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.