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starcoder2:7b

starcoder2 · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

nous-hermes2:latest

llama · 11B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
44 vs 71
Hardware Fit
97 vs 87
Quality Score
8 vs 60

Hardware

starcoder2:7b nous-hermes2:latest
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

starcoder2:7b nous-hermes2:latest
Tokens/sec23.815.9
TTFT251 ms345 ms
Load time0.4 s0.4 s
Memory usage6.3 GB6.6 GB
Memory %20%21%

HW Fit Score Breakdown

starcoder2:7b

Speed
37/40
TTFT
30/30
Memory
30/30

nous-hermes2:latest

Speed
27/40
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

nous-hermes2:latest

Reasoning
11/20
Coding
9/20
Instruction
12/20
Structured
15/15
Math
4/15
Multilingual
9/10
Reasoning: Adequate Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running