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deepseek-coder:6.7b

OLLAMA GGUF

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

qwen3:32b

OLLAMA GGUF

qwen3 · 32.8B · Q4_K_M

Good

Jun 26, 2026 · Cortex-X925

Global Score
57 vs 79
Hardware Fit
98 vs 59
Quality Score
39 vs 88

Hardware

deepseek-coder:6.7b qwen3:32b
MachineMacBook AirNVIDIA NVIDIA_DGX_Spark
CPUApple M4Cortex-X925
Cores1020
RAM32 GB122 GB
GPUApple M4Device 2e12
OSmacOS 26.3Ubuntu 24.04.4 LTS
Archarm64arm64
Power Modebalancedperformance

Performance

deepseek-coder:6.7b qwen3:32b
Tokens/sec24.19.7
First chunkN/A324 ms
TTFT251 ms324 ms
Load time0.9 s24.5 s
Memory usage12.6 GB26.8 GB
Memory %39%22%

HW Fit Score Breakdown

deepseek-coder:6.7b

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

qwen3:32b

Speed
9/50
TTFT
20/20
Memory
30/30

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

qwen3:32b

Reasoning
19/20
Coding
18/20
Instruction
15/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
View deepseek-coder:6.7b details | View qwen3:32b 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