SDK 및 작업자 종속성

Apache Beam SDK와 Dataflow 작업자는 공통 타사 구성요소를 사용하며, 이러한 구성요소는 종속 항목을 추가로 가져옵니다. Apache Beam SDK의 종속 항목은 기본 Dataflow 런타임 환경에 사전 설치되어 있습니다.

일부 데이터 처리 사용 사례에서는 추가 라이브러리나 클래스를 사용하는 이점을 얻을 수 있습니다. 이러한 경우 파이프라인 종속 항목을 관리해야 할 수 있습니다. 종속 항목 관리에 대한 자세한 내용은 Dataflow에서 파이프라인 종속 항목 관리를 참조하세요.

이 페이지에는 Apache Beam 및 Dataflow SDK 출시 버전별 종속 항목과 작업자 패키지 정보가 포함되어 있습니다.

• 자바용 Apache Beam 2.x SDK
• Python용 Apache Beam 2.x SDK
• Go용 Apache Beam 2.x SDK
• 자바용 Cloud Dataflow 2.x SDK
• Python용 Cloud Dataflow 2.x SDK
• 자바용 Cloud Dataflow 1.x SDK

Apache Beam 2.x SDK

Go용 SDK

Go용 Apache Beam SDK의 종속 항목 정보는 Go용 Apache Beam SDK 종속 항목 페이지를 참고하세요.

자바용 SDK

Java용 Apache Beam SDK의 종속 항목 정보는 Java용 Apache Beam SDK 종속 항목 페이지를 참고하세요.

Python용 SDK

Python용 Apache Beam SDK의 종속 항목 정보는 Python용 Apache Beam SDK 종속 항목 페이지를 참고하세요.

작업자 종속 항목

이 섹션은 Apache Beam 2.49.0 이하에 적용됩니다. 다음 표에는 Dataflow에서 빌드한 작업자에 설치된 Python 종속 항목에 관한 정보가 나와 있습니다.

참고: Apache Beam 2.50.0부터 Dataflow는 더 이상 Python 파이프라인을 실행하기 위해 별도의 컨테이너를 빌드하지 않습니다. 대신 Dataflow는 게시된 오픈소스 컨테이너를 사용합니다. Apache Beam 2.50.0 이상의 종속 항목 정보는 Python용 Apache Beam SDK 종속 항목 페이지를 참고하세요.

버전 2.49.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.11.4

패키지	버전
attrs	23.1.0
avro-python3	1.8.2
beautifulsoup4	4.12.0
bs4	0.0.1
cachetools	4.2.4
certifi	2023년 5월 7일
charset-normalizer	3.1.0
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.34
dill	0.3.1.1
dnspython	2.3.0
docopt	0.6.2
fastavro	1.7.4
fasteners	0.18
미래	0.18.2
google-api-core	2.11.0
google-apitools	0.5.31
google-auth	2.17.1
google-auth-httplib2	0.1.0
google-cloud-aiplatform	1.26.1
google-cloud-bigquery	3.9.0
google-cloud-bigquery-storage	2.19.1
google-cloud-bigtable	2.19.0
google-cloud-core	2.3.2
google-cloud-datastore	2.15.1
google-cloud-dlp	3.12.1
google-cloud-language	2.9.1
google-cloud-pubsub	2.15.2
google-cloud-pubsublite	1.7.0
google-cloud-recommendations-ai	0.10.3
google-cloud-resource-manager	1.10.2
google-cloud-spanner	3.30.0
google-cloud-storage	2.10.0
google-cloud-videointelligence	2.11.1
google-cloud-vision	3.4.1
google-crc32c	1.5.0
google-resumable-media	2.5.0
googleapis-common-protos	1.59.1
grpc-google-iam-v1	0.12.6
grpcio	1.56.0
grpcio-gcp	0.2.2
grpcio-status	1.56.0
guppy3	3.1.3
hdfs	2.7.0
httplib2	0.22.0
idna	3.4
iniconfig	2.0.0
joblib	1.3.1
mmh3	3.1.0
nltk	3.8.1
코	1.3.7
numpy	1.23.5
oauth2client	4.1.3
objsize	0.6.1
orjson	3.9.1
overrides	6.5.0
패키징	23.1
pandas	1.5.3
Pillow	7.2.0
pip	23.1.2
pluggy	1.2.0
proto-plus	1.22.3
protobuf	4.23.3
pyarrow	11.0.0
pyasn1	0.5.0
pyasn1-modules	0.3.0
pydot	1.4.2
pymongo	4.4.0
pyparsing	3.1.0
pytest	7.2.2
python-dateutil	2.8.2
pytz	2023년 3월
PyYAML	6.0
regex	2022년 10월 31일
요청	2.28.2
rsa	4.9
scikit-learn	1.2.2
scipy	1.10.1
setuptools	65.5.1
Shapely	1.8.5.post1
six	1.16.0
soupsieve	2.4.1
sqlparse	0.4.4
threadpoolctl	3.1.0
tqdm	4.65.0
typing_extensions	4.5.0
urllib3	1.26.16
wheel	0.40.0
zstandard	0.20.0

