适用于 Apache Spark 2.4 的 Azure Synapse 运行时(已禁用)

Azure Synapse Analytics 支持 Apache Spark 的多个运行时。 本文档将介绍适用于 Apache Spark 2.4 的 Azure Synapse 运行时的运行时组件和版本。

注意

适用于 Apache Spark 2.4 的 Azure Synapse 运行时的禁用通知

  • 自 2024 年 8 月 23 日起,适用于 Apache Spark 2.4 的 Azure Synapse 运行时已禁用。

有关迁移指南,请参阅�升级到适用于 Apache Spark 3.4 的 Azure Synapse 运行时和以前的运行时弃用 - Microsoft 社区中心博客文章。

组件版本

组件 版本
Apache Spark 2.4.8
操作系统 Ubuntu 16.04
Java 1.8.0_272
Scala 2.11
.NET Core 3.1
.NET 1.0.0
Delta Lake 0.6
Python 3.6

注意

以下是 Apache Spark 2.4 Python 运行时的最新库更改:

修改:

  • conda 4.3.21 --> 4.9.2
  • libgcc-ng 9.3.0 --> 12.1.0
  • libgfortran-ng 9.3.0 --> 7.5.0
  • libgomp=9.3.0 --> 12.1.0
  • nest-asyncio 1.5.5 --> 1.5.6

新增内容:

  • cached_property=1.5.2
  • backports-entry-points-selectable=1.1.1

Scala 和 Java 库

HikariCP-java7-2.4.12.jar

JavaEWAH-0.3.2.jar

RoaringBitmap-0.7.45.jar

ST4-4.0.4.jar

SparkCustomEvents-2.0.0.jar

TokenLibrary-assembly-1.0.jar

VegasConnector-1.0.21.1.jar

accessors-smart-1.2.jar

activation-1.1.1.jar

aircompressor-0.10.jar

antlr-2.7.7.jar

antlr-runtime-3.4.jar

antlr4-runtime-4.7.jar

aopalliance-1.0.jar

aopalliance-repackaged-2.4.0-b34.jar

apache-log4j-extras-1.2.17.jar

apacheds-i18n-2.0.0-M15.jar

apacheds-kerberos-codec-2.0.0-M15.jar

api-asn1-api-1.0.0-M20.jar

api-util-1.0.0-M20.jar

arpack_combined_all-0.1.jar

arrow-format-0.10.0.jar

arrow-memory-0.10.0.jar

arrow-vector-0.10.0.jar

audience-annotations-0.5.0.jar

avro-1.8.2.jar

avro-ipc-1.8.2.jar

avro-mapred-1.8.2-hadoop2.jar

aws-java-sdk-bundle-1.11.271.jar

azure-eventhubs-3.2.2.jar

azure-eventhubs-spark_2.11-2.3.18.jar

azure-keyvault-core-1.0.0.jar

azure-storage-7.0.1.jar

bonecp-0.8.0.RELEASE.jar

breeze-macros_2.11-0.13.2.jar

breeze_2.11-0.13.2.jar

calcite-avatica-1.2.0-incubating.jar

calcite-core-1.2.0-incubating.jar

calcite-linq4j-1.2.0-incubating.jar

cardinalestimate_2.11-0.1-uber.jar

chill-java-0.9.3.jar

chill_2.11-0.9.3.jar

client-sdk-1.11.0.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-3.0.9.jar

commons-compress-1.8.1.jar

commons-configuration-1.6.jar

commons-crypto-1.0.0.jar

commons-dbcp-1.4.jar

commons-digester-1.8.jar

commons-httpclient-3.1.jar

commons-io-2.4.jar

commons-lang-2.6.jar

commons-lang3-3.5.jar

commons-logging-1.1.3.jar

commons-math3-3.4.1.jar

commons-net-3.1.jar

commons-pool-1.5.4.jar

compress-lzf-1.0.3.jar

config-1.3.4.jar

core-1.1.2.jar

cosmos-analytics-spark-connector-assembly-1.4.5.jar

curator-client-2.7.1.jar

curator-framework-2.7.1.jar

curator-recipes-2.7.1.jar

datanucleus-api-jdo-3.2.6.jar

datanucleus-core-3.2.10.jar

datanucleus-rdbms-3.2.9.jar

delta-core_2.11-0.6.1.1.jar

derby-10.12.1.1.jar

ehcache-3.3.1.jar

eigenbase-properties-1.1.5.jar

flatbuffers-1.2.0-3f79e055.jar

fluent-logger-jar-with-dependencies.jar

geronimo-jcache_1.0_spec-1.0-alpha-1.jar

gson-2.2.4.jar

guava-14.0.1.jar

guice-3.0.jar

guice-servlet-3.0.jar

hadoop-annotations-2.9.1.2.6.99.201-34744923.jar

hadoop-auth-2.9.1.2.6.99.201-34744923.jar

hadoop-aws-2.9.1.2.6.99.201-34744923.jar

hadoop-azure-2.9.1.2.6.99.201-34744923.jar

hadoop-client-2.9.1.2.6.99.201-34744923.jar

hadoop-common-2.9.1.2.6.99.201-34744923.jar

hadoop-hdfs-client-2.9.1.2.6.99.201-34744923.jar

hadoop-mapreduce-client-app-2.9.1.2.6.99.201-34744923.jar

hadoop-mapreduce-client-common-2.9.1.2.6.99.201-34744923.jar

hadoop-mapreduce-client-core-2.9.1.2.6.99.201-34744923.jar

hadoop-mapreduce-client-jobclient-2.9.1.2.6.99.201-34744923.jar

hadoop-mapreduce-client-shuffle-2.9.1.2.6.99.201-34744923.jar

hadoop-openstack-2.9.1.2.6.99.201-34744923.jar

hadoop-yarn-api-2.9.1.2.6.99.201-34744923.jar

hadoop-yarn-client-2.9.1.2.6.99.201-34744923.jar

hadoop-yarn-common-2.9.1.2.6.99.201-34744923.jar

hadoop-yarn-registry-2.9.1.2.6.99.201-34744923.jar

hadoop-yarn-server-common-2.9.1.2.6.99.201-34744923.jar

hadoop-yarn-server-web-proxy-2.9.1.2.6.99.201-34744923.jar

hdinsight-spark-metrics_2_4-2.1.jar

hive-beeline-1.2.1.spark2.jar

hive-cli-1.2.1.spark2.jar

hive-exec-1.2.1.spark2.jar

hive-jdbc-1.2.1.spark2.jar

hive-metastore-1.2.1.spark2.jar

hk2-api-2.4.0-b34.jar

hk2-locator-2.4.0-b34.jar

hk2-utils-2.4.0-b34.jar

hppc-0.7.2.jar

htrace-core4-4.1.0-incubating.jar

httpclient-4.5.6.jar

httpcore-4.4.10.jar

hyperspace-core_2.11-0.4.0.1.jar

impulse-core_2.11-0.1.2.jar

