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PyTorch-based End-to-End Predict-then-Optimize Tool 1.3.8 documentation
PyTorch-based End-to-End Predict-then-Optimize Tool 1.3.8 documentation

Contents:

  • Introduction
  • Installation
  • Tutorial
    • Model
    • Data
    • Two-Stage Method
    • Autograd Functions
    • Solution Pool
    • Training
    • Evaluation
  • Reference
  • API Reference
    • pyepo
      • pyepo.EPO
      • pyepo.data
        • pyepo.data.dataset
        • pyepo.data.knapsack
        • pyepo.data.portfolio
        • pyepo.data.shortestpath
        • pyepo.data.tsp
      • pyepo.func
        • pyepo.func.abcmodule
        • pyepo.func.blackbox
        • pyepo.func.cave
        • pyepo.func.contrastive
        • pyepo.func.perturbed
        • pyepo.func.rank
        • pyepo.func.regularized
        • pyepo.func.surrogate
        • pyepo.func.utils
      • pyepo.metric
        • pyepo.metric.metrics
        • pyepo.metric.mse
        • pyepo.metric.regret
        • pyepo.metric.unambregret
      • pyepo.model
        • pyepo.model.bases
        • pyepo.model.copt
          • pyepo.model.copt.coptmodel
          • pyepo.model.copt.knapsack
          • pyepo.model.copt.portfolio
          • pyepo.model.copt.shortestpath
          • pyepo.model.copt.tsp
          • pyepo.model.copt.vrp
        • pyepo.model.grb
          • pyepo.model.grb.grbmodel
          • pyepo.model.grb.knapsack
          • pyepo.model.grb.portfolio
          • pyepo.model.grb.shortestpath
          • pyepo.model.grb.tsp
          • pyepo.model.grb.vrp
        • pyepo.model.mpax
          • pyepo.model.mpax.knapsack
          • pyepo.model.mpax.mpaxmodel
          • pyepo.model.mpax.shortestpath
        • pyepo.model.omo
          • pyepo.model.omo.knapsack
          • pyepo.model.omo.omomodel
          • pyepo.model.omo.portfolio
          • pyepo.model.omo.shortestpath
          • pyepo.model.omo.tsp
          • pyepo.model.omo.vrp
        • pyepo.model.opt
        • pyepo.model.ort
          • pyepo.model.ort.knapsack
          • pyepo.model.ort.ortcpmodel
          • pyepo.model.ort.ortmodel
          • pyepo.model.ort.shortestpath
        • pyepo.model.utils
      • pyepo.twostage
        • pyepo.twostage.autosklearnpred
        • pyepo.twostage.sklearnpred
      • pyepo.utils
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pyepo.func¶

Pytorch autograd function for end-to-end training

Submodules¶

  • pyepo.func.abcmodule
  • pyepo.func.blackbox
  • pyepo.func.cave
  • pyepo.func.contrastive
  • pyepo.func.perturbed
  • pyepo.func.rank
  • pyepo.func.regularized
  • pyepo.func.surrogate
  • pyepo.func.utils
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pyepo.func.abcmodule
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