intel-analytics / analytics-zoo

Distributed Tensorflow, Keras and PyTorch on Apache Spark/Flink & Ray
https://analytics-zoo.readthedocs.io/
Apache License 2.0
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Chronos: Move `orca.automl.metrics` to `Chronos` #42

Open TheaperDeng opened 2 years ago

TheaperDeng commented 2 years ago
shanyu-sys commented 2 years ago

Since in ·orca.automl·, AutoXGBoost also uses metrics, it might not be convenient to directly move metrics from orca to chronos.Otherwise, orca need depend on chronos.

For chronos, in the cases of

  1. Single node acceleration with nano: we could directly use TorchMetrics in pytorch-lightning, which might also be more efficient regarding both performance and memory.
  2. Distributed training or distributed tuning, both of which will depend on orca and could choose to use metrics in orca.automl.

[TBD]However, we might move metrics to nano, since it is for single node only...