isolation-forest_2.4.3_2.11-0.3.2.jar

ivy-2.4.0.jar

jackson-annotations-2.6.7.jar

jackson-core-2.6.7.jar

jackson-core-asl-1.9.13.jar

jackson-databind-2.6.7.3.jar

jackson-jaxrs-1.9.13.jar

jackson-mapper-asl-1.9.13.jar

jackson-module-paranamer-2.7.9.jar

jackson-module-scala_2.11-2.6.7.1.jar

jackson-xc-1.9.13.jar

janino-3.0.9.jar

javassist-3.18.1-GA.jar

javax.annotation-api-1.2.jar

javax.inject-1.jar

javax.inject-2.4.0-b34.jar

javax.servlet-api-3.1.0.jar

javax.ws.rs-api-2.0.1.jar

javolution-5.5.1.jar

jaxb-api-2.2.2.jar

jcip-annotations-1.0-1.jar

jcl-over-slf4j-1.7.16.jar

jdo-api-3.0.1.jar

jersey-client-2.22.2.jar

jersey-common-2.22.2.jar

jersey-container-servlet-2.22.2.jar

jersey-container-servlet-core-2.22.2.jar

jersey-guava-2.22.2.jar

jersey-media-jaxb-2.22.2.jar

jersey-server-2.22.2.jar

jetty-6.1.26.jar

jetty-sslengine-6.1.26.jar

jetty-util-6.1.26.jar

jline-2.14.6.jar

joda-time-2.9.3.jar

jodd-core-3.5.2.jar

jpam-1.1.jar

jsch-0.1.54.jar

json-20090211.jar

json-simple-1.1.jar

json-smart-2.3.jar

json4s-ast_2.11-3.5.3.jar

json4s-core_2.11-3.5.3.jar

json4s-jackson_2.11-3.5.3.jar

json4s-scalap_2.11-3.5.3.jar

jsp-api-2.1.jar

jsr305-1.3.9.jar

jta-1.1.jar

jtransforms-2.4.0.jar

jul-to-slf4j-1.7.16.jar

kryo-shaded-4.0.2.jar

kusto-data-2.4.1.jar

kusto-ingest-2.4.1.jar

kusto-spark_2.4_2.11-2.5.1.jar

leveldbjni-all-1.8.jar

libfb303-0.9.3.jar

libthrift-0.9.3.jar

libuxsock.so

lightgbmlib-2.3.180.jar

log4j-1.2.17.jar

lz4-java-1.4.0.jar

machinist_2.11-0.6.1.jar

macro-compat_2.11-1.1.1.jar

mdsdclientdynamic-2.0.jar

metrics-core-3.1.5.jar

metrics-graphite-3.1.5.jar

metrics-json-3.1.5.jar

metrics-jvm-3.1.5.jar

microsoft-catalog-metastore-client-1.0.44.jar

microsoft-log4j-etwappender-1.0.jar

microsoft-spark.jar

minlog-1.3.0.jar

mmlspark_2.11-1.0.0-rc3-6-0a30d1ae-SNAPSHOT.jar

mssql-jdbc-8.4.1.jre8.jar

mysql-connector-java-8.0.18.jar

netty-3.9.9.Final.jar

netty-all-4.1.42.Final.jar

nimbus-jose-jwt-4.41.1.jar

notebook-utils-2.4.4-20210430.2.jar

objenesis-2.5.1.jar

okhttp-2.7.5.jar

okio-1.6.0.jar

opencsv-2.3.jar

opencv-3.2.0-1.jar

orc-core-1.5.5-nohive.jar

orc-mapreduce-1.5.5-nohive.jar

orc-shims-1.5.5.jar

oro-2.0.8.jar

osgi-resource-locator-1.0.1.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-hadoop-bundle-1.6.0.jar

