適用於 Apache Spark 2.4 的 Azure Synapse Runtime (已停用)
Azure Synapse Analytics 支援 Apache Spark 的多個運行時間。 本檔將涵蓋適用於 Apache Spark 2.4 的 Azure Synapse Runtime 的運行時間元件和版本。
警告
適用於 Apache Spark 2.4 的 Azure Synapse Runtime 停用通知
- 自 2024 年 8 月 23 日起, 已停用適用於 Apache Spark 2.4 的 Azure Synapse Runtime。
Apache Spark 2.4 的 Azure Synapse Runtime 已取代為較新版本的運行時間(適用於 Apache Spark 3.4 的 Azure Synapse Runtime (GA)。
在 2022 年 7 月 29 日,我們宣佈 Azure Synapse Runtime for Apache Spark 2.4 將於 2023 年 9 月 29 日淘汰。
2023 年 9 月 29 日之後,支援已結束。 使用Spark 2.4後,支援截止日期會自行承擔風險。
產品中也已新增有關 2.4 淘汰的公告。 Synapse Spark 的生命週期指出,針對已淘汰的運行時間, 「Spark 集區定義和相關聯的元數據將在適用終止支援日期之後的 Synapse 工作區中保留一段已定義的期間。不過,所有管線、作業和筆記本都將無法再執行」。
如需移轉指引,請參閱 升級至適用於 Apache Spark 3.4 和先前運行時間的 Azure Synapse 運行時間淘汰 - Microsoft Community Hub 部落格文章。
元件版本
元件 | 版本 |
---|---|
Apache Spark | 2.4.8 |
作業系統 | 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 運行時間的最新連結庫變更:
修改內容:
- 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
新增專案:
- cached_property=1.5.2
- backports-entry-points-selectable=1.1.1
Scala 和 Java 連結庫
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
巨集-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 程式庫
- 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
- cyolz=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
- 果仁:
- 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
- 湯西夫==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
- zip==3.4.1