27 Commits

Author SHA1 Message Date
Jiaming Yuan
53fc17578f
Use std::uint64_t for row index. (#10120)
- Use std::uint64_t instead of size_t to avoid implementation-defined type.
- Rename to bst_idx_t, to account for other types of indexing.
- Small cleanup to the base header.
2024-03-15 18:43:49 +08:00
Jiaming Yuan
a196443a07
Implement sketching with Hessian on GPU. (#9399)
- Prepare for implementing approx on GPU.
- Unify the code path between weighted and uniform sketching on DMatrix.
2023-07-24 15:43:03 +08:00
Jiaming Yuan
20c52f07d2
Support exporting cut values (#9356) 2023-07-08 15:32:41 +08:00
Jiaming Yuan
bc267dd729
Use ptr from mmap for GHistIndexMatrix and ColumnMatrix. (#9315)
* Use ptr from mmap for `GHistIndexMatrix` and `ColumnMatrix`.

- Define a resource for holding various types of memory pointers.
- Define ref vector for holding resources.
- Swap the underlying resources for GHist and ColumnM.
- Add documentation for current status.
- s390x support is removed. It should work if you can compile XGBoost, all the old workaround code does is to get GCC to compile.
2023-06-27 19:05:46 +08:00
Jiaming Yuan
08ce495b5d
Use Booster context in DMatrix. (#8896)
- Pass context from booster to DMatrix.
- Use context instead of integer for `n_threads`.
- Check the consistency configuration for `max_bin`.
- Test for all combinations of initialization options.
2023-04-28 21:47:14 +08:00
Jiaming Yuan
0e470ef606
Optimize prediction with QuantileDMatrix. (#9096)
- Reduce overhead in `FVecDrop`.
- Reduce overhead caused by `HostVector()` calls.
2023-04-28 00:51:41 +08:00
Jiaming Yuan
f186c87cf9
Check inf in data for all types of DMatrix. (#8911) 2023-03-15 11:24:35 +08:00
Rong Ou
d9688f93c7
Support column-split in row partitioner (#8828) 2023-02-26 04:43:35 +08:00
Jiaming Yuan
c0afdb6786
Fix CPU bin compression with categorical data. (#8809)
* Fix CPU bin compression with categorical data.

* The bug causes the maximum category to be lesser than 256 or the maximum number of bins when
the input data is dense.
2023-02-16 04:20:34 +08:00
Jiaming Yuan
badeff1d74
Init estimation for regression. (#8272) 2023-01-11 02:04:56 +08:00
Jiaming Yuan
e3bf5565ab
Extract transform iterator. (#8498) 2022-12-05 21:37:07 +08:00
Jiaming Yuan
55cf24cc32
Obtain CSR matrix from DMatrix. (#8269) 2022-09-29 20:41:43 +08:00
Jiaming Yuan
441ffc017a
Copy data from Ellpack to GHist. (#8215) 2022-09-06 23:05:49 +08:00
Jiaming Yuan
4a4e5c7c18
Prepare gradient index for Quantile DMatrix. (#8103)
* Prepare gradient index for Quantile DMatrix.

- Implement push batch with adapter batch.
- Implement `GetFvalue` for prediction.
2022-07-22 17:26:33 +08:00
Jiaming Yuan
8dd96013f1
Split up column matrix initialization. (#8060)
* Split up column matrix initialization.

This PR splits the column matrix initialization into 2 steps, the first one initializes
the storage while the second one does the transpose. By doing so, we can reuse the code
for Quantile DMatrix.
2022-07-14 10:34:47 +08:00
Jiaming Yuan
f0c1b842bf
Implement sketching with adapter. (#8019) 2022-06-23 00:03:02 +08:00
Jiaming Yuan
18a38f7ca0
Refactor for GHistIndex. (#7923)
* Pass sparse page as adapter, which prepares for quantile dmatrix.
* Remove old external memory code like `rbegin` and extra `Init` function.
* Simplify type dispatch.
2022-05-23 23:04:53 +08:00
Jiaming Yuan
288c52596c
Define bin type. (#7850) 2022-04-29 19:41:39 +08:00
Jiaming Yuan
4d81c741e9
External memory support for hist (#7531)
* Generate column matrix from gHistIndex.
* Avoid synchronization with the sparse page once the cache is written.
* Cleanups: Remove member variables/functions, change the update routine to look like approx and gpu_hist.
* Remove pruner.
2022-03-22 00:13:20 +08:00
Jiaming Yuan
6762c45494
Small cleanup to gradient index and hist. (#7668)
* Code comments.
* Const accessor to index.
* Remove some weird variables in the `Index` class.
* Simplify the `MemStackAllocator`.
2022-02-23 11:37:21 +08:00
Jiaming Yuan
2775c2a1ab
Prepare external memory support for hist. (#7638)
This PR prepares the GHistIndexMatrix to host the column matrix which is used by the hist tree method by accepting sparse_threshold parameter.

Some cleanups are made to ensure the correct batch param is being passed into DMatrix along with some additional tests for correctness of SimpleDMatrix.
2022-02-10 16:58:02 +08:00
Jiaming Yuan
e060519d4f
Avoid regenerating the gradient index for approx. (#7591) 2022-01-26 21:41:30 +08:00
Jiaming Yuan
5817840858
Remove omp_get_max_threads in data. (#7588) 2022-01-24 02:44:07 +08:00
Jiaming Yuan
9ab73f737e
Extract Sketch Entry from hist maker. (#7503)
* Extract Sketch Entry from hist maker.

* Add a new sketch container for sorted inputs.
* Optimize bin search.
2021-12-18 05:36:56 +08:00
Jiaming Yuan
ccdabe4512
Support building gradient index with cat data. (#7371) 2021-11-03 22:37:37 +08:00
Jiaming Yuan
3515931305
Initial support for external memory in gradient index. (#7183)
* Add hessian to batch param in preparation of new approx impl.
* Extract a push method for gradient index matrix.
* Use span instead of vector ref for hessian in sketching.
* Create a binary format for gradient index.
2021-09-13 12:40:56 +08:00
Jiaming Yuan
1cd20efe68
Move GHistIndex into DMatrix. (#7064) 2021-07-01 00:44:49 +08:00