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GTC ON-DEMAND

AI and DL Research
Presentation
Media
Matchbox: Automatic Batching for Dynamic Deep Learning
Abstract:
Matchbox is an open source PyTorch-based tool that lets users implement their deep learning models as imperative code that applies to individual data samples, then efficiently train and validate them on batched data using GPUs. By automatically keeping track of batch-level masking and padding and rewriting data-dependent control flow, Matchbox simplifies model code, eliminates a class of implementation bugs, and allows programmers to work directly at a more natural level of abstraction.
 
Topics:
AI and DL Research, Deep Learning and AI Frameworks
Type:
Talk
Event:
GTC Silicon Valley
Year:
2018
Session ID:
S8977
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