Azure Synapse Runtime für Apache Spark 3.1 (veraltet)
Azure Synapse Analytics unterstützt mehrere Runtimes für Apache Spark. Dieses Dokument behandelt die Laufzeitkomponenten und -versionen für die Azure Synapse-Runtime für Apache Spark 3.1.
Achtung
Deprecation and disablement notification for Azure Synapse Runtime for Apache Spark 3.1.
- Am 29. August 2024 werden Teilpools und Stellen deaktiviert. Die vollständige Deaktivierung wird bis zum 30. September 2024 fortgesetzt . Migrieren Sie sofort zu höheren Laufzeitversionen, andernfalls werden ihre Aufträge nicht mehr ausgeführt.
- Alle Spark-Aufträge, die auf Azure Synapse Runtime für Apache Spark 3.1 ausgeführt werden, werden ab dem 30. September 2024 vollständig deaktiviert.
- Ende des Supports für Azure Synapse Runtime für Apache Spark 3.1 angekündigt 26. Januar 2023.
- Ab dem 26. Januar 2024 hat die Azure Synapse die offizielle Unterstützung für Spark 3.1 Runtimes gestoppt.
- Nach dem 26. Januar 2024 werden wir keine Supporttickets im Zusammenhang mit Spark 3.1 adressieren. Es gibt keine Releasepipeline für Fehler- oder Sicherheitsfixes für Spark 3.1. Die Nutzung von Spark 3.1 nach dem Stichtag der Unterstützung erfolgt auf eigenes Risiko. Aufgrund potenzieller Sicherheits- und Funktionalitätsbedenken raten wir dringend davon ab.
- In der Erkenntnis, dass bestimmte Kunden möglicherweise zusätzliche Zeit benötigen, um zu einer höheren Laufzeitversion zu wechseln, erweitern wir vorübergehend die Nutzungsoption für Spark 3.1, aber wir werden keinen offiziellen Support dafür bereitstellen.
- Wir raten dringend davon ab, Workloads proaktiv auf eine neuere Version der Laufzeit zu aktualisieren (z. B. Azure Synapse Runtime für Apache Spark 3.4 (GA)).
Komponentenversionen
| Komponente | Version |
|---|---|
| Apache Spark | 3.1.2 |
| Betriebssystem | Ubuntu 18.04 |
| Java | 1.8.0_282 |
| Scala | 2.12.10 |
| Hadoop | 3.1.1 |
| .NET Core | 3.1 |
| .NET | 2.0.0 |
| Delta Lake | 1.0 |
| Python | 3.8 |
| R (Preview) | 4,2 |
Scala- und Java-Bibliotheken
HikariCP-2.5.1.jar
JLargeArrays-1.5.jar
JTransforms-3.1.jar
RoaringBitmap-0.9.0.jar
ST4-4.0.4.jar
SparkCustomEvents-1.2-1.0.0.jar
TokenLibrary-assembly-1.0.jar
VegasConnector-1.0.25.1_2.12.jar
accessors-smart-1.2.jar
activation-1.1.1.jar
adal4j-1.6.3.jar
aircompressor-0.10.jar
algebra_2.12-2.0.0-M2.jar
animal-sniffer-annotations-1.17.jar
antlr-runtime-3.5.2.jar
antlr4-runtime-4.8-1.jar
aopalliance-1.0.jar
aopalliance-repackaged-2.6.1.jar
apache-log4j-extras-1.2.17.jar
arpack_combined_all-0.1.jar
arrow-format-2.0.0.jar
arrow-memory-core-2.0.0.jar
arrow-memory-netty-2.0.0.jar
arrow-vector-2.0.0.jar
avro-1.8.2.jar
avro-ipc-1.8.2.jar
avro-mapred-1.8.2-hadoop2.jar
aws-java-sdk-bundle-1.11.375.jar
azure-eventhubs-3.3.0.jar
azure-eventhubs-spark_2.12-2.3.21.jar
azure-keyvault-core-1.0.0.jar
azure-storage-7.0.1.jar
