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starcoder2:7b

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

wizardlm2:7b

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score
35 vs 59
Hardware Fit
97 vs 97
Quality Score
8 vs 43

Hardware

starcoder2:7b wizardlm2:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

starcoder2:7b wizardlm2:7b
Tokens/sec23.823.2
TTFT251 ms264 ms
Load time0.4 s0.6 s
Memory usage6.3 GB9.9 GB
Memory %20%31%

HW Fit Score Breakdown

starcoder2:7b

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

wizardlm2:7b

Speed
37/40
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

wizardlm2:7b

Reasoning
6/20
Coding
11/20
Instruction
10/20
Structured
4/15
Math
4/15
Multilingual
8/10
Reasoning: Weak Coding: Adequate Instruction Following: Adequate Structured Output: Weak Math: Weak Multilingual: Strong
View starcoder2:7b details | View wizardlm2:7b details

Run yours and compare

npx metrillm@latest bench

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