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Due to test-bed scale limits, **DeepSeek-V3.2** was validated separately on a reduced-layer configuration — LoongForge's **DSA operator-level optimizations** still deliver **~5× speedup** over Megatron-LM and reach **64K sequence** (baseline OOMs beyond 8K).
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> <sup>§</sup> Due to test-bed scale limits, **DeepSeek-V3.2** was validated separately on a reduced-layer configuration — LoongForge's **DSA CUDA kernel optimizations** still deliver **~5× speedup** over Megatron-LM and reach **64K sequence** (baseline OOMs beyond 8K).<br>
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> <sup>†</sup> Numbers reflect baseline and LoongForge versions at the time of measurement, and may evolve as implementations change.<br>
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> <sup>‡</sup> Validation on additional hardware is rolling out in upcoming releases.
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> <sup>‡</sup> Validation on additional hardware is rolling out in upcoming releases.<br>
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## 🌟 Powered by LoongForge
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@@ -213,7 +215,8 @@ LoongForge is built upon NVIDIA's Megatron-LM. We also drew inspiration from sev
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