~/talk

TorchText

Talkat PyTorch Developer Day 2020 · on Thursday, 2020-11-12· [machine-learning]
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TorchText provides reusable NLP building blocks, new datasets (beta/nightly), and C++-backed transforms that convert raw text to tensors while supporting DataLoader and samplers for production. Integrations include torchscript and quantization plus support for distributed data parallel and mobile workflows. A new multihead attention container exposes incremental decoding, broadcasting, and pluggable projection/score hooks so Transformer experiments drop in and scale; tutorials and dataset loaders are available and the C++ JIT-friendly extensions target lower-latency production use.

AI-written summary · about

  1. 0:00Introduction
  2. 0:47Why TorchText
  3. 2:51New Data Sets
  4. 3:39Data Pipeline
  5. 5:17NLP Module
  6. 6:32Custom Components
  7. 7:05Text Tutorials
  8. 7:38Outro
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