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starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

qwen3.8:latest

OLLAMA GGUF

qwen35 · 27.3B · Q4_K_M

Good

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

Global Score
35 vs 68
Hardware Fit
100 vs 22
Quality Score
7 vs 88

Hardware

starcoder2:3b qwen3.8:latest
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 qwen3.8:latest
Tokens/sec31.510.0
First chunk392 ms1041 ms
TTFT392 ms14.3 s
Load time4.8 s22.3 s
Memory usage1.8 GB26.2 GB
Memory %24%82%

HW Fit Score Breakdown

starcoder2:3b

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

qwen3.8:latest

Speed
12/50
TTFT
1/20
Memory
9/30

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

qwen3.8:latest

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