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Title: [Dev] Support Numeric Precision BFloat16 as activation type by LeiWang1999 · Pull Request #148 · microsoft/BitBLAS · GitHub

Open Graph Title: [Dev] Support Numeric Precision BFloat16 as activation type by LeiWang1999 · Pull Request #148 · microsoft/BitBLAS

X Title: [Dev] Support Numeric Precision BFloat16 as activation type by LeiWang1999 · Pull Request #148 · microsoft/BitBLAS

Description: BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment. - [Dev] Support Numeric Precision BFloat16 as activation type by LeiWang1999 · Pull Request #148 · microsoft/BitBLAS

Open Graph Description: This pull request includes a variety of changes to update dependencies, add support for bfloat16 data type, and improve functionality in several modules. Below are the most important changes groupe...

X Description: This pull request includes a variety of changes to update dependencies, add support for bfloat16 data type, and improve functionality in several modules. Below are the most important changes groupe...

Opengraph URL: https://github.com/microsoft/BitBLAS/pull/148

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Files changedhttps://github.com/microsoft/BitBLAS/pull/148/files
[Dev] Support Numeric Precision BFloat16 as activation typehttps://github.com/microsoft/BitBLAS/pull/148#top
LeiWang1999https://github.com/LeiWang1999
microsoft:mainhttps://github.com/microsoft/BitBLAS/tree/main
https://github.com/LeiWang1999
LeiWang1999https://github.com/LeiWang1999
Aug 23, 2024https://github.com/microsoft/BitBLAS/pull/148#issue-2482126891
Please reload this pagehttps://github.com/microsoft/BitBLAS/pull/148
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Please reload this pagehttps://github.com/microsoft/BitBLAS/pull/148
LeiWang1999https://github.com/LeiWang1999
July 5, 2024 08:54https://github.com/microsoft/BitBLAS/pull/148#commits-pushed-d8884e6
https://github.com/LeiWang1999
Refactor BatchMatMulEmitter and BatchMatMulSelector for improved read…https://github.com/microsoft/BitBLAS/pull/148/commits/d8884e6f6a294fc8f1a325665d86a07603d43864
d8884e6https://github.com/microsoft/BitBLAS/pull/148/commits/d8884e6f6a294fc8f1a325665d86a07603d43864
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Refactor import statements for improved readability and maintainabilityhttps://github.com/microsoft/BitBLAS/pull/148/commits/fc84173f22d2f4867a8e6413117b5cd8e830ab27
fc84173https://github.com/microsoft/BitBLAS/pull/148/commits/fc84173f22d2f4867a8e6413117b5cd8e830ab27
https://github.com/LeiWang1999
Refactor import statements for improved readability and maintainabilityhttps://github.com/microsoft/BitBLAS/pull/148/commits/02f64de6cf2d338c092dcf29ec55b69804fda892
02f64dehttps://github.com/microsoft/BitBLAS/pull/148/commits/02f64de6cf2d338c092dcf29ec55b69804fda892
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disable failure email for cihttps://github.com/microsoft/BitBLAS/pull/148/commits/397eee6141599e84b509594bb99a0531e409c266
397eee6https://github.com/microsoft/BitBLAS/pull/148/commits/397eee6141599e84b509594bb99a0531e409c266
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remove email notifications.https://github.com/microsoft/BitBLAS/pull/148/commits/20f6ad1e7ca4e6e1ca9e13ad7c1bbc8c430a8e51
20f6ad1https://github.com/microsoft/BitBLAS/pull/148/commits/20f6ad1e7ca4e6e1ca9e13ad7c1bbc8c430a8e51
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move relax pass from testing to mlc_llmhttps://github.com/microsoft/BitBLAS/pull/148/commits/b93c39431c803e22b12f71b555939785da36b96a
b93c394https://github.com/microsoft/BitBLAS/pull/148/commits/b93c39431c803e22b12f71b555939785da36b96a
