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qwen/qwen3-coder-30b

LM-STUDIO GGUF

qwen3moe · 30B · Q4_K_M

Excellent

Jul 5, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

cogito:3b

OLLAMA GGUF

llama · 3.6B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

Global Score
88 vs 67
Hardware Fit
84 vs 100
Quality Score
89 vs 53

Hardware

qwen/qwen3-coder-30b cogito:3b
MachineASUSMacBook Air
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorApple M4
Cores1610
RAM31 GB32 GB
GPUNVIDIA GeForce RTX 4090, RaphaelApple M4
OScachyos rollingmacOS 26.3
Archx64arm64
Power Modeperformancebalanced

Performance

qwen/qwen3-coder-30b cogito:3b
Tokens/sec95.445.6
First chunk11 ms177 ms
TTFT179 ms177 ms
Load timeN/A0.8 s
Memory usage22.2 GB7.0 GB
Memory %73%22%

HW Fit Score Breakdown

qwen/qwen3-coder-30b

Speed
50/50
TTFT
20/20
Memory
14/30

cogito:3b

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

Quality

qwen/qwen3-coder-30b

Reasoning
17/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

cogito:3b

Reasoning
6/20
Coding
8/20
Instruction
13/20
Structured
15/15
Math
2/15
Multilingual
9/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Strong
View qwen/qwen3-coder-30b details | View cogito:3b details

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$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest