適用於 Apache Spark 3.3 的 Azure Synapse Runtime (GA)
Azure Synapse Analytics 支援 Apache Spark 的多個運行時間。 本文件涵蓋適用於 Apache Spark 3.3 的 Azure Synapse Runtime 的運行時間元件和版本。
提示
我們強烈建議主動將工作負載升級至目前為 適用於 Apache Spark 3.4 的 Azure Synapse Runtime 的運行時間最新 GA 版本。
元件版本
| 元件 | 版本 |
|---|---|
| Apache Spark | 3.3.1 |
| 作業系統 | Ubuntu 18.04 |
| Java | 1.8.0_282 |
| Scala | 2.12.15 |
| Hadoop | 3.3.3 |
| Delta Lake | 2.2.0 |
| Python | 3.10 |
| R （預覽） | 4.2.2 |
提示
如需最新資訊、變更的詳細清單，以及 Spark 執行時間的特定版本資訊，請檢查並訂閱 Spark 運行時間版本和 更新。
Synapse-Python310-CPU.yml包含 Azure Synapse Spark 中預設 Python 3.10 環境中隨附的連結庫清單。
重要
適用於 Apache Spark 的 .NET
. NET for Apache Spark 是 .NET Foundation 下的開放原始碼專案，目前需要 .NET 3.1 連結庫，且已達到支援不足的狀態。 我們想要通知 Azure Synapse Spark 的使用者移除適用於 Apache Spark 的 Azure Synapse Runtime 3.3 版中的 .NET for Apache Spark 連結庫。 使用者可能會參考 .NET 支持原則 ，以取得有關此事的詳細數據。
因此，使用者將無法再透過 C# 和 F# 利用 Apache Spark API，或透過 Synapse 中的 Notebook 或 Synapse 中的 Apache Spark 作業定義來執行 C# 程式代碼。 請務必注意，這項變更只會影響Apache Spark 3.3和更新版本適用的 Azure Synapse Runtime。
我們會根據舊版 Azure Synapse Runtime 的生命週期階段，繼續支援適用於 Apache Spark 的 .NET。 不過，我們還沒有在適用於 Apache Spark 3.3 和未來版本的 Azure Synapse Runtime 中支援適用於 Apache Spark 的 .NET。 我們建議使用 C# 或 F# 撰寫的現有工作負載的使用者移轉至 Python 或 Scala。 建議用戶記下這項資訊並據以規劃。
程式庫
下列各節說明適用於 Apache Spark 3.3 的 Azure Synapse Runtime 中包含的連結庫。
Scala 和 Java 預設連結庫
| GroupID | ArtifactID | 版本 |
|---|---|---|
| com.aliyun | aliyun-java-sdk-core | 4.5.10 |
| com.aliyun | aliyun-java-sdk-kms | 2.11.0 |
| com.aliyun | aliyun-java-sdk-ram | 3.1.0 |
| com.aliyun | aliyun-sdk-oss | 3.13.0 |
| com.amazonaws | aws-java-sdk-bundle | 1.12.1026 |
| com.chuusai | shapeless_2.12 | 2.3.7 |
| com.clearspring.analytics | stream | 2.9.6 |
| com.esotericsoftware | kryo-shaded | 4.0.2 |
| com.esotericsoftware | minlog | 1.3.0 |
| com.fasterxml.jackson | jackson-annotations | 2.13.4 |
| com.fasterxml.jackson | jackson-core | 2.13.4 |
| com.fasterxml.jackson | jackson-core-asl | 1.9.13 |
| com.fasterxml.jackson | jackson-databind | 2.13.4.1 |
| com.fasterxml.jackson | jackson-dataformat-cbor | 2.13.4 |
| com.fasterxml.jackson | jackson-mapper-asl | 1.9.13 |
| com.fasterxml.jackson | jackson-module-scala_2.12 | 2.13.4 |
| com.github.joshelser | dropwizard-metrics-hadoop-metrics2-reporter | 0.1.2 |
| com.github.luben | zstd-jni | 1.5.2-1 |
| com.github.luben | zstd-jni | 1.5.2-1 |
| com.github.vowpalwabbit | vw-jni | 9.3.0 |
| com.github.wendykierp | JTransforms | 3.1 |
| com.google.code.findbugs | jsr305 | 3.0.0 |
| com.google.code.gson | gson | 2.8.6 |
| com.google.crypto.tink | 小 叮噹 | 1.6.1 |
| com.google.flatbuffers | flatbuffers-java | 1.12.0 |
| com.google.guava | 番 石榴 | 14.0.1 |
| com.google.protobuf | protobuf-java | 2.5.0 |
| com.googlecode.json簡單 | json-simple | 1.1.1 |
| com.jcraft | jsch | 0.1.54 |
| com.jolbox | bonecp | 0.8.0.RELEASE |
| com.LinkedIn.isolation-forest | isolation-forest_3.2.0_2.12 | 2.0.8 |
| com.microsoft.azure | azure-data-lake-store-sdk | 2.3.9 |
| com.microsoft.azure | azure-eventhubs | 3.3.0 |
| com.microsoft.azure | azure-eventhubs-spark_2.12 | 2.3.22 |
| com.microsoft.azure | azure-keyvault-core | 1.0.0 |
| com.microsoft.azure | azure-storage | 7.0.1 |
| com.microsoft.azure | cosmos-analytics-spark-3.4.1-connector_2.12 | 1.8.10 |
| com.microsoft.azure | qpid-proton-j-extensions | 1.2.4 |
| com.microsoft.azure | synapseml_2.12 | 0.11.3-spark3.3 |
| com.microsoft.azure | synapseml-cognitive_2.12 | 0.11.3-spark3.3 |
| com.microsoft.azure | synapseml-core_2.12 | 0.11.3-spark3.3 |
| com.microsoft.azure | synapseml-deep-learning_2.12 | 0.11.3-spark3.3 |
| com.microsoft.azure | synapseml-internal_2.12 | 0.11.3-spark3.3 |
| com.microsoft.azure | synapseml-lightgbm_2.12 | 0.11.3-spark3.3 |
| com.microsoft.azure | synapseml-opencv_2.12 | 0.11.3-spark3.3 |
| com.microsoft.azure | synapseml-vw_2.12 | 0.11.3-spark3.3 |
| com.microsoft.azure.kusto | kusto-data | 3.2.1 |
| com.microsoft.azure.kusto | kusto-ingest | 3.2.1 |
| com.microsoft.azure.kusto | kusto-spark_3.0_2.12 | 3.1.16 |
| com.microsoft.azure.kusto | spark-kusto-synapse-connector_3.1_2.12 | 1.3.3 |
| com.microsoft.cognitiveservices.speech | client-jar-sdk | 1.14.0 |
| com.microsoft.sqlserver | msslq-jdbc | 8.4.1.jre8 |
| com.ning | compress-lzf | 1.1 |
| com.sun.istack | istack-commons-runtime | 3.0.8 |
| com.tdunning | json | 1.8 |
