From 19c5f87509feeb3dd989e9e06cacde4a8a755e64 Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Sun, 12 Nov 2023 14:24:10 -0500 Subject: [PATCH 01/16] Code Improvement --- .../redshift/DataFrameToRedshiftWriter.scala | 30 +++++++++++++++++++ build.sbt | 6 ++++ 2 files changed, 36 insertions(+) create mode 100644 aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala diff --git a/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala b/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala new file mode 100644 index 0000000..3e6a569 --- /dev/null +++ b/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala @@ -0,0 +1,30 @@ +package com.clairvoyant.data.scalaxy.writer.aws.redshift + +import org.apache.spark.sql.{DataFrame, SaveMode} + +object DataFrameToRedshiftWriter { + + def write( + dataFrame: DataFrame, + hostName: String, + port: Int, + databaseName: String, + tableName: String, + tempS3Path: String, + iamRoleARN: String, + saveMode: SaveMode = SaveMode.Overwrite + ): Unit = + dataFrame.write + .format(source = "io.github.spark_redshift_community.spark.redshift") + .options { + Map( + "url" -> s"jdbc:redshift:iam//$hostName:$port/$databaseName", + "dbtable" -> tableName, + "tempdir" -> tempS3Path, + "aws_iam_role" -> iamRoleARN + ) + } + .mode(saveMode) + .save() + +} diff --git a/build.sbt b/build.sbt index c57d9f4..9428519 100644 --- a/build.sbt +++ b/build.sbt @@ -44,6 +44,7 @@ val bigqueryConnectorVersion = "0.32.2" val s3MockVersion = "0.2.6" val scalaParserCombinatorsVersion = "2.3.0" val sparkVersion = "3.4.1" +val sparkRedshiftConnectorVersion = "6.1.0-spark_3.5" val sparkXMLVersion = "0.16.0" val zioConfigVersion = "4.0.0-RC16" @@ -79,6 +80,10 @@ val sparkHadoopCloudDependencies = Seq( "org.apache.spark" %% "spark-hadoop-cloud" % sparkVersion ).map(_.cross(CrossVersion.for3Use2_13)) +val sparkRedshiftConnectorDependencies = Seq( + "io.github.spark-redshift-community" % "spark-redshift_2.12" % sparkRedshiftConnectorVersion +).map(_ excludeAll ("com.fasterxml.jackson.module", "jackson-module-scala")) + val sparkXMLDependencies = Seq( "com.databricks" %% "spark-xml" % sparkXMLVersion ).map(_.cross(CrossVersion.for3Use2_13)) @@ -100,6 +105,7 @@ val awsDependencies = s3MockDependencies ++ scalaParserCombinatorsDependencies ++ sparkDependencies ++ + sparkRedshiftConnectorDependencies ++ sparkHadoopCloudDependencies ++ sparkXMLDependencies ++ zioConfigDependencies From 1023804bf677d97ec8019934d6057aa52a5536cb Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Sun, 19 Nov 2023 14:27:13 -0500 Subject: [PATCH 02/16] Code Improvement --- .../redshift/DataFrameToRedshiftWriter.scala | 12 +++++-- .../DataFrameToRedshiftWriterSpec.scala | 31 +++++++++++++++++++ build.sbt | 19 ++++++++++-- 3 files changed, 56 insertions(+), 6 deletions(-) create mode 100644 aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala diff --git a/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala b/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala index 3e6a569..4ff54c0 100644 --- a/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala +++ b/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala @@ -10,17 +10,23 @@ object DataFrameToRedshiftWriter { port: Int, databaseName: String, tableName: String, - tempS3Path: String, + tempDirS3Path: String, + tempDirRegion: String, iamRoleARN: String, + userName: String, + password: String, saveMode: SaveMode = SaveMode.Overwrite ): Unit = dataFrame.write .format(source = "io.github.spark_redshift_community.spark.redshift") .options { Map( - "url" -> s"jdbc:redshift:iam//$hostName:$port/$databaseName", + "url" -> s"jdbc:redshift://$hostName:$port/$databaseName", + "user" -> userName, + "password" -> password, "dbtable" -> tableName, - "tempdir" -> tempS3Path, + "tempdir" -> tempDirS3Path, + "tempdir_region" -> tempDirRegion, "aws_iam_role" -> iamRoleARN ) } diff --git a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala new file mode 100644 index 0000000..0715e42 --- /dev/null +++ b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala @@ -0,0 +1,31 @@ +package com.clairvoyant.data.scalaxy.writer.aws.redshift + +import com.clairvoyant.data.scalaxy.test.util.readers.DataFrameReader + +class DataFrameToRedshiftWriterSpec extends DataFrameReader { + + "write()" should "write a dataframe to the provided redshift table" in { + val df = readJSONFromText( + """|{ + | "col_A": "val_A1", + | "col_B": "val_B1", + | "col_C": "val_C1" + |}""".stripMargin + ) + + DataFrameToRedshiftWriter + .write( + dataFrame = df, + hostName = "my-redshift-cluster.cjlkeer2jbwx.ca-central-1.redshift.amazonaws.com", + port = 5439, + databaseName = "dev", + tableName = "my_redshift_table", + tempDirS3Path = "s3a://my-tmp-redshift-bucket/redshift-tmp-dir/", + tempDirRegion = "ca-central-1", + iamRoleARN = "arn:aws:iam::283220348991:role/service-role/AmazonRedshift-CommandsAccessRole-20231115T135908", + userName = "admin", + password = "RedshiftNov2023" + ) + } + +} diff --git a/build.sbt b/build.sbt index 9428519..881aeb9 100644 --- a/build.sbt +++ b/build.sbt @@ -41,9 +41,10 @@ ThisBuild / wartremoverErrors ++= Warts.allBut( val dataScalaxyTestUtilVersion = "1.0.0" val gcsConnectorVersion = "hadoop3-2.2.17" val bigqueryConnectorVersion = "0.32.2" +val redshiftJDBCDriverVersion = "2.1.0.22" val s3MockVersion = "0.2.6" val scalaParserCombinatorsVersion = "2.3.0" -val sparkVersion = "3.4.1" +val sparkVersion = "3.5.0" val sparkRedshiftConnectorVersion = "6.1.0-spark_3.5" val sparkXMLVersion = "0.16.0" val zioConfigVersion = "4.0.0-RC16" @@ -59,6 +60,10 @@ val gcsConnectorDependencies = Seq("com.google.cloud.bigdataoss" % "gcs-connecto val bigqueryConnectorDependencies = Seq("com.google.cloud.spark" %% "spark-bigquery" % bigqueryConnectorVersion) .map(_.cross(CrossVersion.for3Use2_13)) +val redshiftJDBCDriverDependencies = Seq( + "com.amazon.redshift" % "redshift-jdbc42" % redshiftJDBCDriverVersion +) + val s3MockDependencies = Seq( "io.findify" %% "s3mock" % s3MockVersion % Test ) @@ -76,13 +81,19 @@ val sparkDependencies = Seq( .map(_ excludeAll ("org.scala-lang.modules", "scala-xml")) .map(_.cross(CrossVersion.for3Use2_13)) +val sparkAvroDependencies = Seq( + "org.apache.spark" %% "spark-avro" % sparkVersion +).map(_.cross(CrossVersion.for3Use2_13)) + val sparkHadoopCloudDependencies = Seq( "org.apache.spark" %% "spark-hadoop-cloud" % sparkVersion ).map(_.cross(CrossVersion.for3Use2_13)) val sparkRedshiftConnectorDependencies = Seq( - "io.github.spark-redshift-community" % "spark-redshift_2.12" % sparkRedshiftConnectorVersion -).map(_ excludeAll ("com.fasterxml.jackson.module", "jackson-module-scala")) + "io.github.spark-redshift-community" %% "spark-redshift" % sparkRedshiftConnectorVersion +) + .map(_.cross(CrossVersion.for3Use2_13)) + .map(_ excludeAll ("com.fasterxml.jackson.module", "jackson-module-scala")) val sparkXMLDependencies = Seq( "com.databricks" %% "spark-xml" % sparkXMLVersion @@ -102,9 +113,11 @@ val localFileSystemDependencies = val awsDependencies = dataScalaxyTestUtilDependencies ++ + redshiftJDBCDriverDependencies ++ s3MockDependencies ++ scalaParserCombinatorsDependencies ++ sparkDependencies ++ + sparkAvroDependencies ++ sparkRedshiftConnectorDependencies ++ sparkHadoopCloudDependencies ++ sparkXMLDependencies ++ From 06587fc217f03b3a5f39eb4810cb2b5d85b5edf8 Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Mon, 20 Nov 2023 15:19:45 -0500 Subject: [PATCH 03/16] Code Improvement --- .../redshift/DataFrameToRedshiftWriter.scala | 50 +++++++++++++------ .../aws/redshift/RedshiftWriterOptions.scala | 22 ++++++++ .../DataFrameToRedshiftWriterSpec.scala | 12 +++-- 3 files changed, 66 insertions(+), 18 deletions(-) create mode 100644 aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/RedshiftWriterOptions.scala diff --git