pytorch/ignite

Debug mode for ignite

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Aperta il 7 mag 2021

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 (15 commenti) (2 reazioni) (0 assegnatari)Python (4313 star) (602 fork)batch import
enhancementhelp wanted

Descrizione

🚀 Feature

The idea is to provide a debug mode as discussed here: https://github.com/pytorch/ignite/issues/1989#issuecomment-833643158.

All the possible options can be discussed here. We could add an helper to track the workflow of handlers from the engine run. On the other hand, some specific debug tools are needed to track the values of PyTorch objects (LR, loss, grads, etc.). Note that the preferred way to extend ignite is handlers' design so let's create a new set of tools for the debugging.

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Tech stack
python
Dominio
machine learningdeveloper experience
Tipo issue
feature
DifficoltàQuanto dovrebbe essere impegnativa per un nuovo contributor.
3
Tempo stimatoTempo stimato per completare e verificare uno scope piccolo.
1-2 days
Stato attivitàQuanto è probabile che la issue sia ancora attiva e reviewable.
stale
ChiarezzaQuanto chiaramente la issue descrive problema, scope e risultato atteso.
mostly clear
Prerequisiti
PythonPyTorchIgniteDebugging
Adatta ai principiantiQuanto la issue è adatta a contributor alla prima esperienza.
50
Direzione di ricerca
Review the referenced discussion in issue #1989 for context on the desired debug features. Analyze the Ignite handler pattern to design a debug handler that logs PyTorch objects like loss and gradients. Consider creating a separate module for debugging tools that can be attached to the engine. The implementation should follow the existing handler design to maintain consistency.