[pyspark] Cleanup the comments

python-package/setup.py

@@ -322,7 +322,7 @@ def run(self) -> None:
     # - python setup.py bdist_wheel && pip install <wheel-name>
 
     # When XGBoost is compiled directly with CMake:
-    # - pip install . -e
+    # - pip install -e .
     # - python setup.py develop   # same as above
     logging.basicConfig(level=logging.INFO)
 

python-package/xgboost/spark/core.py

@@ -713,6 +713,13 @@ def _fit(self, dataset):
 
         is_local = _is_local(_get_spark_session().sparkContext)
 
+        # Remove the parameters whose value is None
+        booster_params = {k: v for k, v in booster_params.items() if v is not None}
+        train_call_kwargs_params = {
+            k: v for k, v in train_call_kwargs_params.items() if v is not None
+        }
+        dmatrix_kwargs = {k: v for k, v in dmatrix_kwargs.items() if v is not None}
+
         def _train_booster(pandas_df_iter):
             """Takes in an RDD partition and outputs a booster for that partition after
             going through the Rabit Ring protocol
@@ -737,6 +744,15 @@ def _train_booster(pandas_df_iter):
 
             _rabit_args = ""
             if context.partitionId() == 0:
+                get_logger("XGBoostPySpark").info(
+                    "booster params: %s\n"
+                    "train_call_kwargs_params: %s\n"
+                    "dmatrix_kwargs: %s",
+                    booster_params,
+                    train_call_kwargs_params,
+                    dmatrix_kwargs,
+                )
+
                 _rabit_args = str(_get_rabit_args(context, num_workers))
 
             messages = context.allGather(message=str(_rabit_args))
@@ -754,7 +770,6 @@ def _train_booster(pandas_df_iter):
                     dval = [(dtrain, "training"), (dvalid, "validation")]
                 else:
                     dval = None
-
                 booster = worker_train(
                     params=booster_params,
                     dtrain=dtrain,

python-package/xgboost/spark/params.py

@@ -36,7 +36,7 @@ class HasBaseMarginCol(Params):
 
 class HasFeaturesCols(Params):
     """
-    Mixin for param featuresCols: a list of feature column names.
+    Mixin for param features_cols: a list of feature column names.
     This parameter is taken effect only when use_gpu is enabled.
     """
 
@@ -76,8 +76,7 @@ def __init__(self):
 
 class HasQueryIdCol(Params):
     """
-    Mixin for param featuresCols: a list of feature column names.
-    This parameter is taken effect only when use_gpu is enabled.
+    Mixin for param qid_col: query id column name.
     """
 
     qid_col = Param(