Commit Graph
1161 Commits
Author SHA1 Message Date
Jimmy Lee 092387963c [BugFix] weights processing peak memory reduction for nvfp4 MoE layers (#46276)
Signed-off-by: Jimmy Lee <hirejimmylee@gmail.com>
2026-07-11 02:05:35 +00:00
Joe Rowellandmgoin 1bf3997eae [Quantization] Bound peak memory when repacking FP4 MoE weights for Marlin (#47851)
Signed-off-by: Joe Rowell <joerowell4@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2026-07-10 19:46:13 -06:00
rasmith 934eeaecfb [CI/Build][BugFix][The Rock] Fix get_ssm_device_name to return sanitized, usable filename (#47781)
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
2026-07-08 12:12:54 +00:00
yzong-rh 7d2ce5750e [Bugfix] Patch Hopper MXFP4 OOB scales reads leading to NaN (#47910)
Signed-off-by: Yifan Zong <yzong@redhat.com>
2026-07-07 22:51:22 +00:00
danielafrimi 0a2965b1b3 [BugFix] Fix ModelOpt mixed-precision quantization for sparse quantized_layers configs. (#47318)
Signed-off-by: Daniel Afrimi <dafrimi@nvidia.com>
Signed-off-by: <dafrimi@nvidia.com>
2026-07-07 11:45:13 +00:00
Micah WilliamsonandAndreas Karatzas dd5c299fbe [ROCm][Bugfix] Convert ModelOpt FP8 per-channel weights to e4m3fnuz on MI300/MI325 (#47201)
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-07-06 23:24:58 -07:00
Jinzhen Linandmgoin d891b9bd51 [Quantization] add humming moe backend to all dense/moe oracles (#41652)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2026-07-06 13:36:07 -07:00
Wentao Ye b1c6dba558 [Refactor] Remove multiple dead code (#47329)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-07-06 07:54:08 -07:00
Zhenzhong Xuandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> d9c1767cd4 [INC][ARK] Direct Register Custom Op for ARK (#46361)
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-07-06 13:45:50 +08:00
Fadi Arafeh f1073c050c [CPU][BugFix] Multiple fixes to w4a8_int8 CPU MoE path (#46739)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
2026-07-06 05:39:20 +00:00
Chaojun ZhangandCopilot 1a308c449c [XPU] Add W8A8 FP8 linear kernel with multi-granularity quant support (#43645)
Signed-off-by: Chaojun,Zhang <chaojun.zhang@intel.com>
Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
2026-07-04 18:10:01 +08:00
576bf75d0e [AMD][EPLB] Enable EPLB for Quark OCP MXFP4 MoE (#47220)
Signed-off-by: okorzh-amd <okorzh-amd@users.noreply.github.com>
Co-authored-by: okorzh-amd <okorzh-amd@users.noreply.github.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-07-03 14:41:52 -05:00
Yongye ZhuandClaude Opus 4.8 fa248139a0 [MoE] Plumb gemm1_alpha/beta/clamp_limit into TRT-LLM FP8 MoE (#45723)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-01 14:34:05 -07:00
Yongye Zhu d3229431f9 [DSV4] Better MXFP8 quantization kernel (#47229)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-07-01 14:33:51 -07:00
Joe RowellandRobert Shaw c8d2f3cb14 [Bugfix] compressed-tensors: allow int8 grouped WNA16 MoE on Marlin (#47154)
Signed-off-by: Joe Rowell <joerowell4@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-06-30 12:50:46 -07:00
Arsalan Shakil 00ebf19cca [Bugfix][Quant] Raise actionable error instead of bare assert for group-size/TP mismatch (#46230) (#46236)
Signed-off-by: Arsalan Shakil <shakil.arsalan@yahoo.com>
2026-06-30 14:57:14 +00:00
Jason LiandXin Li debec6440b Add MiniMax-M3 modelopt nvfp4 support (#46756)
Signed-off-by: Xin Li <xinli@nvidia.com>
Signed-off-by: jasonlizhengjian <jasonlizhengjian@gmail.com>
Co-authored-by: Xin Li <xinli@nvidia.com>
2026-06-29 09:29:39 -07:00
