Back to leaderboard

llama3.1:8b

llama · 8.0B · Q4_K_M

Not Rec.

Feb 28, 2026 · Apple M4 Pro

qwen2.5-coder:7b

qwen2 · 7.6B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

Global Score
66 vs 79
Hardware Fit
56 vs 95
Quality Score
70 vs 72

Hardware

llama3.1:8b qwen2.5-coder: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

llama3.1:8b qwen2.5-coder:7b
Tokens/sec5.522.1
TTFT1.4 s285 ms
Load time3.7 s0.8 s
Memory usage28.6 GB7.6 GB
Memory %45%24%

HW Fit Score Breakdown

llama3.1:8b

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

qwen2.5-coder:7b

Speed
35/40
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

qwen2.5-coder:7b

Reasoning
10/20
Coding
18/20
Instruction
13/20
Structured
13/15
Math
9/15
Multilingual
9/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
View llama3.1:8b details | View qwen2.5-coder:7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running