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starcoder2:3b

starcoder2 · 3B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

llama3.2:1b

llama · 1.2B · Q8_0

Good

Mar 1, 2026 · Apple M4

Global Score
48 vs 63
Hardware Fit
100 vs 100
Quality Score
13 vs 39

Hardware

starcoder2:3b llama3.2:1b
MachineMacBook Air—
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

starcoder2:3b llama3.2:1b
Tokens/sec49.428.2
TTFT155 ms199 ms
Load time0.4 s1.8 s
Memory usage3.0 GB4.3 GB
Memory %9%13%

HW Fit Score Breakdown

starcoder2:3b

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

llama3.2:1b

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

Quality

starcoder2:3b

Reasoning
0/20
Coding
2/20
Instruction
5/20
Structured
2/15
Math
2/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Weak Structured Output: Poor Math: Poor Multilingual: Poor

llama3.2:1b

Reasoning
4/20
Coding
0/20
Instruction
14/20
Structured
13/15
Math
1/15
Multilingual
7/10
Reasoning: Poor Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate
View starcoder2:3b details | View llama3.2:1b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running