HDCharles 379acd4e4f [Bugfix][Quantization] Fix W8A8 int-quantized scheme selection regression (#46860)
Signed-off-by: HDCharles <charlesdavidhernandez@gmail.com>
2026-06-29 15:55:42 +00:00
bnellnmandRobert Shaw bc8481af09 [MoE Refactor] Standardize Humming MoE experts + utilities (#43373)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-06-29 06:19:29 -07:00
Harry Mellor 5051698e41 Remove unnecessary load_weights methods (#44589)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-06-29 01:52:23 -07:00
Yuwen Zhou 58d6a6e60a [CPU] Support cpu compressed-tensor w8a8 int8 moe (#42920)
Signed-off-by: yuwenzho <yuwen.zhou@intel.com>
Signed-off-by: Yuwen Zhou <yuwen.zhou@intel.com>
2026-06-29 03:04:05 +00:00
jj shaoandshaojinjie.sjj ea2ead1db3 [Misc] Fix incorrect layer type annotation in Fp8LinearMethod (#46818)
Signed-off-by: shaojinjie.sjj <shaojinjiesjj@gmail.com>
Co-authored-by: shaojinjie.sjj <shaojinjiesjj@gmail.com>
2026-06-27 20:23:59 +00:00
fxmarty-amd 552a9dbe59 [NVFP4][Emulation] Fuse NVFP4 weight dequantization with compute in triton kernel for w13/w2 MOE MLP linears (#44667)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-06-25 19:33:00 -07:00
Mike GandMichael Goin ad28d605e6 [Bugfix] Default tie_weights to sharing the weight (fix tied quantized embeddings, e.g. ModelOpt Gemma4) (#45544)
Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-06-25 17:46:28 -07:00
HDCharlesandClaude Opus 4.6 56ca5997ea Humming support for 2/3/5/6/7-bit pack-quantized weight-only inference (#46389)
Signed-off-by: HDCharles <charlesdavidhernandez@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-06-24 13:53:54 -04:00
Woosuk Kwon 96de8bb389 [MoE] Free unused MXFP4 scales in OAI Triton Backend (#46549)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
2026-06-24 00:06:41 -07:00
Yan Ma acce57d8dd Deprecate old FP8 online MoE quantization class (#44514)
Signed-off-by: Yan Ma <yan.ma@intel.com>
2026-06-23 11:53:38 -07:00
Michael GoinandClaude 37a682d392 [Kernel] Extend Marlin thread-tile padding to MoE (WNA16 + FP8/MXFP8) (#45703)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-06-23 11:45:10 -07:00
fxmarty-amd e368415daa [AMD][OCP MX][CI] Fix tests to not dispatch on UNFUSED_TRITON backend on MI300, improve w_mxfp4_a_fp8 emulation support (#46142)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-06-23 14:25:27 -04:00
Willow Lopez f3410b3bb1 fix(moe_wna16): access tp_size via moe_config for RoutedExperts compatibility (#45404)
Signed-off-by: Oxygen <1391083091@qq.com>
Signed-off-by: Willow Lopez <100782273+Oxygen56@users.noreply.github.com>
2026-06-23 11:46:23 -04:00
Yan Ma 547d2c40d7 Add weights padding for fp8 per-block online quantization (#44763)
Signed-off-by: Yan Ma <yan.ma@intel.com>
2026-06-23 11:08:17 -04:00
Mike G 56e5797511 [Quant] Enable modelopt_mixed on Turing (SM75) (#45375)
Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com>
2026-06-22 19:30:49 -07:00
Michael GoinandClaude Opus 4.8 8207ce0850 [Bugfix] Fix humming lm_head crash and FusedMoE weight_shape coercion (#46420)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-22 18:19:29 -07:00
Bowen BaoandAndreas Karatzas c97e8f99d6 [ROCm][Quantization][4/N] refactor quark_moe fp8 w/ oracle (#43721)
Signed-off-by: Bowen Bao <bowenbao@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-06-22 15:58:03 -07:00
ZewenShen-Cohereandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> ca5b24695b Fix static actorder handling for compressed-tensors WNA16 MoE (#41161)
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-22 15:46:46 -07:00
