492,-0.8523367,1.4736434,-0.1371023,-0.28136936,-1.0984968,-0.43725276,0.37343067,0.97277904,2.2812378,-4.340802,0.45281172,0.99937695,-1.2676724,0.08476319,0.089261934,0.59044105,0.55227995,-0.86807334,0.5296668,0.07905044,-0.48000368,1.8477731,1.20061,1.1632574,-0.61298877,0.87570316,0.062019967,0.13314418,0.4009237,-0.9797978,3.5748036,2.5703695,-0.60416996,-0.50853974,0.1719339,0.01720559,-0.6426929,-0.65272987,-1.0472279,-2.142643,0.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121
+ const L1 = new 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122
+ const L2 = new 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123
+ const L3 = new 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124
+ const L4 = new 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125
+ const L5 = new 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126
+ const L6 = new Float32Array([-1.3398123,0.07618417,-0.7944941,-5.4765487,0.1428741,-1.1577153,1.2705189,-1.602721,0.017479448,-8.869844,0.87434953,-15.204927,-0.9663808,-0.9110523,0.1760519,-0.35569972,-0.0073353457,-0.19097343,-1.3300209,-8.356004,-2.0755787,-0.15187337,0.3348542,-0.58886796,-0.52147394,-1.4286911,0.798565,-3.0946665,1.1668276,-1.6004261,0.21026552,-1.1647466,-5.7074513,-0.086725056,-0.040933456,-0.18847723,-0.05841208,0.09018084,-0.10583407,0.450814,-0.16308655,-0.17747557,-0.3089288,0.034288924,-0.53444433,0.14863442,-0.10414267,0.39500597,0.035641927,-0.2887757,-0.34577498,-0.7868,-0.008194593,-0.31367993,0.46130177,-0.07155181,0.09229771,-0.07405468,-0.39598167,0.022373682,0.1371392,-0.19593231,0.05111671,0.05935037,0.0998842,2.250995,0.034276154,-0.06270386,-0.14637075,-0.054628346,0.1772494,0.07989558,0.06528001,0.03244617,-0.0007001843,-0.35363704,-0.026181942,-0.07788188,0.23009618,-0.044456176,0.43830678,0.18334413,-0.30508578,-0.32236642,-0.6611434,-0.016090145,-0.39996314,0.5799645,-0.28656235,0.05724218,-0.010616456,-0.31131464,-0.12660843,-0.10659673,0.13825797,0.004328676,0.14439999,0.12330808,3.2101684,-0.102455445,-1.0295818,0.109502144,0.021895774,-0.02686549,0.26628694,0.5346705,-0.25078902,-0.39121574,0.2856623,0.22569591,0.3227018,-0.03184172,-0.18686715,-0.12941219,0.056483183,0.2025104,-0.17666993,-0.0696,-0.1788828,0.10113343,-0.15620145,-0.6687191,-0.058123026,0.30405954,0.09345267,-0.3249783,-0.82114613,-0.12464154,-0.45488074,-0.5188618,-0.68057406,-0.43529135,0.3005083,-0.58305913,-0.013407452,-0.3075012,-0.102085635,0.22920522,-0.78369325,0.15121967,0.51359415,0.8126843,0.16974176,0.5294687,0.3720613,-0.2809232,-0.0672325,-0.21728024,-0.040473502,0.05319628,0.07452301,-0.4075945,0.060609717,-0.32836756,-0.012111501,-0.19310118,0.32106447,-0.14736202,-0.45896825,-0.5640201,-0.41201812,-0.1617118,0.038427245,-0.07812987,-10.41234,0.24950896,-0.329457,0.24728952,-0.40044177,0.061136015,0.048851144,-0.35103044,0.3726491,0.19932134,0.92799854,0.22958866,-0.07930745,0.00025534807,-0.2775823,-0.24889928,-0.46889216,0.2482192,0.20772974,-0.3129817,-0.21794687,0.086618185,-0.3528719,-0.1998391,-0.6466873,0.2024366,-0.3206785,-0.41149843,-0.82217944,-0.085473,-0.38578418,-0.35988232,0.19470946,-1.8757315,0.004799319,-0.17943117,0.04346287,-0.124638386,-0.069985285,-0.15330894,-0.2381937,0.120627046,0.16607286,-2.4330099,0.050920762,0.21718118,0.13283755,-0.02919066,0.092356116,-0.0396078,-0.009745304,0.17201218,0.0034013663,-0.35464776,-0.0036661583,-0.2058747,-0.050191086,-0.21019167,0.04466282,-0.27592528,-0.05361605,-0.2788206,-0.044672426,-0.008305509,0.04138641,-0.009602641,-0.28137705,0.08758652,0.17177658,-0.2593567,-0.22829044,-0.3468636,-0.31218448,0.5536743,1.1844388,-13.193227,-2.5206447,0.56549746,-5.083414,0.05868063,-0.0750934,1.0986996,0.07609475,0.06630357,-1.3291489,-2.8072422,0.15182269,-0.20179993,0.39994022,-1.6722662,-0.37690562,-0.29435506,-0.27135158,-0.067985065,-0.6127872,-1.5299766,-0.22207817,-0.07946889,-0.35827106,-7.6411276,0.24057944,-0.2952362,0.04302486,-0.5495359,0.051526953,0.16795401,-0.17881027,0.16178615,0.39053673,0.69361055,0.20495468,0.18321045,-0.13893971,-0.15684713,-0.11620019,0.0758358,0.14758152,0.0753826,-0.040350355,-0.67658913,0.09204827,-0.3630813,-0.07233135,-0.16383553,0.21095756,-0.18994293,-0.3636209,-0.34489727,-0.27576807,-0.19850822,-0.101615466,0.09345984,-2.116714,-0.054834343,0.047214046,0.063450284,0.0889888,0.13441874,-0.0762471,0.5496052,-0.10812451,0.10831156,0.0005828272,-0.1669723,0.26899984,0.09951954,0.033680443,0.12610692,-0.5636382,0.024527166,4.8641e-05,0.020155387,-0.21000345,-0.005300003,0.2274777,-0.47261018,-0.34108818,-0.6848452,0.076708,0.26180136,0.17704985,0.2783401,-0.13481686,-0.15775934,-0.235187,1.2048825,-4.736997,-0.5072986,-0.2127865,-9.119587,0.007826953,0.043684676,0.12868027,0.058799654,0.16903643,0.03598825,-0.09552053,-0.38731363,0.44979596,-0.3348379,-0.19467616,-3.1540465,-0.21866688,-0.07178928,0.11420787,-0.8248242,0.027580632,-0.21806823,-0.0020928155,-0.03464961,0.12559168,-0.06144958,-2.62218,0.22870484,-0.103487186,0.02178556,0.15018941,0.04176998,0.7104282,0.23723425,-0.71674114,0.08434994,-0.016625186,-0.5677529,0.12647352,-0.25098518,0.2509659,0.2816177,0.87265337,0.20001556,0.23714878,0.19766022,-0.24794936,-0.18307436,-0.05523986,0.116710365,0.10866764,-0.2573515,-0.2097202,0.11379168,-0.2771703,-0.03563678,-0.32019526,0.2168112,-0.17673506,-0.35422364,-0.7692249,-0.07421383,-0.22371002,-0.06275252,0.08606839,-1.2262758,0.04851868,-0.062860034,-0.032564923,-0.059798308,0.04038692,0.057680685,-0.23637627,0.03739618,-0.0557816,-0.06969042,-0.011861568,0.0023077019,0.058146566,-0.016041989,0.12719722,0.0532911,-0.061103314,0.15013386,-0.0861975,-0.031544197,-0.09086334,0.15554364,-0.043823674,0.022066731,0.031606067,-0.15061773,-0.06515727,-0.15060276,-0.045258414,-0.020143664,0.025688866,0.054953393,1.4004335,-0.4727866,-0.72544265,0.23032525,0.12713881,-0.72753733,-0.09973414,-2.2686136,0.34738833,0.37041268,-0.16280457,0.41615018,-0.73320025,0.518266,-0.22194676,-0.0368078,-9.097796,-0.12009737,0.019686006,-0.011578391,-0.051195234,-0.8963329,-0.118494935,-0.7997338,-0.30109242,-0.69819653,-0.37914738,-0.29122284,-0.29314035,0.19995967,-0.29155508,0.09101946,0.011679653,-2.7073112,0.23354793,-0.1823135,0.20496461,-0.4114468,-0.091694586,0.09430007,-0.7356129,0.14768943,0.11580583,0.70869935,0.1550724,0.034025155,0.11893009,-0.24712169,-0.40337613,-0.06312105,0.100868076,0.11853574,-0.109756745,-0.14207646,0.09988464,-0.09383863,-0.059488975,-0.44521642,0.17864259,-0.13337214,-0.37941003,-0.59744084,-0.065496475,-0.24487956,-0.17722487,-0.034831926,1.1286492,-0.981992,-11.442673,0.22919856,-0.72530776,-0.45644316,0.55078304,-3.9484982,-1.4745774,-1.5513409,-1.1287673,-1.9134486,0.09158829,-0.35324737,-0.32104507,-0.23942488,0.30874234,-2.3563607,-5.935066,-0.7674539,-0.31801945,-1.8088763,0.43448427,0.20596078,0.2095222,-0.22716437,-1.9843957,0.22924496,0.83597964,0.47044536,-0.20048127,-0.09610551,-0.36365023,-0.6147123])
