## Gub

Gub gub gub gub gub gub gub gub gub gub. Gub gub gub, gub'gub gub gub gub gub gub gub gub: [Gub](https://huggingface.co/docs/accelerate/index), [Gub](https://www.deepspeed.ai/), gub [GUB](https://engineering.fb.com/2021/07/15/open-source/fsdp/). Gub'gub gub gub gub gub gub, gub gub gub gub gub gub gub gub gub gub gub.

## Gub

[Gub](https://huggingface.co/docs/accelerate/index) gub gub gub gub gub gub gub gub Gub. Gub gub gub gub gub gub gub gub gub `torch.distributed`. Gub, gub gub gub gub gub gub gub gub [gub](./multi-gpu-inference-with-accelerate) gub gub Gub gub gub.

Gub gub gub gub gub, gub gub Gub gub gub gub Gub gub gub gub GUB. Gub gub gub gub gub gub gub gub gub gub, Gub gub gub gub gub gub gub.

Gub gub gub gub gub gub gub gub gub gub gub GUB, gub gub gub Gub gub gub gub gub gub gub Gub gub gub `device_map="auto"` gub gub gub `from_pretrained` gub. Gub gub — gub gub gub gub `device_map="auto"` gub gub'gub gub gub `num_processes=1`, gub gub'gub gub gub gub gub.

Gub gub gub gub gub gub gub ("gub" gub gub gub gub gub gub gub) gub gub gub Gub gub GUB gub Gub

## Gub

[Gub](https://www.deepspeed.ai/) gub gub Gub Gub Gub (Gub). Gub'gub gub "Gub Gub" gub gub gub gub gub gub gub gub gub gub Gub gub gub gub gub gub gub'gub gub gub gub GUB. Gub gub gub gub gub, gub gub gub gub gub gub gub gub gub gub gub gub gub gub gub gub GUB.

Gub gub gub gub gub Gub:

- **Gub Gub 1** gub gub gub
- **Gub Gub 2** gub gub gub
- **Gub Gub 3** gub gub gub

Gub gub'gub gub gub gub gub gub, Gub gub gub gub gub gub gub gub, gub, gub gub gub gub gub GUB gub gub Gub gub. Gub gub gub "**Gub-Gub**," gub — gub gub gub gub gub gub gub — gub gub gub gub gub gub.

## Gub

[GUB](https://engineering.fb.com/2021/07/15/open-source/fsdp/) gub gub "Gub Gub Gub Gub." Gub gub gub gub gub Gub GUB Gub gub gub gub gub Gub gub, gub gub gub gub [gub gub gub Gub](https://pytorch.org/blog/introducing-pytorch-fully-sharded-data-parallel-api/) gub Gub gub 1.11.

Gub gub gub gub gub gub gub Gub Gub — gub gub gub gub gub, gub, gub gub gub. Gub gub gub GUB gub. Gub gub gub gub gub gub gub gub gub gub gub-gub gub gub Gub.

## Gub

- Gub gub gub gub gub `torch.distributed` gub gub gub gub gub gub gub gub gub gub gub Gub gub gub. Gub gub gub gub gub gub gub gub gub, gub gub gub gub gub Gub gub GUB gub gub gub gub gub.
- Gub gub GUB gub gub gub gub gub gub gub gub: gub gub gub, gub, gub gub gub gub gub Gub. Gub gub gub GUB gub gub gub gub gub gub gub gub Gub.