Autograd training helpers (umbrella import) #
This module is the one-stop umbrella for training scripts and runtime tests. It gathers the small helpers that sit on top of the dynamic autograd tape and keeps the import surface stable:
Runtime.Autograd.Train.*- general helpers (error tagging, gradient/value access, SGD)Runtime.Autograd.Train.Dataset- dataset wrapper and deterministic dataloaderRuntime.Autograd.Train.Eval- evaluation helpers over datasets/batchesRuntime.Autograd.TrainIO - CSV/NPY loaders for small self-contained datasetsRuntime.Autograd.Train.Logger- pluggable logging helpersRuntime.Autograd.Train.Optim- optimizer and scheduler integrationRuntime.Autograd.Train.Trainer- higher-level trainer API with logging and metricsRuntime.Autograd.Train.TapeM.*- TapeM helpers for params, constants, and batch losses- tensor loader helpers in
Runtime.Autograd.Train-vectorOfList,matrixOfLists,datasetOfPairs
NN.Runtime.Autograd.Train is the focused training-helper umbrella. This file is a broader
autograd utility umbrella because it also re-exports NN.Runtime.Autograd.Torch.Utils.