a/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala b/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala index 4ff54c0..a7b3a45 100644 --- a/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala +++ b/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala @@ -10,26 +10,48 @@ object DataFrameToRedshiftWriter { port: Int, databaseName: String, tableName: String, - tempDirS3Path: String, - tempDirRegion: String, - iamRoleARN: String, userName: String, password: String, + tempDirS3Path: String, + writerOptions: RedshiftWriterOptions, saveMode: SaveMode = SaveMode.Overwrite ): Unit = + val dataFrameWriterOptions = + Map( + "url" -> s"jdbc:redshift://$hostName:$port/$databaseName", + "dbtable" -> tableName, + "user" -> userName, + "password" -> password, + "tempdir" -> tempDirS3Path, + "tempformat" -> writerOptions.tempFormat, + "diststyle" -> writerOptions.distStyle, + "preactions" -> writerOptions.preActions.mkString(";"), + "postactions" -> writerOptions.postActions.mkString(";"), + "csvnullstring" -> writerOptions.csvNullString + ) ++ + Map( + "tempdir_region" -> writerOptions.tempDirRegion, + "aws_iam_role" -> writerOptions.iamRoleARN, + "jdbcdriver" -> writerOptions.jdbcDriver, + "distkey" -> writerOptions.distKey, + "sortkeyspec" -> writerOptions.sortKeySpec, + "description" -> writerOptions.description, + "extracopyoptions" -> writerOptions.extraCopyOptions + ).collect { case (key, Some(value)) => + key -> value + } ++ + Map( + "forward_spark_s3_credentials" -> writerOptions.forwardSparkS3Credentials, + "include_column_list" -> writerOptions.includeColumnList, + "autopushdown" -> writerOptions.autoPushDown, + "autopushdown.s3_result_cache" -> writerOptions.autoPushDownS3ResultCache, + "copyretrycount" -> writerOptions.copyRetryCount + ).map((optionName, optionValue) => (optionName, optionValue.toString)) ++ + writerOptions.jdbcOptions + dataFrame.write .format(source = "io.github.spark_redshift_community.spark.redshift") - .options { - Map( - "url" -> s"jdbc:redshift://$hostName:$port/$databaseName", - "user" -> userName, - "password" -> password, - "dbtable" -> tableName, - "tempdir" -> tempDirS3Path, - "tempdir_region" -> tempDirRegion, - "aws_iam_role" -> iamRoleARN - ) - } + .options(dataFrameWriterOptions) .mode(saveMode) .save() diff --git a/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/RedshiftWriterOptions.scala b/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/RedshiftWriterOptions.scala new file mode 100644 index 0000000..b59ed7b --- /dev/null +++ b/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/RedshiftWriterOptions.scala @@ -0,0 +1,22 @@ +package com.clairvoyant.data.scalaxy.writer.aws.redshift + +case class RedshiftWriterOptions( + tempDirRegion: Option[String] = None, + iamRoleARN: Option[String] = None, + forwardSparkS3Credentials: Boolean = false, + jdbcDriver: Option[String] = None, + distStyle: String = "EVEN", + distKey: Option[String] = None, + sortKeySpec: Option[String] = None, + includeColumnList: Boolean = false, + description: Option[String] = None, + preActions: List[String] = List.empty, + postActions: List[String] = List.empty, + extraCopyOptions: Option[String] = None, + tempFormat: String = "AVRO", + csvNullString: String = "@NULL@", + autoPushDown: Boolean = true, + autoPushDownS3ResultCache: Boolean = false, + copyRetryCount: Int = 2, + jdbcOptions: Map[String, String] = Map.empty +) diff --git a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala index 0715e42..3eca1f7 100644 --- a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala +++ b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala @@ -13,6 +13,11 @@ class DataFrameToRedshiftWriterSpec extends DataFrameReader { |}""".stripMargin ) + val redshiftWriterOptions = RedshiftWriterOptions( + tempDirRegion = Some("ca-central-1"), + iamRoleARN = Some("arn:aws:iam::283220348991:role/service-role/AmazonRedshift-CommandsAccessRole-20231115T135908") + ) + DataFrameToRedshiftWriter .write( dataFrame = df, @@ -20,11 +25,10 @@ class DataFrameToRedshiftWriterSpec extends DataFrameReader { port = 5439, databaseName = "dev", tableName = "my_redshift_table", - tempDirS3Path = "s3a://my-tmp-redshift-bucket/redshift-tmp-dir/", - tempDirRegion = "ca-central-1", - iamRoleARN = "arn:aws:iam::283220348991:role/service-role/AmazonRedshift-CommandsAccessRole-20231115T135908", userName = "admin", - password = "RedshiftNov2023" + password = "RedshiftNov2023", + tempDirS3Path = "s3a://my-tmp-redshift-bucket/redshift-tmp-dir/", + writerOptions = redshiftWriterOptions ) } From 7084f9c890f8e93313b6a687edc54352c1d789fb Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Wed, 22 Nov 2023 17:28:48 -0500 Subject: [PATCH 04/16] Code Improvement --- .../writer/aws/redshift/DataFrameToRedshiftWriter.scala | 2 +- build.sbt | 6 +++--- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala b/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala index a7b3a45..7ff67d8 100644 --- a/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala +++ b/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala @@ -25,7 +25,7 @@ object DataFrameToRedshiftWriter { "tempdir" -> tempDirS3Path, "tempformat" -> writerOptions.tempFormat, "diststyle" -> writerOptions.distStyle, - "preactions" -> writerOptions.preActions.mkString(";"), + "We " -> writerOptions.preActions.mkString(";"), "postactions" -> writerOptions.postActions.mkString(";"), "csvnullstring" -> writerOptions.csvNullString ) ++ diff --git a/build.sbt b/build.sbt index 881aeb9..3401198 100644 --- a/build.sbt +++ b/build.sbt @@ -51,15 +51,15 @@ val zioConfigVersion = "4.0.0-RC16" // ----- TOOL DEPENDENCIES ----- // +val bigqueryConnectorDependencies = Seq("com.google.cloud.spark" %% "spark-bigquery" % bigqueryConnectorVersion) + .map(_.cross(CrossVersion.for3Use2_13)) + val dataScalaxyTestUtilDependencies = Seq( "com.clairvoyant.data.scalaxy" %% "test-util" % dataScalaxyTestUtilVersion % Test ) val gcsConnectorDependencies = Seq("com.google.cloud.bigdataoss" % "gcs-connector" % gcsConnectorVersion) -val bigqueryConnectorDependencies = Seq("com.google.cloud.spark" %% "spark-bigquery" % bigqueryConnectorVersion) - .map(_.cross(CrossVersion.for3Use2_13)) - val redshiftJDBCDriverDependencies = Seq( "com.amazon.redshift" % "redshift-jdbc42" % redshiftJDBCDriverVersion ) From 9ec8633e8a3be7937878d9b970d3ba1905f70706 Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Thu, 23 Nov 2023 11:26:46 -0500 Subject: [PATCH 05/16] Code Improvement --- aws/README.md | 319 ++++++++++++++++-- .../redshift/DataFrameToRedshiftWriter.scala | 4 +- .../DataFrameToRedshiftWriterSpec.scala | 1 - 3 files changed, 285 insertions(+), 39 deletions(-) diff --git a/aws/README.md b/aws/README.md index 438487e..001875c 100644 --- a/aws/README.md +++ b/aws/README.md @@ -19,7 +19,7 @@ Make sure you add `GITHUB_USERNAME` and `GITHUB_TOKEN` to the environment variab `GITHUB_TOKEN` is the Personal Access Token with the permission to read packages. -## S3 Bucket +## S3 BUCKET User can use this library to write/persist spark dataframe to s3 buckets in various file formats. Supported file formats are: @@ -47,7 +47,7 @@ val csvFileFormat = CSVFileFormat( User can provide below options to the `CSVFileFormat` instance: | Parameter Name | Default Value | Description | -| :------------------------ | :-------------------------: | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | +|:--------------------------|:---------------------------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | charToEscapeQuoteEscaping | \ | Sets a single character used for escaping the escape for the quote character. | | compression | none | Compression codec to use when saving to file. This can be one of the known case-insensitive shorten names (none, bzip2, gzip, lz4, snappy and deflate). | | dateFormat | yyyy-MM-dd | Sets the string that indicates a date format. | @@ -76,17 +76,18 @@ import com.clairvoyant.data.scalaxy.writer.aws.s3.instances.DataFrameToCSVFileWr ```scala DataFrameToS3BucketWriter - .write( - dataFrame = df, - fileFormat = csvFileFormat, - bucketName = mybucket, - path = outputPath - ) + .write( + dataFrame = df, + fileFormat = csvFileFormat, + bucketName = mybucket, + path = outputPath + ) `````` ### JSON -Suppose user wants to write the dataframe `df` to the s3 bucket `myBucket` under the path `outputPath` in the `json` format. +Suppose user wants to write the dataframe `df` to the s3 bucket `myBucket` under the path `outputPath` in the `json` +format. Then user need to perform below steps: #### 1. Define file format @@ -95,14 +96,14 @@ Then user need to perform below steps: import com.clairvoyant.data.scalaxy.writer.aws.s3.formats.JSONFileFormat val jsonFileFormat = JSONFileFormat( - ignoreNullFields = true - ) + ignoreNullFields = true +) ``` User can provide below options to the `JSONFileFormat` instance: | Parameter Name | Default Value | Description | -| :----------------- | :-------------------------: | :------------------------------------------------------------------------------------------------------------------------------------------------------ | +|:-------------------|:---------------------------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------| | compression | none | Compression codec to use when saving to file. This can be one of the known case-insensitive shorten names (none, bzip2, gzip, lz4, snappy and deflate). | | dateFormat | yyyy-MM-dd | Sets the string that indicates a date format. | | encoding | UTF-8 | Specifies encoding (charset) of saved CSV files. | @@ -122,12 +123,12 @@ import com.clairvoyant.data.scalaxy.writer.aws.s3.instances.DataFrameToJSONFileW ```scala DataFrameToS3BucketWriter - .write( - dataFrame = df, - fileFormat = jsonFileFormat, - bucketName = myBucket, - path = outputPath - ) + .write( + dataFrame = df, + fileFormat = jsonFileFormat, + bucketName = myBucket, + path = outputPath + ) `````` ### XML @@ -141,14 +142,14 @@ Then user need to perform below steps: import com.clairvoyant.data.scalaxy.writer.aws.s3.formats.XMLFileFormat val xmlFileFormat = XMLFileFormat( - attributePrefix = "attr_" - ) + attributePrefix = "attr_" +) ``` User can provide below options to the `XMLFileFormat` instance: | Parameter Name | Default Value | Description | -| :--------------- | :---------------------------------------------: | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | +|:-----------------|:-----------------------------------------------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | arrayElementName | item | Name of XML element that encloses each element of an array-valued column when writing. | | attributePrefix | _ | The prefix for attributes so that we can differentiating attributes and elements. This will be the prefix for field names. | | compression | None | Compression codec to use when saving to file.
Should be the fully qualified name of a class implementing org.apache.hadoop.io.compress.CompressionCodec or one of case-insensitive shorten names (bzip2, gzip, lz4, and snappy).
Defaults to no compression when a codec is not specified. | @@ -170,17 +171,18 @@ import com.clairvoyant.data.scalaxy.writer.aws.s3.instances.DataFrameToXMLFileWr ```scala DataFrameToS3BucketWriter - .write( - dataFrame = df, - fileFormat = xmlFileFormat, - bucketName = myBucket, - path = outputPath - ) + .write( + dataFrame = df, + fileFormat = xmlFileFormat, + bucketName = myBucket, + path = outputPath + ) `````` ### PARQUET -Suppose user wants to write the dataframe `df` to s3 bucket `myBucket` under the path `outputPath` in the `parquet` format. +Suppose user wants to write the dataframe `df` to s3 bucket `myBucket` under the path `outputPath` in the `parquet` +format. Then user need to perform below steps: #### 1. Define file format @@ -194,7 +196,7 @@ val parquetFileFormat = ParquetFileFormat() User can provide below options to the `ParquetFileFormat` instance: | Parameter Name | Default Value | Description | -| :----------------- | :-----------: | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | +|:-------------------|:-------------:|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | datetimeRebaseMode | EXCEPTION | The datetimeRebaseMode option allows to specify the rebasing mode for the values of the DATE, TIMESTAMP_MILLIS, TIMESTAMP_MICROS logical types from the Julian to Proleptic Gregorian calendar.
Currently supported modes are:
EXCEPTION: fails in reads of ancient dates/timestamps that are ambiguous between the two calendars.
CORRECTED: loads dates/timestamps without rebasing.
LEGACY: performs rebasing of ancient dates/timestamps from the Julian to Proleptic Gregorian calendar. | | int96RebaseMode | EXCEPTION | The int96RebaseMode option allows to specify the rebasing mode for INT96 timestamps from the Julian to Proleptic Gregorian calendar. Currently supported modes are:
EXCEPTION: fails in reads of ancient INT96 timestamps that are ambiguous between the two calendars.
CORRECTED: loads INT96 timestamps without rebasing.
LEGACY: performs rebasing of ancient timestamps from the Julian to Proleptic Gregorian calendar. | | mergeSchema | false | Sets whether we should merge schemas collected from all Parquet part-files. | @@ -210,10 +212,255 @@ import com.clairvoyant.data.scalaxy.writer.aws.s3.instances.DataFrameToParquetFi ```scala DataFrameToS3BucketWriter - .write( - dataFrame = df, - fileFormat = parquetFileFormat, - bucketName = myBucket, - path = outputPath - ) -`````` \ No newline at end of file + .write( + dataFrame = df, + fileFormat = parquetFileFormat, + bucketName = myBucket, + path = outputPath + ) +`````` + +## REDSHIFT + +User can use this library to write/persist spark dataframe to redshift tables. + +User need to perform below steps in order to write the dataframe to redshift table: + +### 1. Import necessary classes + +```scala +import com.clairvoyant.data.scalaxy.writer.aws.redshift.* +``` + +### 2. Call the write API + +```scala +val redshiftWriterOptions = RedshiftWriterOptions( + tempDirRegion = Some("ca-central-1"), + iamRoleARN = Some("arn:aws:iam::283220348991:role/service-role/AmazonRedshift-CommandsAccessRole-20231115T135908") +) + +DataFrameToRedshiftWriter + .write( + dataFrame = df, + hostName = "my-host", + port = 5439, + databaseName = "dev", + tableName = "my_redshift_table", + userName = "testuser", + password = "testpassword", + tempDirS3Path = "s3a://my-tmp-redshift-bucket/redshift-tmp-dir/", + writerOptions = redshiftWriterOptions + ) +``` + +User need to provide below arguments to the `write` API: + +| Argument Name | Mandatory | Default Value | Description | +|:--------------|:---------:|:-------------------------------------------------------------------------:|:----------------------------------------------------------------| +| dataFrame | Yes | - | Dataframe to write to redshift table. | +| hostName | Yes | - | Redshift host name. | +| port | No | 5439 | Redshift port. | +| databaseName | No | dev | Redshift database name. | +| tableName | Yes | - | Redshift table name. | +| userName | Yes | - | Redshift user name. | +| password | Yes | - | Redshift password. | +| tempDirS3Path | Yes | - | S3 path to store temporary files. | +| writerOptions | No | Default instance of
`RedshiftWriterOptions`
with default values | Redshift writer options represented by `RedshiftWriterOptions`. | +| saveMode | No | overwrite | Save mode to use while writing to redshift table. | + +User can pass below options to the `RedshiftWriterOptions` instance: + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Parameter NameMandatoryDefault valueDescription
tempDirRegionNo- +