127
+ const L7 = new Float32Array([0.024005653,0.011800777,-0.013781115,-0.014389522,-0.029137192,-0.032101374,0.0195606,0.013530563,0.017933069,0.014178351,0.013851827,0.023663273,0.02024964,-0.02243153,0.029119484,0.03288528,0.18721971])
128
+
129
+ function relu(x){return x > 0 ? x : 0;}
130
+ function selu(x){return 1.0507009873554805 * (x > 0 ? x : 1.6732632423543772 * (Math.expm1(x)));}
131
+ function gelu(x)
132
+ {
133
+ const c = Math.sqrt(2 / Math.PI);
134
+ const x3 = x * x * x;
135
+ return 0.5 * x * (1 + Math.tanh(c * (x + 0.044715 * x3)));
136
+ }
137
+ function dense_rowbias(src, w, inDim, outDim, useactivation = true)
138
+ {
139
+ const dst = new Float32Array(outDim);
140
+ const stride = inDim + 1;
141
+ for(let i = 0; i < outDim; i++)
142
+ {
143
+ const base = i * stride;
144
+ let s = w[base + inDim];
145
+ for(let k = 0; k < inDim; k++){s += w[base + k] * src[k];}
146
+ dst[i] = useactivation ? relu(s) : s;
147
+ }
148
+ return dst;
149
+ }
150
+ function forward(x)
151
+ {
152
+ const h0 = dense_rowbias(x, L0, 26, 32, true);
153
+ const h1 = dense_rowbias(h0, L1, 32, 32, true);
154
+ const h2 = dense_rowbias(h1, L2, 32, 32, true);
155
+ const h3 = dense_rowbias(h2, L3, 32, 32, true);
156
+ const h4 = dense_rowbias(h3, L4, 32, 32, true);
157
+ const h5 = dense_rowbias(h4, L5, 32, 32, true);
158
+ const h6 = dense_rowbias(h5, L6, 32, 16, true);
159
+ return dense_rowbias(h6, L7, 16, 1, false)[0];
160
+ }
161
+
162
+ const TRAITS = ["obese/fat","curious","empathetic","ambitious","depressive","creative","intellectual","spiritual","traditional","loyal","dependable","emotional","nurturing","affectionate","possessive","dominant","open minded","defiant","independent","trustworthy","social","humorous","risk-taking","adventurous","quirky","crazy"];
163
+ const SCALE_LABELS = {0:"Not me at all",1:"Very untrue of me",2:"Mostly untrue of me",3:"Somewhat untrue of me",4:"Slightly untrue of me",5:"Slightly true of me",6:"Somewhat true of me",7:"Mostly true of me",8:"Very true of me",9:"Absolutely me"};
164
+
165
+ const form=document.getElementById('survey');
166
+ TRAITS.forEach((trait,idx)=>{
167
+ const field=document.createElement('div'); field.className='field';
168
+ const label=document.createElement('label'); label.textContent=trait.charAt(0).toUpperCase()+trait.slice(1);
169
+ const select=document.createElement('select'); select.name=trait;
170
+ select.innerHTML=Array.from({length:10},(_,v)=>`<option value="${v}" ${v===4?'selected':''}>${SCALE_LABELS[v]}</option>`).join('');
171
+ select.addEventListener('change',updateScore);
172
+ field.append(label,select); form.append(field);
173
+ });
174
+
175
+ document.getElementById('resetBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='4');updateScore();});
176
+ document.getElementById('minBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='0');updateScore();});
177
+ document.getElementById('maxBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='9');updateScore();});
178
+ document.getElementById('randBtn').addEventListener('click', () => {form.querySelectorAll('select').forEach(s=>s.value=Math.round(Math.random()*9));updateScore();});
179
+
180
+ function updateScore()
181
+ {
182
+ const arr = Array.from(form.querySelectorAll('select')).map(s => Number(s.value) / 9);
183
+ const o = forward(arr);
184
+ const pct = Math.max(0, Math.min(1, Number(o))) * 100;
185
+ const pctRounded = pct.toFixed(0);
186
+ document.getElementById("bar").style.width = pctRounded + "%";
187
+ document.getElementById("percent").textContent = pctRounded + "%";
188
+ document.getElementById("explain").textContent = "Your likelihood of finding love";
189
+ }
190
+
191
+ updateScore();
192
+ </script>
193
+ </body>
194
+ </html>
relu_rmsprop_6_256_512_33333_1_L[0.000004].html ADDED
The diff for this file is too large to render. See raw diff
 
relu_rmsprop_6_32_512_33333_1_L[0.026657].html ADDED
@@ -0,0 +1,194 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!doctype html>
2
+ <html lang="en">
3
+ <head>
4
+ <meta charset="utf-8">
5
+ <meta name="darkreader-lock"/>
6
+ <meta name="viewport" content="width=device-width, initial-scale=1" />
7
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
8
+ <link rel="manifest" href='data:application/manifest+json,{"display":"standalone"}' />
9
+ <meta name="mobile-web-app-capable" content="yes" />
10
+ <meta name="description" content="Calculate your chances of finding love">
11
+ <meta name="theme-color" content="#5cc8ff">
12
+ <title>Neural Romance v3</title>
13
+ <style>
14
+ :root {
15
+ --bg:#0b0f14;
16
+ --panel:#1a2430;
17
+ --text:#5cc8ff;
18
+ --muted:#9fb0c4;
19
+ --accent:#5cc8ff;
20
+ --accent-2:#7cf29c;
21
+ --border:#223042;
22
+ --radius:14px;
23
+ }
24
+ a { color: #5cc8ff; }
25
+ * { box-sizing: border-box; }
26
+ html, body {
27
+ height: 100%;
28
+ margin: 0;
29
+ font-family: system-ui, sans-serif;
30
+ background: radial-gradient(1200px 800px at 10% 0%, #0d1420, #0b0f14 60%);
31
+ background-attachment: fixed;
32
+ color: var(--text);
33
+ scrollbar-color: var(--text) var(--bg)
34
+ }
35
+ .container {
36
+ min-height: 100vh;
37
+ display: flex;
38
+ align-items: center;
39
+ justify-content: center;
40
+ padding: 40px 16px;
41
+ }
42
+ .card {
43
+ width: 100%;
44
+ max-width: 1100px;
45
+ background:var(--panel);
46
+ border: 0px;
47
+ border-radius: var(--radius);
48
+ box-shadow: 0 10px 30px rgba(0,0,0,0.35);
49
+ padding: 24px;
50
+ }
51
+ .header-controls {
52
+ display: flex;
53
+ justify-content: space-between;
54
+ align-items: center;
55
+ flex-wrap: wrap;
56
+ gap: 10px;
57
+ margin-bottom: 20px;
58
+ }
59
+ .header-controls h1 {
60
+ margin: 0;
61
+ font-size: clamp(22px, 3.2vw, 34px);
62
+ }
63
+ .btn {
64
+ appearance:none; border:1px solid var(--border); color:var(--text);
65
+ background:#162131; padding:10px 14px; border-radius:10px; cursor:pointer;
66
+ }
67
+ .btn:hover { border-color: var(--accent); }
68
+ .grid {
69
+ display: grid;
70
+ grid-template-columns: repeat(auto-fit, minmax(260px, 1fr));
71
+ gap: 12px;
72
+ }
73
+ .field { display:flex; flex-direction:column; gap:6px; }
74
+ label { font-size:14px; }
75
+ select {
76
+ width:100%; background:#0f1622; color:var(--text); border-radius:10px;
77
+ border:1px solid var(--border); padding:10px 12px;
78
+ color: var(--accent-2);
79
+ }
80
+ .score {
81
+ display:grid; gap:10px; grid-template-columns:1fr auto; align-items:center; margin-top:18px;
82
+ padding-top:14px; border-top:1px dashed var(--border);
83
+ }
84
+ .meter { position:relative; height:16px; border-radius:999px; background:#0f1622; border:0px; overflow:hidden; }
