Commit Graph
2745 Commits
Author SHA1 Message Date
6700813f86 [3/N][KV-Cache Layout Refactor] Standardize Mamba cache; drop get_transfer_cache_regions (#44456)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-07-21 09:16:15 +00:00
Alex YuanandClaude Opus 4.8 8def3cdde2 [Bugfix] Propagate quant_config to LFM2 ShortConv projections (#48917)
Signed-off-by: Alex Yuan <alex.yuan@liquid.ai>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-21 06:51:55 +00:00
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
97a668152b [RL Infra][FlashInfer] Enable router replay output from FlashInfer monolithic MoE kernel (#44214)
Signed-off-by: Xuanyu Zhang <xuanyu.zhang@mistral.ai>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: OpenAI Codex <noreply@openai.com>
2026-07-20 16:45:10 -07:00
LiangqiusongandKunshang Ji b23bd73f54 [XPU]add sycl path for Mhc (#47245)
Signed-off-by: root <xiaolong.guo@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-07-20 15:32:54 +00:00
zofiamayuyuacemergify[bot] <37929162+mergify[bot]@users.noreply.github.com>Kunshang Ji
df13b5aef5 [XPU] [MoE] add quant input when prepare for fusedmoe (#47122)
Signed-off-by: mayuyuace <qiming1.zhang@intel.com>
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Signed-off-by: zofia <110436990+zufangzhu@users.noreply.github.com>
Co-authored-by: mayuyuace <qiming1.zhang@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-07-20 15:47:26 +08:00
5c9f6557d7 [Hardware][CPU] Enable granite-4 model on cpu (#47641)
Signed-off-by: Akash Kaothalkar <akashkaothalkar@akashs-mbp.bl1-in.ibm.com>
Signed-off-by: Akash Kaothalkar <akashkaothalkar@dhcp-9-123-5-76.bl1-in.ibm.com>
Signed-off-by: Akash Kaothalkar <akashkaothalkar@Akashs-MBP.lan>
Signed-off-by: Akash kaothalkar <akash.kaothalkar@ibm.com>
Co-authored-by: Akash Kaothalkar <akashkaothalkar@dhcp-9-123-5-76.bl1-in.ibm.com>
Co-authored-by: Akash Kaothalkar <akashkaothalkar@Akashs-MBP.lan>
Co-authored-by: Akash Kaothalkar <akashkaothalkar@akashs-mbp.bl1-in.ibm.com>
Co-authored-by: Akash kaothalkar <akash.kaothalkar@ibm.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
2026-07-20 06:15:16 +00:00
b6ff8a2f50 [Core] Add MRV2 virtual-batch PCP for MLA (#46570)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
2026-07-19 02:53:15 +00:00
d96aee0951 [Bugfix] Re-sync parameter tp_rank after process_weights_after_loading (fix replicated / disable_tp weight reload) (#48025)
Signed-off-by: Alex Xu <alexxu@roblox.com>
Co-authored-by: YQ-Wang <yiqingwang@roblox.com>
Co-authored-by: alexhxu <alex.xu1015@gmail.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-07-18 08:40:06 +00:00
xuebwang-amd f12b80c6ef [ROCm][Bugfix] Fix GPT-OSS Quark MXFP4 MoE loading - emulation buffer not block-aligned (#43979)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
2026-07-18 03:49:41 +00:00
Jee Jee Li da64db78b9 [LoRA] Optimize TrtLlmLoRAExperts (#48759)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
2026-07-18 10:26:14 +08:00
Wentao Ye b5433b6f50 [Perf] Optimize dsv4 routing using specialized kernel, 2.94% E2E TPOT improvement (#48660)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-07-17 13:35:06 -07:00
aoshen02 17fdd42100 [Bugfix][Attention] Preserve post-load tensors across weight reloads (#48251)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
2026-07-17 14:15:26 +08:00
f3e9497e92 [Model] Add Inkling LoRA support [4/N] (#48884)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-07-17 09:52:15 +08:00
Thien Tran fe784ff22e [M3] Improve indexer for long-context decode (sm100) (#48582)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
2026-07-16 18:12:15 -07:00
Matthew BonanniOpenAI Codexmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