44d95069e9 Enable DeepSeek V4 and GLM-5.1 on SM120 (#43477)
Signed-off-by: Zihua Wu <13583761+lucifer1004@users.noreply.github.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
2026-06-22 11:54:14 -07:00
Jinzhen Linandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> e4b3da3feb [Quantization][CI] add humming lm-eval test (#43752)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-22 11:23:55 -07:00
Liangliang Ma 3da4a1b124 [XPU] add awq format for INCXPULinear (#43404)
Signed-off-by: Ma, Liangliang <liangliang.ma@intel.com>
2026-06-22 22:29:13 +08:00
fxmarty-amdandAndreas Karatzas 485bbe1c6f [CI] Fix missing tp_size attribute on RoutedExperts (#46163)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-06-21 18:46:49 -06:00
Yuwen Zhou 058cc0a8b6 [Bugfix] Restore is_sym guard for zp in GPTQ/CT MoE to fix symmetric quant regression (#45656)
Signed-off-by: yuwenzho <yuwen.zhou@intel.com>
2026-06-18 16:20:29 +00:00
afdcbd5d39 [ROCm][DSv4] Functional fixes for DeepSeek V4 on MI300X/MI325X (#45681)
Signed-off-by: ganyi <ygan@amd.com>
Signed-off-by: Markus Hartikainen <markus.hartikainen@amd.com>
Signed-off-by: Tuukka Sarvi <tuukka.sarvi@amd.com>
Co-authored-by: ganyi <ygan@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Markus Hartikainen <markus.hartikainen@amd.com>
Co-authored-by: Jin Tao <jintao12@amd.com>
2026-06-18 12:21:14 +00:00
AlexHuangClaudeKunshang Jimergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
8d4f54966c fix(quantization): Fix AWQ dequantize on Intel XPU and refactor AutoAWQ config (#42727)
Signed-off-by: Alex <alex.tech.lab@outlook.com>
Signed-off-by: AlexHuang <jihuihuang@tencent.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-18 20:12:28 +08:00
Yejing LaiandKunshang Ji 8dd8b6ed78 [XPU] Fix FP8 block-scaled scheme selection on non-CUDA platforms (#43958)
Signed-off-by: Lai, Yejing <yejing.lai@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-06-18 10:16:20 +08:00
Wentao Ye 2659f60a1a [Refactor] Remove dead quantization code and tests (#45454)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-06-17 16:12:01 -04:00
qli88 d112eb1ac7 [feature] MiniMax-M3-MXFP4 support added (#45896)
Signed-off-by: Qiang Li <qiang.li2@amd.com>
2026-06-17 18:50:48 +00:00
amirkl94 8b2b566ea7 Feature: Enable Flashinfer non-gated MoE bf16 (#43853)
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
2026-06-17 14:32:49 +00:00
xaguilar-amd 0b131b16c9 [ROCm][AITER][Quark] Tag per-channel FP8 weights as PER_CHANNEL so AITER pre-shuffled GEMM is selected (#44626)
Signed-off-by: Xavier Aguilar <xavier.aguilarfruto@amd.com>
2026-06-17 14:05:34 +00:00
bcb518ad7a [quant][autoround]Refactor INC quantization into package with INCScheme orchestrator (#40601)
Signed-off-by: yiliu30 <yi4.liu@intel.com>
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Signed-off-by: Zhenzhong Xu <zhenzhong.xu@intel.com>
Co-authored-by: n1ck-guo <heng.guo@intel.com>
Co-authored-by: Zhenzhong1 <zhenzhong.xu@intel.com>
2026-06-17 21:51:32 +08:00
Hongxia Yangandtjtanaa e28e8c8782 [ROCm][Quant] Minimax-M3: Enable fp8_per_channel for bf16 weights on mi300x (#45854)
Signed-off-by: Hongxia Yang <hongxia.yang@amd.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
2026-06-17 12:02:40 +00:00
Ting SUNandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> a46abb7ae6 [Bugfix][Quantization] Reject unsupported compressed tensors KV cache schemes (#45312)
Signed-off-by: Ting Sun <suntcrick@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-17 05:08:41 +00:00