[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

@@ -698,10 +698,6 @@ TEST_F(MultiClassesSerializationTest, GpuHist) {
{"seed", "0"},
{"nthread", "1"},
{"max_depth", std::to_string(kClasses)},
// Somehow rebuilding the cache can generate slightly
// different result (1e-7) with CPU predictor for some
// entries.
{"predictor", "gpu_predictor"},
// Mitigate the difference caused by hardware fused multiply
// add to tree weight during update prediction cache.
{"learning_rate", "1.0"},