Python 3.10.12

패키지	버전
attrs	23.1.0
avro-python3	1.8.2
beautifulsoup4	4.12.0
bs4	0.0.1
cachetools	4.2.4
certifi	2023년 5월 7일
charset-normalizer	3.1.0
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.34
dill	0.3.1.1
dnspython	2.3.0
docopt	0.6.2
exceptiongroup	1.1.2
fastavro	1.7.4
fasteners	0.18
미래	0.18.2
google-api-core	2.11.0
google-api-python-client	2.92.0
google-apitools	0.5.31
google-auth	2.17.1
google-auth-httplib2	0.1.0
google-cloud-aiplatform	1.26.1
google-cloud-bigquery	3.9.0
google-cloud-bigquery-storage	2.19.1
google-cloud-bigtable	2.19.0
google-cloud-core	2.3.2
google-cloud-datastore	2.15.1
google-cloud-dlp	3.12.1
google-cloud-language	2.9.1
google-cloud-profiler	4.0.0
google-cloud-pubsub	2.15.2
google-cloud-pubsublite	1.7.0
google-cloud-recommendations-ai	0.10.3
google-cloud-resource-manager	1.10.2
google-cloud-spanner	3.30.0
google-cloud-storage	2.10.0
google-cloud-videointelligence	2.11.1
google-cloud-vision	3.4.1
google-crc32c	1.5.0
google-resumable-media	2.5.0
googleapis-common-protos	1.59.1
grpc-google-iam-v1	0.12.6
grpcio	1.56.0
grpcio-gcp	0.2.2
grpcio-status	1.56.0
guppy3	3.1.3
hdfs	2.7.0
httplib2	0.22.0
idna	3.4
iniconfig	2.0.0
joblib	1.3.1
mmh3	3.1.0
nltk	3.8.1
코	1.3.7
numpy	1.23.5
oauth2client	4.1.3
objsize	0.6.1
orjson	3.9.1
overrides	6.5.0
패키징	23.1
pandas	1.5.3
Pillow	7.2.0
pip	23.1.2
pluggy	1.2.0
proto-plus	1.22.3
protobuf	4.23.3
pyarrow	11.0.0
pyasn1	0.5.0
pyasn1-modules	0.3.0
pydot	1.4.2
pymongo	4.4.0
pyparsing	3.1.0
pytest	7.2.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2023년 3월
PyYAML	6.0
regex	2022년 10월 31일
요청	2.28.2
rsa	4.9
scikit-learn	1.2.2
scipy	1.10.1
setuptools	65.5.1
Shapely	1.8.5.post1
six	1.16.0
soupsieve	2.4.1
sqlparse	0.4.4
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.65.0
typing_extensions	4.5.0
uritemplate	4.1.1
urllib3	1.26.16
wheel	0.40.0
zstandard	0.20.0

