Documentation ¶
Overview ¶
Package contains interfaces used specifically for splittable DoFns.
Warning: Splittable DoFns are still experimental, largely untested, and likely to have bugs.
Index ¶
Constants ¶
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Variables ¶
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Functions ¶
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Types ¶
type RTracker ¶
type RTracker interface { // TryClaim attempts to claim the block of work located in the given position of the // restriction. This method must be called in ProcessElement to claim work before it can be // processed. Processing work without claiming it first can lead to incorrect output. // // The position type is up to individual implementations, and will usually be related to the // kind of restriction used. For example, a simple restriction representing a numeric range // might use an int64. A more complex restriction, such as one representing a multidimensional // space, might use a more complex type. // // If the claim is successful, the DoFn must process the entire block. If the claim is // unsuccessful ProcessElement method of the DoFn must return without performing // any additional work or emitting any outputs. // // If the claim fails due to an error, that error is stored and will be automatically emitted // when the RTracker is validated, or can be manually retrieved with GetError. // // This pseudocode example illustrates the typical usage of TryClaim: // // pos = position of first block within the restriction // for TryClaim(pos) == true { // // Do all work in the claimed block and emit outputs. // pos = position of next block within the restriction // } // return TryClaim(pos interface{}) (ok bool) // GetError returns the error that made this RTracker stop executing, and returns nil if no // error occurred. This is the error that is emitted if automated validation fails. GetError() error // TrySplit splits the current restriction into a primary (currently executing work) and // residual (work to be split off) based on a fraction of work remaining. The split is performed // at the first valid split point located after the given fraction of remaining work. // // For example, a fraction of 0.5 means to split at the halfway point of remaining work only. If // 50% of work is done and 50% remaining, then a fraction of 0.5 would split after 75% of work. // // This method modifies the underlying restriction in the RTracker to reflect the primary. It // then returns a copy of the newly modified restriction as a primary, and returns a new // restriction for the residual. If the split would produce an empty residual (i.e. the only // split point is the end of the restriction), then the returned residual is nil. // // If an error is returned, some catastrophic failure occurred and the entire bundle will fail. TrySplit(fraction float64) (primary, residual interface{}, err error) // GetProgress returns two abstract scalars representing the amount of done and remaining work. // These values have no specific units, but are used to estimate work in relation to each other // and should be self-consistent. GetProgress() (done float64, remaining float64) // IsDone returns a boolean indicating whether all blocks inside the restriction have been // claimed. This method is called by the SDK Harness to validate that a splittable DoFn has // correctly processed all work in a restriction before finishing. If this method returns false // then GetError is expected to return a non-nil error. IsDone() bool }
RTracker is an interface used to interact with restrictions while processing elements in splittable DoFns (specifically, in the ProcessElement method). Each RTracker tracks the progress of a single restriction.
All RTracker methods should be thread-safe for dynamic splits to function correctly.
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