google/gemma-4-12b-qat
LM-STUDIO GGUFgemma4 · 12B · Q4_0
Aug 19, 2026 · AMD Ryzen 7 9700X 8-Core Processor
maternion/ling-3.0-tiny:8b
OLLAMA GGUFbailingmoe3 · 7.9B · Q4_K_M
Aug 25, 2026 · Apple M1 Pro
Global Score
92 vs 88
Hardware Fit
100 vs 98
Quality Score
89 vs 83
Hardware
google/gemma-4-12b… maternion/ling-3.0…
MachineMicro-Star International Co., Ltd. MS-7E51MacBook Pro
CPUAMD Ryzen 7 9700X 8-Core ProcessorApple M1 Pro
Cores1610
RAM31 GB16 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsApple M1 Pro
OSMicrosoft Windows 11 Pro 10.0.26200macOS 26.6.2
Archx64arm64
Power Modebalancedbalanced
Performance
google/gemma-4-12b… maternion/ling-3.0…
Tokens/sec90.773.0
First chunk26 ms175 ms
TTFT127 ms175 ms
Load timeN/A3.2 s
Memory usage6.7 GB5.9 GB
Memory %21%37%
HW Fit Score Breakdown
google/gemma-4-12b-qat
Speed
50/50
TTFT
20/20
Memory
30/30
maternion/ling-3.0-tiny…
Speed
50/50
TTFT
20/20
Memory
28/30
Quality
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
maternion/ling-3.0-tiny…
Reasoning
16/20
Coding
19/20
Instruction
15/20
Structured
15/15
Math
8/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
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