Commit Graph
170 Commits
Author SHA1 Message Date
Chris LeonardandGitHub b9a7cd464c [12/n] final _C library kernel migration (#45415) 2026-06-19 06:57:26 -07:00
arghyadeep sarkarandGitHub 93bbe94d3a [Kernel] Add weightless RMSNorm CUDA kernels for has_weight=False (#41430) (#44109)
Signed-off-by: hello-args <args.sarkar@gmail.com>
2026-06-16 23:45:55 -07:00
+1 0a1c5034f5 [Model] Add MiniMax M3 support (#45381)
Signed-off-by: youkaichao <youkaichao@gmail.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: functionstackx <47992694+functionstackx@users.noreply.github.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: functionstackx <47992694+functionstackx@users.noreply.github.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
2026-06-16 01:01:25 +08:00
TJianandGitHub aa6fb8a329 [Bugfix] [ROCm] [Critical] fallback to regular abi for ROCm (#44648)
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
2026-06-05 15:51:17 +00:00
Chris LeonardandGitHub 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
59d0236193 [10b/n] Migrate custom all-reduce, DeepSeek V4 fused MLA, MiniMax reduce-RMS, and MXFP8 MoE to libtorch stable ABI (#44365)
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>
2026-06-04 00:29:46 +08:00
22a58640b4 [9/n] Migrate attention and cache kernels to torch stable ABI (continued) (#43717)
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
284e6f543d [8/n] Migrate merge_attn_states, mamba, sampler to torch stable ABI (continued) (#43361)
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>
2026-05-27 09:35:24 -07:00
Yongye ZhuandGitHub 6ab6ffb428 [Feat][DSV4] Fuse q pad into deepseek v4 fused kernel (#43162) 2026-05-26 05:12:54 -10:00
a7be0f342d [7/n] Migrate pos_encoding and norm kernels to libtorch stable ABI (continued) (#43209)
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)
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
Wentao YeandGitHub 00e20e76f7 [Refactor] Remove dead cuda kernels (#42767)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-05-18 11:14:21 -07:00
85b2fecab7 [5/n] Migrate CUTLASS MLA, hadamard, awq, allspark and DSV3 fused a gemm to torch stable ABI (continued) (#42339)
Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com>
Co-authored-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com>
2026-05-13 07:24:39 +00:00
Yongye ZhuandGitHub 706a04d34b [DSV4] Add silu clamp limit to shared expert (#40950)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-04-27 00:37:43 -07:00
+8 4d51588e23 [Feat] DeepSeek V4 Rebased (#40860)
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Signed-off-by: qizixi <zixi@inferact.ai>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <yongye@inferact.ai>
Co-authored-by: Simon Mo <simon@inferact.ai>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Giancarlo Delfin <gdelfin@inferact.ai>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roy Wang <yasong.wang@inferact.ai>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Zhewen Li <jerven.vllm@gmail.com>
Co-authored-by: Zijing Liu <liuzijing2014@gmail.com>
Co-authored-by: khluu <khluu000@gmail.com>
Co-authored-by: qizixi <zixi@inferact.ai>
Co-authored-by: Zhewen Li <zhewenli@inferact.ai>
2026-04-26 18:31:08 -07:00
Fadi ArafehGitHubmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
445b7093fd [perf][cpu] Accelerate BF16 GELU with LUT impl on Arm CPUs (#37469)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-15 22:26:17 -07:00
4beeb0689c fused qknorm+rope kernel optimization for SM9.0 (#37376)
Signed-off-by: EricccYang <yangyang4991@gmail.com>
Signed-off-by: Kaicheng Yang <53411596+EricccYang@users.noreply.github.com>
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-12 19:58:37 -07:00
Jee Jee LiandGitHub ecd1ea1363 [Kernel] Porting the TRTLLM minimax_allreduce_rms kernels (#37045)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2026-04-11 00:20:20 +08:00
b55d830ec7 [Perf][Kernel] Persistent TopK scheduler: unified CUDAGraph-safe kernel with dynamic per-row dispatch - DeepSeek-V3.2 DSA decode (#37421)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
2026-04-08 13:35:57 -04:00
Gregory ShtrasbergandGitHub 56c976c1b5 [ROCm] Enable fused_silu_mul_block_quant on ROCm (#38817)
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
2026-04-08 11:23:32 -05:00
Carl YandGitHub 3bc2734dd0 [Kernel] Fuse FP8 output quantization into merge_attn_states (#36518)
Signed-off-by: Carl You <4531192+carlyou@users.noreply.github.com>
2026-04-03 01:47:04 +00:00
Gregory ShtrasbergGitHubgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>tjtanaavllm
3aab680e3e [ROCm][Bugfix] Fix ROCm runtime failure due to missing symbol (#38750)
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
Signed-off-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: tjtanaavllm <tunjian.tan@amd.com>
2026-04-01 21:30:11 -07:00
MonishverandGitHub c09ad767cd Feature/silu block quant fusion v1 (#32996)
