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feat: receive kvmetrics from sglang scheduler #1789
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WalkthroughThe update integrates ZeroMQ to enable real-time metric reception from an external SGL scheduler. It introduces an asynchronous loop to receive metrics via a zmq PULL socket and publish them, replacing the previous static metrics update mechanism. The setup and initialization routines are adjusted to accommodate this new dynamic metrics flow. Changes
Sequence Diagram(s)sequenceDiagram
participant SGL Scheduler
participant Worker (RequestHandler)
participant Metrics Publisher
SGL Scheduler->>Worker (zmq PULL socket): Send metrics
loop Continuous
Worker (zmq PULL socket)->>Worker: Receive metrics (async loop)
Worker->>Metrics Publisher: Publish metrics
end
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Actionable comments posted: 4
📜 Review details
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📒 Files selected for processing (1)
examples/sglang/components/worker.py
(4 hunks)
🧰 Additional context used
🧠 Learnings (1)
examples/sglang/components/worker.py (1)
Learnt from: PeaBrane
PR: ai-dynamo/dynamo#1392
File: launch/dynamo-run/src/subprocess/vllm_v1_inc.py:71-71
Timestamp: 2025-06-05T01:04:24.775Z
Learning: The `create_endpoint` method in `WorkerMetricsPublisher` has backward compatibility maintained through pyo3 signature annotation `#[pyo3(signature = (component, dp_rank = None))]`, making the `dp_rank` parameter optional with a default value of `None`.
🪛 GitHub Actions: Pre Merge Validation of (ai-dynamo/dynamo/refs/pull/1789/merge) by ishandhanani.
examples/sglang/components/worker.py
[error] 1-1: isort formatting check failed. The file was modified to fix import order.
[error] 1-1: Black formatting check failed. The file was reformatted to comply with Black style.
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- GitHub Check: Build and Test - vllm
🔇 Additional comments (2)
examples/sglang/components/worker.py (2)
46-48
: LGTM!The ZMQ context initialization and placeholder for the metrics socket are properly set up in the constructor.
88-106
: Add graceful shutdown and metrics validation in _receive_and_publish_metrics_loopTo avoid unbounded loops on shutdown and guard against malformed data, update examples/sglang/components/worker.py as follows:
• Initialize and check a shutdown flag
class YourWorker: def __init__(self, …): # … existing initialization … + self._shutdown = False async def _receive_and_publish_metrics_loop(self): """Receive metrics from SGL scheduler and publish them""" - while True: + while not self._shutdown: try: kv_metrics = await self.receive_metrics_from_scheduler.recv_pyobj()• Expose a stop method to signal loop exit
async def stop(self): """Signal the metrics loop to exit and wait for pending tasks.""" self._shutdown = True # optionally await the loop task here• Validate incoming metrics before publishing
kv_metrics = await self.receive_metrics_from_scheduler.recv_pyobj() + required = [ + 'request_active_slots','request_total_slots', + 'kv_active_blocks','kv_total_blocks', + 'num_requests_waiting','gpu_cache_usage_perc', + 'gpu_prefix_cache_hit_rate' + ] + missing = [a for a in required if not hasattr(kv_metrics, a)] + if missing: + logging.error(f"Malformed metrics, missing: {missing}") + continue self.metrics_publisher.publish( request_active_slots=kv_metrics.request_active_slots, # … other fields … )• Consider catching specific errors (AttributeError, ZMQError) rather than a blanket
except Exception
so transient vs. persistent failures are distinguished.These changes ensure the loop can terminate cleanly and only valid metrics reach the publisher.
⛔ Skipped due to learnings
Learnt from: PeaBrane PR: ai-dynamo/dynamo#1285 File: lib/llm/src/kv_router/scheduler.rs:260-266 Timestamp: 2025-05-30T06:34:12.785Z Learning: In the KV router scheduler code, PeaBrane prefers fail-fast behavior over silent failure handling. When accessing worker metrics data that could be out-of-bounds (like dp_rank indexing), explicit panics are preferred over graceful degradation with continue statements to ensure data integrity issues are caught early.
Co-authored-by: zixuanzhang226 <zixuanzhang@bytedance.com>
Co-authored-by: zixuanzhang226 <zixuanzhang@bytedance.com>
Co-authored-by: zixuanzhang226 <zixuanzhang@bytedance.com>
Co-authored-by: zixuanzhang226 <zixuanzhang@bytedance.com>
Co-authored-by: zixuanzhang226 <zixuanzhang@bytedance.com>
