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qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.0B · Q4_K_M

Excellent

Oct 31, 2026 · Intel Gen Intel® Core™ i9-12900H

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

Global Score
85 vs 67
Hardware Fit
100 vs 67
Quality Score
79 vs 67

Hardware

qwen3.5:9b 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

qwen3.5:9b codestral:22b
Tokens/sec41.417.2
First chunk162 ms129 ms
TTFT162 ms129 ms
Load time8.1 s11.6 s
Memory usage5.9 GB18.9 GB
Memory %19%16%

HW Fit Score Breakdown

qwen3.5:9b

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

codestral:22b

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

Quality

qwen3.5:9b

Reasoning
14/20
Coding
15/20
Instruction
15/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Adequate 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
View qwen3.5:9b details | View codestral:22b 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