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Title: [Dev] Convert the quant compress from numpy into tvm runtime by LeiWang1999 · Pull Request #126 · microsoft/BitBLAS · GitHub

Open Graph Title: [Dev] Convert the quant compress from numpy into tvm runtime by LeiWang1999 · Pull Request #126 · microsoft/BitBLAS

X Title: [Dev] Convert the quant compress from numpy into tvm runtime by LeiWang1999 · Pull Request #126 · microsoft/BitBLAS

Description: BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment. - [Dev] Convert the quant compress from numpy into tvm runtime by LeiWang1999 · Pull Request #126 · microsoft/BitBLAS

Open Graph Description: By introducing the weight propagation stage3 with pr #114 , the weight transform could be bit-level when the weight is 1/2 bits. It's time for us to implement a tvm version of compress thus we ...

X Description: By introducing the weight propagation stage3 with pr #114 , the weight transform could be bit-level when the weight is 1/2 bits. It's time for us to implement a tvm version of compress thus...

Opengraph URL: https://github.com/microsoft/BitBLAS/pull/126

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[Dev] Convert the quant compress from numpy into tvm runtimehttps://github.com/microsoft/BitBLAS/pull/126#top
LeiWang1999https://github.com/LeiWang1999
microsoft:mainhttps://github.com/microsoft/BitBLAS/tree/main
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Aug 5, 2024https://github.com/microsoft/BitBLAS/pull/126#issue-2447619388
#114https://github.com/microsoft/BitBLAS/pull/114
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[1]https://github.com/microsoft/BitBLAS/pull/126/files#diff-15fd74b90c3b956e9864e35778f26b27f6c9a7cfae35037967f420fda9a0bbe5L869-R1100
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Please reload this pagehttps://github.com/microsoft/BitBLAS/pull/126
LeiWang1999https://github.com/LeiWang1999
July 5, 2024 08:54https://github.com/microsoft/BitBLAS/pull/126#commits-pushed-d8884e6
https://github.com/LeiWang1999
Refactor BatchMatMulEmitter and BatchMatMulSelector for improved read…https://github.com/microsoft/BitBLAS/pull/126/commits/d8884e6f6a294fc8f1a325665d86a07603d43864
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Refactor import statements for improved readability and maintainabilityhttps://github.com/microsoft/BitBLAS/pull/126/commits/fc84173f22d2f4867a8e6413117b5cd8e830ab27
fc84173https://github.com/microsoft/BitBLAS/pull/126/commits/fc84173f22d2f4867a8e6413117b5cd8e830ab27
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Refactor import statements for improved readability and maintainabilityhttps://github.com/microsoft/BitBLAS/pull/126/commits/02f64de6cf2d338c092dcf29ec55b69804fda892
02f64dehttps://github.com/microsoft/BitBLAS/pull/126/commits/02f64de6cf2d338c092dcf29ec55b69804fda892
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disable failure email for cihttps://github.com/microsoft/BitBLAS/pull/126/commits/397eee6141599e84b509594bb99a0531e409c266
397eee6https://github.com/microsoft/BitBLAS/pull/126/commits/397eee6141599e84b509594bb99a0531e409c266
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remove email notifications.https://github.com/microsoft/BitBLAS/pull/126/commits/20f6ad1e7ca4e6e1ca9e13ad7c1bbc8c430a8e51
20f6ad1https://github.com/microsoft/BitBLAS/pull/126/commits/20f6ad1e7ca4e6e1ca9e13ad7c1bbc8c430a8e51
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move relax pass from testing to mlc_llmhttps://github.com/microsoft/BitBLAS/pull/126/commits/b93c39431c803e22b12f71b555939785da36b96a
b93c394https://github.com/microsoft/BitBLAS/pull/126/commits/b93c39431c803e22b12f71b555939785da36b96a
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Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/126/commits/ba6a6dfc3196a5ece2173a45a4e1b4daf97748a6
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Refactor scripts with se check_eual_ref_scripts_with_emitter functionhttps://github.com/microsoft/BitBLAS/pull/126/commits/257693a7c3cb3083aac144182f58d38bfe3bcfdd
