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qwen3-235b-a22b-t48-c8k:latest

OLLAMA GGUF

qwen3moe · 235.1B · Q4_K_M

Not Rec.

Sep 7, 2026 · Intel Xeon® E5-4650 v2

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score
65 vs 85
Hardware Fit
29 vs 64
Quality Score
81 vs 94

Hardware

qwen3-235b-a22b-t4… gemma-4-31b-it-mlx
MachineDell Inc. PowerEdge R820MacBook Pro
CPUIntel Xeon® E5-4650 v2Apple M4 Max
Cores8016
RAM256 GB128 GB
GPUMicrosoft Remote Display Adapter, NVIDIA Tesla P4, NVIDIA Tesla P4, Microsoft Basic Display AdapterApple M4 Max
OSMicrosoft Windows Server 2022 Datacenter 10.0.20348macOS 26.5.2
Archx64arm64
Power Modebalancedbalanced

Performance

qwen3-235b-a22b-t4… gemma-4-31b-it-mlx
Tokens/sec2.413.6
First chunk5833 ms16 ms
TTFT5.8 s558 ms
Load time0.0 s12.3 s
Memory usage135.1 GB0.0 GB
Memory %53%0%

HW Fit Score Breakdown

qwen3-235b-a22b-t48-c8k…

Speed
2/50
TTFT
3/20
Memory
24/30

gemma-4-31b-it-mlx

Speed
14/50
TTFT
20/20
Memory
30/30

Quality

qwen3-235b-a22b-t48-c8k…

Reasoning
19/20
Coding
15/20
Instruction
10/20
Structured
14/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

gemma-4-31b-it-mlx

Reasoning
19/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

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