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335 Commits
Author SHA1 Message Date
Jerry Zhang 7974736740 Add support for loading torchao models with AOPerModuleConfig (#17826) 
Signed-off-by: Jerry Zhang <jerryzh168@gmail.com>
 2025-05-14 16:24:59 -07:00
bnellnm f9c069c85e Modularize fused experts and integrate PPLX kernels (#15956) 2025-05-14 13:11:54 -07:00
TJianandGregory Shtrasberg 612c2edb4f [FEAT] [ROCm]: Add AITER CK 2 Stages MoE support (#17110) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
 2025-05-14 03:03:11 -07:00
Michael Goin 9a2a6357de [Bugfix] Fix FP8 Marlin MoE and enable for compressed-tensors models (#18026) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-05-13 19:48:33 -07:00
Pavani Majety 65f0f74b66 [Hardware/NVIDIA/Modelopt] Fix modelopt forward method for v1 torch.compile (#18101) 
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
 2025-05-13 19:33:00 -07:00
vllmellmandtjtanaa 40de1ef455 [FEAT] [ROCm]: Add AITER Block-Scaled GEMM Feature (#14968) 
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-05-13 19:08:20 -07:00
Harry Mellor 6223dd8114 Update deprecated type hinting in model_executor/layers (#18056) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-05-13 04:17:23 -07:00
Michael Goin ea6ae8cb45 [Bugfix] Fix marlin moe fallback logic for llama4 (#18042) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-05-13 07:53:28 +00:00
Michael Goin 1df491c522 [Bugfix] Fixes for new marlin moe usage (#18017) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-05-13 03:50:04 +00:00
Michael GoinandDipika 307939f299 Use NVFP4 Marlin for CompressedTensorsW4A16Fp4 (#18000) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Dipika <dipikasikka1@gmail.com>
Co-authored-by: Dipika <dipikasikka1@gmail.com>
 2025-05-12 18:07:34 -06:00
Michael Goin f065de4e88 Fix FBGEMM integration (#18002) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-05-12 23:02:07 +00:00
Dipika Sikka cd3edfc908 [Misc] Add compressed-tensors NVFP4A16 emulation support (#17914) 
Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com>
Signed-off-by: Dipika <dipikasikka1@gmail.com>
 2025-05-11 15:58:38 +08:00
Jinzhen Lin d74e5f37bc [Kernel] fp4 marlin kernel (#17687) 
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
 2025-05-10 19:58:49 -07:00
Pavani Majety 0c0fdae84f [Hardware/NVIDIA/Kernel] Enable nvidia/DeepSeek-R1-FP4 Model (#16362) 2025-05-09 16:24:41 -07:00
Michael Goin 22481fbfa3 Update CT WNA16MarlinMoE integration (#16666) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-05-09 13:19:45 -04:00
Shu Wang 376786fac1 Add cutlass support for blackwell fp8 blockwise gemm (#14383) 
Signed-off-by: Shu Wang <shuw@nvidia.com>
 2025-05-08 15:09:55 -07:00
Michael Goin 4f605a6de5 Fix noisy warning for uncalibrated q_scale/p_scale (#17414) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-05-08 15:56:59 -04:00
fxmarty-amdandkewang2 bb239a730f [Bugfix] Fix quark fp8 format loading on AMD GPUs (#12612) 
Signed-off-by: Felix Marty <felmarty@amd.com>
Signed-off-by: kewang2 <kewang2@amd.com>
Co-authored-by: kewang2 <kewang2@amd.com>
 2025-05-08 02:53:53 -07:00
Bowen Bao db593aa67f [Quantization] Quark MXFP4 format loading (#16943) 2025-05-07 15:05:05 -04:00
Szymon OżógandIsotr0py 1a45a61387 [Kernel] GGUF MoeVec kernel (#16780) 
Signed-off-by: SzymonOzog <szymon.ozog@aleph-alpha.com>
Signed-off-by: SzymonOzog <szymon.ozog@gmail.com>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
 2025-05-06 23:07:23 -07:00
Mengqing Cao f9bc5a0693 [Bugfix] Fix triton import with local TritonPlaceholder (#17446) 
Signed-off-by: Mengqing Cao <cmq0113@163.com>
 2025-05-06 17:53:09 +08:00
Jinzhen Lin 1d0c9d6b2d [Kernel] some optimizations for dense marlin and moe marlin (#16850) 
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
 2025-05-05 09:39:30 -07:00
rasmith e3d0a1d190 [Quantizaton] [AMD] Add support for running DeepSeek int8 w8a8 MoE on ROCm (#17558) 
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
 2025-05-02 21:41:10 -07:00
Eric Hartford 9b103a1d76 fix typo in logging (#17605) 2025-05-02 18:04:40 -07:00
Michael Goin 868c546da4 Support W8A8 INT8 MoE for compressed-tensors (#16745) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-05-02 10:03:32 -04:00
Michael Goin b4003d11fc Check if bitblas is installed during support check (#17572) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-05-02 04:32:54 +00:00
