Back to leaderboard

starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

gemma4:latest

OLLAMA GGUF

gemma4 · 8.0B · Q4_K_M

Excellent

Jul 11, 2026 · AMD Ryzen 9 9950X 16-Core Processor

Global Score
35 vs 87
Hardware Fit
97 vs 75
Quality Score
8 vs 92

Hardware

starcoder2:7b gemma4:latest
MachineMacBook AirMicro-Star International Co., Ltd. MS-7E47
CPUApple M4AMD Ryzen 9 9950X 16-Core Processor
Cores1032
RAM32 GB125 GB
GPUApple M4AMD Radeon(TM) Graphics, NVIDIA GeForce RTX 4080 SUPER
OSmacOS 26.3Microsoft Windows 11 Pro 10.0.26100
Archarm64x64
Power Modebalancedbalanced

Performance

starcoder2:7b gemma4:latest
Tokens/sec23.842.4
First chunkN/A472 ms
TTFT251 ms3.8 s
Load time0.4 s0.3 s
Memory usage6.3 GB12.3 GB
Memory %20%10%

HW Fit Score Breakdown

starcoder2:7b

Speed
37/50
TTFT
30/20
Memory
30/30

gemma4:latest

Speed
40/50
TTFT
5/20
Memory
30/30

Quality

starcoder2:7b

Reasoning
0/20
Coding
1/20
Instruction
4/20
Structured
2/15
Math
0/15
Multilingual
1/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

gemma4:latest

Reasoning
19/20
Coding
18/20
Instruction
15/20
Structured
15/15
Math
15/15
Multilingual
10/10
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