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b2f685834a
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[Hy4] support Hy4-preview model (#54160)
Signed-off-by: chengvjiang <chengvjiang@tencent.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: chengvjiang <chengvjiang@tencent.com>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: russellfeng <russellfeng@tencent.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
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2026-08-29 12:07:28 +08:00 |
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Wentao Ye
|
70021a0081
|
[Mypy Fix] Mypy fix for "vllm/model_executor/models/[gG]" (#53616)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-08-25 09:47:16 -07:00 |
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Lucas Wilkinson
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8bdc70ec7b
|
[6/N][KV-Cache Layout Refactor] Standardize KV cache layout (#51718)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
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2026-08-21 17:47:49 -07:00 |
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72aedcc426
|
[DCP] Default query replication for GLM sparse attention (#50382)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
|
2026-08-21 09:07:05 -07:00 |
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EgorandClaude
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e9e1630e93
|
[Model] Support bidirectional (encoder-only) attention for DeepSeek e… (#52948)
Signed-off-by: Egor <erop001@gmail.com>
Signed-off-by: Egor <47443236+Lossfull@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
|
2026-08-19 16:36:27 +00:00 |
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fxmarty-amd
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88b2bff2c6
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[MOE] Standardize and abstract fused shared expert optimization selection (#51695)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
|
2026-08-18 12:56:56 -04:00 |
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Wentao Ye
|
9a276d6375
|
[Mypy Fix] Mypy fix for "vllm/model_executor/models/[cC][dD]" (#52003)
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2026-08-13 11:33:55 +08:00 |
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Wentao Ye
|
fd04edef3e
|
[Refactor] Delete dead code in models (#51838)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-08-11 15:44:26 -04:00 |
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bnellnmandHarry Mellor
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6e311c6e20
|
[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: bnellnm <49004751+bnellnm@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
|
2026-07-31 11:28:18 +01:00 |
|
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+13
|
aeeb36b1f1
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[New model] Kimi K3 (#50000)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Ziming Huang <zelda.huanghuang@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Summer Yang <girasoleyang@gmail.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
Co-authored-by: Bowen Wang <abmfy@icloud.com>
Co-authored-by: gnovack <novackgm@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: xiaozhoupy <peiyuanzhou1994@gmail.com>
Co-authored-by: Roy Wang <yasong.wang@inferact.ai>
Co-authored-by: Jeff (Junze) Ma <93145857+majunze2001@users.noreply.github.com>
Co-authored-by: Codex <codex@openai.com>
Co-authored-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
|
2026-07-30 03:49:58 -07:00 |
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Wentao Ye
|
82642d7d6c
|
[Perf] RMSNorm uncontiguous support, 1.2~3.1x kernel performance improvement (#49750)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
|
2026-07-29 13:45:38 -07:00 |
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Yiliu DongandOpenAI Codex
|
ba702e978e
|
[Attention] Skip sparse indexer scoring for dense short prefills (#48407)
Signed-off-by: Yiliu Dong <91178480+qianlihuang@users.noreply.github.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
|
2026-07-28 16:17:22 +00:00 |
|
|
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28158b2fc3
|
[ROCm] [BugFix] Fix Quark GLM-5.2 Checkpoint inference: indexer wk per-channel FP8 dequant + missing sparse-MLA metadata fields (#48886)
Signed-off-by: Colin Zeng <Colin.Zeng@amd.com>
Signed-off-by: ColinZ22 <Colin.Zeng@amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
Co-authored-by: fanxingran <xingran.fan@amd.com>
|
2026-07-27 22:38:22 +00:00 |
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2396a61108
|
[Attention][MLA][DCP] Query replication for MLA decode (DeepSeek-V2/R1 + Kimi-K2.5) (#45964)
Signed-off-by: Sungsoo Ha <sungsooh@nvidia.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
|
2026-07-20 23:51:27 +00:00 |
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Harry Mellor
|
c233d90aa8
|
Remove even more unnecessary load_weights methods (#48496)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
|
2026-07-18 08:40:27 +00:00 |
|
|
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85b3a7264b
|
[Bugfix][Model Runner V2] Order uniform decodes first so spec decodes aren't misclassified as prefills (#47381)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
