starcoder2:3b
OLLAMA GGUFstarcoder2 · 3B · Q4_0
Jun 26, 2026 · Cortex-A78AE
ornith-1.5-9b
LM-STUDIO GGUFqwen35 · 9B · Q6_K
Aug 21, 2026 · AMD Ryzen 7 9700X 8-Core Processor
Global Score
35 vs 83
Hardware Fit
100 vs 100
Quality Score
7 vs 76
Hardware
starcoder2:3b ornith-1.5-9b
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 ornith-1.5-9b
Tokens/sec31.5102.9
First chunk392 ms12 ms
TTFT392 ms101 ms
Load time4.8 sN/A
Memory usage1.8 GB6.8 GB
Memory %24%22%
HW Fit Score Breakdown
starcoder2:3b
Speed
50/50
TTFT
20/20
Memory
30/30
ornith-1.5-9b
Speed
50/50
TTFT
20/20
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
ornith-1.5-9b
Reasoning
13/20
Coding
14/20
Instruction
15/20
Structured
14/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
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