GPU Support for LightGBM by xuwq1993 · Pull Request #1062 · microsoft/SynapseML

xuwq1993 · 2021-05-31T05:37:13Z

No description provided.

xuwq1993 · 2021-05-31T05:37:23Z

/azp run

azure-pipelines · 2021-05-31T05:37:33Z

Azure Pipelines successfully started running 1 pipeline(s).

codecov · 2021-05-31T05:42:01Z

Codecov Report

Merging #1062 (35c8d9c) into master (3ae67ab) will decrease coverage by 0.05%.
The diff coverage is 75.00%.

@@            Coverage Diff             @@
##           master    #1062      +/-   ##
==========================================
- Coverage   83.72%   83.67%   -0.06%     
==========================================
  Files         259      259              
  Lines       12433    12443      +10     
  Branches      630      635       +5     
==========================================
+ Hits        10410    10412       +2     
- Misses       2023     2031       +8

Impacted Files	Coverage Δ
...om/microsoft/ml/spark/lightgbm/LightGBMUtils.scala	`70.90% <50.00%> (-3.61%)`	⬇️
...soft/ml/spark/lightgbm/params/LightGBMParams.scala	`90.15% <80.00%> (-0.20%)`	⬇️
...crosoft/ml/spark/lightgbm/LightGBMClassifier.scala	`91.11% <100.00%> (ø)`
...m/microsoft/ml/spark/lightgbm/LightGBMRanker.scala	`64.17% <100.00%> (ø)`
...icrosoft/ml/spark/lightgbm/LightGBMRegressor.scala	`72.72% <100.00%> (ø)`
...crosoft/ml/spark/lightgbm/params/TrainParams.scala	`100.00% <100.00%> (ø)`
...com/microsoft/ml/spark/core/utils/AsyncUtils.scala	`65.00% <0.00%> (-5.00%)`	⬇️
...microsoft/ml/spark/cognitive/SpeechToTextSDK.scala	`87.07% <0.00%> (-0.77%)`	⬇️
.../microsoft/ml/spark/cognitive/ComputerVision.scala	`78.57% <0.00%> (-0.52%)`	⬇️

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xuwq1993 · 2021-05-31T11:18:39Z

/azp run

azure-pipelines · 2021-05-31T11:18:48Z

Azure Pipelines successfully started running 1 pipeline(s).

xuwq1993 · 2021-05-31T13:16:29Z

/azp run

azure-pipelines · 2021-05-31T13:16:39Z

Azure Pipelines successfully started running 1 pipeline(s).

xuwq1993 · 2021-05-31T14:08:43Z

/azp run

azure-pipelines · 2021-05-31T14:08:53Z

Azure Pipelines successfully started running 1 pipeline(s).

xuwq1993 · 2021-06-07T05:11:29Z

/azp run

azure-pipelines · 2021-06-07T05:11:33Z

Pull request contains merge conflicts.

xuwq1993 · 2021-06-07T05:33:19Z

/azp run

azure-pipelines · 2021-06-07T05:33:24Z

Pull request contains merge conflicts.

xuwq1993 · 2021-06-07T05:45:18Z

/azp run

azure-pipelines · 2021-06-07T05:45:23Z

Pull request contains merge conflicts.

xuwq1993 · 2021-06-07T05:51:40Z

/azp run

azure-pipelines · 2021-06-07T05:51:50Z

Azure Pipelines successfully started running 1 pipeline(s).

xuwq1993 · 2021-06-07T06:34:51Z

/azp run

azure-pipelines · 2021-06-07T06:35:01Z

Azure Pipelines successfully started running 1 pipeline(s).

xuwq1993 · 2021-06-07T09:29:37Z

/azp run

azure-pipelines · 2021-06-07T09:29:47Z

Azure Pipelines successfully started running 1 pipeline(s).

xuwq1993 · 2021-06-08T02:04:34Z

/azp run

xuwq1993 · 2021-08-20T07:36:57Z

/azp run

azure-pipelines · 2021-08-20T07:37:09Z

Azure Pipelines successfully started running 1 pipeline(s).