|
2026-07-09 14:26:27 +01:00 |
|
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Thien Tran
|
e7b3853bac
|
Remove router weight upcast for DSv2-related models (#47970)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
|
2026-07-08 11:19:10 +00:00 |
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Wei ZhaoandYongye Zhu
|
2afa3f7e95
|
[Perf] Minimax M3 - Support cross-layer allreduce-norm fusion (#47631)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
|
2026-07-07 21:16:32 -07:00 |
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Jee Jee Li
|
5d23ca47ab
|
[Kernel] Applies routed_scaling_factor internally (#47408)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
|
2026-07-07 02:00:54 -07:00 |
|
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Kyle Sayers
|
445321fab4
|
[Bugfix] [Quantization] Fix loading for CT DSV2 (#47780)
|
2026-07-07 02:28:00 +00:00 |
|
|
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24dd2aec81
|
[Bugfix] Preserve FP8 indexer WK pairs across incremental load_weights (#46168)
Signed-off-by: lcheng <lcheng321@gatech.edu>
Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com>
Co-authored-by: NickLucche <nicolo.lucchesi@mistral.ai>
|
2026-07-06 09:16:46 -07:00 |
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Wentao YeandCanlin Guo
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b6cc46ec3b
|
[Feature] Support sequence parallel without the need for DP, 1.9%~5.0% E2E Throughput Improvement (#47070)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
Co-authored-by: Canlin Guo <canlinguosdu@gmail.com>
|
2026-07-05 05:41:30 -07:00 |
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Wentao Ye
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2a9113f998
|
[Perf] Remove redundant op for GLM 5.2 (#47198)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
|
2026-07-04 13:25:02 -04:00 |
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Yuxuan Zhang
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178fd56094
|
support GLM-5.2 gate use FP32 (#47410)
Signed-off-by: zRzRzRzRzRzRzR <Yuxuan.Zhang2@liverpool.ac.uk>
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2026-07-02 22:45:39 +08:00 |
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Harry Mellor
|
e7d0fcbc09
|
[CI] Fix various failures on main (#47197)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
|
2026-07-01 10:35:34 +01:00 |
|
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Jee Jee Li
|
7be582697b
|
[Bugfix] Fix DeepseekV2Model hidden_size (#46986)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
|
2026-06-29 16:44:05 +00:00 |
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Michael GoinandClaude Opus 4.8
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0ca39c4f1f
|
[Bugfix] Capture final-layer aux hidden state in deepseek_v2 backbone (#46973)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
|
2026-06-29 10:00:31 -04:00 |
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Wentao Ye
|
5c91039c41
|
[GLM5.2 Perf] Replace MOE all-reduce with reduce-scatter, 3.1%~3.2 E2E Throughput improvement (#46635)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
|
2026-06-28 14:55:54 +00:00 |
|
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frida-anderssonandAndreas Karatzas
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6eb63a1da6
|
[Bugfix][DSv3.2] Skip indexer weights for index-cache-skipped layers (#46600)
Signed-off-by: Frida Andersson <fanderss@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-06-28 01:37:44 -07:00 |
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|
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c6741b2ad4
|
[Model] Support Unlimited OCR (#46564)
Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Roger Wang <hey@rogerw.io>
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2026-06-27 23:09:18 -07:00 |
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Wentao Ye
|
b588f66dc2
|
[GLM5.2 Perf] fused_indexer_q_rope_quant triton kernel, 1.9% ~ 3.3% E2E Throughput improvement. (#46862)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-06-26 22:16:20 -07:00 |
|
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Harry Mellor
|
d8eb734d94
|
Fix Transformers backend FP8 MoE and remove some boilerplate (#46820)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
|
2026-06-27 00:16:05 +01:00 |
|
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Wentao Ye
|
8b4d93ba2b
|
[Perf] Remove redundant clone for GLM, Deepseek etc (#46651)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-06-25 13:09:00 -07:00 |
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Tyler Michael SmithandClaude Opus 4.6
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77148992cf
|
[Bugfix] Move extract_layer_index back inside is_v32 guard (#46199)
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
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2026-06-20 21:19:10 +00:00 |
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Jared Wen
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ab66606993
|
[bugfix]Indexer init skip and MTP TopK share for iteration (#45895)
Signed-off-by: JaredforReal <w13431838023@gmail.com>