Python 3.9.17

패키지	버전
attrs	23.1.0
avro-python3	1.8.2
beautifulsoup4	4.12.0
bs4	0.0.1
cachetools	4.2.4
certifi	2023년 5월 7일
charset-normalizer	3.1.0
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.34
dill	0.3.1.1
dnspython	2.3.0
docopt	0.6.2
exceptiongroup	1.1.2
fastavro	1.7.4
fasteners	0.18
미래	0.18.2
google-api-core	2.11.0
google-api-python-client	2.92.0
google-apitools	0.5.31
google-auth	2.17.1
google-auth-httplib2	0.1.0
google-cloud-aiplatform	1.26.1
google-cloud-bigquery	3.9.0
google-cloud-bigquery-storage	2.19.1
google-cloud-bigtable	2.19.0
google-cloud-core	2.3.2
google-cloud-datastore	2.15.1
google-cloud-dlp	3.12.1
google-cloud-language	2.9.1
google-cloud-profiler	4.0.0
google-cloud-pubsub	2.15.2
google-cloud-pubsublite	1.7.0
google-cloud-recommendations-ai	0.10.3
google-cloud-resource-manager	1.10.2
google-cloud-spanner	3.30.0
google-cloud-storage	2.10.0
google-cloud-videointelligence	2.11.1
google-cloud-vision	3.4.1
google-crc32c	1.5.0
google-resumable-media	2.5.0
googleapis-common-protos	1.59.1
grpc-google-iam-v1	0.12.6
grpcio	1.56.0
grpcio-gcp	0.2.2
grpcio-status	1.56.0
guppy3	3.1.3
hdfs	2.7.0
httplib2	0.22.0
idna	3.4
iniconfig	2.0.0
joblib	1.3.1
mmh3	3.1.0
nltk	3.8.1
코	1.3.7
numpy	1.23.5
oauth2client	4.1.3
objsize	0.6.1
orjson	3.9.1
overrides	6.5.0
패키징	23.1
pandas	1.5.3
Pillow	7.2.0
pip	23.1.2
pluggy	1.2.0
proto-plus	1.22.3
protobuf	4.23.3
pyarrow	11.0.0
pyasn1	0.5.0
pyasn1-modules	0.3.0
pydot	1.4.2
pymongo	4.4.0
pyparsing	3.1.0
pytest	7.2.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2023년 3월
PyYAML	6.0
regex	2022년 10월 31일
요청	2.28.2
rsa	4.9
scikit-learn	1.2.2
scipy	1.10.1
setuptools	58.1.0
Shapely	1.8.5.post1
six	1.16.0
soupsieve	2.4.1
sqlparse	0.4.4
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.65.0
typing_extensions	4.5.0
uritemplate	4.1.1
urllib3	1.26.16
wheel	0.40.0
zstandard	0.20.0

Python 3.8.17

패키지	버전
attrs	23.1.0
avro-python3	1.8.2
beautifulsoup4	4.12.0
bs4	0.0.1
cachetools	4.2.4
certifi	2023년 5월 7일
charset-normalizer	3.1.0
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.34
dill	0.3.1.1
dnspython	2.3.0
docopt	0.6.2
exceptiongroup	1.1.2
fastavro	1.7.4
fasteners	0.18
미래	0.18.2
google-api-core	2.11.0
google-api-python-client	2.92.0
google-apitools	0.5.31
google-auth	2.17.1
google-auth-httplib2	0.1.0
google-cloud-aiplatform	1.26.1
google-cloud-bigquery	3.9.0
google-cloud-bigquery-storage	2.19.1
google-cloud-bigtable	2.19.0
google-cloud-core	2.3.2
google-cloud-datastore	2.15.1
google-cloud-dlp	3.12.1
google-cloud-language	2.9.1
google-cloud-profiler	4.0.0
google-cloud-pubsub	2.15.2
google-cloud-pubsublite	1.7.0
google-cloud-recommendations-ai	0.10.3
google-cloud-resource-manager	1.10.2
google-cloud-spanner	3.30.0
google-cloud-storage	2.10.0
google-cloud-videointelligence	2.11.1
google-cloud-vision	3.4.1
google-crc32c	1.5.0
google-resumable-media	2.5.0
googleapis-common-protos	1.59.1
grpc-google-iam-v1	0.12.6
grpcio	1.56.0
grpcio-gcp	0.2.2
grpcio-status	1.56.0
guppy3	3.1.3
hdfs	2.7.0
httplib2	0.22.0
idna	3.4
iniconfig	2.0.0
joblib	1.3.1
mmh3	3.1.0
nltk	3.8.1
코	1.3.7
numpy	1.23.5
oauth2client	4.1.3
objsize	0.6.1
orjson	3.9.1
overrides	6.5.0
패키징	23.1
pandas	1.5.3
Pillow	7.2.0
pip	23.1.2
pluggy	1.2.0
proto-plus	1.22.3
protobuf	4.23.3
pyarrow	11.0.0
pyasn1	0.5.0
pyasn1-modules	0.3.0
pydot	1.4.2
pymongo	4.4.0
pyparsing	3.1.0
pytest	7.2.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2023년 3월
PyYAML	6.0
regex	2022년 10월 31일
요청	2.28.2
rsa	4.9
scikit-learn	1.2.2
scipy	1.10.1
setuptools	57.5.0
Shapely	1.8.5.post1
six	1.16.0
soupsieve	2.4.1
sqlparse	0.4.4
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.65.0
typing_extensions	4.5.0
uritemplate	4.1.1
urllib3	1.26.16
wheel	0.40.0
zstandard	0.20.0