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Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/148/commits/ba6a6dfc3196a5ece2173a45a4e1b4daf97748a6
https://github.com/Microsoft/BitBLAShttps://github.com/Microsoft/BitBLAS
into mainhttps://github.com/microsoft/BitBLAS/pull/148/commits/ba6a6dfc3196a5ece2173a45a4e1b4daf97748a6
ba6a6dfhttps://github.com/microsoft/BitBLAS/pull/148/commits/ba6a6dfc3196a5ece2173a45a4e1b4daf97748a6
https://github.com/LeiWang1999
Refactor scripts with se check_eual_ref_scripts_with_emitter functionhttps://github.com/microsoft/BitBLAS/pull/148/commits/257693a7c3cb3083aac144182f58d38bfe3bcfdd
257693ahttps://github.com/microsoft/BitBLAS/pull/148/commits/257693a7c3cb3083aac144182f58d38bfe3bcfdd
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Lint Fixhttps://github.com/microsoft/BitBLAS/pull/148/commits/9bb7f49a968d4c71dbbc12121b4b7cb8258b2136
9bb7f49https://github.com/microsoft/BitBLAS/pull/148/commits/9bb7f49a968d4c71dbbc12121b4b7cb8258b2136
https://github.com/LeiWang1999
Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/148/commits/39e7614944c4f58bb61ccb20900b883cb881497a
https://github.com/Microsoft/BitBLAShttps://github.com/Microsoft/BitBLAS
into mainhttps://github.com/microsoft/BitBLAS/pull/148/commits/39e7614944c4f58bb61ccb20900b883cb881497a
39e7614https://github.com/microsoft/BitBLAS/pull/148/commits/39e7614944c4f58bb61ccb20900b883cb881497a
https://github.com/LeiWang1999
Refactor scripts with se check_eual_ref_scripts_with_emitter functionhttps://github.com/microsoft/BitBLAS/pull/148/commits/93eb5a5fe4e3eb6242675dd5706358c4121f1672
93eb5a5https://github.com/microsoft/BitBLAS/pull/148/commits/93eb5a5fe4e3eb6242675dd5706358c4121f1672
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bug fix in testhttps://github.com/microsoft/BitBLAS/pull/148/commits/aa66a9080d41330ba63f38b76c539c6be0362906
aa66a90https://github.com/microsoft/BitBLAS/pull/148/commits/aa66a9080d41330ba63f38b76c539c6be0362906
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Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/148/commits/ae14a53a87a9569043c190abedc094151b9a12f8
https://github.com/Microsoft/BitBLAShttps://github.com/Microsoft/BitBLAS
into devhttps://github.com/microsoft/BitBLAS/pull/148/commits/ae14a53a87a9569043c190abedc094151b9a12f8
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lint fix.https://github.com/microsoft/BitBLAS/pull/148/commits/79b08e415ffe79d7d4320e815cc2f5e603775e57
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test cuda i4 kernelhttps://github.com/microsoft/BitBLAS/pull/148/commits/86fd0361bb74e21a87a26159022282ca25a4b282
86fd036https://github.com/microsoft/BitBLAS/pull/148/commits/86fd0361bb74e21a87a26159022282ca25a4b282
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Refactor copyright notice in i4matmul.hpphttps://github.com/microsoft/BitBLAS/pull/148/commits/6b73a210ff846fb55bed253b5c0a1c089c3e95f1
6b73a21https://github.com/microsoft/BitBLAS/pull/148/commits/6b73a210ff846fb55bed253b5c0a1c089c3e95f1
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Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/148/commits/0ba90c1072f1a774564bad0c0dc7db0c98caf94d
https://github.com/Microsoft/BitBLAShttps://github.com/Microsoft/BitBLAS
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Refactor BitBLASLinear test module for improved readability and maint…https://github.com/microsoft/BitBLAS/pull/148/commits/086d208fd07984c8cf876f1529fc80ade4cff21d
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refactor test as version below python 3.9 cannot handle int32 overflow.https://github.com/microsoft/BitBLAS/pull/148/commits/47a3abdb805d2d27241888dce310c9f08f0771fb