azure-synapse-ml-pandas_2.12-1.0.0.jar
azure-synapse-ml-predict_2.12-1.0.jar
bcpkix-jdk15on-1.60.jar
bcprov-jdk15on-1.60.jar
bonecp-0.8.0.RELEASE.jar
breeze-macros_2.12-1.0.jar
breeze_2.12-1.0.jar
cats-kernel_2.12-2.0.0-M4.jar
checker-qual-2.8.1.jar
chill-java-0.9.5.jar
chill_2.12-0.9.5.jar
client-sdk-1.14.0.jar
cntk-2.4.jar
commons-beanutils-1.9.4.jar
commons-cli-1.2.jar
commons-codec-1.10.jar
commons-collections-3.2.2.jar
commons-compiler-3.0.16.jar
commons-compress-1.20.jar
commons-configuration2-2.1.1.jar
commons-crypto-1.1.0.jar
commons-daemon-1.0.13.jar
commons-dbcp-1.4.jar
commons-httpclient-3.1.jar
commons-io-2.5.jar
commons-lang-2.6.jar
commons-lang3-3.10.jar
commons-logging-1.1.3.jar
commons-math3-3.4.1.jar
commons-net-3.1.jar
commons-pool-1.5.4.jar
commons-pool2-2.6.2.jar
commons-text-1.6.jar
compress-lzf-1.0.3.jar
config-1.3.4.jar
core-1.1.2.jar
cosmos-analytics-spark-connector_3-1_2-12-assembly-3.0.4.jar
cudf-21.10.0-cuda11.jar
curator-client-2.12.0.jar
curator-framework-2.12.0.jar
curator-recipes-2.12.0.jar
datanucleus-api-jdo-4.2.4.jar
datanucleus-core-4.1.6.jar
datanucleus-rdbms-4.1.19.jar
delta-core_2.12-1.0.0.2b.jar
derby-10.12.1.1.jar
dnsjava-2.1.7.jar
dropwizard-metrics-hadoop-metrics2-reporter-0.1.2.jar
ehcache-3.3.1.jar
error_prone_annotations-2.3.2.jar
failureaccess-1.0.1.jar
flatbuffers-java-1.9.0.jar
fluent-logger-jar-with-dependencies.jar
geronimo-jcache_1.0_spec-1.0-alpha-1.jar
gson-2.2.4.jar
guava-28.0-jre.jar
guice-4.0.jar
guice-servlet-4.0.jar
hadoop-annotations-3.1.1.5.0-50849917.jar
hadoop-auth-3.1.1.5.0-50849917.jar
hadoop-aws-3.1.1.5.0-50849917.jar
hadoop-azure-3.1.1.5.0-50849917.jar
hadoop-client-3.1.1.5.0-50849917.jar
hadoop-common-3.1.1.5.0-50849917.jar
hadoop-hdfs-client-3.1.1.5.0-50849917.jar
hadoop-mapreduce-client-common-3.1.1.5.0-50849917.jar
hadoop-mapreduce-client-core-3.1.1.5.0-50849917.jar
hadoop-mapreduce-client-jobclient-3.1.1.5.0-50849917.jar
hadoop-openstack-3.1.1.5.0-50849917.jar
hadoop-yarn-api-3.1.1.5.0-50849917.jar
hadoop-yarn-client-3.1.1.5.0-50849917.jar
hadoop-yarn-common-3.1.1.5.0-50849917.jar
hadoop-yarn-registry-3.1.1.5.0-50849917.jar
hadoop-yarn-server-common-3.1.1.5.0-50849917.jar
hadoop-yarn-server-web-proxy-3.1.1.5.0-50849917.jar
hdinsight-spark-metrics_2_4-1.0.0.jar
hive-beeline-2.3.7.jar
hive-cli-2.3.7.jar
hive-common-2.3.7.jar
hive-exec-2.3.7-core.jar
hive-jdbc-2.3.7.jar
hive-llap-common-2.3.7.jar
hive-metastore-2.3.7.jar
hive-serde-2.3.7.jar
hive-service-rpc-3.1.2.jar
hive-shims-0.23-2.3.7.jar
hive-shims-2.3.7.jar
hive-shims-common-2.3.7.jar
hive-shims-scheduler-2.3.7.jar
hive-storage-api-2.7.2.jar
hive-vector-code-gen-2.3.7.jar
hk2-api-2.6.1.jar
hk2-locator-2.6.1.jar
hk2-utils-2.6.1.jar
htrace-core4-4.1.0-incubating.jar
httpclient-4.5.6.jar
httpcore-4.4.12.jar
httpmime-4.5.6.jar
hyperspace-core-spark3.1_2.12-0.5.0-synapse.jar
