gpt-oss:20b

gptoss · 20.9B · MXFP4

THINKING MODEL ECO MODE

AZW GTR Pro (AMD RYZEN AI MAX+ 395)

125 GB · Ubuntu 24.04.4 LTS

Tested on March 5, 2026

Top 3% Compare

Global Score

93 /100

Excellent

Hardware Fit

85/100

Quality

96/100

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ollama pull gpt-oss:20b

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GGUF versions & quantizations

Hardware

Machine: AZW GTR Pro
CPU: AMD RYZEN AI MAX+ 395
Cores: 32 threads (16 cores)
Frequency: 3 GHz
RAM: 125 GB
GPU: AMD Radeon 8060S
OS: Ubuntu 24.04.4 LTS
Arch: x64
Power Mode: low-power

Performance

Tokens/sec Tokens generated per second — higher is better: 47.1
Standard deviation Variation of speed across benchmark runs — lower means more consistent: ±0.1
First chunk latency Delay before the first streamed chunk arrives from runtime: 320 ms
Time to first token How fast the model starts responding — lower is better: 1.8 s
Load time Time to load the model into memory before inference: 3.8 s
Memory usage RAM consumed during inference — percentage of total system memory: 16.4 GB (13%)
Total tokens Total number of tokens generated across all benchmark prompts: 1558
Thinking tokens (est.) Estimated internal reasoning tokens — models with "thinking" generate more tokens: ~504

Score breakdown

Speed

44/50

Time to first token

11/20

Memory

30/30

Quality

Reasoning

19/20

Coding

19/20

Instruction following

18/20

Structured output

15/15

Math

15/15

Multilingual

10/10

Category levels

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

Metadata

Spec version: 0.2.1
Runtime: Ollama 0.17.4
Model format: GGUF
Hardware profile: HIGH-END
Result hash: 60d9bc609ba52d2d69ac4cc5cb8467afa677a32aeebef37acb1a163eab38bbb4

Interpretation

Hardware fit: 85/100. Overall suitability: EXCELLENT (Global 93/100). Category profile: Reasoning: Strong, Coding: Strong, Instruction Following: Strong, Structured Output: Strong, Math: Strong, Multilingual: Strong.

Warnings

System was in low-power mode during this benchmark.
CPU appears throttled (2.2 GHz current vs 3.0 GHz nominal, 73%).

Bench Environment

Thermal: nominal CPU load: avg 3% (peak 4%)

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