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Synchronous Training about graph-learn HOT 6 CLOSED

alibaba avatar alibaba commented on May 5, 2024
Synchronous Training

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Comments (6)

archwalker avatar archwalker commented on May 5, 2024 1

Initialize optimizer with use_locking=True flag in DistTFTrainer will perform synchronous training in distributed settings. Modify code here

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baoleai avatar baoleai commented on May 5, 2024

We use GraphSAGE as an example to show how to train in parallel on multiple machines. Currently we just provides asynchronous training example, you can simply replace it with synchronous training by using synchronous optimizer in TensorFlow.

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power1628 avatar power1628 commented on May 5, 2024

Initialize optimizer with use_locking=True flag in DistTFTrainer will perform synchronous training in distributed settings. Modify code here

Are you sure?
The use_locking only guarantees multi-thread safety, not distributed synchronous training.
BTW, I don't think this issue should be closed.

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archwalker avatar archwalker commented on May 5, 2024

Initialize optimizer with use_locking=True flag in DistTFTrainer will perform synchronous training in distributed settings. Modify code here

Are you sure?
The use_locking only guarantees multi-thread safety, not distributed synchronous training.
BTW, I don't think this issue should be closed.

I misunderstood you. Basically, to use distributed synchronous training, one needs to:

  1. Wrap optimizer with tf.train.SyncReplicasOptimizer here
  2. Add a synchronous hook in MonitoredTrainSession here

A synchronous example will be posted soon.

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power1628 avatar power1628 commented on May 5, 2024

This issue should be re-opened since it's not fixed.

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baoleai avatar baoleai commented on May 5, 2024

The question is how to synchronize training using TensorFlow, the above discussion has given advice.

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