85
+ .bar { position:absolute; inset:0; width:0%; background:#2563eb }
86
+ .percent { font-size:clamp(28px,4vw,40px); font-weight:700; }
87
+ .detail { color:var(--muted); font-size:13px; }
88
+ </style>
89
+ </head>
90
+ <body>
91
+ <div class="container">
92
+ <div class="card">
93
+ <div class="header-controls">
94
+ <a href="https://github.com/colinrizzman" style="text-decoration:none"><h1>Neural Romance v3</h1></a>
95
+ <div>
96
+ <button class="btn" id="minBtn" type="button">Min</button>
97
+ <button class="btn" id="maxBtn" type="button">Max</button>
98
+ <button class="btn" id="randBtn" type="button">Random</button>
99
+ <button class="btn" id="resetBtn" type="button">Reset</button>
100
+ </div>
101
+ </div>
102
+ <form id="survey" class="grid" autocomplete="off"></form>
103
+ <div class="score">
104
+ <div>
105
+ <div class="meter" role="meter" aria-valuemin="0" aria-valuemax="100" aria-valuenow="0">
106
+ <div class="bar" id="bar"></div>
107
+ </div>
108
+ <div class="detail" id="explain">Answer some questions to get your percentage.</div>
109
+ </div>
110
+ <div class="percent" id="percent">0%</div>
111
+ </div>
112
+ </div>
113
+ </div>
114
+ <script>
115
+ // loss: 0.026657093316
116
+ // Reset Percentage: 46.11%
117
+ // Min Percentage: 48.15%
118
+ // Max Percentage: 67.48%
119
+
120
+ const L0 = new 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121
+ const L1 = new 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122
+ const L2 = new 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123
+ const L3 = new 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124
+ const L4 = new 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125
+ const L5 = new 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126
+ const L6 = new Float32Array([-0.14805728,0.030448861,-0.8272982,-0.23983921,0.2606526,0.12125766,0.09663122,-0.14545195,0.05084879,0.13050547,0.20183057,-0.29443347,-0.17637432,-1.9906572,-0.13421209,-0.35695302,0.2293223,-0.31352437,-0.17629166,0.08140439,0.7939396,0.218703,-0.19856468,0.037800282,-0.01613922,0.15665518,-0.13554837,0.12086185,-0.0179785,-0.3623029,-0.008311137,-0.19499058,0.6120815,-1.4432428,-0.95319664,0.68820524,0.93839586,-1.050973,-1.3590553,-0.025658553,0.27737525,-0.26318228,-4.4705734,-1.4351825,1.2691371,0.30310857,-0.4806095,-0.7183859,0.2437083,-0.7362882,0.91373056,0.4240482,-1.3624678,-0.23548056,0.19879852,-1.3431443,0.042159796,-0.6668599,-0.56090343,0.008310561,-0.20846637,0.9812139,0.104151845,0.645584,0.91934365,-8.627526,-0.1966784,0.17042314,-0.1576456,0.17081836,-0.34950194,-0.05265631,0.96511185,-0.14994206,-0.32559305,0.07552555,0.72493345,-0.1049222,0.007690745,0.89070606,0.27771428,-0.2839515,0.15177096,-0.8157312,0.053794663,0.16081923,0.26926842,-0.062471934,0.0064522624,-0.14426258,0.044577546,-0.37537774,-0.26859912,-0.122230366,0.226366,0.04033399,-0.43582305,0.29792768,1.2286834,-0.52462447,0.64203227,0.62613976,-0.25752187,-0.056028944,0.49307933,-0.19606653,0.18127964,-0.8224395,-0.0908395,-1.2327471,-2.5738914,-0.3114007,1.9821951,-0.4926697,-0.0901329,-0.50776166,0.08151275,0.23407885,1.2944063,-2.6040475,-0.4702108,-0.36045924,0.14959857,0.15127407,-0.19162884,-0.014853871,-3.238452,0.5018442,-1.0321354,-1.0179453,0.39561006,-9.8943205,-0.11123425,-0.21418205,-0.40971598,-0.015106737,-0.54442585,0.12470507,-0.10373555,-0.2175058,0.09219702,0.38208637,-0.13681954,-0.34585395,0.018360488,-0.40347594,0.7314111,0.3753815,-0.4731831,0.036987282,-0.24459599,0.5419797,-0.4679194,-0.21118377,-0.4178703,-0.13828024,0.26262522,-0.45933577,-0.048252244,-0.023504807,-0.16568649,0.3636019,-0.21013072,-0.23250966,0.6159568,-0.11166317,0.39228368,0.08220247,0.33575824,0.024723202,0.059935562,0.18432638,0.020519469,-0.62945515,0.012202198,0.6898785,-0.11986524,-0.0469089,0.4143272,-0.13714908,-0.23959886,0.12354575,-1.3150836,-0.1001373,0.15313289,-0.03540928,0.049875468,0.27704772,0.031745452,-0.009096353,-0.16665143,-0.040221207,0.18435039,-0.20349233,-0.16374244,-0.10018456,-0.058859903,-2.3217535,-0.037941456,-0.62399215,-0.12821834,0.097287744,-0.09700824,-0.067960896,-0.18252118,-0.035556607,-0.00317489,0.097372755,-0.2779598,-0.24856974,-0.109421715,-0.38757914,0.30117914,0.21612088,-0.34199306,0.11750846,-0.499468,0.31455907,0.049529023,-0.031195981,-0.335415,-0.02645815,0.1254449,-0.08537444,-0.03296575,-0.061553758,0.0049378322,0.3604846,-0.0987376,0.0014522859,1.8431263,-0.27664578,0.18623565,-2.0164597,0.05928859,-0.6179429,-0.25989023,-0.0853897,-0.013162154,-3.3191793,-0.50739914,0.10611906,-0.20677084,0.20107579,0.32626668,-0.25353804,-0.40011105,-0.52988434,-1.1599932,-0.26454496,-0.05861018,1.4454408,-0.50220066,-0.23109746,-0.064668745,0.51206905,-0.608982,-0.8067141,0.19735944,0.6105856,-0.17261413,-0.8748642,0.20265636,-8.047225,-0.03602851,0.42628178,0.103431724,0.11512849,0.28947657,0.34109378,0.35169098,-0.2803604,-0.46202645,0.17823532,1.0038134,0.046290595,-0.54882777,0.30478325,0.04534924,-0.4765473,0.15217921,-0.11259625,0.6397821,-0.23463446,0.12910217,0.018689388,0.035465486,-0.07160573,-1.0213807,-0.14787295,-0.25246087,-0.24003336,0.070273325,0.23459385,0.0029756678,-0.5893157,-3.9248633,-0.2617742,0.79387367,0.0997654,0.7023511,0.33352715,0.6911152,1.8389993,-1.4942459,-1.009265,0.3832738,2.8572233,0.0023470945,-1.0014548,0.25853446,0.020195339,-1.5973686,0.13225287,-1.310228,1.0745549,-0.69380623,0.8447456,-0.95703924,-0.14826885,-0.23498122,-1.9753226,-0.6191394,-0.93871176,-1.1375753,0.8677151,0.85913974,-0.5968064,-1.0833148,-0.7196522,0.06927006,-0.11260982,0.0485534,0.035860848,-0.07488859,-0.15576199,0.17831665,-0.057354536,-0.23642825,-0.27764833,0.026142143,-0.18499817,0.019637687,0.03897611,0.03867275,0.045792382,-0.15922399,0.09077555,-0.028342215,0.05171427,0.18996398,-1.1791507,-0.043207224,-0.09219131,0.23718941,0.1299278,-0.07734837,-0.17306216,0.34717807,0.27772972,-0.09312316,-0.23657064,0.9531982,0.053776283,0.7558474,-5.8584633,-0.33314875,-0.43101838,-1.6609095,1.5699738,-0.006984249,-0.07984736,-2.873654,0.29076993,-0.048661172,0.3239432,0.0747998,0.60298616,-0.049083367,0.39790723,-0.5356959,-0.009203828,0.6518603,-0.09397697,0.2028025,0.119774155,-0.5451883,-1.7139833,-0.30773738,-0.40284914,-1.474882,-1.2063245,-0.22702625,-0.023163404,1.2353894,-5.9663334,-0.63798803,0.5496269,1.1684406,0.15624774,0.25585815,-1.3438718,-1.9164318,0.34050348,-0.7778533,-1.5887517,-5.058614,-1.4374281,-0.07038757,3.1505957,-2.3748507,1.2902699,-1.0982391,-3.3110917,-0.94104594,1.5592583,-3.4274993,-0.6822481,0.67808306,0.55249596,0.62732565,0.05931471,0.1520064,0.7249091,0.7672704,-2.9029958,1.3038784,0.3912427,-4.1413403,-0.14858107,-3.726116,0.11254009,0.52343494,-1.6957731,-2.7232995,1.2943