MOVZX and Hinata
5f3c7bd8ab
[Mini-VLLM] Remove the ROCm device path, debug routes and arch-gated tests
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- Delete csrc/rocm, hipify, the _rocm_C extension and the setup.py rocm
target path; drop the rocm requirement files
- Delete the aiter, rdna3, skinny-gemm and ROCm fused-MoE kernel modules
and retarget the linear kernel registries away from them
- Reduce platforms/rocm.py to the GCN architecture predicates that live
code still imports, and delete the RocmPlatform class and plugin
- Drop the VLLM_SERVER_DEV_MODE debug surface: reset, collective_rpc,
server_info and sleep routes plus the log_error_stack flag
- Delete lm-format-enforcer, lark and otel-semantic-conventions-ai pins;
the live server process maps none of them
- Delete tests that only build architectures this fork no longer
registers, and test directories left without any test file
- Restore the tests/v1/kv_connector mock helpers that scheduler tests
import at module level
Co-authored-by: Hinata <hinata@idihore.id >
Signed-off-by: MOVZX <movzx@yahoo.com >
2026-10-19 19:31:07 +07:00
08a65e287e
[Bugfix][Kernel] hadacore: don't load past the input on a partial last warp ( #61944 )
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Signed-off-by: khluu <khluu000@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com >
Co-authored-by: vllm-agent <claw@inferact.ai >
2026-10-17 00:52:17 -07:00
Monishver and Kevin H. Luu
fb3fec970e
[Bugfix][Kernel] silu_and_mul_quant: run the vectorized loop ( #61716 )
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Signed-off-by: Monishver Chandrasekaran <monishverchandrasekaran@gmail.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-15 18:16:53 -07:00
Wentao Ye
c19c263ac8
[GLM 5.3 Perf] Handle two elements at the same time for per token group quant, 2.8% E2E ITL improvement ( #60927 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-10-13 13:06:41 -07:00
Thien Tran
0fae39a014
[Perf] per_token_group_quant_8bit: multiply by reciprocal instead of dividing per element ( #61343 )
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Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg >
2026-10-13 21:37:10 +08:00
Misha Goin and Claude
d79b52b182
[Misc] Consolidate csrc shared headers and prune dead code ( #60721 )
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Signed-off-by: mgoin <mgoin64@gmail.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-10-12 09:46:22 -07:00
Wentao Ye
4868312128
[Refactor] Remove dead kernel code ( #57621 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-09-20 10:39:23 -07:00
Wentao Ye and mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
a5e0045433
[Refactor] Remove dead code quantization 2 ( #52821 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-25 20:28:44 -07:00
+12
7c6729b769
[Model] Add Kimi K3 support: model files and kernels [1/N] ( #50089 )
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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: Yongye Zhu <zyy1102000@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 >
2026-07-29 14:10:58 +08:00
Chris Leonard
b9a7cd464c
[12/n] final _C library kernel migration ( #45415 )
2026-06-19 06:57:26 -07:00
Chris Leonard and Shengqi Chen
a014dddbaa
[11b/n] Migrate Machete kernels to torch stable ABI ( #45304 )
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Signed-off-by: Chris Leonard <chleonar@redhat.com >
Signed-off-by: Shengqi Chen <harry-chen@outlook.com >
Co-authored-by: Shengqi Chen <harry-chen@outlook.com >
2026-06-12 10:36:49 +00:00
Chris Leonard
7021be66e8
[11a/n] Migrate Marlin kernels to torch stable ABI ( #45176 )
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Signed-off-by: Chris Leonard <chleonar@redhat.com >
2026-06-11 21:22:37 -07:00
Chris Leonard
56aff0dd15
[10/n] Migrate cuda_view and silu_and_mul_per_block_quant kernels to torch stale ABI. ( #44334 )
2026-06-04 20:14:43 -07:00
Chris Leonard
4d93bc35c9
Migrate header files to torch stable abi ( #44013 )
2026-06-02 08:09:52 -07:00
22a58640b4
[9/n] Migrate attention and cache kernels to torch stable ABI (continued) ( #43717 )
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Signed-off-by: Chris Leonard <chleonar@redhat.com >
Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com >
Co-authored-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com >
Co-authored-by: Shengqi Chen <harry-chen@outlook.com >
2026-05-29 04:44:45 +00:00
6cc8577421
[Kernel] Marlin MoE: include SM 12.x in default arch list ( #40923 )
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Signed-off-by: Tony Liu <tonyliu0512@gmail.com >
Co-authored-by: Tony Liu <tonyliu0512@gmail.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com >
2026-05-28 15:30:26 +08:00
a7be0f342d
