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a {
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color: #82aaff;
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}
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</style>
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</head>
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<body>
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<h1>Vortex Language Model (VLM) Documentation</h1>
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<h2>Overview</h2>
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<p><strong>VLM</strong> stands for <strong>Vortex Language Model</strong>, a series of transformer-based models developed by <strong>PingVortex</strong>. The models are designed for tasks such as text generation, reasoning, and instruction following. Each version of VLM is structured in three training stages for progressive refinement.</p>
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</div>
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<div class="section">
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a {
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color: #82aaff;
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.note {
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background-color: #2a2a2a;
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padding: 1rem;
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border-left: 4px solid #82aaff;
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margin: 1rem 0;
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}
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</style>
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</head>
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<body>
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<h1>Vortex Language Model (VLM) Documentation</h1>
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<div class="section">
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<h2>Overview</h2>
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<p><strong>VLM</strong> stands for <strong>Vortex Language Model</strong>, a series of transformer-based models developed by <strong>PingVortex</strong>. The models are designed for tasks such as text generation, reasoning, and instruction following. Each version of VLM is structured in three training stages for progressive refinement.</p>
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<div class="note">
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<p><strong>Note on Hardware:</strong> Training is performed on different GPU configurations depending on availability - sometimes using 1× NVIDIA RTX A5000, sometimes 1× A40, and occasionally 1× RTX 5060 Ti with 16GB VRAM (yes, it's already out and in use).</p>
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</div>
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</div>
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<div class="section">
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