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qwen2.5-coder:7b

qwen2 · 7.6B · Q4_K_M

Good

Mar 1, 2026 · Apple M4

llama3.1:8b

llama · 8.0B · Q4_K_M

Good

Mar 1, 2026 · Apple M4

Global Score
70 vs 69
Hardware Fit
94 vs 93
Quality Score
54 vs 53

Hardware

qwen2.5-coder:7b llama3.1:8b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

qwen2.5-coder:7b llama3.1:8b
Tokens/sec21.520.2
TTFT290 ms481 ms
Load time0.8 s3.4 s
Memory usage7.6 GB10.4 GB
Memory %24%33%

HW Fit Score Breakdown

qwen2.5-coder:7b

Speed
34/40
TTFT
30/30
Memory
30/30

llama3.1:8b

Speed
33/40
TTFT
30/30
Memory
30/30

Quality

qwen2.5-coder:7b

Reasoning
10/20
Coding
0/20
Instruction
13/20
Structured
13/15
Math
9/15
Multilingual
9/10
Reasoning: Adequate Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

llama3.1:8b

Reasoning
12/20
Coding
0/20
Instruction
14/20
Structured
13/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
View qwen2.5-coder:7b details | View llama3.1:8b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running