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Add communication volume calculation script #18

@Quentin-Anthony

Description

@Quentin-Anthony

Would be good to model the communication volume in bytes of a given parallelism setup. Situations to model:

  • Different parallelism schemes
    • ZeRO-1/2/3, ZeRO++
    • 3D parallelism
  • Activation checkpointing
  • Different dtypes

Bonus points:

  • % volume breakdown separated by collective

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