214,-0.33547556,-1.06548,0.5819872,-0.63689816,-0.73104453,-1.6977978,0.34809035,-0.8587435,0.08710887,-0.39286524,1.0920192,0.6172818,0.7747267,-1.0511862,-0.26443532,0.923129,0.15409617,-0.18850836,-1.2513549,0.18240769,-0.08675938,0.32339185,-0.37471834,-0.88426834,0.2069986,-12.288127,-0.13973044,0.028546616,-0.09304233,-0.083404265,-0.0007669618,-0.0060970983,0.28950325,-0.06115389,0.017410792,0.23026507,0.29947832,-0.10513068,-0.12070721,1.2917436,0.38402086,-0.12647048,0.22465608,0.08325453,-0.044371378,0.111676194,0.0945747,-0.016070278,-0.05315626,-0.112414815,-0.041325524,-1.30085,-1.0000111,0.09526958,-0.016125007,-0.18504307,-0.06654681,0.07540455,-0.9917498,0.15078461,-0.35772595,0.029253373,-0.23785065,0.0535423,-1.5309457,-0.40526992,0.13881846,0.11802585,-0.38136604,0.29654682,0.07630154,0.107966915,-1.6493617,0.5208327,0.04561836,-0.54094875,0.15429863,-0.07858098,-0.46304753,0.10147328,-0.120912895,0.45190293,-0.1444747,0.026504247,0.19303063,-0.038418792,-0.07253191,-0.0339001,-0.051597368,-0.022129519,-1.4424571,-0.7350408])
127
+ const L7 = new Float32Array([0.027867127,-0.012008819,0.042455286,-0.021454496,0.032485947,-0.016468853,-0.05989437,-0.01956318,0.055070996,-0.025556996,0.02163044,-0.0175156,0.021915726,-0.026459187,-0.035025258,-0.02265197,0.2571371])
128
+
129
+ function relu(x){return x > 0 ? x : 0;}
130
+ function selu(x){return 1.0507009873554805 * (x > 0 ? x : 1.6732632423543772 * (Math.expm1(x)));}
131
+ function gelu(x)
132
+ {
133
+ const c = Math.sqrt(2 / Math.PI);
134
+ const x3 = x * x * x;
135
+ return 0.5 * x * (1 + Math.tanh(c * (x + 0.044715 * x3)));
136
+ }
137
+ function dense_rowbias(src, w, inDim, outDim, useactivation = true)
138
+ {
139
+ const dst = new Float32Array(outDim);
140
+ const stride = inDim + 1;
141
+ for(let i = 0; i < outDim; i++)
142
+ {
143
+ const base = i * stride;
144
+ let s = w[base + inDim];
145
+ for(let k = 0; k < inDim; k++){s += w[base + k] * src[k];}
146
+ dst[i] = useactivation ? relu(s) : s;
147
+ }
148
+ return dst;
149
+ }
150
+ function forward(x)
151
+ {
152
+ const h0 = dense_rowbias(x, L0, 26, 32, true);
153
+ const h1 = dense_rowbias(h0, L1, 32, 32, true);
154
+ const h2 = dense_rowbias(h1, L2, 32, 32, true);
155
+ const h3 = dense_rowbias(h2, L3, 32, 32, true);
156
+ const h4 = dense_rowbias(h3, L4, 32, 32, true);
157
+ const h5 = dense_rowbias(h4, L5, 32, 32, true);
158
+ const h6 = dense_rowbias(h5, L6, 32, 16, true);
159
+ return dense_rowbias(h6, L7, 16, 1, false)[0];
160
+ }
161
+
162
+ const TRAITS = ["obese/fat","curious","empathetic","ambitious","depressive","creative","intellectual","spiritual","traditional","loyal","dependable","emotional","nurturing","affectionate","possessive","dominant","open minded","defiant","independent","trustworthy","social","humorous","risk-taking","adventurous","quirky","crazy"];
163
+ const SCALE_LABELS = {0:"Not me at all",1:"Very untrue of me",2:"Mostly untrue of me",3:"Somewhat untrue of me",4:"Slightly untrue of me",5:"Slightly true of me",6:"Somewhat true of me",7:"Mostly true of me",8:"Very true of me",9:"Absolutely me"};
164
+
165
+ const form=document.getElementById('survey');
166
+ TRAITS.forEach((trait,idx)=>{
167
+ const field=document.createElement('div'); field.className='field';
168
+ const label=document.createElement('label'); label.textContent=trait.charAt(0).toUpperCase()+trait.slice(1);
169
+ const select=document.createElement('select'); select.name=trait;
170
+ select.innerHTML=Array.from({length:10},(_,v)=>`<option value="${v}" ${v===4?'selected':''}>${SCALE_LABELS[v]}</option>`).join('');
171
+ select.addEventListener('change',updateScore);
172
+ field.append(label,select); form.append(field);
173
+ });
174
+
175
+ document.getElementById('resetBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='4');updateScore();});
176
+ document.getElementById('minBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='0');updateScore();});
177
+ document.getElementById('maxBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='9');updateScore();});
178
+ document.getElementById('randBtn').addEventListener('click', () => {form.querySelectorAll('select').forEach(s=>s.value=Math.round(Math.random()*9));updateScore();});
179
+
180
+ function updateScore()
181
+ {
182
+ const arr = Array.from(form.querySelectorAll('select')).map(s => Number(s.value) / 9);
183
+ const o = forward(arr);
184
+ const pct = Math.max(0, Math.min(1, Number(o))) * 100;
185
+ const pctRounded = pct.toFixed(0);
186
+ document.getElementById("bar").style.width = pctRounded + "%";
187
+ document.getElementById("percent").textContent = pctRounded + "%";
188
+ document.getElementById("explain").textContent = "Your likelihood of finding love";
189
+ }
190
+
191
+ updateScore();
192
+ </script>
193
+ </body>
194
+ </html>
relu_sgd-decay_6_256_512_33333_1_L[0.000000].html ADDED
The diff for this file is too large to render. See raw diff
 
relu_sgd-decay_6_32_512_33333_1_L[0.027211].html ADDED
@@ -0,0 +1,194 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!doctype html>
2
+ <html lang="en">
3
+ <head>
4
+ <meta charset="utf-8">
5
+ <meta name="darkreader-lock"/>
6
+ <meta name="viewport" content="width=device-width, initial-scale=1" />
7
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
8
+ <link rel="manifest" href='data:application/manifest+json,{"display":"standalone"}' />
9
+ <meta name="mobile-web-app-capable" content="yes" />
10
+ <meta name="description" content="Calculate your chances of finding love">
11
+ <meta name="theme-color" content="#5cc8ff">
12
+ <title>Neural Romance v3</title>
13
+ <style>
14
+ :root {
15
+ --bg:#0b0f14;
16
+ --panel:#1a2430;
17
+ --text:#5cc8ff;
18
+ --muted:#9fb0c4;
19
+ --accent:#5cc8ff;
20
+ --accent-2:#7cf29c;
21
+ --border:#223042;
22
+ --radius:14px;
23
+ }
24
+ a { color: #5cc8ff; }
25
+ * { box-sizing: border-box; }
26
+ html, body {
27
+ height: 100%;
28
+ margin: 0;
29
+ font-family: system-ui, sans-serif;
30
+ background: radial-gradient(1200px 800px at 10% 0%, #0d1420, #0b0f14 60%);
31
+ background-attachment: fixed;
32
+ color: var(--text);
33
+ scrollbar-color: var(--text) var(--bg)
34
+ }
35
+ .container {
36
+ min-height: 100vh;
37
+ display: flex;
38
+ align-items: center;
39
+ justify-content: center;
40
+ padding: 40px 16px;
41
+ }
42
+ .card {
43
+ width: 100%;
44
+ max-width: 1100px;
45
+ background:var(--panel);
46
+ border: 0px;
47
+ border-radius: var(--radius);
48
+ box-shadow: 0 10px 30px rgba(0,0,0,0.35);
49
+ padding: 24px;
50
+ }
51
+ .header-controls {
52
+ display: flex;
53
+ justify-content: space-between;
54
+ align-items: center;
55
+ flex-wrap: wrap;
56
+ gap: 10px;
57
+ margin-bottom: 20px;
58
+ }
59
+ .header-controls h1 {
60
+ margin: 0;
61
