deepseek-coder-v2:16b

OLLAMA GGUF

deepseek2 · 15.7B · Q4_0

Excellent

Jun 26, 2026 · Cortex-X925

qwen3.5:4b-mlx

OLLAMA GGUF

nvfp4

Good

Aug 25, 2026 · Apple M1 Pro

Global Score

82 vs 68

Hardware Fit

100 vs 91

Quality Score

74 vs 58

Hardware

deepseek-coder-v2:… qwen3.5:4b-mlx

MachineNVIDIA NVIDIA_DGX_SparkMacBook Pro

CPUCortex-X925Apple M1 Pro

Cores2010

RAM122 GB16 GB

GPUDevice 2e12Apple M1 Pro

OSUbuntu 24.04.4 LTSmacOS 26.6.2

Archarm64arm64

Power Modeperformancebalanced

Performance

deepseek-coder-v2:… qwen3.5:4b-mlx

Tokens/sec117.242.2

First chunk275 ms201 ms

TTFT275 ms4.4 s

Load time8.9 s0.0 s

Memory usage17.9 GB3.8 GB

Memory %15%24%

HW Fit Score Breakdown

deepseek-coder-v2:16b

Speed

50/50

TTFT

20/20

Memory

30/30

qwen3.5:4b-mlx

Speed

50/50

TTFT

11/20

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

qwen3.5:4b-mlx

Reasoning

16/20

Coding

2/20

Instruction

13/20

Structured

7/15

Math

11/15

Multilingual

9/10

Reasoning: Strong Coding: Poor Instruction Following: Adequate Structured Output: Weak Math: Adequate Multilingual: Strong

View deepseek-coder-v2:… details | View qwen3.5:4b-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