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Title: [Enhancement] Improve elementwise schedule via vectorization by LeiWang1999 · Pull Request #145 · microsoft/BitBLAS · GitHub

Open Graph Title: [Enhancement] Improve elementwise schedule via vectorization by LeiWang1999 · Pull Request #145 · microsoft/BitBLAS

X Title: [Enhancement] Improve elementwise schedule via vectorization by LeiWang1999 · Pull Request #145 · microsoft/BitBLAS

Description: BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment. - [Enhancement] Improve elementwise schedule via vectorization by LeiWang1999 · Pull Request #145 · microsoft/BitBLAS

Opengraph URL: https://github.com/microsoft/BitBLAS/pull/145

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Commits193 (193)https://github.com/microsoft/BitBLAS/pull/145/commits
Checkshttps://github.com/microsoft/BitBLAS/pull/145/checks
Files changedhttps://github.com/microsoft/BitBLAS/pull/145/files
[Enhancement] Improve elementwise schedule via vectorizationhttps://github.com/microsoft/BitBLAS/pull/145#top
LeiWang1999https://github.com/LeiWang1999
microsoft:mainhttps://github.com/microsoft/BitBLAS/tree/main
https://github.com/LeiWang1999
LeiWang1999https://github.com/LeiWang1999
Aug 15, 2024https://github.com/microsoft/BitBLAS/pull/145#issue-2467659536
Please reload this pagehttps://github.com/microsoft/BitBLAS/pull/145
LeiWang1999https://github.com/LeiWang1999
July 5, 2024 08:54https://github.com/microsoft/BitBLAS/pull/145#commits-pushed-d8884e6
https://github.com/LeiWang1999
Refactor BatchMatMulEmitter and BatchMatMulSelector for improved read…https://github.com/microsoft/BitBLAS/pull/145/commits/d8884e6f6a294fc8f1a325665d86a07603d43864
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Refactor import statements for improved readability and maintainabilityhttps://github.com/microsoft/BitBLAS/pull/145/commits/fc84173f22d2f4867a8e6413117b5cd8e830ab27
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Refactor import statements for improved readability and maintainabilityhttps://github.com/microsoft/BitBLAS/pull/145/commits/02f64de6cf2d338c092dcf29ec55b69804fda892
02f64dehttps://github.com/microsoft/BitBLAS/pull/145/commits/02f64de6cf2d338c092dcf29ec55b69804fda892
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disable failure email for cihttps://github.com/microsoft/BitBLAS/pull/145/commits/397eee6141599e84b509594bb99a0531e409c266
397eee6https://github.com/microsoft/BitBLAS/pull/145/commits/397eee6141599e84b509594bb99a0531e409c266
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remove email notifications.https://github.com/microsoft/BitBLAS/pull/145/commits/20f6ad1e7ca4e6e1ca9e13ad7c1bbc8c430a8e51
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move relax pass from testing to mlc_llmhttps://github.com/microsoft/BitBLAS/pull/145/commits/b93c39431c803e22b12f71b555939785da36b96a
b93c394https://github.com/microsoft/BitBLAS/pull/145/commits/b93c39431c803e22b12f71b555939785da36b96a
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Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/145/commits/ba6a6dfc3196a5ece2173a45a4e1b4daf97748a6
https://github.com/Microsoft/BitBLAShttps://github.com/Microsoft/BitBLAS
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Refactor scripts with se check_eual_ref_scripts_with_emitter functionhttps://github.com/microsoft/BitBLAS/pull/145/commits/257693a7c3cb3083aac144182f58d38bfe3bcfdd
257693ahttps://github.com/microsoft/BitBLAS/pull/145/commits/257693a7c3cb3083aac144182f58d38bfe3bcfdd
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Lint Fixhttps://github.com/microsoft/BitBLAS/pull/145/commits/9bb7f49a968d4c71dbbc12121b4b7cb8258b2136
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Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/145/commits/39e7614944c4f58bb61ccb20900b883cb881497a
https://github.com/Microsoft/BitBLAShttps://github.com/Microsoft/BitBLAS
