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Single-GPU serving performance

Published measurements use one NVIDIA GeForce RTX 5090 through NInfer's public HTTP serving route. Choose a model below for its detailed results, run conditions, output limitations, and reproduction commands. These are recorded historical measurements; a model/backend being supported does not mean every workload or concurrency has a published measurement.

Read the measurement and publication rules for workload definitions, metric formulas, statistics, comparison requirements, and the standard result-page format.

Published coverage

Each cell links to the relevant result section. “Not published” describes measurement coverage, not product support. C is configured request concurrency; K is the number of draft tokens.

Model / weights MTP0 context profile Single-request speculative decode Corpus makespan MTP3 decode saturation
Qwen3.6-27B / groupwise-int 8K–256K MTP3 Not published C=1, 2, 4, 8
Qwen3.6-27B / nvfp4 8K–256K MTP3 Not published C=1, 2, 4, 8
Qwen3.6-35B-A3B / groupwise-int 8K–256K MTP3; DFlash K=7 stochastic/greedy MTP3 C=1, 2, 4, 8; DFlash C=1 C=1, 2, 4, 8
Qwen3.8-27B / groupwise-int 8K–256K MTP3; DFlash2 K=7 MTP3 C=1, 2, 4, 8; DFlash2 C=1 Not published
Qwen3.8-27B / nvfp4 8K–256K MTP3; DFlash2 K=7 MTP3 C=1, 2, 4, 8; DFlash2 C=1 C=1, 2, 4, 8

Qwen3.8 and Qwen3.6-35B-A3B C=1 corpus points also supply their single-request phase tables. The Qwen3.6-27B NVFP4 MTP3 phase table comes from a corpus C=1 point whose full makespan is not published here. The Qwen3.8 NVFP4 saturation reports retain configuration and values but no tested Git revision; the model page records that provenance limitation.

Reading the results

Question Metric to use
How fast is prompt processing or an individual decode phase? Prefill phase, Server TTFT, Decode phase
How long does the full fixed request set take? Corpus makespan, Corpus decode, Requests/s
What aggregate decode rate is sustained at a full batch? Steady decode

These rates use different time boundaries. Server TTFT is an internal phase sum; external streaming TTFT has its own benchmark contract. Stochastic runs can generate different token totals even with the same prompts and seeds. Output-limit and repetition samples remain labeled in the measured corpus; throughput alone does not establish successful task completion. See the 35B termination and anomalies and Qwen3.8 DFlash2 outcomes.

Related references

Model pages are the detailed result authority. README and model-card performance tables are excerpts linked to those pages; update them together when replacing an applicable measurement.