Recipe

laguna-s-2-1-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp1

laguna-s-2-1-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp1

Observed LocalMaxxing leaderboard run. Evidence for compatibility, not an executable launch contract.

Record

Status
candidate
Source
localmaxxing
Engine
vllm
Accelerators
1
Tensor parallel
1
Context tokens
2,048
Max concurrency
1
chat
unknown
reasoning
unknown
tools
unknown
vision
unknown

Hugging Face model card

Identity

https://huggingface.co/poolside/Laguna-S-2.1-NVFP4
Repository
poolside/Laguna-S-2.1-NVFP4
Status
known
Link type
Exact Hub repository

Public Hugging Face repository confirmed by the Hub API.

Candidate: useful compatibility or speed evidence. The registry does not offer Run until promotion requirements are met.

Observed configuration

vllm

Evidence only · candidate · reference

Candidate evidence — not a Run contract

Endpoint
http://127.0.0.1:8000
Served model
laguna-s-2.1
Source
https://www.localmaxxing.com/en/runs/cmrvb4rw909f1lg01cwonifnf

Measured speed

ConcurrencyContextPrefillDecodeTTFT msStatusSweep
12,0481,264.216449.8observedlaguna-s-2-1-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep

Remaining fields

Identity, launch, related records, and measured speed are shown above. This is the rest of the normalized record.

hardware count
1
hardware id
rtx-pro-6000-blackwell-96gb
id
laguna-s-2-1-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp1
model instance id
poolside-laguna-s-2-1-nvfp4--nvfp4
recipe source
localmaxxing
schema version
local-ai-registry/v1
speed sweep ids
laguna-s-2-1-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep
status
candidate

capabilities

draft launch

accelerator backend
nvidia
arguments
--model, poolside/Laguna-S-2.1-NVFP4, --tensor-parallel-size, 1, --host, 0.0.0.0, --port, 8000, --max-model-len, 2048
container port
8,000
host port
8,000
image
vllm/vllm-openai@sha256:0a51ea5b4ae2dc5d81890e5173f54203d2a3ae0cfffe51b8fd2afd4391bfd967
ipc
host
kind
docker
shm size
16g
synthesized · generated at
2026-08-31T22:12:17Z
synthesized · image provenance
deepseek-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp1
synthesized · template
vllm-openai-v1

mounts

read onlytarget
No/root/.cache/huggingface

engine

name
vllm

serving

max concurrency
1
max context tokens
2,048
tensor parallel
1
Provenance & metadata (3)

facts

capabilities.chat · provenance · captured at
2026-08-30T09:10:02Z
capabilities.chat · reason capability-not-verified
capabilities.chat · state unknown
capabilities.reasoning · provenance · captured at
2026-08-30T09:10:02Z
capabilities.reasoning · reason capability-not-verified
capabilities.reasoning · state unknown
capabilities.tools · provenance · captured at
2026-08-30T09:10:02Z
capabilities.tools · reason capability-not-verified
capabilities.tools · state unknown
capabilities.vision · provenance · captured at
2026-08-30T09:10:02Z
capabilities.vision · reason capability-not-verified
capabilities.vision · state unknown
engine.graph mode · provenance · captured at
2026-08-30T09:10:02Z
engine.graph mode · reason runtime-detail-not-published
engine.graph mode · state unknown
serving.kv cache tokens · provenance · captured at
2026-08-30T09:10:02Z
serving.kv cache tokens · reason kv-cache-capacity-not-published
serving.kv cache tokens · state unknown

metadata

localmaxxing · backend
cuda
localmaxxing · hardware label
RTX PRO 6000 Blackwell
localmaxxing · notes
DFlash speculative decode, num_speculative_tokens=7 (draft: poolside/Laguna-S-2.1-DFlash-NVFP4, BF16 6-layer). vLLM nightly 0.23.1rc1.dev1358+gb8fb56d97 (post-0.25.1, includes Blackwell DFlash fix #48167). FlashInfer attention, FLASHINFER_CUTLASS NVFP4 MoE, kv fp8_e4m3, gpu-mem-util 0.90, max-model-len 32768, temp 0, single stream. Sweep 3..15: decode peaks 208 tok/s on code workloads at n=15; prose saturates at accept-len ~2.3. Baseline no-spec 110 tok/s.
localmaxxing · observed command
# Remote endpoint: http://127.0.0.1:8000 servedModel: laguna-s-2.1
localmaxxing · run id
cmrvb4rw909f1lg01cwonifnf
localmaxxing · tokenized · endpoint
127.0.0.1
localmaxxing · tokenized · fidelity
faithful
localmaxxing · tokenized · served model name
laguna-s-2.1

provenance

captured at
2026-08-30T09:10:02Z

sources

captured atkindurl
2026-08-30T09:10:02Znormalized-recipewww.localmaxxing.com/en/runs/cmrvb4rw909f1lg01cwonifnf