+ font-size: clamp(22px, 3.2vw, 34px);
62
+ }
63
+ .btn {
64
+ appearance:none; border:1px solid var(--border); color:var(--text);
65
+ background:#162131; padding:10px 14px; border-radius:10px; cursor:pointer;
66
+ }
67
+ .btn:hover { border-color: var(--accent); }
68
+ .grid {
69
+ display: grid;
70
+ grid-template-columns: repeat(auto-fit, minmax(260px, 1fr));
71
+ gap: 12px;
72
+ }
73
+ .field { display:flex; flex-direction:column; gap:6px; }
74
+ label { font-size:14px; }
75
+ select {
76
+ width:100%; background:#0f1622; color:var(--text); border-radius:10px;
77
+ border:1px solid var(--border); padding:10px 12px;
78
+ color: var(--accent-2);
79
+ }
80
+ .score {
81
+ display:grid; gap:10px; grid-template-columns:1fr auto; align-items:center; margin-top:18px;
82
+ padding-top:14px; border-top:1px dashed var(--border);
83
+ }
84
+ .meter { position:relative; height:16px; border-radius:999px; background:#0f1622; border:0px; overflow:hidden; }
85
+ .bar { position:absolute; inset:0; width:0%; background:#2563eb }
86
+ .percent { font-size:clamp(28px,4vw,40px); font-weight:700; }
87
+ .detail { color:var(--muted); font-size:13px; }
88
+ </style>
89
+ </head>
90
+ <body>
91
+ <div class="container">
92
+ <div class="card">
93
+ <div class="header-controls">
94
+ <a href="https://github.com/colinrizzman" style="text-decoration:none"><h1>Neural Romance v3</h1></a>
95
+ <div>
96
+ <button class="btn" id="minBtn" type="button">Min</button>
97
+ <button class="btn" id="maxBtn" type="button">Max</button>
98
+ <button class="btn" id="randBtn" type="button">Random</button>
99
+ <button class="btn" id="resetBtn" type="button">Reset</button>
100
+ </div>
101
+ </div>
102
+ <form id="survey" class="grid" autocomplete="off"></form>
103
+ <div class="score">
104
+ <div>
105
+ <div class="meter" role="meter" aria-valuemin="0" aria-valuemax="100" aria-valuenow="0">
106
+ <div class="bar" id="bar"></div>
107
+ </div>
108
+ <div class="detail" id="explain">Answer some questions to get your percentage.</div>
109
+ </div>
110
+ <div class="percent" id="percent">0%</div>
111
+ </div>
112
+ </div>
113
+ </div>
114
+ <script>
115
+ // loss: 0.027210658416
116
+ // Reset Percentage: 39.44%
117
+ // Min Percentage: 9.22%
118
+ // Max Percentage: 56.37%
119
+
120
+ const L0 = new 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121
+ const L1 = new 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122
+ const L2 = new 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123
+ const L3 = new 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124
+ const L4 = new 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125
+ const L5 = new 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126
+ const L6 = new Float32Array([-1.8131278,0.093927175,-0.23209795,-0.052473668,0.6443411,0.026092876,0.12289881,0.012373476,0.065471925,-0.05393947,0.44182965,0.06883865,0.15173261,0.030484505,-0.89553195,0.13017279,0.48852715,-0.22114561,0.28489006,0.15903172,0.09389961,-0.048840135,-0.10826474,-0.13773388,0.0647823,-0.042545788,-0.011222702,-0.44075388,0.06506521,0.04167062,-0.13841112,0.27329382,0.1008639,-0.059408724,-0.09191757,-0.36816114,-0.029617311,0.52945316,-0.89214253,0.13205715,-0.06499419,0.062339418,-1.028337,-0.26871595,0.30631468,0.49205527,-0.07084054,0.088077195,0.15432435,0.09543224,-0.49367318,-0.12931766,-0.43402204,-0.43537953,-0.15953825,-0.3764418,0.17161497,-0.71355295,0.21340348,0.06413197,-0.11285947,-0.23503655,0.1251925,0.24706975,0.33972543,-0.62897885,0.0043958095,-0.16840085,0.19225642,0.19434686,-0.43391114,0.216609,0.03744787,-0.22109446,-0.19883852,-0.010647152,-0.4582431,0.46520716,-0.2030032,-0.53062594,-0.1996129,-0.37332377,-0.15635188,-0.26112416,-0.11664828,-0.12550221,0.42144942,-0.109330334,0.0024759956,-1.5335578,-1.3001289,-0.080979295,-0.08650143,0.18270558,0.03225536,-0.09864311,0.11799266,-0.29328477,0.039729018,0.12472568,-0.28409395,-0.62555367,0.22046871,0.07341912,0.44713554,-0.054335672,-0.11951661,0.11297412,-0.07814501,-1.4505347,-0.35380998,-0.62465733,-0.0850765,-1.869623,-0.35603774,0.77909505,0.19947867,-0.11532315,-0.6049924,0.3789153,-1.1494684,-0.87074697,-0.20832545,0.2984888,-0.27712548,-0.23864755,0.26464802,0.64465946,-0.33873516,-0.074215464,-0.22843127,-0.60532445,0.3178571,0.35740408,-0.07821766,0.18269378,0.05517227,0.034747593,0.006150988,-0.19130068,0.064964496,0.03228838,-0.117819086,-0.20600387,-0.08986381,0.0035007887,0.011965691,0.01611152,-0.3316235,-0.23128092,0.20751369,-0.08277444,-0.22626872,-0.047695633,0.1918763,0.04477126,0.08064176,0.13540062,-0.01989472,0.053719174,-0.009672826,-0.123294316,0.049881767,-0.14618284,-0.8602561,0.16590367,0.3703979,-1.2122475,0.1343413,1.225648,-0.17322543,0.012519317,-0.86697847,-0.59335667,-0.7569906,0.2620402,0.037409265,0.31205404,-0.3067226,0.2992877,0.1531561,-0.24105258,-0.07554846,0.23859987,0.58588445,-0.03730719,-0.43930897,0.067727245,0.3369117,-1.0792683,-0.34039444,-0.59020144,0.211765,-0.6012224,-0.02851847,0.17428264,0.2068765,-1.1221639,-0.0862321,0.15856154,0.07949842,0.10927572,-0.18881452,0.16508391,-0.14988162,-0.023653876,-0.0069810036,0.0777571,-0.14359893,-0.020847978,-0.22451039,0.012966355,0.22861531,-0.17664616,0.14293821,0.26013738,-0.028306192,0.021040166,-0.09383134,-0.008102951,-0.24013782,-0.05402808,0.58336365,-0.06124966,-0.040304262,-0.16300078,0.1748911,-1.444236,0.24452004,0.19188486,0.18901931,-0.25888538,-0.13122065,-0.71656257,-0.36178234,0.29214236,-0.6392445,-0.11512918,0.025802609,-0.33721423,-0.8003122,0.16106726,0.160945,-0.62829417,0.4166785,-0.66301113,-1.3827039,-0.1504417,-0.08690564,-0.2685526,0.23036014,-0.20807487,-0.24276666,-0.44382802,-0.09439119,-0.32984972,0.5495417,0.23740861,0.35928395,0.30797115,0.30952057,-0.32365718,-0.27306923,0.12724061,-0.039832257,0.17493302,-0.22686107,-0.17551102,-0.16182613,-0.34440923,-0.3846915,0.15968512,-0.30935636,0.63774204,0.19028124,0.1689284,-0.22147267,0.40051982,0.10210125,-0.016826773,-0.5482989,0.022790283,0.073271774,0.035062715,-0.59552544,0.12484245,-0.16110821,0.3865837,-0.33260626,0.20893538,0.014424334,0.12386641,0.17960674,0.13745737,-0.063065276,-0.18277512,-0.15605623,-0.32818604,0.51799613,0.7308348,-0.8991063,0.30882803,-0.24578616,-0.4172436,0.3727232,0.26730555,0.3288918,-0.6454765,-1.392158,-0.43964043,0.5187801,0.06560861,-0.5342254,0.25374442,-0.5251455,-1.2194453,0.7845962,-0.43239245,0.48685867,-1.1520576,0.4264016,-0.09855065,-0.65523225,-0.392143,0.13020958,0.16104203,-0.86043566,-0.5931614,0.8999042,0.50039124,0.10785492,-0.15785232,0.5619702,0.20620175,0.35457882,0.15278156,-0.1631065,-0.010379551,-0.4016789,0.17708069,0.011439953,0.37299216,-0.07135608,-0.016218819,-0.041561358,-0.061231364,0.06323878,-0.3580632,-0.116213396,0.15187845,0.15638746,0.10205493