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3 changes: 1 addition & 2 deletions src/main/scala/mimir/Mimir.scala
Original file line number Diff line number Diff line change
Expand Up @@ -284,9 +284,8 @@ object Mimir extends LazyLogging {
if(features){
output.print("==== Analyze Features ====")
for(facet <- DatasetShape.detect(db, query)) {
output.print(s" > ${facet.description}")
output.print(s" > ${facet.description}")
}
output.print("NOT IMPLEMENTED YET!")
} else if(rowId == null){
output.print("==== Analyze Table ====")
logger.debug("Starting to Analyze Table")
Expand Down
3 changes: 2 additions & 1 deletion src/main/scala/mimir/statistics/DatasetShape.scala
Original file line number Diff line number Diff line change
Expand Up @@ -10,7 +10,8 @@ object DatasetShape
val detectors = Seq[FacetDetector](
ExpectedColumns,
ExpectedType,
Nullable
Nullable,
Domain
)

def detect(db: Database, query: Operator): Seq[Facet] =
Expand Down
111 changes: 111 additions & 0 deletions src/main/scala/mimir/statistics/facet/Domain.scala
Original file line number Diff line number Diff line change
@@ -0,0 +1,111 @@
package mimir.statistics.facet

import play.api.libs.json._
import com.typesafe.scalalogging.slf4j.LazyLogging

import mimir.Database
import mimir.algebra._
import mimir.util.StringUtils

class EnumDomain(column: String, values: Seq[String])
extends Facet
{
def description = s"$column should be one of ${StringUtils.nMore(5, values, conjunction = "or")}"
def test(db: Database, query: Operator): Seq[String] =
{
if(!(query.columnNames contains column)){ return Seq() }
val colType = db.typechecker.schemaOf(query.project(column))(0)._2
if(Type.rootType(colType) != TString()){ return Seq() }

db.query(
query.project(column)
.distinct
.filter { ExpressionUtils.makeNot(
Var(column).isNull.or(
Var(column).in(values.map { StringPrimitive(_) })
)
) }

) { result =>
val outOfBoundsValues = result.map { _(column).asString }.toSeq
if(outOfBoundsValues.isEmpty){ Seq() }
else {
Seq(s"$column contained unexpected values: ${StringUtils.nMore(3, outOfBoundsValues, conjunction = "or")}")
}
}
}

def toJson: JsValue = JsObject(Map[String,JsValue](
"facet" -> JsString("ENUM_DOMAIN"),
"data" -> JsObject(Map[String, JsValue](
"column" -> JsString(column),
"values" -> JsArray(values.map { JsString(_) })
))
))
}

object Domain
extends FacetDetector
with LazyLogging
{
val THRESHOLD = 100

def apply(db: Database, query: Operator): Seq[Facet] =
{
val stringColumns =
db.typechecker.schemaOf(query)
.filter { col => Type.rootType(col._2) == TString() }
.map { _._1 }

val enumColumns =
db.query(
query.aggregate(
stringColumns.map { column =>
AggFunction(
"COUNT",
true,
Seq(Var(column)),
"STR_"+column
)
}:_*
)
) { result =>
val row = result.next
logger.info(s"Test found: $row")
stringColumns.filter { column =>
row("STR_"+column).asLong < THRESHOLD
}
}

enumColumns.map { column =>
val validValues =
db.query(
query.project(column)
.filter { Var(column).isNull.not }
.distinct
) { result =>
result.map { _(column).asString }
}

new EnumDomain(column, validValues.toSeq)
}
}

def jsonToFacet(body: JsValue): Option[Facet] = {
body match {
case JsObject(fields) => {
fields.get("facet") match {
case Some(JsString("ENUM_DOMAIN")) => {
val data = fields("data").as[JsObject].value
Some(new EnumDomain(
data("column").as[JsString].value,
data("values").as[JsArray].value.map { _.as[JsString].value }
))
}
case _ => None
}
}
case _ => None
}
}
}
7 changes: 6 additions & 1 deletion src/main/scala/mimir/util/StringUtils.scala
Original file line number Diff line number Diff line change
Expand Up @@ -10,6 +10,11 @@ object StringUtils
} else {
return "a "+str
}

}

def nMore(count: Int, values: Seq[String], sep: String = ", ", conjunction: String = "and") =
values.take(count).mkString(sep)+(
if(values.size <= count) { "" }
else { s"${sep}${conjunction} ${values.size - count} more"}
)
}