Research Article
Flink-ER: An Elastic Resource-Scheduling Strategy for Processing Fluctuating Mobile Stream Data on Flink
Algorithm 2
Elastic resource reallocation algorithm.
| Input: | | Flow network: G = | | Current flow of the network: f | | Accumulation of every partition in source: lags[] | | Output: | | Rescaled flow network: G′ | | Begin | | Build the improving network from the flow network. | | P ← BFS(Gf, Gf.s, Gf.T)/∗ Search for the optimization path∗/ | | while Max(lags[]) ≥ φ AND P ! = ∅ do | | |fp| ← min{} | | G ← enlargeFlow(G.E, P, |fp|) | | P ← BFS(Gf, Gf.s, Gf.T) | | end while | | if Max(lags[]) ≥ φ then | | Enlarge the parallelism of each operator that meets the criterion of equation (11) | | end if | | G′ = taskMigration(operator[]) | | return G′ | | End |
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