commit e330d96 Author: Yan Ru Pei <yanrpei@gmail.com> Date: Fri Jul 18 13:40:54 2025 -0700 feat: enable / disable chunked prefill for mockers (#2015) Signed-off-by: Yan Ru Pei <yanrpei@gmail.com> Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> commit 353146e Author: GuanLuo <41310872+GuanLuo@users.noreply.github.com> Date: Fri Jul 18 13:33:36 2025 -0700 feat: add vLLM v1 multi-modal example. Add llama4 Maverick example (#1990) Signed-off-by: GuanLuo <41310872+GuanLuo@users.noreply.github.com> Co-authored-by: krishung5 <krish@nvidia.com> commit 1f07dab Author: Jacky <18255193+kthui@users.noreply.github.com> Date: Fri Jul 18 13:04:20 2025 -0700 feat: Add migration to LLM requests (#1930) commit 5f17918 Author: Tanmay Verma <tanmayv@nvidia.com> Date: Fri Jul 18 12:59:34 2025 -0700 refactor: Migrate to new UX2 for python launch (#2003) commit fc12436 Author: Graham King <grahamk@nvidia.com> Date: Fri Jul 18 14:52:57 2025 -0400 feat(frontend): router-mode settings (#2001) commit dc75cf1 Author: ptarasiewiczNV <104908264+ptarasiewiczNV@users.noreply.github.com> Date: Fri Jul 18 18:47:28 2025 +0200 chore: Move NIXL repo clone to Dockerfiles (#2009) commit f6f392c Author: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com> Date: Thu Jul 17 18:44:17 2025 -0700 Remove link to the fix for disagg + eagle3 for TRT-LLM example (#2006) Signed-off-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com> commit cc90ca6 Author: atchernych <atchernych@nvidia.com> Date: Thu Jul 17 18:34:40 2025 -0700 feat: Create a convenience script to uninstall Dynamo Deploy CRDs (#1933) commit 267b422 Author: Greg Clark <grclark@nvidia.com> Date: Thu Jul 17 20:44:21 2025 -0400 chore: loosed python requirement versions (#1998) Signed-off-by: Greg Clark <grclark@nvidia.com> commit b8474e5 Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Thu Jul 17 16:35:05 2025 -0700 chore: update cmake and gap installation and sgl in wideep container (#1991) commit 157a3b0 Author: Biswa Panda <biswa.panda@gmail.com> Date: Thu Jul 17 15:38:12 2025 -0700 fix: incorrect helm upgrade command (#2000) commit 0dfca2c Author: Ryan McCormick <rmccormick@nvidia.com> Date: Thu Jul 17 15:33:33 2025 -0700 ci: Update trtllm gitlab triggers for new components directory and test script (#1992) commit f3fb09e Author: Kris Hung <krish@nvidia.com> Date: Thu Jul 17 14:59:59 2025 -0700 fix: Fix syntax for tokio-console (#1997) commit dacffb8 Author: Biswa Panda <biswa.panda@gmail.com> Date: Thu Jul 17 14:57:10 2025 -0700 fix: use non-dev golang image for operator (#1993) commit 2b29a0a Author: zaristei <zaristei@berkeley.edu> Date: Thu Jul 17 13:10:42 2025 -0700 fix: Working Arm Build Dockerfile for Vllm_v1 (#1844) commit 2430d89 Author: Ryan McCormick <rmccormick@nvidia.com> Date: Thu Jul 17 12:57:46 2025 -0700 test: Add trtllm kv router tests (#1988) commit 1eadc01 Author: Graham King <grahamk@nvidia.com> Date: Thu Jul 17 15:07:41 2025 -0400 feat(runtime): Support tokio-console (#1986) commit b62e633 Author: GuanLuo <41310872+GuanLuo@users.noreply.github.com> Date: Thu Jul 17 11:16:28 2025 -0700 feat: support separate chat_template.jinja file (#1853) commit 8ae3719 Author: Hongkuan Zhou <tedzhouhk@gmail.com> Date: Thu Jul 17 11:12:35 2025 -0700 chore: add some details to dynamo deploy quickstart and fix deploy.sh (#1978) Signed-off-by: Hongkuan Zhou <tedzhouhk@gmail.com> Co-authored-by: julienmancuso <161955438+julienmancuso@users.noreply.github.com> commit 08891ff Author: Ryan McCormick <rmccormick@nvidia.com> Date: Thu Jul 17 10:57:42 2025 -0700 fix: Update trtllm tests to use new scripts instead of dynamo serve (#1979) commit 49b7a0d Author: Ryan Olson <ryanolson@users.noreply.github.com> Date: Thu Jul 17 08:35:04 2025 -0600 feat: record + analyze logprobs (#1957) commit 6d2be14 Author: Biswa Panda <biswa.panda@gmail.com> Date: Thu Jul 17 00:17:58 2025 -0700 refactor: replace vllm with vllm_v1 container (#1953) Co-authored-by: alec-flowers <aflowers@nvidia.com> commit 4d2a31a Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Wed Jul 16 18:04:09 2025 -0700 chore: add port reservation to utils (#1980) commit 1e3e4a0 Author: Alec <35311602+alec-flowers@users.noreply.github.com> Date: Wed Jul 16 15:54:04 2025 -0700 fix: port race condition through deterministic ports (#1937) commit 4ad281f Author: Tanmay Verma <tanmayv@nvidia.com> Date: Wed Jul 16 14:33:51 2025 -0700 refactor: Move TRTLLM example to the component/backends (#1976) commit 57d24a1 Author: Misha Chornyi <99709299+mc-nv@users.noreply.github.com> Date: Wed Jul 16 14:10:24 2025 -0700 build: Removing shell configuration violations. It's bad practice to hardcod… (#1973) commit 182d3b5 Author: Graham King <grahamk@nvidia.com> Date: Wed Jul 16 16:12:40 2025 -0400 chore(bindings): Remove mistralrs / llama.cpp (#1970) commit def6eaa Author: Harrison Saturley-Hall <454891+saturley-hall@users.noreply.github.com> Date: Wed Jul 16 15:50:23 2025 -0400 feat: attributions for debian deps of sglang, trtllm, vllm runtime containers (#1971) commit f31732a Author: Yan Ru Pei <yanrpei@gmail.com> Date: Wed Jul 16 11:22:15 2025 -0700 feat: integrate mocker with dynamo-run and python cli (#1927) commit aba6099 Author: Graham King <grahamk@nvidia.com> Date: Wed Jul 16 12:26:32 2025 -0400 perf(router): Remove lock from router hot path (#1963) commit b212103 Author: Hongkuan Zhou <tedzhouhk@gmail.com> Date: Wed Jul 16 08:55:33 2025 -0700 docs: add notes in docs to deprecate local connector (#1959) commit 7b325ee Author: Biswa