gemma4:12b

gemma4 · 11.9B · Q4_K_M

THINKING MODEL

ASUSTeK COMPUTER INC. GX10 (Cortex-X925)

122 GB · Ubuntu 24.04.4 LTS

Tested on July 7, 2026 · Submitted by enigmatracer

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Global Score

77 /100

Not Rec.

Hardware Fit

59/100

Quality

84/100

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ollama pull gemma4:12b

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ollama.com/library/gemma4

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GGUF versions & quantizations

Hardware

Machine: ASUSTeK COMPUTER INC. GX10
CPU: Cortex-X925
Cores: 20 total (20 perf)
Frequency: 3.35 GHz
RAM: 122 GB
GPU: Device 2e12
OS: Ubuntu 24.04.4 LTS
Arch: arm64
Power Mode: performance

Performance

Tokens/sec Tokens generated per second — higher is better: 26.8
Standard deviation Variation of speed across benchmark runs — lower means more consistent: ±0.0
First chunk latency Delay before the first streamed chunk arrives from runtime: 632 ms
Time to first token How fast the model starts responding — lower is better: 30.0 s
Load time Time to load the model into memory before inference: 5.4 s
Memory usage RAM consumed during inference — percentage of total system memory: 9.3 GB (8%)
Total tokens Total number of tokens generated across all benchmark prompts: 1460
Thinking tokens (est.) Estimated internal reasoning tokens — models with "thinking" generate more tokens: ~776

Score breakdown

Speed

29/50

Time to first token

0/20

Memory

30/30

Quality

Reasoning

17/20

Coding

17/20

Instruction following

13/20

Structured output

14/15

Math

13/15

Multilingual

10/10

Category levels

Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

Metadata

Spec version: 0.2.1
Runtime: Ollama 0.30.5
Model format: GGUF
Hardware profile: HIGH-END
Result hash: 9659c991fc959dd476c3472a0759b27dc6c821ca873b6cc6fb364272e05b0c1c

Interpretation

Hardware fit: 59/100. Overall suitability: NOT RECOMMENDED (Global 77/100). Category profile: Reasoning: Strong, Coding: Strong, Instruction Following: Adequate, Structured Output: Strong, Math: Strong, Multilingual: Strong.

Disqualifiers

Time to first token too high: 30000ms (maximum: 11500ms for HIGH-END profile)

Bench Environment

Thermal: nominal CPU load: avg 5% (peak 5%)

Run yours now

$ npm install -g metrillm@latest

$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest