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starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

qwen3.8-27b-ridge

LM-STUDIO GGUF

qwen35 · 27B

Excellent

Aug 20, 2026 · AMD Ryzen 7 9700X 8-Core Processor

Global Score
35 vs 88
Hardware Fit
100 vs 97
Quality Score
7 vs 84

Hardware

starcoder2:3b qwen3.8-27b-ridge
MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperMicro-Star International Co., Ltd. MS-7E51
CPUCortex-A78AEAMD Ryzen 7 9700X 8-Core Processor
Cores616
RAM7 GB31 GB
GPUIntegrated / UnknownNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSUbuntu 22.04.5 LTSMicrosoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

starcoder2:3b qwen3.8-27b-ridge
Tokens/sec31.553.8
First chunk392 ms25 ms
TTFT392 ms282 ms
Load time4.8 sN/A
Memory usage1.8 GB12.6 GB
Memory %24%41%

HW Fit Score Breakdown

starcoder2:3b

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

qwen3.8-27b-ridge

Speed
50/50
TTFT
20/20
Memory
27/30

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

qwen3.8-27b-ridge

Reasoning
15/20
Coding
18/20
Instruction
17/20
Structured
14/15
Math
10/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
View starcoder2:3b details | View qwen3.8-27b-ridge details

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