[7/n] Migrate pos_encoding and norm kernels to libtorch stable ABI (continued) ( #43209 )
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Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com >
Signed-off-by: Chris Leonard <chleonar@redhat.com >
Co-authored-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com >
Co-authored-by: Shengqi Chen <harry-chen@outlook.com >
2026-05-23 13:20:00 +08:00
07aeaf9d4d
[6/n] Migrate activation kernels, gptq, gguf, non cutlass w8a8 to libtorch stable ABI (continued) ( #42663 )
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Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com >
Signed-off-by: Chris Leonard <chleonar@redhat.com >
Co-authored-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com >
Co-authored-by: Shengqi Chen <harry-chen@outlook.com >
2026-05-20 00:18:12 -07:00
06d020bb6e
[Bugfix] Fix SM121 (DGX Spark) exclusion from Marlin/CUTLASS FP8 paths ( #35568 )
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Signed-off-by: Blake Ledden <blake@secondnaturecomputing.com >
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com >
Co-authored-by: Pavani Majety <pmajety@nvidia.com >
2026-05-15 10:59:00 -07:00
Chris Leonard and Mikayla Gawarecki
85b2fecab7
[5/n] Migrate CUTLASS MLA, hadamard, awq, allspark and DSV3 fused a gemm to torch stable ABI (continued) ( #42339 )
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Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com >
Co-authored-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com >
2026-05-13 07:24:39 +00:00
1b57eb41f2
[MoE] Move various experts classes to fused_moe/experts/ ( #41979 )
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Signed-off-by: Jackmin801 <ongjackm@gmail.com >
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com >
Signed-off-by: Jackmin801 <56836461+Jackmin801@users.noreply.github.com >
Signed-off-by: Bill Nell <bnell@redhat.com >
Co-authored-by: Jackmin801 <ongjackm@gmail.com >
Co-authored-by: Claude <noreply@anthropic.com >
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com >
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com >
Co-authored-by: Jackmin801 <56836461+Jackmin801@users.noreply.github.com >
2026-05-11 07:54:33 +08:00
pmaybank and TJian
6881c754e1
use HIP_VERSION variables to guard against duplicate atomicAdd definitions ( #41802 )
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Signed-off-by: Philip Maybank <pmaybank@amd.com >
Co-authored-by: TJian <tunjian.tan@embeddedllm.com >
2026-05-08 18:44:37 -04:00
Isotr0py
58c0a928c9
[Bugfix] Fix broken explicit unquantized kv cache dtype support ( #38922 )
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Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn >
2026-04-09 22:27:53 -07:00
Gregory Shtrasberg
56c976c1b5
[ROCm] Enable fused_silu_mul_block_quant on ROCm ( #38817 )
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Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com >
2026-04-08 11:23:32 -05:00
Monishver
c09ad767cd
Feature/silu block quant fusion v1 ( #32996 )
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Signed-off-by: Monishver Chandrasekaran <monishverchandrasekaran@gmail.com >
2026-04-01 18:50:43 +00:00
Michael Goin
db5d0719e1
[Kernel] Add MXFP8 to Marlin GEMM/MoE and refactor Mxfp8LinearOp ( #34664 )
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Signed-off-by: mgoin <mgoin64@gmail.com >
2026-04-01 09:41:42 -07:00
mikaylagawarecki
7c080dd3c5
[4/n] Migrate FP4/W4A8 CUTLASS kernels to torch stable ABI ( #37503 )
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Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com >
2026-03-31 10:21:13 -07:00
mikaylagawarecki
ab1a6a43fa
[3/n] Migrate cutlass/scaled_mm_entry.cu torch stable ABI ( #37221 )
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Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com >
2026-03-30 11:20:13 -07:00
Johnny
b4a2f3ac36
[NVIDIA] Bugfix NVFP4 DGX Spark and RTX50 ( #38423 )
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Signed-off-by: johnnynunez <johnnynuca14@gmail.com >
Signed-off-by: Johnny <johnnynuca14@gmail.com >
2026-03-30 09:36:18 -07:00
IriKa
148a5c1226
[Bugfix]fix output Nan/Inf in marlin if dtype=float16 ( #33972 )
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Signed-off-by: IriKa Qiu <qiujie.jq@gmail.com >
2026-03-27 16:36:08 -07:00
mikaylagawarecki
bf4cc9ed2d
[2/n] Migrate per_token_group_quant to torch stable ABI ( #36058 )
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Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com >
2026-03-25 10:15:13 -07:00
Necofish and Michael Goin
e7221180e1
[Kernel] Optimize SM120 CUTLASS blockwise FP8 GEMM ( #37970 )
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Signed-off-by: Necofish <liuxiangyang@mail.ustc.edu.cn >
