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qwen2.5-coder:1.5b

OLLAMA GGUF

qwen2 · 1.5B · Q4_K_M

Good

Aug 28, 2026 · Intel Core™ i5-10210U

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score
68 vs 85
Hardware Fit
100 vs 64
Quality Score
54 vs 94

Hardware

qwen2.5-coder:1.5b gemma-4-31b-it-mlx
MachineLENOVO 20U30029MBMacBook Pro
CPUIntel Core™ i5-10210UApple M4 Max
Cores816
RAM15 GB128 GB
GPUCometLake-U GT2 [UHD Graphics]Apple M4 Max
OSPop 24.04 LTSmacOS 26.5.2
Archx64arm64
Power Modelow-powerbalanced

Performance

qwen2.5-coder:1.5b gemma-4-31b-it-mlx
Tokens/sec21.813.6
First chunk499 ms16 ms
TTFT499 ms558 ms
Load time4.4 s12.3 s
Memory usage1.5 GB0.0 GB
Memory %10%0%

HW Fit Score Breakdown

qwen2.5-coder:1.5b

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

gemma-4-31b-it-mlx

Speed
14/50
TTFT
20/20
Memory
30/30

Quality

qwen2.5-coder:1.5b

Reasoning
8/20
Coding
11/20
Instruction
13/20
Structured
11/15
Math
3/15
Multilingual
8/10
Reasoning: Weak Coding: Adequate Instruction Following: Adequate Structured Output: Adequate Math: Poor Multilingual: Strong

gemma-4-31b-it-mlx

Reasoning
19/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

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