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Signed-off-by: Nick Hill <nickhill123@gmail.com>

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[Feature] Fully support for async scheduling + PP, 30.8% E2E throughput improvement, 31.8% TPOT improvement (#32618)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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Signed-off-by: Nick Hill <nickhill123@gmail.com>

Fix UnembedMetrics to correctly count FLOPs for the unembedding (LM head) layer.

The bug: UnembedMetrics used total_num_tokens() which counts all tokens in the
batch for projection flops, vocab projections are run on just the last token for the
autoregressive use case.
Co-authored-by: Omar Mohamed Khalil <omarkhalil@meta.com>

Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>

Signed-off-by: NickLucche <nlucches@redhat.com>

Added queries and hits metrics for the Offloading Connector.

Also added timing metrics for store and load operations, which take the
average time it takes to load/store, per-token.

The metrics are available from Prometheus and from the StatLogger.
Signed-off-by: omerpaz95 <omerpaz95@gmail.com>
Co-authored-by: Omer Paz <Omer.Paz@ibm.com>

Signed-off-by: Andy Xie <andy.xning@gmail.com>

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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>