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llama3.1:8b

llama · 8.0B · Q4_K_M

Not Rec.

Feb 28, 2026 · Apple M4 Pro

llama3.2:3b

llama · 3.2B · Q4_K_M

Good

Mar 1, 2026 · Apple M4

Global Score
64 vs 69
Hardware Fit
56 vs 98
Quality Score
70 vs 49

Hardware

llama3.1:8b llama3.2:3b
MachineMac MiniMacBook Air
CPUApple M4 ProApple M4
Cores1410
RAM64 GB32 GB
GPUApple M4 ProApple M4
OSmacOS 15.7.4macOS 26.3
Archarm64arm64
Power Modeunknownunknown

Performance

llama3.1:8b llama3.2:3b
Tokens/sec5.527.8
TTFT1.4 s285 ms
Load time3.7 s1.9 s
Memory usage28.6 GB7.0 GB
Memory %45%22%

HW Fit Score Breakdown

llama3.1:8b

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

llama3.2:3b

Speed
38/40
TTFT
30/30
Memory
30/30

Quality

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

llama3.2:3b

Reasoning
11/20
Coding
0/20
Instruction
14/20
Structured
12/15
Math
3/15
Multilingual
9/10
Reasoning: Adequate Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running