kubeflow / kubeflow/katib

[discussion] Support Advanced NAS Algorithms

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#461 10 comments 0 reactions 0 assignees View on GitHub
area/katib area/nas kind/discussion kind/question lifecycle/frozen
Dominant language
Python
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Description

Now we are using a custom IR (architecture + nn_config) to represent a candidate model, which may be insufficiently expressive, I think.

I think we should use mature IRs such as Relay IR or ONNX to represent the candidate model.

/cc @DeeperMind @andreyvelich

Contributor guide

Open the contributing guide

Research direction

No file, test, or entry point is named. Start by locating the current architecture and nn_config custom IR, then compare its expressiveness with Relay IR and ONNX; done would require an agreed representation and a defined implementation plan for supporting advanced NAS algorithms.

Written by the indexing model from the issue text.

Assessment

Domain
machine-learning
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
20/100

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