qwen3:8b
OLLAMA GGUFqwen3 · 8.2B · Q4_K_M
Oct 31, 2026 · Intel Gen Intel® Core™ i9-12900H
codestral:22b
OLLAMA GGUFllama · 22.2B · Q4_0
Jun 26, 2026 · Cortex-X925
Global Score
83 vs 67
Hardware Fit
100 vs 67
Quality Score
75 vs 67
Hardware
qwen3:8b codestral:22b
MachineMicro-Star International Co., Ltd. Stealth GS77 12UHNVIDIA NVIDIA_DGX_Spark
CPUIntel Gen Intel® Core™ i9-12900HCortex-X925
Cores2020
RAM32 GB122 GB
GPUIntel(R) Iris(R) Xe Graphics, NVIDIA GeForce RTX 3080 Laptop GPUDevice 2e12
OSMicrosoft Windows 11 Home 10.0.26200Ubuntu 24.04.4 LTS
Archx64arm64
Power Modebalancedperformance
Performance
qwen3:8b codestral:22b
Tokens/sec54.017.2
First chunk68 ms129 ms
TTFT68 ms129 ms
Load time6.1 s11.6 s
Memory usage5.8 GB18.9 GB
Memory %18%16%
HW Fit Score Breakdown
qwen3:8b
Speed
50/50
TTFT
20/20
Memory
30/30
codestral:22b
Speed
17/50
TTFT
20/20
Memory
30/30
Quality
qwen3:8b
Reasoning
15/20
Coding
15/20
Instruction
15/20
Structured
14/15
Math
6/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Weak Multilingual: Strong
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
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest