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gemma-4-31b-it-qat

LM-STUDIO GGUF

gemma4 · 31B · Q4_K_XL

Excellent

Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

orca-mini:7b

OLLAMA GGUF

llama · 7B · Q4_0

Marginal

Mar 1, 2026 · Apple M4

Global Score
91 vs 55
Hardware Fit
89 vs 98
Quality Score
92 vs 37

Hardware

gemma-4-31b-it-qat orca-mini:7b
MachineASUSMacBook Air
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorApple M4
Cores1610
RAM31 GB32 GB
GPUNVIDIA GeForce RTX 4090, RaphaelApple M4
OScachyos rollingmacOS 26.3
Archx64arm64
Power Modelow-powerbalanced

Performance

gemma-4-31b-it-qat orca-mini:7b
Tokens/sec40.224.4
First chunk3 msN/A
TTFT302 ms219 ms
Load timeN/A0.4 s
Memory usage18.8 GB5.8 GB
Memory %62%18%

HW Fit Score Breakdown

gemma-4-31b-it-qat

Speed
50/50
TTFT
20/20
Memory
19/30

orca-mini:7b

Speed
38/50
TTFT
30/20
Memory
30/30

Quality

gemma-4-31b-it-qat

Reasoning
19/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

orca-mini:7b

Reasoning
8/20
Coding
1/20
Instruction
8/20
Structured
10/15
Math
2/15
Multilingual
8/10
Reasoning: Weak Coding: Poor Instruction Following: Weak Structured Output: Adequate Math: Poor 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