버전 2.48.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.11.3

패키지	버전
attrs	23.1.0
avro-python3	1.8.2
beautifulsoup4	4.12.0
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	3.1.0
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.34
dill	0.3.1.1
dnspython	2.3.0
docopt	0.6.2
fastavro	1.7.3
fasteners	0.18
미래	0.18.2
google-api-core	2.11.0
google-apitools	0.5.31
google-auth	2.17.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.9.0
google-cloud-bigquery-storage	2.19.1
google-cloud-bigtable	2.17.0
google-cloud-core	2.3.2
google-cloud-datastore	2.15.1
google-cloud-dlp	3.12.1
google-cloud-language	2.9.1
google-cloud-pubsub	2.15.2
google-cloud-pubsublite	1.7.0
google-cloud-recommendations-ai	0.10.3
google-cloud-spanner	3.30.0
google-cloud-videointelligence	2.11.1
google-cloud-vision	3.4.1
google-crc32c	1.5.0
google-resumable-media	2.5.0
googleapis-common-protos	1.59.0
grpc-google-iam-v1	0.12.6
grpcio	1.54.0
grpcio-gcp	0.2.2
grpcio-status	1.54.0
hdfs	2.7.0
httplib2	0.21.0
idna	3.4
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.1.0
nltk	3.8.1
코	1.3.7
numpy	1.23.5
oauth2client	4.1.3
objsize	0.6.1
orjson	3.8.9
overrides	6.5.0
패키징	23.1
pandas	1.5.3
Pillow	7.2.0
pip	23.1.2
pluggy	1.0.0
proto-plus	1.22.2
protobuf	4.22.1
pyarrow	11.0.0
pyasn1	0.5.0
pyasn1-modules	0.3.0
pydot	1.4.2
pymongo	4.3.3
pyparsing	3.0.9
pytest	7.2.2
python-dateutil	2.8.2
pytz	2023년 3월
PyYAML	6.0
regex	2022년 10월 31일
요청	2.28.2
rsa	4.9
scikit-learn	1.2.2
scipy	1.10.1
setuptools	65.5.1
six	1.16.0
soupsieve	2.4.1
sqlparse	0.4.4
threadpoolctl	3.1.0
tqdm	4.65.0
typing_extensions	4.5.0
urllib3	1.26.15
wheel	0.40.0
zstandard	0.20.0

Python 3.10.11

패키지	버전
attrs	23.1.0
avro-python3	1.8.2
beautifulsoup4	4.12.0
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	3.1.0
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.34
dill	0.3.1.1
dnspython	2.3.0
docopt	0.6.2
exceptiongroup	1.1.1
fastavro	1.7.3
fasteners	0.18
미래	0.18.2
google-api-core	2.11.0
google-api-python-client	2.86.0
google-apitools	0.5.31
google-auth	2.17.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.9.0
google-cloud-bigquery-storage	2.19.1
google-cloud-bigtable	2.17.0
google-cloud-core	2.3.2
google-cloud-datastore	2.15.1
google-cloud-dlp	3.12.1
google-cloud-language	2.9.1
google-cloud-profiler	4.0.0
google-cloud-pubsub	2.15.2
google-cloud-pubsublite	1.7.0
google-cloud-recommendations-ai	0.10.3
google-cloud-spanner	3.30.0
google-cloud-videointelligence	2.11.1
google-cloud-vision	3.4.1
google-crc32c	1.5.0
google-resumable-media	2.5.0
googleapis-common-protos	1.59.0
grpc-google-iam-v1	0.12.6
grpcio	1.54.0
grpcio-gcp	0.2.2
grpcio-status	1.54.0
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.21.0
idna	3.4
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.1.0
nltk	3.8.1
코	1.3.7
numpy	1.23.5
oauth2client	4.1.3
objsize	0.6.1
orjson	3.8.9
overrides	6.5.0
패키징	23.1
pandas	1.5.3
Pillow	7.2.0
pip	23.1.2
pluggy	1.0.0
proto-plus	1.22.2
protobuf	4.22.1
pyarrow	11.0.0
pyasn1	0.5.0
pyasn1-modules	0.3.0
pydot	1.4.2
pymongo	4.3.3
pyparsing	3.0.9
pytest	7.2.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2023년 3월
PyYAML	6.0
regex	2022년 10월 31일
요청	2.28.2
rsa	4.9
scikit-learn	1.2.2
scipy	1.10.1
setuptools	65.5.1
six	1.16.0
soupsieve	2.4.1
sqlparse	0.4.4
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.65.0
typing_extensions	4.5.0
uritemplate	4.1.1
urllib3	1.26.15
wheel	0.40.0
zstandard	0.20.0

