[super-pr] dependency bump + skip log probs + add OMP_NUM_THREADS + offload before refit + mtp ckpt fix #1978

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on Feb 17, 2026

d72308ca3bbb9a057a10be2e461ee84dea12c35e

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gshennvm

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