NVIDIA's latest advancements in parallelism techniques enhance Llama 3.1 405B throughput by 1.5x, using NVIDIA H200 Tensor Core GPUs and NVLink Switch, improving AI inference performance. The rapid ...
Mainstream training systems, such as Megatron-LM, DeepSpeed, and Alpa, typically incorporate built-in parallel strategies like data-parallelism, tensor-parallelism, and pipeline-parallelism, which can ...
You may have also heard of tensor processing units (TPUs), which are a Google creation and only available via their cloud services. But what are TPUs, and why might you need them? In short ...
Abstract: Sparse tensor contraction (SpTC) is an important operator in tensor networks ... index accesses and uses a bitmap to store the distribution of non-zero elements in a block to reduce the ...