deepseek-r1:latest

OLLAMA GGUF

qwen2 · 7.6B · Q4_K_M

Not Rec.

Jun 25, 2026 · Cortex-A78AE

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score

23 vs 85

Hardware Fit

70 vs 64

Quality Score

3 vs 94

Hardware

deepseek-r1:latest gemma-4-31b-it-mlx

MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperMacBook Pro

CPUCortex-A78AEApple M4 Max

Cores616

RAM7 GB128 GB

GPUIntegrated / UnknownApple M4 Max

OSUbuntu 22.04.5 LTSmacOS 26.5.2

Archarm64arm64

Power Modebalancedbalanced

Performance

deepseek-r1:latest gemma-4-31b-it-mlx

Tokens/sec9.813.6

First chunk1206 ms16 ms

TTFT1.2 s558 ms

Load time17.8 s12.3 s

Memory usage4.8 GB0.0 GB

Memory %65%0%

HW Fit Score Breakdown

deepseek-r1:latest

Speed

32/50

TTFT

20/20

Memory

18/30

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

Quality

deepseek-r1:latest

Reasoning

0/20

Coding

1/20

Instruction

0/20

Structured

0/15

Math

2/15

Multilingual

0/10

Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

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 deepseek-r1:latest 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