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granite3.1-dense:8b

OLLAMA GGUF

granite · 8.2B · Q4_K_M

Good

Mar 1, 2026 · Apple M4

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score
74 vs 85
Hardware Fit
91 vs 64
Quality Score
66 vs 94

Hardware

granite3.1-dense:8b gemma-4-31b-it-mlx
MachineMacBook AirMacBook Pro
CPUApple M4Apple M4 Max
Cores1016
RAM32 GB128 GB
GPUApple M4Apple M4 Max
OSmacOS 26.3macOS 26.5.2
Archarm64arm64
Power Modebalancedbalanced

Performance

granite3.1-dense:8b gemma-4-31b-it-mlx
Tokens/sec18.813.6
First chunkN/A16 ms
TTFT308 ms558 ms
Load time0.6 s12.3 s
Memory usage13.0 GB0.0 GB
Memory %41%0%

HW Fit Score Breakdown

granite3.1-dense:8b

Speed
31/50
TTFT
30/20
Memory
30/30

gemma-4-31b-it-mlx

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

Quality

granite3.1-dense:8b

Reasoning
12/20
Coding
11/20
Instruction
15/20
Structured
14/15
Math
5/15
Multilingual
9/10
Reasoning: Adequate Coding: Adequate Instruction Following: Strong 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

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