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llama3.2:1b

OLLAMA GGUF

llama · 1.2B · Q8_0

Good

Mar 5, 2026 · AMD Ryzen 9 8945HS

starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score
62 vs 35
Hardware Fit
91 vs 97
Quality Score
50 vs 8

Hardware

llama3.2:1b starcoder2:7b
MachineASUSTeK COMPUTER INC. ROG Zephyrus G14 GA403UV_GA403UVMacBook Air
CPUAMD Ryzen 9 8945HSApple M4
Cores1610
RAM15 GB32 GB
GPUNVIDIA GeForce RTX 4060 Laptop GPU, AMD Radeon 780M GraphicsApple M4
OSMicrosoft Windows 11 Home 10.0.26200macOS 26.3
Archx64arm64
Power Modebalancedbalanced

Performance

llama3.2:1b starcoder2:7b
Tokens/sec170.223.8
First chunk142 msN/A
TTFT142 ms251 ms
Load time3.2 s0.4 s
Memory usage1.6 GB6.3 GB
Memory %11%20%

HW Fit Score Breakdown

llama3.2:1b

Speed
50/50
TTFT
20/20
Memory
21/30

starcoder2:7b

Speed
37/50
TTFT
30/20
Memory
30/30

Quality

llama3.2:1b

Reasoning
4/20
Coding
13/20
Instruction
14/20
Structured
13/15
Math
0/15
Multilingual
6/10
Reasoning: Poor Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate

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

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest