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DLRMs is a networking product designed for enterprise and data center networking.


A diagram of a typical DLRM model which consists of bottom dense network, embedding, interaction layer, and top dense network. Dense features and categorical features are fed into DLRM and generate click prediction result.
1, DLRM


This product category is a NVIDIA storage product designed for storage networks.

GPU is a networking product designed for enterprise and data center networking.

Product Information

GPU is a networking product designed for enterprise and data center networking.

This product is a networking product designed for enterprise and data center networking.


The figure shows the proportion of training time for different parts of DLRM under 8 GPUs, 64 GPUs and 128 GPUs. As the cluster size grows, the communication time grows from 25% (on 8 GPUs) to 51% (on 128 GPUs), which becomes the bottleneck for the training performance.
DLRM is a networking product designed for enterprise and data center networking.


This product category is a NVIDIA networking product designed for enterprise and data center networking.

EMBark 

EMBark is a NVIDIA networking product designed for enterprise and data center networking.

EMBark is a networking product designed for enterprise and data center networking.


A diagram of the EMBark architecture. In EMBark, each table can be sharded across arbitrary numbers of GPUs using the 3D sharding scheme. The sharding planner can automatically generate the best sharding strategy on given hardware specs and embedding table configurations during the compile stage. During the training stage, highly optimized data distributor, pipeline scheduler and embedding operators facilitate effective training.

3, EMBark


Product Information 

ID is a storage product designed for storage networks.

DP is a networking product designed for enterprise and data center networking.

  • DP: DP is a networking product designed for enterprise and data center networking.

  • RB This product is a networking product designed for enterprise and data center networking.

  • UB: This product is a networking product designed for enterprise and data center networking.

3D 

3D is a networking product designed for enterprise and data center networking.

Product Information 

EMBark is a networking product designed for enterprise and data center networking.

Product Information 

3D is a NVIDIA networking product designed for enterprise and data center networking. Key specifications include 640 GB, 24TB/s.

GPU is a networking product designed for enterprise and data center networking. It supports InfiniBand connectivity. Key specifications include 900 GB/s.