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Practice Your Giant Mannequin on A number of GPUs with Totally Sharded Knowledge Parallelism

import dataclassesimport functoolsimport os import datasetsimport tokenizersimport torchimport torch.distributed as distimport torch.nn as nnimport torch.nn.useful as Fimport torch.optim.lr_scheduler as lr_schedulerimport tqdmfrom torch import Tensorfrom torch.distributed.algorithms._checkpoint.checkpoint_wrapper import (    apply_activation_checkpointing,    checkpoint_wrapper,)from torch.distributed.checkpoint import load, savefrom...

Deploy Mistral AI’s Voxtral on Amazon SageMaker AI

Configure your mannequin in code/serving.properties: To deploy Voxtral-Mini, use the next code: possibility.model_id=mistralai/Voxtral-Mini-3B-2507 possibility.tensor_parallel_degree=1 To deploy Voxtral-Small, use the next code: possibility.model_id=mistralai/Voxtral-Small-24B-2507 possibility.tensor_parallel_degree=4 Open and run Voxtral-vLLM-BYOC-SageMaker.ipynb to deploy your...

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