slim-rpcache-ornith-1.0-9b
LM-STUDIO GGUFqwen35 · 9B · BF16
Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor
starcoder2:3b
OLLAMA GGUFstarcoder2 · 3B · Q4_0
Mar 2, 2026 · Apple M4
Global Score
79 vs 39
Hardware Fit
78 vs 100
Quality Score
79 vs 13
Hardware
slim-rpcache-ornit… starcoder2:3b
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… starcoder2:3b
Tokens/sec52.349.4
First chunk11 msN/A
TTFT177 ms155 ms
Load timeN/A0.4 s
Memory usage25.6 GB3.0 GB
Memory %84%9%
HW Fit Score Breakdown
slim-rpcache-ornith-1.0…
Speed
50/50
TTFT
20/20
Memory
8/30
starcoder2:3b
Speed
40/50
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
starcoder2:3b
Reasoning
0/20
Coding
2/20
Instruction
5/20
Structured
2/15
Math
2/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Weak Structured Output: Poor Math: Poor Multilingual: Poor
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Or run without installing: npx metrillm@latest