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Release 2.2.0

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@paynie paynie released this 06 May 11:57
· 15 commits to branch-2.2.0 since this release
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Angel 2.2.0 Release

In this Release, we have enhanced the graph algorithms: (1) we made a refactoring of the existing K-Core algorithm, the performance and stability have been significantly improved; (2) we add louvain algorithm, which is also based on Spark On Angel. The test results show that the K-Core and Louvain based on Spark On Angel are 1~2 orders of magnitude faster than the original version of Spark. In this release we official release the Vero, the new GBDT implement based on the Spark On Angel, which has obvious advantages in supporting high dimensional models and multi-classification problems. We also add kerberos support in this release.

  • New features

    • [ISSUE-677]Add Fast Unfolding in Spark On Angel
    • [ISSUE-696] support predict for FTRL in Spark On Angel
    • [ISSUE-714] support predict for Ftrl-FM in Spark on Angel
    • [ISSUE-709] multi-tree for multi-class classification for Spark On Angel GBDT
    • [ISSUE-712] Support regression task using Spark On Angel GBDT
    • [ISSUE-695] Add a new data split format: BalanceInputFormatV2
    • [ISSUE-704] Add kerberos support
  • BugFix

    • [ISSUE-747] Local load model failed if move the model: close the crc check
    • [ISSUE-746] PS exit sometime for spark on angel
    • [ISSUE-721] the index get rpc maybe blocked if some parameters invalid
    • [ISSUE-720] rename result to final output path failed if parent path does not exist
    • [ISSUE-691] BalanceInputFormat getSplits return some empty splits sometimes
    • [ISSUE-755] Save algorithm configuration json file for the algorithms based on computing graph
    • [ISSUE-760] Add worker resource request timeout for Angel