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org.platanios.tensorflow.api.ops.training.distribute.ops

AllReduceCrossTowerOps

Related Docs: object AllReduceCrossTowerOps | package ops

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class AllReduceCrossTowerOps[P] extends CrossTowerOps

Cross-tower ops that perform an all-reduce operation.

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Instance Constructors

  1. new AllReduceCrossTowerOps(packer: Packer[P], algorithm: Algorithm)

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    packer

    Packer that can be used to repack/aggregate values before applying the all-reduce, in order to allow for more efficient cross-device transportation.

    algorithm

    All-reduce algorithm to use.

    Attributes
    protected

Value Members

  1. final def !=(arg0: Any): Boolean

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  2. final def ##(): Int

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  3. final def ==(arg0: Any): Boolean

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  4. val algorithm: Algorithm

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    All-reduce algorithm to use.

  5. final def asInstanceOf[T0]: T0

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  6. def batchAllReduce(reduction: Reduction, values: Seq[PerDeviceValue[OutputLike]]): Seq[MirroredValue[OutputLike]]

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    Performs a batched all-reduce operation.

    Performs a batched all-reduce operation.

    reduction

    Reduction method.

    values

    Per-device values to be reduced.

    returns

    Sequence of reduced mirrored values.

    Attributes
    protected
  7. def batchReduce[D](reduction: Reduction, valueDestinationPairs: Seq[(PerDeviceValue[OutputLike], Option[D])])(implicit arg0: Destination[D]): Seq[MirroredValue[OutputLike]]

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    Reduces a batch per-device values to the corresponding provided destinations.

    Reduces a batch per-device values to the corresponding provided destinations.

    For each tuple in valueDestinationPairs, this method reduces each first element to each second element which indicates the corresponding destination.

    reduction

    Reduction method.

    valueDestinationPairs

    Sequence of per-device values and destinations pairs. If a destination is None, then the destination is set to match the devices of the corresponding per-device value.

    returns

    Sequence of reduced mirrored values.

    Definition Classes
    AllReduceCrossTowerOpsCrossTowerOps
  8. def broadcast[O <: OutputLike, D](value: O, destination: D)(implicit arg0: Destination[D]): MirroredValue[O]

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    Broadcasts value to destination.

    Broadcasts value to destination.

    value

    Value to broadcast.

    destination

    Broadcast destination.

    returns

    Broadcasted mirrored value.

    Definition Classes
    CrossTowerOps
  9. def clone(): AnyRef

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  10. final def eq(arg0: AnyRef): Boolean

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  11. def equals(arg0: Any): Boolean

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  12. def finalize(): Unit

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  13. final def getClass(): Class[_]

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  14. def hashCode(): Int

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  15. final def isInstanceOf[T0]: Boolean

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  16. final def ne(arg0: AnyRef): Boolean

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  17. final def notify(): Unit

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  18. final def notifyAll(): Unit

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  19. val packer: Packer[P]

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    Packer that can be used to repack/aggregate values before applying the all-reduce, in order to allow for more efficient cross-device transportation.

  20. def reduce[D](reduction: Reduction, value: PerDeviceValue[OutputLike], destination: Option[D])(implicit arg0: Destination[D]): MirroredValue[OutputLike]

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    Reduces value to destination.

    Reduces value to destination.

    It runs the reduction operation defined by reduction and puts the result on destination.

    reduction

    Reduction method.

    value

    Per-device value to be reduced.

    destination

    Reduction destination.

    returns

    Reduced mirrored value.

    Definition Classes
    AllReduceCrossTowerOpsCrossTowerOps
  21. final def synchronized[T0](arg0: ⇒ T0): T0

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  22. def toString(): String

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  23. final def wait(): Unit

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  24. final def wait(arg0: Long, arg1: Int): Unit

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  25. final def wait(arg0: Long): Unit

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Inherited from CrossTowerOps

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