Michael Goin and Claude Opus 4.6
2f821faeae
[Spec Decode] Support hybrid attention models in extract_hidden_states ( #39949 )
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Signed-off-by: mgoin <mgoin64@gmail.com >
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com >
2026-05-13 10:45:53 -07:00
Ronen Schaffer
79fd1bc7ed
[kv_offload] Add req_id to ReqContext for per-request tracking ( #42507 )
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Signed-off-by: Ronen Schaffer <ronen.schaffer@ibm.com >
2026-05-13 11:11:10 +00:00
Yifan Qiao and mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
13bf242100
[Feat][KVConnector] Add bind_gpu_block_pool() to KVConnectorBase_V1 ( #39654 )
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Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-13 02:10:29 -07:00
Nicolò Lucchesi
71bcd02ef3
[Bugfix][PD] Fix multi-node TP (TP>8) ( #39907 )
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Signed-off-by: NickLucche <nlucches@redhat.com >
2026-05-12 22:20:57 -07:00
bnellnm
18f6bf5a21
[MoE Refactor] Add sequence parallel tests to test_moe_layer.py ( #41299 )
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Signed-off-by: Bill Nell <bnell@redhat.com >
2026-05-12 21:52:19 -04:00
+3
ebeb09d822
[KV Transfer] Add MooncakeStoreConnector for KV cache offloading via Mooncake distributed store ( #40900 )
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Signed-off-by: leichao.lc <leichao.lc@antgroup.com >
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai >
Co-authored-by: leichao.lc <leichao.lc@antgroup.com >
Co-authored-by: ivanium <yifanqiao@inferact.ai >
Co-authored-by: aoshen524 <aoshen@inferact.ai >
Co-authored-by: Dao007forever <daole@inferact.ai >
Co-authored-by: Teng Ma <sima.mt@alibaba-inc.com >
Co-authored-by: Pz1116 <zpbzpb123123@gmail.com >
Co-authored-by: foraxe <1055696449@qq.com >
Co-authored-by: Skywalker-EP <173423846@qq.com >
Co-authored-by: fems14 <1804143737@qq.com >
Co-authored-by: jianzs <zheng.shoujian@outlook.com >
Co-authored-by: baxingpiaochong <771405853@qq.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-12 16:09:10 -07:00
bnellnm and Robert Shaw
d9b4990783
[MoE Refactor] EPLB refactoring for FusedMoE ( #41055 )
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Signed-off-by: Bill Nell <bnell@redhat.com >
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com >
2026-05-12 14:16:31 -04:00
Yan Ru Pei
bcb9c133ba
feat(kv-events): emit KV cache metadata ( #40984 )
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Signed-off-by: PeaBrane <yanrpei@gmail.com >
2026-05-12 15:58:48 +00:00
Martin Hickey
418ba8ef14
[kv_offload][BugFix] Fix store deferral ( #41945 )
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Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com >
2026-05-12 18:04:44 +03:00
zhanqiuhu and NickLucche
593d5a4033
[Bugfix] Fix mismatched kernel-per-logical blocks in NIXL HMA transfer ( #42097 )
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Signed-off-by: ZhanqiuHu <zhu@redhat.com >
Signed-off-by: Zhanqiu Hu <zhu@redhat.com >
Signed-off-by: NickLucche <nlucches@redhat.com >
Co-authored-by: NickLucche <nlucches@redhat.com >
2026-05-12 15:53:30 +02:00
pschlan-amd
39dff5ff39
Add VLLM_USE_SPINLOOP_EXT to use more efficient busy polling ( #36517 )
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Signed-off-by: Patrick Schlangen <pschlan@amd.com >
2026-05-11 16:11:49 -07:00
Jeffrey Wang and Tyler Michael Smith
56e5810ff1
[BugFix] Prevent orphaned process on NCCL destroy ( #39846 )
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Signed-off-by: Jeffrey Wang <jeffreywang@anyscale.com >
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com >
2026-05-11 15:25:26 -04:00
Martin Hickey
8415bf2cdb
[kv_offload] Set offloading connector to prefer HND layout ( #41928 )
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Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com >
2026-05-11 15:05:41 +03:00
Nicolò Lucchesi
5672d100ed
[KV Connector][NIXL][Bugfix] Fix NIXL handshake failures not honoring kv_load_failure_policy ( #40364 )
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When NIXL handshake fails (e.g., due to compatibility hash mismatch
between prefill and decode instances), requests fail with "engine dead"
error instead of gracefully falling back to local recomputation as configured
by kv_load_failure_policy='recompute'.
