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starling-lm:7b

OLLAMA GGUF

llama · 7B · Q4_0

Good

Mar 2, 2026 · Apple M4

google/gemma-4-12b-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Excellent

Aug 19, 2026 · AMD Ryzen 7 9700X 8-Core Processor

Global Score
63 vs 92
Hardware Fit
97 vs 100
Quality Score
49 vs 89

Hardware

starling-lm:7b google/gemma-4-12b…
MachineMacBook AirMicro-Star International Co., Ltd. MS-7E51
CPUApple M4AMD Ryzen 7 9700X 8-Core Processor
Cores1016
RAM32 GB31 GB
GPUApple M4NVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSmacOS 26.3Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

starling-lm:7b google/gemma-4-12b…
Tokens/sec23.790.7
First chunkN/A26 ms
TTFT234 ms127 ms
Load time0.4 sN/A
Memory usage5.3 GB6.7 GB
Memory %17%21%

HW Fit Score Breakdown

starling-lm:7b

Speed
37/50
TTFT
30/20
Memory
30/30

google/gemma-4-12b-qat

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

Quality

starling-lm:7b

Reasoning
11/20
Coding
13/20
Instruction
6/20
Structured
3/15
Math
8/15
Multilingual
8/10
Reasoning: Adequate Coding: Adequate Instruction Following: Weak Structured Output: Poor Math: Adequate Multilingual: Strong

google/gemma-4-12b-qat

Reasoning
17/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
View starling-lm:7b details | View google/gemma-4-12b… details

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$ metrillm

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Or run without installing: npx metrillm@latest