Recipe

north-mini-code-1-0-ud-q6-k-xl-rtx-5090-32gb-llama-cpp-tp1

north-mini-code-1-0-ud-q6-k-xl-rtx-5090-32gb-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
b741 (1fd6dfe)
Accelerators
1
Tensor parallel
1
Context tokens
8,192
Max concurrency
1
chat
unknown
reasoning
unknown
tools
unknown
vision
unknown

Hugging Face model card

Identity

https://huggingface.co/CohereLabs/North-Mini-Code-1.0
Repository
CohereLabs/North-Mini-Code-1.0
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/cmqdxgli700nzmp01qzuxcy3a

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. North-Mini-Code-1.0-UD-Q6_K_XL.gguf
  4. --alias
  5. north-mini-code
  6. -ngl
  7. 999
  8. -fa
  9. on
  10. -c
  11. 8192
  12. -ctk
  13. q8_0
  14. -ctv
  15. q8_0
  16. -np
  17. 1
  18. --temp
  19. 0
  20. --host
  21. 127.0.0.1
  22. --port
  23. 8080
FlagValue
-mNorth-Mini-Code-1.0-UD-Q6_K_XL.gguf
--aliasnorth-mini-code
-ngl999
-faon
-c8192
-ctkq8_0
-ctvq8_0
-np1
--temp0
--host127.0.0.1
--port8080

Measured speed

ConcurrencyContextPrefillDecodeTTFT msStatusSweep
18,1924,272.4258.449.4observednorth-mini-code-1-0-ud-q6-k-xl-rtx-5090-32gb-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-5090-32gb
id
north-mini-code-1-0-ud-q6-k-xl-rtx-5090-32gb-llama-cpp-tp1
model instance id
coherelabs-north-mini-code-1-0--ud-q6-k-xl
recipe source
localmaxxing
schema version
local-ai-registry/v1
speed sweep ids
north-mini-code-1-0-ud-q6-k-xl-rtx-5090-32gb-llama-cpp-tp1-sweep
status
candidate

capabilities

engine

name
llama.cpp
version
b741 (1fd6dfe)

serving

max concurrency
1
max context tokens
8,192
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
serving.max concurrency · provenance · captured at
2026-08-31T23:03:15Z
serving.max concurrency · reason server-capacity-derived-from-source-evidence
serving.max concurrency · state known

metadata

localmaxxing · backend
cuda
localmaxxing · batch size
1
localmaxxing · hardware label
RTX 5090
localmaxxing · notes
Single-stream throughput on RTX 5090 (display attached, ~10% pstate handicap). llama.cpp b741 (commit 1fd6dfe) rebuilt for sm_120/Blackwell with CUDA graphs + native FP4; cohere2moe MoE architecture. UD-Q6_K_XL unsloth dynamic quant (26 GB). Flash attention on, q8_0 KV cache, full GPU offload, n_ctx 8192 (model trains to 500k). Reasoning model: output tokens include the thinking trace. Measured via lmx CLI remote OpenAI-compat loop: 211-token coding prompt, 512 output tokens, temperature 0, warmup 2, median of 3 iterations. peakVramGb = llama-server process VRAM via nvidia-smi (26.9 of 32 GB).
localmaxxing · observed command
llama-server -m North-Mini-Code-1.0-UD-Q6_K_XL.gguf --alias north-mini-code -ngl 999 -fa on -c 8192 -ctk q8_0 -ctv q8_0 -np 1 --temp 0 --host 127.0.0.1 --port 8080
localmaxxing · run id
cmqdxgli700nzmp01qzuxcy3a
localmaxxing · tokenized · arguments
llama-server, -m, North-Mini-Code-1.0-UD-Q6_K_XL.gguf, --alias, north-mini-code, -ngl, 999, -fa, on, -c, 8192, -ctk, q8_0, -ctv, q8_0, -np, 1, --temp, 0, --host, 127.0.0.1, --port, 8080
localmaxxing · tokenized · fidelity
faithful

provenance

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

sources

captured atkindurl
2026-08-30T09:10:02Znormalized-recipewww.localmaxxing.com/en/runs/cmqdxgli700nzmp01qzuxcy3a