257693ahttps://github.com/microsoft/BitBLAS/pull/126/commits/257693a7c3cb3083aac144182f58d38bfe3bcfdd
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Lint Fixhttps://github.com/microsoft/BitBLAS/pull/126/commits/9bb7f49a968d4c71dbbc12121b4b7cb8258b2136
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Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/126/commits/39e7614944c4f58bb61ccb20900b883cb881497a
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Refactor scripts with se check_eual_ref_scripts_with_emitter functionhttps://github.com/microsoft/BitBLAS/pull/126/commits/93eb5a5fe4e3eb6242675dd5706358c4121f1672
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bug fix in testhttps://github.com/microsoft/BitBLAS/pull/126/commits/aa66a9080d41330ba63f38b76c539c6be0362906
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Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/126/commits/ae14a53a87a9569043c190abedc094151b9a12f8
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lint fix.https://github.com/microsoft/BitBLAS/pull/126/commits/79b08e415ffe79d7d4320e815cc2f5e603775e57
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test cuda i4 kernelhttps://github.com/microsoft/BitBLAS/pull/126/commits/86fd0361bb74e21a87a26159022282ca25a4b282
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Refactor copyright notice in i4matmul.hpphttps://github.com/microsoft/BitBLAS/pull/126/commits/6b73a210ff846fb55bed253b5c0a1c089c3e95f1
6b73a21https://github.com/microsoft/BitBLAS/pull/126/commits/6b73a210ff846fb55bed253b5c0a1c089c3e95f1
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Refactor BitBLASLinear test module for improved readability and maint…https://github.com/microsoft/BitBLAS/pull/126/commits/086d208fd07984c8cf876f1529fc80ade4cff21d
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refactor test as version below python 3.9 cannot handle int32 overflow.https://github.com/microsoft/BitBLAS/pull/126/commits/47a3abdb805d2d27241888dce310c9f08f0771fb
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format lint for testhttps://github.com/microsoft/BitBLAS/pull/126/commits/024b2474b8b81a3f855be5e6ccfcd05139bd285a
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Refactor test_int4b_fp16_convert.py for improved readability and main…https://github.com/microsoft/BitBLAS/pull/126/commits/bfedeaa813c269330ea332cce9938e05eac809ec
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remove unused design filehttps://github.com/microsoft/BitBLAS/pull/126/commits/e672a23a3910605eacfd705aede46be3c81a0021
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move tile device from package to basehttps://github.com/microsoft/BitBLAS/pull/126/commits/21e54300313ebe803cf96fdd7fd212bb0e09bf21
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dummy impl for codegenhttps://github.com/microsoft/BitBLAS/pull/126/commits/fd1194063884a00678663d04cdda811e9cf0f932
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Refactor file structure for ladder_permutate modulehttps://github.com/microsoft/BitBLAS/pull/126/commits/9ccfa85d5581cd86f50bdeec79c316564083399c
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Refactor backend class and fix typos in commentshttps://github.com/microsoft/BitBLAS/pull/126/commits/7c7d73eeda9314c732916dd1c9e0cdbf00af4d25
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Deep refactor Lib related code.https://github.com/microsoft/BitBLAS/pull/126/commits/47d5fc5125953c6442ad316d01e4c048e54094ae
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remove ci pull.https://github.com/microsoft/BitBLAS/pull/126/commits/53dd0dd6436978d63a6e451af03bea7f1e73e629
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LintFixhttps://github.com/microsoft/BitBLAS/pull/126/commits/d58ac4349e0548d7146df2e1b8e2963c7d2bf9d1
d58ac43https://github.com/microsoft/BitBLAS/pull/126/commits/d58ac4349e0548d7146df2e1b8e2963c7d2bf9d1
https://github.com/LeiWang1999
refactor builder for whl buildhttps://github.com/microsoft/BitBLAS/pull/126/commits/37cb07cbd062a36fe19a182274ab0a76a06cdf19