,-0.21688157,0.020405157,0.48477247,-0.06739294,-0.009590163,-0.061277095,0.11108388,0.122357644,-0.09076436,-0.09192968,0.37644467,-0.16639704,0.2491003,0.001167508,0.10869611,0.042711776,-0.6337491,-0.10625299,-0.19437374,-0.23639259,-0.67094404,-0.20013571,-0.81116915,-0.16651985,-0.7821757,0.24199434,0.39430225,-1.0180933,-0.17737536,0.37411174,0.7114332,0.21996409,-0.6613943,-0.20775177,0.29114923,0.03484216,0.14865398,-0.17944373,0.015548153,-0.23900235,0.28335473,0.18348971,0.085815705,-1.5206544,-0.35617158,0.57974154,-0.3791714,-0.7703653,0.12977245,-0.23384918,-0.45441148,-0.23378016,0.008379198,0.7581756,-1.1007553,-0.83963335,-0.059495095,-0.5124237,0.0793777,-0.47790086,0.14049514,-0.8882732,-1.3011372,0.33137292,-0.93331224,0.21552256,-0.5525941,0.42025232,0.12676856,-0.08322602,-0.3517093,0.5803257,0.40376288,-0.29190096,-0.757248,0.71191436,-0.8140405,0.12528145,0.11923787,0.062637374,-0.17860103,0.76226586,0.1163013,-0.09361858,0.15276869,-0.105402716,-0.050767597,-0.25774702,-0.13806261,0.06298305,0.07375724,-0.1387851,0.100430734,-0.009063958,-0.8173428,0.14489952,0.07040549,0.041727323,0.07674783,0.13493717,-0.047044493,0.081729844,0.05624077,-0.008111436,-0.098874174,0.055540502,0.041209128,-0.25941715,0.24429499,-0.19702107,-0.21014914,0.059607584,-0.01707731,-0.09527677,-0.03565234,0.15509063,0.09259044,0.0388448,0.002614247,0.2211782,-0.20859128,0.089786015,-0.0733008,0.21008512,-0.020590087,0.15015204,0.08245095,-0.04419534,0.0051654577,0.034514382,-1.3749843,-0.25426707,-0.66718537,-0.020674402,0.5023921,0.20318429,-0.023678225,-0.11321413,0.12216315,0.0669693,0.09295311,0.006137809,0.17246507,0.3014721,-0.6575899,-0.50787175,0.10755391,0.10696841,-0.7334402,-0.27948427,-0.03700651,-0.48563376,0.43597895,0.61561143,0.2044867,0.42548132,-1.0174206,-0.24235833,-0.18969291,-0.38778704,-0.5265934,0.37591705,0.08779193,-0.20604305,0.59079283,-0.12965514,0.63220245,-0.652502,-0.37899423,0.14768906,-0.10487063,-0.18265189,0.21976553,0.029070072,0.12859078,-0.8176719])
127
+ const L7 = new Float32Array([-0.12051521,0.11388748,-0.17718188,0.20169823,-0.15375657,0.15941401,-0.11034712,-0.20009366,0.13158453,0.17797528,0.15766399,-0.15083277,-0.19967371,0.1032045,0.08601003,-0.1334909,0.35306734])
128
+
129
+ function relu(x){return x > 0 ? x : 0;}
130
+ function selu(x){return 1.0507009873554805 * (x > 0 ? x : 1.6732632423543772 * (Math.expm1(x)));}
131
+ function gelu(x)
132
+ {
133
+ const c = Math.sqrt(2 / Math.PI);
134
+ const x3 = x * x * x;
135
+ return 0.5 * x * (1 + Math.tanh(c * (x + 0.044715 * x3)));
136
+ }
137
+ function dense_rowbias(src, w, inDim, outDim, useactivation = true)
138
+ {
139
+ const dst = new Float32Array(outDim);
140
+ const stride = inDim + 1;
141
+ for(let i = 0; i < outDim; i++)
142
+ {
143
+ const base = i * stride;
144
+ let s = w[base + inDim];
145
+ for(let k = 0; k < inDim; k++){s += w[base + k] * src[k];}
146
+ dst[i] = useactivation ? relu(s) : s;
147
+ }
148
+ return dst;
149
+ }
150
+ function forward(x)
151
+ {
152
+ const h0 = dense_rowbias(x, L0, 26, 32, true);
153
+ const h1 = dense_rowbias(h0, L1, 32, 32, true);
154
+ const h2 = dense_rowbias(h1, L2, 32, 32, true);
155
+ const h3 = dense_rowbias(h2, L3, 32, 32, true);
156
+ const h4 = dense_rowbias(h3, L4, 32, 32, true);
157
+ const h5 = dense_rowbias(h4, L5, 32, 32, true);
158
+ const h6 = dense_rowbias(h5, L6, 32, 16, true);
159
+ return dense_rowbias(h6, L7, 16, 1, false)[0];
160
+ }
161
+
162
+ const TRAITS = ["obese/fat","curious","empathetic","ambitious","depressive","creative","intellectual","spiritual","traditional","loyal","dependable","emotional","nurturing","affectionate","possessive","dominant","open minded","defiant","independent","trustworthy","social","humorous","risk-taking","adventurous","quirky","crazy"];
163
+ const SCALE_LABELS = {0:"Not me at all",1:"Very untrue of me",2:"Mostly untrue of me",3:"Somewhat untrue of me",4:"Slightly untrue of me",5:"Slightly true of me",6:"Somewhat true of me",7:"Mostly true of me",8:"Very true of me",9:"Absolutely me"};
164
+
165
+ const form=document.getElementById('survey');
166
+ TRAITS.forEach((trait,idx)=>{
167
+ const field=document.createElement('div'); field.className='field';
168
+ const label=document.createElement('label'); label.textContent=trait.charAt(0).toUpperCase()+trait.slice(1);
169
+ const select=document.createElement('select'); select.name=trait;
170
+ select.innerHTML=Array.from({length:10},(_,v)=>`<option value="${v}" ${v===4?'selected':''}>${SCALE_LABELS[v]}</option>`).join('');
171
+ select.addEventListener('change',updateScore);
172
+ field.append(label,select); form.append(field);
173
+ });
174
+
175
+ document.getElementById('resetBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='4');updateScore();});
176
+ document.getElementById('minBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='0');updateScore();});
177
+ document.getElementById('maxBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='9');updateScore();});
178
+ document.getElementById('randBtn').addEventListener('click', () => {form.querySelectorAll('select').forEach(s=>s.value=Math.round(Math.random()*9));updateScore();});
179
+
180
+ function updateScore()
181
+ {
182
+ const arr = Array.from(form.querySelectorAll('select')).map(s => Number(s.value) / 9);
183
+ const o = forward(arr);
184
+ const pct = Math.max(0, Math.min(1, Number(o))) * 100;
185
+ const pctRounded = pct.toFixed(0);
186
+ document.getElementById("bar").style.width = pctRounded + "%";
187
+ document.getElementById("percent").textContent = pctRounded + "%";
188
+ document.getElementById("explain").textContent = "Your likelihood of finding love";
189
+ }
190
+
191
+ updateScore();
192
+ </script>
193
+ </body>
194
+ </html>
relu_sgd_6_256_512_33333_1_L[0.000124].html ADDED
The diff for this file is too large to render. See raw diff
 
relu_sgd_6_32_512_33333_1_L[0.030877].html ADDED
@@ -0,0 +1,194 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!doctype html>
2
+ <html lang="en">
3
+ <head>
4
+ <meta charset="utf-8">
5
+ <meta name="darkreader-lock"/>
6
+ <meta name="viewport" content="width=device-width, initial-scale=1" />
7
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
8
+ <link rel="manifest" href='data:application/manifest+json,{"display":"standalone"}' />
9
+ <meta name="mobile-web-app-capable" content="yes" />
10
+ <meta name="description" content="Calculate your chances of finding love">
11
+ <meta name="theme-color" content="#5cc8ff">
12
+ <title>Neural Romance v3</title>
13
+ <style>
14
+ :root {
15
+ --bg:#0b0f14;
16
+ --panel:#1a2430;
17
+ --text:#5cc8ff;
18
+ --muted:#9fb0c4;
19
+ --accent:#5cc8ff;
20
+ --accent-2:#7cf29c;
21
+ --border:#223042;
22
+ --radius:14px;
23
+ }
24
+ a { color: #5cc8ff; }
