starcoder2:7b
starcoder2 · 7B · Q4_0
Mar 2, 2026 · Apple M4
yi:6b
llama · 6B · Q4_0
Mar 1, 2026 · Apple M4
Global Score
35 vs 77
Hardware Fit
97 vs 100
Quality Score
8 vs 67
Hardware
starcoder2:7b yi:6b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced
Performance
starcoder2:7b yi:6b
Tokens/sec23.827.6
TTFT251 ms210 ms
Load time0.4 s0.4 s
Memory usage6.3 GB3.6 GB
Memory %20%11%
HW Fit Score Breakdown
starcoder2:7b
Speed
37/40
TTFT
30/30
Memory
30/30
yi:6b
Speed
40/40
TTFT
30/30
Memory
30/30
Quality
starcoder2:7b
Reasoning
0/20
Coding
1/20
Instruction
4/20
Structured
2/15
Math
0/15
Multilingual
1/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor
yi:6b
Reasoning
11/20
Coding
12/20
Instruction
13/20
Structured
12/15
Math
13/15
Multilingual
6/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Adequate
Run yours and compare
npx metrillm@latest benchRequires Node 20+ and Ollama or LM Studio running