@ying11231: Impressive performance on TPU.

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Summary

A blog post from LMSYS Org details optimizing Ling-2.6-1T, a 1 trillion parameter hybrid MoE model, on TPU v7x using SGLang-JAX, achieving efficient inference by hiding MoE data movement behind computation with a single Pallas kernel.

Impressive performance on TPU.
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Cached at: 06/17/26, 10:03 PM

Impressive performance on TPU.

LMSYS Org (@lmsysorg): 🚀 Our new blog: Optimizing Ling-2.6-1T on TPU with SGLang-JAX: Hiding MoE Data Movement Behind Compute with One Pallas Kernel

Ling-2.6-1T, a 1T hybrid MoE model, now serves on TPU v7x with SGLang-JAX. The SGLang-JAX team worked together with @inclusionAI on two fronts:

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