다음을 통해 공유

Apache Spark 2.4용 Azure Synapse 런타임(사용되지 않음)

  • 아티클

Azure Synapse Analytics는 Apache Spark에 다양한 런타임을 지원합니다. 이 문서에서는 Apache Spark 2.4의 Azure Synapse 런타임에 대한 런타임 구성 요소 및 버전을 다룹니다.

주의

Apache Spark 2.4용 Azure Synapse Runtime에 대한 사용 중단 및 사용 안 함 알림

  • 2023년 9월 29일부터 Azure Synapse는 Spark 2.4 런타임에 대한 공식 지원을 중단합니다.
  • 9월 29일 이후 Spark 2.4와 관련된 지원 티켓은 다루지 않습니다. Spark 2.4에 대한 버그 또는 보안 수정을 위한 릴리스 파이프라인은 없습니다. Spark 2.4를 활용하면 지원 중단 날짜가 자체 위험으로 수행됩니다. 잠재적인 보안 및 기능 문제로 인해 지속적인 사용을 강력히 권장하지 않습니다.
  • 특정 고객이 더 높은 런타임 버전으로 전환하는 데 추가 시간이 필요할 수 있음을 인식하여 Spark 2.4에 대한 사용 옵션을 일시적으로 확장하지만 공식적인 지원은 제공하지 않습니다.
  • 워크로드를 최신 버전의 런타임(예: Apache Spark 3.4(GA)용 Azure Synapse Runtime)으로 사전에 업그레이드하는 것이 좋습니다.

구성 요소 버전

구성 요소 버전
Apache Spark 2.4.8
운영 체제 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

참고 항목

다음은 Apache Spark 2.4 Python 런타임에 대한 최근 라이브러리 변경 내용입니다.

수정:

  • 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

새로 추가된 기능:

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

Scala 및 Java 라이브러리

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

카드inalestimate_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 라이브러리

  • 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
    • 6=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
  • 핍:
    • 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
    • 허밍버드-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

다음 단계