google/gemma-4-12b-qat
LM-STUDIO GGUFgemma4 · 12B · Q4_0
Aug 19, 2026 · AMD Ryzen 7 9700X 8-Core Processor
hf.co/LiquidAI/LFM2.5-2.6B-GGUF:F16
OLLAMA GGUFlfm2 · 2.7B · unknown
Aug 26, 2026 · Apple M1 Pro
Global Score
92 vs 61
Hardware Fit
100 vs 97
Quality Score
89 vs 46
Hardware
google/gemma-4-12b… hf.co/LiquidAI/LFM…
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/LiquidAI/LFM…
Tokens/sec90.731.3
First chunk26 ms131 ms
TTFT127 ms131 ms
Load timeN/A4.2 s
Memory usage6.7 GB6.6 GB
Memory %21%41%
HW Fit Score Breakdown
google/gemma-4-12b-qat
Speed
50/50
TTFT
20/20
Memory
30/30
hf.co/LiquidAI/LFM2.5-2…
Speed
50/50
TTFT
20/20
Memory
27/30
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/LiquidAI/LFM2.5-2…
Reasoning
14/20
Coding
13/20
Instruction
3/20
Structured
0/15
Math
14/15
Multilingual
2/10
Reasoning: Adequate Coding: Adequate Instruction Following: Poor Structured Output: Poor Math: Strong Multilingual: Poor
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