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適用於 Apache Spark 3.1 的 Azure Synapse Runtime (已淘汰)

Azure Synapse Analytics 支援 Apache Spark 的多個運行時間。 本文件涵蓋適用於 Apache Spark 3.1 的 Azure Synapse Runtime 的運行時間元件和版本。

警告

Azure Synapse Runtime for Apache Spark 3.1 的淘汰和停用通知。

  • 2024 年 8 月 29 日, 部分集區和工作停用將會開始。 我們將在2024年9月30日之前繼續進一步 全面停用。 立即 移轉至較高的運行時間版本,否則您的作業將會停止執行。
  • 自 2024 年 9 月 30 日起,在 Apache Spark 3.1 的 Azure Synapse Runtime 上執行的所有 Spark 作業都會完全停用。
  • Apache Spark 3.1 的 Azure Synapse Runtime 終止支援已於 2023 年 1 月 26 日宣佈。
  • 自 2024 年 1 月 26 日起,Azure Synapse 已停止對 Spark 3.1 運行時間的官方支援。
  • 在 2024 年 1 月 26 日之後,我們不會處理任何與 Spark 3.1 相關的支援票證。 Spark 3.1 的 Bug 或安全性修正不會有發行管線。 使用Spark 3.1後,支援截止日期會自行承擔風險。 由於潛在的安全性和功能考慮,我們強烈勸阻其繼續使用。
  • 認識到某些客戶可能需要額外的時間才能轉換為較高的運行時間版本,我們會暫時擴充 Spark 3.1 的使用選項,但我們不會為其提供任何官方支援。
  • 我們強烈建議主動將工作負載升級至較新版本的運行時間(例如適用於Apache Spark 3.4的 Azure Synapse Runtime(GA)

元件版本

元件 版本
Apache Spark 3.1.2
作業系統 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 (預覽) 4.2

Scala 和 Java 連結庫

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

巨集-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 程式庫

_libgcc_mutex=0.1

_openmp_mutex=4.5

_py-xgboost-mutex=2.0

abseil-cpp=20210324.0

absl-py=0.13.0

Microsoft驗證連結庫=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

cyolz=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

湯西夫=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

龍捲風=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

zip=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 連結庫 (預覽)

abind 1.4-5

異常化 0.2.2

隨時 0.3.9

箭頭 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

釀造 1.0-7

brio 1.1.3

掃把 0.8.0

bslib 0.3.1

cachem 1.0.6

callr 3.7.0

car 3.0-13

carData 3.0-5

插入號 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

省略號 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

標識碼 1.0.1

ini 0.3.1

內嵌 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

標記 0.4.2

lambda.r 1.2.4

更新版本 1.3.0

熔岩 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

備忘 2.0.1

mime 0.12

minqa 1.2.4

ModelMetrics 1.2.2.2

modelr 0.1.8

蒙塞爾 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

讚美 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

先知 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

配方 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

圖形 1.4.6

slider 0.2.2

sourcetools 0.1.7

sp 1.4-7

sparklyr 1.5.2

疏鬆M 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

鬍鬚 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

下一步

Apache Spark 版本之間的移轉 - 支援

如需從舊版運行時間移轉至適用於 Apache Spark 3.3 或 3.4 的 Azure Synapse Runtime 的指引,請參閱 適用於 Apache Spark 的運行時間概觀