starling-lm:7b

llama · 7B · Q4_0

Good

Mar 2, 2026 · Apple M4

llama3.2:1b

llama · 1.2B · Q8_0

Good

Mar 1, 2026 · Apple M4

Global Score

68 vs 63

Hardware Fit

97 vs 100

Quality Score

49 vs 39

Hardware

starling-lm:7b llama3.2:1b

MachineMacBook Air—

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

starling-lm:7b llama3.2:1b

Tokens/sec23.728.2

TTFT234 ms199 ms

Load time0.4 s1.8 s

Memory usage5.3 GB4.3 GB

Memory %17%13%

HW Fit Score Breakdown

starling-lm:7b

Speed

37/40

TTFT

30/30

Memory

30/30

llama3.2:1b

Speed

40/40

TTFT

30/30

Memory

30/30

Quality

starling-lm:7b

Reasoning

11/20

Coding

13/20

Instruction

6/20

Structured

3/15

Math

8/15

Multilingual

8/10

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

llama3.2:1b

Reasoning

4/20

Coding

0/20

Instruction

14/20

Structured

13/15

Math

1/15

Multilingual

7/10

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

View starling-lm:7b details | View llama3.2:1b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running