وقت تشغيل Azure Synapse ل Apache Spark 3.1 (مهمل)

يدعم Azure Synapse Analytics أوقات تشغيل متعددة لـ Apache Spark. يغطي هذا المستند مكونات وقت التشغيل وإصدارات وقت تشغيل Azure Synapse ل Apache Spark 3.1.

تنبيه

إشعار الإهمال والتعطيل لوقت تشغيل Azure Synapse ل Apache Spark 3.1.

  • في 29 أغسطس 2024، ستبدأ التجمعات الجزئية وتعطيل الوظائف. سنواصل المزيد من التعطيل الكامل بحلول 30 سبتمبر 2024. قم بالترحيل فورا إلى إصدارات وقت التشغيل الأعلى وإلا ستتوقف مهامك عن التنفيذ.
  • سيتم تعطيل جميع مهام Spark التي تعمل على Azure Synapse Runtime ل Apache Spark 3.1 بشكل كامل اعتبارا من 30 سبتمبر 2024.
  • تم الإعلان عن انتهاء دعم Azure Synapse Runtime ل Apache Spark 3.1 في 26 يناير 2023.
  • اعتبارا من 26 يناير 2024، أوقف Azure Synapse الدعم الرسمي لأوقات تشغيل Spark 3.1.
  • بعد 26 يناير 2024، لن نتناول أي تذاكر دعم تتعلق ب Spark 3.1. لن يكون هناك مسار إصدار في مكانه لإصلاحات الأخطاء أو الأمان ل Spark 3.1. استخدام Spark 3.1 بعد تاريخ قطع الدعم يتم على مسؤوليته الخاصة. ونثبط بشدة استمرار استخدامها بسبب مخاوف أمنية ووظائف محتملة.
  • إدراكا منا أن عملاء معينين قد يحتاجون إلى وقت إضافي للانتقال إلى إصدار وقت تشغيل أعلى، نقوم بتمديد خيار الاستخدام ل Spark 3.1 مؤقتا، لكننا لن نقدم أي دعم رسمي له.
  • ننصح بشدة بترقية أحمال العمل بشكل استباقي إلى إصدار أحدث من وقت التشغيل (على سبيل المثال، وقت تشغيل Azure Synapse ل Apache Spark 3.4 (GA)).

إصدارات المكون

المكون إصدار
Apache Spark 3.1.2
نظام تشغيل Ubuntu 18.04
Java 1.8.0_282
Scala 2.12.10
Hadoop 3.1.1
.NET الأساسية 3.1
.NET 2.0.0
Delta Lake 1.0
Python 3.8
R (معاينة) 4.2

مكتبات Scala وJava

HikariCP-2.5.1.jar

JLargeArrays-1.5.jar

JTransforms-3.1.jar

RoaringBitmap-0.9.0.jar

ST4-4.0.4.jar

SparkCustomEvents_3.1.2-1.0.0.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

شكل السهم 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_3_1_2-1.0.0.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

curb-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_3.0_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_3.1_2.12-1.0.0.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

مكتبات Python

_libgcc_mutex=0.1

_openmp_mutex=4.5

_py-xgboost-mutex=2.0

abseil-cpp=20210324.0

absl-py=0.13.0

مكتبة مصادقة Microsoft=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

تبييض==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

دفتر الملاحظات==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

السمات==5.3.0

typed-ast==1.4.3

virtualenv==20.14.0

websocket-client==1.1.0

widgetsnbextension==3.5.2

مكتبات R (معاينة)

abind 1.4-5

شذوذ 0.2.2

في أي وقت 0.3.9

سهم 7.0.0

askpass 1.1

تأكيد أن 0.2.1

backports 1.4.1

base64enc 0.1-3

BH 1.78.0-0

بت 4.0.4

bit64 4.0.5

blob 1.2.3

المشروب 1.0-7

brio 1.1.3

مكنسة 0.8.0

bslib 0.3.1

ذاكرة التخزين المؤقت 1.0.6

المتصل 3.7.0

سيارة 3.0-13

carData 3.0-5

علامة الإقطف 6.0-86

cellranger 1.1.0

checkmate 2.1.0

chron 2.3-56

cli 3.3.0

قصاصة 0.8.0

مساحة الألوان 2.0-3

العلامة الشائعة 1.8.0

التكوين 0.3.1

corrplot 0.92

covr 3.5.1

cpp11 0.4.2

crayon 1.5.1

بيانات الاعتماد 1.3.2

تقاطع 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

ملخص 0.6.29

dplyr 1.0.9

DT 0.22

dtplyr 1.2.1

الرسوم البيانية 1.1.1.6

علامة الحذف 0.3.2

تقييم 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

التنبؤ 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

المستقبل 1.25.0

future.apply 1.9.0

غارجل 1.2.0

generics 0.1.2

غيرت 1.6.0

ggplot2 3.3.6

gh 1.3.0

gitcreds 0.1.1

glmnet 4.1-4

globals 0.14.0

لصق 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

أعلى 0.9

hms 1.1.1

htmltools 0.5.2

htmlwidgets 1.5.4

httr 1.4.3

hwriter 1.3.2.1

المعرف 1.0.1

ini 0.3.1

المضمن 0.3.19

ipred 0.9-12

isoband 0.2.5

المكررات 1.0.14

jquerylib 0.1.4

jsonlite 1.7.2

knitr 1.39

تسمية 0.4.2

lambda.r 1.2.4

في وقت لاحق 1.3.0

الحمم 1.6.10

0.2.2 كسول

دورة الحياة 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

قوالب الخرائط 1.1-4

markdown 1.1

MatrixModels 0.5-0

matrixStats 0.62.0

مذكرة 2.0.1

mime 0.12

مينقا 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

بالتوازي 1.31.1

pbkrtest 0.5.1

الركيزة 1.7.0

pkgbuild 1.3.1

pkgconfig 2.0.3

pkgload 1.2.4

plogr 0.2.0

رسم 4.10.0

رسم رسم 3.8-1

plyr 1.8.7

المديح 1.0.0

وحدات جميلة 1.1.1

pROC 1.18.0

processx 3.5.3

prodlim 2019.11.13

التقدم 1.2.2

progressr 0.10.0

وعود 1.2.0.1

النبي 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

وصفات 0.2.0

إعادة المباراة 1.0.1

إعادة المباراة 2.1.2

أجهزة التحكم عن بعد 2.4.2

reprex 2.0.1

إعادة تشكيل 2 1.4.3

إعادة 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

مقياس 1.2.0

محدد 0.4-2

sessioninfo 1.2.2

الشكل 1.4.6

شريط التمرير 0.2.2

المصدر 0.1.7

sp 1.4-7

sparklyr 1.5.2

SparseM 1.81

sqldf 0.4-11

SQUAREM 2021.1

ستانهيدرز 2.21.0-7

stringi 1.7.6

stringr 1.4.0

كنس 0.2.3

sys 3.4

testthat 3.1.4

3.1.7

tibbletime 0.1.6

tidyr 1.2.0

تحديد 1.1.2

tidyverse 1.3.1

timeDate 3043.102

timetk 2.8.0

نص صغير 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

حديقة 1.8-10

الخطوات التالية

الترحيل بين إصدارات Apache Spark - الدعم

للحصول على إرشادات حول الترحيل من إصدارات وقت التشغيل الأقدم إلى وقت تشغيل Azure Synapse ل Apache Spark 3.3 أو 3.4، راجع وقت التشغيل ل Apache Spark Overview.