 Ming YangandMichael Goin
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6831650c40
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[offloader] v2: Hide weight onloading latency via prefetching (#29941)
Signed-off-by: Ming Yang <minos.future@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2026-02-25 17:20:59 -08:00 |
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c97234c08b
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fix(mxfp4): Disable monolithic path for TRITON backend with EP (#34270)
Signed-off-by: Elizabeth Thomas <email2eliza@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2026-02-25 13:33:42 -08:00 |
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Lucas Wilkinson
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15d76f74e2
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Revert "[Misc] Enable weights loading tracking for quantized models" (#35309)
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2026-02-25 09:20:15 -08:00 |
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Laura WangandLu Fang
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2465071510
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[Perf] Add opt-in SM100 Oink RMSNorm custom-op path (#31828)
Signed-off-by: Laura Wang <3700467+Laurawly@users.noreply.github.com>
Co-authored-by: Lu Fang <30275821+houseroad@users.noreply.github.com>
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2026-02-24 23:01:53 -08:00 |
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Kunshang Ji
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8ad54a991b
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[Platform] Add current_platform.num_compute_units interface (#35042)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
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2026-02-24 22:22:49 -08:00 |
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Isotr0py
|
a6c137521c
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[Misc] Add shard_id validation for MergedColumnLinear (#35055)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
|
2026-02-24 22:12:28 -08:00 |
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Isotr0py
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4572a06afe
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[Misc] Enable weights loading tracking for quantized models (#35074)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
|
2026-02-24 22:11:03 -08:00 |
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Rohan Potdar
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f38f8c9742
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[ROCm]: Enable customop and rope+kvcache fusion for AITER RoPE (#35180)
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
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2026-02-25 04:36:40 +00:00 |
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yugong333andMichael Goin
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576fe50333
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Adding Nemotron fp8 Triton MoE Config (#34674)
Signed-off-by: Yu Gong <yu3.gong@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2026-02-24 15:56:38 -08:00 |
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f5972a872f
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[Model][Spec Decode] Nemotron-H MTP and Mamba Speculative Decoding Support (#33726)
Signed-off-by: Shahar Mor <smor@nvidia.com>
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Shahar Mor <smor@nvidia.com>
Co-authored-by: Roi Koren <roik@nvidia.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
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2026-02-24 09:49:56 -08:00 |
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Harry Mellor
|
c38b8d5a31
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Remove padding_index from models that don't use it for better Transformers v5 compatibility (#35189)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-02-24 08:04:46 -08:00 |
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danisereb
|
9609b1f18d
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Integrate flashinfer mm_mxfp8 in ModelOpt MXFP8 (#35053)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
|
2026-02-24 08:45:13 -07:00 |
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danisereb
|
a0c7081695
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Fix fallback to default tactic (flashinfer autotuner) with trtllm_fp4_block_scale_moe (#35088)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
|
2026-02-24 07:25:44 -08:00 |
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a87cc50859
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[Attn,KV-cache] Use per-head scales in the attention selector (#34281)
Signed-off-by: Your Name <you@example.com>
Signed-off-by: Eldar Kurtic <research@neuralmagic.com>
Co-authored-by: Eldar Kurtic <research@neuralmagic.com>
Co-authored-by: Your Name <you@example.com>
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2026-02-24 09:02:43 -05:00 |
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Dor HuriandJee Jee Li
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012dee9233
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[Feature] Add LoRA tower/connector support for Llama 4 Vision (mllama4) (#35147)
Signed-off-by: dorhuri123 <dor.huri1@live.biu.ac.il>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
|
2026-02-24 04:10:32 -08:00 |
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Tugsbayasgalan ManlaibaatarandNicolò Lucchesi
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f1c664545b