37cb07chttps://github.com/microsoft/BitBLAS/pull/126/commits/37cb07cbd062a36fe19a182274ab0a76a06cdf19
LeiWang1999https://github.com/LeiWang1999
July 31, 2024 11:24https://github.com/microsoft/BitBLAS/pull/126#commits-pushed-d339037
https://github.com/LeiWang1999
implement propagate funchttps://github.com/microsoft/BitBLAS/pull/126/commits/d339037fdd651075f009cbdd2fac618a36afee51
d339037https://github.com/microsoft/BitBLAS/pull/126/commits/d339037fdd651075f009cbdd2fac618a36afee51
https://github.com/LeiWang1999
Stage3 Ladder Permutate integrationhttps://github.com/microsoft/BitBLAS/pull/126/commits/0f6a033ee54ada89a4a03a740dab020cb5117c30
0f6a033https://github.com/microsoft/BitBLAS/pull/126/commits/0f6a033ee54ada89a4a03a740dab020cb5117c30
https://github.com/LeiWang1999
get_ladder_stage3_propagatehttps://github.com/microsoft/BitBLAS/pull/126/commits/00ec91691b6c5744286b0f160546cc8cec1ea614
00ec916https://github.com/microsoft/BitBLAS/pull/126/commits/00ec91691b6c5744286b0f160546cc8cec1ea614
https://github.com/LeiWang1999
comments benchmark scirpts as the setting is too bighttps://github.com/microsoft/BitBLAS/pull/126/commits/53165774ca34aa6073a6ef036913c956a61edca2
5316577https://github.com/microsoft/BitBLAS/pull/126/commits/53165774ca34aa6073a6ef036913c956a61edca2
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ci fix for benchmarkhttps://github.com/microsoft/BitBLAS/pull/126/commits/dd070f99c3e5ee4511ca940867dc02bccdb0f0e5
dd070f9https://github.com/microsoft/BitBLAS/pull/126/commits/dd070f99c3e5ee4511ca940867dc02bccdb0f0e5
https://github.com/LeiWang1999
lint fixhttps://github.com/microsoft/BitBLAS/pull/126/commits/6fcc368399742ae0e48c51a9531af5a782d766ab
6fcc368https://github.com/microsoft/BitBLAS/pull/126/commits/6fcc368399742ae0e48c51a9531af5a782d766ab
https://github.com/LeiWang1999
chore: Update benchmark workflow to trigger on pull request commentshttps://github.com/microsoft/BitBLAS/pull/126/commits/705580bde380907be9f10e81992e8083efd9de5c
705580bhttps://github.com/microsoft/BitBLAS/pull/126/commits/705580bde380907be9f10e81992e8083efd9de5c
https://github.com/LeiWang1999
Add LDMatrix Transform 3https://github.com/microsoft/BitBLAS/pull/126/commits/c5ba940fb4fbd521c1f056d3ce6ff74555e11bb9
c5ba940https://github.com/microsoft/BitBLAS/pull/126/commits/c5ba940fb4fbd521c1f056d3ce6ff74555e11bb9
https://github.com/LeiWang1999
Support GPTQ Testhttps://github.com/microsoft/BitBLAS/pull/126/commits/1566990771b080d5c39e187a863842414a940797
1566990https://github.com/microsoft/BitBLAS/pull/126/commits/1566990771b080d5c39e187a863842414a940797
https://github.com/LeiWang1999
Fuse BlockReduce Schedulehttps://github.com/microsoft/BitBLAS/pull/126/commits/c6c70efb85ce8b3f1965dcec872a55703b8c11ee
c6c70efhttps://github.com/microsoft/BitBLAS/pull/126/commits/c6c70efb85ce8b3f1965dcec872a55703b8c11ee
https://github.com/LeiWang1999
Support mma propagate 3https://github.com/microsoft/BitBLAS/pull/126/commits/36128f3e741fc22a2c0aa98ad74dc4665a66b61e
36128f3https://github.com/microsoft/BitBLAS/pull/126/commits/36128f3e741fc22a2c0aa98ad74dc4665a66b61e
https://github.com/LeiWang1999
Support MMA Propagate Stage 3https://github.com/microsoft/BitBLAS/pull/126/commits/23ff5f43b0aadbcd9a1de9a3dafb4d484f2285ee
23ff5f4https://github.com/microsoft/BitBLAS/pull/126/commits/23ff5f43b0aadbcd9a1de9a3dafb4d484f2285ee
https://github.com/LeiWang1999
Lint Fixhttps://github.com/microsoft/BitBLAS/pull/126/commits/de3bf0836d25155541a6e36826b99fcf3667878f
de3bf08https://github.com/microsoft/BitBLAS/pull/126/commits/de3bf0836d25155541a6e36826b99fcf3667878f
https://github.com/LeiWang1999
Merge block reduce for dequantze config.https://github.com/microsoft/BitBLAS/pull/126/commits/d9830ba0cb1bf398dfb7a3eb82af4e4f41c58239
d9830bahttps://github.com/microsoft/BitBLAS/pull/126/commits/d9830ba0cb1bf398dfb7a3eb82af4e4f41c58239
https://github.com/LeiWang1999
fix codeqlhttps://github.com/microsoft/BitBLAS/pull/126/commits/e5a44857343942918e0a3017c8f3fbec56a4ba92
e5a4485https://github.com/microsoft/BitBLAS/pull/126/commits/e5a44857343942918e0a3017c8f3fbec56a4ba92
