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Title: [Dev] Enhance Backend Abstraction for TileLang by LeiWang1999 · Pull Request #255 · microsoft/BitBLAS · GitHub

Open Graph Title: [Dev] Enhance Backend Abstraction for TileLang by LeiWang1999 · Pull Request #255 · microsoft/BitBLAS

X Title: [Dev] Enhance Backend Abstraction for TileLang by LeiWang1999 · Pull Request #255 · microsoft/BitBLAS

Description: BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment. - [Dev] Enhance Backend Abstraction for TileLang by LeiWang1999 · Pull Request #255 · microsoft/BitBLAS

Open Graph Description: This pull request includes several changes to the bitblas module, primarily focusing on refactoring, enhancements to the scheduler, and improvements in tuning functions. The most important changes ...

X Description: This pull request includes several changes to the bitblas module, primarily focusing on refactoring, enhancements to the scheduler, and improvements in tuning functions. The most important changes ...

Opengraph URL: https://github.com/microsoft/BitBLAS/pull/255

X: @github

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Domain: github.com

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optimize codehttps://github.com/microsoft/BitBLAS/pull/255/commits/de63591f20c9b7dad651fa4ef8fd2564b0bc2a7b
de63591https://github.com/microsoft/BitBLAS/pull/255/commits/de63591f20c9b7dad651fa4ef8fd2564b0bc2a7b
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Support TL Wrapper with Dynamic Shapehttps://github.com/microsoft/BitBLAS/pull/255/commits/46639968c4fea0d4f308c9c6331f1fd6fb09e83b
4663996https://github.com/microsoft/BitBLAS/pull/255/commits/46639968c4fea0d4f308c9c6331f1fd6fb09e83b
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Code Reformathttps://github.com/microsoft/BitBLAS/pull/255/commits/801e67554ecdb5c6472b03467491209ea1aa185b
801e675https://github.com/microsoft/BitBLAS/pull/255/commits/801e67554ecdb5c6472b03467491209ea1aa185b
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Enhance Layout Inference Passhttps://github.com/microsoft/BitBLAS/pull/255/commits/0852f86e20be2d079ef4bc33d83e1e8b9e93803d
0852f86https://github.com/microsoft/BitBLAS/pull/255/commits/0852f86e20be2d079ef4bc33d83e1e8b9e93803d
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Implement tuning with dynamic shapehttps://github.com/microsoft/BitBLAS/pull/255/commits/5cd120cfde687de5916760ce234a43e6adbd75f4
5cd120chttps://github.com/microsoft/BitBLAS/pull/255/commits/5cd120cfde687de5916760ce234a43e6adbd75f4
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Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/255/commits/5b689bc50fc67ffe2567c5db757e207b3219ea8e
https://github.com/microsoft/BitBLAShttps://github.com/microsoft/BitBLAS
into dyna…https://github.com/microsoft/BitBLAS/pull/255/commits/5b689bc50fc67ffe2567c5db757e207b3219ea8e
5b689bchttps://github.com/microsoft/BitBLAS/pull/255/commits/5b689bc50fc67ffe2567c5db757e207b3219ea8e
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optimize dequantize code structurehttps://github.com/microsoft/BitBLAS/pull/255/commits/d4dd66499b5ec101a50798d26457af42687579d5
d4dd664https://github.com/microsoft/BitBLAS/pull/255/commits/d4dd66499b5ec101a50798d26457af42687579d5
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LeiWang1999https://github.com/LeiWang1999
December 3, 2024 12:50https://github.com/microsoft/BitBLAS/pull/255#event-15509279651
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Support WMMAhttps://github.com/microsoft/BitBLAS/pull/255/commits/b231f8418e73d85f409bf186e8429bf887a275dc
b231f84https://github.com/microsoft/BitBLAS/pull/255/commits/b231f8418e73d85f409bf186e8429bf887a275dc
https://github.com/LeiWang1999
LeiWang1999https://github.com/LeiWang1999
Dec 4, 2024 https://github.com/microsoft/BitBLAS/pull/255#ref-issue-2717866508
[Feature Request] Lower Vectorized Loop Pass should be enhanced to adapt layout inference #258 https://github.com/microsoft/BitBLAS/issues/258
LeiWang1999https://github.com/LeiWang1999
December 4, 2024 17:06https://github.com/microsoft/BitBLAS/pull/255#commits-pushed-658a7f4
https://github.com/LeiWang1999
