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PipeTune: Pipeline Parallelism of Hyper and System Parameters Tuning for Deep Learning Clusters
Middleware '20: Proceedings of the 21st International Middleware ConferencePages 89–104https://doi.org/10.1145/3423211.3425692DNN learning jobs are common in today's clusters due to the advances in AI driven services such as machine translation and image recognition. The most critical phase of these jobs for model performance and learning cost is the tuning of hyperparameters. ...