| com.thoughtworks.paranamer | paranamer | 2.8 |
| com.twitter | chill-java | 0.10.0 |
| com.twitter | chill_2.12 | 0.10.0 |
| com.typesafe | config | 1.3.4 |
| com.univocity | univocity-parsers | 2.9.1 |
| com.zaxxer | HikariCP | 2.5.1 |
| commons-cli | commons-cli | 1.5.0 |
| commons-codec | commons-codec | 1.15 |
| commons-collections | commons-collections | 3.2.2 |
| commons-dbcp | commons-dbcp | 1.4 |
| commons-io | commons-io | 2.11.0 |
| commons-lang | commons-lang | 2.6 |
| commons-logging | commons-logging | 1.1.3 |
| commons-pool | commons-pool | 1.5.4 |
| dev.ludovic.netlib | arpack | 2.2.1 |
| dev.ludovic.netlib | blas | 2.2.1 |
| dev.ludovic.netlib | lapack | 2.2.1 |
| io.airlift | aircompressor | 0.21 |
| io.delta | delta-core_2.12 | 2.2.0.9 |
| io.delta | delta-storage | 2.2.0.9 |
| io.dropwizard.metrics | metrics-core | 4.2.7 |
| io.dropwizard.metrics | metrics-graphite | 4.2.7 |
| io.dropwizard.metrics | metrics-jmx | 4.2.7 |
| io.dropwizard.metrics | metrics-json | 4.2.7 |
| io.dropwizard.metrics | metrics-jvm | 4.2.7 |
| io.github.resilience4j | resilience4j-core | 1.7.1 |
| io.github.resilience4j | resilience4j-retry | 1.7.1 |
| io.netty | netty-all | 4.1.74.Final |
| io.netty | netty-buffer | 4.1.74.Final |
| io.netty | netty-codec | 4.1.74.Final |
| io.netty | netty-codec-http2 | 4.1.74.Final |
| io.netty | netty-codec-http-4 | 4.1.74.Final |
| io.netty | netty-codec-socks | 4.1.74.Final |
| io.netty | netty-common | 4.1.74.Final |
| io.netty | netty-handler | 4.1.74.Final |
| io.netty | netty-resolver | 4.1.74.Final |
| io.netty | netty-tcnative-classes | 2.0.48 |
| io.netty | netty-transport | 4.1.74.Final |
| io.netty | netty-transport-classes-epoll | 4.1.87.Final |
| io.netty | netty-transport-classes-kqueue | 4.1.87.Final |
| io.netty | netty-transport-native-epoll | 4.1.87.Final-linux-aarch_64 |
| io.netty | netty-transport-native-epoll | 4.1.87.Final-linux-x86_64 |
| io.netty | netty-transport-native-kqueue | 4.1.87.Final-osx-aarch_64 |
| io.netty | netty-transport-native-kqueue | 4.1.87.Final-osx-x86_64 |
| io.netty | netty-transport-native-unix-common | 4.1.87.Final |
| io.opentracing | opentracing-api | 0.33.0 |
| io.opentracing | opentracing-noop | 0.33.0 |
| io.opentracing | opentracing-util | 0.33.0 |
| io.spray | spray-json_2.12 | 1.3.5 |
| io.vavr | vavr | 0.10.4 |
| io.vavr | vavr-match | 0.10.4 |
| jakarta.annotation | jakarta.annotation-api | 1.3.5 |
| jakarta.inject | jakarta.inject | 2.6.1 |
| jakarta.servlet | jakarta.servlet-api | 4.0.3 |
| jakarta.validation-api | 2.0.2 | |
| jakarta.ws.rs | jakarta.ws.rs-api | 2.1.6 |
| jakarta.xml.bind | jakarta.xml.bind-api | 2.3.2 |
| javax.activation | 啟用 | 1.1.1 |
| javax.jdo | jdo-api | 3.0.1 |
| javax.transaction | Jta | 1.1 |
| javax.transaction | transaction-api | 1.1 |
| javax.xml.bind | jaxb-api | 2.2.11 |
| javolution | javolution | 5.5.1 |
| jline | jline | 2.14.6 |
| joda-time | joda-time | 2.10.13 |
| mysql | mysql-connector-java | 8.0.18 |
| net.razorvine | 泡菜 | 1.2 |
| net.sf.jpam | jpam | 1.1 |
| net.sf.opencsv | opencsv | 2.3 |
| net.sf.py4j | py4j | 0.10.9.5 |
| net.sf.supercsv | super-csv | 2.2.0 |
| net.sourceforge.f2j | arpack_combined_all | 0.1 |
| org.antlr | ST4 | 4.0.4 |
| org.antlr | antlr-runtime | 3.5.2 |
| org.antlr | antlr4-runtime | 4.8 |
| org.apache.arrow | arrow-format | 7.0.0 |
| org.apache.arrow | arrow-memory-core | 7.0.0 |
| org.apache.arrow | arrow-memory-netty | 7.0.0 |
| org.apache.arrow | arrow-vector | 7.0.0 |
| org.apache.avro | avro | 1.11.0 |
| org.apache.avro | avro-ipc | 1.11.0 |
| org.apache.avro | avro-mapred | 1.11.0 |
| org.apache.commons | commons-collections4 | 4.4 |
| org.apache.commons | commons-compress | 1.21 |
| org.apache.commons | commons-crypto | 1.1.0 |
| org.apache.commons | commons-lang3 | 3.12.0 |
| org.apache.commons | commons-math3 | 3.6.1 |
| org.apache.commons | commons-pool2 | 2.11.1 |
| org.apache.commons | commons-text | 1.10.0 |
| org.apache.curator | curator-client | 2.13.0 |
| org.apache.curator | curator-framework | 2.13.0 |
| org.apache.curator | 策展人-食譜 | 2.13.0 |
| org.apache.derby | Derby | 10.14.2.0 |
| org.apache.hadoop | hadoop-aliyun | 3.3.3.5.2-106693326 |
| org.apache.hadoop | hadoop-annotations | 3.3.3.5.2-106693326 |
