starcoder2:7b

starcoder2 · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

solar:10.7b

llama · 11B · Q4_0

Good

Mar 2, 2026 · Apple M4

Global Score

44 vs 66

Hardware Fit

97 vs 87

Quality Score

8 vs 52

Hardware

starcoder2:7b solar:10.7b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

starcoder2:7b solar:10.7b

Tokens/sec23.815.8

TTFT251 ms353 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

solar:10.7b

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

solar:10.7b

Reasoning

8/20

Coding

8/20

Instruction

11/20

Structured

14/15

Math

4/15

Multilingual

7/10

Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate

View starcoder2:7b details | View solar:10.7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running