67f9046e4a [Bugfix] Sparse MLA: enable fp8_ds_mla dense prefill (#48642)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-07-16 22:44:04 +00:00
Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> f17be06fbe [Perf] Optimize clamp to clamp_ (#48143)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-07-16 18:41:07 -04:00
Jack HuandDouglas Lehr 2cab53ddee [Model][Hardware][AMD]: Part 1/2 -> Enable e2e QK Norm + RoPE + KV Cache runtime fusion for Qwen3-30B-A3B on ROCM_AITER_FA, and ROCM_AITER_UNIFIED_ATTN (#42749)
Signed-off-by: Jack Hu <Jack.Hu@amd.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
2026-07-16 17:39:04 -05:00
Michael Goin c95c663049 [Quant] Add nvfp4_per_token online MoE quantization (#48538)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-07-16 14:25:27 -07:00
HDCharles ab3c1aedf3 [Bugfix] Fix activation quantization dispatch for WNA4Int/WNA8Int (#48785)
Signed-off-by: HDCharles <charlesdavidhernandez@gmail.com>
2026-07-16 17:13:02 -04:00
xiao-llmandAndreas Karatzas 02bf9c7907 Fix Quark mxfp4 quantized model loading issue under mtp (#46757)
Signed-off-by: Xiao Yu <xiao.yu.dc@outlook.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-07-16 14:58:47 -04:00
Wentao Ye 626c90b2d5 [Refactor] Move fla to third party (#48500)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-07-16 19:22:36 +01:00
music-dino 7d56fe2adc [ROCm][CI] Avoid HIP init at config time via lazy aiter import in Quark OCP-MX (#48015)
Signed-off-by: Dino Music <Dino.Music@amd.com>
2026-07-16 16:47:08 +00:00
Zhongdongming Dai 75bdad40b5 [Bug][Quantization] Fix humming is_layer_skipped for compressed-tensors "re:" ignore entries (#48507)
Signed-off-by: Zhongdongming Dai <zhongdongmin@nvidia.com>
2026-07-16 07:47:42 -07:00
Samuel NordmannandCodex d08eebad16 [Perf][MoE] Write FlashInfer combine into final output (#47156)
Signed-off-by: snordmann <snordmann@nvidia.com>
Co-authored-by: Codex <codex@openai.com>
2026-07-16 17:21:03 +03:00
Artem PerevedentsevandMatthew Bonanni 7cd1d57b74 [CI/Build][Docker] Bump nvidia-cutlass-dsl to 4.6.0 and drop packaging workarounds (#47442)
Signed-off-by: Artem Perevedentsev <aperevedents@nvidia.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
2026-07-16 13:51:41 +00:00
Thien Tran 85e296950c BF16x3 router GEMM (#47973)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
2026-07-16 17:04:20 +08:00
Asaf GardinandMichael Gokhman df8a0900df [BugFix] Don't apply weight in batch-invariant RMSNorm when has_weight=False (#48741)
Signed-off-by: Josephasafg <ajgard7@gmail.com>
Co-authored-by: Michael Gokhman <michael.gokhman@yahoo.com>
2026-07-16 11:59:03 +08:00
qli88 5de1add806 [feature]Add int4 quantization support for emulation moe backend (#48451)
Signed-off-by: Qiang Li <qiang.li2@amd.com>
2026-07-16 02:00:12 +00:00
0becb7486b [BugFix][MLA] Support kv_cache_dtype_skip_layers for MLA attention (#47309)
Signed-off-by: liuruikang <liuruikang.cs@gmail.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
2026-07-16 00:06:11 +00:00
Wentao Ye 2dab187f75 [Perf] Optimize fused_topk_bias for DSv4, 1.5~2x kernel performance improvement (#47463)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-07-15 23:40:55 +00:00
Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 4238b011a7 [Feature] Migrate moe sp support to non-torch compiled path for GLM5.2 (#47881)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-07-15 23:33:15 +00:00
Mike G 2bd8957627 [Bugfix][NVFP4 MoE] Pad gated intermediate to 64 for FlashInfer TRT-LLM shuffle (M%128) (#46880)
Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com>
2026-07-15 17:37:15 -04:00
Tomasz Zielinskigemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>Chendi.Xue
61141ed265 [Hardware][XPU] Register batch-invariant kernels for XPU (#41934)
