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TransHLA_I

General model by skywalkerlu · 0.7B parameters

By , Founder & Lead Engineer
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

Runs Excellently

TransHLA_I fits comfortably in your 24 GB Mac using Q8_0 quantization, using 5% of your RAM.

~230 tok/s

Q8_0 · 1.3 GB · Estimated

Run it now. Download free No account, no caps, no terminal.

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 1.3 GB~230 tok/s✓
Q6_K 1.1 GB~302 tok/s✓
Q5_K_M 1.0 GB~355 tok/s✓
Q4_K_M 1.0 GB~416 tok/s✓
Q3_K_M 0.9 GB~503 tok/s✓
Q2_K 0.8 GB~652 tok/s✓

Specifications

Parameters700M
ArchitectureTransHLA
Context Length4K
CategoryGeneral
Formatgguf
Minimum RAM1 GB
HuggingFace Downloads199,461
View on HuggingFace →

Which Mac Can Run TransHLA_I?

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 · ~75 tok/s · 16% RAM

MacQuanttok/sRAM %
Mac Studio · M3 Ultra 96GB Q8_0 ~613 1%
Mac Studio · M3 Ultra 256GB Q8_0 ~613 1%
Mac Studio · M3 Ultra 512GB Q8_0 ~613 0%
Mac Studio · M1 Ultra 64GB Q8_0 ~599 2%
Mac Studio · M1 Ultra 128GB Q8_0 ~599 1%
Mac Studio · M2 Ultra 64GB Q8_0 ~599 2%
Mac Studio · M2 Ultra 128GB Q8_0 ~599 1%
Mac Studio · M2 Ultra 192GB Q8_0 ~599 1%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~459 4%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~459 3%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~459 2%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~459 1%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~459 4%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~459 3%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~459 2%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~459 1%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~409 4%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~409 3%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~409 2%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~409 1%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~409 4%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~409 3%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~409 2%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~409 1%
Mac Studio · M4 Max 36GB Q8_0 ~409 4%
Mac Studio · M4 Max 48GB Q8_0 ~409 3%
Mac Studio · M4 Max 64GB Q8_0 ~409 2%
Mac Studio · M4 Max 128GB Q8_0 ~409 1%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~299 4%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~299 2%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~299 4%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~299 2%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~299 1%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~299 4%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~299 3%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~299 2%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~299 1%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~299 1%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~299 4%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~299 2%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~299 4%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~299 2%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~299 1%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~299 4%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~299 3%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~299 2%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~299 1%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~299 1%
Mac Studio · M1 Max 32GB Q8_0 ~299 4%
Mac Studio · M1 Max 64GB Q8_0 ~299 2%
Mac Studio · M2 Max 32GB Q8_0 ~299 4%
Mac Studio · M2 Max 64GB Q8_0 ~299 2%
Mac Studio · M2 Max 96GB Q8_0 ~299 1%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~230 5%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~230 3%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~230 2%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~230 5%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~230 3%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~230 2%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~204 5%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~204 3%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~204 5%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~204 3%
Mac mini · M4 Pro 24GB Q8_0 ~204 5%
Mac mini · M4 Pro 48GB Q8_0 ~204 3%
Mac mini · M4 Pro 64GB Q8_0 ~204 2%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~150 8%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~150 4%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~150 8%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~150 4%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~150 8%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~150 4%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~150 8%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~150 4%
Mac mini · M2 Pro 16GB Q8_0 ~150 8%
Mac mini · M2 Pro 32GB Q8_0 ~150 4%
MacBook Air · M5 16GB Q8_0 ~114 8%
MacBook Air · M5 24GB Q8_0 ~114 5%
MacBook Air · M5 32GB Q8_0 ~114 4%
MacBook Pro 14" · M5 16GB Q8_0 ~114 8%
MacBook Pro 14" · M5 24GB Q8_0 ~114 5%
MacBook Pro 14" · M5 32GB Q8_0 ~114 4%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~112 7%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~112 4%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~112 7%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~112 4%
MacBook Air · M4 16GB Q8_0 ~90 8%
MacBook Air · M4 24GB Q8_0 ~90 5%
MacBook Air · M4 32GB Q8_0 ~90 4%
MacBook Pro 14" · M4 16GB Q8_0 ~90 8%
MacBook Pro 14" · M4 24GB Q8_0 ~90 5%
MacBook Pro 14" · M4 32GB Q8_0 ~90 4%
Mac mini · M4 16GB Q8_0 ~90 8%
Mac mini · M4 24GB Q8_0 ~90 5%
Mac mini · M4 32GB Q8_0 ~90 4%
iMac · M4 16GB Q8_0 ~90 8%
iMac · M4 24GB Q8_0 ~90 5%
iMac · M4 32GB Q8_0 ~90 4%
MacBook Air · M2 8GB Q8_0 ~75 16%
MacBook Air · M2 16GB Q8_0 ~75 8%
MacBook Air · M2 24GB Q8_0 ~75 5%
MacBook Air · M3 8GB Q8_0 ~75 16%
MacBook Air · M3 16GB Q8_0 ~75 8%
MacBook Air · M3 24GB Q8_0 ~75 5%
MacBook Pro 14" · M3 8GB Q8_0 ~75 16%
MacBook Pro 14" · M3 16GB Q8_0 ~75 8%
MacBook Pro 14" · M3 24GB Q8_0 ~75 5%
Mac mini · M2 8GB Q8_0 ~75 16%
Mac mini · M2 16GB Q8_0 ~75 8%
Mac mini · M2 24GB Q8_0 ~75 5%
iMac · M3 8GB Q8_0 ~75 16%
iMac · M3 16GB Q8_0 ~75 8%
iMac · M3 24GB Q8_0 ~75 5%
MacBook Air · M1 8GB Q8_0 ~51 16%
MacBook Air · M1 16GB Q8_0 ~51 8%
Mac mini · M1 8GB Q8_0 ~51 16%
Mac mini · M1 16GB Q8_0 ~51 8%
iMac · M1 8GB Q8_0 ~51 16%
iMac · M1 16GB Q8_0 ~51 8%

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