克服现实世界中数据与AI之间的挑战

1| ©2024 SNIA. All Rights Reserved. Overcome Real World Challenges between Data and AISteven Yuan CEO of StorageX.ai2 | ©2024 SNIA. All Rights Reserved. AI2.0: AGI is driving next big cycle 3 | ©2024 SNIA. All Rights Reserved. Data Volume20102020Scaling Issues : Compute + Network + Storage Bottleneck DataCPU&GPUThis Doesn’t Scale!Existing compute per data volumeIdeal Compute4 | ©2024 SNIA. All Rights Reserved. Moving Compute -> Return ResultsLower TrafficLower LatencyMoving Data Heavy TrafficLong LatencyThe ‘Dumbbell effect’ causing high compute costData Centric Computing is a key solutionNetworkCPU/GPUNetworkStorage𝑪𝒐𝒎𝒑𝒖𝒕𝒆 𝑬𝒇𝒇𝒊𝒄𝒊𝒆𝒏𝒄𝒚∝𝑪𝒐𝒎𝒑𝒖𝒕𝒆 𝑷𝒐𝒘𝒆𝒓∗𝑫𝒂𝒕𝒂 𝑨𝒄𝒄∗ Τ𝑰𝑶 𝑩𝑾 𝑫𝒂𝒕𝒂 𝑽𝒐𝒍𝒖𝒎𝒆∗𝑴𝒐𝒗𝒊𝒏𝒈 𝑫𝒊𝒔𝒕𝒂𝒏𝒄𝒆5 | ©2024 SNIA. All Rights Reserved. Learning Process of ChatGPT（1）Supervised learning（2）Reinforcement learning（3）Proximal Policy Optimization (PPO) DataDataDataData Movements + Compute6 | ©2024 SNIA. All Rights Reserved. AutomationDi