isolation-forest_3.0.0_2.12-1.0.1.jar
istack-commons-runtime-3.0.8.jar
ivy-2.4.0.jar
j2objc-annotations-1.3.jar
jackson-annotations-2.10.0.jar
jackson-core-2.10.0.jar
jackson-core-asl-1.9.13.jar
jackson-databind-2.10.0.jar
jackson-dataformat-cbor-2.10.0.jar
jackson-jaxrs-base-2.10.0.jar
jackson-jaxrs-json-provider-2.10.0.jar
jackson-mapper-asl-1.9.13.jar
jackson-module-jaxb-annotations-2.10.0.jar
jackson-module-paranamer-2.10.0.jar
jackson-module-scala_2.12-2.10.0.jar
jakarta.activation-api-1.2.1.jar
jakarta.annotation-api-1.3.5.jar
jakarta.inject-2.6.1.jar
jakarta.servlet-api-4.0.3.jar
jakarta.validation-api-2.0.2.jar
jakarta.ws.rs-api-2.1.6.jar
jakarta.xml.bind-api-2.3.2.jar
janino-3.0.16.jar
javassist-3.25.0-GA.jar
javatuples-1.2.jar
javax.inject-1.jar
javax.jdo-3.2.0-m3.jar
javolution-5.5.1.jar
jaxb-api-2.2.11.jar
jaxb-runtime-2.3.2.jar
jcip-annotations-1.0-1.jar
jcl-over-slf4j-1.7.30.jar
jdo-api-3.0.1.jar
jersey-client-2.30.jar
jersey-common-2.30.jar
jersey-container-servlet-2.30.jar
jersey-container-servlet-core-2.30.jar
jersey-entity-filtering-2.30.jar
jersey-hk2-2.30.jar
jersey-media-jaxb-2.30.jar
jersey-media-json-jackson-2.30.jar
jersey-server-2.30.jar
jetty-util-9.4.40.v20210413.jar
jetty-util-ajax-9.4.40.v20210413.jar
jline-2.14.6.jar
joda-time-2.10.5.jar
jodd-core-3.5.2.jar
jpam-1.1.jar
jsch-0.1.54.jar
json-1.8.jar
json-20090211.jar
json-simple-1.1.jar
json-smart-2.3.jar
json4s-ast_2.12-3.7.0-M5.jar
json4s-core_2.12-3.7.0-M5.jar
json4s-jackson_2.12-3.7.0-M5.jar
json4s-scalap_2.12-3.7.0-M5.jar
jsp-api-2.1.jar
jsr305-3.0.0.jar
jta-1.1.jar
jul-to-slf4j-1.7.30.jar
kafka-clients-2.4.1.5.0-50849917.jar
kerb-admin-1.0.1.jar
kerb-client-1.0.1.jar
kerb-common-1.0.1.jar
kerb-core-1.0.1.jar
kerb-crypto-1.0.1.jar
kerb-identity-1.0.1.jar
kerb-server-1.0.1.jar
kerb-simplekdc-1.0.1.jar
kerb-util-1.0.1.jar
kerby-asn1-1.0.1.jar
kerby-config-1.0.1.jar
kerby-pkix-1.0.1.jar
kerby-util-1.0.1.jar
kerby-xdr-1.0.1.jar
kryo-shaded-4.0.2.jar
kusto-data-2.7.0.jar
kusto-ingest-2.7.0.jar
kusto-spark_2.4_2.12-2.7.5.jar
leveldbjni-all-1.8.jar
libfb303-0.9.3.jar
libthrift-0.12.0.jar
libvegasjni.so
lightgbmlib-3.2.110.jar
listenablefuture-9999.0-empty-to-avoid-conflict-with-guava.jar
log4j-1.2.17.jar
lz4-java-1.7.1.jar
machinist_2.12-0.6.8.jar
macro-compat_2.12-1.1.1.jar
mdsdclientdynamic-2.0.jar
metrics-core-4.1.1.jar
metrics-graphite-4.1.1.jar
metrics-jmx-4.1.1.jar
metrics-json-4.1.1.jar
metrics-jvm-4.1.1.jar
microsoft-catalog-metastore-client-1.0.57.jar
microsoft-log4j-etwappender-1.0.jar
microsoft-spark.jar
minlog-1.3.0.jar
mmlspark-1.0.0-rc3-179-327be83c-SNAPSHOT.jar
mmlspark-cognitive-1.0.0-rc3-179-327be83c-SNAPSHOT.jar
mmlspark-core-1.0.0-rc3-179-327be83c-SNAPSHOT.jar
mmlspark-deep-learning-1.0.0-rc3-179-327be83c-SNAPSHOT.jar
mmlspark-lightgbm-1.0.0-rc3-179-327be83c-SNAPSHOT.jar
mmlspark-opencv-1.0.0-rc3-179-327be83c-SNAPSHOT.jar
