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deepseek-coder:6.7b

OLLAMA GGUF

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Qwen3.8-27B-IQ3_S-3.23bpw:latest

OLLAMA GGUF

qwen35 · 27.3B · unknown

Good

Sep 16, 2026 · AMD Ryzen 7 9700X 8-Core Processor

Global Score
57 vs 75
Hardware Fit
98 vs 99
Quality Score
39 vs 64

Hardware

deepseek-coder:6.7b Qwen3.8-27B-IQ3_S-…
MachineMacBook AirMicro-Star International Co., Ltd. MS-7E51
CPUApple M4AMD Ryzen 7 9700X 8-Core Processor
Cores1016
RAM32 GB31 GB
GPUApple M4NVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSmacOS 26.3Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

deepseek-coder:6.7b Qwen3.8-27B-IQ3_S-…
Tokens/sec24.199.9
First chunkN/A212 ms
TTFT251 ms212 ms
Load time0.9 s0.0 s
Memory usage12.6 GB10.5 GB
Memory %39%34%

HW Fit Score Breakdown

deepseek-coder:6.7b

Speed
38/50
TTFT
30/20
Memory
30/30

Qwen3.8-27B-IQ3_S-3.23b…

Speed
50/50
TTFT
20/20
Memory
29/30

Quality

deepseek-coder:6.7b

Reasoning
4/20
Coding
14/20
Instruction
9/20
Structured
6/15
Math
1/15
Multilingual
5/10
Reasoning: Poor Coding: Adequate Instruction Following: Weak Structured Output: Weak Math: Poor Multilingual: Weak

Qwen3.8-27B-IQ3_S-3.23b…

Reasoning
19/20
Coding
18/20
Instruction
7/20
Structured
0/15
Math
14/15
Multilingual
6/10
Reasoning: Strong Coding: Strong Instruction Following: Weak Structured Output: Poor Math: Strong Multilingual: Adequate

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