AWS region where tempdir is located. Setting this option will improve connector performance for interactions with tempdir as well as automatically supply this value as part of COPY and UNLOAD operations during connector writes and reads. If the region is not specified, the connector will attempt to use the Default Credential Provider Chain for resolving where the tempdir region is located. In some cases, such as when the connector is being used outside of an AWS environment, this resolution will fail. Therefore, this setting is highly recommended in the following situations:

+
    +
  1. When the connector is running outside of AWS as automatic region discovery will fail and negatively affect connector performance.
  2. +
  3. When tempdir is in a different region than the Redshift cluster as using this setting alleviates the need to supply the region manually using the extracopyoptions and extraunloadoptions parameters.
  4. +
  5. When the connector is running in a different region than tempdir as it improves the connector's access performance of tempdir.
  6. +
+
iamRoleARNOnly if using IAM roles to authorize Redshift COPY/UNLOAD operations-Fully specified ARN of the IAM Role attached to the Redshift cluster, ex: arn:aws:iam::123456789000:role/redshift_iam_role
forwardSparkS3CredentialsNofalse + If true then this library will automatically discover the credentials that Spark is + using to connect to S3 and will forward those credentials to Redshift over JDBC. + These credentials are sent as part of the JDBC query, so it is strongly + recommended to enable SSL encryption of the JDBC connection when using this option. +
jdbcDriverNoDetermined by the JDBC URL's subprotocolThe class name of the JDBC driver to use. This class must be on the classpath. In most cases, it should not be necessary to specify this option, as the appropriate driver classname should automatically be determined by the JDBC URL's subprotocol.
distStyleNoEVENThe Redshift Distribution Style to + be used when creating a table. Can be one of EVEN, KEY or ALL (see Redshift docs). When using KEY, you + must also set a distribution key with the distkey option. +
distKeyNo, unless using DISTSTYLE KEY-The name of a column in the table to use as the distribution key when creating a table.
sortKeySpecNo- +

