适用于 Apache Spark 3.1 的 Azure Synapse 运行时(已弃用)

Azure Synapse Analytics 支持 Apache Spark 的多个运行时。 本文档介绍适用于 Apache Spark 3.1 的 Azure Synapse 运行时的运行时组件和版本。

注意

Azure Synapse Runtime for Apache Spark 3.1 的弃用和禁用通知。

  • 2024 年 8 月 29 日, 部分池和作业禁用将开始。 我们将在 2024 年 9 月 30 日之前继续进一步全面禁用立即迁移到更高的运行时版本,否则作业将停止执行。
  • 2024 年 9 月 30 日起,将会完全禁用所有在适用于 Apache Spark 3.1 的 Azure Synapse 运行时上运行的 Spark 作业。
  • 已于 2023 年 1 月 26 日宣布终止对适用于 Apache Spark 3.1 的 Azure Synapse 运行时的支持。
  • 自 2024 年 1 月 26 日起,Azure Synapse 已停止对 Spark 3.1 运行时的官方支持。
  • 2024 年 1 月 26 日后,我们将不再处理与 Spark 3.1 相关的任何支持请求。 Spark 3.1 不会有针对 bug 或安全修补程序的发布管道。 在支持截止日期后使用 Spark 3.1 的风险由用户自行承担。 我们强烈建议不再继续使用,因为有潜在的安全和功能问题。
  • 认识到某些客户可能需要额外的时间来过渡到更高的运行时版本,我们正在暂时扩展 Spark 3.1 的使用选项,但我们不会为其提供任何官方支持。
  • 我们强烈建议主动将工作负载升级到更新版本的运行时(例如适用于 Apache Spark 3.4 的 Azure Synapse 运行时 [GA]

组件版本

组件 版本
Apache Spark 3.1.2
操作系统 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(预览版) 4.2

Scala 和 Java 库

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

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_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

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_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

Python 库

_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 库(预览版)

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

后续步骤

Apache Spark 版本之间的迁移 - 支持

有关从旧版运行时迁移到适用于 Apache Spark 3.3 或 3.4 的 Azure Synapse 运行时的指南,请参阅 Apache Spark 运行时概述