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starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

gemma3:1b

OLLAMA GGUF

gemma3 · 999.89M · Q4_K_M

Marginal

Jun 25, 2026 · Cortex-A78AE

Global Score
35 vs 57
Hardware Fit
100 vs 100
Quality Score
7 vs 39

Hardware

starcoder2:3b gemma3:1b
MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit Super
CPUCortex-A78AECortex-A78AE
Cores66
RAM7 GB7 GB
GPUIntegrated / UnknownIntegrated / Unknown
OSUbuntu 22.04.5 LTSUbuntu 22.04.5 LTS
Archarm64arm64
Power Modebalancedbalanced

Performance

starcoder2:3b gemma3:1b
Tokens/sec31.533.7
First chunk392 ms2039 ms
TTFT392 ms2.0 s
Load time4.8 s7.3 s
Memory usage1.8 GB0.8 GB
Memory %24%11%

HW Fit Score Breakdown

starcoder2:3b

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

gemma3:1b

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

gemma3:1b

Reasoning
6/20
Coding
3/20
Instruction
14/20
Structured
8/15
Math
1/15
Multilingual
7/10
Reasoning: Weak Coding: Poor Instruction Following: Adequate Structured Output: Adequate Math: Poor Multilingual: Adequate
View starcoder2:3b details | View gemma3:1b 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