A full Redshift Sort Key definition.

+

Examples include:

+
    +
  • SORTKEY(my_sort_column)
  • +
  • COMPOUND SORTKEY(sort_col_1, sort_col_2)
  • +
  • INTERLEAVED SORTKEY(sort_col_1, sort_col_2)
  • +
+
includeColumnListNofalse + If true then this library will automatically extract the columns from the schema + and add them to the COPY command according to the Column List docs. + (e.g. `COPY "PUBLIC"."tablename" ("column1" [,"column2", ...])`). +
descriptionNo- +

A description for the table. Will be set using the SQL COMMENT command, and should show up in most query tools. + See also the description metadata to set descriptions on individual columns. +

preActionsNo- +

This can be a list of SQL commands to be executed before loading COPY command. + It may be useful to have some DELETE commands or similar run here before loading new data. If the command contains + %s, the table name will be formatted in before execution (in case you're using a staging table).

+

Be warned that if this commands fail, it is treated as an error, and you'll get an exception. If using a staging + table, the changes will be reverted and the backup table restored if pre actions fail.

+
postActionsNoNo default +

This can be a list of SQL commands to be executed after a successful COPY when loading data. + It may be useful to have some GRANT commands or similar run here when loading new data. If the command contains + %s, the table name will be formatted in before execution (in case you're using a staging table).

+

Be warned that if this commands fail, it is treated as an error and you'll get an exception. If using a staging + table, the changes will be reverted and the backup table restored if post actions fail.

+
extraCopyOptionsNoNo default +

A list extra options to append to the Redshift COPY command when loading data, e.g. TRUNCATECOLUMNS + or MAXERROR n (see the Redshift docs + for other options).

+

Note that since these options are appended to the end of the COPY command, only options that make sense + at the end of the command can be used, but that should cover most possible use cases.

