HS
HardwareStack

Can I run Llama 3.2 3B locally?

Yes. At Q4 with 8K context, Llama 3.2 3B needs about 3.7 GB, so it runs entirely on any GPU with 4 GB of VRAM or more, starting with the NVIDIA GeForce RTX 2060.

Memory needed by compression and context length

Compression4K context8K context32K context128K context
Q4
The most common download. Small quality loss.
3.2 GB3.7 GB6.3 GB17 GB
Q5
Very close to full quality.
3.6 GB4.0 GB6.6 GB17 GB
Q8
Practically indistinguishable from FP16 at about half the size.
4.6 GB5.1 GB7.7 GB18 GB
FP16
Uncompressed. Reference quality, largest size.
7.4 GB7.9 GB10 GB21 GB

Total memory: model weights, context (KV cache) and about 1 GB of runtime overhead. To run entirely on the GPU, VRAM must be about 5% larger than this.

GPUs that run Llama 3.2 3B entirely on the GPU

  • NVIDIA GeForce RTX 2060

    6 GB · ~102 tok/s at Q4

    Amazon
  • NVIDIA GeForce RTX 5060 Ti 8GB

    8 GB · ~130 tok/s at Q4

    Amazon
  • NVIDIA GeForce RTX 5060

    8 GB · ~130 tok/s at Q4

    Amazon
  • AMD Radeon RX 9060 XT 8GB

    8 GB · ~98 tok/s at Q4

    Amazon
  • NVIDIA GeForce RTX 4060

    8 GB · ~85 tok/s at Q4

    Amazon
  • AMD Radeon RX 6650 XT

    8 GB · ~87 tok/s at Q4

    Amazon
  • AMD Radeon RX 5700 XT 50th Anniversary

    8 GB · ~130 tok/s at Q4

    Amazon
  • NVIDIA GeForce RTX 2060 SUPER

    8 GB · ~130 tok/s at Q4

    Amazon
  • AMD Radeon RX 7600

    8 GB · ~90 tok/s at Q4

    Amazon
  • AMD Radeon RX 6600 XT

    8 GB · ~81 tok/s at Q4

    Amazon

Model facts

Parameters
3.2B
Max context
128K tokens
License
Llama 3.2 Community License
Released
Sep 2024
View on Hugging Face

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