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[CUDA] New CUDA version Part 1 #4630

Merged
merged 176 commits into from
Mar 23, 2022
Merged

[CUDA] New CUDA version Part 1 #4630

merged 176 commits into from
Mar 23, 2022

Commits on Apr 20, 2021

  1. new cuda framework

    @shiyu1994
    shiyu1994 committed Apr 20, 2021
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Commits on Apr 22, 2021

  1. add histogram construction kernel

    Yu Shi committed Apr 22, 2021
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Commits on Apr 29, 2021

  1. before removing multi-gpu

    Yu Shi committed Apr 29, 2021
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  2. new cuda framework

    Yu Shi committed Apr 29, 2021
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Commits on May 6, 2021

  1. tree learner cuda kernels

    Yu Shi committed May 6, 2021
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Commits on May 7, 2021

  1. single tree framework ready

    Yu Shi committed May 7, 2021
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Commits on May 9, 2021

  1. single tree training framework

    Yu Shi committed May 9, 2021
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  2. remove comments

    Yu Shi committed May 9, 2021
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Commits on May 10, 2021

  1. boosting with cuda

    Yu Shi committed May 10, 2021
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Commits on May 13, 2021

  1. optimize for best split find

    Yu Shi committed May 13, 2021
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Commits on May 14, 2021

  1. data split

    Yu Shi committed May 14, 2021
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Commits on May 17, 2021

  1. move boosting into cuda

    Yu Shi committed May 17, 2021
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Commits on May 27, 2021

  1. parallel synchronize best split point

    Yu Shi committed May 27, 2021
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Commits on Jun 1, 2021

  1. merge split data kernels

    Yu Shi committed Jun 1, 2021
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  2. before code refactor

    Yu Shi committed Jun 1, 2021
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Commits on Jun 2, 2021

  1. use tasks instead of features as units for split finding

    Yu Shi committed Jun 2, 2021
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  2. refactor cuda best split finder

    Yu Shi committed Jun 2, 2021
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  3. fix configuration error with small leaves in data split

    @shiyu1994
    shiyu1994 committed Jun 2, 2021
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  4. skip histogram construction of too small leaf

    @shiyu1994
    shiyu1994 committed Jun 2, 2021
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Commits on Jun 3, 2021

  1. skip split finding of invalid leaves 

    stop when no leaf to split
    @shiyu1994
    shiyu1994 committed Jun 3, 2021
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Commits on Jun 4, 2021

  1. support row wise with CUDA

    @shiyu1994
    shiyu1994 committed Jun 4, 2021
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  2. copy data for split by column

    @shiyu1994
    shiyu1994 committed Jun 4, 2021
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Commits on Jun 8, 2021

  1. copy data from host to CPU by column for data partition

    @shiyu1994
    shiyu1994 committed Jun 8, 2021
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  2. add synchronize best splits for one leaf from multiple blocks

    @shiyu1994
    shiyu1994 committed Jun 8, 2021
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Commits on Jun 9, 2021

  1. partition dense row data

    @shiyu1994
    shiyu1994 committed Jun 9, 2021
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  2. fix sync best split from task blocks

    @shiyu1994
    shiyu1994 committed Jun 9, 2021
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  3. add support for sparse row wise for CUDA

    @shiyu1994
    shiyu1994 committed Jun 9, 2021
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  4. remove useless code

    @shiyu1994
    shiyu1994 committed Jun 9, 2021
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Commits on Jun 10, 2021

  1. add l2 regression objective

    @shiyu1994
    shiyu1994 committed Jun 10, 2021
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Commits on Jun 11, 2021

  1. sparse multi value bin enabled for CUDA

    @shiyu1994
    shiyu1994 committed Jun 11, 2021
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Commits on Jun 16, 2021

  1. fix cuda ranking objective

    @shiyu1994
    shiyu1994 committed Jun 16, 2021
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  2. support for number of items <= 2048 per query

    Yu Shi committed Jun 16, 2021
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Commits on Jun 23, 2021

  1. speedup histogram construction by interleaving global memory access

    Yu Shi committed Jun 23, 2021
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Commits on Jun 28, 2021

  1. split optimization

    Yu Shi committed Jun 28, 2021
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Commits on Jul 2, 2021

  1. add cuda tree predictor

    Yu Shi committed Jul 2, 2021
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Commits on Jul 18, 2021

  1. remove comma

    Yu Shi committed Jul 18, 2021
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Commits on Jul 19, 2021

