Together Compiler sets new concurrency TPS records across models with just 2 nodes and 24 hours

simran_s_arora · x · 2026-11-05

Together's team reports that the Together Compiler sets state-of-the-art per-user P90 concurrency TPS results across every tested model/hardware setup, building on the best InferenceX engine configuration. The pipeline uses a parallelism cost model to pick effective parallel configs (several differing from existing InferenceX choices), then runs the compiler for 24 hours on at most 2 nodes per model. Results vs InferenceX best: MiniMax-M3.1-Flash B200 633→1111, DSV4.1-Flash B200 671→813, DSV4.1-Flash GB300 943→1205, GLM-5.3 B200 329→417, K3 GB300 423→450, GLM-5.3 MI355X 463→480 TPS per user.

Related event: Together AI Launches Together Compiler, an Agentic System That Optimizes Inference in Hours and Sets New Throughput Records(12 posts)→

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