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|
@@ -11,10 +11,10 @@ SynapseML requires Scala 2.12, Spark 3.2+, 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-0.11.2-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/0.11.2/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/0.11.2/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-0.11.3-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/0.11.3/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/0.11.3/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/v0.11.2?labpath=notebooks%2Ffeatures) | | ||
| Binder | [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/microsoft/SynapseML/v0.11.3?labpath=notebooks%2Ffeatures) | | ||
| Usage | [![Downloads](https://static.pepy.tech/badge/synapseml)](https://pepy.tech/project/synapseml) | | ||
<!-- markdownlint-disable MD033 --> | ||
<details open> | ||
|
@@ -95,7 +95,7 @@ In Azure Synapse notebooks please place the following in the first cell of your | |
{ | ||
"name": "synapseml", | ||
"conf": { | ||
"spark.jars.packages": "com.microsoft.azure:synapseml_2.12:0.11.2-spark3.3", | ||
"spark.jars.packages": "com.microsoft.azure:synapseml_2.12:0.11.3-spark3.3", | ||
"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", | ||
|
@@ -111,7 +111,7 @@ In Azure Synapse notebooks please place the following in the first cell of your | |
{ | ||
"name": "synapseml", | ||
"conf": { | ||
"spark.jars.packages": "com.microsoft.azure:synapseml_2.12:0.11.2,org.apache.spark:spark-avro_2.12:3.3.1", | ||
"spark.jars.packages": "com.microsoft.azure:synapseml_2.12:0.11.3,org.apache.spark:spark-avro_2.12:3.3.1", | ||
"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", | ||
|
@@ -131,15 +131,15 @@ 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_2.12:0.11.2` | ||
For the coordinates use: `com.microsoft.azure:synapseml_2.12:0.11.3` | ||
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/SynapseMLExamplesv0.11.2.dbc` | ||
`https://mmlspark.blob.core.windows.net/dbcs/SynapseMLExamplesv0.11.3.dbc` | ||
|
||
### Microsoft Fabric | ||
|
||
|
@@ -152,7 +152,7 @@ In Microsoft Fabric notebooks please place the following in the first cell of yo | |
{ | ||
"name": "synapseml", | ||
"conf": { | ||
"spark.jars.packages": "com.microsoft.azure:synapseml_2.12:0.11.2-spark3.3", | ||
"spark.jars.packages": "com.microsoft.azure:synapseml_2.12:0.11.3-spark3.3", | ||
"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", | ||
|
@@ -168,7 +168,7 @@ In Microsoft Fabric notebooks please place the following in the first cell of yo | |
{ | ||
"name": "synapseml", | ||
"conf": { | ||
"spark.jars.packages": "com.microsoft.azure:synapseml_2.12:0.11.2,org.apache.spark:spark-avro_2.12:3.3.1", | ||
"spark.jars.packages": "com.microsoft.azure:synapseml_2.12:0.11.3,org.apache.spark:spark-avro_2.12:3.3.1", | ||
"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", | ||
|
@@ -187,7 +187,7 @@ the above example, or from python: | |
```python | ||
import pyspark | ||
spark = pyspark.sql.SparkSession.builder.appName("MyApp") \ | ||
.config("spark.jars.packages", "com.microsoft.azure:synapseml_2.12:0.11.2") \ | ||
.config("spark.jars.packages", "com.microsoft.azure:synapseml_2.12:0.11.3") \ | ||
.getOrCreate() | ||
import synapse.ml | ||
``` | ||
|
@@ -198,9 +198,9 @@ SynapseML can be conveniently installed on existing Spark clusters via the | |
`--packages` option, examples: | ||
|
||
```bash | ||
spark-shell --packages com.microsoft.azure:synapseml_2.12:0.11.2 | ||
pyspark --packages com.microsoft.azure:synapseml_2.12:0.11.2 | ||
spark-submit --packages com.microsoft.azure:synapseml_2.12:0.11.2 MyApp.jar | ||
spark-shell --packages com.microsoft.azure:synapseml_2.12:0.11.3 | ||
pyspark --packages com.microsoft.azure:synapseml_2.12:0.11.3 | ||
spark-submit --packages com.microsoft.azure:synapseml_2.12:0.11.3 MyApp.jar | ||
``` | ||
|
||
### SBT | ||
|
@@ -209,7 +209,7 @@ 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" % "0.11.2" | ||
libraryDependencies += "com.microsoft.azure" % "synapseml_2.12" % "0.11.3" | ||
``` | ||
|
||
### Apache Livy and HDInsight | ||
|
@@ -223,7 +223,7 @@ Excluding certain packages from the library may be necessary due to current issu | |
{ | ||
"name": "synapseml", | ||
"conf": { | ||
"spark.jars.packages": "com.microsoft.azure:synapseml_2.12:0.11.2", | ||
"spark.jars.packages": "com.microsoft.azure:synapseml_2.12:0.11.3", | ||
"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" | ||
} | ||
} | ||
|
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