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2026-06-19 09:57:51 +08:00 |
|
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Jared Wenandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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32f34d3935
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[feature] add index share feature for DSA MTP (#44420)
Signed-off-by: JaredforReal <w13431838023@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-06-06 22:04:14 -07:00 |
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Uranus
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1f6048abe5
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fix: glm5.1 pp model loading (#42944)
Signed-off-by: UranusSeven <109661872+UranusSeven@users.noreply.github.com>
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2026-06-01 15:14:47 +08:00 |
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frida-anderssonandCursor
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0b56815a24
|
[ROCm][Perf] DSv3.2 MI355X TP4 decode-step orchestration cleanup (3 micro-opts) (#42982)
Signed-off-by: Frida Andersson <fanderss@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
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2026-05-29 04:26:57 -07:00 |
|
|
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a583c84e2b
|
[Bugfix][ROCm] Fix Accuracy Drop in Sparse Indexer on gfx950 (#43781)
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Signed-off-by: kliuae <kuanfu.liu@embeddedllm.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
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2026-05-28 03:37:15 -07:00 |
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SoluMilken
|
cd74911d92
|
[Model] use AutoWeightsLoader for DeepSeekV2 (#41706)
Signed-off-by: SoluMilken <ypiheyn.imm02g@g2.nctu.edu.tw>
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2026-05-10 01:55:25 +08:00 |
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akii96
|
c936548ce6
|
[ROCm][DeepSeek] Enable V3.2 TP4 AITER MLA (#41835)
Signed-off-by: Aakif Nawaz <aakif.nawaz@amd.com>
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2026-05-07 15:10:57 -05:00 |
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Rita Brugarolas
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c293ccc58e
|
[ROCm][Bugfix] Fix init-time bias dtype cast when gate.out_dtype is None (#41405)
Signed-off-by: Rita Brugarolas Brufau <rita.brugarolasbrufau@amd.com>
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2026-05-02 00:13:15 -04:00 |
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PleaplusoneandMatthew Wong
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bc635fad23
|
[ROCm][Deepseek] dsv3.2 further optimization (#41217)
Signed-off-by: ganyi <ygan@amd.com>
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: Matthew Wong <Matthew.Wong2@amd.com>
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2026-05-01 23:06:00 +09:00 |
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Chaunceyandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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faab189554
|
[Feature]: IndexCache support for DSA models (#37735)
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-04-29 15:15:35 -04:00 |
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c8bbe05189
|
[Perf] Update TRTLLM supported MoE routing methods (#39141)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Signed-off-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: root <root@bia0030.bia.clusters.nvidia.com>
Co-authored-by: root <root@bia0036.bia.clusters.nvidia.com>
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2026-04-27 14:16:22 -04:00 |
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Hemanth Acharya
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fa4b70555b
|
[ROCm] Cast score correction bias tensor during model construction for DeepSeek/Kimi-K2 (#39999)
Signed-off-by: Hemanth Acharya <heachary@amd.com>
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2026-04-24 09:02:12 +09:00 |
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bnellnm
|
1c2c1eb8b9
|
[MoE Refactor] Rename FusedMoE.make_expert_params_mapping to fused_moe_make_expert_params_mapping (#40671)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-04-23 11:22:34 -04:00 |
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bnellnm
|
5e584ce9ec
|
[MoE Refactor] Remove SharedFusedMoE class (#35782)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-04-21 18:12:12 -04:00 |
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bnellnmandRobert Shaw
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726efe177b
|
[MoE Refactor] Move the shared/fused expert output sum into MoERunnerBase (#35949)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-04-20 12:28:46 -04:00 |
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Benjamin Chislett
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ac3dac545b
|
[Bugfix][Perf] Indexer upcast WK to BF16 for fusion (#38928)
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
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2026-04-15 20:39:32 +00:00 |
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