llama3.2:latest

llama · 3.2B · Q4_K_M

Good

Feb 28, 2026 · Apple M4 Pro

starcoder2:7b

starcoder2 · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score

77 vs 44

Hardware Fit

100 vs 97

Quality Score

61 vs 8

Hardware

llama3.2:latest starcoder2:7b

MachineMac MiniMacBook Air

CPUApple M4 ProApple M4

Cores1410

RAM64 GB32 GB

GPUApple M4 ProApple M4

OSmacOS 15.7.4macOS 26.3

Archarm64arm64

Power Modeunknownbalanced

Performance

llama3.2:latest starcoder2:7b

Tokens/sec98.923.8

TTFT125 ms251 ms

Load time2.3 s0.4 s

Memory usage22.1 GB6.3 GB

Memory %35%20%

HW Fit Score Breakdown

llama3.2:latest

Speed

40/40

TTFT

30/30

Memory

30/30

starcoder2:7b

Speed

37/40

TTFT

30/30

Memory

30/30

Quality

llama3.2:latest

Reasoning

11/20

Coding

14/20

Instruction

12/20

Structured

12/15

Math

3/15

Multilingual

9/10

Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Poor 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 llama3.2:latest details | View starcoder2:7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running