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phi4-mini

OLLAMA GGUF
Not Rec.

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
51 vs 85
Hardware Fit
46 vs 64
Quality Score
53 vs 94

Hardware

phi4-mini 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 Modeperformancebalanced

Performance

phi4-mini gemma-4-31b-it-mlx
Tokens/sec2.613.6
First chunk5406 ms16 ms
TTFT5.4 s558 ms
Load time27.4 s12.3 s
Memory usage4.6 GB0.0 GB
Memory %30%0%

HW Fit Score Breakdown

phi4-mini

Speed
6/50
TTFT
10/20
Memory
30/30

gemma-4-31b-it-mlx

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

Quality

phi4-mini

Reasoning
11/20
Coding
9/20
Instruction
6/20
Structured
12/15
Math
5/15
Multilingual
10/10
Reasoning: Adequate Coding: Weak Instruction Following: Weak Structured Output: Strong Math: Weak 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
View phi4-mini details | View gemma-4-31b-it-mlx 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