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starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

gemma4:26b

OLLAMA GGUF

gemma4 · 25.2B · Q4_K_M

Not Rec.

Oct 2, 2026 · AMD Ryzen 9 5950X 16-Core Processor

Global Score
35 vs 84
Hardware Fit
100 vs 80
Quality Score
7 vs 86

Hardware

starcoder2:3b gemma4:26b
MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperSystem manufacturer
CPUCortex-A78AEAMD Ryzen 9 5950X 16-Core Processor
Cores632
RAM7 GB32 GB
GPUIntegrated / UnknownNVIDIA GeForce RTX 3090
OSUbuntu 22.04.5 LTSMicrosoft Windows 11 Pro 10.0.26300
Archarm64x64
Power Modebalancedbalanced

Performance

starcoder2:3b gemma4:26b
Tokens/sec31.5147.6
First chunk392 ms139 ms
TTFT392 ms30.0 s
Load time4.8 s21.3 s
Memory usage1.8 GB1.7 GB
Memory %24%5%

HW Fit Score Breakdown

starcoder2:3b

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

gemma4:26b

Speed
50/50
TTFT
0/20
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
17/20
Coding
14/20
Instruction
18/20
Structured
15/15
Math
13/15
Multilingual
9/10
Reasoning: Strong Coding: Adequate 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