Panda <biswa.panda@gmail.com> Date: Tue Jul 15 18:52:00 2025 -0700 fix: vllm router examples (#1942) commit a50be1a Author: hhzhang16 <54051230+hhzhang16@users.noreply.github.com> Date: Tue Jul 15 17:58:01 2025 -0700 feat: update CODEOWNERS (#1926) commit e260fdf Author: Harrison Saturley-Hall <454891+saturley-hall@users.noreply.github.com> Date: Tue Jul 15 18:49:21 2025 -0400 feat: add bitnami helm chart attribution (#1943) Signed-off-by: Harrison Saturley-Hall <454891+saturley-hall@users.noreply.github.com> Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> commit 1c03404 Author: Biswa Panda <biswa.panda@gmail.com> Date: Tue Jul 15 14:26:24 2025 -0700 fix: update inference gateway deployment instructions (#1940) commit 5ca570f Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 16:54:03 2025 -0400 chore: Rename dynamo.ingress to dynamo.frontend (#1944) commit 7b9182f Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 16:33:07 2025 -0400 chore: Move examples/cli to lib/bindings/examples/cli (#1952) commit 40d40dd Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 16:02:19 2025 -0400 chore(multi-modal): Rename frontend.py to web.py (#1951) commit a9e0891 Author: Ryan Olson <ryanolson@users.noreply.github.com> Date: Tue Jul 15 12:30:30 2025 -0600 feat: adding http clients and recorded response stream (#1919) commit 4128d58 Author: Biswa Panda <biswa.panda@gmail.com> Date: Tue Jul 15 10:30:47 2025 -0700 feat: allow helm upgrade using deploy script (#1936) commit 4da078b Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 12:57:38 2025 -0400 fix: Remove OpenSSL dependency, use Rust TLS (#1945) commit fc004d4 Author: jthomson04 <jwillthomson19@gmail.com> Date: Tue Jul 15 08:45:42 2025 -0700 fix: Fix TRT-LLM container build when using a custom pip wheel (#1825) commit 3c6fc6f Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Mon Jul 14 22:35:20 2025 -0700 chore: fix typo (#1938) commit de7fe38 Author: Alec <35311602+alec-flowers@users.noreply.github.com> Date: Mon Jul 14 21:47:12 2025 -0700 feat: add vllm e2e integration tests (#1935) commit 860f3f7 Author: Keiven C <213854356+keivenchang@users.noreply.github.com> Date: Mon Jul 14 21:44:19 2025 -0700 chore: metrics endpoint variables renamed from HTTP_SERVER->SYSTEM (#1934) Co-authored-by: Keiven Chang <keivenchang@users.noreply.github.com> commit fc402a3 Author: Biswa Panda <biswa.panda@gmail.com> Date: Mon Jul 14 21:21:20 2025 -0700 feat: configurable namespace for vllm v1 example (#1909) commit df40d2c Author: ZichengMa <zichengma1225@gmail.com> Date: Mon Jul 14 21:11:29 2025 -0700 docs: fix typo and add mount-workspace to vllm doc (#1931) Signed-off-by: ZichengMa <zichengma1225@gmail.com> Co-authored-by: Alec <35311602+alec-flowers@users.noreply.github.com> commit 901715b Author: Tanmay Verma <tanmayv@nvidia.com> Date: Mon Jul 14 20:14:51 2025 -0700 refactor: Refactor the TRTLLM examples remove dynamo SDK (#1884) commit 5bf23d5 Author: hhzhang16 <54051230+hhzhang16@users.noreply.github.com> Date: Mon Jul 14 18:29:19 2025 -0700 feat: update DynamoGraphDeployments for vllm_v1 (#1890) Co-authored-by: mohammedabdulwahhab <furkhan324@berkeley.edu> commit 9e76590 Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Mon Jul 14 17:29:56 2025 -0700 docs: organize sglang readme (#1910) commit ef59ac8 Author: KrishnanPrash <140860868+KrishnanPrash@users.noreply.github.com> Date: Mon Jul 14 16:16:44 2025 -0700 docs: TRTLLM Example of Llama4+Eagle3 (Speculative Decoding) (#1828) Signed-off-by: KrishnanPrash <140860868+KrishnanPrash@users.noreply.github.com> Co-authored-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com> commit 053041e Author: Jorge António <matroid@outlook.com> Date: Tue Jul 15 00:06:38 2025 +0100 fix: resolve incorrect finish reason propagation (#1857) commit 3733f58 Author: Graham King <grahamk@nvidia.com> Date: Mon Jul 14 19:04:22 2025 -0400 feat(backends): Python llama.cpp engine (#1925) commit 6a1350c Author: Tushar Sharma <tusharma@nvidia.com> Date: Mon Jul 14 14:56:36 2025 -0700 build: minor improvements to sglang dockerfile (#1917) commit e2a619b Author: Neelay Shah <neelays@nvidia.com> Date: Mon Jul 14 14:52:53 2025 -0700 fix: remove environment variable passing (#1911) Signed-off-by: Neelay Shah <neelays@nvidia.com> Co-authored-by: Neelay Shah <neelays@a4u8g-0057.ipp2u2.colossus.nvidia.com> commit 3d17a49 Author: Schwinn Saereesitthipitak <17022745+galletas1712@users.noreply.github.com> Date: Mon Jul 14 14:41:56 2025 -0700 refactor: remove dynamo build (#1778) Signed-off-by: Schwinn Saereesitthipitak <17022745+galletas1712@users.noreply.github.com> commit 3e0cb07 Author: Anant Sharma <anants@nvidia.com> Date: Mon Jul 14 15:43:48 2025 -0400 fix: copy attributions and license to trtllm runtime container (#1916) commit fc36bf5 Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Mon Jul 14 12:31:49 2025 -0700 feat: receive kvmetrics from sglang scheduler (#1789) Co-authored-by: zixuanzhang226 <zixuanzhang@bytedance.com> commit df91fce Author: Yan Ru Pei <yanrpei@gmail.com> Date: Mon Jul 14 12:24:04 2025 -0700 feat: prefill aware routing (#1895) commit ad8ad66 Author: Graham King <grahamk@nvidia.com> Date: Mon Jul 14 15:20:35 2025 -0400 feat: Shrink the ai-dynamo wheel by 35 MiB (#1918) Remove http and llmctl binaries. They have been unused for a while. commit 480b41d Author: Graham King <grahamk@nvidia.com> Date: Mon Jul 14 15:06:45 2025 -0400 feat: Python frontend / ingress node (#1912)
