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c9bfa574ce
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[Online quantization] Extend re-quantization API to MOE (showcase NVFP4 modelopt/CT/quark to any online MOE method) (#60276)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: Tan Pin Siang <tanpinsiang@gmail.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: Tan Pin Siang <tanpinsiang@gmail.com>
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2026-10-14 15:49:37 +08:00 |
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6849ca696a
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[Quantization] Add ModelOpt IQ2_XS, IQ2_XXS, and Q8_0 support via b12x (#59604)
Signed-off-by: Andrii Skliar <askliar@nvidia.com>
Signed-off-by: Luke Alonso <lalonso@gmail.com>
Co-authored-by: Andrii Skliar <askliar@nvidia.com>
Co-authored-by: Luke Alonso <lalonso@gmail.com>
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2026-10-13 09:06:33 -07:00 |
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f8d92cae41
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[Quantization] Layer re-quantization for linear layers through online quantization API (MXFP8 -> FP8 PTPC showcase) (#55684)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: Tan Pin Siang <tanpinsiang@gmail.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: Tan Pin Siang <tanpinsiang@gmail.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
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2026-10-06 11:38:18 -05:00 |
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Rajeev Warrierandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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30e956fad3
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[Docs] Fix stale W4A16 NVFP4 default kernel in ModelOpt docs (#59135)
Signed-off-by: Rajeev Warrier <warrier.rajeev.95@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-02 13:21:43 +00:00 |
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90a9515006
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[Cleanup] Remove online quantization support in fp8.py in favor of online shorthands (#53585)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-24 12:48:14 -07:00 |
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YoungandYoung
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b78fbab4be
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[Docs] Fix the typos in the document (#57190)
Co-authored-by: Young <yangchh15@163.com>
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2026-09-17 15:52:10 +00:00 |
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Netanel Haber
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d4ee7fe7a9
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[Quantization] Select linear backends per quantization (#51204)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
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2026-09-14 16:24:18 -04:00 |
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5690b02c03
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[Quantization] Support online quantization with partially pre-quantized checkpoints (#51392)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Codex <codex@openai.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-09-04 11:46:06 -07:00 |
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fxmarty-amd
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7894394b07
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[Online quantization] Add targeted online quantization configuration based on user patterns (#51285)
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2026-09-02 08:55:15 -04:00 |
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40824284bc
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[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>
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2026-09-01 13:22:40 +01:00 |
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Lain
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882ca8d696
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[Kernel] add Flashinfer cutedsl w4a16 linear (#53014)
Signed-off-by: Siyuan Fu <siyuanf@nvidia.com>
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2026-09-01 02:49:14 +00:00 |
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hangy-amd
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31c579503d
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update quark docs to include online quantization (#52736)
Signed-off-by: Hang Yang <hangy@amd.com>
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2026-08-28 18:23:06 +00:00 |
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Luke Alonsoandmgoin
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2740c817ff
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[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>
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2026-08-21 08:04:36 -07:00 |
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SeonjinandMisha Goin
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bd8865a299
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[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>
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2026-08-20 10:07:22 -04:00 |
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Luke Alonso
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3c79b1a8bf
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[Kernel] Add B12X dense linear backends (#52016)
Signed-off-by: Luke Alonso <lalonso@gmail.com>
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2026-08-13 19:48:33 -07:00 |
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Isotr0py
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073c510c91
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[Migration] Migrate bitsandbytes support to OOT plugin (#43529)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
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2026-08-09 10:27:31 +08:00 |
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fxmarty-amd
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3518110f2f
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[Online quantization] Add online MXFP4 quantization support (#49347)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-08-07 12:39:46 -07:00 |
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wangxiyuan
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dd11df04f3
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[Misc] Remove deprecated calculate_kv_scales runtime KV scale calculation (#49389)
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
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2026-08-03 11:15:13 -04:00 |
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zofiaandKunshang Ji
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e481da9508
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[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>
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2026-08-03 14:30:21 +08:00 |
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yinfengLiu
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f1e8fd27ae
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[ROCm] Add AITER FP8 ViT encoder attention (#49937)
Signed-off-by: Liuyinfeng01 <yinfeliu@amd.com>
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2026-07-30 06:22:10 +00:00 |
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Harjoth KharaandClaude Opus 5
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8de50e46d4
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[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>
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2026-07-26 20:53:28 -07:00 |
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Zhenzhong Xuandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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d9c1767cd4
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[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>
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2026-07-06 13:45:50 +08:00 |
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Chaojun ZhangandCopilot
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1a308c449c
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[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>
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2026-07-04 18:10:01 +08:00 |
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sychen52andmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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67ff0ae30f
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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>
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2026-07-04 02:29:13 +00:00 |
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MichaelCaooandClaude
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33f50773cb
