chore: bump synapseml to 1.0.6 (#2295)

* chore: bump to version 1.0.6

* bump website

Author: mhamilton723

README.md

@@ -11,10 +11,10 @@ SynapseML requires Scala 2.12, Spark 3.4+, and Python 3.8+.
 | Topics  | Links                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
 | :------ | :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
 | Build   | [![Build Status](https://msdata.visualstudio.com/A365/_apis/build/status/microsoft.SynapseML?branchName=master)](https://msdata.visualstudio.com/A365/_build/latest?definitionId=17563&branchName=master) [![codecov](https://codecov.io/gh/Microsoft/SynapseML/branch/master/graph/badge.svg)](https://codecov.io/gh/Microsoft/SynapseML) [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)                     |
-| Version | [![Version](https://img.shields.io/badge/version-1.0.5-blue)](https://github.com/Microsoft/SynapseML/releases) [![Release Notes](https://img.shields.io/badge/release-notes-blue)](https://github.com/Microsoft/SynapseML/releases) [![Snapshot Version](https://mmlspark.blob.core.windows.net/icons/badges/master_version3.svg)](#sbt)                                                                                                                                       |
-| Docs    | [![Website](https://img.shields.io/badge/SynapseML-Website-blue)](https://aka.ms/spark) [![Scala Docs](https://img.shields.io/static/v1?label=api%20docs&message=scala&color=blue&logo=scala)](https://mmlspark.blob.core.windows.net/docs/1.0.5/scala/index.html#package) [![PySpark Docs](https://img.shields.io/static/v1?label=api%20docs&message=python&color=blue&logo=python)](https://mmlspark.blob.core.windows.net/docs/1.0.5/pyspark/index.html) [![Academic Paper](https://img.shields.io/badge/academic-paper-7fdcf7)](https://arxiv.org/abs/1810.08744) |
+| Version | [![Version](https://img.shields.io/badge/version-1.0.6-blue)](https://github.com/Microsoft/SynapseML/releases) [![Release Notes](https://img.shields.io/badge/release-notes-blue)](https://github.com/Microsoft/SynapseML/releases) [![Snapshot Version](https://mmlspark.blob.core.windows.net/icons/badges/master_version3.svg)](#sbt)                                                                                                                                       |
+| Docs    | [![Website](https://img.shields.io/badge/SynapseML-Website-blue)](https://aka.ms/spark) [![Scala Docs](https://img.shields.io/static/v1?label=api%20docs&message=scala&color=blue&logo=scala)](https://mmlspark.blob.core.windows.net/docs/1.0.6/scala/index.html#package) [![PySpark Docs](https://img.shields.io/static/v1?label=api%20docs&message=python&color=blue&logo=python)](https://mmlspark.blob.core.windows.net/docs/1.0.6/pyspark/index.html) [![Academic Paper](https://img.shields.io/badge/academic-paper-7fdcf7)](https://arxiv.org/abs/1810.08744) |
 | Support | [![Gitter](https://badges.gitter.im/Microsoft/MMLSpark.svg)](https://gitter.im/Microsoft/MMLSpark?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge) [![Mail](https://img.shields.io/badge/mail-synapseml--support-brightgreen)](mailto:[email protected])                                                                                                                                                                                                  |
-| Binder  | [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/microsoft/SynapseML/v1.0.5?labpath=notebooks%2Ffeatures)                                                                                                                                                                                                                                                                                                                                           |
+| Binder  | [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/microsoft/SynapseML/v1.0.6?labpath=notebooks%2Ffeatures)                                                                                                                                                                                                                                                                                                                                           |
 | Usage | [![Downloads](https://static.pepy.tech/badge/synapseml)](https://pepy.tech/project/synapseml) |
 <!-- markdownlint-disable MD033 -->
 <details open>
@@ -119,7 +119,7 @@ In Azure Synapse notebooks please place the following in the first cell of your
 {
   "name": "synapseml",
   "conf": {
-      "spark.jars.packages": "com.microsoft.azure:synapseml_2.12:1.0.5",
+      "spark.jars.packages": "com.microsoft.azure:synapseml_2.12:1.0.6",
       "spark.jars.repositories": "https://mmlspark.azureedge.net/maven",
       "spark.jars.excludes": "org.scala-lang:scala-reflect,org.apache.spark:spark-tags_2.12,org.scalactic:scalactic_2.12,org.scalatest:scalatest_2.12,com.fasterxml.jackson.core:jackson-databind",
       "spark.yarn.user.classpath.first": "true",
@@ -155,15 +155,15 @@ cloud](http://community.cloud.databricks.com), create a new [library from Maven
 coordinates](https://docs.databricks.com/user-guide/libraries.html#libraries-from-maven-pypi-or-spark-packages)
 in your workspace.
 
