Commit Graph
80 Commits
Author SHA1 Message Date
fxmarty-amd 7894394b07 [Online quantization] Add targeted online quantization configuration based on user patterns (#51285) 2026-09-02 08:55:15 -04:00
40824284bc [Doc] Document FP8 GEMM kernel selection and Blackwell support (#49936)
Signed-off-by: harjoth <harjoth.khara@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-09-01 13:22:40 +01:00
Lain 882ca8d696 [Kernel] add Flashinfer cutedsl w4a16 linear (#53014)
Signed-off-by: Siyuan Fu <siyuanf@nvidia.com>
2026-09-01 02:49:14 +00:00
hangy-amd 31c579503d update quark docs to include online quantization (#52736)
Signed-off-by: Hang Yang <hangy@amd.com>
2026-08-28 18:23:06 +00:00
Luke Alonsoandmgoin 2740c817ff [Kernel] Add b12x FP4 MoE backend (#52018)
Signed-off-by: Luke Alonso <lalonso@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2026-08-21 08:04:36 -07:00
SeonjinandMisha Goin bd8865a299 [Kernel] Add FlashInfer TRTLLM MXFP8 linear backend (#52204)
Signed-off-by: seonjinn <sna@nvidia.com>
Signed-off-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-08-20 10:07:22 -04:00
Luke Alonso 3c79b1a8bf [Kernel] Add B12X dense linear backends (#52016)
Signed-off-by: Luke Alonso <lalonso@gmail.com>
2026-08-13 19:48:33 -07:00
Isotr0py 073c510c91 [Migration] Migrate bitsandbytes support to OOT plugin (#43529)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
2026-08-09 10:27:31 +08:00
fxmarty-amd 3518110f2f [Online quantization] Add online MXFP4 quantization support (#49347)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-08-07 12:39:46 -07:00
wangxiyuan dd11df04f3 [Misc] Remove deprecated calculate_kv_scales runtime KV scale calculation (#49389)
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
2026-08-03 11:15:13 -04:00
zofiaandKunshang Ji e481da9508 [XPU] [Linear] add torch as xpu linear backend (#49664)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-08-03 14:30:21 +08:00
yinfengLiu f1e8fd27ae [ROCm] Add AITER FP8 ViT encoder attention (#49937)
Signed-off-by: Liuyinfeng01 <yinfeliu@amd.com>
2026-07-30 06:22:10 +00:00
Harjoth KharaandClaude Opus 5 8de50e46d4 [Docs] Document NVFP4 GEMM kernel selection and Marlin weight-only fallback (#49376)
Signed-off-by: harjoth <harjoth.khara@gmail.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
2026-07-26 20:53:28 -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
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
sychen52andmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 67ff0ae30f Support nvfp4 kv with kv-cache-dtype-skip-layers sliding_window (#42890)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-07-04 02:29:13 +00:00
MichaelCaooandClaude 33f50773cb [Doc] Fix typos, grammar, and broken commands across docs (#46398)
Signed-off-by: MichaelCaoo <a992033227@163.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-06-23 02:01:22 +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
Isotr0py 6635279d8a [Migration] Migrate GGUF quantization support to plugin (#39612)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2026-06-12 12:02:21 -07:00
Fadi Arafeh 3da29aa4a5 [DOC] Add INT8 W4A8 docs and Arm's supported quantization schemes (#34894)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
2026-06-04 16:27:17 +00:00
Cyrus Leung 2676ab1e0b [Deprecation] Remove old locations of get_tokenizer and resolve_hf_chat_template (#35024)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-05-15 00:13:32 -07:00
Michael Goin 8efd508204 [Quantization] Rework quantization_config to use QuantKey and allow for activation override (#41566) 2026-05-13 16:58:32 -04:00
wang.yuqiandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 1d694e78c9 [Examples][last/6] Resettle examples. (#41084)
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-05-07 19:42:12 -07:00
Zhanda ZhuandYubo Gao 5d5c776444 [Perf] FP8 FlashInfer Attn for ViT (#38065)
Signed-off-by: Zhanda Zhu <zhandazhu@gmail.com>
Co-authored-by: Yubo Gao <ybgao-nvidia@users.noreply.github.com>
2026-04-27 13:44:15 +08:00
Vasiliy Kuznetsov 38fa87caca mxfp8 online quant move to new frontend (#40152)
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
2026-04-20 06:26:12 -07:00