47a3abdhttps://github.com/microsoft/BitBLAS/pull/148/commits/47a3abdb805d2d27241888dce310c9f08f0771fb
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format lint for testhttps://github.com/microsoft/BitBLAS/pull/148/commits/024b2474b8b81a3f855be5e6ccfcd05139bd285a
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Refactor test_int4b_fp16_convert.py for improved readability and main…https://github.com/microsoft/BitBLAS/pull/148/commits/bfedeaa813c269330ea332cce9938e05eac809ec
bfedeaahttps://github.com/microsoft/BitBLAS/pull/148/commits/bfedeaa813c269330ea332cce9938e05eac809ec
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remove unused design filehttps://github.com/microsoft/BitBLAS/pull/148/commits/e672a23a3910605eacfd705aede46be3c81a0021
e672a23https://github.com/microsoft/BitBLAS/pull/148/commits/e672a23a3910605eacfd705aede46be3c81a0021
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move tile device from package to basehttps://github.com/microsoft/BitBLAS/pull/148/commits/21e54300313ebe803cf96fdd7fd212bb0e09bf21
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dummy impl for codegenhttps://github.com/microsoft/BitBLAS/pull/148/commits/fd1194063884a00678663d04cdda811e9cf0f932
fd11940https://github.com/microsoft/BitBLAS/pull/148/commits/fd1194063884a00678663d04cdda811e9cf0f932
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Refactor file structure for ladder_permutate modulehttps://github.com/microsoft/BitBLAS/pull/148/commits/9ccfa85d5581cd86f50bdeec79c316564083399c
9ccfa85https://github.com/microsoft/BitBLAS/pull/148/commits/9ccfa85d5581cd86f50bdeec79c316564083399c
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Refactor backend class and fix typos in commentshttps://github.com/microsoft/BitBLAS/pull/148/commits/7c7d73eeda9314c732916dd1c9e0cdbf00af4d25
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Deep refactor Lib related code.https://github.com/microsoft/BitBLAS/pull/148/commits/47d5fc5125953c6442ad316d01e4c048e54094ae
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remove ci pull.https://github.com/microsoft/BitBLAS/pull/148/commits/53dd0dd6436978d63a6e451af03bea7f1e73e629
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LintFixhttps://github.com/microsoft/BitBLAS/pull/148/commits/d58ac4349e0548d7146df2e1b8e2963c7d2bf9d1
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refactor builder for whl buildhttps://github.com/microsoft/BitBLAS/pull/148/commits/37cb07cbd062a36fe19a182274ab0a76a06cdf19
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August 13, 2024 07:28https://github.com/microsoft/BitBLAS/pull/148#commits-pushed-9cde970
https://github.com/LeiWang1999
Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/148/commits/9cde970f93165a1d12f63400a8ddbac27ecbbbef
https://github.com/Microsoft/BitBLAShttps://github.com/Microsoft/BitBLAS
into upda…https://github.com/microsoft/BitBLAS/pull/148/commits/9cde970f93165a1d12f63400a8ddbac27ecbbbef
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https://github.com/LeiWang1999
bugfix for bitnethttps://github.com/microsoft/BitBLAS/pull/148/commits/1c89c60044838811a8c37b899a498f2a44963508
1c89c60https://github.com/microsoft/BitBLAS/pull/148/commits/1c89c60044838811a8c37b899a498f2a44963508
https://github.com/LeiWang1999
annotatte todo.https://github.com/microsoft/BitBLAS/pull/148/commits/cfda648431b74bb59663ed3482863e57c39e92d9
cfda648https://github.com/microsoft/BitBLAS/pull/148/commits/cfda648431b74bb59663ed3482863e57c39e92d9
https://github.com/LeiWang1999