-For the coordinates use: `com.microsoft.azure:synapseml_2.12:1.0.5`
+For the coordinates use: `com.microsoft.azure:synapseml_2.12:1.0.6`
 with the resolver: `https://mmlspark.azureedge.net/maven`. Ensure this library is
 attached to your target cluster(s).
 
 Finally, ensure that your Spark cluster has at least Spark 3.2 and Scala 2.12. If you encounter Netty dependency issues please use DBR 10.1.
 
 You can use SynapseML in both your Scala and PySpark notebooks. To get started with our example notebooks import the following databricks archive:
 
-`https://mmlspark.blob.core.windows.net/dbcs/SynapseMLExamplesv1.0.5.dbc`
+`https://mmlspark.blob.core.windows.net/dbcs/SynapseMLExamplesv1.0.6.dbc`
 
 ### Python Standalone
 
@@ -174,7 +174,7 @@ the above example, or from python:
 ```python
 import pyspark
 spark = pyspark.sql.SparkSession.builder.appName("MyApp") \
-            .config("spark.jars.packages", "com.microsoft.azure:synapseml_2.12:1.0.5") \
+            .config("spark.jars.packages", "com.microsoft.azure:synapseml_2.12:1.0.6") \
             .getOrCreate()
 import synapse.ml
 ```
@@ -185,9 +185,9 @@ SynapseML can be conveniently installed on existing Spark clusters via the
 `--packages` option, examples:
 
 ```bash
-spark-shell --packages com.microsoft.azure:synapseml_2.12:1.0.5
-pyspark --packages com.microsoft.azure:synapseml_2.12:1.0.5
-spark-submit --packages com.microsoft.azure:synapseml_2.12:1.0.5 MyApp.jar
+spark-shell --packages com.microsoft.azure:synapseml_2.12:1.0.6
+pyspark --packages com.microsoft.azure:synapseml_2.12:1.0.6
+spark-submit --packages com.microsoft.azure:synapseml_2.12:1.0.6 MyApp.jar
 ```
 
 ### SBT
@@ -196,7 +196,7 @@ If you are building a Spark application in Scala, add the following lines to
 your `build.sbt`:
 
 ```scala
-libraryDependencies += "com.microsoft.azure" % "synapseml_2.12" % "1.0.5"
+libraryDependencies += "com.microsoft.azure" % "synapseml_2.12" % "1.0.6"
 ```
 
 ### Apache Livy and HDInsight
@@ -210,7 +210,7 @@ Excluding certain packages from the library may be necessary due to current issu
 {
     "name": "synapseml",
     "conf": {
-        "spark.jars.packages": "com.microsoft.azure:synapseml_2.12:1.0.5",
+        "spark.jars.packages": "com.microsoft.azure:synapseml_2.12:1.0.6",
         "spark.jars.excludes": "org.scala-lang:scala-reflect,org.apache.spark:spark-tags_2.12,org.scalactic:scalactic_2.12,org.scalatest:scalatest_2.12,com.fasterxml.jackson.core:jackson-databind"
     }
 }

core/src/main/scala/com/microsoft/azure/synapse/ml/core/env/PackageUtils.scala

@@ -19,7 +19,7 @@ object PackageUtils {
   val PackageName = s"synapseml_$ScalaVersionSuffix"
   val PackageMavenCoordinate = s"$PackageGroup:$PackageName:${BuildInfo.version}"
   // Use a fixed version for local testing
-  // val PackageMavenCoordinate = s"$PackageGroup:$PackageName:1.0.5"
+  // val PackageMavenCoordinate = s"$PackageGroup:$PackageName:1.0.6"
 
   private val AvroCoordinate = "org.apache.spark:spark-avro_2.12:3.4.1"
   val PackageRepository: String = SparkMLRepository