| org.apache.hadoop | hadoop-aws | 3.3.3.5.2-106693326 |
| org.apache.hadoop | hadoop-azure | 3.3.3.5.2-106693326 |
| org.apache.hadoop | hadoop-azure-datalake | 3.3.3.5.2-106693326 |
| org.apache.hadoop | hadoop-client-api | 3.3.3.5.2-106693326 |
| org.apache.hadoop | hadoop-client-runtime | 3.3.3.5.2-106693326 |
| org.apache.hadoop | hadoop-cloud-storage | 3.3.3.5.2-106693326 |
| org.apache.hadoop | hadoop-openstack | 3.3.3.5.2-106693326 |
| org.apache.hadoop | hadoop-shaded-guava | 1.1.1 |
| org.apache.hadoop | hadoop-yarn-server-web-proxy | 3.3.3.5.2-106693326 |
| org.apache.hive | hive-beeline | 2.3.9 |
| org.apache.hive | hive-cli | 2.3.9 |
| org.apache.hive | hive-common | 2.3.9 |
| org.apache.hive | hive-exec | 2.3.9 |
| org.apache.hive | hive-jdbc | 2.3.9 |
| org.apache.hive | hive-llap-common | 2.3.9 |
| org.apache.hive | hive-metastore | 2.3.9 |
| org.apache.hive | hive-serde | 2.3.9 |
| org.apache.hive | hive-service-rpc | 2.3.9 |
| org.apache.hive | hive-shims-0.23 | 2.3.9 |
| org.apache.hive | hive-shims | 2.3.9 |
| org.apache.hive | hive-shims-common | 2.3.9 |
| org.apache.hive | hive-shims-scheduler | 2.3.9 |
| org.apache.hive | hive-storage-api | 2.7.2 |
| org.apache.httpcomponents | httpclient | 4.5.13 |
| org.apache.httpcomponents | httpcore | 4.4.14 |
| org.apache.httpcomponents | httpmime | 4.5.13 |
| org.apache.httpcomponents.client5 | httpclient5 | 5.1.3 |
| org.apache.iceberg | delta-iceberg | 2.2.0.9 |
| org.apache.ivy | 常春藤 | 2.5.1 |
| org.apache.kafka | kafka-clients | 2.8.1 |
| org.apache.logging.log4j | log4j-1.2-api | 2.17.2 |
| org.apache.logging.log4j | log4j-api | 2.17.2 |
| org.apache.logging.log4j | log4j-core | 2.17.2 |
| org.apache.logging.log4j | log4j-slf4j-impl | 2.17.2 |
| org.apache.orc | orc-core | 1.7.6 |
| org.apache.orc | orc-mapreduce | 1.7.6 |
| org.apache.orc | orc-shims | 1.7.6 |
| org.apache.parquet | parquet-column | 1.12.3 |
| org.apache.parquet | parquet-common | 1.12.3 |
| org.apache.parquet | parquet-encoding | 1.12.3 |
| org.apache.parquet | parquet-format-structure | 1.12.3 |
| org.apache.parquet | parquet-hadoop | 1.12.3 |
| org.apache.parquet | parquet-jackson | 1.12.3 |
| org.apache.qpid | proton-j | 0.33.8 |
| org.apache.spark | spark-avro_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-catalyst_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-core_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-graphx_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-hadoop-cloud_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-hive_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-kvstore_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-launcher_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-mllib_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-mllib-local_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-network-common_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-network-shuffle_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-repl_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-sketch_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-sql_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-sql-kafka-0-10_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-streaming_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-streaming-kafka-0-10-assembly_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-tags_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-token-provider-kafka-0-10_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-unsafe_2.12 | 3.3.1.5.2-106693326 |
| org.apache.spark | spark-yarn_2.12 | 3.3.1.5.2-106693326 |
| org.apache.thrift | libfb303 | 0.9.3 |
| org.apache.thrift | libthrift | 0.12.0 |
| org.apache.velocity | 速率 | 1.5 |
| org.apache.xbean | xbean-asm9-shaded | 4.2 |
| org.apache.yetus | audience-annotations | 0.5.0 |
| org.apache.zookeeper | zookeeper | 3.6.2.5.2-106693326 |
| org.apache.zookeeper | zookeeper-jute | 3.6.2.5.2-106693326 |
| org.apache.zookeeper | zookeeper | 3.6.2.5.2-106693326 |
| org.apache.zookeeper | zookeeper-jute | 3.6.2.5.2-106693326 |
| org.apiguardian | apiguardian-api | 1.1.0 |
| org.codehaus.janino | commons-compiler | 3.0.16 |
| org.codehaus.janino | janino | 3.0.16 |
| org.codehaus.jettison | 拋棄 | 1.1 |
| org.datanucleus | datanucleus-api-jdo | 4.2.4 |