Signed-off-by: NickLucche <nlucches@redhat.com >
2026-05-11 09:37:21 +00:00
Nicolò Lucchesi
770e9bd6b3
[Nixl][PD] Lease renewal TTL KV blocks on P ( #41383 )
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Signed-off-by: NickLucche <nlucches@redhat.com >
2026-05-11 09:27:30 +00:00
shaharmor98 and mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
f9f770ca0b
fix nixl side-channel host selection ( #41806 )
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Signed-off-by: Shahar Mor <smor@nvidia.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-11 07:40:37 +00:00
wangxiyuan
5536fc0c01
[Misc] Replace mamba_type string literals with MambaAttentionBackendEnum ( #41188 )
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Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com >
2026-05-11 03:59:36 +00:00
Ronen Schaffer
e175192d33
[KV Offload] Pass ReqContext to touch(), complete_load(), and complete_store() ( #41366 )
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Signed-off-by: Ronen Schaffer <ronen.schaffer@ibm.com >
2026-05-10 15:09:25 +03:00
Andreas Karatzas
f2840120f6
[ROCm][CI] Fix NIXL spec-decode acceptance startup and diagnostics ( #41313 )
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Signed-off-by: Andreas Karatzas <akaratza@amd.com >
2026-05-10 14:50:16 +08:00
Dao007forever
3f5bd482f5
[Bugfix][KV Transfer][NIXL] Notify P node on pre-admission rejection to free stranded KV blocks ( #41269 )
2026-05-09 22:52:09 -07:00
Wentao Ye
ea0e501bb1
[KV Connector] Remove compat support for pre-v0.12.0 constructor signatures without KVCacheConfig ( #39832 )
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The v0.12.0 release contained initial support for HMA in KV Connectors. As part
of these changes, a KVCacheConfig argument was added to KV connector
constructors. Backwards compatibility support for out-of-tree connectors was
included in this change, with a very prominent warning. See #25712 and #27887 .
Since the warning has been around for over 5 months, we can safely remove
the support of it.
Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-05-09 23:39:46 +00:00
Wentao Ye
f80aa53c9d
[Refactor] Nixl util using lazy init ( #41392 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-05-09 17:46:52 -04:00
Nicolò Lucchesi and ZhanqiuHu
171d59ae8d
[Bugfix][PD] Fix DSv4 Disaggregated ( #41957 )
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Signed-off-by: NickLucche <nlucches@redhat.com >
Co-authored-by: ZhanqiuHu <zhu@redhat.com >
2026-05-09 16:48:24 +00:00
Sumanth R Hegde
e3b65a5ba0
[feat] Add explicit /start_weight_update and /finish_weight_update APIs for weight transfer ( #39212 )
2026-05-08 18:03:33 -07:00
haosdent and Nicolò Lucchesi
44e6b44a21
[CI][Elastic EP] Fix Elastic EP Scaling Test Failure ( #41792 )
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Signed-off-by: haosdent <haosdent@gmail.com >
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com >
2026-05-08 15:17:44 -04:00
Zijing Liu and Claude Opus 4.7
09a7cc5ba9
[KV Connector] Opt DecodeBenchConnector into SupportsHMA ( #41770 )
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Signed-off-by: Zijing Liu <liuzijing2014@gmail.com >
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-07 16:10:00 -07:00
Nicolò Lucchesi
9d6500b89d
[Misc] Delay EPLB Nixl import until needed ( #41805 )
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Signed-off-by: NickLucche <nlucches@redhat.com >
2026-05-07 09:43:07 -07:00
Chaojun Zhang and mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2a84da3b17
[XPU] Implement out-of-place all-reduce functionality ( #41808 )
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Signed-off-by: Chaojun,Zhang <chaojun.zhang@intel.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-07 05:58:05 -07:00
zhanqiuhu and NickLucche
df8e63f4ed
