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RubiRLM 1B Base

General model by devhunterai · 0.99B parameters

Chip
Unified Memory
Bandwidth 307 GB/s
Available for Models ~21 GB

Everything this chip runs, machine by machine: MacBook Pro 14" M5 Pro, MacBook Pro 16" M5 Pro, Mac mini M5 Pro

Runs Excellently

RubiRLM 1B Base fits comfortably in your 24 GB Mac using Q8_0 quantization, using 7% of your RAM.

~162tok/s
Q8_01.6 GBEstimated
Run it now. Download free No account, no caps, no terminal.

Specifications

Parameters988M
Architecturerubirlm
Context Length4K
CategoryGeneral
Formatgguf
Minimum RAM1 GB
HuggingFace Downloads1,627
View on HuggingFace →

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 1.6 GB~162 tok/s✓
Q6_K 1.4 GB~213 tok/s✓
Q5_K_M 1.2 GB~251 tok/s✓
Q4_K_M 1.1 GB~294 tok/s✓
Q3_K_M 1.0 GB~355 tok/s✓
Q2_K 0.9 GB~461 tok/s✓

Which Mac Can Run RubiRLM 1B Base?

Affiliate disclosure: the shop icons in this table are Amazon affiliate links. As an Amazon Associate, ModelPiper earns from qualifying purchases. Every fit rating, quantization and tok/s figure below is computed from the hardware specs and is not influenced by that.

Minimum Mac

MacBook Air — M2 8GB

Q8_0 · ~53 tok/s · 20% RAM

MacQuanttok/sRAM %
Mac Studio · M5 Ultra 96GB Q8_0 ~650 2%
Mac Studio · M5 Ultra 256GB Q8_0 ~650 1%
Mac Studio · M5 Ultra 512GB Q8_0 ~650 0%
Mac Studio · M3 Ultra 96GB Q8_0 ~433 2%
Mac Studio · M3 Ultra 256GB Q8_0 ~433 1%
Mac Studio · M3 Ultra 512GB Q8_0 ~433 0%
Mac Studio · M1 Ultra 64GB Q8_0 ~423 3%
Mac Studio · M1 Ultra 128GB Q8_0 ~423 1%
Mac Studio · M2 Ultra 64GB Q8_0 ~423 3%
Mac Studio · M2 Ultra 128GB Q8_0 ~423 1%
Mac Studio · M2 Ultra 192GB Q8_0 ~423 1%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~325 4%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~325 3%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~325 3%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~325 1%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~325 4%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~325 3%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~325 3%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~325 1%
Mac Studio · M5 Max 36GB Q8_0 ~325 4%
Mac Studio · M5 Max 48GB Q8_0 ~325 3%
Mac Studio · M5 Max 64GB Q8_0 ~325 3%
Mac Studio · M5 Max 128GB Q8_0 ~325 1%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~289 4%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~289 3%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~289 3%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~289 1%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~289 4%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~289 3%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~289 3%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~289 1%
Mac Studio · M4 Max 36GB Q8_0 ~289 4%
Mac Studio · M4 Max 48GB Q8_0 ~289 3%
Mac Studio · M4 Max 64GB Q8_0 ~289 3%
Mac Studio · M4 Max 128GB Q8_0 ~289 1%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~212 5%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~212 3%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~212 5%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~212 3%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~212 2%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~212 4%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~212 3%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~212 3%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~212 2%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~212 1%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~212 5%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~212 3%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~212 5%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~212 3%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~212 2%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~212 4%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~212 3%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~212 3%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~212 2%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~212 1%
Mac Studio · M1 Max 32GB Q8_0 ~212 5%
Mac Studio · M1 Max 64GB Q8_0 ~212 3%
Mac Studio · M2 Max 32GB Q8_0 ~212 5%
Mac Studio · M2 Max 64GB Q8_0 ~212 3%
Mac Studio · M2 Max 96GB Q8_0 ~212 2%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~162 7%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~162 3%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~162 3%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~162 7%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~162 3%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~162 3%
Mac mini · M5 Pro 24GB Q8_0 ~162 7%
Mac mini · M5 Pro 48GB Q8_0 ~162 3%
Mac mini · M5 Pro 64GB Q8_0 ~162 3%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~144 7%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~144 3%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~144 7%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~144 3%
Mac mini · M4 Pro 24GB Q8_0 ~144 7%
Mac mini · M4 Pro 48GB Q8_0 ~144 3%
Mac mini · M4 Pro 64GB Q8_0 ~144 3%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~106 10%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~106 5%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~106 10%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~106 5%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~106 10%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~106 5%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~106 10%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~106 5%
Mac mini · M2 Pro 16GB Q8_0 ~106 10%
Mac mini · M2 Pro 32GB Q8_0 ~106 5%
Mac mini · M6 16GB Q8_0 ~90 10%
Mac mini · M6 24GB Q8_0 ~90 7%
Mac mini · M6 32GB Q8_0 ~90 5%
MacBook Air · M5 16GB Q8_0 ~81 10%
MacBook Air · M5 24GB Q8_0 ~81 7%
MacBook Air · M5 32GB Q8_0 ~81 5%
MacBook Pro 14" · M5 16GB Q8_0 ~81 10%
MacBook Pro 14" · M5 24GB Q8_0 ~81 7%
MacBook Pro 14" · M5 32GB Q8_0 ~81 5%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~79 9%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~79 4%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~79 9%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~79 4%
MacBook Air · M4 16GB Q8_0 ~63 10%
MacBook Air · M4 24GB Q8_0 ~63 7%
MacBook Air · M4 32GB Q8_0 ~63 5%
MacBook Pro 14" · M4 16GB Q8_0 ~63 10%
MacBook Pro 14" · M4 24GB Q8_0 ~63 7%
MacBook Pro 14" · M4 32GB Q8_0 ~63 5%
Mac mini · M4 16GB Q8_0 ~63 10%
Mac mini · M4 24GB Q8_0 ~63 7%
Mac mini · M4 32GB Q8_0 ~63 5%
iMac · M4 16GB Q8_0 ~63 10%
iMac · M4 24GB Q8_0 ~63 7%
iMac · M4 32GB Q8_0 ~63 5%
MacBook Air · M2 8GB Q8_0 ~53 20%
MacBook Air · M2 16GB Q8_0 ~53 10%
MacBook Air · M2 24GB Q8_0 ~53 7%
MacBook Air · M3 8GB Q8_0 ~53 20%
MacBook Air · M3 16GB Q8_0 ~53 10%
MacBook Air · M3 24GB Q8_0 ~53 7%
MacBook Pro 14" · M3 8GB Q8_0 ~53 20%
MacBook Pro 14" · M3 16GB Q8_0 ~53 10%
MacBook Pro 14" · M3 24GB Q8_0 ~53 7%
Mac mini · M2 8GB Q8_0 ~53 20%
Mac mini · M2 16GB Q8_0 ~53 10%
Mac mini · M2 24GB Q8_0 ~53 7%
iMac · M3 8GB Q8_0 ~53 20%
iMac · M3 16GB Q8_0 ~53 10%
iMac · M3 24GB Q8_0 ~53 7%
MacBook Air · M1 8GB Q8_0 ~36 20%
MacBook Air · M1 16GB Q8_0 ~36 10%
Mac mini · M1 8GB Q8_0 ~36 20%
Mac mini · M1 16GB Q8_0 ~36 10%
iMac · M1 8GB Q8_0 ~36 20%
iMac · M1 16GB Q8_0 ~36 10%

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