Michael Goin 24aebae177 [Bugfix] Disable gptq_bitblas for <SM80 to fix GPTQ on V100/T4 (#17541) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-05-01 17:59:35 -07:00
NaLan ZeYu 1144a8efe7 [Bugfix] Temporarily disable gptq_bitblas on ROCm (#17411) 
Signed-off-by: Yan Cangang <nalanzeyu@gmail.com>
 2025-04-30 19:51:45 -07:00
Aaron Pham da4e7687b5 [Fix] Support passing args to logger (#17425) 
Signed-off-by: Aaron Pham <contact@aarnphm.xyz>
 2025-04-30 08:06:58 -07:00
Harry Mellor 13698db634 Improve configs - ModelConfig (#17130) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-04-30 10:38:22 +08:00
a2q1p 0ed27ef66c Fix: Spelling of inference (#17387) 2025-04-29 09:23:39 -07:00
Charlie Fu ed2462030f [Bugfix] Fix moe weight losing all extra attrs after process_weights_after_loading. (#16854) 
Signed-off-by: charlifu <charlifu@amd.com>
 2025-04-28 21:05:07 +00:00
Harry Mellor c7941cca18 Explicitly explain quant method override ordering and ensure all overrides are ordered (#17256) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-04-28 16:55:31 +00:00
Harry Mellor b6dd32aa07 Make name of compressed-tensors quant method consistent across vLLM (#17255) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-04-28 16:28:13 +00:00
Charlie Fu 54271bb766 [ROCm][Misc] Follow-ups for Skinny Gemms on ROCm. (#17011) 
Signed-off-by: charlifu <charlifu@amd.com>
 2025-04-25 22:05:10 -07:00
rasmith 68af5f6c5c [AMD][FP8][BugFix] Remove V1 check in arg_utils.py for FP8 since it is not necessary (#17215) 
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
 2025-04-25 19:55:05 -07:00
rasmithandLuka Govedič a41351f363 [Quantization][FP8] Add support for FP8 models with input_scale for output projection and QK quantization (#15734) 
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
 2025-04-25 00:45:02 -07:00
vllmellmandtjtanaa eef364723c [FEAT] [ROCm]: AITER Fused MOE V1 Support (#16752) 
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-04-25 11:06:50 +08:00
Lei Wangandxinyuxiao 8d32dc603d [Kernel] Support Microsoft Runtime Kernel Lib for our Low Precision Computation - BitBLAS (#6036) 
Signed-off-by: xinyuxiao <xinyuxiao2024@gmail.com>
Co-authored-by: xinyuxiao <xinyuxiao2024@gmail.com>
 2025-04-22 09:01:36 +01:00
Charlie FuandTyler Michael Smith 188b7f9b8c [Performance][ROCm] Add skinny gemms for unquantized linear on ROCm (#15830) 
Signed-off-by: charlifu <charlifu@amd.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
 2025-04-21 20:46:22 -07:00
Varun Sundar Rabindranathandvarun sundar rabindranath 7b8a2ab76f [Kernel] Add expert_map support to Cutlass FP8 MOE (#16861) 
Signed-off-by: varun sundar rabindranath <vsundarr@redhat.com>
Co-authored-by: varun sundar rabindranath <vsundarr@redhat.com>
 2025-04-21 20:44:32 -07:00
kliuaetjtanaavllmellm
 		5b794cae8d [ROCm] Add aiter tkw1 kernel for Llama4 fp8 (#16727) 
Signed-off-by: kliuae <kuanfu.liu@embeddedllm.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
 2025-04-21 20:42:34 -07:00
Dipika Sikka 54a66e5fee [Misc] Update compressed-tensors WNA16 to support zero-points (#14211) 2025-04-15 07:33:51 -06:00
Jinzhen LinMichael Goinmgoin
 		d06ba4ed3f [Kernel] moe wna16 marlin kernel (#14447) 
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-04-14 20:05:22 -07:00
Michael Goin d085a44082 Enable PTPC FP8 for CompressedTensorsW8A8Fp8MoEMethod (triton fused_moe) (#16537) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-04-13 14:55:18 +00:00
Michael Goin f41647ee6b [Kernel] Support W8A8 channel-wise weights and per-token activations in triton fused_moe_kernel (#16366) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-04-11 17:54:08 +00:00
chaow-amd 9e90c9f73f [Bugfix] Fix bugs of running Quark quantized models (#16236) 
Signed-off-by: chaow <chaow@amd.com>
 2025-04-11 10:18:32 -04:00
Michael Goin c70cf0fe06 [Kernel] Use moe_wna16 kernel for compressed tensors wna16 moe models (#16038) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-04-10 15:08:47 +08:00
yihong 04149cce27 [BugFix] fix some typos found by typos. (#16314) 
Signed-off-by: yihong0618 <zouzou0208@gmail.com>
 2025-04-09 03:43:59 -07:00
Isotr0py 40b4284fe3 [Bugfix] Handle process_weights_after_loading for QKVCrossParallelLinear (#15328) 
Signed-off-by: Isotr0py <2037008807@qq.com>
 2025-04-08 10:02:23 -07:00