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Revert "[Sampler] Stop upcasting logits to fp32 in apply_sampling_params" (#48641)#49033

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Revert "[Sampler] Stop upcasting logits to fp32 in apply_sampling_params" (#48641)#49033
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Reverts #48641 ("[Sampler] Stop upcasting logits to fp32 in apply_sampling_params").

Reason: This PR is linked to 1 new nightly CI failure in build #78700:

  • LM Eval Qwen3.5 Models (2xB200)

The MTP variant of Qwen3.5-397B-A17B-NVFP4 hung in sample_tokens (fatal TimeoutError: RPC call to sample_tokens timed out) while the identical non-MTP variant of the same model passed. This PR replaced the fresh fp32 logits copy with in-place bf16 mutation in apply_sampling_params, which plausibly corrupts spec-decode verification numerics and desyncs the DP=2 ranks.

Auto-generated by CI failure analyzer.

@mergify mergify Bot added the v1 label Jul 18, 2026
@njhill

njhill commented Jul 19, 2026

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#48641 is unlikely to be the cause of this failure.

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