[RMP] Dynamic Batching support at serving time #906
Description
Problem:
Customers with high volumes of traffic want to trade off latency for throughput by grouping requests as dynamic batches.
Goal:
Leverage Triton's dynamic batching capabilities to enable support for dynamic batches in Merlin.
New Functionality
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Models
- ...
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Transformers4Rec
- ...
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NVTabular
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Dataloader
Systems
- Dynamic batching with Triton
- Serving-time padding operator (to use with dynamic batching)
Examples
- Example of dynamic batching
- Blog post on dynamic batching and tradeoff between latency and throughput.
Constraints:
Within Triton