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google/gemma-4-12b-it-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Good

Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H

qwen2.5-coder:7b

OLLAMA GGUF

qwen2 · 7.6B · Q4_K_M

Good

Mar 5, 2026 · Intel Gen Intel® Core™ i7-13700K

Global Score
74 vs 68
Hardware Fit
46 vs 59
Quality Score
86 vs 72

Hardware

google/gemma-4-12b… qwen2.5-coder:7b
MachineDocker ContainerASUS
CPUIntel Gen Intel® Core™ i9-11900HIntel Gen Intel® Core™ i7-13700K
Cores1624
RAM15 GB64 GB
GPUTigerLake-H GT1 [UHD Graphics]NVIDIA GeForce RTX 3070
OSUbuntu 26.04 LTSMicrosoft Windows 11 Pro 10.0.26200
Archx64x64
Power Modeperformanceunknown

Performance

google/gemma-4-12b… qwen2.5-coder:7b
Tokens/sec5.034.4
First chunk64 ms1991 ms
TTFT5.5 s2.0 s
Load time9.5 s40.6 s
Memory usage0.0 GB5.0 GB
Memory %0%8%

HW Fit Score Breakdown

google/gemma-4-12b-it-qat

Speed
9/50
TTFT
7/20
Memory
30/30

qwen2.5-coder:7b

Speed
38/50
TTFT
12/20
Memory
9/30

Quality

google/gemma-4-12b-it-qat

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

qwen2.5-coder:7b

Reasoning
11/20
Coding
18/20
Instruction
12/20
Structured
13/15
Math
9/15
Multilingual
9/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
View google/gemma-4-12b… details | View qwen2.5-coder:7b details

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