25
+ * { box-sizing: border-box; }
26
+ html, body {
27
+ height: 100%;
28
+ margin: 0;
29
+ font-family: system-ui, sans-serif;
30
+ background: radial-gradient(1200px 800px at 10% 0%, #0d1420, #0b0f14 60%);
31
+ background-attachment: fixed;
32
+ color: var(--text);
33
+ scrollbar-color: var(--text) var(--bg)
34
+ }
35
+ .container {
36
+ min-height: 100vh;
37
+ display: flex;
38
+ align-items: center;
39
+ justify-content: center;
40
+ padding: 40px 16px;
41
+ }
42
+ .card {
43
+ width: 100%;
44
+ max-width: 1100px;
45
+ background:var(--panel);
46
+ border: 0px;
47
+ border-radius: var(--radius);
48
+ box-shadow: 0 10px 30px rgba(0,0,0,0.35);
49
+ padding: 24px;
50
+ }
51
+ .header-controls {
52
+ display: flex;
53
+ justify-content: space-between;
54
+ align-items: center;
55
+ flex-wrap: wrap;
56
+ gap: 10px;
57
+ margin-bottom: 20px;
58
+ }
59
+ .header-controls h1 {
60
+ margin: 0;
61
+ font-size: clamp(22px, 3.2vw, 34px);
62
+ }
63
+ .btn {
64
+ appearance:none; border:1px solid var(--border); color:var(--text);
65
+ background:#162131; padding:10px 14px; border-radius:10px; cursor:pointer;
66
+ }
67
+ .btn:hover { border-color: var(--accent); }
68
+ .grid {
69
+ display: grid;
70
+ grid-template-columns: repeat(auto-fit, minmax(260px, 1fr));
71
+ gap: 12px;
72
+ }
73
+ .field { display:flex; flex-direction:column; gap:6px; }
74
+ label { font-size:14px; }
75
+ select {
76
+ width:100%; background:#0f1622; color:var(--text); border-radius:10px;
77
+ border:1px solid var(--border); padding:10px 12px;
78
+ color: var(--accent-2);
79
+ }
80
+ .score {
81
+ display:grid; gap:10px; grid-template-columns:1fr auto; align-items:center; margin-top:18px;
82
+ padding-top:14px; border-top:1px dashed var(--border);
83
+ }
84
+ .meter { position:relative; height:16px; border-radius:999px; background:#0f1622; border:0px; overflow:hidden; }
85
+ .bar { position:absolute; inset:0; width:0%; background:#2563eb }
86
+ .percent { font-size:clamp(28px,4vw,40px); font-weight:700; }
87
+ .detail { color:var(--muted); font-size:13px; }
88
+ </style>
89
+ </head>
90
+ <body>
91
+ <div class="container">
92
+ <div class="card">
93
+ <div class="header-controls">
94
+ <a href="https://github.com/colinrizzman" style="text-decoration:none"><h1>Neural Romance v3</h1></a>
95
+ <div>
96
+ <button class="btn" id="minBtn" type="button">Min</button>
97
+ <button class="btn" id="maxBtn" type="button">Max</button>
98
+ <button class="btn" id="randBtn" type="button">Random</button>
99
+ <button class="btn" id="resetBtn" type="button">Reset</button>
100
+ </div>
101
+ </div>
102
+ <form id="survey" class="grid" autocomplete="off"></form>
103
+ <div class="score">
104
+ <div>
105
+ <div class="meter" role="meter" aria-valuemin="0" aria-valuemax="100" aria-valuenow="0">
106
+ <div class="bar" id="bar"></div>
107
+ </div>
108
+ <div class="detail" id="explain">Answer some questions to get your percentage.</div>
109
+ </div>
110
+ <div class="percent" id="percent">0%</div>
111
+ </div>
112
+ </div>
113
+ </div>
114
+ <script>
115
+ // loss: 0.030877118930
116
+ // Reset Percentage: 43.06%
117
+ // Min Percentage: 29.68%
118
+ // Max Percentage: 75.25%
119
+
120
+ const L0 = new 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121
+ const L1 = new 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122
+ const L2 = new 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123
+ const L3 = new 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124
+ const L4 = new 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125
+ const L5 = new 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126
+ const L6 = new Float32Array([0.06993887,-0.06967113,0.11363798,-0.2105944,0.006809827,0.19870666,0.05466474,0.34582326,-0.18051966,-0.24788256,-0.17195524,0.08410232,-0.14886974,0.43121383,-0.13061358,-0.22733799,0.33708733,-0.21803682,-0.2971125,0.034881655,0.062195223,0.39890587,-0.14950311,0.04067091,0.09495672,0.33214882,0.1795078,-0.15870781,-0.053762108,0.32414308,-0.17710698,-0.16714522,0.013388065,-0.030732382,0.010500461,-0.15434024,0.30862865,0.33410087,-0.18403934,0.09047645,0.017635005,-0.26681843,-0.048875473,0.27367142,0.10333118,-0.03845471,0.09570487,-0.24316658,-0.021649063,-0.31966504,0.14887676,0.14309496,-0.19890997,0.059681296,-0.16812329,-0.029820591,-0.33260188,-0.07853262,0.29475293,0.0817269,-0.13998698,0.2933977,0.050444026,-0.08717579,-0.15482873,0.017478516,-0.061628126,0.12006515,0.11396915,-0.19420645,0.27669117,-0.14944166,-0.03961155,0.045117438,0.051105615,0.1814918,0.089742064,-0.24198166,0.336278,-0.14286174,-0.16740516,0.24690703,-0.24210708,-0.27828172,-0.3117672,0.21792546,-0.00081697106,-0.032327242,-0.12414211,-0.30511865,-0.19470198,0.30286425,0.017080588,0.24521048,0.056564093,0.25915492,0.21305345,0.050573766,-0.07623897,-0.3156551,0.31198558,-0.21991986,-0.34494507,0.27449396,0.4395011,-0.2372069,-0.25169548,-0.1592581,-0.30327046,-0.18182172,-0.034396593,0.038170498,0.026669651,0.14952682,-0.19092117,-0.33943218,-0.2961841,-0.028357038,0.38054052,-0.32020128,0.42515916,0.26976702,-0.24759291,0.18021974,0.12254924,0.017467868,0.34021896,-0.009092003,0.31866768,-0.20736486,-0.26762456,0.11378587,0.109969735,-0.14701773,-0.04271111,0.2911313,-0.13244933,-0.14036772,0.0892365,-0.2657476,0.22739473,-0.21963161,-0.017637193,-0.080156386,-0.0018452704,-0.15101519,-0.10293937,0.2857047,0.117020965,-0.08482349,0.03757012,-0.19866186,-0.21586528,0.18158934,-0.21517196,-0.24455598,-0.11283992,0.09231651,-0.33253095,-0.21381146,-0.2581973,0.19405207,-0.11071952,-0.063681364,0.0,-0.06377607,-0.21968794,0.24437445,0.008629878,-0.293637,0.34613225,0.39102706,0.3016477,-0.406066,-0.55541354,-0.04406426,0.33458093,-0.33020458,0.3082555,-0.03102726,0.2761353,-0.20356566,0.18579109,-0.041673627,0.45266223,0.3575879,0.20384775,-0.22897978,0.19050166,0.34374923,0.36108756,0.16835314,-0.13743745,0.25287643,0.34872305,-0.32206625,-0.00040284012,-0.09793095,-0.0018120863,0.13621321,-0.3386755,-0.10421302,0.34639558,-0.3084827,0.2399748,-0.13825925,-0.31510937,0.2355708,-0.20719942,-0.15704556,-0.030698001,0.06658726,0.1116091,-0.34912208,-0.03767648,-0.18380064,0.24181709,-0.35111913,-0.20207314,0.10340814,-0.25443977,0.23329368,0.027572721,-0.018625645,-0.17322853,0.049006224,0.3254272,0.27732548,-0.25062653,-0.012588336,-0.05969942,-0.50149655,-0.22255166,0.1321948,-0.33669162,-0.14603025,0.07032971,0.14297529,0.3644545,-0.5098723,-0.3731097,0.18030986,0.077479295,-0.13418335,-0.016415633,-0.36174148,-0.21071696,0.30529353,-0.0625077,0.082110025,0.16511965,0.35034373,0.46976796,-0.012367753,0.0020431175,-0.01718321,0.070357814,0.063605905,0.06439017,-0.21508034,0.41310367,0.03495064,-0.14316395,0.17922275,0.022930603,0.34313408,-0.34064004,0.028533