gemma-4-31b-it-mlx
LM-STUDIO MLXgemma4 · 31B · 8bit
Aug 19, 2026 · Apple M4 Max
ornith-1.5-9b_hybrid-imatrix
LM-STUDIO GGUFqwen35 · F16
Aug 23, 2026 · AMD Ryzen 9 3900X 12-Core Processor
Global Score
85 vs 66
Hardware Fit
64 vs 51
Quality Score
94 vs 73
Hardware
gemma-4-31b-it-mlx ornith-1.5-9b_hybr…
MachineMacBook ProMicro-Star International Co., Ltd. MS-7C37
CPUApple M4 MaxAMD Ryzen 9 3900X 12-Core Processor
Cores1624
RAM128 GB128 GB
GPUApple M4 MaxIntel(R) Arc(TM) Pro B70 Graphics
OSmacOS 26.5.2Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced
Performance
gemma-4-31b-it-mlx ornith-1.5-9b_hybr…
Tokens/sec13.65.4
First chunk16 ms39 ms
TTFT558 ms940 ms
Load time12.3 sN/A
Memory usage0.0 GB10.7 GB
Memory %0%8%
HW Fit Score Breakdown
gemma-4-31b-it-mlx
Speed
14/50
TTFT
20/20
Memory
30/30
ornith-1.5-9b_hybrid-im…
Speed
5/50
TTFT
16/20
Memory
30/30
Quality
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
ornith-1.5-9b_hybrid-im…
Reasoning
14/20
Coding
14/20
Instruction
11/20
Structured
15/15
Math
9/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
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Or run without installing: npx metrillm@latest