slim-rpcache-ornith-1.0-9b

LM-STUDIO GGUF

qwen35 · 9B · BF16

Good

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

starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score

79 vs 35

Hardware Fit

78 vs 97

Quality Score

79 vs 8

Hardware

slim-rpcache-ornit… starcoder2:7b

MachineASUSMacBook Air

CPUAMD Ryzen 7 7800X3D 8-Core ProcessorApple M4

Cores1610

RAM31 GB32 GB

GPUNVIDIA GeForce RTX 4090, RaphaelApple M4

OScachyos rollingmacOS 26.3

Archx64arm64

Power Modeperformancebalanced

Performance

slim-rpcache-ornit… starcoder2:7b

Tokens/sec52.323.8

First chunk11 msN/A

TTFT177 ms251 ms

Load timeN/A0.4 s

Memory usage25.6 GB6.3 GB

Memory %84%20%

HW Fit Score Breakdown

slim-rpcache-ornith-1.0…

Speed

50/50

TTFT

20/20

Memory

8/30

starcoder2:7b

Speed

37/50

TTFT

30/20

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

starcoder2:7b

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

View slim-rpcache-ornit… details | View starcoder2:7b details

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