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  <!doctype html>
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- <html>
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- <head>
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- <meta charset="utf-8" />
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- <meta name="viewport" content="width=device-width" />
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- <title>My static Space</title>
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- <link rel="stylesheet" href="style.css" />
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- </head>
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- <body>
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- <div class="card">
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- <h1>Welcome to your static Space!</h1>
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- <p>You can modify this app directly by editing <i>index.html</i> in the Files and versions tab.</p>
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- <p>
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- Also don't forget to check the
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- <a href="https://huggingface.co/docs/hub/spaces" target="_blank">Spaces documentation</a>.
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- </p>
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- </div>
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- </body>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  </html>
 
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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="viewport" content="width=device-width,initial-scale=1">
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+ <title>Oris Notes</title>
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+ <meta name="description" content="Short technical notes on Oris models, architectures and training runs.">
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+
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+ <style>
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+ :root {
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+ --bg: #ffffff;
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+ --text: #111111;
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+ --muted: #777777;
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+ --line: #e8e8e8;
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+ --soft: #f7f7f7;
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+ --max: 920px;
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+ }
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+
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+ * {
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+ box-sizing: border-box;
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+ }
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+
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+ body {
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+ margin: 0;
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+ background: var(--bg);
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+ color: var(--text);
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+ font-family: Arial, Helvetica, sans-serif;
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+ line-height: 1.5;
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+ }
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+
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+ a {
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+ color: inherit;
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+ text-decoration: none;
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+ }
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+
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+ a:hover {
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+ text-decoration: underline;
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+ }
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+
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+ .wrap {
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+ width: min(calc(100% - 36px), var(--max));
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+ margin: auto;
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+ }
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+
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+ header {
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+ border-bottom: 1px solid var(--line);
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+ }
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+
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+ nav {
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+ height: 58px;
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+ display: flex;
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+ align-items: center;
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+ justify-content: space-between;
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+ }
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+
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+ .brand {
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+ font-size: 14px;
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+ font-weight: 700;
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+ }
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+
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+ nav span {
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+ font-size: 12px;
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+ color: var(--muted);
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+ }
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+
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+ .hero {
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+ padding: 72px 0 48px;
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+ }
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+
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+ h1 {
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+ margin: 0 0 16px;
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+ font-size: clamp(48px, 9vw, 88px);
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+ line-height: .95;
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+ letter-spacing: -.055em;
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+ }
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+
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+ .lead {
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+ margin: 0;
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+ max-width: 650px;
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+ color: #333;
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+ font-size: 17px;
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+ }
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+
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+ section {
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+ padding: 38px 0;
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+ border-top: 1px solid var(--line);
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+ }
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+
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+ h2 {
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+ margin: 0 0 18px;
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+ font-size: 21px;
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+ letter-spacing: -.02em;
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+ }
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+
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+ .note-list {
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+ border-top: 1px solid var(--line);
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+ }
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+
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+ .note-item {
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+ display: grid;
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+ grid-template-columns: 120px 1fr auto;
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+ gap: 20px;
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+ align-items: center;
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+ padding: 18px 0;
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+ border-bottom: 1px solid var(--line);
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+ }
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+
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+ .date {
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+ color: var(--muted);
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+ font-size: 12px;
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+ }
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+
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+ .note-title {
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+ font-size: 15px;
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+ font-weight: 700;
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+ }
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+
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+ .note-desc {
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+ margin-top: 3px;
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+ color: var(--muted);
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+ font-size: 12px;
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+ }
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+
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+ .arrow {
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+ color: var(--muted);
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+ font-size: 14px;
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+ }
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+
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+ .table-wrap {
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+ overflow-x: auto;
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+ }
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+
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+ table {
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+ width: 100%;
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+ border-collapse: collapse;
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+ font-size: 13px;
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+ }
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+
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+ th,
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+ td {
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+ padding: 11px 10px;
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+ text-align: left;
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+ border-bottom: 1px solid var(--line);
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+ white-space: nowrap;
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+ }
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+
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+ th {
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+ color: var(--muted);
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+ font-size: 11px;
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+ font-weight: 400;
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+ }
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+
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+ .current {
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+ background: var(--soft);
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+ }
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+
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+ .status {
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+ margin-top: 18px;
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+ color: var(--muted);
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+ font-size: 12px;
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+ }
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+
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+ footer {
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+ padding: 24px 0 40px;
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+ border-top: 1px solid var(--line);
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+ color: var(--muted);
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+ font-size: 11px;
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+ }
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+
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+ @media (max-width: 700px) {
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+ .hero {
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+ padding-top: 54px;
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+ }
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+
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+ .note-item {
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+ grid-template-columns: 1fr auto;
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+ }
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+
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+ .date {
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+ grid-column: 1 / -1;
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+ }
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+ }
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+ </style>
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+ </head>
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+
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+ <body>
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+
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+ <header>
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+ <div class="wrap">
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+ <nav>
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+ <a class="brand" href="#">Oris Notes</a>
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+ <span>OrisTeam · 2026</span>
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+ </nav>
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+ </div>
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+ </header>
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+
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+ <main>
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+
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+ <div class="hero">
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+ <div class="wrap">
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+ <h1>Oris Notes</h1>
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+ <p class="lead">
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+ Short technical notes on Oris models, architectures and training runs.