Python 3.9.16

패키지	버전
attrs	23.1.0
avro-python3	1.8.2
beautifulsoup4	4.12.0
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	3.1.0
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.34
dill	0.3.1.1
dnspython	2.3.0
docopt	0.6.2
exceptiongroup	1.1.1
fastavro	1.7.3
fasteners	0.18
미래	0.18.2
google-api-core	2.11.0
google-api-python-client	2.86.0
google-apitools	0.5.31
google-auth	2.17.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.9.0
google-cloud-bigquery-storage	2.19.1
google-cloud-bigtable	2.17.0
google-cloud-core	2.3.2
google-cloud-datastore	2.15.1
google-cloud-dlp	3.12.1
google-cloud-language	2.9.1
google-cloud-profiler	4.0.0
google-cloud-pubsub	2.15.2
google-cloud-pubsublite	1.7.0
google-cloud-recommendations-ai	0.10.3
google-cloud-spanner	3.30.0
google-cloud-videointelligence	2.11.1
google-cloud-vision	3.4.1
google-crc32c	1.5.0
google-resumable-media	2.5.0
googleapis-common-protos	1.59.0
grpc-google-iam-v1	0.12.6
grpcio	1.54.0
grpcio-gcp	0.2.2
grpcio-status	1.54.0
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.21.0
idna	3.4
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.1.0
nltk	3.8.1
코	1.3.7
numpy	1.23.5
oauth2client	4.1.3
objsize	0.6.1
orjson	3.8.9
overrides	6.5.0
패키징	23.1
pandas	1.5.3
Pillow	7.2.0
pip	23.1.2
pluggy	1.0.0
proto-plus	1.22.2
protobuf	4.22.1
pyarrow	11.0.0
pyasn1	0.5.0
pyasn1-modules	0.3.0
pydot	1.4.2
pymongo	4.3.3
pyparsing	3.0.9
pytest	7.2.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2023년 3월
PyYAML	6.0
regex	2022년 10월 31일
요청	2.28.2
rsa	4.9
scikit-learn	1.2.2
scipy	1.10.1
setuptools	58.1.0
six	1.16.0
soupsieve	2.4.1
sqlparse	0.4.4
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.65.0
typing_extensions	4.5.0
uritemplate	4.1.1
urllib3	1.26.15
wheel	0.40.0
zstandard	0.20.0

Python 3.8.16

패키지	버전
attrs	23.1.0
avro-python3	1.8.2
beautifulsoup4	4.12.0
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	3.1.0
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.34
dill	0.3.1.1
dnspython	2.3.0
docopt	0.6.2
exceptiongroup	1.1.1
fastavro	1.7.3
fasteners	0.18
미래	0.18.2
google-api-core	2.11.0
google-api-python-client	2.86.0
google-apitools	0.5.31
google-auth	2.17.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.9.0
google-cloud-bigquery-storage	2.19.1
google-cloud-bigtable	2.17.0
google-cloud-core	2.3.2
google-cloud-datastore	2.15.1
google-cloud-dlp	3.12.1
google-cloud-language	2.9.1
google-cloud-profiler	4.0.0
google-cloud-pubsub	2.15.2
google-cloud-pubsublite	1.7.0
google-cloud-recommendations-ai	0.10.3
google-cloud-spanner	3.30.0
google-cloud-videointelligence	2.11.1
google-cloud-vision	3.4.1
google-crc32c	1.5.0
google-resumable-media	2.5.0
googleapis-common-protos	1.59.0
grpc-google-iam-v1	0.12.6
grpcio	1.54.0
grpcio-gcp	0.2.2
grpcio-status	1.54.0
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.21.0
idna	3.4
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.1.0
nltk	3.8.1
코	1.3.7
numpy	1.23.5
oauth2client	4.1.3
objsize	0.6.1
orjson	3.8.9
overrides	6.5.0
패키징	23.1
pandas	1.5.3
Pillow	7.2.0
pip	23.1.2
pluggy	1.0.0
proto-plus	1.22.2
protobuf	4.22.1
pyarrow	11.0.0
pyasn1	0.5.0
pyasn1-modules	0.3.0
pydot	1.4.2
pymongo	4.3.3
pyparsing	3.0.9
pytest	7.2.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2023년 3월
PyYAML	6.0
regex	2022년 10월 31일
요청	2.28.2
rsa	4.9
scikit-learn	1.2.2
scipy	1.10.1
setuptools	57.5.0
six	1.16.0
soupsieve	2.4.1
sqlparse	0.4.4
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.65.0
typing_extensions	4.5.0
uritemplate	4.1.1
urllib3	1.26.15
wheel	0.40.0
zstandard	0.20.0