| org.datanucleus | datanucleus-core | 4.1.17 |
| org.datanucleus | datanucleus-rdbms | 4.1.19 |
| org.datanucleusjavax.jdo | 3.2.0-m3 | |
| org.eclipse.jetty | jetty-util | 9.4.48.v20220622 |
| org.eclipse.jetty | jetty-util-ajax | 9.4.48.v20220622 |
| org.fusesource.leveldbjni | leveldbjni-all | 1.8 |
| org.glassfish.hk2 | hk2-api | 2.6.1 |
| org.glassfish.hk2 | hk2-locator | 2.6.1 |
| org.glassfish.hk2 | hk2-utils | 2.6.1 |
| org.glassfish.hk2 | osgi-resource-locator | 1.0.3 |
| org.glassfish.hk2.external | aopalliance-repackaged | 2.6.1 |
| org.glassfish.jaxb | jaxb-runtime | 2.3.2 |
| org.glassfish.jersey.containers | jersey-container-servlet | 2.36 |
| org.glassfish.jersey.containers | jersey-container-servlet-core | 2.36 |
| org.glassfish.jersey.core | jersey-client | 2.36 |
| org.glassfish.jersey.core | 澤西-通用 | 2.36 |
| org.glassfish.jersey.core | jersey-server | 2.36 |
| org.glassfish.jersey.inject | jersey-hk2 | 2.36 |
| org.ini4j | ini4j | 0.5.4 |
| org.javassist | javassist | 3.25.0-GA |
| org.javatuples | javatuples | 1.2 |
| org.jdom | jdom2 | 2.0.6 |
| org.jetbrains | annotations | 17.0.0 |
| org.jodd | jodd-core | 3.5.2 |
| org.json | json | 20210307 |
| org.json4s | json4s-ast_2.12 | 3.7.0-M11 |
| org.json4s | json4s-core_2.12 | 3.7.0-M11 |
| org.json4s | json4s-jackson_2.12 | 3.7.0-M11 |
| org.json4s | json4s-scalap_2.12 | 3.7.0-M11 |
| org.junit.jupiter | junit-jupiter | 5.5.2 |
| org.junit.jupiter | junit-jupiter-api | 5.5.2 |
| org.junit.jupiter | junit-jupiter-engine | 5.5.2 |
| org.junit.jupiter | junit-jupiter-params | 5.5.2 |
| org.junit.platform | junit-platform-commons | 1.5.2 |
| org.junit.platform | junit-platform-engine | 1.5.2 |
| org.lz4 | lz4-java | 1.8.0 |
| org.mlflow | mlfow-spark | 2.1.1 |
| org.objenesis | objenesis | 3.2 |
| org.openpnp | opencv | 3.2.0-1 |
| org.opentest4j | opentest4j | 1.2.0 |
| org.postgresql | postgresql | 42.2.9 |
| org.roaringbitmap | RoaringBitmap | 0.9.25 |
| org.roaringbitmap | 墊片 | 0.9.25 |
| org.rocksdb | rocksdbjni | 6.20.3 |
| org.scalactic | scalactic_2.12 | 3.2.14 |
| org.scala-lang | scala-compiler | 2.12.15 |
| org.scala-lang | scala-library | 2.12.15 |
| org.scala-lang | scala-reflect | 2.12.15 |
| org.scala-lang.modules | scala-collection-compat_2.12 | 2.1.1 |
| org.scala-lang.modules | scala-java8-compat_2.12 | 0.9.0 |
| org.scala-lang.modules | scala-parser-combinators_2.12 | 1.1.2 |
| org.scala-lang.modules | scala-xml_2.12 | 1.2.0 |
| org.scalanlp | breeze-macros_2.12 | 1.2 |
| org.scalanlp | breeze_2.12 | 1.2 |
| org.slf4j | jcl-over-slf4j | 1.7.32 |
| org.slf4j | jul-to-slf4j | 1.7.32 |
| org.slf4j | slf4j-api | 1.7.32 |
| org.threeten | threeten-extra | 1.5.0 |
| org.tukaani | xz | 1.8 |
| org.typelevel | algebra_2.12 | 2.0.1 |
| org.typelevel | cats-kernel_2.12 | 2.1.1 |
| org.typelevel | spire_2.12 | 0.17.0 |
| org.typelevel | spire-macros_2.12 | 0.17.0 |
| org.typelevel | spire-platform_2.12 | 0.17.0 |
| org.typelevel | spire-util_2.12 | 0.17.0 |
| org.wildfly.openssl | wildfly-openssl | 1.0.7.Final |
| org.xerial.snappy | snappy-java | 1.1.8.4 |
| oro | oro | 2.0.8 |
| pl.edu.icm | JLargeArrays | 1.5 |
| Stax | stax-api | 1.0.1 |
Python 連結庫 （一般 VM）
| 程式庫 | 版本 | 程式庫 | 版本 | 程式庫 | 版本 |
|---|---|---|---|---|---|
| _libgcc_mutex | 0.1=conda_forge | hdf5 | 1.12.2=nompi_h2386368_100 | parquet-cpp | g1.5.1=2 |
| _openmp_mutex | 4.5=2_kmp_llvm | html5lib | 1.1=pyh9f0ad1d_0 | parso | g0.8.3=pyhd8ed1ab_0 |
| _py-xgboost-mutex | 2.0=cpu_0 | 人類朋友 | 10.0=py310hff52083_4 | partd | g1.3.0=pyhd8ed1ab_0 |
| _tflow_select | 2.3.0=mkl | hummingbird-ml | 0.4.0=pyhd8ed1ab_0 | 悲愴 | g0.3.0=pyhd8ed1ab_0 |
| absl-py | 1.3.0=pyhd8ed1ab_0 | Icu | 58.2=hf484d3e_1000 | pathspec | 0.10.1 |
| adal | 1.2.7=pyhd8ed1ab_0 | idna | 3.4=pyhd8ed1ab_0 | patsy | g0.5.3=pyhd8ed1ab_0 |
| adlfs | 0.7.7=pyhd8ed1ab_0 | imagecodecs | 2022.9.26=py310h90cd304_3 | pcre2 | g10.40=hc3806b6_0 |
| aiohttp | 3.8.3=py310h5764c6d_1 | imageio | 2.9.0=py_0 | pexpect | g4.8.0=pyh1a96a4e_2 |
| aiosignal | 1.3.1=pyhd8ed1ab_0 | importlib-metadata | 5.0.0=pyha770c72_1 | pickleshare | g0.7.5=py_1003 |
| anyio | 3.6.2 | 解譯 | 0.2.4=py37_0 | pillow | g9.2.0=py310h454ad03_3 |
| aom | 3.5.0=h27087fc_0 | interpret-core | 0.2.4=py37h21ff451_0 | pip | g22.3.1=pyhd8ed1ab_0 |
