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codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

Qwen3.8-27B-UD-Q3_K_XL

OLLAMA GGUF

llama · 27.3B · Q4_K

Excellent

Aug 23, 2026 · Intel Gen Intel® Core™ i5-12600K

Global Score
67 vs 90
Hardware Fit
67 vs 97
Quality Score
67 vs 87

Hardware

codestral:22b Qwen3.8-27B-UD-Q3_…
MachineNVIDIA NVIDIA_DGX_Spark—
CPUCortex-X925Intel Gen Intel® Core™ i5-12600K
Cores2016
RAM122 GB31 GB
GPUDevice 2e12AlderLake-S GT1, AD106 [GeForce RTX 4060 Ti 16GB]
OSUbuntu 24.04.4 LTSUbuntu 24.04.4 LTS
Archarm64x64
Power Modeperformancelow-power

Performance

codestral:22b Qwen3.8-27B-UD-Q3_…
Tokens/sec17.239.0
First chunk129 ms305 ms
TTFT129 ms305 ms
Load time11.6 s0.0 s
Memory usage18.9 GB12.5 GB
Memory %16%41%

HW Fit Score Breakdown

codestral:22b

Speed
17/50
TTFT
20/20
Memory
30/30

Qwen3.8-27B-UD-Q3_K_XL

Speed
50/50
TTFT
20/20
Memory
27/30

Quality

codestral:22b

Reasoning
11/20
Coding
17/20
Instruction
9/20
Structured
14/15
Math
6/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Weak Structured Output: Strong Math: Weak Multilingual: Strong

Qwen3.8-27B-UD-Q3_K_XL

Reasoning
17/20
Coding
19/20
Instruction
15/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
View codestral:22b details | View Qwen3.8-27B-UD-Q3_… details

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest