Pysyft: Federated learning with plenty of clients?

Created on 8 Jul 2020  路  3Comments  路  Source: OpenMined/PySyft

Is PySyft suitable for large-scaled federated learning scenario where hundreds or thounds of clients are participated?

In the tutorial document, I only see clients such as Alice and Bob, which seems to be far away form the actual cross-device learning tasks.

Many thanks.

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@MetaT1an Yes, PySyft can be used for large-scaled federated learning scenario. There is a tutorial that is helpful for your question. However, for some unclear reason, the pysyft 0.2.6 do not support the above tutorial.

In addition, I can not find the similar tutorial for keras or tensorflow.

@NeuZhangQiang Thanks for your kind reply. Suppose I need 100 clients for a certain experiment, is it a good idea to create these clients with consecutive numbers(1~100) being their id property , and to put them into a list for future training?

Yes, you can. You only need to make sure the id is unique.

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