Back to leaderboard

gemma4:12b-fast

OLLAMA GGUF

gemma4 · 11.9B · Q4_K_M

Not Rec.

Nov 13, 2026 · Intel Gen Intel® Core™ i7-12700

qwen2.5-coder-7b-instruct-mlx

LM-STUDIO MLX

qwen2 · 7B · 4bit

Good

Mar 3, 2026 · Apple M4

Global Score
85 vs 79
Hardware Fit
80 vs 92
Quality Score
87 vs 73

Hardware

gemma4:12b-fast qwen2.5-coder-7b-i…
MachineASUSMacBook Air
CPUIntel Gen Intel® Core™ i7-12700Apple M4
Cores2010
RAM30 GB32 GB
GPUAlder Lake-S GT1 [UHD Graphics 770], NVIDIA GeForce RTX 3060Apple M4
OSUbuntu 26.04.1 LTSmacOS 26.3
Archx64arm64
Power Modelow-powerbalanced

Performance

gemma4:12b-fast qwen2.5-coder-7b-i…
Tokens/sec75.922.5
First chunk169 ms529 ms
TTFT30.0 s529 ms
Load time8.4 sN/A
Memory usage1.3 GB4.0 GB
Memory %5%13%

HW Fit Score Breakdown

gemma4:12b-fast

Speed
50/50
TTFT
0/20
Memory
30/30

qwen2.5-coder-7b-instru…

Speed
44/50
TTFT
20/20
Memory
28/30

Quality

gemma4:12b-fast

Reasoning
18/20
Coding
14/20
Instruction
16/20
Structured
15/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

qwen2.5-coder-7b-instru…

Reasoning
10/20
Coding
18/20
Instruction
14/20
Structured
13/15
Math
9/15
Multilingual
9/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
View gemma4:12b-fast details | View qwen2.5-coder-7b-i… details

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest