deepseek-coder-v2:16b

OLLAMA GGUF

deepseek2 · 15.7B · Q4_0

Excellent

Jun 26, 2026 · Cortex-X925

qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.7B · Q4_K_M

Marginal

Mar 5, 2026 · Apple M1 Max

Global Score

82 vs 53

Hardware Fit

100 vs 72

Quality Score

74 vs 45

Hardware

deepseek-coder-v2:… qwen3.5:9b

MachineNVIDIA NVIDIA_DGX_SparkMacBook Pro

CPUCortex-X925Apple M1 Max

Cores2010

RAM122 GB32 GB

GPUDevice 2e12Apple M1 Max

OSUbuntu 24.04.4 LTSmacOS 26.3

Archarm64arm64

Power Modeperformancebalanced

Performance

deepseek-coder-v2:… qwen3.5:9b

Tokens/sec117.218.6

First chunk275 ms403 ms

TTFT275 ms10.2 s

Load time8.9 s4.3 s

Memory usage17.9 GB9.1 GB

Memory %15%28%

HW Fit Score Breakdown

deepseek-coder-v2:16b

Speed

50/50

TTFT

20/20

Memory

30/30

qwen3.5:9b

Speed

38/50

TTFT

4/20

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

qwen3.5:9b

Reasoning

12/20

Coding

3/20

Instruction

5/20

Structured

6/15

Math

11/15

Multilingual

8/10

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

View deepseek-coder-v2:… details | View qwen3.5:9b 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