PyText
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Getting Started

  • Installation
  • Train your first model
  • Execute your first model
  • Visualize Model Training with TensorBoard
  • Use PyText models in your app
  • Serve Models in Production
  • Config Files Explained
  • Config Commands

Training More Advanced Models

  • Train Intent-Slot model on ATIS Dataset
  • Hierarchical intent and slot filling
  • Multitask training with disjoint datasets
  • Data Parallel Distributed Training
  • XLM-RoBERTa

Extending PyText

  • Architecture Overview
  • Custom Data Format
  • Custom Tensorizer
  • Using External Dense Features
  • Creating A New Model
  • Hacking PyText

References

  • pytext
    • config
    • data
    • exporters
    • loss
      • loss
    • metric_reporters
    • models
    • optimizer
    • task
    • trainers
  • pytext package
PyText
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  • loss
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lossΒΆ

  • loss
    • AUCPRHingeLoss.Config
    • BinaryCrossEntropyLoss.Config
    • CosineEmbeddingLoss.Config
    • CrossEntropyLoss.Config
    • KLDivergenceBCELoss.Config
    • KLDivergenceCELoss.Config
    • LabelSmoothedCrossEntropyLoss.Config
    • Loss.Config
    • MAELoss.Config
    • MSELoss.Config
    • MultiLabelSoftMarginLoss.Config
    • NLLLoss.Config
    • PairwiseRankingLoss.Config
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