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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-instruct

LM-STUDIO GGUF

qwen2 · 1.5B · Q4_K_M

Good

Mar 6, 2026 · Intel Core™ i5-5300U

Global Score
85 vs 61
Hardware Fit
64 vs 69
Quality Score
94 vs 57

Hardware

gemma-4-31b-it-mlx qwen2.5-coder-1.5b…
MachineMacBook ProLENOVO 20BUS00700
CPUApple M4 MaxIntel Core™ i5-5300U
Cores164
RAM128 GB16 GB
GPUApple M4 MaxIntel(R) HD Graphics 5500
OSmacOS 26.5.2Microsoft Windows 10 Professionnel 10.0.19045
Archarm64x64
Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx qwen2.5-coder-1.5b…
Tokens/sec13.67.3
First chunk16 ms2369 ms
TTFT558 ms2.4 s
Load time12.3 sN/A
Memory usage0.0 GB0.9 GB
Memory %0%6%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

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

qwen2.5-coder-1.5b-inst…

Speed
25/50
TTFT
18/20
Memory
26/30

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-inst…

Reasoning
9/20
Coding
12/20
Instruction
13/20
Structured
12/15
Math
3/15
Multilingual
8/10
Reasoning: Weak Coding: Adequate Instruction Following: Adequate Structured Output: Strong 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