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starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

gemma-3-4b-it-q4-k-m

OLLAMA GGUF

llama · 4B · Q4_K_M

Excellent

Jul 9, 2026 · Intel Core™ i5-10400

Global Score
35 vs 80
Hardware Fit
100 vs 100
Quality Score
7 vs 71

Hardware

starcoder2:3b gemma-3-4b-it-q4-k-m
MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperMac Pro
CPUCortex-A78AEIntel Core™ i5-10400
Cores612
RAM7 GB32 GB
GPUIntegrated / UnknownAMD Radeon RX 6700 XT
OSUbuntu 22.04.5 LTSmacOS 26.5.1
Archarm64x64
Power Modebalancedbalanced

Performance

starcoder2:3b gemma-3-4b-it-q4-k-m
Tokens/sec31.575.0
First chunk392 ms136 ms
TTFT392 ms136 ms
Load time4.8 s0.0 s
Memory usage1.8 GB0.8 GB
Memory %24%3%

HW Fit Score Breakdown

starcoder2:3b

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

gemma-3-4b-it-q4-k-m

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

gemma-3-4b-it-q4-k-m

Reasoning
11/20
Coding
17/20
Instruction
14/20
Structured
14/15
Math
5/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

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