mmlspark-vw-1.0.0-rc3-179-327be83c-SNAPSHOT.jar
mssql-jdbc-8.4.1.jre8.jar
mysql-connector-java-8.0.18.jar
netty-all-4.1.51.Final.jar
nimbus-jose-jwt-4.41.1.jar
notebook-utils-3.0.0-20211110.6.jar
objenesis-2.6.jar
okhttp-2.7.5.jar
okio-1.14.0.jar
onnxruntime_gpu-1.8.1.jar
opencsv-2.3.jar
opencv-3.2.0-1.jar
orc-core-1.5.12.jar
orc-mapreduce-1.5.12.jar
orc-shims-1.5.12.jar
oro-2.0.8.jar
osgi-resource-locator-1.0.3.jar
paranamer-2.8.jar
parquet-column-1.10.1.jar
parquet-common-1.10.1.jar
parquet-encoding-1.10.1.jar
parquet-format-2.4.0.jar
parquet-hadoop-1.10.1.jar
parquet-jackson-1.10.1.jar
peregrine-spark-0.9.jar
postgresql-42.2.9.jar
protobuf-java-2.5.0.jar
proton-j-0.33.8.jar
py4j-0.10.9.jar
pyrolite-4.30.jar
qpid-proton-j-extensions-1.2.4.jar
rapids-4-spark_2.12-21.10.0.jar
re2j-1.1.jar
scala-collection-compat_2.12-2.1.1.jar
scala-compiler-2.12.10.jar
scala-java8-compat_2.12-0.9.0.jar
scala-library-2.12.10.jar
scala-parser-combinators_2.12-1.1.2.jar
scala-reflect-2.12.10.jar
scala-xml_2.12-1.2.0.jar
scalactic_2.12-3.0.5.jar
shapeless_2.12-2.3.3.jar
shims-0.9.0.jar
slf4j-api-1.7.30.jar
slf4j-log4j12-1.7.16.jar
snappy-java-1.1.8.2.jar
spark-3.1-rpc-history-server-app-listener_2.12-1.0.0.jar
spark-3.1-rpc-history-server-core_2.12-1.0.0.jar
spark-avro_2.12-3.1.2.5.0-50849917.jar
spark-catalyst_2.12-3.1.2.5.0-50849917.jar
spark-cdm-connector-assembly-1.19.2.jar
spark-core_2.12-3.1.2.5.0-50849917.jar
spark-enhancement_2.12-3.1.2.5.0-50849917.jar
spark-enhancementui_2.12-1.1.0.jar
spark-graphx_2.12-3.1.2.5.0-50849917.jar
spark-hadoop-cloud_2.12-3.1.2.5.0-50849917.jar
spark-hive-thriftserver_2.12-3.1.2.5.0-50849917.jar
spark-hive_2.12-3.1.2.5.0-50849917.jar
spark-kusto-synapse-connector-12-1.0.0.jar
spark-kvstore_2.12-3.1.2.5.0-50849917.jar
spark-launcher_2.12-3.1.2.5.0-50849917.jar
spark-microsoft-telemetry_2.12-3.1.2.5.0-50849917.jar
spark-microsoft-tools_2.12-3.1.2.5.0-50849917.jar
spark-mllib-local_2.12-3.1.2.5.0-50849917.jar
spark-mllib_2.12-3.1.2.5.0-50849917.jar
spark-mssql-connector-1.2.0.jar
spark-network-common_2.12-3.1.2.5.0-50849917.jar
spark-network-shuffle_2.12-3.1.2.5.0-50849917.jar
spark-repl_2.12-3.1.2.5.0-50849917.jar
spark-sketch_2.12-3.1.2.5.0-50849917.jar
spark-sql-kafka-0-10_2.12-3.1.2.5.0-50849917.jar
spark-sql_2.12-3.1.2.5.0-50849917.jar
spark-streaming-kafka-0-10-assembly_2.12-3.1.2.5.0-50849917.jar
spark-streaming-kafka-0-10_2.12-3.1.2.5.0-50849917.jar
spark-streaming_2.12-3.1.2.5.0-50849917.jar
spark-tags_2.12-3.1.2.5.0-50849917.jar
spark-token-provider-kafka-0-10_2.12-3.1.2.5.0-50849917.jar
spark-unsafe_2.12-3.1.2.5.0-50849917.jar
spark-yarn_2.12-3.1.2.5.0-50849917.jar
spark_diagnostic_cli-1.0.10_spark-3.1.2.jar
spire-macros_2.12-0.17.0-M1.jar
spire-platform_2.12-0.17.0-M1.jar
spire-util_2.12-0.17.0-M1.jar
spire_2.12-0.17.0-M1.jar
spray-json_2.12-1.3.2.jar
