Boost Large-Scale Recommendation System Training Embedding Using EMBark

Recommendation systems are core to the Internet industry, and efficiently training them is a key issue for various companies. Most recommendation systems are…

Recommendation systems are core to the Internet industry, and efficiently training them is a key issue for various companies. Most recommendation systems are deep learning recommendation models (DLRMs), containing billions or even tens of billions of ID features. Figure 1 shows a typical structure. In recent years, GPU solutions such as NVIDIA Merlin HugeCTR and TorchRec have…

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