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decentralizepy

Node

  • The Manager. Optimizations at process level.

Dataset

  • Static

Training

  • Heterogeneity. How much do I want to work?

Graph

  • Static. Who are my neighbours? Topologies.

Mapping

  • Naming. The globally unique ids of the processes <-> machine_id, local_rank

Sharing

  • Leverage Redundancy. Privacy. Optimizations in model and data sharing.

Communication

  • IPC/Network level. Compression. Privacy. Reliability