google/gemma-4-12b-qat
LM-STUDIO GGUFgemma4 · 12B · Q4_0
Aug 19, 2026 · AMD Ryzen 7 9700X 8-Core Processor
hf.co/bloomer010/Ling-3.0-tiny-GGUF:Q8_0
OLLAMA GGUFbailingmoe3 · 7.89B · unknown
Aug 23, 2026 · Apple M1 Pro
Global Score
92 vs 68
Hardware Fit
100 vs 93
Quality Score
89 vs 57
Hardware
google/gemma-4-12b… hf.co/bloomer010/L…
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… hf.co/bloomer010/L…
Tokens/sec90.758.9
First chunk26 ms208 ms
TTFT127 ms208 ms
Load timeN/A4.4 s
Memory usage6.7 GB8.5 GB
Memory %21%53%
HW Fit Score Breakdown
google/gemma-4-12b-qat
Speed
50/50
TTFT
20/20
Memory
30/30
hf.co/bloomer010/Ling-3…
Speed
50/50
TTFT
20/20
Memory
23/30
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
hf.co/bloomer010/Ling-3…
Reasoning
19/20
Coding
17/20
Instruction
3/20
Structured
1/15
Math
15/15
Multilingual
2/10
Reasoning: Strong Coding: Strong Instruction Following: Poor Structured Output: Poor Math: Strong Multilingual: Poor
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