How SNOW Adopted Automatic Sharding
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Korean version: https://youtu.be/Ab2GMyqwXxo [Presentation Summary] This presentation introduces how SNOW adopted Automatic Sharding to reliably operate thousands of AI content items on limited GPU resources through an automated approach. [Target Audience] Engineers who operate multiple AI models in GPU environments and are considering operational automation [Table of Contents] 1. SNOW AI Content Serving Architecture and the Concept of Sharding 2. Limitations of Manual Sharding 3. Problem Definition of Automatic Sharding 4. Design of the Automatic Sharding Algorithm 5. Automatically Applying Automatic Sharding Results to the Production Infrastructure 6. Stable Deployment Strategy 7. Adoption Results