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gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

qwen2.5-coder:1.5b

OLLAMA GGUF

qwen2 · 1.5B · Q4_K_M

Good

Aug 28, 2026 · Intel Core™ i5-10210U

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

Hardware

gemma-4-31b-it-mlx qwen2.5-coder:1.5b
MachineMacBook ProLENOVO 20U30029MB
CPUApple M4 MaxIntel Core™ i5-10210U
Cores168
RAM128 GB15 GB
GPUApple M4 MaxCometLake-U GT2 [UHD Graphics]
OSmacOS 26.5.2Pop 24.04 LTS
Archarm64x64
Power Modebalancedlow-power

Performance

gemma-4-31b-it-mlx qwen2.5-coder:1.5b
Tokens/sec13.621.8
First chunk16 ms499 ms
TTFT558 ms499 ms
Load time12.3 s4.4 s
Memory usage0.0 GB1.5 GB
Memory %0%10%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

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

qwen2.5-coder:1.5b

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

Quality

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

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
View gemma-4-31b-it-mlx details | View qwen2.5-coder:1.5b 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