HyukjinKwon commented on code in PR #36793:
URL: https://github.com/apache/spark/pull/36793#discussion_r894039985


##########
python/pyspark/sql/session.py:
##########
@@ -952,12 +953,29 @@ def createDataFrame(  # type: ignore[misc]
             schema = [x.encode("utf-8") if not isinstance(x, str) else x for x 
in schema]
 
         try:
-            import pandas
+            import pandas as pd
 
             has_pandas = True
         except Exception:
             has_pandas = False
-        if has_pandas and isinstance(data, pandas.DataFrame):
+
+        try:
+            import numpy as np
+
+            has_numpy = True
+        except Exception:
+            has_numpy = False
+
+        if has_numpy and isinstance(data, np.ndarray):
+            from pyspark.sql.pandas.utils import require_minimum_pandas_version
+
+            require_minimum_pandas_version()
+            if data.ndim not in [1, 2]:
+                raise ImportError("NumPy array input should be of 1 or 2 
dimensions.")
+            column_names = ["value"] if data.ndim == 1 else ["_1", "_2"]

Review Comment:
   Would have to be done separately but just noting here: maybe we should make 
the case like `spark.createDataFrame([1, 2])` working too. 
`spark.createDataFrame([1, 2], "int")` works. the problem seems like in schema 
inference.



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