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Base class for models

See original GitHub issue

🚀 The feature

Introduce a base class for all TorchVision models. The base class defines common interfaces and attributes.

Motivation, pitch

We can track the model instantiation similar to dataset instantiation. We can also define a reset_parameters interface to address #3410.

Alternatives

Adding logging and reset_parameters to each of the models manually. The approach is not future proof, we might forget to do that for new models.

Additional context

No response

cc @datumbox

Issue Analytics

State:
Created 2 years ago
Reactions:4
Comments:8 (6 by maintainers)

Top GitHub Comments

1reaction

kazhangcommented, Oct 12, 2021

Let’s close this issue for now until we find strong enough feature set to be added to a generic top-level class.

0reactions

datumboxcommented, Oct 12, 2021

@kazhang Thanks for the clarifications. Agreed.

I open this issue to gather generic functionalities that should be applied to all models.

Good idea, worth discussing.

Since there seems that there is not enough generic functionalities to be shared across models and there is agreement to avoid introducing unnecessary complexity, does it mean we can close the issue?

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