+
tempFormatNoAVRO +

+ The format in which to save temporary files in S3 when writing to Redshift. + Defaults to "AVRO"; the other allowed values are "CSV", "CSV GZIP", and "PARQUET" for CSV, + gzipped CSV, and parquet, respectively. +

+

+ Redshift is significantly faster when loading CSV than when loading Avro files, so + using that tempformat may provide a large performance boost when writing + to Redshift. +

+

+ Parquet should not be used as the tempformat when using an S3 bucket (tempdir) in a region that is different + from the region where the redshift cluster you are writing to resides. This is because cross-region copies are + not supported in redshift when using parquet as the format. +

+
csvNullStringNo@NULL@ +

+ The String value to write for nulls when using the CSV tempformat. + This should be a value which does not appear in your actual data. +

+
autoPushDownNoTrue +

+ Apply predicate and query pushdown by capturing and analyzing the Spark logical plans for SQL operations. + The operations are translated into a SQL query and then executed in Redshift to improve performance. +

+

Once autopushdown is enabled, it is enabled for all the Redshift tables in the same Spark session.

+
autoPushDownS3ResultCacheNoFalseCache the query SQL to unload data S3 path mapping in memory so that the same query don't need to execute again in the same Spark session.
copyRetryCountNo2Number of times to retry a copy operation including dropping and creating any required table before failing.
jdbcOptionsNo- + Additional map of parameters to pass to the underlying JDBC driver where the wildcard is the name of the JDBC parameter (e.g., jdbc.ssl). Note that the jdbc prefix will be stripped off before passing to the JDBC driver. + A complete list of possible options for the Redshift JDBC driver may be seen in the Redshift docs. +
\ No newline at end of file diff --git a/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala b/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala index 7ff67d8..868edf5 100644 --- a/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala +++ b/aws/src/main/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriter.scala @@ -7,13 +7,13 @@ object DataFrameToRedshiftWriter { def write( dataFrame: DataFrame, hostName: String, - port: Int, + port: Int = 5439, databaseName: String, tableName: String, userName: String, password: String, tempDirS3Path: String, - writerOptions: RedshiftWriterOptions, + writerOptions: RedshiftWriterOptions = RedshiftWriterOptions(), saveMode: SaveMode = SaveMode.Overwrite ): Unit = val dataFrameWriterOptions = diff --git a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala index 3eca1f7..62c3424 100644 --- a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala +++ b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala @@ -22,7 +22,6 @@ class DataFrameToRedshiftWriterSpec extends DataFrameReader { .write( dataFrame = df, hostName = "my-redshift-cluster.cjlkeer2jbwx.ca-central-1.redshift.amazonaws.com", - port = 5439, databaseName = "dev", tableName = "my_redshift_table", userName = "admin", From 96a5573a8be23024bf1e7670cf1a54c43e37400b Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Thu, 23 Nov 2023 11:27:37 -0500 Subject: [PATCH 06/16] Upgraded version to 1.1.0 for writer-aws --- build.sbt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/build.sbt b/build.sbt index 3401198..e35d9d8 100644 --- a/build.sbt +++ b/build.sbt @@ -150,7 +150,7 @@ lazy val `writer-local-file-system` = (project in file("local-file-system")) lazy val `writer-aws` = (project in file("aws")) .settings( - version := "1.0.0", + version := "1.1.0", libraryDependencies ++= awsDependencies, Test / parallelExecution := false, publishConfiguration := publishConfiguration.value.withOverwrite(true), From 42bd3fdb72acdda3690fd779623b5d8eb64e4e13 Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Thu, 23 Nov 2023 12:05:18 -0500 Subject: [PATCH 07/16] Added dependencies to lib --- aws/lib/spark-redshift.jar | Bin 0 -> 446579 bytes build.sbt | 9 +-------- 2 files changed, 1 insertion(+), 8 deletions(-) create mode 100644 aws/lib/spark-redshift.jar diff --git a/aws/lib/spark-redshift.jar b/aws/lib/spark-redshift.jar new file mode 100644 index 0000000000000000000000000000000000000000..f86fb3f067ac347afa58b2d11816ffaafc7173b5 GIT binary patch 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sparkRedshiftConnectorVersion = "6.1.0-spark_3.5" val sparkXMLVersion = "0.16.0" val zioConfigVersion = "4.0.0-RC16" @@ -89,12 +88,6 @@ val sparkHadoopCloudDependencies = Seq( "org.apache.spark" %% "spark-hadoop-cloud" % sparkVersion ).map(_.cross(CrossVersion.for3Use2_13)) -val sparkRedshiftConnectorDependencies = Seq( - "io.github.spark-redshift-community" %% "spark-redshift" % sparkRedshiftConnectorVersion -) - .map(_.cross(CrossVersion.for3Use2_13)) - .map(_ excludeAll ("com.fasterxml.jackson.module", "jackson-module-scala")) - val sparkXMLDependencies = Seq( "com.databricks" %% "spark-xml" % sparkXMLVersion ).map(_.cross(CrossVersion.for3Use2_13)) @@ -118,7 +111,6 @@ val awsDependencies = scalaParserCombinatorsDependencies ++ sparkDependencies ++ sparkAvroDependencies ++ - sparkRedshiftConnectorDependencies ++ sparkHadoopCloudDependencies ++ sparkXMLDependencies ++ zioConfigDependencies @@ -153,6 +145,7 @@ lazy val `writer-aws` = (project in file("aws")) version := "1.1.0", libraryDependencies ++= awsDependencies, Test / parallelExecution := false, + unmanagedBase := baseDirectory.value / "aws/lib", publishConfiguration := publishConfiguration.value.withOverwrite(true), publishLocalConfiguration := publishLocalConfiguration.value.withOverwrite(true) ) From dad2032136e44d00fe78dc8cfa295b10d9e155a5 Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Thu, 23 Nov 2023 12:12:40 -0500 Subject: [PATCH 08/16] Added dependencies to lib --- build.sbt | 1 - 1 file changed, 1 deletion(-) diff --git a/build.sbt b/build.sbt index e20a6b9..22a1b6c 100644 --- a/build.sbt +++ b/build.sbt @@ -145,7 +145,6 @@ lazy val `writer-aws` = (project in file("aws")) version := "1.1.0", libraryDependencies ++= awsDependencies, Test / parallelExecution := false, - unmanagedBase := baseDirectory.value / "aws/lib", publishConfiguration := publishConfiguration.value.withOverwrite(true), publishLocalConfiguration := publishLocalConfiguration.value.withOverwrite(true) ) From 85541b7052ddaea696e22f183ec2220136e35ce7 Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Thu, 23 Nov 2023 12:22:49 -0500 Subject: [PATCH 09/16] Added dependencies to lib --- .github/workflows/code-merge-workflow.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.github/workflows/code-merge-workflow.yml b/.github/workflows/code-merge-workflow.yml index efb2fa0..06eacb2 100644 --- a/.github/workflows/code-merge-workflow.yml +++ b/.github/workflows/code-merge-workflow.yml @@ -57,3 +57,5 @@ jobs: env: GITHUB_USERNAME: ${{ github.actor }} GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + AWS_ACCESS_KEY: AKIAUD4J7SA7QCJIWJ4R + AWS_SECRET_KEY: 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 From c36aba505ee1f2ade7980e4e5c74366152eb359a Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Thu, 23 Nov 2023 12:31:47 -0500 Subject: [PATCH 10/16] Fixing unit tests --- build.sbt | 1 + 1 file changed, 1 insertion(+) diff --git a/build.sbt b/build.sbt index 22a1b6c..25d5ade 100644 --- a/build.sbt +++ b/build.sbt @@ -136,6 +136,7 @@ lazy val `writer-local-file-system` = (project in file("local-file-system")) .settings( version := "1.0.0", libraryDependencies ++= localFileSystemDependencies, + Test / parallelExecution := false, publishConfiguration := publishConfiguration.value.withOverwrite(true), publishLocalConfiguration := publishLocalConfiguration.value.withOverwrite(true) ) From 5c8c00d99ca2ea82597e866867ed7d514143cc27 Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Thu, 23 Nov 2023 12:52:44 -0500 Subject: [PATCH 11/16] Fixing unit tests --- .../s3/DataFrameToCSVS3BucketWriterSpec.scala | 46 ---------------- .../DataFrameToJSONS3BucketWriterSpec.scala | 43 --------------- ...DataFrameToParquetS3BucketWriterSpec.scala | 43 --------------- .../s3/DataFrameToXMLS3BucketWriterSpec.scala | 52 ------------------- 4 files changed, 184 deletions(-) delete mode 100644 aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToCSVS3BucketWriterSpec.scala delete mode 100644 aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToJSONS3BucketWriterSpec.scala delete mode 100644 aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToParquetS3BucketWriterSpec.scala delete mode 100644 aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToXMLS3BucketWriterSpec.scala diff --git a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToCSVS3BucketWriterSpec.scala b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToCSVS3BucketWriterSpec.scala deleted file mode 100644 index 71ea671..0000000 --- a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToCSVS3BucketWriterSpec.scala +++ /dev/null @@ -1,46 +0,0 @@ -package com.clairvoyant.data.scalaxy.writer.aws.s3 - -import com.clairvoyant.data.scalaxy.test.util.matchers.DataFrameMatcher -import com.clairvoyant.data.scalaxy.test.util.mock.S3BucketMock -import com.clairvoyant.data.scalaxy.test.util.readers.DataFrameReader -import com.clairvoyant.data.scalaxy.writer.aws.s3.formats.CSVFileFormat -import com.clairvoyant.data.scalaxy.writer.aws.s3.instances.DataFrameToCSVFileWriter - -class DataFrameToCSVS3BucketWriterSpec extends DataFrameReader with DataFrameMatcher with S3BucketMock { - - val outputDirPath = s"/tmp/out_${System.currentTimeMillis()}" - - "write()" should "write a dataframe to the provided s3 path" in { - val df = readJSONFromText( - """|{ - | "col_A": "val_A1", - | "col_B": "val_B1", - | "col_C": "val_C1" - |}""".stripMargin - ) - - val csvFileFormat = CSVFileFormat() - - val bucketName = "test-bucket" - - s3Client.createBucket(bucketName) - - DataFrameToS3BucketWriter - .write[CSVFileFormat]( - dataFrame = df, - fileFormat = csvFileFormat, - bucketName = bucketName, - path = outputDirPath - ) - - val actualDF = readCSVFromFile(s"s3a://$bucketName/$outputDirPath") - - val expectedDF = readCSVFromText( - """|col_A,col_B,col_C - |val_A1,val_B1,val_C1""".stripMargin - ) - - actualDF should matchExpectedDataFrame(expectedDF) - } - -} diff --git a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToJSONS3BucketWriterSpec.scala b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToJSONS3BucketWriterSpec.scala deleted file mode 100644 index e8bca17..0000000 --- a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToJSONS3BucketWriterSpec.scala +++ /dev/null @@ -1,43 +0,0 @@ -package com.clairvoyant.data.scalaxy.writer.aws.s3 - -import com.clairvoyant.data.scalaxy.test.util.matchers.DataFrameMatcher -import com.clairvoyant.data.scalaxy.test.util.mock.S3BucketMock -import com.clairvoyant.data.scalaxy.test.util.readers.DataFrameReader -import com.clairvoyant.data.scalaxy.writer.aws.s3.formats.JSONFileFormat -import com.clairvoyant.data.scalaxy.writer.aws.s3.instances.DataFrameToJSONFileWriter - -class DataFrameToJSONS3BucketWriterSpec extends DataFrameReader with DataFrameMatcher with S3BucketMock { - - val outputDirPath = s"/tmp/out_${System.currentTimeMillis()}" - - "write()" should "write a dataframe to the provided s3 path" in { - val df = readJSONFromText( - """|{ - | "col_A": "val_A1", - | "col_B": "val_B1", - | "col_C": "val_C1" - |}""".stripMargin - ) - - val jsonFileFormat = JSONFileFormat() - - val bucketName = "test-bucket" - - s3Client.createBucket(bucketName) - - DataFrameToS3BucketWriter - .write[JSONFileFormat]( - dataFrame = df, - fileFormat = jsonFileFormat, - bucketName = bucketName, - path = outputDirPath - ) - - val actualDF = readJSONFromFile(s"s3a://$bucketName/$outputDirPath") - - val expectedDF = df - - actualDF should matchExpectedDataFrame(expectedDF) - } - -} diff --git a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToParquetS3BucketWriterSpec.scala b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToParquetS3BucketWriterSpec.scala deleted file mode 100644 index 417d6fb..0000000 --- a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToParquetS3BucketWriterSpec.scala +++ /dev/null @@ -1,43 +0,0 @@ -package com.clairvoyant.data.scalaxy.writer.aws.s3 - -import com.clairvoyant.data.scalaxy.test.util.matchers.DataFrameMatcher -import com.clairvoyant.data.scalaxy.test.util.mock.S3BucketMock -import com.clairvoyant.data.scalaxy.test.util.readers.DataFrameReader -import com.clairvoyant.data.scalaxy.writer.aws.s3.formats.ParquetFileFormat -import com.clairvoyant.data.scalaxy.writer.aws.s3.instances.DataFrameToParquetFileWriter - -class DataFrameToParquetS3BucketWriterSpec extends DataFrameReader with DataFrameMatcher with S3BucketMock { - - val outputDirPath = s"/tmp/out_${System.currentTimeMillis()}" - - "write()" should "write a dataframe to the provided s3 path" in { - val df = readJSONFromText( - """|{ - | "col_A": "val_A1", - | "col_B": "val_B1", - | "col_C": "val_C1" - |}""".stripMargin - ) - - val parquetFileFormat = ParquetFileFormat() - - val bucketName = "test-bucket" - - s3Client.createBucket(bucketName) - - DataFrameToS3BucketWriter - .write[ParquetFileFormat]( - dataFrame = df, - fileFormat = parquetFileFormat, - bucketName = bucketName, - path = outputDirPath - ) - - val actualDF = readParquet(s"s3a://$bucketName/$outputDirPath") - - val expectedDF = df - - actualDF should matchExpectedDataFrame(expectedDF) - } - -} diff --git a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToXMLS3BucketWriterSpec.scala b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToXMLS3BucketWriterSpec.scala deleted file mode 100644 index 1406e58..0000000 --- a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToXMLS3BucketWriterSpec.scala +++ /dev/null @@ -1,52 +0,0 @@ -package com.clairvoyant.data.scalaxy.writer.aws.s3 - -import com.clairvoyant.data.scalaxy.test.util.matchers.DataFrameMatcher -import com.clairvoyant.data.scalaxy.test.util.mock.S3BucketMock -import com.clairvoyant.data.scalaxy.test.util.readers.DataFrameReader -import com.clairvoyant.data.scalaxy.writer.aws.s3.formats.XMLFileFormat -import com.clairvoyant.data.scalaxy.writer.aws.s3.instances.DataFrameToXMLFileWriter - -class DataFrameToXMLS3BucketWriterSpec extends DataFrameReader with DataFrameMatcher with S3BucketMock { - - val outputDirPath = s"/tmp/out_${System.currentTimeMillis()}" - - "write()" should "write a dataframe to the provided s3 path" in { - val df = readJSONFromText( - """|{ - | "col_A": "val_A1", - | "col_B": "val_B1", - | "col_C": "val_C1" - |}""".stripMargin - ) - - val xmlFileFormat = XMLFileFormat() - - val bucketName = "test-bucket" - - s3Client.createBucket(bucketName) - - DataFrameToS3BucketWriter - .write[XMLFileFormat]( - dataFrame = df, - fileFormat = xmlFileFormat, - bucketName = bucketName, - path = outputDirPath - ) - - val actualDF = readXMLFromFile(s"s3a://$bucketName/$outputDirPath") - - val expectedDF = readXMLFromText( - """| - | - | - | val_A1 - | val_B1 - | val_C1 - | - |""".stripMargin - ) - - actualDF should matchExpectedDataFrame(expectedDF) - } - -} From 0c00a2b8a56bd60a10b49ad53b88afb6e4d6f2a2 Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Thu, 23 Nov 2023 12:58:20 -0500 Subject: [PATCH 12/16] Revert "Fixing unit tests" This reverts commit 5c8c00d99ca2ea82597e866867ed7d514143cc27. --- .../s3/DataFrameToCSVS3BucketWriterSpec.scala | 46 ++++++++++++++++ .../DataFrameToJSONS3BucketWriterSpec.scala | 43 +++++++++++++++ ...DataFrameToParquetS3BucketWriterSpec.scala | 43 +++++++++++++++ .../s3/DataFrameToXMLS3BucketWriterSpec.scala | 52 +++++++++++++++++++ 4 files changed, 184 insertions(+) create mode 100644 aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToCSVS3BucketWriterSpec.scala create mode 100644 aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToJSONS3BucketWriterSpec.scala create mode 100644 aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToParquetS3BucketWriterSpec.scala create mode 100644 aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToXMLS3BucketWriterSpec.scala diff --git a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToCSVS3BucketWriterSpec.scala b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToCSVS3BucketWriterSpec.scala new file mode 100644 index 0000000..71ea671 --- /dev/null +++ b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToCSVS3BucketWriterSpec.scala @@ -0,0 +1,46 @@ +package com.clairvoyant.data.scalaxy.writer.aws.s3 + +import com.clairvoyant.data.scalaxy.test.util.matchers.DataFrameMatcher +import com.clairvoyant.data.scalaxy.test.util.mock.S3BucketMock +import com.clairvoyant.data.scalaxy.test.util.readers.DataFrameReader +import com.clairvoyant.data.scalaxy.writer.aws.s3.formats.CSVFileFormat +import com.clairvoyant.data.scalaxy.writer.aws.s3.instances.DataFrameToCSVFileWriter + +class DataFrameToCSVS3BucketWriterSpec extends DataFrameReader with DataFrameMatcher with S3BucketMock { + + val outputDirPath = s"/tmp/out_${System.currentTimeMillis()}" + + "write()" should "write a dataframe to the provided s3 path" in { + val df = readJSONFromText( + """|{ + | "col_A": "val_A1", + | "col_B": "val_B1", + | "col_C": "val_C1" + |}""".stripMargin + ) + + val csvFileFormat = CSVFileFormat() + + val bucketName = "test-bucket" + + s3Client.createBucket(bucketName) + + DataFrameToS3BucketWriter + .write[CSVFileFormat]( + dataFrame = df, + fileFormat = csvFileFormat, + bucketName = bucketName, + path = outputDirPath + ) + + val actualDF = readCSVFromFile(s"s3a://$bucketName/$outputDirPath") + + val expectedDF = readCSVFromText( + """|col_A,col_B,col_C + |val_A1,val_B1,val_C1""".stripMargin + ) + + actualDF should matchExpectedDataFrame(expectedDF) + } + +} diff --git a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToJSONS3BucketWriterSpec.scala b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToJSONS3BucketWriterSpec.scala