Vasiliy Kuznetsov 5e5afafa21 [Doc] add docs for online quant frontend (#39736)
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
2026-04-16 07:52:58 -07:00
Yan Ma d3fe857135 update doc for online fp8 quantization (#37851)
Signed-off-by: Yan Ma <yan.ma@intel.com>
2026-03-23 05:19:03 +00:00
Harry Mellor a0f44bb616 Allow markdownlint to run locally (#36398)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-03-08 20:05:24 -07:00
Xiang Shi e68de8adc0 docs: fix wrong cc in int8.md (#36209)
Signed-off-by: Xiang Shi <realkevin@tutanota.com>
2026-03-06 06:01:02 +00:00
BADAOUI Abdennacer 8dc8a99b56 [ROCm] Enable bitsandbytes quantization support on ROCm (#34688)
Signed-off-by: badaoui <abdennacerbadaoui0@gmail.com>
2026-02-21 00:34:55 -08:00
Harry Mellor a21cedf4ff Bump lm-eval version for Transformers v5 compatibility (#33994)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-02-16 05:24:35 -08:00
Tianqi Ren 786806dd44 [Doc] Update Marlin support matrix for Turing (#34319)
Signed-off-by: Tianqi Ren <tianqi.r@outlook.com>
2026-02-11 09:03:41 +00:00
danisereb 084aa19f02 Add support for ModelOpt MXFP8 dense models (#33786)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
2026-02-08 11:16:48 -08:00
Michael Goin 29fba76781 [UX] Use gguf repo_id:quant_type syntax for examples and docs (#33371)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-31 12:14:54 +08:00
Aidan ReillyandHarry Mellor 133765760b [Docs] Adding links and intro to Speculators and LLM Compressor (#32849)
Signed-off-by: Aidan Reilly <aireilly@redhat.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-01-29 14:12:35 -08:00
Robert ShawandRobert Shaw 247d1a32ea [Quantization][Deprecation] Remove BitBlas (#32683)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-28 11:06:22 +00:00
Eldar Kurtić 44f08af3a7 Add llmcompressor fp8 kv-cache quant (per-tensor and per-attn_head) (#30141)
Signed-off-by: Eldar Kurtic <8884008+eldarkurtic@users.noreply.github.com>
Signed-off-by: eldarkurtic <8884008+eldarkurtic@users.noreply.github.com>
2026-01-22 13:29:57 -07:00
Michael Goin 6388b50058 [Docs] Add docs about OOT Quantization Plugins (#32035)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-14 15:25:45 +08:00
Yi Liu 50632adc58 Consolidate Intel Quantization Toolkit Integration in vLLM (#31716)
Signed-off-by: yiliu30 <yi4.liu@intel.com>
2026-01-14 07:11:30 +00:00
Andrew Bennett f243abc92d Fix various typos found in docs (#32212)
Signed-off-by: Andrew Bennett <potatosaladx@meta.com>
2026-01-13 03:41:47 +00:00
Cyrus Leung d201807339 [Chore] Bump lm-eval version (#31264)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-12-24 05:39:13 -08:00
CedricHuang 19cc9468fd [Feature]: Support NVIDIA ModelOpt HF FP8 variants FP8_PER_CHANNEL_PER_TOKEN and FP8_PB_WO in vLLM (#30957) 2025-12-21 22:34:49 -05:00
Steve Westerhouse 9d701e90d8 [Doc] Clarify FP8 KV cache computation workflow (#31071)
Signed-off-by: westers <steve.westerhouse@origami-analytics.com>
2025-12-22 08:41:37 +08:00
Zhiyu cd00c443d2 [Misc] Rename TensorRT Model Optimizer to Model Optimizer (#30091)
Signed-off-by: Zhiyu Cheng <zhiyuc@nvidia.com>
2025-12-08 07:05:27 +00:00
Tyler Michael Smith 4dd42db566 Remove VLLM_SKIP_WARMUP tip (#29331)
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
2025-11-24 22:16:05 +00:00
Rob MullaandHarry Mellor dd39f91edb [Doc] cleanup TPU documentation and remove outdated examples (#29048)
Signed-off-by: Rob Mulla <rob.mulla@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-11-21 00:05:59 +00:00
Didier Durand 7ed27f3cb5 [Doc]: fix typos in various files (#28945)
Signed-off-by: Didier Durand <durand.didier@gmail.com>
2025-11-18 22:52:30 -08:00
Uranus 6a25ea5f0e [Docs] Update oneshot imports (#28188)
Signed-off-by: UranusSeven <109661872+UranusSeven@users.noreply.github.com>
2025-11-19 05:30:08 +00:00
Didier Durand 2bb4435cb7 [Doc]: fix typos in various files (#28567)
Signed-off-by: Didier Durand <durand.didier@gmail.com>
2025-11-15 19:27:50 +00:00
05576df85c [ROCm][Quantization] extend AMD Quark to support mixed-precision quantized model (#24239)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
Co-authored-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2025-11-11 12:05:22 -05:00