lint fixhttps://github.com/microsoft/BitBLAS/pull/148/commits/83b99c4476ce6fa923f62eea00aab0bc01b45026
83b99c4https://github.com/microsoft/BitBLAS/pull/148/commits/83b99c4476ce6fa923f62eea00aab0bc01b45026
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regist fast_decode for int8xint4https://github.com/microsoft/BitBLAS/pull/148/commits/0b6b4a3ba914fc6dc5cbe6d2d0d71641994fd102
0b6b4a3https://github.com/microsoft/BitBLAS/pull/148/commits/0b6b4a3ba914fc6dc5cbe6d2d0d71641994fd102
https://github.com/LeiWang1999
Refactor CUDA code to use sm architecture instead of compute architec…https://github.com/microsoft/BitBLAS/pull/148/commits/e93d1ded2affc4a32f5574c2e4df7d566b6311de
e93d1dehttps://github.com/microsoft/BitBLAS/pull/148/commits/e93d1ded2affc4a32f5574c2e4df7d566b6311de
https://github.com/LeiWang1999
compress qkv and gate up for bitnethttps://github.com/microsoft/BitBLAS/pull/148/commits/84b8267849880b67d1eeba8a71051a626bf2805a
84b8267https://github.com/microsoft/BitBLAS/pull/148/commits/84b8267849880b67d1eeba8a71051a626bf2805a
https://github.com/LeiWang1999
improve elementwise schedulehttps://github.com/microsoft/BitBLAS/pull/148/commits/c21874cf81c8df39bf12368edfd5c3ac261015ef
c21874chttps://github.com/microsoft/BitBLAS/pull/148/commits/c21874cf81c8df39bf12368edfd5c3ac261015ef
https://github.com/LeiWang1999
Refactor BitNet model checkpoint generation scriptshttps://github.com/microsoft/BitBLAS/pull/148/commits/e9b07694a11f6a1e64ebe1332dad1b8a9a0bd874
e9b0769https://github.com/microsoft/BitBLAS/pull/148/commits/e9b07694a11f6a1e64ebe1332dad1b8a9a0bd874
https://github.com/LeiWang1999
cross thread reduce for tlhttps://github.com/microsoft/BitBLAS/pull/148/commits/8905a574db492932ccd2528c6e573c744d5951ba
8905a57https://github.com/microsoft/BitBLAS/pull/148/commits/8905a574db492932ccd2528c6e573c744d5951ba
https://github.com/LeiWang1999
Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/148/commits/95c93b73e75f50d46d06a1de030c45632b9ba39e
https://github.com/Microsoft/BitBLAShttps://github.com/Microsoft/BitBLAS
into tl_tmachttps://github.com/microsoft/BitBLAS/pull/148/commits/95c93b73e75f50d46d06a1de030c45632b9ba39e
95c93b7https://github.com/microsoft/BitBLAS/pull/148/commits/95c93b73e75f50d46d06a1de030c45632b9ba39e
https://github.com/LeiWang1999
fix scale only lop3 tensorize instructions.https://github.com/microsoft/BitBLAS/pull/148/commits/67ad7616e07eb9e52a90a4a785c57f9e05929db1
67ad761https://github.com/microsoft/BitBLAS/pull/148/commits/67ad7616e07eb9e52a90a4a785c57f9e05929db1
https://github.com/LeiWang1999
bug fix for scale only casehttps://github.com/microsoft/BitBLAS/pull/148/commits/374065e69f0cf48a7bc8bf4e7a6aec73d763bfc9
374065ehttps://github.com/microsoft/BitBLAS/pull/148/commits/374065e69f0cf48a7bc8bf4e7a6aec73d763bfc9
https://github.com/LeiWang1999
fix scale for warp memory dequantizehttps://github.com/microsoft/BitBLAS/pull/148/commits/b83e8fb21a507b2fbea35b175194b4a20e8bfc4f
b83e8fbhttps://github.com/microsoft/BitBLAS/pull/148/commits/b83e8fb21a507b2fbea35b175194b4a20e8bfc4f
https://github.com/LeiWang1999
lint fixhttps://github.com/microsoft/BitBLAS/pull/148/commits/fc6374865b6ee2986d9240c322828ef293ff34a4
fc63748https://github.com/microsoft/BitBLAS/pull/148/commits/fc6374865b6ee2986d9240c322828ef293ff34a4
https://github.com/LeiWang1999
bug foxhttps://github.com/microsoft/BitBLAS/pull/148/commits/0ae3953df9b9e423b96c2749fae9ed419bbbc043
0ae3953https://github.com/microsoft/BitBLAS/pull/148/commits/0ae3953df9b9e423b96c2749fae9ed419bbbc043
https://github.com/LeiWang1999
formathttps://github.com/microsoft/BitBLAS/pull/148/commits/cdd2244bca359db9af126e2264da37c62e6d6f9a