parquet-jackson-1.10.1.jar

peregrine-spark-0.5.jar

postgresql-42.2.9.jar

protobuf-java-2.5.0.jar

proton-j-0.33.4.jar

py4j-0.10.7.jar

pyrolite-4.13.jar

qpid-proton-j-extensions-1.2.3.jar

scala-compiler-2.11.12.jar

scala-java8-compat_2.11-0.9.0.jar

scala-library-2.11.12.jar

scala-parser-combinators_2.11-1.1.0.jar

scala-reflect-2.11.12.jar

scala-xml_2.11-1.0.5.jar

shapeless_2.11-2.3.2.jar

shims-0.7.45.jar

slf4j-api-1.7.16.jar

slf4j-log4j12-1.7.16.jar

snappy-0.2.jar

snappy-java-1.1.7.3.jar

spark-avro_2.11-2.4.4.2.6.99.201-34744923.jar

spark-catalyst_2.11-2.4.4.2.6.99.201-34744923.jar

spark-cdm-connector-assembly-0.19.1.jar

spark-core_2.11-2.4.4.2.6.99.201-34744923.jar

spark-enhancement_2.11-2.4.4.2.6.99.201-34744923.jar

spark-enhancementui_2.11-1.0.0.jar

spark-graphx_2.11-2.4.4.2.6.99.201-34744923.jar

spark-hive-thriftserver_2.11-2.4.4.2.6.99.201-34744923.jar

spark-hive_2.11-2.4.4.2.6.99.201-34744923.jar

spark-kusto-synapse-connector-0.11.0.jar

spark-kvstore_2.11-2.4.4.2.6.99.201-34744923.jar

spark-launcher_2.11-2.4.4.2.6.99.201-34744923.jar

spark-microsoft-telemetry_2.11-2.4.4.2.6.99.201-34744923.jar

spark-microsoft-tools_2.11-2.4.4.2.6.99.201-34744923.jar

spark-mllib-local_2.11-2.4.4.2.6.99.201-34744923.jar

spark-mllib_2.11-2.4.4.2.6.99.201-34744923.jar

spark-mssql-connector-1.0.0.jar

spark-network-common_2.11-2.4.4.2.6.99.201-34744923.jar

spark-network-shuffle_2.11-2.4.4.2.6.99.201-34744923.jar

spark-repl_2.11-2.4.4.2.6.99.201-34744923.jar

spark-sketch_2.11-2.4.4.2.6.99.201-34744923.jar

spark-sql_2.11-2.4.4.2.6.99.201-34744923.jar

spark-streaming_2.11-2.4.4.2.6.99.201-34744923.jar

spark-tags_2.11-2.4.4.2.6.99.201-34744923.jar

spark-unsafe_2.11-2.4.4.2.6.99.201-34744923.jar

spark-yarn_2.11-2.4.4.2.6.99.201-34744923.jar

spark_diagnostic_cli-1.0.3_spark-2.4.5.jar

spire-macros_2.11-0.13.0.jar

spire_2.11-0.13.0.jar

spray-json_2.11-1.3.2.jar

sqlanalyticsconnector-1.0.9.2.6.99.201-34744923.jar

stax-api-1.0-2.jar

stax-api-1.0.1.jar

stax2-api-3.1.4.jar

stream-2.7.0.jar

stringtemplate-3.2.1.jar

structuredstreamforspark_2.11-1.3.2.jar

super-csv-2.2.0.jar

synapse-spark-telemetry_2.11-0.0.4.jar

univocity-parsers-2.7.3.jar

validation-api-1.1.0.Final.jar

vw-jni-8.8.1.jar

wildfly-openssl-1.0.7.Final.jar

woodstox-core-5.0.3.jar

xbean-asm6-shaded-4.8.jar

xmlenc-0.52.jar

xz-1.5.jar

zookeeper-3.4.11.2.6.99.201-34744923.jar

zstd-jni-1.3.2-2.jar

Python 库

  • conda:
    • _libgcc_mutex=0.1
    • _openmp_mutex=4.5
    • brotlipy=0.7.0
    • c-ares=1.16.1
    • ca-certificates=2020.6.20
    • cached-property=1.5.2
    • cached_property=1.5.2
    • certifi=2020.6.20
    • cffi=1.14.3
    • chardet=3.0.4
    • conda=4.9.2
    • conda-env=2.6.0
    • cryptography=3.1.1
    • cytoolz=0.8.2
    • gperftools=2.7
    • h5py=2.10.0
    • hdf5=1.10.6
