deepseek-coder-v2:16b

OLLAMA GGUF

deepseek2 · 15.7B · Q4_0

Excellent

Jun 26, 2026 · Cortex-X925

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score

82 vs 85

Hardware Fit

100 vs 64

Quality Score

74 vs 94

Hardware

deepseek-coder-v2:… gemma-4-31b-it-mlx

MachineNVIDIA NVIDIA_DGX_SparkMacBook Pro

CPUCortex-X925Apple M4 Max

Cores2016

RAM122 GB128 GB

GPUDevice 2e12Apple M4 Max

OSUbuntu 24.04.4 LTSmacOS 26.5.2

Archarm64arm64

Power Modeperformancebalanced

Performance

deepseek-coder-v2:… gemma-4-31b-it-mlx

Tokens/sec117.213.6

First chunk275 ms16 ms

TTFT275 ms558 ms

Load time8.9 s12.3 s

Memory usage17.9 GB0.0 GB

Memory %15%0%

HW Fit Score Breakdown

deepseek-coder-v2:16b

Speed

50/50

TTFT

20/20

Memory

30/30

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

Quality

deepseek-coder-v2:16b

Reasoning

8/20

Coding

19/20

Instruction

13/20

Structured

12/15

Math

14/15

Multilingual

8/10

Reasoning: Weak Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong 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 deepseek-coder-v2:… 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