Signed-off-by: Monishver Chandrasekaran <monishverchandrasekaran@gmail.com>
2026-04-01 18:50:43 +00:00
Olya KozlovaandGitHub 598190aac3 [fix] Remove trtllm ragged mla prefills (#36540)
Signed-off-by: Olya Kozlova <okozlova@nvidia.com>
2026-03-31 12:30:27 -07:00
mikaylagawareckiandGitHub 7c080dd3c5 [4/n] Migrate FP4/W4A8 CUTLASS kernels to torch stable ABI (#37503)
Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com>
2026-03-31 10:21:13 -07:00
bcc6f67447 [Bugfix] Use null block (0) for padded block table entries (#35431)
Signed-off-by: SandishKumarHN <sandish@fb.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
2026-03-30 14:02:51 -07:00
mikaylagawareckiandGitHub ab1a6a43fa [3/n] Migrate cutlass/scaled_mm_entry.cu torch stable ABI (#37221)
Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com>
2026-03-30 11:20:13 -07:00
mikaylagawareckiandGitHub bf4cc9ed2d [2/n] Migrate per_token_group_quant to torch stable ABI (#36058)
Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com>
2026-03-25 10:15:13 -07:00
Kyle SayersandGitHub 38364a7e32 [Sparse24] [Deprecation] Remove Sparse24 CT integration and kernels (#36799)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
2026-03-23 16:03:29 -04:00
mikaylagawareckiandGitHub 8b10e4fb31 [1/n] Migrate permute_cols to libtorch stable ABI (#31509)
Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com>
2026-03-19 11:27:26 -04:00
Michael GoinandGitHub 09e4576f65 [Kernel] Add non-gated support for NVFP4 CUTLASS MoE (#37320)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-03-17 18:12:04 -04:00
Terry GaoandGitHub 3e6a1e1686 [Custom Ops] Add functional + out variant for scaled_fp4_quant (#34389)
Signed-off-by: tianrengao <terrygao87@gmail.com>
2026-03-16 18:51:46 -04:00
Asaf GardinandGitHub bbf81f9a92 [Mamba1] - Kernel Level Chunk Alignment for Prefix Caching (#34798)
Signed-off-by: Josephasafg <ajgard7@gmail.com>
2026-03-01 20:40:23 +08:00
eb19955c37 [WideEP] Remove pplx all2all backend (#33724)
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
6874638bc4 [Model Bash] DeepSeek R1 BF16 Min Latency QKV A GEMM (0.5% E2E Speedup) (#34758)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-02-18 07:42:36 -08:00
a88b3be7c4 [Bugfix] Fix quant RMS norm fusion for quantization with TMA-aligned scales (#33255)
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
afdce12c89 [Perf][Kernel] Add faster topKperRow decode kernel for DeepSeek-V3.2 sparse attention (#33680)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
2026-02-10 10:29:52 -05:00
Roberto L. CastroandGitHub fcb9df99bd [Perf][Kernel] Optimize FP4 quantization kernels (SM100F) (#32520)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
2026-01-24 18:45:27 -07:00
Wentao YeandGitHub eebc58df0c [Refactor] Remove unused cutlass moe problem size function (#32047)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-01-18 12:46:59 -08:00
Lucas WilkinsonandGitHub 0a0aa07747 [Quant] Make static quant support all group shapes (#30833)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2026-01-09 12:49:27 -08:00
308feab33f [Perf] Optimize cutlass moe problem size calculation, 5.3% E2E Throughput improvement, 2.2% TTFT improvement (#31830)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
2026-01-09 11:13:43 -08:00
Michael GoinandGitHub 34cd32fe30 [Perf][Kernel] Fused SiLU+Mul+Quant kernel for NVFP4 cutlass_moe (#31832)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
2026-01-09 07:40:33 -07:00
czhu-cohereandGitHub f6227c22ab [Kernel]Support W4A8 Grouped GEMM on Hopper (#29691)
Signed-off-by: czhu-cohere <conway.zhu@cohere.com>
2025-12-08 19:29:06 -08:00
184076c3fe [DeepSeek v3.2] Make top-k work for any logit values. (#27568)
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2025-12-08 06:55:58 -08:00
af0444bf40 [Performance] Fused blockwise quant RMS norm (#27883)
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: yewentao256 <zhyanwentao@126.com>
2025-12-07 16:38:04 +00:00
Wentao YeandGitHub 541a2ef892 [Perf] Deepgemm fused layout kernel for activations, 4.3% throughput improvement, 10.7% TTFT improvement. (#29546)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2025-12-07 20:31:14 +08:00
PleaplusoneandGitHub d9d342d214 [Performance][MLA][ROCm] Remove redundant D2D copy in deepseek (#27457)
Signed-off-by: ganyi <ygan@amd.com>
2025-11-26 12:45:28 +08:00
zhrrrandGitHub 68c09efc37 [Kernel][Perf] fuse QK Norm and RoPE into one cuda kernel for Qwen Model (#27165)
Signed-off-by: zhuhaoran <zhuhaoran.zhr@alibaba-inc.com>
2025-11-11 12:00:31 -05:00
Asaf Joseph GardinandGitHub 00b31a36a2 [V1] [Hybrid] Mamba1 Automatic Prefix Caching (#26377)
Signed-off-by: asafg <39553475+Josephasafg@users.noreply.github.com>
2025-11-02 04:16:23 -08:00
Xiangyu LiandGitHub 5cc6bddb6e [Kernel] Add GPTQv2 format support for low-bit or asymmetric quantization, by adapting gptq_gemm (#26092) 2025-10-23 23:26:13 -04:00