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Add MultiInOutTransformer #875
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austinzh
merged 15 commits into
combust:master
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austinzh:u/austinzh/stringindexer_multiple_colums
Nov 12, 2024
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Add MultiInOutTransformer #875
austinzh
merged 15 commits into
combust:master
from
austinzh:u/austinzh/stringindexer_multiple_colums
Nov 12, 2024
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Mostly generic comments and questions. Otherwise, LGTM
mleap-core/src/main/scala/ml/combust/mleap/core/feature/StringIndexerModel.scala
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mleap-spark-base/src/main/scala/org/apache/spark/ml/bundle/MultiInOutFormatSparkOp.scala
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mleap-spark-base/src/main/scala/org/apache/spark/ml/bundle/MultiInOutFormatSparkOp.scala
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mleap-spark/src/main/scala/org/apache/spark/ml/bundle/ops/feature/BinarizerOp.scala
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mleap-spark/src/main/scala/org/apache/spark/ml/bundle/ops/feature/StopWordsRemoverOp.scala
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mleap-spark/src/main/scala/org/apache/spark/ml/bundle/ops/feature/StringIndexerOp.scala
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OneHotEncoder already implement a logic to due with multiple input columns and output columns in mleap It's better to reuse what is ready done
ltrottier-yelp
approved these changes
Oct 24, 2024
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LGTM
If outputCol not set, we should check outputCols first If outputCols not set, we get the default value of outputCol
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This Transformer is added to better support spark transformers that has inputCols and outputCols.
The rules are:
In Spark side, all parameters save/load as its, we use the information in the NodeShape to determine we should set inputCol/outputCol or inputCols/outputCols.
In MLeap side, when load mode, we will transformer
"input" -> "input0"
"output" -> "output0" so that transformer can build correct input/output schema.
This approach implemented in two place.