cdd2244https://github.com/microsoft/BitBLAS/pull/148/commits/cdd2244bca359db9af126e2264da37c62e6d6f9a
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fix repack from gptqv2https://github.com/microsoft/BitBLAS/pull/148/commits/e72b6d0de9ce9a05acf45c555b2df72b91de68ae
e72b6d0https://github.com/microsoft/BitBLAS/pull/148/commits/e72b6d0de9ce9a05acf45c555b2df72b91de68ae
https://github.com/LeiWang1999
chore: Enable large files for Hugging Face modelshttps://github.com/microsoft/BitBLAS/pull/148/commits/89e0508c609ef49ffe5e2f3d0d9222e81876419e
89e0508https://github.com/microsoft/BitBLAS/pull/148/commits/89e0508c609ef49ffe5e2f3d0d9222e81876419e
https://github.com/LeiWang1999
Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/148/commits/87dfc181cc2dcaa3ce8f54d96634bf7b7734cf74
https://github.com/Microsoft/BitBLAShttps://github.com/Microsoft/BitBLAS
into gptqv2https://github.com/microsoft/BitBLAS/pull/148/commits/87dfc181cc2dcaa3ce8f54d96634bf7b7734cf74
87dfc18https://github.com/microsoft/BitBLAS/pull/148/commits/87dfc181cc2dcaa3ce8f54d96634bf7b7734cf74
https://github.com/LeiWang1999
bump version to dev14https://github.com/microsoft/BitBLAS/pull/148/commits/6087ce0b7de7f6146e91177206884b5d95ed6c96
6087ce0https://github.com/microsoft/BitBLAS/pull/148/commits/6087ce0b7de7f6146e91177206884b5d95ed6c96
https://github.com/LeiWang1999
BF 16 Updatehttps://github.com/microsoft/BitBLAS/pull/148/commits/b7a40bc9dc6df5f20a560cf57f8805fc18addbfb
b7a40bchttps://github.com/microsoft/BitBLAS/pull/148/commits/b7a40bc9dc6df5f20a560cf57f8805fc18addbfb
https://github.com/LeiWang1999
lint fixhttps://github.com/microsoft/BitBLAS/pull/148/commits/cb281cd18851dc3cc4eaa42ecd9bded79f7a5c29
cb281cdhttps://github.com/microsoft/BitBLAS/pull/148/commits/cb281cd18851dc3cc4eaa42ecd9bded79f7a5c29
https://github.com/LeiWang1999
chore: Update BitBLAS benchmark scripts and fix typoshttps://github.com/microsoft/BitBLAS/pull/148/commits/760d7152d142e2b2a4cf79cb7fae0f85b320f859
760d715https://github.com/microsoft/BitBLAS/pull/148/commits/760d7152d142e2b2a4cf79cb7fae0f85b320f859
https://github.com/LeiWang1999
chore: Add gptqmodel to test requirementshttps://github.com/microsoft/BitBLAS/pull/148/commits/2c94c8252401a2cc8c04b029e8d2684372e79ef4
2c94c82https://github.com/microsoft/BitBLAS/pull/148/commits/2c94c8252401a2cc8c04b029e8d2684372e79ef4
https://github.com/LeiWang1999
LeiWang1999https://github.com/LeiWang1999
Aug 23, 2024https://github.com/microsoft/BitBLAS/pull/148#event-13988317814
LeiWang1999https://github.com/LeiWang1999
August 23, 2024 05:51https://github.com/microsoft/BitBLAS/pull/148#commits-pushed-75bc49d
https://github.com/LeiWang1999
remove gptqmodel dep for testhttps://github.com/microsoft/BitBLAS/pull/148/commits/75bc49d5df59587e299190b85def5237abc10d2a
75bc49dhttps://github.com/microsoft/BitBLAS/pull/148/commits/75bc49d5df59587e299190b85def5237abc10d2a
https://github.com/LeiWang1999
chore: Remove gptqmodel dependency for testhttps://github.com/microsoft/BitBLAS/pull/148/commits/2c0392756cdefe46c09aa66ce802ae07c910b475
2c03927https://github.com/microsoft/BitBLAS/pull/148/commits/2c0392756cdefe46c09aa66ce802ae07c910b475
https://github.com/LeiWang1999
LeiWang1999https://github.com/LeiWang1999
673290bhttps://github.com/microsoft/BitBLAS/commit/673290ba6d64071d7629cfd33d09f4374d94a482
Aug 23, 2024https://github.com/microsoft/BitBLAS/pull/148#event-13988755565
https://github.com/LeiWang1999
LeiWang1999https://github.com/LeiWang1999
Aug 23, 2024 https://github.com/microsoft/BitBLAS/pull/148#ref-pullrequest-2482422230
[Version] Bump Version to 0.0.1.dev15 #149 https://github.com/microsoft/BitBLAS/pull/149
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