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codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

qwen3:8b

OLLAMA GGUF

qwen3 · 8.2B · Q4_K_M

Good

Aug 15, 2026 · AMD Ryzen 9 3900X 12-Core Processor

Global Score
67 vs 78
Hardware Fit
67 vs 86
Quality Score
67 vs 74

Hardware

codestral:22b qwen3:8b
MachineNVIDIA NVIDIA_DGX_Spark—
CPUCortex-X925AMD Ryzen 9 3900X 12-Core Processor
Cores2024
RAM122 GB64 GB
GPUDevice 2e12NVIDIA GeForce RTX 4060 Ti
OSUbuntu 24.04.4 LTSMicrosoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modeperformancebalanced

Performance

codestral:22b qwen3:8b
Tokens/sec17.248.5
First chunk129 ms202 ms
TTFT129 ms4.3 s
Load time11.6 s4.2 s
Memory usage18.9 GB5.5 GB
Memory %16%9%

HW Fit Score Breakdown

codestral:22b

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

qwen3:8b

Speed
50/50
TTFT
6/20
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

qwen3:8b

Reasoning
16/20
Coding
8/20
Instruction
14/20
Structured
14/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong
View codestral:22b details | View qwen3:8b 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