This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
scala> import ml.combust.bundle.BundleFile | |
scala> import ml.combust.mleap.runtime.MleapSupport._ | |
scala> import resource._ | |
scala> import ml.combust.mleap.core.types._ | |
scala> import ml.combust.mleap.runtime.frame.{DefaultLeapFrame, Row} | |
// creating LeapFrame equivalent to the DataFrame above | |
scala> val schema = StructType(StructField("email", ScalarType.String), | |
| StructField("first_name", ScalarType.String)).get | |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
scala> import org.apache.spark.ml.mleap.feature.StringChecker | |
scala> import ml.combust.mleap.core.feature.StringCheckerModel | |
scala> import org.apache.spark.ml.bundle.SparkBundleContext | |
scala> import ml.combust.bundle.BundleFile | |
scala> import ml.combust.mleap.spark.SparkSupport._ | |
scala> import org.apache.spark.ml.{Pipeline, PipelineModel} | |
scala> import org.apache.spark.ml.feature.{StringIndexer,VectorAssembler} | |
scala> import org.apache.spark.sql._ | |
scala> import org.apache.spark.sql.functions._ | |
scala> import resource._ |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
package org.apache.spark.ml.bundle.extension.ops.feature | |
import ml.combust.bundle.BundleContext | |
import ml.combust.bundle.dsl._ | |
import ml.combust.bundle.op.{OpModel, OpNode} | |
import ml.combust.mleap.core.feature.StringCheckerModel | |
import org.apache.spark.ml.bundle.SparkBundleContext | |
import org.apache.spark.ml.mleap.feature.StringChecker | |
/** |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
package ml.combust.mleap.bundle.ops.feature | |
import ml.combust.bundle.BundleContext | |
import ml.combust.bundle.dsl._ | |
import ml.combust.bundle.op.OpModel | |
import ml.combust.mleap.bundle.ops.MleapOp | |
import ml.combust.mleap.core.feature.StringCheckerModel | |
import ml.combust.mleap.runtime.MleapContext | |
import ml.combust.mleap.runtime.transformer.feature.StringChecker | |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
package org.apache.spark.ml.mleap.feature | |
import ml.combust.mleap.core.feature.StringCheckerModel | |
import org.apache.hadoop.fs.Path | |
import org.apache.spark.annotation.DeveloperApi | |
import org.apache.spark.ml.Transformer | |
import org.apache.spark.ml.param.ParamMap | |
import org.apache.spark.ml.param.shared.{HasInputCols, HasOutputCol} | |
import org.apache.spark.ml.util._ | |
import org.apache.spark.sql.functions._ |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
package ml.combust.mleap.runtime.transformer.feature | |
import ml.combust.mleap.core.feature.StringCheckerModel | |
import ml.combust.mleap.core.types._ | |
import ml.combust.mleap.runtime.frame.{FrameBuilder, Row, Transformer} | |
import ml.combust.mleap.runtime.function.{StructSelector, UserDefinedFunction} | |
import scala.util.Try | |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
package ml.combust.mleap.core.feature | |
import ml.combust.mleap.core.Model | |
import ml.combust.mleap.core.types.{ScalarType, StructField, StructType} | |
/** | |
* Created by mostafam on 6/30/20. | |
*/ | |
case class StringCheckerModel(caseSensitive: Boolean) extends Model { |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
scala> val stringChecker = new StringChecker(uid = "string_checker", model = new StringCheckerModel(caseSensitive = false)). | |
setInputCols("text", "query"). | |
setOutputCol("is_it_there?") |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
scala> val df = spark.createDataFrame( | |
Seq((0, "john.doe@gmail.com", "John"), (1, "JackieChan234@xyz.com","jack"), (2, "ping_pong@missed.org","Al")) | |
).toDF("id", "email", "first_name") | |
scala> df.show(false) | |
+---+---------------------+----------+ | |
|id |email |first_name| | |
+---+---------------------+----------+ | |
|0 |john.doe@gmail.com |John | | |
|1 |JackieChan234@xyz.com|jack | |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import pandas as pd | |
import numpy as np | |
from uszipcode import SearchEngine | |
import sqlite3 | |
search = SearchEngine(db_file_dir="/tmp/db") | |
conn = sqlite3.connect("/tmp/db/simple_db.sqlite") | |
pdf = pd.read_sql_query("select zipcode, lat, lng, radius_in_miles, | |
bounds_west, bounds_east, bounds_north, bounds_south from | |
simple_zipcode",conn) |
NewerOlder