| applicationinsights | 0.11.10 | ipykernel | 6.17.0=pyh210e3f2_0 | pkginfo | 1.8.3 |
| argcomplete | 2.0.0 | ipython | 8.6.0=pyh41d4057_1 | platformdirs | 2.5.3 |
| argon2-cffi | 21.3.0 | ipython-genutils | 0.2.0 | plotly | g4.14.3=pyh44b312d_0 |
| argon2-cffi-bindings | 21.2.0 | ipywidgets | 7.7.0 | pmdarima | g2.0.1=py310h5764c6d_0 |
| arrow-cpp | 9.0.0=py310he7aa4d3_2_cpu | isodate | 0.6.0=py_1 | portalocker | g2.6.0=py310hff52083_1 |
| asttokens | 2.1.0=pyhd8ed1ab_0 | itsdangerous | 2.1.2=pyhd8ed1ab_0 | 痘 | g0.3.2=pyhd8ed1ab_0 |
| astunparse | 1.6.3=pyhd8ed1ab_0 | jdcal | 1.4.1=py_0 | ppft | g1.7.6.6=pyhd8ed1ab_0 |
| async-timeout | 4.0.2=pyhd8ed1ab_0 | jedi | 0.18.1=pyhd8ed1ab_2 | 美化 | 3.2.0 |
| attrs | 22.1.0=pyh71513ae_1 | jeepney | 0.8.0 | prometheus-client | 0.15.0 |
| aws-c-cal | 0.5.11=h95a6274_0 | jinja2 | 3.1.2=pyhd8ed1ab_1 | prompt-toolkit | g3.0.32=pyha770c72_0 |
| aws-c-common | 0.6.2=h7f98852_0 | jmespath | 1.0.1 | protobuf | g3.20.1=py310hd8f1fbe_0 |
| aws-c-event-stream | 0.2.7=h3541f99_13 | joblib | 1.2.0=pyhd8ed1ab_0 | psutil | g5.9.4=py310h5764c6d_0 |
| aws-c-io | 0.10.5=hfb6a706_0 | jpeg | 9e=h166bdaf_2 | pthread-stubs | g0.4=h36c2ea0_1001 |
| aws-checksums | 0.1.11=ha31a3da_7 | jsonpickle | 2.2.0 | ptyprocess | g0.7.0=pyhd3deb0d_0 |
| aws-sdk-cpp | 1.8.186=hecaee15_4 | jsonschema | 4.17.0 | pure_eval | g0.2.2=pyhd8ed1ab_0 |
| azure-common | 1.1.28 | jupyter_client | 7.4.4=pyhd8ed1ab_0 | py-xgboost | g1.7.1=cpu_py310hd1aba9c_0 |
| azure-core | 1.26.1=pyhd8ed1ab_0 | jupyter_core | 4.11.2=py310hff52083_0 | py4j | g0.10.9.5=pyhd8ed1ab_0 |
| azure-datalake-store | 0.0.51=pyh9f0ad1d_0 | jupyter-server | 1.23.0 | pyarrow | g9.0.0=py310h9be7b57_2_cpu |
| azure-graphrbac | 0.61.1 | jupyterlab-pygments | 0.2.2 | pyasn1 | g0.4.8=py_0 |
| azure-identity | 1.7.0 | jupyterlab-widgets | 3.0.3 | pyasn1-modules | g0.2.7=py_0 |
| azure-mgmt-authorization | 2.0.0 | jxrlib | 1.1=h7f98852_2 | pycosat | g0.6.4=py310h5764c6d_1 |
| azure-mgmt-containerregistry | 10.0.0 | keras | 2.8.0 | pycparser | g2.21=pyhd8ed1ab_0 |
| azure-mgmt-core | 1.3.2 | keras-applications | 1.0.8 | pygments | g2.13.0=pyhd8ed1ab_0 |
| azure-mgmt-keyvault | 10.1.0 | keras-preprocessing | 1.1.2 | pyjwt | g2.6.0=pyhd8ed1ab_0 |
| azure-mgmt-resource | 21.2.1 | keras2onnx | 1.6.5=pyhd8ed1ab_0 | pynacl | 1.5.0 |
| azure-mgmt-storage | 20.1.0 | keyutils | 1.6.1=h166bdaf_0 | pyodbc | g4.0.34=py310hd8f1fbe_1 |
| azure-storage-blob | 12.13.0 | kiwisolver | 1.4.4=py310hbf28c38_1 | pyopenssl | g22.1.0=pyhd8ed1ab_0 |
| azureml-core | 1.47.0 | 訣竅 | 0.10.0 | pyparsing | g3.0.9=pyhd8ed1ab_0 |
| azureml-dataprep | 4.5.7 | kqlmagiccustom | 0.1.114.post16 | pyperclip | 1.8.2 |
| azureml-dataprep-native | 38.0.0 | krb5 | 1.19.3=h3790be6_0 | pyqt | g5.9.2=py310h295c915_6 |
| azureml-dataprep-rslex | 2.11.4 | lcms2 | 2.14=h6ed2654_0 | 火熱 | 0.19.2 |
| azureml-dataset-runtime | 1.47.0 | ld_impl_linux-64 | 2.39=hc81fddc_0 | pysocks | g1.7.1=pyha2e5f31_6 |
| azureml-mlflow | 1.47.0 | lerc | 4.0.0=h27087fc_0 | pyspark | g3.3.1=pyhd8ed1ab_0 |
| azureml-opendatasets | 1.47.0 | liac-arff | 2.5.0=pyhd8ed1ab_1 | Python | g3.10.6=h582c2e5_0_cpython |
| azureml-telemetry | 1.47.0 | libabseil | 20220623.0=cxx17_h48a1fff_5 | python_abi | g3.10=2_cp310 |
| backcall | 0.2.0=pyh9f0ad1d_0 | libaec | 1.0.6=h9c3ff4c_0 | python-dateutil | g2.8.2=pyhd8ed1ab_0 |
| backports | 1.0=py_2 | libavif | 0.11.1=h5cdd6b5_0 | python-flatbuffers | g2.0=pyhd8ed1ab_0 |
| backports-tempfile | 1.0 | libblas | 3.9.0=16_linux64_mkl | pytorch | g1.13.0=py3.10_cpu_0 |
| backports-weakref | 1.0.post1 | libbrotlicommon | 1.0.9=h166bdaf_8 | pytorch-mutex | g1.0=cpu |
| backports.functools_lru_cache | 1.6.4=pyhd8ed1ab_0 | libbrotlidec | 1.0.9=h166bdaf_8 | pytz | g2022.6=pyhd8ed1ab_0 |
| bcrypt | 4.0.1 | libbrotlienc | 1.0.9=h166bdaf_8 | pyu2f | g0.1.5=pyhd8ed1ab_0 |
| beautifulsoup4 | 4.9.3=pyhb0f4dca_0 | libcblas | 3.9.0=16_linux64_mkl | pywavelets | g1.3.0=py310hde88566_2 |
| blas | 2.116=mkl | libclang | 14.0.6 | pyyaml | g6.0=py310h5764c6d_5 |
| blas-devel | 3.9.0=16_linux64_mkl | libcrc32c | 1.1.2=h9c3ff4c_0 | pyzmq | g24.0.1=py310h330234f_1 |
| bleach | 5.0.1 | libcurl | 7.86.0=h7bff187_1 | qt | g5.9.7=h5867ecd_1 |
| blinker | 1.5=pyhd8ed1ab_0 | libdeflate | 1.14=h166bdaf_0 | re2 | g2022.06.01=h27087fc_0 |
