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starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

gemma4:e2b

OLLAMA GGUF

gemma4 · 5.1B · Q4_K_M

Good

May 24, 2026 · Intel Gen Intel® Core™ i7-1355U

Global Score
35 vs 72
Hardware Fit
97 vs 71
Quality Score
8 vs 72

Hardware

starcoder2:7b gemma4:e2b
MachineMacBook AirDell Inc. Inspiron 15 3530
CPUApple M4Intel Gen Intel® Core™ i7-1355U
Cores1012
RAM32 GB31 GB
GPUApple M4Raptor Lake-P [Iris Xe Graphics]
OSmacOS 26.3cachyos rolling
Archarm64x64
Power Modebalancedlow-power

Performance

starcoder2:7b gemma4:e2b
Tokens/sec23.810.8
First chunkN/A1408 ms
TTFT251 ms1.4 s
Load time0.4 s6.0 s
Memory usage6.3 GB7.2 GB
Memory %20%23%

HW Fit Score Breakdown

starcoder2:7b

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

gemma4:e2b

Speed
21/50
TTFT
20/20
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:e2b

Reasoning
10/20
Coding
16/20
Instruction
14/20
Structured
15/15
Math
7/15
Multilingual
10/10
Reasoning: Weak Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak 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