commit cb6de94 Author: ptarasiewiczNV <104908264+ptarasiewiczNV@users.noreply.github.com> Date: Sun Jul 20 22:34:50 2025 +0200 chore: Install vLLM and WideEP kernels in vLLM runtime container (#2010) Signed-off-by: Alec <35311602+alec-flowers@users.noreply.github.com> Co-authored-by: Alec <35311602+alec-flowers@users.noreply.github.com> Co-authored-by: alec-flowers <aflowers@nvidia.com> commit fe63c17 Author: Alec <35311602+alec-flowers@users.noreply.github.com> Date: Fri Jul 18 17:45:08 2025 -0700 fix: Revert "feat: add vLLM v1 multi-modal example. Add llama4 Maverick ex… (#2017) commit bf1998f Author: jthomson04 <jwillthomson19@gmail.com> Date: Fri Jul 18 17:23:50 2025 -0700 fix: Don't detokenize twice in TRT-LLM examples (#1955) commit 343a481 Author: Ryan Olson <ryanolson@users.noreply.github.com> Date: Fri Jul 18 16:22:43 2025 -0600 feat: http disconnects (#2014) commit e330d96 Author: Yan Ru Pei <yanrpei@gmail.com> Date: Fri Jul 18 13:40:54 2025 -0700 feat: enable / disable chunked prefill for mockers (#2015) Signed-off-by: Yan Ru Pei <yanrpei@gmail.com> Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> commit 353146e Author: GuanLuo <41310872+GuanLuo@users.noreply.github.com> Date: Fri Jul 18 13:33:36 2025 -0700 feat: add vLLM v1 multi-modal example. Add llama4 Maverick example (#1990) Signed-off-by: GuanLuo <41310872+GuanLuo@users.noreply.github.com> Co-authored-by: krishung5 <krish@nvidia.com> commit 1f07dab Author: Jacky <18255193+kthui@users.noreply.github.com> Date: Fri Jul 18 13:04:20 2025 -0700 feat: Add migration to LLM requests (#1930) commit 5f17918 Author: Tanmay Verma <tanmayv@nvidia.com> Date: Fri Jul 18 12:59:34 2025 -0700 refactor: Migrate to new UX2 for python launch (#2003) commit fc12436 Author: Graham King <grahamk@nvidia.com> Date: Fri Jul 18 14:52:57 2025 -0400 feat(frontend): router-mode settings (#2001) commit dc75cf1 Author: ptarasiewiczNV <104908264+ptarasiewiczNV@users.noreply.github.com> Date: Fri Jul 18 18:47:28 2025 +0200 chore: Move NIXL repo clone to Dockerfiles (#2009) commit f6f392c Author: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com> Date: Thu Jul 17 18:44:17 2025 -0700 Remove link to the fix for disagg + eagle3 for TRT-LLM example (#2006) Signed-off-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com> commit cc90ca6 Author: atchernych <atchernych@nvidia.com> Date: Thu Jul 17 18:34:40 2025 -0700 feat: Create a convenience script to uninstall Dynamo Deploy CRDs (#1933) commit 267b422 Author: Greg Clark <grclark@nvidia.com> Date: Thu Jul 17 20:44:21 2025 -0400 chore: loosed python requirement versions (#1998) Signed-off-by: Greg Clark <grclark@nvidia.com> commit b8474e5 Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Thu Jul 17 16:35:05 2025 -0700 chore: update cmake and gap installation and sgl in wideep container (#1991) commit 157a3b0 Author: Biswa Panda <biswa.panda@gmail.com> Date: Thu Jul 17 15:38:12 2025 -0700 fix: incorrect helm upgrade command (#2000) commit 0dfca2c Author: Ryan McCormick <rmccormick@nvidia.com> Date: Thu Jul 17 15:33:33 2025 -0700 ci: Update trtllm gitlab triggers for new components directory and test script (#1992) commit f3fb09e Author: Kris Hung <krish@nvidia.com> Date: Thu Jul 17 14:59:59 2025 -0700 fix: Fix syntax for tokio-console (#1997) commit dacffb8 Author: Biswa Panda <biswa.panda@gmail.com> Date: Thu Jul 17 14:57:10 2025 -0700 fix: use non-dev golang image for operator (#1993) commit 2b29a0a Author: zaristei <zaristei@berkeley.edu> Date: Thu Jul 17 13:10:42 2025 -0700 fix: Working Arm Build Dockerfile for Vllm_v1 (#1844) commit 2430d89 Author: Ryan McCormick <rmccormick@nvidia.com> Date: Thu Jul 17 12:57:46 2025 -0700 test: Add trtllm kv router tests (#1988) commit 1eadc01 Author: Graham King <grahamk@nvidia.com> Date: Thu Jul 17 15:07:41 2025 -0400 feat(runtime): Support tokio-console (#1986) commit b62e633 Author: GuanLuo <41310872+GuanLuo@users.noreply.github.com> Date: Thu Jul 17 11:16:28 2025 -0700 feat: support separate chat_template.jinja file (#1853) commit 8ae3719 Author: Hongkuan Zhou <tedzhouhk@gmail.com> Date: Thu Jul 17 11:12:35 2025 -0700 chore: add some details to dynamo deploy quickstart and fix deploy.sh (#1978) Signed-off-by: Hongkuan Zhou <tedzhouhk@gmail.com> Co-authored-by: julienmancuso <161955438+julienmancuso@users.noreply.github.com> commit 08891ff Author: Ryan McCormick <rmccormick@nvidia.com> Date: Thu Jul 17 10:57:42 2025 -0700 fix: Update trtllm tests to use new scripts instead of dynamo serve (#1979) commit 49b7a0d Author: Ryan Olson <ryanolson@users.noreply.github.com> Date: Thu Jul 17 08:35:04 2025 -0600 feat: record + analyze logprobs (#1957) commit 6d2be14 Author: Biswa Panda <biswa.panda@gmail.com> Date: Thu Jul 17 00:17:58 2025 -0700 refactor: replace vllm with vllm_v1 container (#1953) Co-authored-by: alec-flowers <aflowers@nvidia.com> commit 4d2a31a Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Wed Jul 16 18:04:09 2025 -0700 chore: add port reservation to utils (#1980) commit 1e3e4a0 Author: Alec <35311602+alec-flowers@users.noreply.github.com> Date: Wed Jul 16 15:54:04 2025 -0700 fix: port race condition through deterministic ports (#1937) commit 4ad281f Author: Tanmay Verma <tanmayv@nvidia.com> Date: Wed Jul 16 14:33:51 2025 -0700 refactor: Move TRTLLM example to the component/backends (#1976) commit 57d24a1 Author: Misha Chornyi <99709299+mc-nv@users.noreply.github.com> Date: Wed Jul 16 14:10:24 2025 -0700 build: Removing shell configuration violations. It's bad practice to hardcod… (#1973) commit 182d3b5 Author: Graham King <grahamk@nvidia.com> Date: Wed Jul 16 16:12:40 2025 -0400 chore(bindings): Remove mistralrs / llama.cpp (#1970) commit def6eaa Author: Harrison Saturley-Hall <454891+saturley-hall@users.noreply.github.com> Date: Wed Jul 16 15:50:23 2025 -0400 feat: attributions for debian deps of sglang, trtllm, vllm runtime containers (#1971) commit f31732a Author: Yan Ru Pei <yanrpei@gmail.com> Date: Wed Jul 16 11:22:15 2025 -0700 feat: integrate mocker with dynamo-run and python cli (#1927) commit aba6099 Author: Graham King <grahamk@nvidia.com> Date: Wed Jul 16 12:26:32 2025 -0400 perf(router): Remove lock from router hot path (#1963) commit b212103 Author: Hongkuan Zhou <tedzhouhk@gmail.com> Date: Wed Jul 16 08:55:33 2025 -0700 docs: add notes in docs to deprecate local connector (#1959) commit 7b325ee Author: Biswa Panda <biswa.panda@gmail.com> Date: Tue Jul 15 18:52:00 2025 -0700 fix: vllm router examples (#1942) commit a50be1a Author: hhzhang16 <54051230+hhzhang16@users.noreply.github.com> Date: Tue Jul 15 17:58:01 2025 -0700 feat: update CODEOWNERS (#1926) commit e260fdf Author: Harrison Saturley-Hall <454891+saturley-hall@users.noreply.github.com> Date: Tue Jul 15 18:49:21 2025 -0400 feat: add bitnami helm chart attribution (#1943) Signed-off-by: Harrison Saturley-Hall <454891+saturley-hall@users.noreply.github.com> Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> commit 1c03404 Author: Biswa Panda <biswa.panda@gmail.com> Date: Tue Jul 15 14:26:24 2025 -0700 fix: update inference gateway deployment instructions (#1940) commit 5ca570f Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 16:54:03 2025 -0400 chore: Rename dynamo.ingress to dynamo.frontend (#1944) commit 7b9182f Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 16:33:07 2025 -0400 chore: Move examples/cli to lib/bindings/examples/cli (#1952) commit 40d40dd Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 16:02:19 2025 -0400 chore(multi-modal): Rename frontend.py to web.py (#1951) commit a9e0891 Author: Ryan Olson <ryanolson@users.noreply.github.com> Date: Tue Jul 15 12:30:30 2025 -0600 feat: adding http clients and recorded response stream (#1919) commit 4128d58 Author: Biswa Panda <biswa.panda@gmail.com> Date: Tue Jul 15 10:30:47 2025 -0700 feat: allow helm upgrade using deploy script (#1936) commit 4da078b Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 12:57:38 2025 -0400 fix: Remove OpenSSL dependency, use Rust TLS (#1945) commit fc004d4 Author: jthomson04 <jwillthomson19@gmail.com> Date: Tue Jul 15 08:45:42 2025 -0700 fix: Fix TRT-LLM container build when using a custom pip wheel (#1825) commit 3c6fc6f Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Mon Jul 14 22:35:20 2025 -0700 chore: fix typo (#1938) commit de7fe38 Author: Alec <35311602+alec-flowers@users.noreply.github.com> Date: Mon Jul 14 21:47:12 2025 -0700 feat: add vllm e2e integration tests (#1935) commit 860f3f7 Author: Keiven C <213854356+keivenchang@users.noreply.github.com> Date: Mon Jul 14 21:44:19 2025 -0700 chore: metrics endpoint variables renamed from HTTP_SERVER->SYSTEM (#1934) Co-authored-by: Keiven Chang <keivenchang@users.noreply.github.com> commit fc402a3 Author: Biswa Panda <biswa.panda@gmail.com> Date: Mon Jul 14 21:21:20 2025 -0700 feat: configurable namespace for vllm v1 example (#1909) commit df40d2c Author: ZichengMa <zichengma1225@gmail.com> Date: Mon Jul 14 21:11:29 2025 -0700 docs: fix typo and add mount-workspace to vllm doc (#1931) Signed-off-by: ZichengMa <zichengma1225@gmail.com> Co-authored-by: Alec <35311602+alec-flowers@users.noreply.github.com> commit 901715b Author: Tanmay Verma <tanmayv@nvidia.com> Date: Mon Jul 14 20:14:51 2025 -0700 refactor: Refactor the TRTLLM examples remove dynamo SDK (#1884) commit 5bf23d5 Author: hhzhang16 <54051230+hhzhang16@users.noreply.github.com> Date: Mon Jul 14 18:29:19 2025 -0700 feat: update DynamoGraphDeployments for vllm_v1 (#1890) Co-authored-by: mohammedabdulwahhab <furkhan324@berkeley.edu> commit 9e76590 Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Mon Jul 14 17:29:56 2025 -0700 docs: organize sglang readme (#1910) commit ef59ac8 Author: KrishnanPrash <140860868+KrishnanPrash@users.noreply.github.com> Date: Mon Jul 14 16:16:44 2025 -0700 docs: TRTLLM Example of Llama4+Eagle3 (Speculative Decoding) (#1828) Signed-off-by: KrishnanPrash <140860868+KrishnanPrash@users.noreply.github.com> Co-authored-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com> commit 053041e Author: Jorge António <matroid@outlook.com> Date: Tue Jul 15 00:06:38 2025 +0100 fix: resolve incorrect finish reason propagation (#1857) commit 3733f58 Author: Graham King <grahamk@nvidia.com> Date: Mon Jul 14 19:04:22 2025 -0400 feat(backends): Python llama.cpp engine (#1925) commit 6a1350c Author: Tushar Sharma <tusharma@nvidia.com> Date: Mon Jul 14 14:56:36 2025 -0700 build: minor improvements to sglang dockerfile (#1917) commit e2a619b Author: Neelay Shah <neelays@nvidia.com> Date: Mon Jul 14 14:52:53 2025 -0700 fix: remove environment variable passing (#1911) Signed-off-by: Neelay Shah <neelays@nvidia.com> Co-authored-by: Neelay Shah <neelays@a4u8g-0057.ipp2u2.colossus.nvidia.com> commit 3d17a49 Author: Schwinn Saereesitthipitak <17022745+galletas1712@users.noreply.github.com> Date: Mon Jul 14 14:41:56 2025 -0700 refactor: remove dynamo build (#1778) Signed-off-by: Schwinn Saereesitthipitak <17022745+galletas1712@users.noreply.github.com> commit 3e0cb07 Author: Anant Sharma <anants@nvidia.com> Date: Mon Jul 14 15:43:48 2025 -0400 fix: copy attributions and license to trtllm runtime container (#1916) commit fc36bf5 Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Mon Jul 14 12:31:49 2025 -0700 feat: receive kvmetrics from sglang scheduler (#1789) Co-authored-by: zixuanzhang226 <zixuanzhang@bytedance.com> commit df91fce Author: Yan Ru Pei <yanrpei@gmail.com> Date: Mon Jul 14 12:24:04 2025 -0700 feat: prefill aware routing (#1895) commit ad8ad66 Author: Graham King <grahamk@nvidia.com> Date: Mon Jul 14 15:20:35 2025 -0400 feat: Shrink the ai-dynamo wheel by 35 MiB (#1918) Remove http and llmctl binaries. They have been unused for a while. commit 480b41d Author: Graham King <grahamk@nvidia.com> Date: Mon Jul 14 15:06:45 2025 -0400 feat: Python frontend / ingress node (#1912)
commit d4b5414 Author: atchernych <atchernych@nvidia.com> Date: Mon Jul 21 13:10:24 2025 -0700 fix: mypy error (#2029) commit 79337c7 Author: Ryan McCormick <rmccormick@nvidia.com> Date: Mon Jul 21 12:12:16 2025 -0700 build: support custom TRTLLM build for commits not on main branch (#2021) commit 95dd942 Author: atchernych <atchernych@nvidia.com> Date: Mon Jul 21 12:09:33 2025 -0700 docs: Post-Merge cleanup of the deploy documentation (#1922) commit cb6de94 Author: ptarasiewiczNV <104908264+ptarasiewiczNV@users.noreply.github.com> Date: Sun Jul 20 22:34:50 2025 +0200 chore: Install vLLM and WideEP kernels in vLLM runtime container (#2010) Signed-off-by: Alec <35311602+alec-flowers@users.noreply.github.com> Co-authored-by: Alec <35311602+alec-flowers@users.noreply.github.com> Co-authored-by: alec-flowers <aflowers@nvidia.com> commit fe63c17 Author: Alec <35311602+alec-flowers@users.noreply.github.com> Date: Fri Jul 18 17:45:08 2025 -0700 fix: Revert "feat: add vLLM v1 multi-modal example. Add llama4 Maverick ex… (#2017) commit bf1998f Author: jthomson04 <jwillthomson19@gmail.com> Date: Fri Jul 18 17:23:50 2025 -0700 fix: Don't detokenize twice in TRT-LLM examples (#1955) commit 343a481 Author: Ryan Olson <ryanolson@users.noreply.github.com> Date: Fri Jul 18 16:22:43 2025 -0600 feat: http disconnects (#2014) commit e330d96 Author: Yan Ru Pei <yanrpei@gmail.com> Date: Fri Jul 18 13:40:54 2025 -0700 feat: enable / disable chunked prefill for mockers (#2015) Signed-off-by: Yan Ru Pei <yanrpei@gmail.com> Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> commit 353146e Author: GuanLuo <41310872+GuanLuo@users.noreply.github.com> Date: Fri Jul 18 13:33:36 2025 -0700 feat: add vLLM v1 multi-modal example. Add llama4 Maverick example (#1990) Signed-off-by: GuanLuo <41310872+GuanLuo@users.noreply.github.com> Co-authored-by: krishung5 <krish@nvidia.com> commit 1f07dab Author: Jacky <18255193+kthui@users.noreply.github.com> Date: Fri Jul 18 13:04:20 2025 -0700 feat: Add migration to LLM requests (#1930) commit 5f17918 Author: Tanmay Verma <tanmayv@nvidia.com> Date: Fri Jul 18 12:59:34 2025 -0700 refactor: Migrate to new UX2 for python launch (#2003) commit fc12436 Author: Graham King <grahamk@nvidia.com> Date: Fri Jul 18 14:52:57 2025 -0400 feat(frontend): router-mode settings (#2001) commit dc75cf1 Author: ptarasiewiczNV <104908264+ptarasiewiczNV@users.noreply.github.com> Date: Fri Jul 18 18:47:28 2025 +0200 chore: Move NIXL repo clone to Dockerfiles (#2009) commit f6f392c Author: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com> Date: Thu Jul 17 18:44:17 2025 -0700 Remove link to the fix for disagg + eagle3 for TRT-LLM example (#2006) Signed-off-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com> commit