lmstudio-community/gemma-4-e2b-it

LM-STUDIO GGUF

gemma4 · Q8_0

Good

Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H

starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score

77 vs 35

Hardware Fit

75 vs 97

Quality Score

78 vs 8

Hardware

lmstudio-community… starcoder2:7b

MachineDocker ContainerMacBook Air

CPUIntel Gen Intel® Core™ i9-11900HApple M4

Cores1610

RAM15 GB32 GB

GPUTigerLake-H GT1 [UHD Graphics]Apple M4

OSUbuntu 26.04 LTSmacOS 26.3

Archx64arm64

Power Modeperformancebalanced

Performance

lmstudio-community… starcoder2:7b

Tokens/sec13.323.8

First chunk18 msN/A

TTFT1.4 s251 ms

Load time8.1 s0.4 s

Memory usage0.0 GB6.3 GB

Memory %0%20%

HW Fit Score Breakdown

lmstudio-community/gemm…

Speed

25/50

TTFT

20/20

Memory

30/30

starcoder2:7b

Speed

37/50

TTFT

30/20

Memory

30/30

Quality

lmstudio-community/gemm…

Reasoning

12/20

Coding

18/20

Instruction

16/20

Structured

15/15

Math

8/15

Multilingual

9/10

Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

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

View lmstudio-community… details | View starcoder2:7b details

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