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qwen3-coder-next:latest

OLLAMA GGUF

qwen3next · 79.7B · Q4_K_M

Excellent

Mar 5, 2026 · AMD RYZEN AI MAX+ 395

starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

Global Score
82 vs 35
Hardware Fit
71 vs 100
Quality Score
87 vs 7

Hardware

qwen3-coder-next:l… starcoder2:3b
MachineAZW GTR ProNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit Super
CPUAMD RYZEN AI MAX+ 395Cortex-A78AE
Cores326
RAM125 GB7 GB
GPUAMD Radeon 8060SIntegrated / Unknown
OSUbuntu 24.04.4 LTSUbuntu 22.04.5 LTS
Archx64arm64
Power Modeperformancebalanced

Performance

qwen3-coder-next:l… starcoder2:3b
Tokens/sec34.531.5
First chunk262 ms392 ms
TTFT262 ms392 ms
Load time16.4 s4.8 s
Memory usage56.8 GB1.8 GB
Memory %46%24%

HW Fit Score Breakdown

qwen3-coder-next:latest

Speed
34/50
TTFT
20/20
Memory
17/30

starcoder2:3b

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

Quality

qwen3-coder-next:latest

Reasoning
18/20
Coding
18/20
Instruction
13/20
Structured
15/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

starcoder2:3b

Reasoning
0/20
Coding
3/20
Instruction
1/20
Structured
0/15
Math
1/15
Multilingual
2/10
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