    • idna=2.10
    • jpeg=9d
    • krb5=1.17.1
    • ld_impl_linux-64=2.35
    • libblas=3.9.0
    • libcblas=3.9.0
    • libcurl=7.71.1
    • libedit=3.1.20191231
    • libev=4.33
    • libffi=3.2.1
    • libgcc-ng=12.1.0
    • libgfortran-ng=7.5.0
    • libgfortran4=7.5.0
    • libgomp=12.1.0
    • libiconv=1.16
    • liblapack=3.9.0
    • libnghttp2=1.41.0
    • libopenblas=0.3.12
    • libssh2=1.9.0
    • libstdcxx-ng=9.3.0
    • ncurses=6.2
    • numpy=1.18.5
    • openssl=1.1.1h
    • perl=5.32.0
    • pip=20.2.4
    • pycparser=2.20
    • pygments=2.7.3
    • pyopenssl=19.1.0
    • pysocks=1.7.1
    • python=3.6.11
    • python_abi=3.6
    • readline=8.0
    • requests=2.24.0
    • sentencepiece=0.1.92
    • setuptools=41.4.0
    • six=1.15.0
    • sqlite=3.33.0
    • tk=8.6.10
    • toolz=0.11.1
    • unixodbc=2.3.9
    • urllib3=1.25.10
    • wheel=0.30.0
    • xz=5.2.5
    • yaml=0.2.5
    • zlib=1.2.11
  • pip:
    • absl-py==0.11.0
    • adal==1.2.4
    • adlfs==0.5.5
    • aiohttp==3.7.2
    • alembic==1.4.1
    • altair==4.1.0
    • appdirs==1.4.4
    • applicationinsights==0.11.9
    • argon2-cffi==21.1.0
    • asn1crypto==1.4.0
    • astor==0.8.1
    • astroid==2.4.2
    • astunparse==1.6.3
    • async-generator==1.10
    • async-timeout==3.0.1
    • attrs==20.3.0
    • azure-common==1.1.25
    • azure-core==1.15.0
    • azure-datalake-store==0.0.51
    • azure-graphrbac==0.61.1
    • azure-identity==1.4.1
    • azure-mgmt-authorization==0.61.0
    • azure-mgmt-containerregistry==2.8.0
    • azure-mgmt-keyvault==2.2.0
    • azure-mgmt-resource==12.0.0
    • azure-mgmt-storage==11.2.0
    • azure-storage-blob==12.5.0
    • azure-storage-common==2.1.0
    • azure-storage-queue==12.1.5
    • azureml-automl-core==1.32.0
    • azureml-automl-runtime==1.32.0
    • azureml-core==1.32.0
    • azureml-dataprep==2.18.0
    • azureml-dataprep-native==36.0.0
    • azureml-dataprep-rslex==1.16.1
    • azureml-dataset-runtime==1.32.0
    • azureml-defaults==1.32.0
    • azureml-interpret==1.32.0
    • azureml-mlflow==1.32.0
    • azureml-model-management-sdk==1.0.1b6.post1
    • azureml-opendatasets==1.32.0
    • azureml-pipeline==1.32.0
    • azureml-pipeline-core==1.32.0
    • azureml-pipeline-steps==1.32.0
    • azureml-sdk==1.32.0
    • azureml-telemetry==1.32.0
    • azureml-train==1.32.0
    • azureml-train-automl==1.32.0
    • azureml-train-automl-client==1.32.0
    • azureml-train-automl-runtime==1.32.0
    • azureml-train-core==1.32.0
    • azureml-train-restclients-hyperdrive==1.32.0
    • backcall==0.2.0
    • backports-datetime-fromisoformat==1.0.0
    • backports-entry-points-selectable==1.1.1
    • backports-tempfile==1.0
    • backports-weakref==1.0.post1
    • beautifulsoup4==4.9.3
    • bitarray==1.6.1
    • bleach==4.1.0
    • bokeh==2.2.3
    • boto==2.49.0
