Back to leaderboard

slim-rpcache-ornith-1.0-9b

LM-STUDIO GGUF

qwen35 · 9B · BF16

Good

Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

Global Score
79 vs 35
Hardware Fit
78 vs 100
Quality Score
79 vs 7

Hardware

slim-rpcache-ornit… starcoder2:3b
MachineASUSNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit Super
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorCortex-A78AE
Cores166
RAM31 GB7 GB
GPUNVIDIA GeForce RTX 4090, RaphaelIntegrated / Unknown
OScachyos rollingUbuntu 22.04.5 LTS
Archx64arm64
Power Modeperformancebalanced

Performance

slim-rpcache-ornit… starcoder2:3b
Tokens/sec52.331.5
First chunk11 ms392 ms
TTFT177 ms392 ms
Load timeN/A4.8 s
Memory usage25.6 GB1.8 GB
Memory %84%24%

HW Fit Score Breakdown

slim-rpcache-ornith-1.0…

Speed
50/50
TTFT
20/20
Memory
8/30

starcoder2:3b

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

Quality

slim-rpcache-ornith-1.0…

Reasoning
16/20
Coding
16/20
Instruction
14/20
Structured
14/15
Math
9/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate 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