Rewrite sparse dmatrix using callbacks. (#7092)

- Reduce dependency on dmlc parsers and provide an interface for users to load data by themselves.
- Remove use of threaded iterator and IO queue.
- Remove `page_size`.
- Make sure the number of pages in memory is bounded.
- Make sure the cache can not be violated.
- Provide an interface for internal algorithms to process data asynchronously.
This commit is contained in:
Jiaming Yuan
2021-07-16 12:33:31 +08:00
committed by GitHub
parent 2f524e9f41
commit bd1f3a38f0
51 changed files with 1445 additions and 1391 deletions

View File

@@ -37,18 +37,14 @@
#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"
#include "../src/data/gradient_index.cc"
#include "../src/data/sparse_page_dmatrix.cc"
#include "../src/data/proxy_dmatrix.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"
#include "../src/data/sparse_page_source.cc"
#endif
// trees
#include "../src/tree/param.cc"
#include "../src/tree/tree_model.cc"