sqlanalyticsconnector_3.1.2-1.0.1.jar
stax-api-1.0.1.jar
stax2-api-3.1.4.jar
stream-2.9.6.jar
structuredstreamforspark_2.12-3.0.1-2.1.3.jar
super-csv-2.2.0.jar
synapse-spark-telemetry_2.12-0.0.6.jar
synfs-3.0.0-20211110.6.jar
threeten-extra-1.5.0.jar
token-provider-1.0.1.jar
transaction-api-1.1.jar
univocity-parsers-2.9.1.jar
velocity-1.5.jar
vw-jni-8.9.1.jar
wildfly-openssl-1.0.7.Final.jar
woodstox-core-5.0.3.jar
xbean-asm7-shaded-4.15.jar
xz-1.5.jar
zookeeper-3.4.6.5.0-50849917.jar
zstd-jni-1.4.8-1.jar
Python-Bibliotheken
_libgcc_mutex=0.1
_openmp_mutex=4.5
_py-xgboost-mutex=2.0
abseil-cpp=20210324.0
absl-py=0.13.0
Microsoft Authentication Library=1.2.7
adlfs=0.7.7
aiohttp=3.7.4.post0
alsa-lib=1.2.3
appdirs=1.4.4
arrow-cpp=3.0.0
astor=0.8.1
astunparse=1.6.3
async-timeout=3.0.1
attrs=21.2.0
aws-c-cal=0.5.11
aws-c-common=0.6.2
aws-c-event-stream=0.2.7
aws-c-io=0.10.5
aws-checksums=0.1.11
aws-sdk-cpp=1.8.186
azure-datalake-store=0.0.51
azure-identity=2021.03.15b1
azure-storage-blob=12.8.1
backcall==0.2.0
backports==1.0
backports.functools_lru_cache=1.6.4
beautifulsoup4=4.9.3
blas=2.109
blas-devel=3.9.0=9_mkl
blinker=1.4
blosc=1.21.0
bokeh=2.3.2
brotli=1.0.9
brotli-bin=1.0.9
brotli-python=1.0.9
brotlipy=0.7.0
brunsli=0.1
bzip2=1.0.8
c-ares=1.17.1
ca-certificates=2021.7.5
cachetools=4.2.2
cairo==1.16.0
certifi=2021.5.30
cffi=1.14.5
chardet=4.0.0
charls=2.2.0
Select=8.0.1
cloudpickle=1.6.0
conda=4.9.2
conda-package-handling=1.7.3
configparser=5.0.2
cryptography=3.4.7
cudatoolkit=11.1.1
cycler=0.10.0
cython=0.29.23
cytoolz=0.11.0
dash=1.20.0
dash-core-components=1.16.0
dash-html-components=1.1.3
dash-renderer=1.9.1
dash-table=4.11.3
dash_cytoscape=0.2.0
dask-core=2021.6.2
databricks-cli=0.12.1
dataclasses=0.8
dbus==1.13.18
debugpy=1.3.0
decorator=4.4.2
dill=0.3.4
entrypoints=0.3
et_xmlfile=1.1.0
expat=2.4.1
fire=0.4.0
flask=2.0.1
flask-compress=1.10.1
fontconfig=2.13.1
freetype=2.10.4
fsspec=2021.6.1
future=0.18.2
gast=0.3.3
gensim=3.8.3
geographiclib=1.52
geopy=2.1.0
gettext=0.21.0
gevent=21.1.2
gflags=2.2.2
giflib=5.2.1
gitdb=4.0.7
gitpython=3.1.18
glib=2.68.3
glib-tools=2.68.3
glog=0.5.0
gobject-introspection=1.68.0
google-auth=1.32.1
google-auth-oauthlib=0.4.1
google-pasta=0.2.0
greenlet=1.1.0
grpc-cpp=1.37.1
grpcio=1.37.1
gst-plugins-base=1.18.4
gstreamer=1.18.4
h5py=2.10.0
hdf5=1.10.6
html5lib=1.1
hummingbird-ml=0.4.0
icu=68.1
idna=2.10
imagecodecs=2021.3.31
imageio=2.9.0
importlib-metadata=4.6.1
intel-openmp=2021.2.0
interpret=0.2.4
interpret-core=0.2.4
ipykernel=6.0.1
ipython=7.23.1
ipython_genutils=0.2.0
isodate=0.6.0
itsdangerous=2.0.1
jdcal=1.4.1
jedi=0.18.0
jinja2=3.0.1
joblib=1.0.1
jpeg=9d
jupyter_client=6.1.12
jupyter_core=4.7.1
jxrlib=1.1
keras-applications=1.0.8
keras-preprocessing=1.1.2
keras2onnx=1.6.5
kiwisolver=1.3.1
koalas=1.8.0
krb5=1.19.1
lcms2=2.12
ld_impl_linux-64=2.36.1
