xgboost/amalgamation/xgboost-all0.cc
Avinash Barnwal dcf439932a
Add Accelerated Failure Time loss for survival analysis task (#4763)
* [WIP] Add lower and upper bounds on the label for survival analysis

* Update test MetaInfo.SaveLoadBinary to account for extra two fields

* Don't clear qids_ for version 2 of MetaInfo

* Add SetInfo() and GetInfo() method for lower and upper bounds

* changes to aft

* Add parameter class for AFT; use enum's to represent distribution and event type

* Add AFT metric

* changes to neg grad to grad

* changes to binomial loss

* changes to overflow

* changes to eps

* changes to code refactoring

* changes to code refactoring

* changes to code refactoring

* Re-factor survival analysis

* Remove aft namespace

* Move function bodies out of AFTNormal and AFTLogistic, to reduce clutter

* Move function bodies out of AFTLoss, to reduce clutter

* Use smart pointer to store AFTDistribution and AFTLoss

* Rename AFTNoiseDistribution enum to AFTDistributionType for clarity

The enum class was not a distribution itself but a distribution type

* Add AFTDistribution::Create() method for convenience

* changes to extreme distribution

* changes to extreme distribution

* changes to extreme

* changes to extreme distribution

* changes to left censored

* deleted cout

* changes to x,mu and sd and code refactoring

* changes to print

* changes to hessian formula in censored and uncensored

* changes to variable names and pow

* changes to Logistic Pdf

* changes to parameter

* Expose lower and upper bound labels to R package

* Use example weights; normalize log likelihood metric

* changes to CHECK

* changes to logistic hessian to standard formula

* changes to logistic formula

* Comply with coding style guideline

* Revert back Rabit submodule

* Revert dmlc-core submodule

* Comply with coding style guideline (clang-tidy)

* Fix an error in AFTLoss::Gradient()

* Add missing files to amalgamation

* Address @RAMitchell's comment: minimize future change in MetaInfo interface

* Fix lint

* Fix compilation error on 32-bit target, when size_t == bst_uint

* Allocate sufficient memory to hold extra label info

* Use OpenMP to speed up

* Fix compilation on Windows

* Address reviewer's feedback

* Add unit tests for probability distributions

* Make Metric subclass of Configurable

* Address reviewer's feedback: Configure() AFT metric

* Add a dummy test for AFT metric configuration

* Complete AFT configuration test; remove debugging print

* Rename AFT parameters

* Clarify test comment

* Add a dummy test for AFT loss for uncensored case

* Fix a bug in AFT loss for uncensored labels

* Complete unit test for AFT loss metric

* Simplify unit tests for AFT metric

* Add unit test to verify aggregate output from AFT metric

* Use EXPECT_* instead of ASSERT_*, so that we run all unit tests

* Use aft_loss_param when serializing AFTObj

This is to be consistent with AFT metric

* Add unit tests for AFT Objective

* Fix OpenMP bug; clarify semantics for shared variables used in OpenMP loops

* Add comments

* Remove AFT prefix from probability distribution; put probability distribution in separate source file

* Add comments

* Define kPI and kEulerMascheroni in probability_distribution.h

* Add probability_distribution.cc to amalgamation

* Remove unnecessary diff

* Address reviewer's feedback: define variables where they're used

* Eliminate all INFs and NANs from AFT loss and gradient

* Add demo

* Add tutorial

* Fix lint

* Use 'survival:aft' to be consistent with 'survival:cox'

* Move sample data to demo/data

* Add visual demo with 1D toy data

* Add Python tests

Co-authored-by: Philip Cho <chohyu01@cs.washington.edu>
2020-03-25 13:52:51 -07:00

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/*!
* Copyright 2015-2019 by Contributors.
* \brief XGBoost Amalgamation.
* This offers an alternative way to compile the entire library from this single file.
*
* Example usage command.
* - $(CXX) -std=c++0x -fopenmp -o -shared libxgboost.so xgboost-all0.cc -ldmlc -lrabit
*
* \author Tianqi Chen.
*/
// metrics
#include "../src/metric/metric.cc"
#include "../src/metric/elementwise_metric.cc"
#include "../src/metric/multiclass_metric.cc"
#include "../src/metric/rank_metric.cc"
#include "../src/metric/survival_metric.cc"
// objectives
#include "../src/objective/objective.cc"
#include "../src/objective/regression_obj.cc"
#include "../src/objective/multiclass_obj.cc"
#include "../src/objective/rank_obj.cc"
#include "../src/objective/hinge.cc"
#include "../src/objective/aft_obj.cc"
// gbms
#include "../src/gbm/gbm.cc"
#include "../src/gbm/gbtree.cc"
#include "../src/gbm/gbtree_model.cc"
#include "../src/gbm/gblinear.cc"
#include "../src/gbm/gblinear_model.cc"
// data
#include "../src/data/data.cc"
#include "../src/data/simple_dmatrix.cc"
#include "../src/data/sparse_page_raw_format.cc"
#include "../src/data/ellpack_page.cc"
#include "../src/data/ellpack_page_source.cc"
// prediction
#include "../src/predictor/predictor.cc"
#include "../src/predictor/cpu_predictor.cc"
#if DMLC_ENABLE_STD_THREAD
#include "../src/data/sparse_page_dmatrix.cc"
#endif
// trees
#include "../src/tree/param.cc"
#include "../src/tree/split_evaluator.cc"
#include "../src/tree/tree_model.cc"
#include "../src/tree/tree_updater.cc"
#include "../src/tree/updater_colmaker.cc"
#include "../src/tree/updater_quantile_hist.cc"
#include "../src/tree/updater_prune.cc"
#include "../src/tree/updater_refresh.cc"
#include "../src/tree/updater_sync.cc"
#include "../src/tree/updater_histmaker.cc"
#include "../src/tree/updater_skmaker.cc"
#include "../src/tree/constraints.cc"
// linear
#include "../src/linear/linear_updater.cc"
#include "../src/linear/updater_coordinate.cc"
#include "../src/linear/updater_shotgun.cc"
// global
#include "../src/learner.cc"
#include "../src/logging.cc"
#include "../src/common/common.cc"
#include "../src/common/timer.cc"
#include "../src/common/host_device_vector.cc"
#include "../src/common/hist_util.cc"
#include "../src/common/json.cc"
#include "../src/common/io.cc"
#include "../src/common/survival_util.cc"
#include "../src/common/probability_distribution.cc"
#include "../src/common/version.cc"
// c_api
#include "../src/c_api/c_api.cc"
#include "../src/c_api/c_api_error.cc"