Recipe
gemma-4-31b-it-q4-k-m-rtx-4090-24gb-llama-cpp-tp1
gemma-4-31b-it-q4-k-m-rtx-4090-24gb-llama-cpp-tp1Observed LocalMaxxing leaderboard run. Evidence for compatibility, not an executable launch contract.
Record
- Status
- candidate
- Source
- localmaxxing
- Engine
- llama.cpp
- Engine version
- Atomic TurboQuant fork 514e600c8
- Accelerators
- 1
- Tensor parallel
- 1
- Context tokens
- 70,080
- Max concurrency
- 1
- chat
- unknown
- reasoning
- unknown
- tools
- unknown
- vision
- unknown
Hugging Face model card
Identity
https://huggingface.co/LiconStudio/Gemma-4-31B-it-abliterated-GGUF- Repository
- LiconStudio/Gemma-4-31B-it-abliterated-GGUF
- 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
llama.cpp
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.
llama-server-mLiconStudio/Gemma-4-31B-it-abliterated-GGUF:Q4_K_M-ngl999-c70080-b2048-ub512--flash-attnon--cache-type-kturbo4--cache-type-v
turbo4-np1--jinja--reasoningoff--metrics--poll100--poll-batch1--prio2--prio-batch2--threads-http1-ngldall--override-tensor-draft
token_embd.weight=CUDA0--spec-typemtp--mtp-headgoogle/gemma-4-31B-it-assistant:Q4_K_S--draft-block-size4--cache-ram0
| Flag | Value |
|---|---|
-m | LiconStudio/Gemma-4-31B-it-abliterated-GGUF:Q4_K_M |
-ngl | 999 |
-c | 70080 |
-b | 2048 |
-ub | 512 |
--flash-attn | on |
--cache-type-k | turbo4 |
Measured speed
| Concurrency | Context | Prefill | Decode | TTFT ms | Status | Sweep |
|---|---|---|---|---|---|---|
| 1 | 70,080 | 171.1 | 87.7 | — | observed | gemma-4-31b-it-q4-k-m-rtx-4090-24gb-llama-cpp-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-4090-24gb
- id
- gemma-4-31b-it-q4-k-m-rtx-4090-24gb-llama-cpp-tp1
- model instance id
- liconstudio-gemma-4-31b-it-abliterated-gguf--q4-k-m
- recipe source
- localmaxxing
- schema version
- local-ai-registry/v1
- speed sweep ids
- gemma-4-31b-it-q4-k-m-rtx-4090-24gb-llama-cpp-tp1-sweep
- status
- candidate
capabilities
draft launch
- accelerator backend
- nvidia
- arguments
- -hf, LiconStudio/Gemma-4-31B-it-abliterated-GGUF:Q4_K_M, --n-gpu-layers, 999, --host, 0.0.0.0, --port, 8080, -c, 70080
- container port
- 8,080
- environment · LLAMA CACHE
- /root/.cache/huggingface
- host port
- 8,080
- image
- ghcr.io/ggml-org/llama.cpp:server-cuda12-b10481@sha256:b2497f8834f5ecb4e38530f6bf2734b8e0be107f0f0857e259672d1cb85b71c2
- ipc
- host
- kind
- docker
- shm size
- 16g
- synthesized · generated at
- 2026-08-31T22:12:17Z
- synthesized · image provenance
- gemma-4-12b-q4-k-m-rtx-3060-12gb-llama-cpp-tp1
- synthesized · template
- llama-cpp-server-v1
mounts
| read only | target |
|---|---|
| No | /root/.cache/huggingface |
engine
- name
- llama.cpp
- version
- Atomic TurboQuant fork 514e600c8
serving
- max concurrency
- 1
- max context tokens
- 70,080
- tensor parallel
- 1
Provenance & metadata (3)
facts
- capabilities.chat · provenance · captured at
- 2026-08-30T09:10:02Z
- capabilities.reasoning · provenance · captured at
- 2026-08-30T09:10:02Z
- capabilities.tools · provenance · captured at
- 2026-08-30T09:10:02Z
- capabilities.vision · provenance · captured at
- 2026-08-30T09:10:02Z
- engine.graph mode · provenance · captured at
- 2026-08-30T09:10:02Z
- serving.kv cache tokens · provenance · captured at
- 2026-08-30T09:10:02Z
metadata
- localmaxxing · backend
- cuda
- localmaxxing · hardware label
- RTX 4090
- localmaxxing · notes
- Fresh 3-run 512-token validation: min output 72.74 tok/s, avg output 87.67 tok/s. Runtime used llama.cpp Atomic TurboQuant fork 514e600c8 with turbo4 K/V cache, Gemma 4 MTP assistant Q4_K_S, draft block size 4, and --override-tensor-draft token_embd.weight=CUDA0. Peak observed VRAM was 23321 MiB/24564 MiB.
- localmaxxing · observed command
- llama-server -m LiconStudio/Gemma-4-31B-it-abliterated-GGUF:Q4_K_M -ngl 999 -c 70080 -b 2048 -ub 512 --flash-attn on --cache-type-k turbo4 --cache-type-v turbo4 -np 1 --jinja --reasoning off --metrics --poll 100 --poll-batch 1 --prio 2 --prio-batch 2 --threads-http 1 -ngld all --override-tensor-draft token_embd.weight=CUDA0 --spec-type mtp --mtp-head google/gemma-4-31B-it-assistant:Q4_K_S --draft-block-size 4 --cache-ram 0
- localmaxxing · run id
- cmp45iwqw0073pc01sxqx90h6
- localmaxxing · tokenized · arguments
- llama-server, -m, LiconStudio/Gemma-4-31B-it-abliterated-GGUF:Q4_K_M, -ngl, 999, -c, 70080, -b, 2048, -ub, 512, --flash-attn, on, --cache-type-k, turbo4, --cache-type-v
- localmaxxing · tokenized · fidelity
- faithful
localmaxxing · tokenized · steps
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
|---|---|---|---|---|---|---|---|
| llama-server | -m | LiconStudio/Gemma-4-31B-it-abliterated-GGUF:Q4_K_M | -ngl | 999 | -c | 70080 | -b |
| turbo4 | -np | 1 | --jinja | --reasoning | off | --metrics | --poll |
| token_embd.weight=CUDA0 | --spec-type | mtp | --mtp-head | google/gemma-4-31B-it-assistant:Q4_K_S | --draft-block-size | 4 | --cache-ram |
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/cmp45iwqw0073pc01sxqx90h6 ↗ |