Recipe
gemma-4-31b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1-24kbd1sh
gemma-4-31b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1-24kbd1shObserved LocalMaxxing leaderboard run. Evidence for compatibility, not an executable launch contract.
Record
- Status
- candidate
- Source
- localmaxxing
- Engine
- vllm
- Engine version
- nightly
- Accelerators
- 1
- Tensor parallel
- 1
- Context tokens
- 32,768
- Max concurrency
- 1
- chat
- unknown
- reasoning
- unknown
- tools
- unknown
- vision
- unknown
Hugging Face model card
Identity
https://huggingface.co/google/gemma-4-31B-it- Repository
- google/gemma-4-31B-it
- 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.
/home/espen/.local/share/rtxbench/venvs/vllm-gemma4-nightly/bin/python-mvllm.entrypoints.openai.api_server--model/LINUX/Models/google/gemma-4-31B-it--served-model-namegemma-4-31b-it-mtp8--host127.0.0.1--port8001--max-model-len32768--gpu-memory-utilization0.91--trust-remote-code--max-num-seqs1--tool-call-parsergemma4--enable-auto-tool-choice--speculative-config{method:mtp,num_speculative_tokens:4,model:/LINUX/Models/google/gemma-4-31B-it-assistant}
| Flag | Value |
|---|---|
-m | vllm.entrypoints.openai.api_server |
--model | /LINUX/Models/google/gemma-4-31B-it |
--served-model-name | gemma-4-31b-it-mtp8 |
--host | 127.0.0.1 |
--port | 8001 |
--max-model-len | 32768 |
--gpu-memory-utilization | 0.91 |
--max-num-seqs | 1 |
--tool-call-parser | gemma4 |
--speculative-config | {method:mtp,num_speculative_tokens:4,model:/LINUX/Models/google/gemma-4-31B-it-assistant} |
Environment
| Variable | Value |
|---|---|
CUDA_DEVICE_ORDER | PCI_BUS_ID |
CUDA_VISIBLE_DEVICES | 1 |
Measured speed
| Concurrency | Context | Prefill | Decode | TTFT ms | Status | Sweep |
|---|---|---|---|---|---|---|
| 1 | 32,768 | 2,280.3 | 71.8 | 14,145.8 | observed | gemma-4-31b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1-24kbd1sh-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
- gemma-4-31b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1-24kbd1sh
- model instance id
- google-gemma-4-31b-it--bf16
- recipe source
- localmaxxing
- schema version
- local-ai-registry/v1
- speed sweep ids
- gemma-4-31b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1-24kbd1sh-sweep
- status
- candidate
capabilities
draft launch
- accelerator backend
- nvidia
- arguments
- --model, google/gemma-4-31B-it, --tensor-parallel-size, 1, --host, 0.0.0.0, --port, 8000, --max-model-len, 32768
- 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 only | target |
|---|---|
| No | /root/.cache/huggingface |
engine
- name
- vllm
- version
- nightly
serving
- max concurrency
- 1
- max context tokens
- 32,768
- 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
- Automated 32k/64k Pro 6000 batch benchmark. Local model: Gemma 4 31B IT MTP4 at /LINUX/Models/google/gemma-4-31B-it.
- localmaxxing · observed command
- CUDA_DEVICE_ORDER=PCI_BUS_ID CUDA_VISIBLE_DEVICES=1 /home/espen/.local/share/rtxbench/venvs/vllm-gemma4-nightly/bin/python -m vllm.entrypoints.openai.api_server --model /LINUX/Models/google/gemma-4-31B-it --served-model-name gemma-4-31b-it-mtp8 --host 127.0.0.1 --port 8001 --max-model-len 32768 --gpu-memory-utilization 0.91 --trust-remote-code --max-num-seqs 1 --tool-call-parser gemma4 --enable-auto-tool-choice --speculative-config {"method":"mtp","num_speculative_tokens":4,"model":"/LINUX/Models/google/gemma-4-31B-it-assistant"}
- localmaxxing · run id
- cmowrr6x900a2o20124kbd1sh
- localmaxxing · tokenized · environment · CUDA DEVICE ORDER
- PCI_BUS_ID
- localmaxxing · tokenized · environment · CUDA VISIBLE DEVICES
- 1
- localmaxxing · tokenized · fidelity
- faithful
provenance
- captured at
- 2026-08-30T09:10:02Z
sources
| captured at | kind | url |
|---|---|---|
| 2026-08-30T09:10:02Z | normalized-recipe | www.localmaxxing.com/en/runs/cmowrr6x900a2o20124kbd1sh ↗ |