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qwen3.5:0.8b

qwen35 · 873.44M · Q8_0

Good

Mar 2, 2026 · Apple M4

deepseek-coder:6.7b

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score
65 vs 57
Hardware Fit
99 vs 98
Quality Score
51 vs 39

Hardware

qwen3.5:0.8b deepseek-coder:6.7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

qwen3.5:0.8b deepseek-coder:6.7b
Tokens/sec48.224.1
TTFT195 ms251 ms
Load time1.0 s0.9 s
Memory usage2.5 GB12.6 GB
Memory %8%39%

HW Fit Score Breakdown

qwen3.5:0.8b

Speed
40/40
TTFT
30/30
Memory
29/30

deepseek-coder:6.7b

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

Quality

qwen3.5:0.8b

Reasoning
9/20
Coding
6/20
Instruction
11/20
Structured
13/15
Math
5/15
Multilingual
7/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Adequate

deepseek-coder:6.7b

Reasoning
4/20
Coding
14/20
Instruction
9/20
Structured
6/15
Math
1/15
Multilingual
5/10
Reasoning: Poor Coding: Adequate Instruction Following: Weak Structured Output: Weak Math: Poor Multilingual: Weak

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running