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smollm2:360m

llama · 361.82M · F16

Marginal

Mar 2, 2026 · Apple M4

llama3.1:8b

llama · 8.0B · Q4_K_M

Not Rec.

Feb 28, 2026 · Apple M4 Pro

Global Score
52 vs 66
Hardware Fit
100 vs 56
Quality Score
32 vs 70

Hardware

smollm2:360m llama3.1:8b
MachineMacBook AirMac Mini
CPUApple M4Apple M4 Pro
Cores1014
RAM32 GB64 GB
GPUApple M4Apple M4 Pro
OSmacOS 26.3macOS 15.7.4
Archarm64arm64
Power Modebalancedunknown

Performance

smollm2:360m llama3.1:8b
Tokens/sec117.95.5
TTFT43 ms1.4 s
Load time0.4 s3.7 s
Memory usage1.2 GB28.6 GB
Memory %4%45%

HW Fit Score Breakdown

smollm2:360m

Speed
40/40
TTFT
30/30
Memory
30/30

llama3.1:8b

Speed
5/40
TTFT
22/30
Memory
29/30

Quality

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

llama3.1:8b

Reasoning
12/20
Coding
17/20
Instruction
14/20
Structured
13/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
View smollm2:360m details | View llama3.1:8b details

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