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NNI v2.2 Release

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@SparkSnail SparkSnail released this 26 Apr 03:15
· 959 commits to master since this release
25dea8f

Major updates

Neural Architecture Search

  • Improve NAS 2.0 (Retiarii) Framework (Alpha Release)

    • Support local debug mode (#3476)
    • Support nesting ValueChoice in LayerChoice (#3508)
    • Support dict/list type in ValueChoice (#3508)
    • Improve the format of export architectures (#3464)
    • Refactor of NAS examples (#3513)
    • Refer to here <https://github.com/microsoft/nni/issues/3301>__ for Retiarii Roadmap

Model Compression

  • Support speedup for mixed precision quantization model (Experimental) (#3488 #3512)
  • Support model export for quantization algorithm (#3458 #3473)
  • Support model export in model compression for TensorFlow (#3487)
  • Improve documentation (#3482)

nnictl & nni.experiment

Training Service

  • Support umount for shared storage in remote training service (#3456)
  • Support Windows as the remote training service in reuse mode (#3500)
  • Remove duplicated env folder in remote training service (#3472)
  • Add log information for GPU metric collector (#3506)
  • Enable optional Pod Spec for FrameworkController platform (#3379, thanks the external contributor Markus Bauer (@mbu93))

WebUI

  • Support launching TensorBoard on WebUI (#3454 #3361 #3531)
  • Upgrade echarts-for-react to v5 (#3457)
  • Add wrap for dispatcher/nnimanager log monaco editor (#3461)

Bug Fixes

  • Fix bug of FLOPs counter (#3497)
  • Fix bug of hyper-parameter Add/Remove axes and table Add/Remove columns button conflict (#3491)
  • Fix bug that monaco editor search text is not displayed completely (#3492)
  • Fix bug of Cream NAS (#3498, thanks the external contributor @AliCloud-PAI)
  • Fix typos in docs (#3448, thanks the external contributor Olivershang)
  • Fix typo in NAS 1.0 (#3538, thanks the external contributor Ankit Aggarwal (@ankitaggarwal23))