Back to leaderboard

starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

gemma4:latest

OLLAMA GGUF

gemma4 · 8.0B · Q4_K_M

Excellent

Jul 11, 2026 · AMD Ryzen 9 9950X 16-Core Processor

Global Score
35 vs 87
Hardware Fit
100 vs 75
Quality Score
7 vs 92

Hardware

starcoder2:3b gemma4:latest
MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperMicro-Star International Co., Ltd. MS-7E47
CPUCortex-A78AEAMD Ryzen 9 9950X 16-Core Processor
Cores632
RAM7 GB125 GB
GPUIntegrated / UnknownAMD Radeon(TM) Graphics, NVIDIA GeForce RTX 4080 SUPER
OSUbuntu 22.04.5 LTSMicrosoft Windows 11 Pro 10.0.26100
Archarm64x64
Power Modebalancedbalanced

Performance

starcoder2:3b gemma4:latest
Tokens/sec31.542.4
First chunk392 ms472 ms
TTFT392 ms3.8 s
Load time4.8 s0.3 s
Memory usage1.8 GB12.3 GB
Memory %24%10%

HW Fit Score Breakdown

starcoder2:3b

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

gemma4:latest

Speed
40/50
TTFT
5/20
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:latest

Reasoning
19/20
Coding
18/20
Instruction
15/20
Structured
15/15
Math
15/15
Multilingual
10/10
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