nixl refactor: new transfer design ( #40731 )
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Signed-off-by: ZhanqiuHu <zhu@redhat.com >
Signed-off-by: NickLucche <nlucches@redhat.com >
Co-authored-by: NickLucche <nlucches@redhat.com >
2026-05-06 06:16:25 -07:00
wang.yuqi and gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
51c1ee9b7c
[Examples] Resettle Disaggregated examples. ( #40759 )
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Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io >
Signed-off-by: wang.yuqi <noooop@126.com >
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-05-06 01:20:38 -07:00
Zhewen Li and Zhewen Li
bee126165f
[P/D][Mooncake] Add KVConnectorStats for transfer observability ( #40414 )
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Signed-off-by: Zhewen Li <zhewenli@inferact.ai >
Co-authored-by: Zhewen Li <zhewenli@inferact.ai >
2026-05-05 02:17:38 -07:00
529c671e80
[ROCm][FEAT] AITER Fused Allreduce + RMSNorm ( #37646 )
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Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com >
Signed-off-by: Rita Brugarolas Brufau <rita.brugarolasbrufau@amd.com >
Signed-off-by: junkang1991 <junkangchow@gmail.com >
Co-authored-by: Rita Brugarolas <Rita.BrugarolasBrufau@amd.com >
Co-authored-by: junkang1991 <junkangchow@gmail.com >
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com >
Co-authored-by: TJian <tunjian.tan@embeddedllm.com >
2026-05-01 23:07:18 +08:00
Or Ozeri
2fa1f8ec00
[kv_offload+HMA][13/N]: Enable HMA support ( #41445 )
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This is the final PR in a series to enables HMA support for the
offloading connector. The connector advertises `SupportsHMA`
and is validated with unit tests and e2e tests.
Signed-off-by: Or Ozeri <oro@il.ibm.com >
2026-05-01 12:30:03 +01:00
Or Ozeri
941fb50835
[kv_offload+HMA][12/N]: Scheduler-side support for sliding window groups ( #41228 )
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Signed-off-by: Or Ozeri <oro@il.ibm.com >
2026-05-01 06:59:17 +03:00
b4806c8ee1
[DSV4] Add BF16 and MXFP8 A2A support for flashinfer a2a one sided ( #40960 )
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Signed-off-by: Yongye Zhu <zyy1102000@gmail.com >
Signed-off-by: Zijing Liu <liuzijing2014@gmail.com >
Co-authored-by: Zijing Liu <liuzijing2014@users.noreply.github.com >
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-04-30 15:33:12 -07:00
121dbe7a22
[ROCm] ROCm DeepEP API updated to latest ( #39721 )
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Signed-off-by: Tej Kiran <vpolamre@amd.com >
Signed-off-by: tej <37236721+itej89@users.noreply.github.com >
Co-authored-by: TJian <tunjian.tan@embeddedllm.com >
Co-authored-by: HAIAI <39548240+HAIAI@users.noreply.github.com >
2026-04-30 07:46:59 -07:00
a7fb008510
[EPLB] Optimize memory overhead in Nixl communicator ( #40013 )
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Signed-off-by: ilmarkov <markovilya197@gmail.com >
Signed-off-by: Markov Ilya <markovilya19@gmail.com >
Co-authored-by: Markov Ilya <markovilya19@gmail.com >
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com >
2026-04-30 07:46:49 -07:00
snadampal
3179e53135
[P/D] Prefill compute optimizations with bi-directional KV cache transfers between P and D nodes ( #32553 )
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Signed-off-by: Sunita Nadampalli <nadampal@amazon.com >
2026-04-30 10:14:20 +00:00
Nicolò Lucchesi
efdc95674d
[KVConnector] MultiConnector SupportsHMA ( #39571 )
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Signed-off-by: NickLucche <nlucches@redhat.com >
2026-04-30 02:10:50 -07:00
Martin Hickey and Or Ozeri
c42981d034
[Refactor][kv_offload] KV Offloading maintainability improvements ( #40538 )
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Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com >
