Recipe
qwen3-6-27b-aeon-ultimate-uncensored-bf16-nvfp4-modelopt-dgx-spark-gb10-128gb-vllm-tp1
qwen3-6-27b-aeon-ultimate-uncensored-bf16-nvfp4-modelopt-dgx-spark-gb10-128gb-vllm-tp1Observed LocalMaxxing leaderboard run. Evidence for compatibility, not an executable launch contract.
Record
- Status
- candidate
- Source
- localmaxxing
- Engine
- vllm
- Engine version
- 0.20.2rc1.dev166+gf6490a284
- Accelerators
- 1
- Tensor parallel
- 1
- Context tokens
- 262,144
- Max concurrency
- 16
- chat
- unknown
- reasoning
- unknown
- tools
- unknown
- vision
- unknown
Hugging Face model card
Identity
https://huggingface.co/AEON-7/Qwen3.6-27B-AEON-Ultimate-Uncensored-Multimodal-NVFP4-MTP-XS- Repository
- AEON-7/Qwen3.6-27B-AEON-Ultimate-Uncensored-Multimodal-NVFP4-MTP-XS
- 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
Observed source tokens
Mechanical split of the source command. Unverified against the engine CLI. The registry does not offer Run for this recipe.
vllmserve/models/xs--tensor-parallel-size1--quantizationmodelopt--max-model-len262144--max-num-seqs16--max-num-batched-tokens32768--gpu-memory-utilization0.85--enable-chunked-prefill--enable-prefix-caching--speculative-config{method:dflash,model:/models/dflash-drafter,num_speculative_tokens:15}--tool-call-parserqwen3_coder--reasoning-parserqwen3--attention-backendflash_attn
| Flag | Value |
|---|---|
--tensor-parallel-size | 1 |
--quantization | modelopt |
--max-model-len | 262144 |
--max-num-seqs | 16 |
--max-num-batched-tokens | 32768 |
--gpu-memory-utilization | 0.85 |
--speculative-config | {method:dflash,model:/models/dflash-drafter,num_speculative_tokens:15} |
--tool-call-parser | qwen3_coder |
--reasoning-parser | qwen3 |
--attention-backend | flash_attn |
Measured speed
| Concurrency | Context | Prefill | Decode | TTFT ms | Status | Sweep |
|---|---|---|---|---|---|---|
| — | 262,144 | — | 35 | 256.6 | observed | qwen3-6-27b-aeon-ultimate-uncensored-bf16-nvfp4-modelopt-dgx-spark-gb10-128gb-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
- dgx-spark-gb10-128gb
- id
- qwen3-6-27b-aeon-ultimate-uncensored-bf16-nvfp4-modelopt-dgx-spark-gb10-128gb-vllm-tp1
- model instance id
- aeon-7-qwen3-6-27b-aeon-ultimate-uncensored-multimodal-nvfp4-mtp-xs--nvfp4-modelopt
- recipe source
- localmaxxing
- schema version
- local-ai-registry/v1
- speed sweep ids
- qwen3-6-27b-aeon-ultimate-uncensored-bf16-nvfp4-modelopt-dgx-spark-gb10-128gb-vllm-tp1-sweep
- status
- candidate
capabilities
draft launch
- accelerator backend
- nvidia
- arguments
- serve, --model, AEON-7/Qwen3.6-27B-AEON-Ultimate-Uncensored-Multimodal-NVFP4-MTP-XS, --tensor-parallel-size, 1, --host, 0.0.0.0, --port, 8000, --max-model-len, 262144
- container port
- 8,000
- entrypoint
- vllm
- 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 only | target |
|---|---|
| No | /root/.cache/huggingface |
engine
- name
- vllm
- version
- 0.20.2rc1.dev166+gf6490a284
serving
- max concurrency
- 16
- max context tokens
- 262,144
- tensor parallel
- 1
Provenance & metadata (3)
facts
- capabilities.chat · provenance · captured at
- 2026-08-30T09:26:09Z
capabilities.chat · reason capability-not-verified
capabilities.chat · state unknown
- capabilities.reasoning · provenance · captured at
- 2026-08-30T09:26:09Z
capabilities.reasoning · reason capability-not-verified
capabilities.reasoning · state unknown
- capabilities.tools · provenance · captured at
- 2026-08-30T09:26:09Z
capabilities.tools · reason capability-not-verified
capabilities.tools · state unknown
- capabilities.vision · provenance · captured at
- 2026-08-30T09:26:09Z
capabilities.vision · reason capability-not-verified
capabilities.vision · state unknown
- draft launch.entrypoint · provenance · captured at
- 2026-09-01T01:41:26Z
draft launch.entrypoint · reason linux-amd64-container-config-entrypoint
draft launch.entrypoint · state known
- engine.graph mode · provenance · captured at
- 2026-08-30T09:26:09Z
engine.graph mode · reason runtime-detail-not-published
engine.graph mode · state unknown
- serving.kv cache tokens · provenance · captured at
- 2026-08-30T09:26:09Z
serving.kv cache tokens · reason kv-cache-capacity-not-published
serving.kv cache tokens · state unknown
- serving.max concurrency · provenance · captured at
- 2026-08-31T23:03:15Z
serving.max concurrency · reason server-capacity-derived-from-source-evidence
serving.max concurrency · state known
metadata
- localmaxxing · batch size
- 1
- localmaxxing · hardware label
- GB10 Grace Blackwell
- localmaxxing · notes
- AEON-7 v4 6-category bench validation. Average tokSOut=34.98 t/s median (across Coding/Math/Reasoning/Prose/NaturalLanguage/Extraction-JSON, 3 runs each, max_tokens=512). Per-category: Coding 31.65 t/s, Math 34.77, Reasoning 38.17, Prose 27.05, Natural-Language 26.51, Extraction/JSON 51.72. Average TTFR 256.6ms, TPOT 30.10ms. AEON-7 published v4: 31.89/37.76/42.41/31.85/31.99/49.48 avg 37.56. We are 7pct under published avg, matched Coding (99pct), beat Extraction/JSON (+4pct). Streaming bench methodology vs their llama-bench.
- localmaxxing · observed command
- vllm serve /models/xs --tensor-parallel-size 1 --quantization modelopt --max-model-len 262144 --max-num-seqs 16 --max-num-batched-tokens 32768 --gpu-memory-utilization 0.85 --enable-chunked-prefill --enable-prefix-caching --speculative-config {method:dflash,model:/models/dflash-drafter,num_speculative_tokens:15} --tool-call-parser qwen3_coder --reasoning-parser qwen3 --attention-backend flash_attn
- localmaxxing · run id
- cmp029g8200cqlo012cwzc7qm
- localmaxxing · tokenized · arguments
- vllm, serve, /models/xs, --tensor-parallel-size, 1, --quantization, modelopt, --max-model-len, 262144, --max-num-seqs, 16, --max-num-batched-tokens, 32768, --gpu-memory-utilization, 0.85, --enable-chunked-prefill, --enable-prefix-caching, --speculative-config, {method:dflash,model:/models/dflash-drafter,num_speculative_tokens:15}, --tool-call-parser, qwen3_coder, --reasoning-parser, qwen3, --attention-backend, flash_attn
- localmaxxing · tokenized · fidelity
- faithful
provenance
- captured at
- 2026-08-30T09:26:09Z
sources
| captured at | kind | url |
|---|---|---|
| 2026-08-30T09:26:09Z | normalized-recipe | www.localmaxxing.com/en/runs/cmp029g8200cqlo012cwzc7qm ↗ |