| blosc | 1.21.1=h83bc5f7_3 | libedit | 3.1.20191231=he28a2e2_2 | readline | g8.1.2=h0f457ee_0 |
| bokeh | 3.0.1=pyhd8ed1ab_0 | libev | 4.33=h516909a_1 | RegEx | g2022.10.31=py310h5764c6d_0 |
| brotli | 1.0.9=h166bdaf_8 | libevent | 2.1.10=h9b69904_4 | requests | g2.28.1=pyhd8ed1ab_1 |
| brotli-bin | 1.0.9=h166bdaf_8 | libffi | 3.4.2=h7f98852_5 | requests-oauthlib | g1.3.1=pyhd8ed1ab_0 |
| brotli-python | 1.0.9=py310hd8f1fbe_8 | libgcc-ng | 12.2.0=h65d4601_19 | retrying | g1.3.3=py_2 |
| brotlipy | 0.7.0=py310h5764c6d_1005 | libgfortran-ng | 12.2.0=h69a702a_19 | rsa | g4.9=pyhd8ed1ab_0 |
| brunsli | 0.1=h9c3ff4c_0 | libgfortran5 | 12.2.0=h337968e_19 | ruamel_yaml | g0.15.80=py310h5764c6d_1008 |
| bzip2 | 1.0.8=h7f98852_4 | libglib | 2.74.1=h606061b_1 | ruamel-yaml | 0.17.4 |
| c-ares | 1.18.1=h7f98852_0 | libgoogle-cloud | 2.1.0=hf2e47f9_1 | ruamel-yaml-clib | 0.2.6 |
| c-blosc2 | 2.4.3=h7a311fb_0 | libiconv | 1.17=h166bdaf_0 | s2n | g1.0.10=h9b69904_0 |
| ca-certificates | 2022.9.24=ha878542_0 | liblapack | 3.9.0=16_linux64_mkl | salib | g1.4.6.1=pyhd8ed1ab_0 |
| cached_property | 1.5.2=pyha770c72_1 | liblapacke | 3.9.0=16_linux64_mkl | scikit-image | g0.19.3=py310h769672d_2 |
| cached-property | 1.5.2=hd8ed1ab_1 | libllvm11 | 11.1.0=he0ac6c6_5 | scikit-learn | g1.1.3=py310h0c3af53_1 |
| cachetools | 5.2.0=pyhd8ed1ab_0 | libnghttp2 | 1.47.0=hdcd2b5c_1 | scipy | g1.9.3=py310hdfbd76f_2 |
| certifi | 2022.9.24=pyhd8ed1ab_0 | libnsl | 2.0.0=h7f98852_0 | seaborn | g0.11.1=hd8ed1ab_1 |
| cffi | 1.15.1=py310h255011f_2 | libpng | 1.6.38=h753d276_0 | seaborn-base | g0.11.1=pyhd8ed1ab_1 |
| cfitsio | 4.1.0=hd9d235c_0 | libprotobuf | 3.20.1=h6239696_4 | secretstorage | 3.3.3 |
| charls | 2.3.4=h9c3ff4c_0 | libsodium | 1.0.18=h36c2ea0_1 | send2trash | 1.8.0 |
| charset-normalizer | 2.1.1=pyhd8ed1ab_0 | libsqlite | 3.39.4=h753d276_0 | setuptools | g65.5.1=pyhd8ed1ab_0 |
| 按一下 | 8.1.3=unix_pyhd8ed1ab_2 | libssh2 | 1.10.0=haa6b8db_3 | shap | g0.39.0=py310hb5077e9_1 |
| cloudpickle | 2.2.0=pyhd8ed1ab_0 | libstdcxx-ng | 12.2.0=h46fd767_19 | sip | g4.19.13=py310h295c915_0 |
| colorama | 0.4.6=pyhd8ed1ab_0 | libthrift | 0.16.0=h491838f_2 | 六次 | g1.16.0=pyh6c4a22f_0 |
| coloredlogs | 15.0.1=pyhd8ed1ab_3 | libtiff | 4.4.0=h55922b4_4 | skl2onnx | g1.8.0.1=pyhd8ed1ab_1 |
| conda-package-handling | 1.9.0=py310h5764c6d_1 | libutf8proc | 2.8.0=h166bdaf_0 | sklearn-pandas | g2.2.0=pyhd8ed1ab_0 |
| configparser | 5.3.0=pyhd8ed1ab_0 | libuuid | 2.32.1=h7f98852_1000 | slicer | g0.0.7=pyhd8ed1ab_0 |
| contextlib2 | 21.6.0 | libuv | 1.44.2=h166bdaf_0 | smart_open | g6.2.0=pyha770c72_0 |
| contourpy | 1.0.6=py310hbf28c38_0 | libwebp-base | 1.2.4=h166bdaf_0 | smmap | g3.0.5=pyh44b312d_0 |
| 密碼編譯 | 38.0.3=py310h597c629_0 | libxcb | 1.13=h7f98852_1004 | snappy | g1.1.9=hbd366e4_2 |
| cycler | 0.11.0=pyhd8ed1ab_0 | libxgboost | 1.7.1=cpu_ha3b9936_0 | sniffio | 1.3.0 |
| cython | 0.29.32=py310hd8f1fbe_1 | libxml2 | 2.9.9=h13577e0_2 | soupsieve | g2.3.2.post1=pyhd8ed1ab_0 |
| cytoolz | 0.12.0=py310h5764c6d_1 | libzlib | 1.2.13=h166bdaf_4 | sqlalchemy | 1.4.43 |
| 破折號 | 1.21.0=pyhd8ed1ab_0 | libzopfli | 1.0.3=h9c3ff4c_0 | sqlite | g3.39.4=h4ff8645_0 |
| dash_cytoscape | 0.2.0=pyhd8ed1ab_1 | lightgbm | 3.2.1=py310h295c915_0 | sqlparse | g0.4.3=pyhd8ed1ab_0 |
| dash-core-components | 1.17.1=pyhd8ed1ab_0 | 淺綠色 | 0.2.0.1=pyhd8ed1ab_1 | stack_data | g0.6.0=pyhd8ed1ab_0 |
| dash-html-components | 1.1.4=pyhd8ed1ab_0 | llvm-openmp | 15.0.4=he0ac6c6_0 | statsmodels | g0.13.5=py310hde88566_2 |
| dash-renderer | 1.9.1=pyhd8ed1ab_0 | llvmlite | 0.39.1=py310h58363a5_1 | sympy | g1.11.1=py310hff52083_2 |
| dash-table | 4.12.0=pyhd8ed1ab_0 | locket | 1.0.0=pyhd8ed1ab_0 | tabulate | g0.9.0=pyhd8ed1ab_1 |
| dask-core | 2022.10.2=pyhd8ed1ab_0 | lxml | 4.8.0 | tbb | g2021.6.0=h924138e_1 |
| databricks-cli | 0.17.3=pyhd8ed1ab_0 | lz4-c | 1.9.3=h9c3ff4c_1 | tensorboard | 2.8.0 |
| dav1d | 1.0.0=h166bdaf_1 | markdown | 3.3.4=gpyhd8ed1ab_0 | tensorboard-data-server | g0.6.0=py310h597c629_3 |
| dbus | 1.13.6=h5008d03_3 | markupsafe | g2.1.1=py310h5764c6d_2 | tensorboard-plugin-wit | g1.8.1=pyhd8ed1ab_0 |
| debugpy | 1.6.3=py310hd8f1fbe_1 | matplotlib | g3.6.2=py310hff52083_0 | tensorflow | 2.8.0 |
| decorator | 5.1.1=pyhd8ed1ab_0 | matplotlib-base | g3.6.2=py310h8d5ebf3_0 | tensorflow-base | g2.10.0=mkl_py310hb9daa73_0 |