Co-authored-by: Michael Goin <mgoin64@gmail.com >
2026-03-25 08:20:04 -07:00
Michael Goin
09e4576f65
[Kernel] Add non-gated support for NVFP4 CUTLASS MoE ( #37320 )
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Signed-off-by: mgoin <mgoin64@gmail.com >
2026-03-17 18:12:04 -04:00
Terry Gao
3e6a1e1686
[Custom Ops] Add functional + out variant for scaled_fp4_quant ( #34389 )
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Signed-off-by: tianrengao <terrygao87@gmail.com >
2026-03-16 18:51:46 -04:00
Krish Gupta
c0f011918d
[Bugfix] opcheck false mutation error in rms_norm_per_block_quant ( #36688 ) ( #36779 )
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Signed-off-by: Krish Gupta <krishom70@gmail.com >
2026-03-16 21:11:33 +00:00
9556af87d5
[torch.compile] Add support for non-contiguous fused RMSNorm + group quant ( #36551 )
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Signed-off-by: Luka Govedič <lgovedic@redhat.com >
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com >
Co-authored-by: Copilot <198982749+Copilot@users.noreply.github.com >
Co-authored-by: ProExpertProg <11367180+ProExpertProg@users.noreply.github.com >
2026-03-11 10:56:55 -07:00
Jiayi Yan and Harry Mellor
6a895197fa
[Bugfix][CI] fix typos ( #34934 )
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Signed-off-by: 1195343015 <1195343015@qq.com >
Signed-off-by: Jiayi Yan <66017932+1195343015@users.noreply.github.com >
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
2026-03-05 17:05:46 +00:00
Roberto L. Castro
a201ad72d8
[Refactor][Kernel] Add global helper to deduplicate vectorized memory ops ( #35105 )
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Signed-off-by: LopezCastroRoberto <rocastro@redhat.com >
Signed-off-by: LopezCastroRoberto <roberto.lopez.castro@udc.es >
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com >
2026-02-27 16:28:17 -08:00
Tyler Michael Smith and Claude Opus 4.6
eb19955c37
[WideEP] Remove pplx all2all backend ( #33724 )
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Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com >
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com >
2026-02-26 14:30:10 -08:00
Roberto L. Castro
86c3b5a808
[BugFix] Fix fp4 quant kernel on CUDA 12.8 ( #35210 )
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Signed-off-by: LopezCastroRoberto <rocastro@redhat.com >
2026-02-25 18:32:50 -08:00
wenshuai
cd43673668
[Perf] Optimize FP8 gemm of sm120. ( #34424 )
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Signed-off-by: wenshuai <wenshuai@xiaomi.com >
2026-02-24 22:25:24 -08:00
ElizaWszola and Luka Govedič
a88b3be7c4
[Bugfix] Fix quant RMS norm fusion for quantization with TMA-aligned scales ( #33255 )
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Signed-off-by: ElizaWszola <ewszola@redhat.com >
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com >
2026-02-17 23:35:04 -08:00
Vel
bc32444b23
[Kernel] Add enable_sm120_or_later for SM121 (DGX Spark) CUTLASS support ( #33517 )
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Signed-off-by: code4me2 <velvetmoon222999@gmail.com >
2026-02-06 20:28:01 -08:00
Lain and Pavani Majety
089cd4f002
fix cutlass_3x_gemm_fp8_blockwise on sm103a ( #32224 )
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Signed-off-by: Siyuan Fu <siyuanf@nvidia.com >
Co-authored-by: Pavani Majety <pmajety@nvidia.com >
2026-02-02 11:47:46 -08:00
af9b69f977
[Quantization][Deprecation] Remove Marlin 24 ( #32688 )
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Signed-off-by: Robert Shaw <robshaw@redhat.com >
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Robert Shaw <robshaw@redhat.com >
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
2026-01-28 15:54:59 +00:00
Harry Mellor
2eb673a088
Add flake8-implicit-str-concat rules to Ruff ( #33191 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
2026-01-28 04:56:10 +00:00
Roberto L. Castro
fcb9df99bd
[Perf][Kernel] Optimize FP4 quantization kernels (SM100F) ( #32520 )
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Signed-off-by: LopezCastroRoberto <rocastro@redhat.com >
2026-01-24 18:45:27 -07:00
Michael Goin
4561f13985
[Refactor] Rename gptq_marlin to marlin to match MoE ( #32952 )
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Signed-off-by: mgoin <mgoin64@gmail.com >
2026-01-23 16:48:12 -05:00
Robert Shaw and Robert Shaw
85f55c943c
[Quantization][Deprecation] Deprecate HQQ ( #32681 )
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Signed-off-by: Robert Shaw <robshaw@redhat.com >
Co-authored-by: Robert Shaw <robshaw@redhat.com >
2026-01-21 09:32:40 -05:00
Wentao Ye
eebc58df0c
[Refactor] Remove unused cutlass moe problem size function ( #32047 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-01-18 12:46:59 -08:00