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gemma3:1b

gemma3 · 999.89M · Q4_K_M

Good

Feb 28, 2026 · Apple M4

starcoder2:7b

starcoder2 · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score
72 vs 44
Hardware Fit
98 vs 97
Quality Score
55 vs 8

Hardware

gemma3:1b starcoder2:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modeunknownbalanced

Performance

gemma3:1b starcoder2:7b
Tokens/sec39.523.8
TTFT333 ms251 ms
Load time1.6 s0.4 s
Memory usage1.3 GB6.3 GB
Memory %4%20%

HW Fit Score Breakdown

gemma3:1b

Speed
40/40
TTFT
30/30
Memory
28/30

starcoder2:7b

Speed
37/40
TTFT
30/30
Memory
30/30

Quality

gemma3:1b

Reasoning
6/20
Coding
13/20
Instruction
15/20
Structured
12/15
Math
1/15
Multilingual
8/10
Reasoning: Weak Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Poor Multilingual: Strong

starcoder2:7b

Reasoning
0/20
Coding
1/20
Instruction
4/20
Structured
2/15
Math
0/15
Multilingual
1/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor
View gemma3:1b details | View starcoder2:7b details

Run yours and compare

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