into mainhttps://github.com/microsoft/BitBLAS/pull/145/commits/39e7614944c4f58bb61ccb20900b883cb881497a
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Refactor scripts with se check_eual_ref_scripts_with_emitter functionhttps://github.com/microsoft/BitBLAS/pull/145/commits/93eb5a5fe4e3eb6242675dd5706358c4121f1672
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bug fix in testhttps://github.com/microsoft/BitBLAS/pull/145/commits/aa66a9080d41330ba63f38b76c539c6be0362906
aa66a90https://github.com/microsoft/BitBLAS/pull/145/commits/aa66a9080d41330ba63f38b76c539c6be0362906
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Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/145/commits/ae14a53a87a9569043c190abedc094151b9a12f8
https://github.com/Microsoft/BitBLAShttps://github.com/Microsoft/BitBLAS
into devhttps://github.com/microsoft/BitBLAS/pull/145/commits/ae14a53a87a9569043c190abedc094151b9a12f8
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lint fix.https://github.com/microsoft/BitBLAS/pull/145/commits/79b08e415ffe79d7d4320e815cc2f5e603775e57
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test cuda i4 kernelhttps://github.com/microsoft/BitBLAS/pull/145/commits/86fd0361bb74e21a87a26159022282ca25a4b282
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Refactor copyright notice in i4matmul.hpphttps://github.com/microsoft/BitBLAS/pull/145/commits/6b73a210ff846fb55bed253b5c0a1c089c3e95f1
6b73a21https://github.com/microsoft/BitBLAS/pull/145/commits/6b73a210ff846fb55bed253b5c0a1c089c3e95f1
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Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/145/commits/0ba90c1072f1a774564bad0c0dc7db0c98caf94d
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Refactor BitBLASLinear test module for improved readability and maint…https://github.com/microsoft/BitBLAS/pull/145/commits/086d208fd07984c8cf876f1529fc80ade4cff21d
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refactor test as version below python 3.9 cannot handle int32 overflow.https://github.com/microsoft/BitBLAS/pull/145/commits/47a3abdb805d2d27241888dce310c9f08f0771fb
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format lint for testhttps://github.com/microsoft/BitBLAS/pull/145/commits/024b2474b8b81a3f855be5e6ccfcd05139bd285a
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Refactor test_int4b_fp16_convert.py for improved readability and main…https://github.com/microsoft/BitBLAS/pull/145/commits/bfedeaa813c269330ea332cce9938e05eac809ec
bfedeaahttps://github.com/microsoft/BitBLAS/pull/145/commits/bfedeaa813c269330ea332cce9938e05eac809ec
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remove unused design filehttps://github.com/microsoft/BitBLAS/pull/145/commits/e672a23a3910605eacfd705aede46be3c81a0021
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move tile device from package to basehttps://github.com/microsoft/BitBLAS/pull/145/commits/21e54300313ebe803cf96fdd7fd212bb0e09bf21
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dummy impl for codegenhttps://github.com/microsoft/BitBLAS/pull/145/commits/fd1194063884a00678663d04cdda811e9cf0f932
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Refactor file structure for ladder_permutate modulehttps://github.com/microsoft/BitBLAS/pull/145/commits/9ccfa85d5581cd86f50bdeec79c316564083399c
9ccfa85https://github.com/microsoft/BitBLAS/pull/145/commits/9ccfa85d5581cd86f50bdeec79c316564083399c
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Refactor backend class and fix typos in commentshttps://github.com/microsoft/BitBLAS/pull/145/commits/7c7d73eeda9314c732916dd1c9e0cdbf00af4d25
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Deep refactor Lib related code.https://github.com/microsoft/BitBLAS/pull/145/commits/47d5fc5125953c6442ad316d01e4c048e54094ae
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remove ci pull.https://github.com/microsoft/BitBLAS/pull/145/commits/53dd0dd6436978d63a6e451af03bea7f1e73e629
