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slim-rpcache-ornith-1.0-9b

LM-STUDIO GGUF

qwen35 · 9B · BF16

Good

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

deepseek-coder:6.7b

OLLAMA GGUF

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score
79 vs 57
Hardware Fit
78 vs 98
Quality Score
79 vs 39

Hardware

slim-rpcache-ornit… deepseek-coder:6.7b
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… deepseek-coder:6.7b
Tokens/sec52.324.1
First chunk11 msN/A
TTFT177 ms251 ms
Load timeN/A0.9 s
Memory usage25.6 GB12.6 GB
Memory %84%39%

HW Fit Score Breakdown

slim-rpcache-ornith-1.0…

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

deepseek-coder:6.7b

Speed
38/50
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

deepseek-coder:6.7b

Reasoning
4/20
Coding
14/20
Instruction
9/20
Structured
6/15
Math
1/15
Multilingual
5/10
Reasoning: Poor Coding: Adequate Instruction Following: Weak Structured Output: Weak Math: Poor Multilingual: Weak

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