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starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

gemma4:26b

OLLAMA GGUF

gemma4 · 25.8B · Q4_K_M

Excellent

Apr 3, 2026 · AMD RYZEN AI MAX+ 395

Global Score
35 vs 89
Hardware Fit
100 vs 95
Quality Score
7 vs 87

Hardware

starcoder2:3b gemma4:26b
MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperAZW GTR Pro
CPUCortex-A78AEAMD RYZEN AI MAX+ 395
Cores632
RAM7 GB125 GB
GPUIntegrated / UnknownRadeon 8060S
OSUbuntu 22.04.5 LTSUbuntu 24.04.4 LTS
Archarm64x64
Power Modebalancedperformance

Performance

starcoder2:3b gemma4:26b
Tokens/sec31.548.3
First chunk392 ms346 ms
TTFT392 ms346 ms
Load time4.8 s4.4 s
Memory usage1.8 GB36.1 GB
Memory %24%29%

HW Fit Score Breakdown

starcoder2:3b

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

gemma4:26b

Speed
45/50
TTFT
20/20
Memory
30/30

Quality

starcoder2:3b

Reasoning
0/20
Coding
3/20
Instruction
1/20
Structured
0/15
Math
1/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

gemma4:26b

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
14/15
Math
13/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong 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