feat: new LIME and KernelSHAP explainers #1077
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Codecov Report
@@ Coverage Diff @@
## master #1077 +/- ##
==========================================
+ Coverage 84.34% 85.50% +1.15%
==========================================
Files 208 232 +24
Lines 9789 10484 +695
Branches 565 601 +36
==========================================
+ Hits 8257 8964 +707
+ Misses 1532 1520 -12
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mhamilton723
reviewed
Jun 9, 2021
mhamilton723
reviewed
Jun 9, 2021
| protected lazy val pyParamsDefinitions: String = { | ||
| this.params.map { p => | ||
| val typeConverterString = getParamInfo(p).pyTypeConverter.map(", typeConverter=" + _).getOrElse("") | ||
| s"""|${p.name} = Param(Params._dummy(), "${p.name}", "${p.doc}"$typeConverterString) | ||
| s"""|${p.name} = Param(Params._dummy(), "${p.name}", "${escape(p.doc)}"$typeConverterString) |
mhamilton723
reviewed
Jun 9, 2021
| counter += 1 | ||
| } | ||
| unusedColumnName | ||
| val stream = Iterator(prefix) ++ Iterator.from(1, 1).map(prefix + "_" + _) |
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… randomness in explanation after deserialization.
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mhamilton723
approved these changes
Jun 18, 2021
| @@ -6,10 +6,13 @@ package com.microsoft.ml.spark.core.utils | |||
| import org.apache.spark.sql.Row | |||
| import org.apache.spark.sql.catalyst.expressions.GenericRow | |||
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| // This class currently has no usage. Should we just remove it? | |||
| @deprecated("This is a copy of Row.merge function from Spark, which was marked deprecated.", "1.0.0-rc3") | |||
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In this PR, we rewrote the LIME explainers and added KernelSHAP explainers in the
com.microsoft.ml.spark.explainerspackage.New features:
If one is not given, the dataframe used for local interpretation will be used as background data.Sample notebooks will be included in the next PR.