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All of these are used by various CUDA libraries to accelerate HPC and AI applications. The A100 comes equipped with specialized hardware units including third-generation Tensor Cores, more video decoder (NVDEC) units, JPEG decoder and optical flow accelerators. The SMs in A100 include a larger and faster combined L1 cache and shared memory unit (at 192 KB per SM) to provide 1.5x the aggregate capacity of the Volta V100 GPU. CUDA 11 provides new specialized L2 cache management and residency control APIs on the A100. The 40 MB L2 cache on A100 is almost 7x larger than that of Tesla V100 and provides over 2x the L2 cache-read bandwidth. The A100’s 40 GB (5-site) high-speed, HBM2 memory has a bandwidth of 1.6 TB/sec, which is over 1.7x faster than V100. CUDA and NVIDIA Ampere microarchitecture GPUsįabricated on the TSMC 7nm N7 manufacturing process, the NVIDIA Ampere GPU microarchitecture includes more streaming multiprocessors (SMs), larger and faster memory, and interconnect bandwidth with third-generation NVLink to deliver massive computational throughput. At the end of this post, there are links to GTC Digital sessions that offer deeper dives into the new CUDA features.
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Groups vs range flac3d full#
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New third-generation Tensor Cores to accelerate mixed-precision, matrix operations on different data types, including TF32 and Bfloat16.Multi-Instance GPU (MIG) partitioning capability that is particularly beneficial to cloud service providers (CSPs) for improved GPU utilization.Support for the NVIDIA Ampere GPU architecture, including the new NVIDIA A100 GPU for accelerated scale-up and scale-out of AI and HPC data centers multi-GPU systems with the NVSwitch fabric such as the DGX A100 and HGX A100.
Groups vs range flac3d software#
This post offers an overview of the major software features in this release: The A100 GPU has revolutionary hardware capabilities and we’re excited to announce CUDA 11 in conjunction with A100.ĬUDA 11 enables you to leverage the new hardware capabilities to accelerate HPC, genomics, 5G, rendering, deep learning, data analytics, data science, robotics, and many more diverse workloads.ĬUDA 11 is packed full of features-from platform system software to everything that you need to get started and develop GPU-accelerated applications. The new NVIDIA A100 GPU based on the NVIDIA Ampere GPU architecture delivers the greatest generational leap in accelerated computing.