DiggTop ⌕

North-Mini-Code-1.0

Cohere family · 30.0B params

1recorded run
258.4best tok/s
1verified

Evidence: 1 sourced run · 1 independent source · first recorded Jun 14, 2026. What these labels mean.

What the North-Mini-Code-1.0 numbers mean

The fastest verified result on our board is 258.4 output tok/s on an RTX 5090 at UD-Q6_K_XL with a 8192-token context. That is about 3.9 ms per generated token — 500 tokens takes roughly 1.9 seconds. Prompt processing on the same record runs at 4272.4 tok/s, so a 2,000-token prompt is read in about 0.5 seconds. Peak VRAM was measured at 26.9 GB.

How much VRAM does North-Mini-Code-1.0 need?

North-Mini-Code-1.0 has 30.0B parameters. These estimates use the same formula as the VRAM calculator: weights, plus about 15% for a moderate-context KV cache and runtime overhead, plus a small engine floor.

QuantisationEstimated VRAMSmallest card that fits
Q4_K_M (4-bit)20.2 GB24 GB
Q8_0 (8-bit)37.5 GB48 GB
FP16 (16-bit)69.8 GB96 GB

Long contexts and large batches raise the real number — read the smallest card as "possible with a reduced context". Measured throughput is on the benchmark board.

Fastest GPUs for this model (best tok/s)
  1. RTX 5090258.4

Models with a similar footprint

ModelParamsQ4_K_M weights
Hy-MT2-30B-A3B30B16.9 GB
Muse-Glimmer-30B30B16.9 GB
Nemotron-3-Nano-Omni-30B-A3B-Reasoning30B16.9 GB
Qwen3-Coder-30B-A3B-Instruct30B16.9 GB
granite-4.2-30b29B16.3 GB
QUEST-30B-RL-B70-Turbo31B17.4 GB

Ranked by distance from North-Mini-Code-1.0's parameter count. Full benchmark board.

All benchmarks Methodology

GPUModelQuantBackendCtx tok/sprompt tok/sVRAM GBSource
RTX 5090 · 32 GBNorth-Mini-Code-1.0UD-Q6_K_XLllama.cpp b741 (1fd6dfe)8192258.4 ✓4272.426.9src
↑