qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.7B · Q4_K_M

Marginal

Mar 5, 2026 · Apple M1 Max

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

Global Score

53 vs 67

Hardware Fit

72 vs 67

Quality Score

45 vs 67

Hardware

qwen3.5:9b codestral:22b

MachineMacBook ProNVIDIA NVIDIA_DGX_Spark

CPUApple M1 MaxCortex-X925

Cores1020

RAM32 GB122 GB

GPUApple M1 MaxDevice 2e12

OSmacOS 26.3Ubuntu 24.04.4 LTS

Archarm64arm64

Power Modebalancedperformance

Performance

qwen3.5:9b codestral:22b

Tokens/sec18.617.2

First chunk403 ms129 ms

TTFT10.2 s129 ms

Load time4.3 s11.6 s

Memory usage9.1 GB18.9 GB

Memory %28%16%

HW Fit Score Breakdown

qwen3.5:9b

Speed

38/50

TTFT

4/20

Memory

30/30

codestral:22b

Speed

17/50

TTFT

20/20

Memory

30/30

Quality

qwen3.5:9b

Reasoning

12/20

Coding

3/20

Instruction

5/20

Structured

6/15

Math

11/15

Multilingual

8/10

Reasoning: Adequate Coding: Poor Instruction Following: Weak Structured Output: Weak 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