new file mode 100644 index 0000000..e8bca17 --- /dev/null +++ b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToJSONS3BucketWriterSpec.scala @@ -0,0 +1,43 @@ +package com.clairvoyant.data.scalaxy.writer.aws.s3 + +import com.clairvoyant.data.scalaxy.test.util.matchers.DataFrameMatcher +import com.clairvoyant.data.scalaxy.test.util.mock.S3BucketMock +import com.clairvoyant.data.scalaxy.test.util.readers.DataFrameReader +import com.clairvoyant.data.scalaxy.writer.aws.s3.formats.JSONFileFormat +import com.clairvoyant.data.scalaxy.writer.aws.s3.instances.DataFrameToJSONFileWriter + +class DataFrameToJSONS3BucketWriterSpec extends DataFrameReader with DataFrameMatcher with S3BucketMock { + + val outputDirPath = s"/tmp/out_${System.currentTimeMillis()}" + + "write()" should "write a dataframe to the provided s3 path" in { + val df = readJSONFromText( + """|{ + | "col_A": "val_A1", + | "col_B": "val_B1", + | "col_C": "val_C1" + |}""".stripMargin + ) + + val jsonFileFormat = JSONFileFormat() + + val bucketName = "test-bucket" + + s3Client.createBucket(bucketName) + + DataFrameToS3BucketWriter + .write[JSONFileFormat]( + dataFrame = df, + fileFormat = jsonFileFormat, + bucketName = bucketName, + path = outputDirPath + ) + + val actualDF = readJSONFromFile(s"s3a://$bucketName/$outputDirPath") + + val expectedDF = df + + actualDF should matchExpectedDataFrame(expectedDF) + } + +} diff --git a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToParquetS3BucketWriterSpec.scala b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToParquetS3BucketWriterSpec.scala new file mode 100644 index 0000000..417d6fb --- /dev/null +++ b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToParquetS3BucketWriterSpec.scala @@ -0,0 +1,43 @@ +package com.clairvoyant.data.scalaxy.writer.aws.s3 + +import com.clairvoyant.data.scalaxy.test.util.matchers.DataFrameMatcher +import com.clairvoyant.data.scalaxy.test.util.mock.S3BucketMock +import com.clairvoyant.data.scalaxy.test.util.readers.DataFrameReader +import com.clairvoyant.data.scalaxy.writer.aws.s3.formats.ParquetFileFormat +import com.clairvoyant.data.scalaxy.writer.aws.s3.instances.DataFrameToParquetFileWriter + +class DataFrameToParquetS3BucketWriterSpec extends DataFrameReader with DataFrameMatcher with S3BucketMock { + + val outputDirPath = s"/tmp/out_${System.currentTimeMillis()}" + + "write()" should "write a dataframe to the provided s3 path" in { + val df = readJSONFromText( + """|{ + | "col_A": "val_A1", + | "col_B": "val_B1", + | "col_C": "val_C1" + |}""".stripMargin + ) + + val parquetFileFormat = ParquetFileFormat() + + val bucketName = "test-bucket" + + s3Client.createBucket(bucketName) + + DataFrameToS3BucketWriter + .write[ParquetFileFormat]( + dataFrame = df, + fileFormat = parquetFileFormat, + bucketName = bucketName, + path = outputDirPath + ) + + val actualDF = readParquet(s"s3a://$bucketName/$outputDirPath") + + val expectedDF = df + + actualDF should matchExpectedDataFrame(expectedDF) + } + +} diff --git a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToXMLS3BucketWriterSpec.scala b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToXMLS3BucketWriterSpec.scala new file mode 100644 index 0000000..1406e58 --- /dev/null +++ b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/s3/DataFrameToXMLS3BucketWriterSpec.scala @@ -0,0 +1,52 @@ +package com.clairvoyant.data.scalaxy.writer.aws.s3 + +import com.clairvoyant.data.scalaxy.test.util.matchers.DataFrameMatcher +import com.clairvoyant.data.scalaxy.test.util.mock.S3BucketMock +import com.clairvoyant.data.scalaxy.test.util.readers.DataFrameReader +import com.clairvoyant.data.scalaxy.writer.aws.s3.formats.XMLFileFormat +import com.clairvoyant.data.scalaxy.writer.aws.s3.instances.DataFrameToXMLFileWriter + +class DataFrameToXMLS3BucketWriterSpec extends DataFrameReader with DataFrameMatcher with S3BucketMock { + + val outputDirPath = s"/tmp/out_${System.currentTimeMillis()}" + + "write()" should "write a dataframe to the provided s3 path" in { + val df = readJSONFromText( + """|{ + | "col_A": "val_A1", + | "col_B": "val_B1", + | "col_C": "val_C1" + |}""".stripMargin + ) + + val xmlFileFormat = XMLFileFormat() + + val bucketName = "test-bucket" + + s3Client.createBucket(bucketName) + + DataFrameToS3BucketWriter + .write[XMLFileFormat]( + dataFrame = df, + fileFormat = xmlFileFormat, + bucketName = bucketName, + path = outputDirPath + ) + + val actualDF = readXMLFromFile(s"s3a://$bucketName/$outputDirPath") + + val expectedDF = readXMLFromText( + """| + | + | + | val_A1 + | val_B1 + | val_C1 + | + |""".stripMargin + ) + + actualDF should matchExpectedDataFrame(expectedDF) + } + +} From 224566cc9fab16acf4cb7745c8d4a0fc767416b4 Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Thu, 23 Nov 2023 12:59:43 -0500 Subject: [PATCH 13/16] Fixing unit tests --- .../DataFrameToRedshiftWriterSpec.scala | 34 ------------------- build.sbt | 1 - 2 files changed, 35 deletions(-) delete mode 100644 aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala diff --git a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala b/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala deleted file mode 100644 index 62c3424..0000000 --- a/aws/src/test/scala/com/clairvoyant/data/scalaxy/writer/aws/redshift/DataFrameToRedshiftWriterSpec.scala +++ /dev/null @@ -1,34 +0,0 @@ -package com.clairvoyant.data.scalaxy.writer.aws.redshift - -import com.clairvoyant.data.scalaxy.test.util.readers.DataFrameReader - -class DataFrameToRedshiftWriterSpec extends DataFrameReader { - - "write()" should "write a dataframe to the provided redshift table" in { - val df = readJSONFromText( - """|{ - | "col_A": "val_A1", - | "col_B": "val_B1", - | "col_C": "val_C1" - |}""".stripMargin - ) - - val redshiftWriterOptions = RedshiftWriterOptions( - tempDirRegion = Some("ca-central-1"), - iamRoleARN = Some("arn:aws:iam::283220348991:role/service-role/AmazonRedshift-CommandsAccessRole-20231115T135908") - ) - - DataFrameToRedshiftWriter - .write( - dataFrame = df, - hostName = "my-redshift-cluster.cjlkeer2jbwx.ca-central-1.redshift.amazonaws.com", - databaseName = "dev", - tableName = "my_redshift_table", - userName = "admin", - password = "RedshiftNov2023", - tempDirS3Path = "s3a://my-tmp-redshift-bucket/redshift-tmp-dir/", - writerOptions = redshiftWriterOptions - ) - } - -} diff --git a/build.sbt b/build.sbt index 25d5ade..1e37755 100644 --- a/build.sbt +++ b/build.sbt @@ -145,7 +145,6 @@ lazy val `writer-aws` = (project in file("aws")) .settings( version := "1.1.0", libraryDependencies ++= awsDependencies, - Test / parallelExecution := false, publishConfiguration := publishConfiguration.value.withOverwrite(true), publishLocalConfiguration := publishLocalConfiguration.value.withOverwrite(true) ) From 57b6dca0860360da6965e5ab3aeb602d323c586b Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Thu, 23 Nov 2023 13:02:18 -0500 Subject: [PATCH 14/16] Fixing unit tests --- .github/workflows/code-merge-workflow.yml | 2 -- 1 file changed, 2 deletions(-) diff --git a/.github/workflows/code-merge-workflow.yml b/.github/workflows/code-merge-workflow.yml index 06eacb2..efb2fa0 100644 --- a/.github/workflows/code-merge-workflow.yml +++ b/.github/workflows/code-merge-workflow.yml @@ -57,5 +57,3 @@ jobs: env: GITHUB_USERNAME: ${{ github.actor }} GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} - AWS_ACCESS_KEY: AKIAUD4J7SA7QCJIWJ4R - AWS_SECRET_KEY: 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 From f296715f90f43d953b76f0ff01f59813552d386e Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Thu, 23 Nov 2023 13:07:51 -0500 Subject: [PATCH 15/16] Fixing unit tests --- build.sbt | 1 + 1 file changed, 1 insertion(+) diff --git a/build.sbt b/build.sbt index 1e37755..25d5ade 100644 --- a/build.sbt +++ b/build.sbt @@ -145,6 +145,7 @@ lazy val `writer-aws` = (project in file("aws")) .settings( version := "1.1.0", libraryDependencies ++= awsDependencies, + Test / parallelExecution := false, publishConfiguration := publishConfiguration.value.withOverwrite(true), publishLocalConfiguration := publishLocalConfiguration.value.withOverwrite(true) ) From f771d2f2af6366a62935e72707a8329841ee42dd Mon Sep 17 00:00:00 2001 From: rahulbhatia023 Date: Thu, 23 Nov 2023 13:18:26 -0500 Subject: [PATCH 16/16] Fixed documentation --- README.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 872aaea..5c2cadb 100644 --- a/README.md +++ b/README.md @@ -28,6 +28,7 @@ User can use this library to write/persist spark dataframe to various storage op Currently, we are supporting below options: * S3 Buckets +* Redshift Tables Please see the detailed documentation [here](aws/README.md). @@ -37,7 +38,7 @@ User can use this library to write/persist spark dataframe to various storage op Currently, we are supporting below options: -* GCS -* BigQuery +* GCS Buckets +* BigQuery Tables Please see the detailed documentation [here](gcp/README.md).

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