starcoder2:7b

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

llama2:7b

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score

35 vs 55

Hardware Fit

97 vs 99

Quality Score

8 vs 36

Hardware

starcoder2:7b llama2:7b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

starcoder2:7b llama2:7b

Tokens/sec23.825.1

TTFT251 ms228 ms

Load time0.4 s0.4 s

Memory usage6.3 GB5.8 GB

Memory %20%18%

HW Fit Score Breakdown

starcoder2:7b

Speed

37/40

TTFT

30/30

Memory

30/30

llama2:7b

Speed

39/40

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

llama2:7b

Reasoning

4/20

Coding

3/20

Instruction

13/20

Structured

8/15

Math

1/15

Multilingual

7/10

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

View starcoder2:7b details | View llama2:7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running