llamaperf
Oct 18, 2026
Throughput
195.0 t/s gen · 3800.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
IQ3_S (GGUF)
System RAM
96 GB

Summary

User benchmarks Qwen3.8-Flash-Next at 195 t/s decode on two RTX 5070 Ti cards with 96 GB of system RAM, using Strata with IQ3_S weights and experts offloaded to RAM. Prefill on the same box is 2.2k t/s at 3.5k tokens, 3.8k at 15k and 5.2k at 55k. On the same hardware capy-flash with NVFP4 and tensor parallel reaches 171-183 t/s decode, and Strata NVFP4 reaches 120 t/s. The user reports Strata IQ3_S beats NVFP4 engines on short decode at about twice the KL divergence (0.144 for IQ3_S vs 0.070 for NVFP4).