xuwq1993 · 2021-08-20T07:47:31Z

/azp run

azure-pipelines · 2021-08-20T07:47:40Z

Azure Pipelines successfully started running 1 pipeline(s).

xuwq1993 · 2021-08-20T08:03:52Z

/azp run

azure-pipelines · 2021-08-20T08:04:02Z

Azure Pipelines successfully started running 1 pipeline(s).

xuwq1993 · 2021-08-24T05:29:04Z

/azp run

azure-pipelines · 2021-08-24T05:29:10Z

Commenter does not have sufficient privileges for PR 1062 in repo microsoft/SynapseML

xuwq1993 · 2021-10-14T07:38:52Z

/azp run

azure-pipelines · 2021-10-14T07:39:02Z

Azure Pipelines successfully started running 1 pipeline(s).

xuwq1993 · 2021-10-14T08:58:07Z

/azp run

azure-pipelines · 2021-10-14T08:58:17Z

Azure Pipelines successfully started running 1 pipeline(s).

xuwq1993 · 2021-11-29T07:20:35Z

/azp run

azure-pipelines · 2021-11-29T07:20:50Z

Azure Pipelines successfully started running 1 pipeline(s).

codecov-commenter · 2021-11-29T07:28:06Z

Codecov Report

❌ Patch coverage is 81.25000% with 3 lines in your changes missing coverage. Please review.
✅ Project coverage is 83.13%. Comparing base (175fbc5) to head (202537a).
⚠️ Report is 719 commits behind head on master.

Files with missing lines	Patch %	Lines
...soft/azure/synapse/ml/lightgbm/LightGBMUtils.scala	66.66%	2 Missing ⚠️
...re/synapse/ml/lightgbm/params/LightGBMParams.scala	80.00%	1 Missing ⚠️

Additional details and impacted files

@@            Coverage Diff             @@
##           master    #1062      +/-   ##
==========================================
- Coverage   83.13%   83.13%   -0.01%     
==========================================
  Files         300      300              
  Lines       13699    13709      +10     
  Branches      660      655       -5     
==========================================
+ Hits        11389    11397       +8     
- Misses       2310     2312       +2

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xuwq1993 · 2021-11-29T07:31:15Z

/azp run

azure-pipelines · 2021-11-29T07:31:27Z

Azure Pipelines successfully started running 1 pipeline(s).

zerweck · 2024-12-04T11:57:50Z

This seems stale, but is a highly valuable feature. Any chance of it getting merged one day?

update: choose GPU jar

504ef43

xuwq1993 added 2 commits June 2, 2021 22:23

add deviceType param

dd8305c

Feat: Add GPU version

80daf31

feat: add GPU support

45d264c

Merge branch 'master' into wenqx/lgbmGPUSupport

1869506

feat: add GPU support

56d1433

xuwq1993 marked this pull request as ready for review June 8, 2021 02:04

xuwq1993 requested a review from imatiach-msft as a code owner June 8, 2021 02:04

fix: fix build.sbt

db9e926

xuwq1993 added 2 commits August 20, 2021 15:52

fix: format fix

fefa18d

fix: format fix

35c8d9c

xuwq1993 and others added 2 commits September 13, 2021 19:49

Merge branch 'master' into wenqx/lgbmGPUSupport

6c2f530

Merge branch 'master' into wenqx/lgbmGPUSupport

d57905c

fix: use synapse default ubuntu version

542fa65

xuwq1993 added 2 commits October 19, 2021 16:47

feat: merge master

7d245d1

merge master

8edd528

feat: add GPU support

202537a

imatiach-msft approved these changes Dec 31, 2021

View reviewed changes

mhamilton723 requested a review from svotaw as a code owner November 17, 2022 12:40

vishalovercome mentioned this pull request Apr 3, 2023

How to use GPU acceleration for LightGBM? #1895

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