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A middleware for interaction between models knowing nothing about each other #453

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KOLANICH opened this issue Oct 25, 2020 · 0 comments

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@KOLANICH
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KOLANICH commented Oct 25, 2020

Feature

In brief: a middleware is installed into a system, allowing programs or a user to construct neural transformations using a special API or GUI using the API and utilising unrelated models satisfying some requirements and packaged satisfying some requirements.

Is your feature request related to a problem? Please describe.

There exist 3 models for different pairs of "modalities" (see the link): A -> B and C -> D, but there exists no models for A -> D and C -> B. The middleware allows a user or a program to pretty easily get the models A -> D and C->B with possible penalty on model performance and resource consumption, but without bloat and without major cost related to full retraining from scratch.

Describe the solution you'd like

The idea of the solution is described in some detail in open-source-ideas/ideas#152 . neuropod seems to provide some elements that may be helpful for that.

Describe alternatives you've considered

Haven't considered alternatives, the alternative is to not to solve the problem at all. I assummed that the problem worth solving, but I may be wrong.

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