ExampleParquetWriter may write illegal values for uint_8 and uint_16
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### Describe the bug, including details regarding any error messages, version, and platform.
The DataFusion Comet project's unit test use the ExampleParquetWriter to create Parquet files - https://github.com/apache/datafusion-comet/blob/996362e78d497c02542f1e29dbb7cba3ec16f64c/spark/src/test/scala/org/apache/spark/sql/CometTestBase.scala#L432
This was inspired by similar unit test code in Spark - https://github.com/apache/spark/blob/ece14704cc083f17689d2e0b9ab8e31cf71a7a2d/sql/core/src/test/scala/org/apache/spark/sql/execution/datasources/parquet/ParquetIOSuite.scala#L871
The output files can contain uint8 and uint16 values that are illegal per the spec. For example in this file -
[alltypes_extended_plain.parquet.zip](https://github.com/user-attachments/files/18623383/alltypes_extended_plain.parquet.zip)
The columns `_8` and `_9` are `uint_8` and `uint_16` values and contain illegal negative values.
```
{"_1": null, "_2": null, "_3": null, "_4": null, "_5": null, "_6": null, "_7": null, "_8": null, "_9": null, "_10": null, "_11": null, "_12": null, "_13": null, "_14": null, "_15": null, "_16": null, "_17": null, "_18": null, "_19": null, "_20": null}
{"_1": null, "_2": null, "_3": null, "_4": null, "_5": null, "_6": null, "_7": null, "_8": null, "_9": null, "_10": null, "_11": null, "_12": null, "_13": null, "_14": null, "_15": null, "_16": null, "_17": null, "_18": null, "_19": null, "_20": null}
{"_1": true, "_2": 18, "_3": 10002, "_4": 10002, "_5": 10002, "_6": 10002.0, "_7": 10002.0, "_8": "100021000210002100021000210002100021000210002100021000210002100021000210002100021000210002100021000210002100021000210002100021000210002100021000210002100021000210002100021000210002100021000210002100021000210002100021000210002100021000210002", "_9": -18, "_10": -10002, "_11": -10002, "_12": -10002, "_13": "10002", "_14": [50, 50, 50], "_15": 10002, "_16": 10002, "_17": [50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50], "_18": 10002, "_19": 10002, "_20": 10002}
{"_1": null, "_2": null, "_3": null, "_4": null, "_5": null, "_6": null, "_7": null, "_8": null, "_9": null, "_10": null, "_11": null, "_12": null, "_13": null, "_14": null, "_15": null, "_16": null, "_17": null, "_18": null, "_19": null, "_20": null}
{"_1": true, "_2": 20, "_3": 10004, "_4": 10004, "_5": 10004, "_6": 10004.0, "_7": 10004.0, "_8": "100041000410004100041000410004100041000410004100041000410004100041000410004100041000410004100041000410004100041000410004100041000410004100041000410004100041000410004100041000410004100041000410004100041000410004100041000410004100041000410004", "_9": -20, "_10": -10004, "_11": -10004, "_12": -10004, "_13": "10004", "_14": [52, 52, 52], "_15": 10004, "_16": 10004, "_17": [52, 52, 52, 52, 52, 52, 52, 52, 52, 52, 52, 52, 52, 52, 52, 52], "_18": 10004, "_19": 10004, "_20": 10004}
{"_1": null, "_2": null, "_3": null, "_4": null, "_5": null, "_6": null, "_7": null, "_8": null, "_9": null, "_10": null, "_11": null, "_12": null, "_13": null, "_14": null, "_15": null, "_16": null, "_17": null, "_18": null, "_19": null, "_20": null}
{"_1": null, "_2": null, "_3": null, "_4": null, "_5": null, "_6": null, "_7": null, "_8": null, "_9": null, "_10": null, "_11": null, "_12": null, "_13": null, "_14": null, "_15": null, "_16": null, "_17": null, "_18": null, "_19": null, "_20": null}
{"_1": null, "_2": null, "_3": null, "_4": null, "_5": null, "_6": null, "_7": null, "_8": null, "_9": null, "_10": null, "_11": null, "_12": null, "_13": null, "_14": null, "_15": null, "_16": null, "_17": null, "_18": null, "_19": null, "_20": null}
{"_1": true, "_2": 24, "_3": 10008, "_4": 10008, "_5": 10008, "_6": 10008.0, "_7": 10008.0, "_8": "100081000810008100081000810008100081000810008100081000810008100081000810008100081000810008100081000810008100081000810008100081000810008100081000810008100081000810008100081000810008100081000810008100081000810008100081000810008100081000810008", "_9": -24, "_10": -10008, "_11": -10008, "_12": -10008, "_13": "10008", "_14": [56, 56, 56], "_15": 10008, "_16": 10008, "_17": [56, 56, 56, 56, 56, 56, 56, 56, 56, 56, 56, 56, 56, 56, 56, 56], "_18": 10008, "_19": 10008, "_20": 10008}
{"_1": null, "_2": null, "_3": null, "_4": null, "_5": null, "_6": null, "_7": null, "_8": null, "_9": null, "_10": null, "_11": null, "_12": null, "_13": null, "_14": null, "_15": null, "_16": null, "_17": null, "_18": null, "_19": null, "_20": null}
```
Taking as an example the first value for column `_8` the bit pattern written to the file is `0xffffffee` which gets read as a negative value which is illegal for a unsigned int.
The value originates in this line - https://github.com/apache/datafusion-comet/blob/996362e78d497c02542f1e29dbb7cba3ec16f64c/spark/src/test/scala/org/apache/spark/sql/CometTestBase.scala#L520
where a negative value is cast to a byte and then written to Parquet. The Parquet writer needs to cast correctly to a larger type before writing to the file.
The values written can be read by the Parquet-java reader but other implementations are free to return an error or null for such values which is not desirable.
### Component(s)
Core
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Hướng nghiên cứu
Bắt đầu với điểm vào ExampleParquetWriter và so sánh cách sử dụng trong các tệp CometTestBase.scala và Spark ParquetIOSuite.scala được liên kết. Theo dõi cách các giá trị uint_8 và uint_16 được chuyển đổi trước khi ghi, sau đó xác minh rằng các giá trị Parquet được tạo ra không âm và tuân thủ đặc tả đối với các reader khác.
Do mô hình lập chỉ mục viết ra từ nội dung của issue.
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- java, scala
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- data-engineering
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