starcoder2:3b
OLLAMA GGUFstarcoder2 · 3B · Q4_0
Jun 26, 2026 · Cortex-A78AE
GPT-20B:20b
OLLAMA GGUFgptoss · 20.9B · MXFP4
Aug 18, 2026 · Intel Core™ i7-14700F
Global Score
35 vs 93
Hardware Fit
100 vs 93
Quality Score
7 vs 93
Hardware
starcoder2:3b GPT-20B:20b
MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperHP OMEN 35L VALORANT Limited Edition Gaming Desktop PC
CPUCortex-A78AEIntel Core™ i7-14700F
Cores628
RAM7 GB128 GB
GPUIntegrated / UnknownNVIDIA GeForce RTX 5080
OSUbuntu 22.04.5 LTSMicrosoft Windows 11 Enterprise 10.0.26200
Archarm64x64
Power Modebalancedbalanced
Performance
starcoder2:3b GPT-20B:20b
Tokens/sec31.5177.5
First chunk392 ms558 ms
TTFT392 ms1.2 s
Load time4.8 s8.2 s
Memory usage1.8 GB11.9 GB
Memory %24%9%
HW Fit Score Breakdown
starcoder2:3b
Speed
50/50
TTFT
20/20
Memory
30/30
GPT-20B:20b
Speed
50/50
TTFT
13/20
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
GPT-20B:20b
Reasoning
19/20
Coding
18/20
Instruction
16/20
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$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest