[breaking] Remove the predictor param, allow fallback to prediction using DMatrix. (#9129)

- A `DeviceOrd` struct is implemented to indicate the device. It will eventually replace the `gpu_id` parameter.
- The `predictor` parameter is removed.
- Fallback to `DMatrix` when `inplace_predict` is not available.
- The heuristic for choosing a predictor is only used during training.
This commit is contained in:
Jiaming Yuan
2023-07-03 19:23:54 +08:00
committed by GitHub
parent 3a0f787703
commit 39390cc2ee
54 changed files with 1049 additions and 778 deletions

View File

@@ -45,7 +45,7 @@ XGBoost makes use of `GPUTreeShap <https://github.com/rapidsai/gputreeshap>`_ as
.. code-block:: python
model.set_param({"predictor": "gpu_predictor"})
model.set_param({"gpu_id": "0", "tree_method": "gpu_hist"})
shap_values = model.predict(dtrain, pred_contribs=True)
shap_interaction_values = model.predict(dtrain, pred_interactions=True)