codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.7B · Q4_K_M

Marginal

Mar 5, 2026 · AMD RYZEN AI MAX+ 395

Global Score

67 vs 57

Hardware Fit

67 vs 61

Quality Score

67 vs 55

Hardware

codestral:22b qwen3.5:9b

MachineNVIDIA NVIDIA_DGX_SparkAZW GTR Pro

CPUCortex-X925AMD RYZEN AI MAX+ 395

Cores2032

RAM122 GB125 GB

GPUDevice 2e12AMD Radeon 8060S

OSUbuntu 24.04.4 LTSUbuntu 24.04.4 LTS

Archarm64x64

Power Modeperformancelow-power

Performance

codestral:22b qwen3.5:9b

Tokens/sec17.230.3

First chunk129 ms205 ms

TTFT129 ms8.7 s

Load time11.6 s5.6 s

Memory usage18.9 GB18.8 GB

Memory %16%15%

HW Fit Score Breakdown

codestral:22b

Speed

17/50

TTFT

20/20

Memory

30/30

qwen3.5:9b

Speed

30/50

TTFT

1/20

Memory

30/30

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

qwen3.5:9b

Reasoning

17/20

Coding

2/20

Instruction

7/20

Structured

8/15

Math

12/15

Multilingual

9/10

Reasoning: Strong Coding: Poor Instruction Following: Weak Structured Output: Adequate Math: Strong Multilingual: Strong

View codestral:22b details | View qwen3.5:9b 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