Back to leaderboard

hf.co/mradermacher/gemma-4-E4B-GGUF:Q6_K

OLLAMA GGUF

gemma4 · 7.52B · unknown

Marginal

Aug 24, 2026 · Apple M1 Pro

qwen3.8-9b-heretic-uncensored-nvfp4

LM-STUDIO GGUF

qwen35 · 9B · Q8_0

Excellent

Aug 20, 2026 · AMD Ryzen 7 9700X 8-Core Processor

Global Score
41 vs 82
Hardware Fit
100 vs 100
Quality Score
16 vs 74

Hardware

hf.co/mradermacher… qwen3.8-9b-heretic…
MachineMacBook ProMicro-Star International Co., Ltd. MS-7E51
CPUApple M1 ProAMD Ryzen 7 9700X 8-Core Processor
Cores1016
RAM16 GB31 GB
GPUApple M1 ProNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSmacOS 26.6.2Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

hf.co/mradermacher… qwen3.8-9b-heretic…
Tokens/sec34.6130.1
First chunk179 ms20 ms
TTFT179 ms99 ms
Load time3.9 sN/A
Memory usage3.9 GB6.5 GB
Memory %25%21%

HW Fit Score Breakdown

hf.co/mradermacher/gemm…

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

qwen3.8-9b-heretic-unce…

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

Quality

hf.co/mradermacher/gemm…

Reasoning
5/20
Coding
7/20
Instruction
0/20
Structured
0/15
Math
3/15
Multilingual
1/10
Reasoning: Poor Coding: Weak Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

qwen3.8-9b-heretic-unce…

Reasoning
14/20
Coding
14/20
Instruction
13/20
Structured
14/15
Math
9/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
View hf.co/mradermacher… details | View qwen3.8-9b-heretic… 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