starcoder2:7b
OLLAMA GGUFstarcoder2 · 7B · Q4_0
Mar 2, 2026 · Apple M4
unsloth/gemma-4-12b-it-qat
LM-STUDIO GGUFgemma4 · 12B · Q4_K_XL
Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H
Global Score
35 vs 75
Hardware Fit
97 vs 48
Quality Score
8 vs 86
Hardware
starcoder2:7b unsloth/gemma-4-12…
MachineMacBook AirDocker Container
CPUApple M4Intel Gen Intel® Core™ i9-11900H
Cores1016
RAM32 GB15 GB
GPUApple M4TigerLake-H GT1 [UHD Graphics]
OSmacOS 26.3Ubuntu 26.04 LTS
Archarm64x64
Power Modebalancedperformance
Performance
starcoder2:7b unsloth/gemma-4-12…
Tokens/sec23.86.0
First chunkN/A27 ms
TTFT251 ms5.1 s
Load time0.4 s8.4 s
Memory usage6.3 GB0.0 GB
Memory %20%0%
HW Fit Score Breakdown
starcoder2:7b
Speed
37/50
TTFT
30/20
Memory
30/30
unsloth/gemma-4-12b-it-…
Speed
10/50
TTFT
8/20
Memory
30/30
Quality
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
unsloth/gemma-4-12b-it-…
Reasoning
16/20
Coding
18/20
Instruction
15/20
Structured
15/15
Math
12/15
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