cc90ca6 Author: atchernych <atchernych@nvidia.com> Date: Thu Jul 17 18:34:40 2025 -0700 feat: Create a convenience script to uninstall Dynamo Deploy CRDs (#1933) commit 267b422 Author: Greg Clark <grclark@nvidia.com> Date: Thu Jul 17 20:44:21 2025 -0400 chore: loosed python requirement versions (#1998) Signed-off-by: Greg Clark <grclark@nvidia.com> commit b8474e5 Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Thu Jul 17 16:35:05 2025 -0700 chore: update cmake and gap installation and sgl in wideep container (#1991) commit 157a3b0 Author: Biswa Panda <biswa.panda@gmail.com> Date: Thu Jul 17 15:38:12 2025 -0700 fix: incorrect helm upgrade command (#2000) commit 0dfca2c Author: Ryan McCormick <rmccormick@nvidia.com> Date: Thu Jul 17 15:33:33 2025 -0700 ci: Update trtllm gitlab triggers for new components directory and test script (#1992) commit f3fb09e Author: Kris Hung <krish@nvidia.com> Date: Thu Jul 17 14:59:59 2025 -0700 fix: Fix syntax for tokio-console (#1997) commit dacffb8 Author: Biswa Panda <biswa.panda@gmail.com> Date: Thu Jul 17 14:57:10 2025 -0700 fix: use non-dev golang image for operator (#1993) commit 2b29a0a Author: zaristei <zaristei@berkeley.edu> Date: Thu Jul 17 13:10:42 2025 -0700 fix: Working Arm Build Dockerfile for Vllm_v1 (#1844) commit 2430d89 Author: Ryan McCormick <rmccormick@nvidia.com> Date: Thu Jul 17 12:57:46 2025 -0700 test: Add trtllm kv router tests (#1988) commit 1eadc01 Author: Graham King <grahamk@nvidia.com> Date: Thu Jul 17 15:07:41 2025 -0400 feat(runtime): Support tokio-console (#1986) commit b62e633 Author: GuanLuo <41310872+GuanLuo@users.noreply.github.com> Date: Thu Jul 17 11:16:28 2025 -0700 feat: support separate chat_template.jinja file (#1853) commit 8ae3719 Author: Hongkuan Zhou <tedzhouhk@gmail.com> Date: Thu Jul 17 11:12:35 2025 -0700 chore: add some details to dynamo deploy quickstart and fix deploy.sh (#1978) Signed-off-by: Hongkuan Zhou <tedzhouhk@gmail.com> Co-authored-by: julienmancuso <161955438+julienmancuso@users.noreply.github.com> commit 08891ff Author: Ryan McCormick <rmccormick@nvidia.com> Date: Thu Jul 17 10:57:42 2025 -0700 fix: Update trtllm tests to use new scripts instead of dynamo serve (#1979) commit 49b7a0d Author: Ryan Olson <ryanolson@users.noreply.github.com> Date: Thu Jul 17 08:35:04 2025 -0600 feat: record + analyze logprobs (#1957) commit 6d2be14 Author: Biswa Panda <biswa.panda@gmail.com> Date: Thu Jul 17 00:17:58 2025 -0700 refactor: replace vllm with vllm_v1 container (#1953) Co-authored-by: alec-flowers <aflowers@nvidia.com> commit 4d2a31a Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Wed Jul 16 18:04:09 2025 -0700 chore: add port reservation to utils (#1980) commit 1e3e4a0 Author: Alec <35311602+alec-flowers@users.noreply.github.com> Date: Wed Jul 16 15:54:04 2025 -0700 fix: port race condition through deterministic ports (#1937) commit 4ad281f Author: Tanmay Verma <tanmayv@nvidia.com> Date: Wed Jul 16 14:33:51 2025 -0700 refactor: Move TRTLLM example to the component/backends (#1976) commit 57d24a1 Author: Misha Chornyi <99709299+mc-nv@users.noreply.github.com> Date: Wed Jul 16 14:10:24 2025 -0700 build: Removing shell configuration violations. It's bad practice to hardcod… (#1973) commit 182d3b5 Author: Graham King <grahamk@nvidia.com> Date: Wed Jul 16 16:12:40 2025 -0400 chore(bindings): Remove mistralrs / llama.cpp (#1970) commit def6eaa Author: Harrison Saturley-Hall <454891+saturley-hall@users.noreply.github.com> Date: Wed Jul 16 15:50:23 2025 -0400 feat: attributions for debian deps of sglang, trtllm, vllm runtime containers (#1971) commit f31732a Author: Yan Ru Pei <yanrpei@gmail.com> Date: Wed Jul 16 11:22:15 2025 -0700 feat: integrate mocker with dynamo-run and python cli (#1927) commit aba6099 Author: Graham King <grahamk@nvidia.com> Date: Wed Jul 16 12:26:32 2025 -0400 perf(router): Remove lock from router hot path (#1963) commit b212103 Author: Hongkuan Zhou <tedzhouhk@gmail.com> Date: Wed Jul 16 08:55:33 2025 -0700 docs: add notes in docs to deprecate local connector (#1959) commit 7b325ee Author: Biswa Panda <biswa.panda@gmail.com> Date: Tue Jul 15 18:52:00 2025 -0700 fix: vllm router examples (#1942) commit a50be1a Author: hhzhang16 <54051230+hhzhang16@users.noreply.github.com> Date: Tue Jul 15 17:58:01 2025 -0700 feat: update CODEOWNERS (#1926) commit e260fdf Author: Harrison Saturley-Hall <454891+saturley-hall@users.noreply.github.com> Date: Tue Jul 15 18:49:21 2025 -0400 feat: add bitnami helm chart attribution (#1943) Signed-off-by: Harrison Saturley-Hall <454891+saturley-hall@users.noreply.github.com> Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> commit 1c03404 Author: Biswa Panda <biswa.panda@gmail.com> Date: Tue Jul 15 14:26:24 2025 -0700 fix: update inference gateway deployment instructions (#1940) commit 5ca570f Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 16:54:03 2025 -0400 chore: Rename dynamo.ingress to dynamo.frontend (#1944) commit 