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+ </p>
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+ </div>
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+ </div>
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+
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+ <section>
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+ <div class="wrap">
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+ <h2>Notes</h2>
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+
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+ <div class="note-list">
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+ <a class="note-item" href="#vyuhu-1">
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+ <div class="date">August 2026</div>
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+
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+ <div>
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+ <div class="note-title">Vyuhu 1.0</div>
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+ <div class="note-desc">
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+ Architecture finalized · full base-model training in progress
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+ </div>
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+ </div>
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+
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+ <div class="arrow">→</div>
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+ </a>
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+ </div>
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+ </div>
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+ </section>
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+
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+ <section id="vyuhu-1">
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+ <div class="wrap">
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+ <h2>Vyuhu 1.0</h2>
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+
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+ <p class="lead" style="font-size:15px;max-width:760px">
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+ The Vyuhu architecture has completed its initial architecture-validation stage.
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+ The current design is stable enough to move from architecture experiments to a full training run.
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+ </p>
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+
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+ <p class="status">
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+ Development now focuses on Vyuhu 1.0, a larger generation of the architecture built from the lessons learned with
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+ <a href="https://huggingface.co/OrisTeam/Vyuhu-280M-Base-1704m" target="_blank" rel="noopener">
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+ OrisTeam/Vyuhu-280M-Base-1704m ↗
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+ </a>.
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+ </p>
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+ </div>
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+ </section>
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+
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+ <section>
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+ <div class="wrap">
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+ <h2>Architecture</h2>
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+
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+ <div class="table-wrap">
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+ <table>
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+ <thead>
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+ <tr>
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+ <th>Property</th>
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+ <th>Vyuhu 280M</th>
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+ <th>Vyuhu 1.0</th>
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+ </tr>
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+ </thead>
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+
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+ <tbody>
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+ <tr>
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+ <td>Parameters</td>
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+ <td>282.68M</td>
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+ <td><strong>~493M</strong></td>
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+ </tr>
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+ <tr>
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+ <td>Hidden size</td>
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+ <td>1152</td>
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+ <td><strong>1280</strong></td>
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+ </tr>
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+ <tr>
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+ <td>Context</td>
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+ <td>1024</td>
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+ <td><strong>1536</strong></td>
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+ </tr>
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+ <tr>
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+ <td>Q / KV heads</td>
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+ <td>18 / 6</td>
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+ <td><strong>20 / 4</strong></td>
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+ </tr>
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+ <tr>
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+ <td>Head dimension</td>
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+ <td>64</td>
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+ <td><strong>64</strong></td>
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+ </tr>
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+ <tr>
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+ <td>FFN</td>
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+ <td>3584</td>
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+ <td><strong>3840</strong></td>
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+ </tr>
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+ <tr>
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+ <td>GQA anchors</td>
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+ <td>4</td>
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+ <td><strong>6</strong></td>
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+ </tr>
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+ <tr>
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+ <td>Elastic stages</td>
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+ <td>3</td>
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+ <td><strong>5</strong></td>
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+ </tr>
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+ <tr>
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+ <td>Elastic blocks</td>
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+ <td>12</td>
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+ <td><strong>17</strong></td>
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+ </tr>
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+ <tr>
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+ <td>Compute paths</td>
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+ <td>4</td>
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+ <td><strong>3</strong></td>
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+ </tr>
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+ <tr>
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+ <td>Engram memory</td>
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+ <td>—</td>
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+ <td><strong>2 / 3-gram</strong></td>
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+ </tr>
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+ <tr>
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+ <td>MTP</td>
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+ <td>—</td>
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+ <td><strong>t+2 training objective</strong></td>
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+ </tr>
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+ </tbody>
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+ </table>
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+ </div>
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+ </div>
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+ </section>
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+
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+ <section>
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+ <div class="wrap">
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+ <h2>Compute paths</h2>
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+
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+ <div class="table-wrap">
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+ <table>
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+ <thead>
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+ <tr>
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+ <th>Profile</th>
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+ <th>Schedule</th>
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+ <th>Active blocks</th>
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+ </tr>
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+ </thead>
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+
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+ <tbody>
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+ <tr class="current">
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+ <td><strong>HIGH</strong></td>
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+ <td>[2, 4, 5, 4, 2]</td>
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+ <td>23</td>
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+ </tr>
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+ <tr>
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+ <td><strong>MEDIUM</strong></td>
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+ <td>[1, 2, 3, 2, 1]</td>
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+ <td>15</td>
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+ </tr>
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+ <tr>
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+ <td><strong>LOW</strong></td>
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+ <td>[0, 1, 1, 1, 0]</td>
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+ <td>9</td>
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+ </tr>
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+ </tbody>
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+ </table>
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+ </div>
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+
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+ <p class="status">
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+ The new generation keeps deterministic compute selection while increasing global attention depth
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+ and adding lightweight n-gram memory and multi-token prediction during training.
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+ </p>
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+
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+ <p class="status">
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+ <strong>Status:</strong> full base-model training in progress.
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+ </p>
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+ </div>
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+ </section>
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+
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+ </main>
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+
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+ <footer>
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+ <div class="wrap">
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+ Oris Notes · OrisTeam · 2026
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+ </div>
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+ </footer>
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+
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+ </body>
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  </html>