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add Llama 3.2 support #625

@tianyu-l

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@tianyu-l
### Tasks
- [ ] https://github.com/pytorch/torchtitan/pull/589
- [ ] https://github.com/pytorch/torchtitan/pull/626
- [ ] Numerically stable validation for ViT
- [ ] Numerically stable validation for decoder
- [ ] Enable dataloading for dataset OBELICS and update the tokenizer
- [ ] enabling loading the pretrained checkpoints for ViT and non-crossed layer in decoder
- [ ] Training receipe for MM model
- [ ] Perf and numerically stability for 1D (FSDP) for MM model

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