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[Doc] Fix typos, grammar, and broken commands across docs (#46398)
Signed-off-by: MichaelCaoo <a992033227@163.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-06-23 02:01:22 +00:00 |
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8d4f54966c
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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>
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2026-06-18 20:12:28 +08:00 |
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Isotr0py
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6635279d8a
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[Migration] Migrate GGUF quantization support to plugin (#39612)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
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2026-06-12 12:02:21 -07:00 |
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Fadi Arafeh
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3da29aa4a5
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[DOC] Add INT8 W4A8 docs and Arm's supported quantization schemes (#34894)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
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2026-06-04 16:27:17 +00:00 |
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Cyrus Leung
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2676ab1e0b
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[Deprecation] Remove old locations of get_tokenizer and resolve_hf_chat_template (#35024)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
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2026-05-15 00:13:32 -07:00 |
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Michael Goin
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8efd508204
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[Quantization] Rework quantization_config to use QuantKey and allow for activation override (#41566)
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2026-05-13 16:58:32 -04:00 |
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wang.yuqiandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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1d694e78c9
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[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>
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2026-05-07 19:42:12 -07:00 |
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Zhanda ZhuandYubo Gao
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5d5c776444
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[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>
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2026-04-27 13:44:15 +08:00 |
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Vasiliy Kuznetsov
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38fa87caca
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mxfp8 online quant move to new frontend (#40152)
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
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2026-04-20 06:26:12 -07:00 |
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Vasiliy Kuznetsov
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5e5afafa21
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[Doc] add docs for online quant frontend (#39736)
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
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2026-04-16 07:52:58 -07:00 |
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Yan Ma
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d3fe857135
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update doc for online fp8 quantization (#37851)
Signed-off-by: Yan Ma <yan.ma@intel.com>
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2026-03-23 05:19:03 +00:00 |
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Harry Mellor
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a0f44bb616
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Allow markdownlint to run locally (#36398)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-03-08 20:05:24 -07:00 |
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Xiang Shi
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e68de8adc0
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docs: fix wrong cc in int8.md (#36209)
Signed-off-by: Xiang Shi <realkevin@tutanota.com>
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2026-03-06 06:01:02 +00:00 |
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BADAOUI Abdennacer
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8dc8a99b56
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[ROCm] Enable bitsandbytes quantization support on ROCm (#34688)
Signed-off-by: badaoui <abdennacerbadaoui0@gmail.com>
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2026-02-21 00:34:55 -08:00 |
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Harry Mellor
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a21cedf4ff
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Bump lm-eval version for Transformers v5 compatibility (#33994)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-02-16 05:24:35 -08:00 |
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Tianqi Ren
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786806dd44
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[Doc] Update Marlin support matrix for Turing (#34319)
Signed-off-by: Tianqi Ren <tianqi.r@outlook.com>
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2026-02-11 09:03:41 +00:00 |
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danisereb
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084aa19f02
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Add support for ModelOpt MXFP8 dense models (#33786)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
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2026-02-08 11:16:48 -08:00 |
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Michael Goin
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29fba76781
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[UX] Use gguf repo_id:quant_type syntax for examples and docs (#33371)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-01-31 12:14:54 +08:00 |
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Aidan ReillyandHarry Mellor
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133765760b
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[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>
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2026-01-29 14:12:35 -08:00 |
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Robert ShawandRobert Shaw
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247d1a32ea
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[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>
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2026-01-28 11:06:22 +00:00 |
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Eldar Kurtić
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44f08af3a7
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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>
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2026-01-22 13:29:57 -07:00 |
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Michael Goin
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6388b50058
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[Docs] Add docs about OOT Quantization Plugins (#32035)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-01-14 15:25:45 +08:00 |
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Yi Liu
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50632adc58
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Consolidate Intel Quantization Toolkit Integration in vLLM (#31716)
Signed-off-by: yiliu30 <yi4.liu@intel.com>
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2026-01-14 07:11:30 +00:00 |
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Andrew Bennett
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f243abc92d
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Fix various typos found in docs (#32212)
Signed-off-by: Andrew Bennett <potatosaladx@meta.com>
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2026-01-13 03:41:47 +00:00 |
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Cyrus Leung
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d201807339
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[Chore] Bump lm-eval version (#31264)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
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2025-12-24 05:39:13 -08:00 |
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CedricHuang
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19cc9468fd
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[Feature]: Support NVIDIA ModelOpt HF FP8 variants FP8_PER_CHANNEL_PER_TOKEN and FP8_PB_WO in vLLM (#30957)
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2025-12-21 22:34:49 -05:00 |
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