lerc=2.2.1
liac-arff=2.5.0
libaec=1.0.5
libblas=3.9.0=9_mkl
libbrotlicommon=1.0.9
libbrotlidec=1.0.9
libbrotlienc=1.0.9
libcblas=3.9.0=9_mkl
libclang=11.1.0
libcurl=7.77.0
libdeflate=1.7
libedit=3.1.20210216
libev=4.33
libevent=2.1.10
libffi=3.3
libgcc-ng=9.3.0
libgfortran-ng=9.3.0
libgfortran5=9.3.0
libglib=2.68.3
libiconv=1.16
liblapack=3.9.0=9_mkl
liblapacke=3.9.0=9_mkl
libllvm10=10.0.1
libllvm11=11.1.0
libnghttp2=1.43.0
libogg=1.3.5
libopus=1.3.1
libpng=1.6.37
libpq=13.3
libprotobuf=3.15.8
libsodium=1.0.18
libssh2=1.9.0
libstdcxx-ng=9.3.0
libthrift=0.14.1
libtiff=4.2.0
libutf8proc=2.6.1
libuuid=2.32.1
libuv=1.41.1
libvorbis=1.3.7
libwebp-base=1.2.0
libxcb=1.14
libxgboost=1.4.0
libxkbcommon=1.0.3
libxml2=2.9.12
libzopfli=1.0.3
lightgbm=3.2.1
lime=0.2.0.1
llvm-openmp=11.1.0
llvmlite=0.36.0
locket=0.2.1
lz4-c=1.9.3
markdown=3.3.4
markupsafe=2.0.1
matplotlib=3.4.2
matplotlib-base=3.4.2
matplotlib-inline=0.1.2
mkl=2021.2.0
mkl-devel=2021.2.0
mkl-include=2021.2.0
mleap=0.17.0
mlflow-skinny=1.18.0
msal=2021.06.08
msal-extensions=2021.06.08
msrest=2021.06.01
multidict=5.1.0
mysql-common=8.0.25
mysql-libs=8.0.25
ncurses=6.2
networkx=2.5.1
ninja=1.10.2
nltk=3.6.2
nspr=4.30
nss=3.67
numba=0.53.1
numpy=1.19.4
oauthlib=3.1.1
olefile=0.46
onnx=1.9.0
onnxconverter-common=1.7.0
onnxmltools=1.7.0
onnxruntime=1.7.2
openjpeg=2.4.0
openpyxl=3.0.7
openssl=1.1.1k
opt_einsum=3.3.0
orc=1.6.7
packaging=21.0
pandas=1.2.3
parquet-cpp=1.5.1=1
parso=0.8.2
partd=1.2.0
patsy=0.5.1
pcre=8.45
pexpect=4.8.0
pickleshare=0.7.5
pillow=8.2.0
pip=21.1.1
pixman=0.40.0
plotly=4.14.3
pmdarima=1.8.2
pooch=1.4.0
portalocker=1.7.1
prompt-toolkit=3.0.19
protobuf=3.15.8
psutil=5.8.0
ptyprocess=0.7.0
py-xgboost=1.4.0
py4j=0.10.9
pyarrow=3.0.0
pyasn1=0.4.8
pyasn1-modules=0.2.8
pycairo=1.20.1
pycosat=0.6.3
pycparser=2.20
pygments=2.9.0
pygobject=3.40.1
pyjwt=2.1.0
pyodbc=4.0.30
pyopenssl=20.0.1
pyparsing=2.4.7
pyqt=5.12.3
pyqt-impl=5.12.3
pyqt5-sip=4.19.18
pyqtchart=5.12
pyqtwebengine=5.12.1
pysocks=1.7.1
python=3.8.10
python-dateutil=2.8.1
python-flatbuffers=1.12
python_abi=3.8=2_cp38
pytorch=1.8.1.8_cuda11.1_cudnn8.0.5_0
pytz=2021.1
pyu2f=0.1.5
pywavelets=1.1.1
pyyaml=5.4.1
pyzmq=22.1.0
qt=5.12.9
re2=2021.04.01
readline=8.1
regex=2021.7.6
requests=2.25.1
requests-oauthlib=1.3.0
retrying=1.3.3
rsa=4.7.2
ruamel_yaml=0.15.100
s2n=1.0.10
salib=1.3.11
scikit-image=0.18.1
scikit-learn=0.23.2
scipy=1.5.3
seaborn=0.11.1
seaborn-base=0.11.1
setuptools=49.6.0
shap=0.39.0
six=1.16.0
skl2onnx=1.8.0.1
sklearn-pandas=2.2.0
slicer=0.0.7
smart_open=5.1.0
smmap=3.0.5
snappy=1.1.8
soupsieve=2.2.1
sqlite=3.36.0
statsmodels=0.12.2
tabulate=0.8.9
tenacity=7.0.0
tensorboard=2.4.1
tensorboard-plugin-wit=1.8.0
tensorflow=2.4.1
tensorflow-base=2.4.1
tensorflow-estimator=2.4.0
termcolor=1.1.0
textblob=0.15.3
threadpoolctl=2.1.0
tifffile=2021.4.8
tk=8.6.10
