starcoder2:7b
OLLAMA GGUFstarcoder2 · 7B · Q4_0
Mar 2, 2026 · Apple M4
qwen2.5-coder-1.5b-instruct-mlx
LM-STUDIO MLXqwen2 · 1.5B · 8bit
Mar 4, 2026 · Apple M4
Global Score
35 vs 70
Hardware Fit
97 vs 100
Quality Score
8 vs 57
Hardware
starcoder2:7b qwen2.5-coder-1.5b…
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced
Performance
starcoder2:7b qwen2.5-coder-1.5b…
Tokens/sec23.858.4
First chunkN/A234 ms
TTFT251 ms234 ms
Load time0.4 sN/A
Memory usage6.3 GB1.5 GB
Memory %20%5%
HW Fit Score Breakdown
starcoder2:7b
Speed
37/50
TTFT
30/20
Memory
30/30
qwen2.5-coder-1.5b-inst…
Speed
50/50
TTFT
20/20
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
qwen2.5-coder-1.5b-inst…
Reasoning
9/20
Coding
12/20
Instruction
13/20
Structured
12/15
Math
4/15
Multilingual
7/10
Reasoning: Weak Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest