CsvSource type conversion with custom schema
- 主要言語
- Scala
- スター
- 147
- フォーク
- 32
- PR マージ指標
- 30日以内にマージされた PR はありません
説明
From the project README - [CSV source part](https://github.com/51zero/eel-sdk#csv-source) I got the idea that type conversion for loaded CSV should be performed according to the specified schema.
But if I define a custom schema for a `CsvSource` which has columns with other types than `String` (`Int` for example), then the values in that column are still returned as `String`.
Is it intended behaviour, bug or it just haven't been implemented?
Runnable example:
```scala
import java.io.ByteArrayInputStream
import java.nio.charset.StandardCharsets
import io.eels.component.csv.CsvSource
import io.eels.schema._
object CsvSourceTypeConversionTest extends App {
val exampleCsvString =
"""A,B,C,D
|1,2.2,3,foo
|4,5.5,6,bar
""".stripMargin
val stream = new ByteArrayInputStream(exampleCsvString.getBytes(StandardCharsets.UTF_8))
val schema = new StructType(Vector(
Field("A", IntType.Signed),
Field("B", DoubleType),
Field("C", IntType.Signed),
Field("D", StringType)
))
val ds = new CsvSource(stream _, Some(schema)).toDataStream()
val firstRow = ds.iterator.toIterable.head
val firstRowA = firstRow.get("A")
println(firstRowA) // prints 1 as expected
println(firstRowA.getClass.getTypeName) // prints java.lang.String
assert(firstRowA == 1) // this assertion will fail because firstRowA is not an Int
}
```
コントリビューションガイド
このリポジトリのコントリビューションガイドは索引されていません
調査の方向性
Look at the CsvSource implementation in the eel-sdk codebase, likely under io.eels.component.csv. Examine how the schema is applied during row parsing. The test case provided shows that values are returned as Strings despite Int/Double schema. Start by running the provided example to confirm the issue, then trace the data flow from CSV parsing to row creation. Check if type conversion logic exists or needs to be added. Verify by writing a test in the project's test suite.
索引モデルが issue の本文から書いたものです。
評価
- 技術スタック
- scala
- 領域
- data-engineering
- issue の種類
- バグ
- 難易度
- 3/5
- 見積もり時間
- 1〜2日
- 活発さ
- 停滞
- 明瞭さ
- 明確に書かれている
- 初心者へのやさしさ
- 45/100