| defusedxml | 0.7.1 | matplotlib-inline | g0.1.6=pyhd8ed1ab_0 | tensorflow-estimator | 2.8.0 |
| dill | 0.3.6=pyhd8ed1ab_1 | mistune | 2.0.4 | tensorflow-io-gcs-filesystem | 0.27.0 |
| distlib | 0.3.6 | mkl | g2022.1.0=h84fe81f_915 | termcolor | g2.1.0=pyhd8ed1ab_0 |
| 發行 版 | 1.8.0 | mkl-devel | g2022.1.0=ha770c72_916 | terminado | 0.17.0 |
| docker | 6.0.1 | mkl-include | g2022.1.0=h84fe81f_915 | textblob | g0.15.3=py_0 |
| dotnetcore2 | 3.1.23 | mleap | g0.17.0=pyhd8ed1ab_0 | tf-estimator-nightly | 2.8.0.dev2021122109 |
| entrypoints | 0.4=pyhd8ed1ab_0 | mlflow-skinny | g1.30.0=py310h1d0e22c_0 | threadpoolctl | g3.1.0=pyh8a188c0_0 |
| et_xmlfile | 1.0.1=py_1001 | Mpc | g1.2.1=h9f54685_0 | tifffile | g2022.10.10=pyhd8ed1ab_0 |
| 執行 | 1.2.0=pyhd8ed1ab_0 | mpfr | g4.1.0=h9202a9a_1 | tinycss2 | 1.2.1 |
| expat | 2.5.0=h27087fc_0 | mpmath | g1.2.1=pyhd8ed1ab_0 | tk | g8.6.12=h27826a3_0 |
| fastjsonschema | 2.16.2 | msal | g2022.09.01=py_0 | toolz | g0.12.0=pyhd8ed1ab_0 |
| filelock | 3.8.0 | msal-extensions | 0.3.1 | torchvision | 0.14.0 |
| fire | 0.4.0=pyh44b312d_0 | msrest | 0.7.1 | tornado | g6.2=py310h5764c6d_1 |
| flask | 2.2.2=pyhd8ed1ab_0 | msrestazure | 0.6.4 | tqdm | g4.64.1=pyhd8ed1ab_0 |
| flask-compress | 1.13=pyhd8ed1ab_0 | multidict | g6.0.2=py310h5764c6d_2 | traitlets | g5.5.0=pyhd8ed1ab_0 |
| flatbuffers | 2.0.7=h27087fc_0 | multiprocess | g0.70.14=py310h5764c6d_3 | typed-ast | 1.4.3 |
| fontconfig | 2.14.1=hc2a2eb6_0 | munkres | g1.1.4=pyh9f0ad1d_0 | typing_extensions | g4.4.0=pyha770c72_0 |
| fonttools | 4.38.0=py310h5764c6d_1 | mypy | 0.780 | typing-extensions | g4.4.0=hd8ed1ab_0 |
| freetype | 2.12.1=hca18f0e_0 | mypy-extensions | 0.4.3 | tzdata | g2022fgh191b570_0 |
| frozenlist | 1.3.3=py310h5764c6d_0 | nbclassic | 0.4.8 | unicodedata2 | g15.0.0gpy310h5764c6d_0 |
| fsspec | 2022.10.0=pyhd8ed1ab_0 | nbclient | 0.7.0 | unixodbc | g2.3.10gh583eb01_0 |
| fusepy | 3.0.1 | nbconvert | 7.2.3 | urllib3 | g1.26.4=pyhd8ed1ab_0 |
| future | 0.18.2=pyhd8ed1ab_6 | nbformat | 5.7.0 | virtualenv | 20.14.0 |
| gast | 0.4.0=pyh9f0ad1d_0 | ncurses | g6.3=h27087fc_1 | wcwidth | g0.2.5=pyh9f0ad1d_2 |
| gensim | 4.2.0=py310h769672d_0 | ndg-httpsclient | 0.5.1 | webencodings | g0.5.1=py_1 |
| geographiclib | 1.52=pyhd8ed1ab_0 | nest-asyncio | g1.5.6=pyhd8ed1ab_0 | websocket-client | 1.4.2 |
| geopy | 2.1.0=pyhd3deb0d_0 | networkx | g2.8.8=pyhd8ed1ab_0 | werkzeug | g2.2.2=pyhd8ed1ab_0 |
| gettext | 0.21.1=h27087fc_0 | nltk | g3.6.2=pyhd8ed1ab_0 | wheel | g0.38.3=pyhd8ed1ab_0 |
| gevent | 22.10.1=py310hab16fe0_1 | notebook | 6.5.2 | widgetsnbextension | 3.6.1 |
| gflags | 2.2.2=he1b5a44_1004 | notebook-shim | 0.2.2 | wrapt | g1.14.1=py310h5764c6d_1 |
| giflib | 5.2.1=h36c2ea0_2 | numba | g0.56.3=py310ha5257ce_0 | xgboost | g1.7.1=cpu_py310hd1aba9c_0 |
| gitdb | 4.0.9=pyhd8ed1ab_0 | numpy | g1.23.4=py310h53a5b5f_1 | xorg-libxau | g1.0.9=h7f98852_0 |
| gitpython | 3.1.29=pyhd8ed1ab_0 | oauthlib | g3.2.2=pyhd8ed1ab_0 | xorg-libxdmcp | g1.1.3=h7f98852_0 |
| glib | 2.74.1=h6239696_1 | onnx | g1.12.0=py310h3d64581_0 | xyzservices | g2022.9.0=pyhd8ed1ab_0 |
| glib-tools | 2.74.1=h6239696_1 | onnxconverter-common | g1.7.0=pyhd8ed1ab_0 | xz | g5.2.6=h166bdaf_0 |
| glog | 0.6.0=h6f12383_0 | onnxmltools | g1.7.0=pyhd8ed1ab_0 | yaml | g0.2.5=h7f98852_2 |
| Gmp | 6.2.1=h58526e2_0 | onnxruntime | g1.13.1=py310h00a7d45_1 | yarl | g1.8.1=py310h5764c6d_0 |
| gmpy2 | 2.1.2=py310h3ec546c_1 | openjpeg | g2.5.0=h7d73246_1 | zeromq | g4.3.4=h9c3ff4c_1 |
| google-auth | 2.14.0=pyh1a96a4e_0 | openpyxl | g3.0.7=pyhd8ed1ab_0 | zfp | g1.0.0=h27087fc_3 |
| google-auth-oauthlib | 0.4.6=pyhd8ed1ab_0 | openssl | g1.1.1s=h166bdaf_0 | zipp | g3.10.0=pyhd8ed1ab_0 |
| google-pasta | 0.2.0=pyh8c360ce_0 | opt_einsum | g3.3.0=pyhd8ed1ab_1 | zlib | g1.2.13=h166bdaf_4 |
| greenlet | 1.1.3.post0=py310hd8f1fbe_0 | ORC | g1.7.6=h6c59b99_0 | zlib-ng | g2.0.6=h166bdaf_0 |
| grpc-cpp | 1.46.4=hbad87ad_7 | 封裝 | g21.3=pyhd8ed1ab_0 | zope.event | g4.5.0gpyh9f0ad1d_0 |
| grpcio | 1.46.4=py310h946def9_7 | pandas | g1.5.1=py310h769672d_1 | zope.interface | g5.5.1=py310h5764c6d_0 |
| gst-plugins-base | 1.14.0=hbbd80ab_1 | pandasql | 0.7.3 | zstd | g1.5.2=h6239696_4 |
| gstreamer | 1.14.0=h28cd5cc_2 | pandocfilters | 1.5.0 | ||
