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Laguna-S-2.1 on 2x 10 GB

From CMP Wiki
Laguna-S-2.1, jcbtc/Laguna-S-2.1-NVFP4-GGUF
Reported 2 x 10 GB
QuantNVFP4 GGUF (runs through a fallback path: the cards have no native FP4)
Enginecustom llama-server backend from ciruinference (the service is named vllm, but it is not vLLM)
Topologytensor split 1,1 across the two cards
Context131,072
Decode53 tok/s
Speculative decodingnone
Measured asone post: 53 tok/s decode, number of users not stated (the server has 30 slots)
Flags--ctx-size 131072 --parallel 30 --batch-size 512 --ubatch-size 256 --flash-attn on --cache-type-k q8_0 --cache-type-v q8_0 --tensor-split 1,1 --spec-type none --no-context-shift
Tested@squishysquare on 2026-08-12
SourceDiscord message
ConfirmationsNone yet.

Laguna-S-2.1 in NVFP4 GGUF on two 10 GB cards, split evenly, at 131,072 tokens of context. bigfoot asked for working setups on 10 GB cards; squishysquare posted his. The service is called vllm but runs a custom llama-server backend from ciruinference; NVFP4 works through a fallback path because the cards lack native FP4. He measured 53 tok/s decode and did not measure prefill ("pretty snappy"). Source: @bigfoot1144, 2026-08-11
Source: @squishysquare, 2026-08-11
Source: @squishysquare, 2026-08-12
Source: @squishysquare, 2026-08-12
Source: @squishysquare, 2026-08-12
Source: @squishysquare, 2026-08-12

Notes

  • The full launch flags also set --threads 4 --threads-batch 8 --fit on --fit-target 1024 --fit-ctx 131072 --load-mode mlock --jinja --cache-ram 0 --no-cache-idle-slots --metrics --slots --no-webui. Source: @squishysquare, 2026-08-12
  • Cooling: two cards under a single 80 mm fan without active temperature control; he expects 70 to 72 C at 250 W. Source: @squishysquare, 2026-08-12
  • Not stated: the backend's source and version, the memory profile per card, the PCIe link, the driver, the power cap and how many requests ran at once for the 53 tok/s.

Sources