2.5 backport PR request list

[ManfeiBai]

Similar to the backport request thread in 2.2 release #6036

The issue is to track 2.5 release backport.

For any PRs you want to backport to 2.5, please reply with following:

Original PR link
Reason to backport
2.5 backport PR link

[zpcore]

PR: #8003

Reason: Correct the warning message for 2.5 release.

Cherrypick: [Done] #8050

[ManfeiBai]

PR: #7916

Reason: OpenXLA-pin update to Sep13

Cherrypick: [Done] #8052

[ManfeiBai]

PR: #8008

Reason: pallas test fix for OpenXLA-pin update to Sep13

Cherry-pick: Done

[zpcore]

PR: #8064

Reason: distributed collective support to align with upstream.

Cherrypick: [Done] #8077

[jeffhataws]

PR: #8094

Reason: Fix for autocast to enable cross entropy loss with FP32 precision

[Done] Cherry-pick: #8201

[bhavya01]

PR: #8202

Reason: Fix dataloading issue for SD2 model

Cherry-pick: #8212

[jeffhataws]

PR: #8204

Reason: Multi-node SPMD support for Neuron

Cherry-pick: #8224

[ManfeiBai]

Thanks, since 2.5 has been release, will close this issue