toolz=0.11.1
tornado=6.1
tqdm=4.61.2
traitlets=5.0.5
typing-extensions=3.10.0.0
typing_extensions=3.10.0.0
unixodbc=2.3.9
urllib3=1.26.4
wcwidth=0.2.5
webencodings=0.5.1
werkzeug=2.0.1
wheel=0.36.2
wrapt=1.12.1
xgboost=1.4.0
xorg-kbproto=1.0.7
xorg-libice=1.0.10
xorg-libsm=1.2.3
xorg-libx11=1.7.2
xorg-libxext=1.3.4
xorg-libxrender=0.9.10
xorg-renderproto=0.11.1
xorg-xextproto=7.3.0
xorg-xproto=7.0.31
xz=5.2.5
yaml=0.2.5
yarl=1.6.3
zeromq=4.3.4
zfp=0.5.5
zipp=3.5.0
zlib=1.2.11
zope.event=4.5.0
zope.interface=5.4.0
zstd=1.4.9
applicationinsights==0.11.10
argon2-cffi==21.3.0
argon2-cffi-bindings==21.2.0
azure-common==1.1.27
azure-core==1.16.0
azure-graphrbac==0.61.1
azure-identity==1.4.1
azure-mgmt-authorization==0.61.0
azure-mgmt-containerregistry==8.0.0
azure-mgmt-core==1.3.0
azure-mgmt-keyvault==2.2.0
azure-mgmt-resource==13.0.0
azure-mgmt-storage==11.2.0
azureml-core==1.34.0
azureml-dataprep==2.22.2
azureml-dataprep-native==38.0.0
azureml-dataprep-rslex==1.20.2
azureml-dataset-runtime==1.34.0
azureml-mlflow==1.34.0
azureml-opendatasets==1.34.0
azureml-telemetry==1.34.0
backports-tempfile==1.0
backports-weakref==1.0.post1
bleach==5.0.1
contextlib2==0.6.0.post1
defusedxml==0.7.1
distlib==0.3.6
distro==1.7.0
docker==4.4.4
dotnetcore2==2.1.23
fastjsonschema==2.16.1
filelock==3.8.0
fusepy==3.0.1
importlib-resources==5.9.0
ipywidgets==7.6.3
jeepney==0.6.0
jmespath==0.10.0
jsonpickle==2.0.0
jsonschema==4.15.0
jupyterlab-pygments==0.2.2
jupyterlab-widgets==3.0.3
kqlmagiccustom==0.1.114.post8
lxml==4.6.5
mistune==2.0.4
msal-extensions==0.2.2
msrestazure==0.6.4
mypy==0.780
mypy-extensions==0.4.3
nbclient==0.6.7
nbconvert==7.0.0
nbformat==5.4.0
ndg-httpsclient==0.5.1
nest-asyncio==1.5.5
notebook==6.4.12
pandasql==0.7.3
pandocfilters==1.5.0
pathspec==0.8.1
pkgutil-resolve-name==1.3.10
platformdirs==2.5.2
prettytable==2.4.0
prometheus-client==0.14.1
pyperclip==1.8.2
pyrsistent==0.18.1
pyspark==3.1.2
ruamel-yaml==0.17.4
ruamel-yaml-clib==0.2.6
secretstorage==3.3.1
send2trash==1.8.0
sqlalchemy==1.4.20
terminado==0.15.0
tinycss2==1.1.1
torchvision==0.9.1
traitlets==5.3.0
typed-ast==1.4.3
virtualenv==20.14.0
websocket-client==1.1.0
widgetsnbextension==3.5.2
R-Bibliotheken (Vorschau)
abind 1.4-5
anomalize 0.2.2
anytime 0.3.9
arrow 7.0.0
askpass 1.1
assertthat 0.2.1
backports 1.4.1
base64enc 0.1-3
BH 1.78.0-0
bit 4.0.4
bit64 4.0.5
blob 1.2.3
brew 1.0-7
brio 1.1.3
broom 0.8.0
bslib 0.3.1
cachem 1.0.6
callr 3.7.0
car 3.0-13
carData 3.0-5
caret 6.0-86
cellranger 1.1.0
checkmate 2.1.0
chron 2.3-56
cli 3.3.0
clipr 0.8.0
colorspace 2.0-3
commonmark 1.8.0
config 0.3.1
corrplot 0.92
covr 3.5.1
cpp11 0.4.2
crayon 1.5.1
credentials 1.3.2
crosstalk 1.2.0
curl 4.3.2
data.table 1.14.2
DBI 1.1.2
dbplyr 2.1.1
desc 1.4.1
devtools 2.3.2
diffobj 0.3.5
digest 0.6.29
dplyr 1.0.9
DT 0.22
dtplyr 1.2.1
dygraphs 1.1.1.6
ellipsis 0.3.2