    • boto3==1.15.14
    • botocore==1.18.14
    • bottleneck==1.3.2
    • bpemb==0.3.2
    • cachetools==4.1.1
    • click==7.1.2
    • cloudpickle==1.6.0
    • configparser==3.7.4
    • contextlib2==0.6.0.post1
    • contextvars==2.4
    • cycler==0.10.0
    • cython==0.29.21
    • databricks-cli==0.14.0
    • dataclasses==0.8
    • datashape==0.5.2
    • decorator==4.4.2
    • defusedxml==0.7.1
    • deprecated==1.2.10
    • dill==0.3.2
    • distlib==0.3.6
    • distro==1.5.0
    • docker==4.3.1
    • docutils==0.16
    • dotnetcore2==2.1.17
    • entrypoints==0.3
    • et-xmlfile==1.0.1
    • fastapi==0.63.0
    • filelock==3.0.12
    • fire==0.3.1
    • flair==0.5
    • flask==1.0.3
    • flatbuffers==2.0
    • fsspec==0.8.4
    • fusepy==3.0.1
    • future==0.18.2
    • gast==0.3.3
    • gensim==3.8.3
    • geographiclib==1.50
    • geopy==2.0.0
    • gitdb==4.0.5
    • gitpython==3.1.11
    • google-api-core==1.30.0
    • google-auth==1.32.1
    • google-auth-oauthlib==0.4.2
    • google-pasta==0.2.0
    • googleapis-common-protos==1.53.0
    • gorilla==0.3.0
    • grpcio==1.33.2
    • gunicorn==20.1.0
    • h11==0.12.0
    • heapdict==1.0.1
    • html5lib==1.1
    • hummingbird-ml==0.0.6
    • hyperopt==0.2.5
    • idna-ssl==1.1.0
    • imageio==2.9.0
    • immutables==0.16
    • importlib-metadata==1.7.0
    • importlib-resources==5.4.0
    • interpret-community==0.18.1
    • interpret-core==0.2.1
    • ipykernel==5.5.3
    • ipython==7.8.0
    • ipython-genutils==0.2.0
    • ipywidgets==7.6.3
    • isodate==0.6.0
    • isort==5.6.4
    • itsdangerous==1.1.0
    • jdcal==1.4.1
    • jedi==0.18.1
    • jeepney==0.4.3
    • jinja2==2.11.2
    • jmespath==0.10.0
    • joblib==0.14.1
    • json-logging-py==0.2
    • jsonpickle==1.4.1
    • jsonschema==3.2.0
    • jupyter-client==7.1.2
    • jupyter-core==4.9.2
    • jupyterlab-pygments==0.1.2
    • jupyterlab-widgets==1.1.1
    • keras-applications==1.0.8
    • keras-preprocessing==1.1.2
    • keras2onnx==1.6.0
    • kiwisolver==1.3.1
    • koalas==1.2.0
    • langdetect==1.0.8
    • lazy-object-proxy==1.4.3
    • liac-arff==2.5.0
    • lightgbm==2.3.0
    • mako==1.1.3
    • markdown==3.3.3
    • markupsafe==1.1.1
    • matplotlib==3.2.2
    • mccabe==0.6.1
    • mistune==0.8.4
    • mleap==0.16.1
    • mlflow==1.18.0
    • mlflow-skinny==1.20.2
    • more-itertools==8.6.0
    • mpld3==0.3
    • mpmath==1.1.0
    • msal==1.5.0
    • msal-extensions==0.2.2
    • msrest==0.6.19
    • msrestazure==0.6.4
    • multidict==5.0.0
    • multipledispatch==0.6.0
    • mypy==0.780
    • mypy-extensions==0.4.3
    • nbclient==0.5.9
    • nbconvert==6.0.7
    • nbformat==5.1.3
    • ndg-httpsclient==0.5.1
    • nest-asyncio==1.5.6
    • networkx==2.5
    • nimbusml==1.7.1
    • nltk==3.5
    • nose==1.3.7
    • notebook==6.1.5
