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-tp1

Observed 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

Source
https://www.localmaxxing.com/en/runs/cmp45iwqw0073pc01sxqx90h6

Observed source tokens

Mechanical split of the source command. Unverified against the engine CLI. The registry does not offer Run for this recipe.

    1. llama-server
    2. -m
    3. LiconStudio/Gemma-4-31B-it-abliterated-GGUF:Q4_K_M
    4. -ngl
    5. 999
    6. -c
    7. 70080
    8. -b
    9. 2048
    10. -ub
    11. 512
    12. --flash-attn
    13. on
    14. --cache-type-k
    15. turbo4
    16. --cache-type-v
    1. turbo4
    2. -np
    3. 1
    4. --jinja
    5. --reasoning
    6. off
    7. --metrics
    8. --poll
    9. 100
    10. --poll-batch
    11. 1
    12. --prio
    13. 2
    14. --prio-batch
    15. 2
    16. --threads-http
    17. 1
    18. -ngld
    19. all
    20. --override-tensor-draft
    1. token_embd.weight=CUDA0
    2. --spec-type
    3. mtp
    4. --mtp-head
    5. google/gemma-4-31B-it-assistant:Q4_K_S
    6. --draft-block-size
    7. 4
    8. --cache-ram
    9. 0
FlagValue
-mLiconStudio/Gemma-4-31B-it-abliterated-GGUF:Q4_K_M
-ngl999
-c70080
-b2048
-ub512
--flash-attnon
--cache-type-kturbo4

Measured speed

ConcurrencyContextPrefillDecodeTTFT msStatusSweep
170,080171.187.7observedgemma-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 onlytarget
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.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 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

01234567
llama-server-mLiconStudio/Gemma-4-31B-it-abliterated-GGUF:Q4_K_M-ngl999-c70080-b
turbo4-np1--jinja--reasoningoff--metrics--poll
token_embd.weight=CUDA0--spec-typemtp--mtp-headgoogle/gemma-4-31B-it-assistant:Q4_K_S--draft-block-size4--cache-ram

provenance

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

sources

captured atkindurl
2026-08-30T09:10:02Znormalized-recipewww.localmaxxing.com/en/runs/cmp45iwqw0073pc01sxqx90h6