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[Torch] Add support for Huber Loss function #4247

@zahidwx

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@zahidwx

Huber Loss function

https://docs.pytorch.org/docs/stable/generated/torch.nn.HuberLoss.html#torch.nn.HuberLoss

This op is missing in torch dialect. It can be implemented via decomposition to other primitive torch ops.

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