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refactor builder for whl buildhttps://github.com/microsoft/BitBLAS/pull/145/commits/37cb07cbd062a36fe19a182274ab0a76a06cdf19
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August 9, 2024 07:31https://github.com/microsoft/BitBLAS/pull/145#commits-pushed-113e485
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update benchmark scriptshttps://github.com/microsoft/BitBLAS/pull/145/commits/113e485019ef67535b442d1c5fc0be13516bd102
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chore: Refactor benchmark scripts and fix typoshttps://github.com/microsoft/BitBLAS/pull/145/commits/46b2d7d809ce19f7a74d77d25d7acd1f3ababad3
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fix for testinghttps://github.com/microsoft/BitBLAS/pull/145/commits/9ecbb48f9b2dc5134ca2bc778389df09b8834602
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lint fixhttps://github.com/microsoft/BitBLAS/pull/145/commits/fb128ed6a1e62b8001f295e611b67fbe218ac7fb
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fix import.https://github.com/microsoft/BitBLAS/pull/145/commits/9b5e1065472bbcaccc0890055230b7886da4202f
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typohttps://github.com/microsoft/BitBLAS/pull/145/commits/54b4044e3ef233690089fb24ee27faeb241c6ebc
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operator benchmarkhttps://github.com/microsoft/BitBLAS/pull/145/commits/23f88b714d796b51ec68e3caa94fa67eb8335f49
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https://github.com/LeiWang1999
always with shared.dynhttps://github.com/microsoft/BitBLAS/pull/145/commits/8b5f08320e65914596e4065c0cc8c08e0d815b9e
8b5f083https://github.com/microsoft/BitBLAS/pull/145/commits/8b5f08320e65914596e4065c0cc8c08e0d815b9e
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optimize cache.https://github.com/microsoft/BitBLAS/pull/145/commits/54b5d3fb8e79611b0347b43c6a5075f48d30afc6
54b5d3fhttps://github.com/microsoft/BitBLAS/pull/145/commits/54b5d3fb8e79611b0347b43c6a5075f48d30afc6
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dsl fixhttps://github.com/microsoft/BitBLAS/pull/145/commits/4289d7bb604f3a73c3a37252fea91ef734414237
4289d7bhttps://github.com/microsoft/BitBLAS/pull/145/commits/4289d7bb604f3a73c3a37252fea91ef734414237
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Merge branch 'main' into update_transformhttps://github.com/microsoft/BitBLAS/pull/145/commits/72a18635310bd734b9dbdf7f8c2d4c05480e0399
72a1863https://github.com/microsoft/BitBLAS/pull/145/commits/72a18635310bd734b9dbdf7f8c2d4c05480e0399
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tqdmhttps://github.com/microsoft/BitBLAS/pull/145/commits/2327e14429562152be1511d5b051f74674052986
2327e14https://github.com/microsoft/BitBLAS/pull/145/commits/2327e14429562152be1511d5b051f74674052986
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Merge branch 'update_transform' ofhttps://github.com/microsoft/BitBLAS/pull/145/commits/40a9b04686cd1e6495242d759430f217dbde1acb
https://github.com/LeiWang1999/MSB…https://github.com/LeiWang1999/MSBitBLAS
40a9b04https://github.com/microsoft/BitBLAS/pull/145/commits/40a9b04686cd1e6495242d759430f217dbde1acb
…itBLAShttps://github.com/LeiWang1999/MSBitBLAS
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chore: Add serialize_results method to benchmark_matmul_strategies.pyhttps://github.com/microsoft/BitBLAS/pull/145/commits/a16ee62e64b6c351ee4321fcd66b06875f09cf6a
a16ee62https://github.com/microsoft/BitBLAS/pull/145/commits/a16ee62e64b6c351ee4321fcd66b06875f09cf6a
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fix performance issue for dynamic async copyhttps://github.com/microsoft/BitBLAS/pull/145/commits/63fc6542b4e8c2ff368dfd686d32283877aec7fb
63fc654https://github.com/microsoft/BitBLAS/pull/145/commits/63fc6542b4e8c2ff368dfd686d32283877aec7fb
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chore: Refactor benchmark_matmul_strategies.py for improved performan…https://github.com/microsoft/BitBLAS/pull/145/commits/d37d09f5f8a27389ccc9e48912919527c8521dda
