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qwopus3.6-27b-coder-compat-mtp

LM-STUDIO GGUF

qwen35 · 27B · Q4_K_M

Excellent

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

gemma4:12b

OLLAMA GGUF

gemma4 · 11.9B · Q4_K_M

Not Rec.

Jul 7, 2026 · Cortex-X925

Global Score
88 vs 77
Hardware Fit
80 vs 59
Quality Score
91 vs 84

Hardware

qwopus3.6-27b-code… gemma4:12b
MachineASUSASUSTeK COMPUTER INC. GX10
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorCortex-X925
Cores1620
RAM31 GB122 GB
GPUNVIDIA GeForce RTX 4090, RaphaelDevice 2e12
OScachyos rollingUbuntu 24.04.4 LTS
Archx64arm64
Power Modeperformanceperformance

Performance

qwopus3.6-27b-code… gemma4:12b
Tokens/sec80.826.8
First chunk6 ms632 ms
TTFT226 ms30.0 s
Load timeN/A5.4 s
Memory usage24.6 GB9.3 GB
Memory %81%8%

HW Fit Score Breakdown

qwopus3.6-27b-coder-com…

Speed
50/50
TTFT
20/20
Memory
10/30

gemma4:12b

Speed
29/50
TTFT
0/20
Memory
30/30

Quality

qwopus3.6-27b-coder-com…

Reasoning
19/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

gemma4:12b

Reasoning
17/20
Coding
17/20
Instruction
13/20
Structured
14/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

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