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Posted to reviews@spark.apache.org by GitBox <gi...@apache.org> on 2020/11/19 23:01:57 UTC
[GitHub] [spark] jroof88 edited a comment on pull request #29720: [SPARK-32849][PYSPARK] Add default values for non-required keys when creating StructType
jroof88 edited a comment on pull request #29720:
URL: https://github.com/apache/spark/pull/29720#issuecomment-730689336
@HyukjinKwon I thought I would throw an example here for good measure:
```python
import json
from pyspark.sql.types import StructType
df = spark.sql("SELECT * FROM XXX.YYY")
schema_dict = df.schema.jsonValue()
schema_dict['fields'].append({'metadata': {'comment': 'Jacks Test Comment'}, 'name': 'jacks_test_column', 'type': 'string'})
print("New Column: ", schema_dict['fields'][len(schema_dict['fields'])-1])
schema = StructType.fromJson(schema_dict)
'''
/databricks/spark/python/pyspark/sql/types.py in fromJson(cls, json)
435 return StructField(json["name"],
436 _parse_datatype_json_value(json["type"]),
--> 437 json["nullable"],
438 json["metadata"])
439
KeyError: 'nullable'
'''
```
Small Example Here where I am trying to add some metadata to a table. The key `nullable` should have a default value so I only have to worry about it when I want to explicitly set it.
I just don't really understand the statement `JSON isn't supposed to be constructed by users` if in fact it can easily be constructed and manipulated by the user. I would bet users manually create schemas from a variety of sources and run into this error.
In addition, I'm happy to implement it in Scala but I would like the OK in Python before spending time there 😄. Are there are other contributors to PySpark that might have an opinion here?
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