qwopus3.6-35b-a3b-coder-mtp

qwen35moe · 35B · Q4_K_M

ASUS (AMD Ryzen 7 7800X3D 8-Core Processor)

31 GB · cachyos rolling

Tested on July 4, 2026

Top 16% Compare

Global Score

84 /100

Excellent

Hardware Fit

79/100

Quality

86/100

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Hardware

Machine: ASUS
CPU: AMD Ryzen 7 7800X3D 8-Core Processor
Cores: 16 threads (8 cores)
Frequency: 3.78 GHz
RAM: 31 GB
GPU: NVIDIA GeForce RTX 4090, Raphael
OS: cachyos rolling
Arch: x64
Power Mode: performance

Performance

Tokens/sec Tokens generated per second — higher is better: 108.4
Standard deviation Variation of speed across benchmark runs — lower means more consistent: ±6.5
First chunk latency Delay before the first streamed chunk arrives from runtime: 15 ms
Time to first token How fast the model starts responding — lower is better: 319 ms
Load time Time to load the model into memory before inference: N/A
Memory usage RAM consumed during inference — percentage of total system memory: 25.0 GB (82%)
Total tokens Total number of tokens generated across all benchmark prompts: 1282

Score breakdown

Speed

50/50

Time to first token

20/20

Memory

9/30

Quality

Reasoning

16/20

Coding

19/20

Instruction following

14/20

Structured output

15/15

Math

12/15

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: LM Studio
Model format: GGUF
Hardware profile: BALANCED
Result hash: 261ea2b95ea5e0014254ee81ac64db772403fdc8bf65f2a49951102b2fdf81fd

Interpretation

Hardware fit: 79/100. Overall suitability: EXCELLENT (Global 84/100). Category profile: Reasoning: Strong, Coding: Strong, Instruction Following: Adequate, Structured Output: Strong, Math: Strong, Multilingual: Strong.

Warnings

Model memory footprint is estimated via LM Studio CLI rather than measured from a fresh load.

Bench Environment

Thermal: nominal Swap delta: +0.1 GB CPU load: avg 24% (peak 29%)

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$ metrillm

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