608,0.03502074,-0.39544603,-0.043096762,0.25485098,0.034019385,0.09856388,-0.17496568,-0.29276,-0.17261891,0.15206161,-0.4622803,-0.037060916,-0.05363291,-0.13867033,-0.0909281,0.35914266,-0.24982114,0.18380405,0.2825844,0.318701,0.30697498,0.037648205,0.055404887,0.3956992,-0.2976569,0.26086903,0.35435295,-0.122666955,-0.07514484,0.18860576,-0.32609522,0.27942172,-0.09702511,-0.25275272,-0.17816938,-0.19959204,-0.22478515,-0.37213892,0.17197163,0.27484223,0.17400177,-0.09398493,-0.14558774,-0.3046086,0.07110071,0.30312803,0.32507885,-0.08804985,-0.09206557,-0.014393191,-0.109455206,0.33316192,0.37110686,0.23965116,-0.048667725,0.15862732,0.17822571,-0.1083678,-0.39369968,-0.17417356,0.11574263,-0.039784744,0.4362205,0.12832195,0.1831719,0.19686194,-0.26948568,0.19062835,-0.21635005,0.034288906,-0.026638396,-0.0227803,-0.23602355,-0.19671822,-0.02109344,-0.2935834,-0.044566635,-0.1730016,-0.1852464,-0.1335296,-0.29380566,-0.26373327,-0.10158745,-0.30433893,0.23007195,-0.082076445,-0.057259813,-0.2044547,-0.32820413,0.16062579,-0.0522314,-0.20933706,0.1304086,0.2750119,0.1498535,-0.42794323,0.22143644,0.35713044,-0.3630531,-0.11390129,0.31095794,0.5214414,-0.049960013,-0.44077238,-0.31834853,-0.20556913,0.022689732,0.12122897,0.18935117,-0.17501616,0.16196159,0.028381607,-0.28821522,-0.15979831,0.36925507,0.36160746,0.16843434,-0.24027215,-0.3465193,-0.20069239,0.48666462,0.07701744,-0.20693818,0.030714184,0.34604695,-0.09203445,0.31854862,0.108379416,-0.25357533,0.058199648,0.20548911,0.34887013,-0.3009499,-0.17567895,-0.051119708,-0.16664524,-0.31110218,-0.31025988,0.34279707,-0.2717971,-0.2908432,0.17788997,-0.20054293,0.17455718,0.15765058,0.28179732,0.060086846,0.27690372,-0.20523073,-0.24202101,-0.014290554,0.11630107,0.13276422,0.29727778,0.14867274,0.2600387,0.2375296,-0.26859775,0.011727438,-0.2929253,-0.0035688314,-0.2594374,0.052253567,0.18094043,-0.011123654,0.333272,0.34068576,0.043989513,-0.12505206,0.26634467,-0.13060649,0.12615809,-0.024146628,-0.12740166,0.37337616,0.09254691,-0.005957216,-0.20733431,0.3402231,-0.33125013,0.2883664,0.21815236,0.035829145,0.30731323,0.13846388,0.17610359,0.36303207,0.02489432,-0.18880603,0.11449209,0.101698056,-0.29676872,-0.26644805,0.003947338,0.25350025,0.3353537,0.12422843,0.29307294,0.20989946,-0.040125877,0.31997815,-0.020529505,0.22126482,0.073671624,-0.27722037,-0.29136968,0.054168463,-0.14554335,0.07090354,0.020541877,-0.25952965,0.28765526,0.13530849,0.23598629,-0.10754156,-0.15438543,0.013915628,-0.32938582,-0.18228309,0.20892754,-0.09162212,-0.031730685,-0.041751355,-0.15666516,0.03660294,-0.09928709,-0.21217303,-0.12793846,0.22188121,0.32213262,-0.23929912,-0.30583668,-0.020949105,-0.20970704,-0.29104638,-0.22221518,0.46320915,0.19489473,0.15289462,0.1599784,-0.34938288,0.29908195,-0.048227876,0.22671838,0.28511122,0.14143091,0.13790537,-0.22860453,-0.3827447,0.13294569,0.33648726,-0.25768253,0.13436331,0.19444019,-0.16003567,-0.22116761,-0.31615302,-0.33490342,-0.18134524,0.09056039])
127
+ const L7 = new Float32Array([-0.59414715,-0.25177464,-0.3118623,-0.7391984,-0.47627646,-0.79838616,-0.48530683,-0.8878097,-0.8007632,0.48693997,0.5222819,-1.0663419,0.03540848,-0.40733555,-0.435951,0.46115485,0.72466135])
128
+
129
+ function relu(x){return x > 0 ? x : 0;}
130
+ function selu(x){return 1.0507009873554805 * (x > 0 ? x : 1.6732632423543772 * (Math.expm1(x)));}
131
+ function gelu(x)
132
+ {
133
+ const c = Math.sqrt(2 / Math.PI);
134
+ const x3 = x * x * x;
135
+ return 0.5 * x * (1 + Math.tanh(c * (x + 0.044715 * x3)));
136
+ }
137
+ function dense_rowbias(src, w, inDim, outDim, useactivation = true)
138
+ {
139
+ const dst = new Float32Array(outDim);
140
+ const stride = inDim + 1;
141
+ for(let i = 0; i < outDim; i++)
142
+ {
143
+ const base = i * stride;
144
+ let s = w[base + inDim];
145
+ for(let k = 0; k < inDim; k++){s += w[base + k] * src[k];}
146
+ dst[i] = useactivation ? relu(s) : s;
147
+ }
148
+ return dst;
149
+ }
150
+ function forward(x)
151
+ {
152
+ const h0 = dense_rowbias(x, L0, 26, 32, true);
153
+ const h1 = dense_rowbias(h0, L1, 32, 32, true);
154
+ const h2 = dense_rowbias(h1, L2, 32, 32, true);
155
+ const h3 = dense_rowbias(h2, L3, 32, 32, true);
156
+ const h4 = dense_rowbias(h3, L4, 32, 32, true);
157
+ const h5 = dense_rowbias(h4, L5, 32, 32, true);
158
+ const h6 = dense_rowbias(h5, L6, 32, 16, true);
159
+ return dense_rowbias(h6, L7, 16, 1, false)[0];
160
+ }
161
+
162
+ const TRAITS = ["obese/fat","curious","empathetic","ambitious","depressive","creative","intellectual","spiritual","traditional","loyal","dependable","emotional","nurturing","affectionate","possessive","dominant","open minded","defiant","independent","trustworthy","social","humorous","risk-taking","adventurous","quirky","crazy"];
163
+ const SCALE_LABELS = {0:"Not me at all",1:"Very untrue of me",2:"Mostly untrue of me",3:"Somewhat untrue of me",4:"Slightly untrue of me",5:"Slightly true of me",6:"Somewhat true of me",7:"Mostly true of me",8:"Very true of me",9:"Absolutely me"};
164
+
165
+ const form=document.getElementById('survey');
166
+ TRAITS.forEach((trait,idx)=>{
167
+ const field=document.createElement('div'); field.className='field';
168
+ const label=document.createElement('label'); label.textContent=trait.charAt(0).toUpperCase()+trait.slice(1);
169
+ const select=document.createElement('select'); select.name=trait;
170
+ select.innerHTML=Array.from({length:10},(_,v)=>`<option value="${v}" ${v===4?'selected':''}>${SCALE_LABELS[v]}</option>`).join('');
171
+ select.addEventListener('change',updateScore);
172
+ field.append(label,select); form.append(field);
173
+ });
174
+
175
+ document.getElementById('resetBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='4');updateScore();});
176
+ document.getElementById('minBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='0');updateScore();});
177
+ document.getElementById('maxBtn').addEventListener('click',()=>{form.querySelectorAll('select').forEach(s=>s.value='9');updateScore();});
178
+ document.getElementById('randBtn').addEventListener('click', () => {form.querySelectorAll('select').forEach(s=>s.value=Math.round(Math.random()*9));updateScore();});
179
+
180
+ function updateScore()
181
+ {
182
+ const arr = Array.from(form.querySelectorAll('select')).map(s => Number(s.value) / 9);
183
+ const o = forward(arr);
184
+ const pct = Math.max(0, Math.min(1, Number(o))) * 100;
185
+ const pctRounded = pct.toFixed(0);
186
+ document.getElementById("bar").style.width = pctRounded + "%";
187
+ document.getElementById("percent").textContent = pctRounded + "%";
188
+ document.getElementById("explain").textContent = "Your likelihood of finding love";
189
+ }
190
+
191
+ updateScore();
192
+ </script>
193
+ </body>
194
+ </html>