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Title: GPU clusterizer with neural networks by ChSonnabend · Pull Request #13981 · AliceO2Group/AliceO2 · GitHub

Open Graph Title: GPU clusterizer with neural networks by ChSonnabend · Pull Request #13981 · AliceO2Group/AliceO2

X Title: GPU clusterizer with neural networks by ChSonnabend · Pull Request #13981 · AliceO2Group/AliceO2

Description: This PR brings a neural network based implementation for the online GPU cluster finder. The code is parallelized for GPU application but requires the correct ONNX runtime version to run on GPUs (se...

Open Graph Description: This PR brings a neural network based implementation for the online GPU cluster finder. The code is parallelized for GPU application but requires the correct ONNX runtime version to run on GPUs (se...

X Description: This PR brings a neural network based implementation for the online GPU cluster finder. The code is parallelized for GPU application but requires the correct ONNX runtime version to run on GPUs (se...

Opengraph URL: https://github.com/AliceO2Group/AliceO2/pull/13981

X: @github

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Domain: github.com

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AliceO2Group:devhttps://github.com/AliceO2Group/AliceO2/tree/dev
ChSonnabend:gpu_clusterizerhttps://github.com/ChSonnabend/AliceO2/tree/gpu_clusterizer
GPU clusterizer with neural networks https://github.com/AliceO2Group/AliceO2/pull/13981#top
davidrohrhttps://github.com/davidrohr
AliceO2Group:devhttps://github.com/AliceO2Group/AliceO2/tree/dev
ChSonnabend:gpu_clusterizerhttps://github.com/ChSonnabend/AliceO2/tree/gpu_clusterizer
Conversation 83 https://github.com/AliceO2Group/AliceO2/pull/13981
Commits 104 https://github.com/AliceO2Group/AliceO2/pull/13981/commits
Checks 6 https://github.com/AliceO2Group/AliceO2/pull/13981/checks
Files changed https://github.com/AliceO2Group/AliceO2/pull/13981/files
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https://github.com/ChSonnabend
ChSonnabendhttps://github.com/ChSonnabend
Feb 19, 2025https://github.com/AliceO2Group/AliceO2/pull/13981#issue-2863232616
alisw/alidist#5622https://github.com/alisw/alidist/pull/5622
Please reload this pagehttps://github.com/AliceO2Group/AliceO2/pull/13981
ChSonnabendhttps://github.com/ChSonnabend
May 16, 2024 09:32https://github.com/AliceO2Group/AliceO2/pull/13981#commits-pushed-d4dc46e
https://github.com/ChSonnabend
Copying kernels to implement NN clusterizerhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/d4dc46e6465e47ce8d8b3b4e74b35479638d17e2
d4dc46ehttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/d4dc46e6465e47ce8d8b3b4e74b35479638d17e2
https://github.com/ChSonnabend
Merge branch 'dev' into gpu_clusterizerhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/c1918858aea1caad42d995f1939f30e5a3f74b4e
c191885https://github.com/AliceO2Group/AliceO2/pull/13981/commits/c1918858aea1caad42d995f1939f30e5a3f74b4e
https://github.com/ChSonnabend
First version of clusterizer in GPU codehttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/05831efed4629001198fbc3b053c8bb41b2e13f7
05831efhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/05831efed4629001198fbc3b053c8bb41b2e13f7
https://github.com/ChSonnabend
Merge branch 'gpu_clusterizer' of github.com:ChSonnabend/AliceO2 into…https://github.com/AliceO2Group/AliceO2/pull/13981/commits/8515290935bae2b74828f4fc99cf9b423494dbe2
8515290https://github.com/AliceO2Group/AliceO2/pull/13981/commits/8515290935bae2b74828f4fc99cf9b423494dbe2
https://github.com/ChSonnabend
Adding a compiling and running version with single-threaded ONNX mode…https://github.com/AliceO2Group/AliceO2/pull/13981/commits/3f6c934987d68cce26ca1c63c07dc2038be3850b
3f6c934https://github.com/AliceO2Group/AliceO2/pull/13981/commits/3f6c934987d68cce26ca1c63c07dc2038be3850b
https://github.com/ChSonnabend
Clusters now working by a hackhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/8ba6805ebd889bebf4b11972170570bdd99892cf
8ba6805https://github.com/AliceO2Group/AliceO2/pull/13981/commits/8ba6805ebd889bebf4b11972170570bdd99892cf
https://github.com/ChSonnabend
Working implementation of settings via GPUSettings.h and --configKeyV…https://github.com/AliceO2Group/AliceO2/pull/13981/commits/6ec3c46d37e82b2f37f648ff3750d14f8d72f5b1
6ec3c46https://github.com/AliceO2Group/AliceO2/pull/13981/commits/6ec3c46d37e82b2f37f648ff3750d14f8d72f5b1
https://github.com/ChSonnabend
Merge branch 'AliceO2Group:dev' into gpu_clusterizerhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/626a46fb62e689b14b79e32e6281daea970c6c94
626a46fhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/626a46fb62e689b14b79e32e6281daea970c6c94
https://github.com/ChSonnabend
Modifying the onnx_interface to include the right headershttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/ab4653a78a470e740478ed719f24bfed0b8fc0cb
ab4653ahttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/ab4653a78a470e740478ed719f24bfed0b8fc0cb
https://github.com/ChSonnabend
Adjusting initialization for new ONNXRuntime versionhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/04084c8fd1ea9be525a7368afe5567112d4549cc
04084c8https://github.com/AliceO2Group/AliceO2/pull/13981/commits/04084c8fd1ea9be525a7368afe5567112d4549cc
https://github.com/ChSonnabend
Adjusting global settings and CF code for several settingshttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/01dc4a1bd96f3c6094f1368604dff895754a17d3
01dc4a1https://github.com/AliceO2Group/AliceO2/pull/13981/commits/01dc4a1bd96f3c6094f1368604dff895754a17d3
https://github.com/ChSonnabend
Adding return statement if cluster is rejectedhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/accd7abaac7a2fce98a280ec6e4d8fa2e8eb6254
accd7abhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/accd7abaac7a2fce98a280ec6e4d8fa2e8eb6254
https://github.com/ChSonnabend
Merge branch 'AliceO2Group:dev' into gpu_clusterizerhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/019b3887462dcd94feb97c0085c1529f52b7e65a
019b388https://github.com/AliceO2Group/AliceO2/pull/13981/commits/019b3887462dcd94feb97c0085c1529f52b7e65a
https://github.com/ChSonnabend
Adding some statements backhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/3473a066755dc4ae23ce7965d7b77cb7d5ffb020
3473a06https://github.com/AliceO2Group/AliceO2/pull/13981/commits/3473a066755dc4ae23ce7965d7b77cb7d5ffb020
https://github.com/ChSonnabend
Merge branch 'dev' into gpu_clusterizerhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/dfffdf5062a3dccf3e0359ddb995062209cce7a3
dfffdf5https://github.com/AliceO2Group/AliceO2/pull/13981/commits/dfffdf5062a3dccf3e0359ddb995062209cce7a3
https://github.com/ChSonnabend
Update to latest status of gpu clusterizationhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/df21c963bc4cd132eb5eb175160bf5c76e264fe3
df21c96https://github.com/AliceO2Group/AliceO2/pull/13981/commits/df21c963bc4cd132eb5eb175160bf5c76e264fe3
https://github.com/ChSonnabend
Fixing uchar -> uint8_thttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/06737fd8d044a75d4e6da947a3ae6792c7ae42af
06737fdhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/06737fd8d044a75d4e6da947a3ae6792c7ae42af
https://github.com/ChSonnabend
Adding utils headerhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/b14844990173a00a66d9e2ad62185232ab3992d6
b148449https://github.com/AliceO2Group/AliceO2/pull/13981/commits/b14844990173a00a66d9e2ad62185232ab3992d6
https://github.com/ChSonnabend
Updating kernels.cmake to uint8_thttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/534da50f248210cff92acdeac763f4f74a2de30e
534da50https://github.com/AliceO2Group/AliceO2/pull/13981/commits/534da50f248210cff92acdeac763f4f74a2de30e
https://github.com/alibuild
Please consider the following formatting changeshttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/bb2cb6e48d12f71fb634b1429bf284db23bb97ee
bb2cb6ehttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/bb2cb6e48d12f71fb634b1429bf284db23bb97ee
https://github.com/ChSonnabend
Merge pull requesthttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/027e22522f8d0447691b778f21d4f708acdf4c43
#6https://github.com/ChSonnabend/AliceO2/pull/6
from alibuild/alibot-cleanup-13610https://github.com/AliceO2Group/AliceO2/pull/13981/commits/027e22522f8d0447691b778f21d4f708acdf4c43
027e225https://github.com/AliceO2Group/AliceO2/pull/13981/commits/027e22522f8d0447691b778f21d4f708acdf4c43
AliceO2Group#13610https://github.com/AliceO2Group/AliceO2/pull/13610
https://github.com/ChSonnabend
Adding an ONNX CPU library in the O2 frameworkhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/25093b33e1472d21a14e6396aa1d9fe1953d6b1b
25093b3https://github.com/AliceO2Group/AliceO2/pull/13981/commits/25093b33e1472d21a14e6396aa1d9fe1953d6b1b
https://github.com/ChSonnabend
Merge branch 'AliceO2Group:dev' into onnxruntime-cpuhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/74cf0e7fbd2708d02d8686172789714be681f551
74cf0e7https://github.com/AliceO2Group/AliceO2/pull/13981/commits/74cf0e7fbd2708d02d8686172789714be681f551
https://github.com/alibuild
Please consider the following formatting changeshttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/9232328476bbafb06cc660c2f122d81b67da9d73
9232328https://github.com/AliceO2Group/AliceO2/pull/13981/commits/9232328476bbafb06cc660c2f122d81b67da9d73
https://github.com/ChSonnabend
Merge pull requesthttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/9a6a9e87234bfc64e991fcb8309598947e601dd6
#7https://github.com/ChSonnabend/AliceO2/pull/7
from alibuild/alibot-cleanup-13709https://github.com/AliceO2Group/AliceO2/pull/13981/commits/9a6a9e87234bfc64e991fcb8309598947e601dd6
9a6a9e8https://github.com/AliceO2Group/AliceO2/pull/13981/commits/9a6a9e87234bfc64e991fcb8309598947e601dd6
AliceO2Group#13709https://github.com/AliceO2Group/AliceO2/pull/13709
https://github.com/ChSonnabend
Fixing macOS build issues with calling O*.data()https://github.com/AliceO2Group/AliceO2/pull/13981/commits/7251c5cfb30266479d3f8d7df38c733ba65add77
7251c5chttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/7251c5cfb30266479d3f8d7df38c733ba65add77
https://github.com/ChSonnabend
Fixing compiler issues and char -> uint8_thttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/d0f4dd8271a880c3152cc4e7ae511bb8439aa466
d0f4dd8https://github.com/AliceO2Group/AliceO2/pull/13981/commits/d0f4dd8271a880c3152cc4e7ae511bb8439aa466
https://github.com/ChSonnabend
Fixing curly braceshttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/7859ab25223ec10c475bbbfa4c6b2da09dfcc609
7859ab2https://github.com/AliceO2Group/AliceO2/pull/13981/commits/7859ab25223ec10c475bbbfa4c6b2da09dfcc609
https://github.com/ChSonnabend
Fixing std::make_sharedhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/c6cb3e6f2992f9328185c360c1590a412f401575
c6cb3e6https://github.com/AliceO2Group/AliceO2/pull/13981/commits/c6cb3e6f2992f9328185c360c1590a412f401575
https://github.com/ChSonnabend
Merge branch 'onnxruntime-cpu' into gpu_clusterizerhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/55621f0fc43d6c037ff3f8a0ec5666938c9bb124
55621f0https://github.com/AliceO2Group/AliceO2/pull/13981/commits/55621f0fc43d6c037ff3f8a0ec5666938c9bb124
https://github.com/ChSonnabend
ChSonnabendhttps://github.com/ChSonnabend
Mar 13, 2025 https://github.com/AliceO2Group/AliceO2/pull/13981#pullrequestreview-2681609252
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Adjusting CMakeLIsts and other bugshttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/337743578f0a8535beb6d05808574f878d058b17
3377435https://github.com/AliceO2Group/AliceO2/pull/13981/commits/337743578f0a8535beb6d05808574f878d058b17
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Adding GPUCA_HAS_ONNX only to trackinghttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/9893b434b1134a408a5d7a0f7e03c0d03c1496de
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Changing to fixed size for number of clustershttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/bce04bc7472e608bf448c94ef7be3e06e748ba1f
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Fixed segfault. Not producing the right number of clusters yet.https://github.com/AliceO2Group/AliceO2/pull/13981/commits/713dd64b1037bea80f68f31a8bb6eebfaba3a08c
713dd64https://github.com/AliceO2Group/AliceO2/pull/13981/commits/713dd64b1037bea80f68f31a8bb6eebfaba3a08c
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Network now accepts clusters over all sectorshttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/e66efb1781924a1021f040423c0dd42f01d34a03
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Whitespaces...https://github.com/AliceO2Group/AliceO2/pull/13981/commits/2b9b8daccdf1baa8b7902caba36a007274a77903
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Merge dev + fix-upshttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/34419f3d51c56accf55d6674688832a47ccc2d0d
34419f3https://github.com/AliceO2Group/AliceO2/pull/13981/commits/34419f3d51c56accf55d6674688832a47ccc2d0d
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Some weird formattinghttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/85d185ebad77a292ed87e7b9275322c15f0bf800
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Please consider the following formatting changeshttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/49352ab6b891da405199d75a17051712b25a3b75
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Merge pull requesthttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/90ef464c5dda54b4f9338a520f2b86906ea4e25b
#17https://github.com/ChSonnabend/AliceO2/pull/17
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Removing white-spaceshttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/78c342d1cc6c11f7f281e7650d01c83c7b8b5352
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Adding necessary if-statement to avoid automatic model loadinghttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/6a7b17c8da959e8fa34767c76262a1665bdbcb6d
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Merge dev and fixeshttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/41d80d2f69afe6546e5fe1bccf7cb8874171d1d8
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Removing GPUConstantMem, adding interOpNumThreads optionhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/bb163ea3a486db66e1d1d0fd12e1c95203e5bbfd
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Found the bug where I loose clustershttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/eabba5f377568b18422ee26b3e5e54096151c168
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Editor configured for whitespaces at EOFhttps://github.com/AliceO2Group/AliceO2/pull/13981/commits/1e807545d2cd7d4781aaafc121e303995b97507d
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