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[Metrics] Add request_id to FinishedRequestStats to enable correlation between metrics and requests (#39710)

Enables external `StatLogger` plugins to correlate per-request metrics
with request-level context. Also, this is a pre-requisite for Prometheus
exemplars in #30972.
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[Test] Refactor hard coded device string in test files under compile/quantization/models/model_executor folders (#38901)
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[CI][KVConnector][Metrics] Update multi KV connector edge case according to prefill stats changes (#39808)
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[fix][MOE] Fix MOE experts `intermediate_size` dimension not being narrowed before weight loading (#39688)
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[Frontend] Offload blocking preprocessing & postprocessing ops to thread pool for pooling entrypoints. (#39763)
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[Core][Metrics][BugFix] Replace num_cached_tokens/num_external_computed_tokens with PrefillStats (#37460)

Related to `Counters can only be incremented by non-negative amounts`
error with the `vllm:prompt_tokens_by_source_total` metric.
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