|
Make voxtral compile friendly (#33959)
Signed-off-by: Tugsbayasgalan Manlaibaatar <tmanlaibaatar@fb.com>
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com>
|
2026-02-24 09:33:35 +01:00 |
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6af03f2394
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[Refactor] [1/N] Reorganize kernel abstraction directory (#34055)
Signed-off-by: BadrBasowid <badr.basowid@gmail.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
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2026-02-24 06:47:22 +00:00 |
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Vadim Gimpelson
|
33a0d43c71
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[BUGFIX][Qwen3.5] Hardcode mlp.gate as not quantizable (#35156)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
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2026-02-23 19:42:24 -08:00 |
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Jia GuoandClaude Opus 4.6
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ec85340531
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[Quantization] Support FP8 MoE bias for models like GPT-OSS (#34906)
Signed-off-by: jasperjiaguo <jasperg662@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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2026-02-23 19:07:47 -08:00 |
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2ff4e51152
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[ROCm] AITER fused RoPE+KVCache (#33443)
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
Signed-off-by: charlifu <charlifu@amd.com>
Signed-off-by: Rohan Potdar <66227218+Rohan138@users.noreply.github.com>
Co-authored-by: charlifu <charlifu@amd.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
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2026-02-23 19:06:00 -08:00 |
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Michael GoinandRobert Shaw
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22a97e6613
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[Perf] Improve default triton fused moe configs (#34846)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-02-23 16:01:28 -08:00 |
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Harry Mellor
|
c4f38696f7
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Use Xet high performance mode for Transformers v5 (#35098)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
|
2026-02-23 08:19:30 -08:00 |
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haosdent
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a7f341c323
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[Bugfix] Fix MRotaryEmbedding missing truncate attr with YaRN scaling (#35080)
Signed-off-by: haosdent <haosdent@gmail.com>
|
2026-02-23 16:05:52 +00:00 |
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Eldar KurtićandYour Name
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b95bb6927f
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[kv-cache, ct] Use compressed-tensors as a source of ground-truth for quant strategies (#34254)
Signed-off-by: Your Name <you@example.com>
Co-authored-by: Your Name <you@example.com>
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2026-02-23 07:37:55 -07:00 |
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Cyrus Leung
|
392645454b
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[Refactor] Decouple TimingContext from InputProcessingContext (#35083)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
|
2026-02-23 14:15:50 +00:00 |
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Eldar KurtićandEldar Kurtic
|
1e8438a89a
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[Llama4,CI] Bring back Llama-4 bug fixes, and also fix Maverick tests (#35033)
Signed-off-by: Eldar Kurtic <you@example.com>
Co-authored-by: Eldar Kurtic <you@example.com>
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2026-02-23 09:04:34 -05:00 |
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Robert ShawandRobert Shaw
|
8435b2e049
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[ModelBash][DSV3] Add TRTLLM DSV3 Router GEMM kernel (6% B1 Speedup) (#34302)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
|
2026-02-23 14:02:26 +00:00 |
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Yan Ma
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b1b5e045df
|
[XPU] allow TORCH_SDPA/TRITON_ATTN as XPU vit Backend (#35010)
Signed-off-by: Yan Ma <yan.ma@intel.com>
|
2026-02-23 05:06:44 -08:00 |
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Wentao Ye
|
7f40e9e516
|
[Refactor] Remove dead private func _fp8_perm and _extract_mask_for_item (#35068)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-02-23 05:05:20 -08:00 |
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Harry Mellor
|
103e614b14
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Fix pipeline parallel with embed scaling in the Transformers modelling backend (#35094)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
|
2026-02-23 05:04:47 -08:00 |
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e631f8e78e
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fix: Apply embedding_multiplier to inputs_embeds (#34813)
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
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2026-02-23 00:42:46 -08:00 |
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Cyrus Leung
|
987506bca6
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[Refactor] Simplify dummy data generation (#35025)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
|
2026-02-22 20:55:27 -08:00 |
