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。 �
适用于 Apache Spark 2.4 的 Azure Synapse 运行时已替换为更新版本的运行时(适用于 Apache Spark 3.4 的 Azure Synapse 运行时 (GA))。
2022 年 7 月 29 日,我们宣布,自 2023 年 9 月 29 日起,适用于 Apache Spark 2.4 的 Azure Synapse 运行时将被弃用。
2023 年 9 月 29 日后支持终止。 在支持截止日期后使用 Spark 2.4 的风险自行承担。
产品中还添加了有关 2.4 弃用的公告。 Synapse Spark 的生命周期指出,对于已弃用的运行时,Spark 池定义和关联的元数据将在适用的支持终止日期后的规定时间内保留在 Synapse 工作区中。但是,所有管道、作业和笔记本将再也无法执行�。�
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