  1. refactor objective and score updater

    Yu Shi committed Jul 19, 2021
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Commits on Jul 21, 2021

  1. before use struct

    Yu Shi committed Jul 21, 2021
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  2. use structure for split information

    Yu Shi committed Jul 21, 2021
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  3. use structure for leaf splits

    Yu Shi committed Jul 21, 2021
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  4. return CUDASplitInfo directly after finding best split

    Yu Shi committed Jul 21, 2021
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Commits on Jul 22, 2021

  1. split with CUDATree directly

    Yu Shi committed Jul 22, 2021
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Commits on Jul 26, 2021

  1. use cuda row data in cuda histogram constructor

    Yu Shi committed Jul 26, 2021
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  2. clean src/treelearner/cuda

    Yu Shi committed Jul 26, 2021
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Commits on Jul 27, 2021

  1. gather shared cuda device functions

    Yu Shi committed Jul 27, 2021
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  2. put shared CUDA functions into header file

    Yu Shi committed Jul 27, 2021
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  3. change smaller leaf from <= back to < for consistent result with CPU

    Yu Shi committed Jul 27, 2021
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Commits on Aug 3, 2021

  1. add tree predictor

    Yu Shi committed Aug 3, 2021
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  2. remove useless cuda_tree_predictor

    Yu Shi committed Aug 3, 2021
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Commits on Aug 4, 2021

  1. predict on CUDA with pipeline

    Yu Shi committed Aug 4, 2021
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Commits on Aug 9, 2021

  1. add global sort algorithms

    Yu Shi committed Aug 9, 2021
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  2. add global argsort for queries with many items in ranking tasks

    Yu Shi committed Aug 9, 2021
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Commits on Aug 11, 2021

  1. remove limitation of maximum number of items per query in ranking

    Yu Shi committed Aug 11, 2021
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Commits on Aug 16, 2021

  1. add cuda metrics

    Yu Shi committed Aug 16, 2021
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Commits on Aug 18, 2021

  1. fix CUDA AUC

    Yu Shi committed Aug 18, 2021
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  2. remove debug code

    Yu Shi committed Aug 18, 2021
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Commits on Aug 19, 2021

  1. add regression metrics

    Yu Shi committed Aug 19, 2021
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  2. remove useless file

    Yu Shi committed Aug 19, 2021
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  3. don't use mask in shuffle reduce

    Yu Shi committed Aug 19, 2021
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Commits on Sep 2, 2021

  1. add more regression objectives

    Yu Shi committed Sep 2, 2021
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Commits on Sep 3, 2021

  1. fix cuda mape loss 

    add cuda xentropy loss
    Yu Shi committed Sep 3, 2021
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  2. use template for different versions of BitonicArgSortDevice

    Yu Shi committed Sep 3, 2021
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Commits on Sep 6, 2021

  1. add multiclass metrics

    Yu Shi committed Sep 6, 2021
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Commits on Sep 7, 2021

  1. add ndcg metric

    Yu Shi committed Sep 7, 2021
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Commits on Sep 10, 2021

  1. fix cross entropy objectives and metrics

    Yu Shi committed Sep 10, 2021
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  2. fix cross entropy and ndcg metrics

    Yu Shi committed Sep 10, 2021
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  3. add support for customized objective in CUDA

    Yu Shi committed Sep 10, 2021
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  4. complete multiclass ova for CUDA

    Yu Shi committed Sep 10, 2021
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Commits on Sep 13, 2021

  1. merge master

    Yu Shi committed Sep 13, 2021
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  2. separate cuda tree learner

    Yu Shi committed Sep 13, 2021
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  3. use shuffle based prefix sum

    Yu Shi committed Sep 13, 2021
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  4. clean up cuda_algorithms.hpp

    Yu Shi committed Sep 13, 2021
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Commits on Sep 15, 2021

  1. add copy subset on CUDA

    Yu Shi committed Sep 15, 2021
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  2. add bagging for CUDA

    Yu Shi committed Sep 15, 2021
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  3. clean up code

    Yu Shi committed Sep 15, 2021
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  4. copy gradients from host to device

    Yu Shi committed Sep 15, 2021
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  5. support bagging without using subset

    Yu Shi committed Sep 15, 2021
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Commits on Sep 17, 2021

  1. add support of bagging with subset for CUDAColumnData

    Yu Shi committed Sep 17, 2021
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Commits on Sep 18, 2021

  1. add support of bagging with subset for dense CUDARowData

    Yu Shi committed Sep 18, 2021
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Commits on Sep 24, 2021

  1. refactor copy sparse subrow

    Yu Shi committed Sep 24, 2021
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Commits on Sep 26, 2021

  1. use copy subset for column subset

    Yu Shi committed Sep 26, 2021
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  2. add reset train data and reset config for CUDA tree learner 

    add deconstructors for cuda tree learner
    Yu Shi committed Sep 26, 2021
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  3. add USE_CUDA ifdef to cuda tree learner files

    Yu Shi committed Sep 26, 2021
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  4. check that dataset doesn't contain CUDA tree learner

    Yu Shi committed Sep 26, 2021
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  5. remove printf debug information

    Yu Shi committed Sep 26, 2021
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  6. use full new cuda tree learner only when using single GPU

    Yu Shi committed Sep 26, 2021
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  7. Merge branch 'master' of https://github.com/microsoft/LightGBM into c… 

    …uda-tree-learner-subset
    Yu Shi committed Sep 26, 2021
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Commits on Sep 27, 2021

  1. disable all CUDA code when using CPU version

    Yu Shi committed Sep 27, 2021
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  2. recover main.cpp

    Yu Shi committed Sep 27, 2021
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Commits on Sep 30, 2021

  1. add cpp files for multi value bins

    Yu Shi committed Sep 30, 2021
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  2. update LightGBM.vcxproj

    Yu Shi committed Sep 30, 2021
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  3. update LightGBM.vcxproj 

    fix lint errors
    Yu Shi committed Sep 30, 2021
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  4. fix lint errors

    Yu Shi committed Sep 30, 2021
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  5. fix lint errors

    Yu Shi committed Sep 30, 2021
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  6. update Makevars 

    fix lint errors
    Yu Shi committed Sep 30, 2021
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Commits on Oct 8, 2021

  1. fix the case with 0 feature and 0 bin 

    fix split finding for invalid leaves

create cuda column data when loaded from bin file
    Yu Shi committed Oct 8, 2021
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  2. fix lint errors 

    hide GetRowWiseData when cuda is not used
    Yu Shi committed Oct 8, 2021
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  3. recover default device type to cpu

    Yu Shi committed Oct 8, 2021
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Commits on Oct 9, 2021

  1. fix na_as_missing case 

    fix cuda feature meta information
    Yu Shi committed Oct 9, 2021
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Commits on Oct 15, 2021

  1. fix UpdateDataIndexToLeafIndexKernel

    @shiyu1994
    shiyu1994 committed Oct 15, 2021
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  2. create CUDA trees when needed in CUDADataPartition::UpdateTrainScore

    @shiyu1994
    shiyu1994 committed Oct 15, 2021
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Commits on Oct 21, 2021

  1. add refit by tree for cuda tree learner

    @shiyu1994
    shiyu1994 committed Oct 21, 2021
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  2. fix test_refit in test_engine.py

    Yu Shi committed Oct 21, 2021
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  3. create set of large bin partitions in CUDARowData

    Yu Shi committed Oct 21, 2021
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Commits on Oct 23, 2021

  1. add histogram construction for columns with a large number of bins

    @shiyu1994
    shiyu1994 committed Oct 23, 2021
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Commits on Oct 26, 2021

  1. add find best split for categorical features on CUDA

    @shiyu1994
    shiyu1994 committed Oct 26, 2021
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Commits on Oct 27, 2021

  1. add bitvectors for categorical split

    @shiyu1994
    shiyu1994 committed Oct 27, 2021
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Commits on Oct 28, 2021

  1. cuda data partition split for categorical features

    @shiyu1994
    shiyu1994 committed Oct 28, 2021
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Commits on Oct 29, 2021

  1. fix split tree with categorical feature

    @shiyu1994
    shiyu1994 committed Oct 29, 2021
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Commits on Nov 4, 2021

  1. fix categorical feature splits

    @shiyu1994
    shiyu1994 committed Nov 4, 2021
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Commits on Nov 5, 2021

  1. refactor cuda_data_partition.cu with multi-level templates

    @shiyu1994
    shiyu1994 committed Nov 5, 2021
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  2. refactor CUDABestSplitFinder by grouping task information into struct

    @shiyu1994
    shiyu1994 committed Nov 5, 2021
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Commits on Nov 8, 2021

  1. pre-allocate space for vector split_find_tasks_ in CUDABestSplitFinder

    @shiyu1994
    shiyu1994 committed Nov 8, 2021
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  2. fix misuse of reference

    @shiyu1994
    shiyu1994 committed Nov 8, 2021
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  3. remove useless changes

    @shiyu1994
    shiyu1994 committed Nov 8, 2021
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Commits on Nov 9, 2021

  1. add support for path smoothing

    @shiyu1994
    shiyu1994 committed Nov 9, 2021
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  2. virtual destructor for LightGBM::Tree

    @shiyu1994
    shiyu1994 committed Nov 9, 2021
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Commits on Nov 12, 2021

  1. fix overlapped cat threshold in best split infos

    @shiyu1994
    shiyu1994 committed Nov 12, 2021
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Commits on Nov 17, 2021

  1. reset histogram pointers in data partition and spllit finder in Reset… 

    …Config
    @shiyu1994
    shiyu1994 committed Nov 17, 2021
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  2. merge with LightGBM/master

    @shiyu1994
    shiyu1994 committed Nov 17, 2021
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  3. comment useless parameter

    @shiyu1994
    shiyu1994 committed Nov 17, 2021
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Commits on Nov 18, 2021

  1. fix reverse case when na is missing and default bin is zero

    @shiyu1994
    shiyu1994 committed Nov 18, 2021
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  2. fix mfb_is_na and mfb_is_zero and is_single_feature_column

    @shiyu1994
    shiyu1994 committed Nov 18, 2021
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Commits on Nov 19, 2021

  1. remove debug log

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    shiyu1994 committed Nov 19, 2021
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Commits on Nov 23, 2021

  1. fix cat_l2 when one-hot 

    fix gradient copy when data subset is used
    @shiyu1994
    shiyu1994 committed Nov 23, 2021
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  2. merge master

    @shiyu1994
    shiyu1994 committed Nov 23, 2021
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Commits on Dec 1, 2021

  1. switch shared histogram size according to CUDA version

    @shiyu1994
    shiyu1994 committed Dec 1, 2021
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  2. gpu_use_dp=true when cuda test

    @shiyu1994
    shiyu1994 committed Dec 1, 2021
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  3. revert modification in config.h

    @shiyu1994
    shiyu1994 committed Dec 1, 2021
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  4. fix setting of gpu_use_dp=true in .ci/test.sh

    @shiyu1994
    shiyu1994 committed Dec 1, 2021
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  5. fix linter errors

    @shiyu1994
    shiyu1994 committed Dec 1, 2021
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  6. fix linter error 

    remove useless change
    @shiyu1994
    shiyu1994 committed Dec 1, 2021
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  7. recover main.cpp

    @shiyu1994
    shiyu1994 committed Dec 1, 2021
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Commits on Dec 8, 2021

  1. separate cuda_exp and cuda

    @shiyu1994
    shiyu1994 committed Dec 8, 2021
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  2. fix ci bash scripts 

    add description for cuda_exp
    @shiyu1994
    shiyu1994 committed Dec 8, 2021
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Commits on Dec 14, 2021

  1. add USE_CUDA_EXP flag

    @shiyu1994
    shiyu1994 committed Dec 14, 2021
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  2. Merge branch 'master' into cuda-tree-learner-subset

    @shiyu1994
    shiyu1994 committed Dec 14, 2021
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Commits on Dec 24, 2021

  1. switch off USE_CUDA_EXP

    @shiyu1994
    shiyu1994 committed Dec 24, 2021
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  2. Merge remote-tracking branch 'LightGBM/master' into cuda-tree-learner… 

    …-subset
    @shiyu1994
    shiyu1994 committed Dec 24, 2021
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  3. revert changes in python-packages

    @shiyu1994
    shiyu1994 committed Dec 24, 2021
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  4. more careful separation for USE_CUDA_EXP

    @shiyu1994
    shiyu1994 committed Dec 24, 2021
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Commits on Jan 3, 2022

  1. fix CUDARowData::DivideCUDAFeatureGroups 

    fix set fields for cuda metadata
    @shiyu1994
    shiyu1994 committed Jan 3, 2022
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  2. revert config.h

    @shiyu1994
    shiyu1994 committed Jan 3, 2022
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  3. fix test settings for cuda experimental version

    @shiyu1994
    shiyu1994 committed Jan 3, 2022
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Commits on Jan 4, 2022

  1. skip some tests due to unsupported features or differences in impleme… 

    …ntation details for CUDA Experimental version
    @shiyu1994
    shiyu1994 committed Jan 4, 2022
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  2. fix lint issue by adding a blank line

    @shiyu1994
    shiyu1994 committed Jan 4, 2022
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  3. fix lint errors by resorting imports

    @shiyu1994
    shiyu1994 committed Jan 4, 2022
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  4. fix lint errors by resorting imports

    @shiyu1994
    shiyu1994 committed Jan 4, 2022
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  5. Merge branch 'master' into cuda-tree-learner-subset

    @shiyu1994
    shiyu1994 committed Jan 4, 2022
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  6. fix lint errors by resorting imports

    @shiyu1994
    shiyu1994 committed Jan 4, 2022
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Commits on Jan 5, 2022

  1. merge cuda.yml and cuda_exp.yml

    @shiyu1994
    shiyu1994 committed Jan 5, 2022
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  2. update python version in cuda.yml

    @shiyu1994
    shiyu1994 committed Jan 5, 2022
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  3. remove cuda_exp.yml

    @shiyu1994
    shiyu1994 committed Jan 5, 2022
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Commits on Jan 6, 2022

  1. remove unrelated changes

    @shiyu1994
    shiyu1994 committed Jan 6, 2022
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Commits on Feb 16, 2022

  1. fix compilation warnings 

    fix cuda exp ci task name
    @shiyu1994
    shiyu1994 committed Feb 16, 2022
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Commits on Feb 21, 2022

  1. resolve conflicts with master

    @shiyu1994
    shiyu1994 committed Feb 21, 2022
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  2. Merge branch 'cuda-tree-learner-subset' of https://github.com/shiyu19… 

    …94/LightGBM into cuda-tree-learner-subset
    @shiyu1994
    shiyu1994 committed Feb 21, 2022
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Commits on Feb 22, 2022

  1. recover task

    @shiyu1994
    shiyu1994 committed Feb 22, 2022
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  2. use multi-level template in histogram construction 

    check split only in debug mode
    @shiyu1994
    shiyu1994 committed Feb 22, 2022
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  3. ignore NVCC related lines in parameter_generator.py

    @shiyu1994
    shiyu1994 committed Feb 22, 2022
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Commits on Feb 23, 2022

  1. Merge remote-tracking branch 'LightGBM/master' into cuda-tree-learner… 

    …-subset
    @shiyu1994
    shiyu1994 committed Feb 23, 2022
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  2. update job name for CUDA tests

    @shiyu1994
    shiyu1994 committed Feb 23, 2022
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Commits on Mar 8, 2022

  1. apply review suggestions

    @shiyu1994
    shiyu1994 committed Mar 8, 2022
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Commits on Mar 9, 2022

  1. Update .github/workflows/cuda.yml 

    Co-authored-by: Nikita Titov <nekit94-08@mail.ru>
    @shiyu1994 @StrikerRUS
    shiyu1994 and StrikerRUS committed Mar 9, 2022
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  2. Update .github/workflows/cuda.yml 

    Co-authored-by: Nikita Titov <nekit94-08@mail.ru>
    @shiyu1994 @StrikerRUS
    shiyu1994 and StrikerRUS committed Mar 9, 2022
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  3. update header

    @shiyu1994
    shiyu1994 committed Mar 9, 2022
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  4. remove useless TODOs

    @shiyu1994
    shiyu1994 committed Mar 9, 2022
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  5. remove [TODO(shiyu1994): constrain the split with min_data_in_group] … 

    …and record in microsoft#5062
    @shiyu1994
    shiyu1994 committed Mar 9, 2022
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  6. #include <LightGBM/utils/log.h> for USE_CUDA_EXP only

    @shiyu1994
    shiyu1994 committed Mar 9, 2022
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  7. fix include order

    @shiyu1994
    shiyu1994 committed Mar 9, 2022
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  8. fix include order

    @shiyu1994
    shiyu1994 committed Mar 9, 2022
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  9. remove extra space

    @shiyu1994
    shiyu1994 committed Mar 9, 2022
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Commits on Mar 15, 2022

  1. address review comments

    @shiyu1994
    shiyu1994 committed Mar 15, 2022
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  2. add warning when cuda_exp is used together with deterministic

    @shiyu1994
    shiyu1994 committed Mar 15, 2022
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Commits on Mar 21, 2022

  1. add comment about gpu_use_dp in .ci/test.sh

    @shiyu1994
    shiyu1994 committed Mar 21, 2022
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  2. revert changing order of included headers

    @shiyu1994
    shiyu1994 committed Mar 21, 2022
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