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Recommendations for Baselines and Benchmarking Approximate Gaussian Processes
To address this, we make recommendations for comparing GP approximations based on a specification of what a user should expect from a method.
Tenplex: Dynamic Parallelism for Deep Learning using Parallelizable Tensor Collections
After a GPU change, Scalai uses the PTC to transform the job state: the PTC repartitions the dataset state under data parallelism and exposes it to DL workers through a virtual file system; and the PTC obtains the model state as partitioned checkpoints and transforms them to reflect the new parallelization configuration.
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