llama3.1:8b

llama · 8.0B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

smollm2:360m

llama · 361.82M · F16

Marginal

Mar 2, 2026 · Apple M4

Global Score

75 vs 52

Hardware Fit

93 vs 100

Quality Score

67 vs 32

Hardware

llama3.1:8b smollm2:360m

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

llama3.1:8b smollm2:360m

Tokens/sec20.3117.9

TTFT315 ms43 ms

Load time1.1 s0.4 s

Memory usage10.4 GB1.2 GB

Memory %33%4%

HW Fit Score Breakdown

llama3.1:8b

Speed

33/40

TTFT

30/30

Memory

30/30

smollm2:360m

Speed

40/40

TTFT

30/30

Memory

30/30

Quality

llama3.1:8b

Reasoning

12/20

Coding

15/20

Instruction

13/20

Structured

13/15

Math

4/15

Multilingual

10/10

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

smollm2:360m

Reasoning

4/20

Coding

2/20

Instruction

10/20

Structured

9/15

Math

4/15

Multilingual

3/10

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

View llama3.1:8b details | View smollm2:360m details

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npx metrillm@latest bench

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