starcoder2:3b
OLLAMA GGUFstarcoder2 · 3B · Q4_0
Jun 26, 2026 · Cortex-A78AE
Qwen3.8-27B-Ridge-3.7bpw_empero.ai:latest
OLLAMA GGUFqwen35 · 27.3B · IQ2_M
Aug 27, 2026 · AMD Ryzen 7 9700X 8-Core Processor
Global Score
35 vs 75
Hardware Fit
100 vs 99
Quality Score
7 vs 64
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/sec31.560.3
First chunk392 ms154 ms
TTFT392 ms154 ms
Load time4.8 s0.0 s
Memory usage1.8 GB11.0 GB
Memory %24%35%
HW Fit Score Breakdown
starcoder2:3b
Speed
50/50
TTFT
20/20
Memory
30/30
Qwen3.8-27B-Ridge-3.7bp…
Speed
50/50
TTFT
20/20
Memory
29/30
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-3.7bp…
Reasoning
20/20
Coding
17/20
Instruction
6/20
Structured
1/15
Math
14/15
Multilingual
6/10
Reasoning: Strong Coding: Strong Instruction Following: Weak Structured Output: Poor Math: Strong Multilingual: Adequate
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest