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Title: [Dev][TL] Integrate TL Dequant Implementation into BitBLAS OPs by LeiWang1999 · Pull Request #214 · microsoft/BitBLAS · GitHub

Open Graph Title: [Dev][TL] Integrate TL Dequant Implementation into BitBLAS OPs by LeiWang1999 · Pull Request #214 · microsoft/BitBLAS

X Title: [Dev][TL] Integrate TL Dequant Implementation into BitBLAS OPs by LeiWang1999 · Pull Request #214 · microsoft/BitBLAS

Description: BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment. - [Dev][TL] Integrate TL Dequant Implementation into BitBLAS OPs by LeiWang1999 · Pull Request #214 · microsoft/BitBLAS

Open Graph Description: This pull request includes significant changes to the bitblas library, mainly focusing on the addition of new schedulers, improvements to matrix multiplication operations, and updates to testing an...

X Description: This pull request includes significant changes to the bitblas library, mainly focusing on the addition of new schedulers, improvements to matrix multiplication operations, and updates to testing an...

Opengraph URL: https://github.com/microsoft/BitBLAS/pull/214

X: @github

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Commits49 (49)https://github.com/microsoft/BitBLAS/pull/214/commits
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Files changedhttps://github.com/microsoft/BitBLAS/pull/214/files
[Dev][TL] Integrate TL Dequant Implementation into BitBLAS OPshttps://github.com/microsoft/BitBLAS/pull/214#top
LeiWang1999https://github.com/LeiWang1999
microsoft:mainhttps://github.com/microsoft/BitBLAS/tree/main
https://github.com/LeiWang1999
LeiWang1999https://github.com/LeiWang1999
Oct 6, 2024https://github.com/microsoft/BitBLAS/pull/214#issue-2568713719
Please reload this pagehttps://github.com/microsoft/BitBLAS/pull/214
LeiWang1999https://github.com/LeiWang1999
September 28, 2024 07:43https://github.com/microsoft/BitBLAS/pull/214#commits-pushed-f3b1eb9
https://github.com/LeiWang1999
Refactor tilelang dequantize module and add matmul_blocked_weight_onl…https://github.com/microsoft/BitBLAS/pull/214/commits/f3b1eb9862ebc0ee2bbd38194ace250fa6be9b0b
f3b1eb9https://github.com/microsoft/BitBLAS/pull/214/commits/f3b1eb9862ebc0ee2bbd38194ace250fa6be9b0b
https://github.com/LeiWang1999
remove un-implemented code.https://github.com/microsoft/BitBLAS/pull/214/commits/730d13ea17530d720c95ffc4c4550cce94416bf5
730d13ehttps://github.com/microsoft/BitBLAS/pull/214/commits/730d13ea17530d720c95ffc4c4550cce94416bf5
https://github.com/LeiWang1999
Implement BaseScheduler to wrap some related items.https://github.com/microsoft/BitBLAS/pull/214/commits/8047ee7a00f0e84f46fa96da88deab32541756a9
8047ee7https://github.com/microsoft/BitBLAS/pull/214/commits/8047ee7a00f0e84f46fa96da88deab32541756a9
https://github.com/LeiWang1999
lint fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/64db0655683342ede824c4ca95d0e448479e2e5c
64db065https://github.com/microsoft/BitBLAS/pull/214/commits/64db0655683342ede824c4ca95d0e448479e2e5c
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test skiphttps://github.com/microsoft/BitBLAS/pull/214/commits/cef04a875e022445d6ad2b28ddd5e6b3ca939266
cef04a8https://github.com/microsoft/BitBLAS/pull/214/commits/cef04a875e022445d6ad2b28ddd5e6b3ca939266
https://github.com/LeiWang1999
Refactor tilelang dequantize module and add matmul_blocked_weight_onl…https://github.com/microsoft/BitBLAS/pull/214/commits/f1652e9841d4bbe903825bbbae85688442fc9a8c
f1652e9https://github.com/microsoft/BitBLAS/pull/214/commits/f1652e9841d4bbe903825bbbae85688442fc9a8c
https://github.com/LeiWang1999
Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/214/commits/4f6c54525a2ba85b9b86adb7a9d551928c7ebaa7
https://github.com/microsoft/BitBLAShttps://github.com/microsoft/BitBLAS
into tl_o…https://github.com/microsoft/BitBLAS/pull/214/commits/4f6c54525a2ba85b9b86adb7a9d551928c7ebaa7
4f6c545https://github.com/microsoft/BitBLAS/pull/214/commits/4f6c54525a2ba85b9b86adb7a9d551928c7ebaa7
https://github.com/LeiWang1999
test fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/c485b68a9982caa0c281997e1e31c7bbea38a054
c485b68https://github.com/microsoft/BitBLAS/pull/214/commits/c485b68a9982caa0c281997e1e31c7bbea38a054
https://github.com/LeiWang1999
hardware tuning demohttps://github.com/microsoft/BitBLAS/pull/214/commits/ebe42a6f085ef6fe6f82ae01884c229d9a8866fb
ebe42a6https://github.com/microsoft/BitBLAS/pull/214/commits/ebe42a6f085ef6fe6f82ae01884c229d9a8866fb
https://github.com/LeiWang1999
Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/214/commits/88230ecaee78e2d68d9e23babe8634265d111531
https://github.com/microsoft/BitBLAShttps://github.com/microsoft/BitBLAS
into tl_o…https://github.com/microsoft/BitBLAS/pull/214/commits/88230ecaee78e2d68d9e23babe8634265d111531
88230echttps://github.com/microsoft/BitBLAS/pull/214/commits/88230ecaee78e2d68d9e23babe8634265d111531
https://github.com/LeiWang1999
remove debug related items.https://github.com/microsoft/BitBLAS/pull/214/commits/44246a109602f776c42c7caf944bc2125bf35910
44246a1https://github.com/microsoft/BitBLAS/pull/214/commits/44246a109602f776c42c7caf944bc2125bf35910
https://github.com/LeiWang1999
imlement tuner and cache fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/bb51e1556119176d7b56fefbd1ea3169b3deb6f1
bb51e15https://github.com/microsoft/BitBLAS/pull/214/commits/bb51e1556119176d7b56fefbd1ea3169b3deb6f1
https://github.com/LeiWang1999
Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/214/commits/f42a3b9680390fa2d4ae37a5d695680d03692ca5
https://github.com/microsoft/BitBLAShttps://github.com/microsoft/BitBLAS
into tl_o…https://github.com/microsoft/BitBLAS/pull/214/commits/f42a3b9680390fa2d4ae37a5d695680d03692ca5
f42a3b9https://github.com/microsoft/BitBLAS/pull/214/commits/f42a3b9680390fa2d4ae37a5d695680d03692ca5
https://github.com/LeiWang1999
lint fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/de7ae186314a7a74d9a6f08134743c412c5bc9ad
de7ae18https://github.com/microsoft/BitBLAS/pull/214/commits/de7ae186314a7a74d9a6f08134743c412c5bc9ad
https://github.com/LeiWang1999
test case fix.https://github.com/microsoft/BitBLAS/pull/214/commits/ef40bd8c5bda24382e74c54bfd972df5130c06b9
ef40bd8https://github.com/microsoft/BitBLAS/pull/214/commits/ef40bd8c5bda24382e74c54bfd972df5130c06b9
https://github.com/LeiWang1999
Adapt Tuning Space generation with Rollerhttps://github.com/microsoft/BitBLAS/pull/214/commits/85f0a5f9bce70cdc91358686a4024384c47c1919
85f0a5fhttps://github.com/microsoft/BitBLAS/pull/214/commits/85f0a5f9bce70cdc91358686a4024384c47c1919
https://github.com/LeiWang1999
Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/214/commits/e9f7db3dde0fb00a3b729aaa25bcf48ce41e76d3
https://github.com/microsoft/BitBLAShttps://github.com/microsoft/BitBLAS
into tl_o…https://github.com/microsoft/BitBLAS/pull/214/commits/e9f7db3dde0fb00a3b729aaa25bcf48ce41e76d3
e9f7db3https://github.com/microsoft/BitBLAS/pull/214/commits/e9f7db3dde0fb00a3b729aaa25bcf48ce41e76d3
https://github.com/LeiWang1999
lint fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/9e3133624a132e437a1332698b1f64b0701372ff
9e31336https://github.com/microsoft/BitBLAS/pull/214/commits/9e3133624a132e437a1332698b1f64b0701372ff
https://github.com/LeiWang1999
Refactor select_scheduler function for fine-grained interfacehttps://github.com/microsoft/BitBLAS/pull/214/commits/2f1a260aed15804ac6d07467405421a1d249c0b7
2f1a260https://github.com/microsoft/BitBLAS/pull/214/commits/2f1a260aed15804ac6d07467405421a1d249c0b7
https://github.com/LeiWang1999
Refactor select_scheduler function for fine-grained interfacehttps://github.com/microsoft/BitBLAS/pull/214/commits/f1378d439da4aa474be4e8b86f1206f48a4dd82f
f1378d4https://github.com/microsoft/BitBLAS/pull/214/commits/f1378d439da4aa474be4e8b86f1206f48a4dd82f
https://github.com/LeiWang1999
Refactor NotImplementedError message in BaseTLHint classhttps://github.com/microsoft/BitBLAS/pull/214/commits/137cce36f79106f75f645192dd9597113ce22a59
137cce3https://github.com/microsoft/BitBLAS/pull/214/commits/137cce36f79106f75f645192dd9597113ce22a59
https://github.com/LeiWang1999
Update submodule reference in 3rdparty/tvmhttps://github.com/microsoft/BitBLAS/pull/214/commits/fc19fa2c4b9a7dd10460ad52aa95bec9433a2dbe
fc19fa2https://github.com/microsoft/BitBLAS/pull/214/commits/fc19fa2c4b9a7dd10460ad52aa95bec9433a2dbe
https://github.com/LeiWang1999
Refactor matmul_finetune function to use topk=20 for hardware-aware f…https://github.com/microsoft/BitBLAS/pull/214/commits/fe51bb16247a1c13855118c454ed64d11a0c427d
fe51bb1https://github.com/microsoft/BitBLAS/pull/214/commits/fe51bb16247a1c13855118c454ed64d11a0c427d
https://github.com/LeiWang1999
Refactor submodule reference in 3rdparty/tvmhttps://github.com/microsoft/BitBLAS/pull/214/commits/79878cb0b369305c51e08707ae88d4b68292f016
79878cbhttps://github.com/microsoft/BitBLAS/pull/214/commits/79878cb0b369305c51e08707ae88d4b68292f016
https://github.com/LeiWang1999
lint fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/0fc7ab9e354ad4989d2f3fb49b38bddf419d4342
0fc7ab9https://github.com/microsoft/BitBLAS/pull/214/commits/0fc7ab9e354ad4989d2f3fb49b38bddf419d4342
https://github.com/LeiWang1999
Refactor test_general_matmul_tilelang_impl.py and test_tilelang_gemm.pyhttps://github.com/microsoft/BitBLAS/pull/214/commits/255e925e9b5103543cc23cf14993d99d5441ae62
255e925https://github.com/microsoft/BitBLAS/pull/214/commits/255e925e9b5103543cc23cf14993d99d5441ae62
https://github.com/LeiWang1999
Refactor MatmulConfig to enable weight propagation on supported deviceshttps://github.com/microsoft/BitBLAS/pull/214/commits/df47f6349d12f67410892005b0f8bb487822f02e
df47f63https://github.com/microsoft/BitBLAS/pull/214/commits/df47f6349d12f67410892005b0f8bb487822f02e
https://github.com/LeiWang1999
Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/214/commits/826255d49dfe99cc9cbdbe254ad680b7a44629e9
https://github.com/microsoft/BitBLAShttps://github.com/microsoft/BitBLAS
into tl_o…https://github.com/microsoft/BitBLAS/pull/214/commits/826255d49dfe99cc9cbdbe254ad680b7a44629e9
826255dhttps://github.com/microsoft/BitBLAS/pull/214/commits/826255d49dfe99cc9cbdbe254ad680b7a44629e9
https://github.com/LeiWang1999
Refactor test_general_matmul_tilelang_impl.py and test_general_matmul…https://github.com/microsoft/BitBLAS/pull/214/commits/48dc94ea52efa34a60d797dce123b317996cc806
48dc94ehttps://github.com/microsoft/BitBLAS/pull/214/commits/48dc94ea52efa34a60d797dce123b317996cc806
https://github.com/LeiWang1999
test fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/82f39d7fb22c1c6eff10ee832857a678f14ad4c9
82f39d7https://github.com/microsoft/BitBLAS/pull/214/commits/82f39d7fb22c1c6eff10ee832857a678f14ad4c9
LeiWang1999https://github.com/LeiWang1999
October 2, 2024 18:27https://github.com/microsoft/BitBLAS/pull/214#commits-pushed-02ef258
https://github.com/LeiWang1999
Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/214/commits/02ef258f356408adff4c20a462adc50069beba86
https://github.com/microsoft/BitBLAShttps://github.com/microsoft/BitBLAS
into tl_o…https://github.com/microsoft/BitBLAS/pull/214/commits/02ef258f356408adff4c20a462adc50069beba86
02ef258https://github.com/microsoft/BitBLAS/pull/214/commits/02ef258f356408adff4c20a462adc50069beba86
https://github.com/LeiWang1999
test fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/e753ef2e84ecd4d4eedfe3f6a06a004468626f4f
e753ef2https://github.com/microsoft/BitBLAS/pull/214/commits/e753ef2e84ecd4d4eedfe3f6a06a004468626f4f
https://github.com/LeiWang1999
Refactor flash attention tests to use centered random values for inpu…https://github.com/microsoft/BitBLAS/pull/214/commits/f6dd74438850fe600d939ec9d0a0bf241c6a79fe
f6dd744https://github.com/microsoft/BitBLAS/pull/214/commits/f6dd74438850fe600d939ec9d0a0bf241c6a79fe
https://github.com/LeiWang1999
Refactor flash attention tests to use centered random values for inpu…https://github.com/microsoft/BitBLAS/pull/214/commits/74173726a1975e13b1d468f235728e5864084cd3
7417372https://github.com/microsoft/BitBLAS/pull/214/commits/74173726a1975e13b1d468f235728e5864084cd3
https://github.com/LeiWang1999
Refactor flash attention tests to skip test if flash_attn is not inst…https://github.com/microsoft/BitBLAS/pull/214/commits/145a850d61cd1a6c0c23f698b52619d8743d4ea5
145a850https://github.com/microsoft/BitBLAS/pull/214/commits/145a850d61cd1a6c0c23f698b52619d8743d4ea5
https://github.com/LeiWang1999
lint fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/3384458dccc2df09194277a0ca40917e464e7e80
3384458https://github.com/microsoft/BitBLAS/pull/214/commits/3384458dccc2df09194277a0ca40917e464e7e80
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test fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/82f50eaebfe7f45859c98ee85795185574248275
82f50eahttps://github.com/microsoft/BitBLAS/pull/214/commits/82f50eaebfe7f45859c98ee85795185574248275
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test fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/d2ed9365d85924cf07a1afb62047c1736e56ec9c
d2ed936https://github.com/microsoft/BitBLAS/pull/214/commits/d2ed9365d85924cf07a1afb62047c1736e56ec9c
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test fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/6c56273772d3ace8c10d17ac195f1b82069f43c7
6c56273https://github.com/microsoft/BitBLAS/pull/214/commits/6c56273772d3ace8c10d17ac195f1b82069f43c7
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Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/214/commits/2e59e58ced5e4f07b17ed2fb8ce1082b89812f34
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into tl_o…https://github.com/microsoft/BitBLAS/pull/214/commits/2e59e58ced5e4f07b17ed2fb8ce1082b89812f34
2e59e58https://github.com/microsoft/BitBLAS/pull/214/commits/2e59e58ced5e4f07b17ed2fb8ce1082b89812f34
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Refactor quantization module importshttps://github.com/microsoft/BitBLAS/pull/214/commits/074b9caceb09089756c46cbf8206cf8135045c04
074b9cahttps://github.com/microsoft/BitBLAS/pull/214/commits/074b9caceb09089756c46cbf8206cf8135045c04
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lint fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/09233449d8f783dcda77093bf258e1db1e1a1a18
0923344https://github.com/microsoft/BitBLAS/pull/214/commits/09233449d8f783dcda77093bf258e1db1e1a1a18
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Update yapf version in requirements-dev.txt and requirements-test.txthttps://github.com/microsoft/BitBLAS/pull/214/commits/b30bcd4a468730395fb330a90dd66a896951a1e8
b30bcd4https://github.com/microsoft/BitBLAS/pull/214/commits/b30bcd4a468730395fb330a90dd66a896951a1e8
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Refactor shared memory to global memory storage in MatmulFineGrainSch…https://github.com/microsoft/BitBLAS/pull/214/commits/d0a88ac4df3845341a022a2db503e5d582cfe2c8
d0a88achttps://github.com/microsoft/BitBLAS/pull/214/commits/d0a88ac4df3845341a022a2db503e5d582cfe2c8
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Oct 6, 2024https://github.com/microsoft/BitBLAS/pull/214#issuecomment-2395478077
Please reload this pagehttps://github.com/microsoft/BitBLAS/pull/214
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October 6, 2024 16:32https://github.com/microsoft/BitBLAS/pull/214#commits-pushed-62303e2
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test fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/62303e24d36ac26cd1597f820bd383384209e0c7
62303e2https://github.com/microsoft/BitBLAS/pull/214/commits/62303e24d36ac26cd1597f820bd383384209e0c7
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formathttps://github.com/microsoft/BitBLAS/pull/214/commits/01dc3f9cbe3fc56f44c6f0e8c4da098135cef888
01dc3f9https://github.com/microsoft/BitBLAS/pull/214/commits/01dc3f9cbe3fc56f44c6f0e8c4da098135cef888
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test fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/c62166402100be35e378d8130baa84f05c3a9f0b
c621664https://github.com/microsoft/BitBLAS/pull/214/commits/c62166402100be35e378d8130baa84f05c3a9f0b
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Refactor tensorcore policy to use list comprehension for readabilityhttps://github.com/microsoft/BitBLAS/pull/214/commits/f9346350da1b42e2210db60d1b51d3c7675a2599
f934635https://github.com/microsoft/BitBLAS/pull/214/commits/f9346350da1b42e2210db60d1b51d3c7675a2599
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lint fixhttps://github.com/microsoft/BitBLAS/pull/214/commits/754cf75c447c72149497cdf30b806033c7851fd2
754cf75https://github.com/microsoft/BitBLAS/pull/214/commits/754cf75c447c72149497cdf30b806033c7851fd2
[Feature Request] Enhance Simplification to remove unused function arguments #215 https://github.com/microsoft/BitBLAS/issues/215
[Feature Request] Enhance Simplification to remove unused function arguments tile-ai/tvm#1 https://github.com/tile-ai/tvm/issues/1
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LeiWang1999https://github.com/LeiWang1999
a6d627chttps://github.com/microsoft/BitBLAS/commit/a6d627cc39405204be6e34169453223c7f39ae5a
Oct 7, 2024https://github.com/microsoft/BitBLAS/pull/214#event-14539711641
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