Smart Rewrite Supporthttps://github.com/microsoft/BitBLAS/pull/255/commits/658a7f4b0a05986ab82dd200d6965070d14bd926
658a7f4https://github.com/microsoft/BitBLAS/pull/255/commits/658a7f4b0a05986ab82dd200d6965070d14bd926
https://github.com/LeiWang1999
support simthttps://github.com/microsoft/BitBLAS/pull/255/commits/70fba291d3fd907c7cffea63d12fbebd5cc4e921
70fba29https://github.com/microsoft/BitBLAS/pull/255/commits/70fba291d3fd907c7cffea63d12fbebd5cc4e921
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typofixhttps://github.com/microsoft/BitBLAS/pull/255/commits/58f470c33ba73205e8402fa0b7853a095961e8f9
58f470chttps://github.com/microsoft/BitBLAS/pull/255/commits/58f470c33ba73205e8402fa0b7853a095961e8f9
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implement dequant testhttps://github.com/microsoft/BitBLAS/pull/255/commits/e3b42b6fde83fecd0b5e7ef30fb46993a35a5228
e3b42b6https://github.com/microsoft/BitBLAS/pull/255/commits/e3b42b6fde83fecd0b5e7ef30fb46993a35a5228
https://github.com/LeiWang1999
test fixhttps://github.com/microsoft/BitBLAS/pull/255/commits/b89d71ed3cc4a6e7f2685d0fbe01f5636d6be780
b89d71ehttps://github.com/microsoft/BitBLAS/pull/255/commits/b89d71ed3cc4a6e7f2685d0fbe01f5636d6be780
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test fixhttps://github.com/microsoft/BitBLAS/pull/255/commits/1f28c196b88768206f603e3c698e250c64020cd4
1f28c19https://github.com/microsoft/BitBLAS/pull/255/commits/1f28c196b88768206f603e3c698e250c64020cd4
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test fixhttps://github.com/microsoft/BitBLAS/pull/255/commits/ff8966b99fda09e453778eab29f062925a8e73c2
ff8966bhttps://github.com/microsoft/BitBLAS/pull/255/commits/ff8966b99fda09e453778eab29f062925a8e73c2
https://github.com/LeiWang1999
lint fixhttps://github.com/microsoft/BitBLAS/pull/255/commits/142771d99de404bfcb1de178899cd70f26528fee
142771dhttps://github.com/microsoft/BitBLAS/pull/255/commits/142771d99de404bfcb1de178899cd70f26528fee
https://github.com/LeiWang1999
fix for rescale zeroshttps://github.com/microsoft/BitBLAS/pull/255/commits/a06f77359e77df798f261ad5d3a7c41688c48c37
a06f773https://github.com/microsoft/BitBLAS/pull/255/commits/a06f77359e77df798f261ad5d3a7c41688c48c37
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Support A100https://github.com/microsoft/BitBLAS/pull/255/commits/f697321965eb03a4a2ec2dc128025e73fc56b3c9
f697321https://github.com/microsoft/BitBLAS/pull/255/commits/f697321965eb03a4a2ec2dc128025e73fc56b3c9
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updatehttps://github.com/microsoft/BitBLAS/pull/255/commits/a8a0af5c6357fb32280913659327edc0ca39e890
a8a0af5https://github.com/microsoft/BitBLAS/pull/255/commits/a8a0af5c6357fb32280913659327edc0ca39e890
https://github.com/LeiWang1999
formathttps://github.com/microsoft/BitBLAS/pull/255/commits/00f170d128d489331337bf2ce6d3f72b09790939
00f170dhttps://github.com/microsoft/BitBLAS/pull/255/commits/00f170d128d489331337bf2ce6d3f72b09790939
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LeiWang1999https://github.com/LeiWang1999
Dec 8, 2024https://github.com/microsoft/BitBLAS/pull/255#issuecomment-2525673289
Please reload this pagehttps://github.com/microsoft/BitBLAS/pull/255
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LeiWang1999https://github.com/LeiWang1999
Dec 8, 2024https://github.com/microsoft/BitBLAS/pull/255#issuecomment-2525674250
Please reload this pagehttps://github.com/microsoft/BitBLAS/pull/255
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LeiWang1999https://github.com/LeiWang1999
2bd1deehttps://github.com/microsoft/BitBLAS/commit/2bd1deeb7977ea27019c8acd3d926dec9ada9eed
Dec 8, 2024https://github.com/microsoft/BitBLAS/pull/255#event-15572422867
[Feature Request] Lazy tvm tensor intrin registration is required to save import time #256 https://github.com/microsoft/BitBLAS/issues/256
Does Bitblas support P40's DP4A for matrix? #251 https://github.com/microsoft/BitBLAS/issues/251
[Feature Request] Flash Attention Op should be enhanced with our Scheduler Abstraction #264 https://github.com/microsoft/BitBLAS/issues/264
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