| h5py | 3.7.0=nompi_py310h416281c_102 | paramiko | 2.12.0 |
R 連結庫 （預覽）
| 程式庫 | 版本 | **圖書館** | 版本 | **圖書館** | 版本 |
|---|---|---|---|---|---|
| askpass | 1.1 | highcharter | 0.9.4 | readr | 2.1.3 |
| assertthat | 0.2.1 | highr | 0.9 | readxl | 1.4.1 |
| backports | 1.4.1 | hms | 1.1.2 | recipes | 1.0.3 |
| base64enc | 0.1-3 | htmltools | 0.5.3 | rematch | 1.0.1 |
| bit | 4.0.5 | htmlwidgets | 1.5.4 | rematch2 | 2.1.2 |
| bit64 | 4.0.5 | httpcode | 0.3.0 | remotes | 2.4.2 |
| blob | 1.2.3 | httpuv | 1.6.6 | reprex | 2.0.2 |
| brew | 1.0-8 | httr | 1.4.4 | reshape2 | 1.4.4 |
| brio | 1.1.3 | ids | 1.0.1 | rjson | 0.2.21 |
| broom | 1.0.1 | igraph | 1.3.5 | rlang | 1.0.6 |
| bslib | 0.4.1 | 推斷 | 1.0.3 | rlist | 0.4.6.2 |
| cachem | 1.0.6 | ini | 0.3.1 | rmarkdown | 2.18 |
| callr | 3.7.3 | ipred | 0.9-13 | RODBC | 1.3-19 |
| caret | 6.0-93 | isoband | 0.2.6 | roxygen2 | 7.2.2 |
| cellranger | 1.1.0 | iterators | 1.0.14 | rprojroot | 2.0.3 |
| cli | 3.4.1 | jquerylib | 0.1.4 | rsample | 1.1.0 |
| clipr | 0.8.0 | jsonlite | 1.8.3 | rstudioapi | 0.14 |
| clock | 0.6.1 | 針織機 | 1.41 | rversions | 2.1.2 |
| colorspace | 2.0-3 | labeling | 0.4.2 | rvest | 1.0.3 |
| commonmark | 1.8.1 | later | 1.3.0 | sass | 0.4.4 |
| config | 0.3.1 | Lava | 1.7.0 | scales | 1.2.1 |
| 矛盾 | 1.1.0 | lazyeval | 0.2.2 | selectr | 0.4-2 |
| coro | 1.0.3 | lhs | 1.1.5 | sessioninfo | 1.2.2 |
| cpp11 | 0.4.3 | 生命週期 | 1.0.3 | shiny | 1.7.3 |
| crayon | 1.5.2 | lightgbm | 3.3.3 | 滑桿 | 0.3.0 |
| credentials | 1.3.2 | listenv | 0.8.0 | sourcetools | 0.1.7 |
| 串 擾 | 1.2.0 | lobstr | 1.1.2 | sparklyr | 1.7.8 |
| crul | 1.3 | lubridate | 1.9.0 | SQUAREM | 2021.1 |
| curl | 4.3.3 | magrittr | 2.0.3 | stringi | 1.7.8 |
| data.table | 1.14.6 | maps | 3.4.1 | stringr | 1.4.1 |
| DBI | 1.1.3 | 備忘 | 2.0.1 | sys | 3.4.1 |
| dbplyr | 2.2.1 | mime | 0.12 | systemfonts | 1.0.4 |
| 遞減 | 1.4.2 | miniUI | 0.1.1.1 | testthat | 3.1.5 |
| devtools | 2.4.5 | modeldata | 1.0.1 | textshaping | 0.3.6 |
| 撥打 | 1.1.0 | modelenv | 0.1.0 | tibble | 3.1.8 |
| DiceDesign | 1.9 | ModelMetrics | 1.2.2.2 | tidymodels | 1.0.0 |
| diffobj | 0.3.5 | modelr | 0.1.10 | tidyr | 1.2.1 |
| digest | 0.6.30 | 蒙塞爾 | 0.5.0 | tidyselect | 1.2.0 |
| downlit | 0.4.2 | numDeriv | 2016.8-1.1 | tidyverse | 1.3.2 |
| dplyr | 1.0.10 | openssl | 2.0.4 | timechange | 0.1.1 |
| dtplyr | 1.2.2 | parallelly | 1.32.1 | timeDate | 4021.106 |
| e1071 | 1.7-12 | parsnip | 1.0.3 | tinytex | 0.42 |
| 省略符號 | 0.3.2 | 拼湊 | 1.1.2 | 火炬 | 0.9.0 |
| evaluate | 0.18 | pillar | 1.8.1 | triebeard | 0.3.0 |
| fansi | 1.0.3 | pkgbuild | 1.4.0 | TTR | 0.24.3 |
| farver | 2.1.1 | pkgconfig | 2.0.3 | 調整 | 1.0.1 |
| fastmap | 1.1.0 | pkgdown | 2.0.6 | tzdb | 0.3.0 |
| fontawesome | 0.4.0 | pkgload | 1.3.2 | urlchecker | 1.0.1 |
| forcats | 0.5.2 | plotly | 4.10.1 | urltools | 1.7.3 |
| foreach | 1.5.2 | plyr | 1.8.8 | usethis | 2.1.6 |
| forge | 0.2.0 | 讚美 | 1.0.0 | utf8 | 1.2.2 |
| fs | 1.5.2 | prettyunits | 1.1.1 | uuid | 1.1-0 |
| furrr | 0.3.1 | pROC | 1.18.0 | vctrs | 0.5.1 |
| future | 1.29.0 | processx | 3.8.0 | viridisLite | 0.4.1 |
| future.apply | 1.10.0 | prodlim | 2019.11.13 | vroom | 1.6.0 |
| 漱口 | 1.2.1 | profvis | 0.3.7 | waldo | 0.4.0 |
| 泛型 | 0.1.3 | 進度 | 1.2.2 | 經 | 0.2.0 |
| 格特 | 1.9.1 | progressr | 0.11.0 | 晶須 | 0.4 |
| ggplot2 | 3.4.0 | promises | 1.2.0.1 | withr | 2.5.0 |
| gh | 1.3.1 | proxy | 0.4-27 | 工作流程 | 1.1.2 |
| gistr | 0.9.0 | pryr | 0.1.5 | workflowsets | 1.0.0 |
| gitcreds | 0.1.2 | ps | 1.7.2 | xfun | 0.35 |
| globals | 0.16.2 | purrr | 0.3.5 | xgboost | 1.6.0.1 |
| glue | 1.6.2 | quantmod | 0.4.20 | XML | 3.99-0.12 |
| googledrive | 2.0.0 | r2d3 | 0.2.6 | xml2 | 1.3.3 |
| googlesheets4 | 1.0.1 | R6 | 2.5.1 | xopen | 1.0.0 |
| gower | 1.0.0 | 不雅 | 1.2.4 | xtable | 1.8-4 |
| GPfit | 1.0-8 | rappdirs | 0.3.3 | xts | 0.12.2 |
| gtable | 0.3.1 | rbokeh | 0.5.2 | yaml | 2.3.6 |
| hardhat | 1.2.0 | rcmdcheck | 1.4.0 | 尺度 | 1.1.0 |
| 避風港 | 2.5.1 | RColorBrewer | 1.1-3 | zip | 2.2.2 |
| hexbin | 1.28.2 | Rcpp | 1.0.9 | zoo | 1.8-11 |
下一步
- 在 Azure Synapse Analytics 中管理 Apache Spark 集區的連結庫
- 安裝工作區套件滾輪 （Python）、jar （Scala/Java），或tar.gz （R）
- 透過 Azure PowerShell 和 REST API 管理套件
- 管理工作階段範圍的套件
- Apache Spark 3.3.1 檔
- Apache Spark 概念
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 Apache Spark 的運行時間概觀。