d37d09fhttps://github.com/microsoft/BitBLAS/pull/145/commits/d37d09f5f8a27389ccc9e48912919527c8521dda
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bug fixhttps://github.com/microsoft/BitBLAS/pull/145/commits/d4d4603decf011fc26d514d1ca09390eb95b7c86
d4d4603https://github.com/microsoft/BitBLAS/pull/145/commits/d4d4603decf011fc26d514d1ca09390eb95b7c86
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update readmehttps://github.com/microsoft/BitBLAS/pull/145/commits/18165269ee2a770a48cec659b3641fbc0a184341
1816526https://github.com/microsoft/BitBLAS/pull/145/commits/18165269ee2a770a48cec659b3641fbc0a184341
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disable block reduce for int8https://github.com/microsoft/BitBLAS/pull/145/commits/b81a3a851b518649444f30731c2fbeb8883c6950
b81a3a8https://github.com/microsoft/BitBLAS/pull/145/commits/b81a3a851b518649444f30731c2fbeb8883c6950
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Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/145/commits/9cde970f93165a1d12f63400a8ddbac27ecbbbef
https://github.com/Microsoft/BitBLAShttps://github.com/Microsoft/BitBLAS
into upda…https://github.com/microsoft/BitBLAS/pull/145/commits/9cde970f93165a1d12f63400a8ddbac27ecbbbef
9cde970https://github.com/microsoft/BitBLAS/pull/145/commits/9cde970f93165a1d12f63400a8ddbac27ecbbbef
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bugfix for bitnethttps://github.com/microsoft/BitBLAS/pull/145/commits/1c89c60044838811a8c37b899a498f2a44963508
1c89c60https://github.com/microsoft/BitBLAS/pull/145/commits/1c89c60044838811a8c37b899a498f2a44963508
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annotatte todo.https://github.com/microsoft/BitBLAS/pull/145/commits/cfda648431b74bb59663ed3482863e57c39e92d9
cfda648https://github.com/microsoft/BitBLAS/pull/145/commits/cfda648431b74bb59663ed3482863e57c39e92d9
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lint fixhttps://github.com/microsoft/BitBLAS/pull/145/commits/83b99c4476ce6fa923f62eea00aab0bc01b45026
83b99c4https://github.com/microsoft/BitBLAS/pull/145/commits/83b99c4476ce6fa923f62eea00aab0bc01b45026
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regist fast_decode for int8xint4https://github.com/microsoft/BitBLAS/pull/145/commits/0b6b4a3ba914fc6dc5cbe6d2d0d71641994fd102
0b6b4a3https://github.com/microsoft/BitBLAS/pull/145/commits/0b6b4a3ba914fc6dc5cbe6d2d0d71641994fd102
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Refactor CUDA code to use sm architecture instead of compute architec…https://github.com/microsoft/BitBLAS/pull/145/commits/e93d1ded2affc4a32f5574c2e4df7d566b6311de
e93d1dehttps://github.com/microsoft/BitBLAS/pull/145/commits/e93d1ded2affc4a32f5574c2e4df7d566b6311de
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compress qkv and gate up for bitnethttps://github.com/microsoft/BitBLAS/pull/145/commits/84b8267849880b67d1eeba8a71051a626bf2805a
84b8267https://github.com/microsoft/BitBLAS/pull/145/commits/84b8267849880b67d1eeba8a71051a626bf2805a
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improve elementwise schedulehttps://github.com/microsoft/BitBLAS/pull/145/commits/c21874cf81c8df39bf12368edfd5c3ac261015ef
c21874chttps://github.com/microsoft/BitBLAS/pull/145/commits/c21874cf81c8df39bf12368edfd5c3ac261015ef
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LeiWang1999https://github.com/LeiWang1999
01f8eb7https://github.com/microsoft/BitBLAS/commit/01f8eb739cea83e214b7af818db313feb2954df2
Aug 15, 2024https://github.com/microsoft/BitBLAS/pull/145#event-13893401063
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LeiWang1999https://github.com/LeiWang1999
Aug 23, 2024 https://github.com/microsoft/BitBLAS/pull/145#ref-pullrequest-2482422230
[Version] Bump Version to 0.0.1.dev15 #149 https://github.com/microsoft/BitBLAS/pull/149
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