    • oauthlib==3.1.0
    • odo==0.5.0
    • olefile==0.46
    • onnx==1.7.0
    • onnxconverter-common==1.6.0
    • onnxmltools==1.4.1
    • onnxruntime==1.8.0
    • opencensus==0.7.13
    • opencensus-context==0.1.2
    • opencensus-ext-azure==1.0.8
    • openpyxl==3.0.5
    • opt-einsum==3.3.0
    • packaging==20.4
    • pandas==0.25.3
    • pandasql==0.7.3
    • pandocfilters==1.5.0
    • parso==0.8.2
    • pathspec==0.8.0
    • patsy==0.5.1
    • pexpect==4.8.0
    • pickleshare==0.7.5
    • pillow==8.0.1
    • platformdirs==2.4.0
    • plotly==4.12.0
    • pluggy==0.13.1
    • pmdarima==1.1.1
    • portalocker==1.7.1
    • prometheus-client==0.8.0
    • prometheus-flask-exporter==0.18.1
    • prompt-toolkit==2.0.10
    • protobuf==3.13.0
    • psutil==5.7.2
    • ptyprocess==0.7.0
    • py==1.9.0
    • py-cpuinfo==5.0.0
    • py4j==0.10.7
    • pyarrow==1.0.1
    • pyasn1==0.4.8
    • pyasn1-modules==0.2.8
    • pycrypto==2.6.1
    • pydantic==1.9.2
    • pyjwt==1.7.1
    • pylint==2.6.0
    • pymssql==2.1.5
    • pyodbc==4.0.30
    • pyopencl==2020.1
    • pyparsing==2.4.7
    • pyrsistent==0.17.3
    • pyspark==2.4.5
    • pytest==5.3.2
    • python-dateutil==2.8.1
    • python-editor==1.0.4
    • pytools==2021.1
    • pytz==2020.1
    • pywavelets==1.1.1
    • pyyaml==5.3.1
    • pyzmq==22.3.0
    • querystring-parser==1.2.4
    • regex==2020.10.28
    • requests-oauthlib==1.3.0
    • retrying==1.3.3
    • rsa==4.6
    • ruamel-yaml==0.16.12
    • ruamel-yaml-clib==0.2.2
    • s3transfer==0.3.3
    • sacremoses==0.0.43
    • scikit-image==0.17.2
    • scikit-learn==0.22.2.post1
    • scipy==1.5.2
    • seaborn==0.11.0
    • secretstorage==3.1.2
    • segtok==1.5.10
    • send2trash==1.8.0
    • shap==0.34.0
    • skl2onnx==1.4.9
    • sklearn-pandas==1.7.0
    • smart-open==1.9.0
    • smmap==3.0.4
    • soupsieve==2.0.1
    • sqlalchemy==1.3.13
    • sqlitedict==1.7.0
    • sqlparse==0.4.1
    • starlette==0.13.6
    • statsmodels==0.10.2
    • tabulate==0.8.7
    • tb-nightly==1.14.0a20190603
    • tensorboard==2.3.0
    • tensorboard-plugin-wit==1.7.0
    • tensorflow==2.0.1
    • tensorflow-estimator==2.3.0
    • termcolor==1.1.0
    • terminado==0.12.1
    • testpath==0.5.0
    • textblob==0.15.3
    • tf-estimator-nightly==1.14.0.dev2019060501
    • tf2onnx==1.7.2
    • tifffile==2020.9.3
    • tokenizers==0.9.2
    • toml==0.10.2
    • torch==1.7.0
    • tornado==6.1
    • tqdm==4.48.2
    • traitlets==4.3.3
    • transformers==3.4.0
    • typed-ast==1.4.1
    • typing-extensions==3.7.4.3
    • uvicorn==0.13.2
    • virtualenv==20.8.1
    • wcwidth==0.2.5
    • webencodings==0.5.1
    • websocket-client==0.57.0
    • werkzeug==1.0.1
    • widgetsnbextension==3.5.2
    • wrapt==1.11.2
    • xgboost==0.90
    • yarl==1.6.3
    • zict==1.0.0
    • zipp==3.4.1

后续步骤