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| <title>数据总量概览：预训练与后训练阶段</title>
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| </head>
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| <body>
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| <h1>多模态大模型数据大盘</h1>
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| <div class="subtitle">Data Volume Overview: Pre-training & Post-training</div>
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| <div class="container">
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| <div class="column pre-train">
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| <div class="column-header">
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| <span>⚡ 预训练阶段 (Pre-training)</span>
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| </div>
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| <div class="card">
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| <div class="card-header">
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| <div class="card-title">🖼️ T2I (Text-to-Image)</div>
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| <div class="card-total">~ 812M+</div>
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| </div>
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| <ul class="data-list">
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| <li><span class="highlight">华山落盘数据：800M</span>
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| <div style="margin-top: 4px; font-size: 0.95rem; color: var(--text-muted);">
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| 含 240M Qwen3vl4b 重打标 Dense 数据 <span class="tag">平均387 tokens</span>，其余为短标注
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| </div>
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| </li>
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| <li><span class="highlight">Banana 蒸馏数据：2.2M</span> <span class="tag">Gemini标注</span></li>
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| <li><span class="highlight">自收集开源数据：10M</span> <span class="tag">高质量美学图片</span></li>
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| </ul>
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| </div>
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| <div class="card">
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| <div class="card-header">
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| <div class="card-title">🎵 T2A (Text-to-Audio)</div>
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| <div class="card-total">56,300 Hours+</div>
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| </div>
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| <ul class="data-list">
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| <li><span class="highlight">Audio 数据：6,300 小时</span> (约 2.3M)</li>
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| <li><span class="highlight">Speech 数据：50,000 小时</span> (约 33M)</li>
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| <li><span class="highlight">自收集开源数据</span> (补充来源)</li>
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| </ul>
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| </div>
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| <div class="card">
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| <div class="card-header">
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| <div class="card-title">🎬 T2V (Text-to-Video)</div>
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| <div class="card-total">~ 100M+</div>
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| </div>
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| <div style="margin-bottom: 10px;"><span class="tag">>480p</span> <span class="tag">时长 3~10s</span></div>
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| <ul class="data-list">
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| <li><span class="highlight">华山数据：100M</span>
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| <div style="margin-top: 4px; font-size: 0.95rem; color: var(--text-muted);">
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| 含 22M 数据经 Gemini 重打标注
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| </div>
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| </li>
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| <li><span class="highlight">Seedance 蒸馏：350K</span></li>
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| </ul>
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| </div>
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| <div class="card">
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| <div class="card-header">
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| <div class="card-title">🎞️ T2AV (Text-to-Audio-Video)</div>
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| <div class="card-total">2M</div>
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| </div>
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| </div>
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| </div>
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| <div class="column post-train">
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| <div class="column-header">
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| <span>🎯 后训练阶段 (Post-training)</span>
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| </div>
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| <div class="card">
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| <div class="card-header">
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| <div class="card-title">✨ I2I (Image-to-Image)</div>
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| <div class="card-total">5M</div>
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| </div>
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| <ul class="data-list">
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| <li><span class="highlight">Nano Banana 蒸馏数据：5M</span> <span class="tag">1K 分辨率</span></li>
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| </ul>
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| </div>
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| <div class="card">
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| <div class="card-header">
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| <div class="card-title">📽️ I2V (Image-to-Video)</div>
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| <div class="card-total">5M</div>
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| </div>
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| <ul class="data-list">
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| <li><span class="highlight">精选图生视频数据：5M</span></li>
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| </ul>
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| </div>
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| <div class="card">
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| <div class="card-header">
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| <div class="card-title">🎮 交互数据 (Interactive)</div>
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| <div class="card-total">1M</div>
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| </div>
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| <ul class="data-list">
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| <li><span class="highlight">游戏交互控制数据：1M</span></li>
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| </ul>
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| <div class="method-box">
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| <strong>🔧 构造链路：</strong><br>
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| YouTube游戏视频 <span class="arrow">➔</span> VGGt估计姿态 <span class="arrow">➔</span> 提取控制信号
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| </div>
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| </div>
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| </div>
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| </div>
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