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qizixiandLu Fang
|
2bcf71b9c0
|
[Spec Decode] Reduce TP communication for speculative decoding draft token generation (#34049)
Signed-off-by: qizixi <qizixi@meta.com>
Co-authored-by: Lu Fang <30275821+houseroad@users.noreply.github.com>
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2026-02-22 14:59:16 -08:00 |
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b7892a3bef
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[Model] Add NVFP4 quantization support for Step3.5-Flash (#34478)
Signed-off-by: tacos8me <ian@cloudhabit.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2026-02-22 12:30:46 -07:00 |
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Athrael Soju
|
970861ac0c
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[New Model] Add ColModernVBERT (#34558)
Signed-off-by: Athrael Soju <athrael.soju@gmail.com>
Signed-off-by: athrael-soju <athrael-soju@users.noreply.github.com>
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2026-02-22 12:23:41 +08:00 |
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Vadim Gimpelson
|
74d90b1ce4
|
[Model Bash][DSR1] Add selective dynamic shape marking for CustomOp (#34900)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
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2026-02-21 19:28:01 -05:00 |
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98b0205c3c
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[Frontend] Add automatic language detection for Whisper transcription (#34342)
Signed-off-by: space_check <roman.vuskov@rwth-aachen.de>
Signed-off-by: Roman <45857014+spacecheck@users.noreply.github.com>
Co-authored-by: Nicolò Lucchesi <nicolo.lucchesi@gmail.com>
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com>
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2026-02-21 04:49:41 -08:00 |
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BADAOUI Abdennacer
|
8dc8a99b56
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[ROCm] Enable bitsandbytes quantization support on ROCm (#34688)
Signed-off-by: badaoui <abdennacerbadaoui0@gmail.com>
|
2026-02-21 00:34:55 -08:00 |
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Kata Coder
|
5719a4e4e6
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[Frontend] Support multimodal inputs for late-interaction scoring (ColQwen3) + NewModel: nvidia/nemotron-colembed (#34574)
Signed-off-by: craftsangjae <craftsangjae@gmail.com>
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2026-02-20 20:01:40 -08:00 |
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11be2c74dc
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[Realtime] Add Qwen3-ASR realtime streaming support (#34613)
Signed-off-by: Thomas Pouget-Abadie <thomaspou@microsoft.com>
Co-authored-by: Thomas Pouget-Abadie <thomaspou@microsoft.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com>
|
2026-02-20 19:59:42 -08:00 |
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Rohan Potdar
|
ded333fb9b
|
[ROCm][Bugfix]: Only save unpadded sizes for shared_experts in MoERunner to fix rmsnorm pad fusion (#34636)
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
|
2026-02-20 19:56:16 -08:00 |
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Lucas Wilkinson
|
0e22cd618b
|
Revert "[Llama4,Quantization] Simplify and generalize logic for Q/K permutations in quantized self-attn layers " (#34997)
|
2026-02-20 17:19:19 -08:00 |
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Wei ZhaoandCyrus Leung
|
ea5f903f80
|
Bump Flashinfer Version and Re-enable DeepSeek NVFP4 AR+Norm Fusion (#34899)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
|
2026-02-20 13:37:31 -08:00 |
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Lucas Wilkinson
|
aaefc58ee0
|
[CI] Revert PRs 34818 and 33600 (#34979)
|
2026-02-20 13:25:50 -08:00 |
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Frank WangandWentao Ye
|
059779231f
|
[Minor] Add logging when using MXFP4 MXFP8 TRTLLM backend (#34916)
Signed-off-by: frankwang28 <frank.wbb@hotmail.com>
Signed-off-by: Frank Wang <41319051+frankwang28@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
|
2026-02-19 22:07:57 -08:00 |
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ea37530b47
|
[Models] LFM2: Support LoRA (#34921)
Co-authored-by: Piotr Mazurek <piotr635@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
|
2026-02-19 22:07:23 -08:00 |
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81bfc21a6a
|
[Model Bash]: Improve FP8 Oracle for Config Specific Kernel Selection (#34260)
Signed-off-by: Elizabeth Thomas <email2eliza@gmail.com>
Signed-off-by: Robert Shaw <robertgshaw2-redhat@h100-02.nemg-001.lab.rdu2.dc.redhat.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <robertgshaw2-redhat@h100-02.nemg-001.lab.rdu2.dc.redhat.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
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2026-02-19 21:29:08 -08:00 |
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Bowen Bao
|
d9e62c03eb
|
[Quark] Fix MoE fp8 activation scale handling on mi300 (#34386)
Signed-off-by: Bowen Bao <bowenbao@amd.com>
|
2026-02-19 21:27:14 -08:00 |
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Michael Goin
|
f72061a19a
|
[UX] More descriptive reasons in is_supported_config for MoE (#34908)
Signed-off-by: mgoin <mgoin64@gmail.com>
|
2026-02-19 15:20:52 -08:00 |
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Matthew BonanniandRobert Shaw
|
662205d34e
|
[Bugfix] Fix Basic Models Test (#34818)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-02-19 14:49:07 -08:00 |
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