7b9182f Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 16:33:07 2025 -0400 chore: Move examples/cli to lib/bindings/examples/cli (#1952) commit 40d40dd Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 16:02:19 2025 -0400 chore(multi-modal): Rename frontend.py to web.py (#1951) commit a9e0891 Author: Ryan Olson <ryanolson@users.noreply.github.com> Date: Tue Jul 15 12:30:30 2025 -0600 feat: adding http clients and recorded response stream (#1919) commit 4128d58 Author: Biswa Panda <biswa.panda@gmail.com> Date: Tue Jul 15 10:30:47 2025 -0700 feat: allow helm upgrade using deploy script (#1936) commit 4da078b Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 12:57:38 2025 -0400 fix: Remove OpenSSL dependency, use Rust TLS (#1945) commit fc004d4 Author: jthomson04 <jwillthomson19@gmail.com> Date: Tue Jul 15 08:45:42 2025 -0700 fix: Fix TRT-LLM container build when using a custom pip wheel (#1825) commit 3c6fc6f Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Mon Jul 14 22:35:20 2025 -0700 chore: fix typo (#1938) commit de7fe38 Author: Alec <35311602+alec-flowers@users.noreply.github.com> Date: Mon Jul 14 21:47:12 2025 -0700 feat: add vllm e2e integration tests (#1935) commit 860f3f7 Author: Keiven C <213854356+keivenchang@users.noreply.github.com> Date: Mon Jul 14 21:44:19 2025 -0700 chore: metrics endpoint variables renamed from HTTP_SERVER->SYSTEM (#1934) Co-authored-by: Keiven Chang <keivenchang@users.noreply.github.com> commit fc402a3 Author: Biswa Panda <biswa.panda@gmail.com> Date: Mon Jul 14 21:21:20 2025 -0700 feat: configurable namespace for vllm v1 example (#1909) commit df40d2c Author: ZichengMa <zichengma1225@gmail.com> Date: Mon Jul 14 21:11:29 2025 -0700 docs: fix typo and add mount-workspace to vllm doc (#1931) Signed-off-by: ZichengMa <zichengma1225@gmail.com> Co-authored-by: Alec <35311602+alec-flowers@users.noreply.github.com> commit 901715b Author: Tanmay Verma <tanmayv@nvidia.com> Date: Mon Jul 14 20:14:51 2025 -0700 refactor: Refactor the TRTLLM examples remove dynamo SDK (#1884) commit 5bf23d5 Author: hhzhang16 <54051230+hhzhang16@users.noreply.github.com> Date: Mon Jul 14 18:29:19 2025 -0700 feat: update DynamoGraphDeployments for vllm_v1 (#1890) Co-authored-by: mohammedabdulwahhab <furkhan324@berkeley.edu> commit 9e76590 Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Mon Jul 14 17:29:56 2025 -0700 docs: organize sglang readme (#1910) commit ef59ac8 Author: KrishnanPrash <140860868+KrishnanPrash@users.noreply.github.com> Date: Mon Jul 14 16:16:44 2025 -0700 docs: TRTLLM Example of Llama4+Eagle3 (Speculative Decoding) (#1828) Signed-off-by: KrishnanPrash <140860868+KrishnanPrash@users.noreply.github.com> Co-authored-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com> commit 053041e Author: Jorge António <matroid@outlook.com> Date: Tue Jul 15 00:06:38 2025 +0100 fix: resolve incorrect finish reason propagation (#1857) commit 3733f58 Author: Graham King <grahamk@nvidia.com> Date: Mon Jul 14 19:04:22 2025 -0400 feat(backends): Python llama.cpp engine (#1925) commit 6a1350c Author: Tushar Sharma <tusharma@nvidia.com> Date: Mon Jul 14 14:56:36 2025 -0700 build: minor improvements to sglang dockerfile (#1917) commit e2a619b Author: Neelay Shah <neelays@nvidia.com> Date: Mon Jul 14 14:52:53 2025 -0700 fix: remove environment variable passing (#1911) Signed-off-by: Neelay Shah <neelays@nvidia.com> Co-authored-by: Neelay Shah <neelays@a4u8g-0057.ipp2u2.colossus.nvidia.com> commit 3d17a49 Author: Schwinn Saereesitthipitak <17022745+galletas1712@users.noreply.github.com> Date: Mon Jul 14 14:41:56 2025 -0700 refactor: remove dynamo build (#1778) Signed-off-by: Schwinn Saereesitthipitak <17022745+galletas1712@users.noreply.github.com> commit 3e0cb07 Author: Anant Sharma <anants@nvidia.com> Date: Mon Jul 14 15:43:48 2025 -0400 fix: copy attributions and license to trtllm runtime container (#1916) commit fc36bf5 Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Mon Jul 14 12:31:49 2025 -0700 feat: receive kvmetrics from sglang scheduler (#1789) Co-authored-by: zixuanzhang226 <zixuanzhang@bytedance.com> commit df91fce Author: Yan Ru Pei <yanrpei@gmail.com> Date: Mon Jul 14 12:24:04 2025 -0700 feat: prefill aware routing (#1895) commit ad8ad66 Author: Graham King <grahamk@nvidia.com> Date: Mon Jul 14 15:20:35 2025 -0400 feat: Shrink the ai-dynamo wheel by 35 MiB (#1918) Remove http and llmctl binaries. They have been unused for a while. commit 480b41d Author: Graham King <grahamk@nvidia.com> Date: Mon Jul 14 15:06:45 2025 -0400 feat: Python frontend / ingress node (#1912)
The bytedance-iaas team (@zixuanzhang226) has done some incredible work in wiring up receiving KV-related metrics sent from the SGLang scheduler to the Dynamo worker in #1465.
Since we reworked our components in #1721 - this PR basically ports the code they've written into our new components.
All code here should be attributed to their work in #1465. This PR will be coauthored by them as well
Summary by CodeRabbit
New Features
Improvements