https://github.com/LeiWang1999
chore: Update submodule reference to latest commithttps://github.com/microsoft/BitBLAS/pull/126/commits/a04282b93f1c5fa2d99dbdafb2275b6f4222cbb9
a04282bhttps://github.com/microsoft/BitBLAS/pull/126/commits/a04282b93f1c5fa2d99dbdafb2275b6f4222cbb9
https://github.com/LeiWang1999
chore: Disable common subexpression elimination in TIR passeshttps://github.com/microsoft/BitBLAS/pull/126/commits/314d3e90f22e8c3bcb0c844b1036fa9d1438e2af
314d3e9https://github.com/microsoft/BitBLAS/pull/126/commits/314d3e90f22e8c3bcb0c844b1036fa9d1438e2af
https://github.com/LeiWang1999
Lint Fixhttps://github.com/microsoft/BitBLAS/pull/126/commits/f7d33bb0a00ef57e2a45f83e078329734150405d
f7d33bbhttps://github.com/microsoft/BitBLAS/pull/126/commits/f7d33bb0a00ef57e2a45f83e078329734150405d
https://github.com/LeiWang1999
Merge branch 'main' ofhttps://github.com/microsoft/BitBLAS/pull/126/commits/db633edaf85b05d6093000ce4eee63c3c07c7d34
https://github.com/Microsoft/BitBLAShttps://github.com/Microsoft/BitBLAS
into devhttps://github.com/microsoft/BitBLAS/pull/126/commits/db633edaf85b05d6093000ce4eee63c3c07c7d34
db633edhttps://github.com/microsoft/BitBLAS/pull/126/commits/db633edaf85b05d6093000ce4eee63c3c07c7d34
https://github.com/LeiWang1999
4bit related lop3 updates.https://github.com/microsoft/BitBLAS/pull/126/commits/201155abed658b4638d24259ce305d0a95024d80
201155ahttps://github.com/microsoft/BitBLAS/pull/126/commits/201155abed658b4638d24259ce305d0a95024d80
https://github.com/LeiWang1999
lint fixhttps://github.com/microsoft/BitBLAS/pull/126/commits/2b73662b479fb50b811466a4118e87108edbf36e
2b73662https://github.com/microsoft/BitBLAS/pull/126/commits/2b73662b479fb50b811466a4118e87108edbf36e
https://github.com/LeiWang1999
gptq test fixhttps://github.com/microsoft/BitBLAS/pull/126/commits/1a6a0fd53caca52864ed885389f49ff9a4e033f5
1a6a0fdhttps://github.com/microsoft/BitBLAS/pull/126/commits/1a6a0fd53caca52864ed885389f49ff9a4e033f5
https://github.com/LeiWang1999
Fix for testhttps://github.com/microsoft/BitBLAS/pull/126/commits/e84e3ef1172ca21aa94f74e5b2ed0020ff5afebb
e84e3efhttps://github.com/microsoft/BitBLAS/pull/126/commits/e84e3ef1172ca21aa94f74e5b2ed0020ff5afebb
https://github.com/LeiWang1999
lint fixhttps://github.com/microsoft/BitBLAS/pull/126/commits/f0fbb55623e0fa7d85a2296f3dd501b9db99bb94
f0fbb55https://github.com/microsoft/BitBLAS/pull/126/commits/f0fbb55623e0fa7d85a2296f3dd501b9db99bb94
https://github.com/LeiWang1999
lint fixhttps://github.com/microsoft/BitBLAS/pull/126/commits/bf3068833afc48532c682710ced3ee07a634f307
bf30688https://github.com/microsoft/BitBLAS/pull/126/commits/bf3068833afc48532c682710ced3ee07a634f307
https://github.com/LeiWang1999
typofixhttps://github.com/microsoft/BitBLAS/pull/126/commits/9a360ba121db41e9a2aa2bf186b06c9dd7425e37
9a360bahttps://github.com/microsoft/BitBLAS/pull/126/commits/9a360ba121db41e9a2aa2bf186b06c9dd7425e37
https://github.com/LeiWang1999
QuantCompress Testhttps://github.com/microsoft/BitBLAS/pull/126/commits/ee945364761e7d5f344e513131f68ae7cedcd7ee
ee94536https://github.com/microsoft/BitBLAS/pull/126/commits/ee945364761e7d5f344e513131f68ae7cedcd7ee
https://github.com/LeiWang1999
chore: Refactor quant_compress_impl.py for readability and maintainab…https://github.com/microsoft/BitBLAS/pull/126/commits/930cd7677afb0bcb76526a1e1a391215d717a8d5
930cd76https://github.com/microsoft/BitBLAS/pull/126/commits/930cd7677afb0bcb76526a1e1a391215d717a8d5
https://github.com/LeiWang1999
LeiWang1999https://github.com/LeiWang1999
906055dhttps://github.com/microsoft/BitBLAS/commit/906055deaedff214c2ce9648f49cdc42d75875be
Aug 5, 2024https://github.com/microsoft/BitBLAS/pull/126#event-13758447465
https://github.com/LeiWang1999
LeiWang1999https://github.com/LeiWang1999
Aug 5, 2024 https://github.com/microsoft/BitBLAS/pull/126#ref-pullrequest-2448305329
[Dev] Refactor the weight transformation to support upcoming stage3 transform #130 https://github.com/microsoft/BitBLAS/pull/130
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