Co-authored-by: Or Ozeri <oro@il.ibm.com >
2026-04-30 05:55:31 +03:00
8a8c9b564e
[KV Offload] Per-job store completion for CPU offloading connector ( #39186 )
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Signed-off-by: Itay Etelis <itay.etelis@ibm.com >
Signed-off-by: Itay Etelis <92247226+Etelis@users.noreply.github.com >
Co-authored-by: Itay Etelis <itay.etelis@ibm.com >
Co-authored-by: Or Ozeri <or@ozery.com >
Co-authored-by: Or Ozeri <oro@il.ibm.com >
2026-04-29 08:52:55 +03:00
yangrz and Roger Wang
de3fe8dc62
[Bugfix] release KV blocks for skipped P-ranks to prevent invalid KV errors and timeouts when P_tp > D_tp and MLA ( #40449 )
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Signed-off-by: yangruize <yangruize7@163.com >
Co-authored-by: Roger Wang <hey@rogerw.io >
2026-04-28 11:38:43 -07:00
+7
4d51588e23
[Feat] DeepSeek V4 Rebased ( #40860 )
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Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai >
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
Signed-off-by: qizixi <zixi@inferact.ai >
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com >
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com >
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com >
Co-authored-by: Yongye Zhu <yongye@inferact.ai >
Co-authored-by: Simon Mo <simon@inferact.ai >
Co-authored-by: Bugen Zhao <i@bugenzhao.com >
Co-authored-by: Giancarlo Delfin <gdelfin@inferact.ai >
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com >
Co-authored-by: Nick Hill <nickhill123@gmail.com >
Co-authored-by: Roger Wang <hey@rogerw.io >
Co-authored-by: Roy Wang <yasong.wang@inferact.ai >
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai >
Co-authored-by: youkaichao <youkaichao@gmail.com >
Co-authored-by: Zhewen Li <jerven.vllm@gmail.com >
Co-authored-by: Zijing Liu <liuzijing2014@gmail.com >
Co-authored-by: khluu <khluu000@gmail.com >
Co-authored-by: qizixi <zixi@inferact.ai >
Co-authored-by: Zhewen Li <zhewenli@inferact.ai >
2026-04-26 18:31:08 -07:00
omerpaz95 and Or Ozeri
b39c266dae
[KV Offload] Offload all KV blocks when doing prefill in P/D ( #40346 )
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Signed-off-by: omerpaz95 <omerpaz95@gmail.com >
Signed-off-by: omerpaz95 <73347585+omerpaz95@users.noreply.github.com >
Co-authored-by: Or Ozeri <or@ozery.com >
2026-04-26 15:06:01 +03:00
Dao007forever
9558f43903
[Bugfix] Size FlashInfer NVLink MNNVL workspace to EP group ( #40893 )
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Signed-off-by: Dao Le <Dao007forever@gmail.com >
2026-04-26 01:26:34 -07:00
Or Ozeri
60cd878a3b
[kv_offload+HMA][11/N]: Support store with multiple KV groups ( #39403 )
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Signed-off-by: Or Ozeri <oro@il.ibm.com >
2026-04-25 20:00:46 +03:00
Or Ozeri
51adca74e6
[kv_offload+HMA][9/N]: Support lookup with multiple KV groups ( #39401 )
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Signed-off-by: Or Ozeri <oro@il.ibm.com >
2026-04-24 15:32:29 +03:00
Sage Moore
62b1bbe470
[EPLB] Remove asyncio infrastructure from Async EPLB ( #40730 )
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Signed-off-by: Sage Moore <sage@neuralmagic.com >
2026-04-24 00:21:15 +00:00
Or Ozeri
5ef33ab250
[kv_offload+HMA][10/N]: Support load with multiple KV groups ( #39402 )
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Signed-off-by: Or Ozeri <oro@il.ibm.com >
2026-04-23 20:00:45 +03:00
Simon Danielsson and Matvei Pashkovskii
ac58e2a170
[Fix][MoRI] Align MoRI-IO message format with P2pNcclConnector and vllm-router ( #39565 )
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Signed-off-by: simondanielsson <simon.danielsson99@hotmail.com >
Co-authored-by: Matvei Pashkovskii <mpashkov@amd.com >
2026-04-23 08:06:31 +09:00