Signed-off-by: tzielinski-habana <tomasz.zielinski@intel.com>
Signed-off-by: Tomasz Zielinski <85164140+tzielinski-habana@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Chendi.Xue <chendi.xue@intel.com>
2026-07-15 11:19:44 -04:00
Turner JabbourandClaude 7aab6e2684 [ROCm][Bugfix] Enable the fp32 head_dtype torch.mm fast path on ROCm (#48688)
Signed-off-by: Turner Jabbour <doubleujabbour@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-07-15 08:18:22 +00:00
Giuseppe Grossi d119beb1b9 [ROCm] Add tuned selective_state_update config for AMD MI350 (#48159)
Signed-off-by: Giuseppe Grossi <ggrossi@amd.com>
2026-07-15 10:18:09 +03:00
drakoshaandMatthew Bonanni 6472131298 [Bugfix] Set kv_quant_mode on the generic MLA KV-cache spec (#48379)
Signed-off-by: Mikhail Kostryukov <mike@triptrack.net>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
2026-07-15 03:36:52 +00:00
Jee Jee Li fdf2cf66d3 [LoRA][1/N] Integrate flashinfer MoE LoRA for BF16 model (#48632)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
2026-07-15 10:54:00 +08:00
HDCharles 9b2be4e9a5 [Quant] Enable humming w[2-7]a[4,8] inference with compressed-tensors (#46390)
Signed-off-by: HDCharles <charlesdavidhernandez@gmail.com>
2026-07-14 20:22:31 -06:00
gnovack f7aadae5e5 add pad-aware reduce path (#48385)
Signed-off-by: gnovack <novackgm@gmail.com>
2026-07-14 18:05:50 -07:00
vanshbhatia-amdandvanshbhatia-amd 7ffb98e248 [ROCm] Retune MI355 selective_state_update float32 config on the unified effective_batch grid (#48373)
Signed-off-by: vanshbhatia-amd <210711135+vanshbhatia-amd@users.noreply.github.com>
Co-authored-by: vanshbhatia-amd <210711135+vanshbhatia-amd@users.noreply.github.com>
2026-07-14 18:26:35 +00:00
Daoyuan LiWentao Yemergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
ca3618bc69 [Doc] Sync four function docstrings with their signatures (#45437)
Signed-off-by: Daoyuan Li <94409450+DaoyuanLi2816@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-07-14 13:10:13 -04:00
Michael Goin b2f7d2560a [Bugfix] Make MLA+SWA check the layer's backend, not the model config (#48520)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-07-14 09:53:34 -07:00
Roberto L. CastroandLucas Wilkinson 0762f2afeb [Perf][Feat] Add generic cuteDSL LL BF16 router (GEMM) (#42562)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
2026-07-13 23:01:21 -07:00
vanshbhatia-amdandvanshbhatia-amd 31be872f55 [ROCm] Retune MI355 selective_state_update float16 config on the unified effective_batch grid (#48372)
Signed-off-by: vanshbhatia-amd <210711135+vanshbhatia-amd@users.noreply.github.com>
Co-authored-by: vanshbhatia-amd <210711135+vanshbhatia-amd@users.noreply.github.com>
2026-07-14 05:16:29 +00:00
nemanjaudovic dcf4072da9 [Perf][ROCm] Fix GDN KKT warmup regression on RDNA by avoiding fp32 tl.dot (#45000)
Signed-off-by: Saeid Rostami <srostami@amd.com>
Signed-off-by: nemanjaudovic <nudovic@amd.com>
2026-07-13 20:48:54 -07:00
akii96andPawel Kowalski b50ef9c6ed [ROCm][MiniMax-M2] Dispatch fused QK-norm + AllReduce via AITER (#44849)
Signed-off-by: Aakif Nawaz <aakif.nawaz@amd.com>
Co-authored-by: Pawel Kowalski <pawel.kowalski@amd.com>
2026-07-14 03:10:16 +00:00
Dan Blanaru 9e289c553c up FI fp8 moe topk to 32 (#44462) 2026-07-14 02:58:16 +00:00
Matthew BonanniandClaude Opus 4.8 c4f5cd60da [1/N] Add dense MHA path for sparse MLA short sequences (#47327)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-14 00:29:56 +00:00
Zhenzhong XuandKunshang Ji 0b0ef8d7eb [Quantization][INC][ARK] Support INT2 XPU WOQ Linear (#47521)
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Signed-off-by: Zhenzhong Xu <zhenzhong.xu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-07-14 08:29:45 +08:00