Recipe
ling-3-0-tiny-q4-k-m-rtx-3060-12gb-llama-cpp-tp1
ling-3-0-tiny-q4-k-m-rtx-3060-12gb-llama-cpp-tp1Observed LocalMaxxing leaderboard run. Evidence for compatibility, not an executable launch contract.
Record
- Status
- candidate
- Source
- localmaxxing
- Engine
- llama.cpp
- Engine version
- d8d8625 (PR #26608 bailingmoe3)
- Accelerators
- 1
- Tensor parallel
- 1
- Context tokens
- 4,096
- Max concurrency
- 1
- chat
- unknown
- reasoning
- unknown
- tools
- unknown
- vision
- unknown
Hugging Face model card
Identity
https://huggingface.co/inclusionAI/Ling-3.0-tiny- Repository
- inclusionAI/Ling-3.0-tiny
- 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-bench-mLing-3.0-tiny-Q4_K_M.gguf-p512-n128-ngl99-faon-ctkq8_0-ctvq8_0-r3
| Flag | Value |
|---|---|
-m | Ling-3.0-tiny-Q4_K_M.gguf |
-p | 512 |
-n | 128 |
-ngl | 99 |
-fa | on |
-ctk | q8_0 |
-ctv | q8_0 |
-r | 3 |
Measured speed
| Concurrency | Context | Prefill | Decode | TTFT ms | Status | Sweep |
|---|---|---|---|---|---|---|
| 1 | 4,096 | 3,575.4 | 157 | 149.6 | observed | ling-3-0-tiny-q4-k-m-rtx-3060-12gb-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-3060-12gb
- id
- ling-3-0-tiny-q4-k-m-rtx-3060-12gb-llama-cpp-tp1
- model instance id
- inclusionai-ling-3-0-tiny--q4-k-m
- recipe source
- localmaxxing
- schema version
- local-ai-registry/v1
- speed sweep ids
- ling-3-0-tiny-q4-k-m-rtx-3060-12gb-llama-cpp-tp1-sweep
- status
- candidate
capabilities
engine
- name
- llama.cpp
- version
- d8d8625 (PR #26608 bailingmoe3)
serving
- max concurrency
- 1
- max context tokens
- 4,096
- 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 3060
- localmaxxing · notes
- BailingMoE3 hybrid 7.9B total / 1.3B active MoE, 128 experts/8 active, 3:1 KDA:MLA (only 6/24 layers carry KV). llama-bench pp512/tg128 r3. Model sha256 40e2d120.
- localmaxxing · observed command
- llama-bench -m Ling-3.0-tiny-Q4_K_M.gguf -p 512 -n 128 -ngl 99 -fa on -ctk q8_0 -ctv q8_0 -r 3
- localmaxxing · run id
- cmsp5fd3700jpmp01e6lyvt50
- localmaxxing · tokenized · arguments
- llama-bench, -m, Ling-3.0-tiny-Q4_K_M.gguf, -p, 512, -n, 128, -ngl, 99, -fa, on, -ctk, q8_0, -ctv, q8_0, -r, 3
- 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/cmsp5fd3700jpmp01e6lyvt50 ↗ |