evaluate 0.15
extraDistr 1.9.1
fansi 1.0.3
farver 2.1.0
fastmap 1.1.0
forcats 0.5.1
foreach 1.5.2
forecast 8.13
forge 0.2.0
formatR 1.12
fracdiff 1.5-1
fs 1.5.2
furrr 0.3.0
futile.logger 1.4.3
futile.options 1.0.1
future 1.25.0
future.apply 1.9.0
gargle 1.2.0
generics 0.1.2
gert 1.6.0
ggplot2 3.3.6
gh 1.3.0
gitcreds 0.1.1
glmnet 4.1-4
globals 0.14.0
glue 1.6.2
gower 1.0.0
gridExtra 2.3
gsubfn 0.7
gtable 0.3.0
gtools 3.8.2
hardhat 0.2.0
haven 2.5.0
highr 0.9
hms 1.1.1
htmltools 0.5.2
htmlwidgets 1.5.4
httr 1.4.3
hwriter 1.3.2.1
IDs 1.0.1
ini 0.3.1
inline 0.3.19
ipred 0.9-12
isoband 0.2.5
iterators 1.0.14
jquerylib 0.1.4
jsonlite 1.7.2
knitr 1.39
labeling 0.4.2
lambda.r 1.2.4
later 1.3.0
lava 1.6.10
lazyeval 0.2.2
lifecycle 1.0.1
listenv 0.8.0
lme4 1.1-29
lmtest 0.9-40
loo 2.5.1
lubridate 1.8.0
magrittr 2.0.3
maptools 1.1-4
markdown 1.1
MatrixModels 0.5-0
matrixStats 0.62.0
memoise 2.0.1
mime 0.12
minqa 1.2.4
ModelMetrics 1.2.2.2
modelr 0.1.8
munsell 0.5.0
nloptr 2.0.1
notebookutils 3.1.2-20220721.3
numDeriv 2016.8-1.1
openssl 2.0.0
padr 0.6.0
parallelly 1.31.1
pbkrtest 0.5.1
pillar 1.7.0
pkgbuild 1.3.1
pkgconfig 2.0.3
pkgload 1.2.4
plogr 0.2.0
plotly 4.10.0
plotrix 3.8-1
plyr 1.8.7
praise 1.0.0
prettyunits 1.1.1
pROC 1.18.0
processx 3.5.3
prodlim 2019.11.13
progress 1.2.2
progressr 0.10.0
promises 1.2.0.1
prophet 0.6.1
proto 1.0.0
ps 1.7.0
purrr 0.3.4
quadprog 1.5-8
quantmod 0.4.20
quantreg 5.93
R.methodsS3 1.8.1
R.oo 1.24.0
R.utils 2.12.0
r2d3 0.2.6
R6 2.5.1
randomForest 4.7-1
rappdirs 0.3.3
rcmdcheck 1.4.0
RColorBrewer 1.1-3
Rcpp 1.0.8.3
RcppArmadillo 0.11.0.0.0
RcppEigen 0.3.3.9.2
RcppParallel 5.1.5
RcppRoll 0.3.0
readr 2.1.2
readxl 1.4.0
recipes 0.2.0
rematch 1.0.1
rematch2 2.1.2
remotes 2.4.2
reprex 2.0.1
reshape2 1.4.3
reticulate 1.18
rex 1.2.1
rlang 1.0.2
rmarkdown 2.14
RODBC 1.3-19
roxygen2 7.1.2
rprojroot 2.0.3
rsample 0.1.1
RSQLite 2.2.13
rstan 2.21.5
rstantools 2.2.0
rstatix 0.7.0
rstudioapi 0.13
rversions 2.1.1
rvest 1.0.2
sass 0.4.1
scales 1.2.0
selectr 0.4-2
sessioninfo 1.2.2
shape 1.4.6
slider 0.2.2
sourcetools 0.1.7
sp 1.4-7
sparklyr 1.5.2
SparseM 1.81
sqldf 0.4-11
SQUAREM 2021.1
StanHeaders 2.21.0-7
stringi 1.7.6
stringr 1.4.0
sweep 0.2.3
sys 3.4
testthat 3.1.4
tibble 3.1.7
tibbletime 0.1.6
tidyr 1.2.0
tidyselect 1.1.2
tidyverse 1.3.1
timeDate 3043.102
timetk 2.8.0
tinytex 0.38
tseries 0.10-51
tsfeatures 1.0.2
TTR 0.24.3
tzdb 0.3.0
urca 1.3-0
usethis 2.1.5
utf8 1.2.2
uuid 1.1-0
vctrs 0.4.1
viridisLite 0.4.0
vroom 1.5.7
waldo 0.4.0
warp 0.2.0
whisker 0.4
withr 2.5.0
xfun 0.30
xml2 1.3.3
xopen 1.0.0
xtable 1.8-4
xts 0.12.1
yaml 2.3.5
zip 2.2.0
zoo 1.8-10
Nächste Schritte
Migration zwischen Apache Spark-Versionen – Unterstützung
Anleitungen zum Migrieren von älteren Laufzeitversionen zu Azure Synapse Runtime für Apache Spark 3.3 oder 3.4 finden Sie unter Runtime for Apache Spark Overview.