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Advanced indexing that supports all indexing features on PyTorch (getter) #1747

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Description

This PR enables all indexing features in pytorch. The indexing behaviour is guaranteed to be consistent, especially when mixed indices are passed.

The pytorch doc:
C indexing API
source

The relevant preceeding PRs:
Support of take from pytorch #1627
Add support of take on MXNet engine #1649

@KexinFeng KexinFeng closed this Jun 24, 2022
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Redundant PR.

@KexinFeng KexinFeng deleted the torch_index_review branch June 24, 2022 00:34
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