Recipe
ornith-1-5-9b-gguf-q6-k-rtx-3080-10gb-llama-cpp-tp1
ornith-1-5-9b-gguf-q6-k-rtx-3080-10gb-llama-cpp-tp1Observed LocalMaxxing leaderboard run. Evidence for compatibility, not an executable launch contract.
Record
- Status
- candidate
- Source
- localmaxxing
- Engine
- llama.cpp
- Engine version
- b10472
- Accelerators
- 1
- Tensor parallel
- 1
- Context tokens
- 131,072
- Max concurrency
- 1
- chat
- unknown
- reasoning
- unknown
- tools
- unknown
- vision
- unknown
Hugging Face model card
Identity
https://huggingface.co/ornith-ai/Ornith-1.5-9B-GGUF- Repository
- ornith-ai/Ornith-1.5-9B-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-mOrnith-1.5-9B-Q6_K.gguf--host127.0.0.1--port8099--deviceCUDA0--n-gpu-layers99--ctx-size131072--flash-attnon--cache-type-kq4_0--cache-type-vq4_0--parallel1--jinja--spec-typenone
| Flag | Value |
|---|---|
-m | Ornith-1.5-9B-Q6_K.gguf |
--host | 127.0.0.1 |
--port | 8099 |
--device | CUDA0 |
--n-gpu-layers | 99 |
--ctx-size | 131072 |
--flash-attn | on |
--cache-type-k | q4_0 |
--cache-type-v | q4_0 |
--parallel | 1 |
--spec-type | none |
Measured speed
| Concurrency | Context | Prefill | Decode | TTFT ms | Status | Sweep |
|---|---|---|---|---|---|---|
| 1 | 131,072 | 3,397.4 | 82.8 | 799.9 | observed | ornith-1-5-9b-gguf-q6-k-rtx-3080-10gb-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-3080-10gb
- id
- ornith-1-5-9b-gguf-q6-k-rtx-3080-10gb-llama-cpp-tp1
- model instance id
- ornith-ai-ornith-1-5-9b-gguf--q6-k
- recipe source
- localmaxxing
- schema version
- local-ai-registry/v1
- speed sweep ids
- ornith-1-5-9b-gguf-q6-k-rtx-3080-10gb-llama-cpp-tp1-sweep
- status
- candidate
capabilities
draft launch
- accelerator backend
- nvidia
- arguments
- -hf, ornith-ai/Ornith-1.5-9B-GGUF:Q6_K, --n-gpu-layers, 999, --host, 0.0.0.0, --port, 8080, -c, 131072
- 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
- b10472
serving
- max concurrency
- 1
- max context tokens
- 131,072
- 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 · hardware label
- RTX 3080
- localmaxxing · notes
- Companion to the Q5_K_M entry for the same model, to show the quant-vs-context trade on a 10GB card. Q6_K CANNOT hold this model's full 262144 native context here: at 262K it reports 1306 MiB host-shared and decode halves to 42 tok/s. 131072 is a comfortably resident config for Q6_K (8668 MiB peak, 224 MiB host-shared); the measured resident ceiling for Q6_K is about 177K. Q5_K_M reaches the full 262K at 92 tok/s, so on this card Q5_K_M strictly dominates: more context AND faster, because smaller weights mean less memory bandwidth per token. On quality the two are a wash in aggregate over a 40-item slice (GSM8K 19/20 vs 18/20, HumanEval+ 19/20 vs 19/20) but they disagree on 5 of those 40 items, so this is 'no measurable net difference at n=40', not 'identical'. KV cost measured at 14.0 KiB/token at q4_0. Decode is the median of 3 reps. Non-repetitive prompt; ignore_eos set.
- localmaxxing · observed command
- llama-server \ -m Ornith-1.5-9B-Q6_K.gguf \ --host 127.0.0.1 \ --port 8099 \ --device CUDA0 \ --n-gpu-layers 99 \ --ctx-size 131072 \ --flash-attn on \ --cache-type-k q4_0 \ --cache-type-v q4_0 \ --parallel 1 \ --jinja \ --spec-type none
- localmaxxing · run id
- cmt0nl2j30f22ms019spiygf2
- localmaxxing · tokenized · arguments
- llama-server, -m, Ornith-1.5-9B-Q6_K.gguf, --host, 127.0.0.1, --port, 8099, --device, CUDA0, --n-gpu-layers, 99, --ctx-size, 131072, --flash-attn, on, --cache-type-k, q4_0, --cache-type-v, q4_0, --parallel, 1, --jinja, --spec-type, none
- 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/cmt0nl2j30f22ms019spiygf2 ↗ |