(Blue Bars) As data volumes rise, CapEx required to build more hyperscale data centers, faster network infrastructure, & more compute capacity CapEx: +21% / Year Data: +28% / Year CapEx Spend – Big companies – with aggressive cash burn – tested this premise hard, built large-scale data-driven network effects based on product excellence / constant improvement, developed technology-driven competitive *Has a partnership with Oracle, SoftBank and MGX to build out the proposed Stargate data-center network. Source: Wall Street Journal, ‘Here’s How Big the AI Revolution Really Is, in Four Charts’ (4/25)

Configurable Overlay Processor ˃ DNN Specific Instruction Set Convolution, Max Pool etc. ˃ Any Network, Any Image Size ˃ High Frequency & High Compute Efficiency ˃ Supported on U200 – 3 Instances Pooling Image Queue Instruction Buffer Cross Bar Pooling/ EWA© Copyright 2018 Xilinx Xilinx Edge DPU IP (DPUv2) Source: Published results from Huawei 18% 13% 14% 40% 24% 23% 85% 51% 52% Quantization Tool – vai_q ˃ 4 commands in vai_q quantize ‒ Quantize network test ‒ Test network accuracy finetune ‒ Finetune quantized network deploy ‒ Generate model for DPU ˃ Data Calibration data

ClusterManagers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 347 26.11 Specifying Network Topology (Experimental) . . . . . . . . . . . . . . . . . . . . . . 353 26.12 Noteworthy external jl . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 392 30.3 Network transport . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 394 30.4 External interpolation for I/O . . . . . . . . . . . . . . . . . . . . . . . . . . . . 466 35.22 Optimize network I/O during parallel execution . . . . . . . . . . . . . . . . . . . . 467 35.23 Fix deprecation

ClusterManagers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 347 26.11 Specifying Network Topology (Experimental) . . . . . . . . . . . . . . . . . . . . . . 353 26.12 Noteworthy external jl . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 392 30.3 Network transport . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 394 30.4 External interpolation for I/O . . . . . . . . . . . . . . . . . . . . . . . . . . . . 466 35.22 Optimize network I/O during parallel execution . . . . . . . . . . . . . . . . . . . . 467 35.23 Fix deprecation

ClusterManagers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 347 26.11 Specifying Network Topology (Experimental) . . . . . . . . . . . . . . . . . . . . . . 353 26.12 Noteworthy external jl . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 392 30.3 Network transport . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 394 30.4 External interpolation for I/O . . . . . . . . . . . . . . . . . . . . . . . . . . . . 466 35.22 Optimize network I/O during parallel execution . . . . . . . . . . . . . . . . . . . . 467 35.23 Fix deprecation

ClusterManagers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 350 26.11 Specifying Network Topology (Experimental) . . . . . . . . . . . . . . . . . . . . . . 356 26.12 Noteworthy external jl . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 395 30.3 Network transport . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 398 30.4 External . . . . . . . . . . . . . . . . . . . . 1185 52 Constants 1186 53 Filesystem 1191 54 I/O and Network 1218 54.1 General I/O . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

ClusterManagers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 351 26.11 Specifying Network Topology (Experimental) . . . . . . . . . . . . . . . . . . . . . . 357 26.12 Noteworthy external jl . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 396 30.3 Network transport . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 399 30.4 External . . . . . . . . . . . . . . . . . . . . 1183 52 Constants 1184 53 Filesystem 1189 54 I/O and Network 1216 54.1 General I/O . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

ClusterManagers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 350 26.11 Specifying Network Topology (Experimental) . . . . . . . . . . . . . . . . . . . . . . 356 26.12 Noteworthy external jl . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 395 30.3 Network transport . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 398 30.4 External . . . . . . . . . . . . . . . . . . . . 1182 52 Constants 1183 53 Filesystem 1188 54 I/O and Network 1215 54.1 General I/O . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

ClusterManagers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 350 26.11 Specifying Network Topology (Experimental) . . . . . . . . . . . . . . . . . . . . . . 356 26.12 Noteworthy external jl . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 395 30.3 Network transport . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 398 30.4 External . . . . . . . . . . . . . . . . . . . . 1182 52 Constants 1183 53 Filesystem 1188 54 I/O and Network 1215 54.1 General I/O . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

ClusterManagers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 350 26.11 Specifying Network Topology (Experimental) . . . . . . . . . . . . . . . . . . . . . . 356 26.12 Noteworthy external jl . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 395 30.3 Network transport . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 398 30.4 External . . . . . . . . . . . . . . . . . . . . 1174 51 Constants 1175 52 Filesystem 1180 53 I/O and Network 1207 53.1 General I/O . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .