google/gemma-3-27b
LM-STUDIO MLXgemma3 · 27B · 4bit
Mar 19, 2026 · Apple M4
starcoder2:3b
OLLAMA GGUFstarcoder2 · 3B · Q4_0
Jun 26, 2026 · Cortex-A78AE
Global Score
71 vs 35
Hardware Fit
35 vs 100
Quality Score
86 vs 7
Hardware
google/gemma-3-27b starcoder2:3b
MachineMac miniNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit Super
CPUApple M4Cortex-A78AE
Cores106
RAM24 GB7 GB
GPUApple M4Integrated / Unknown
OSmacOS 26.3Ubuntu 22.04.5 LTS
Archarm64arm64
Power Modebalancedbalanced
Performance
google/gemma-3-27b starcoder2:3b
Tokens/sec5.931.5
First chunk19 ms392 ms
TTFT1.8 s392 ms
Load timeN/A4.8 s
Memory usage22.0 GB1.8 GB
Memory %92%24%
HW Fit Score Breakdown
google/gemma-3-27b
Speed
12/50
TTFT
19/20
Memory
4/30
starcoder2:3b
Speed
50/50
TTFT
20/20
Memory
30/30
Quality
google/gemma-3-27b
Reasoning
16/20
Coding
18/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
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
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