Python 3.7.16

패키지	버전
attrs	23.1.0
avro-python3	1.8.2
beautifulsoup4	4.12.0
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	3.1.0
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.34
dill	0.3.1.1
dnspython	2.3.0
docopt	0.6.2
exceptiongroup	1.1.1
fastavro	1.7.3
fasteners	0.18
미래	0.18.2
google-api-core	2.11.0
google-api-python-client	2.86.0
google-apitools	0.5.31
google-auth	2.17.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.9.0
google-cloud-bigquery-storage	2.19.1
google-cloud-bigtable	2.17.0
google-cloud-core	2.3.2
google-cloud-datastore	2.15.1
google-cloud-dlp	3.12.1
google-cloud-language	2.9.1
google-cloud-profiler	4.0.0
google-cloud-pubsub	2.15.2
google-cloud-pubsublite	1.7.0
google-cloud-recommendations-ai	0.10.3
google-cloud-spanner	3.30.0
google-cloud-videointelligence	2.11.1
google-cloud-vision	3.4.1
google-crc32c	1.5.0
google-resumable-media	2.5.0
googleapis-common-protos	1.59.0
grpc-google-iam-v1	0.12.6
grpcio	1.54.0
grpcio-gcp	0.2.2
grpcio-status	1.54.0
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.21.0
idna	3.4
importlib-metadata	6.6.0
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.1.0
nltk	3.8.1
코	1.3.7
numpy	1.21.6
oauth2client	4.1.3
objsize	0.6.1
orjson	3.8.9
overrides	6.5.0
패키징	23.1
pandas	1.3.5
Pillow	7.2.0
pip	23.1.2
pluggy	1.0.0
proto-plus	1.22.2
protobuf	4.22.1
pyarrow	11.0.0
pyasn1	0.5.0
pyasn1-modules	0.3.0
pydot	1.4.2
pymongo	4.3.3
pyparsing	3.0.9
pytest	7.2.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2023년 3월
PyYAML	6.0
regex	2022년 10월 31일
요청	2.28.2
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.4.1
sqlparse	0.4.4
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.65.0
typing_extensions	4.5.0
uritemplate	4.1.1
urllib3	1.26.15
wheel	0.40.0
zipp	3.15.0
zstandard	0.20.0

버전 2.47.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.7.16

패키지	버전
attrs	22.2.0
avro-python3	1.8.2
beautifulsoup4	4.12.0
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	3.1.0
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.34
dill	0.3.1.1
dnspython	2.3.0
docopt	0.6.2
exceptiongroup	1.1.1
fastavro	1.7.3
fasteners	0.18
미래	0.18.2
google-api-core	2.11.0
google-api-python-client	2.84.0
google-apitools	0.5.31
google-auth	2.17.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.9.0
google-cloud-bigquery-storage	2.19.1
google-cloud-bigtable	2.17.0
google-cloud-core	2.3.2
google-cloud-datastore	2.15.1
google-cloud-dlp	3.12.1
google-cloud-language	2.9.1
google-cloud-profiler	4.0.0
google-cloud-pubsub	2.15.2
google-cloud-pubsublite	1.7.0
google-cloud-recommendations-ai	0.10.3
google-cloud-spanner	3.30.0
google-cloud-videointelligence	2.11.1
google-cloud-vision	3.4.1
google-crc32c	1.5.0
google-resumable-media	2.4.1
googleapis-common-protos	1.59.0
grpc-google-iam-v1	0.12.6
grpcio	1.53.0
grpcio-gcp	0.2.2
grpcio-status	1.53.0
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.21.0
idna	3.4
importlib-metadata	6.1.0
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.1.0
nltk	3.8.1
코	1.3.7
numpy	1.21.6
oauth2client	4.1.3
objsize	0.6.1
orjson	3.8.9
overrides	6.5.0
패키징	23.0
pandas	1.3.5
Pillow	7.2.0
pip	23.0.1
pluggy	1.0.0
proto-plus	1.22.2
protobuf	4.22.1
pyarrow	11.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	4.3.3
pyparsing	3.0.9
pytest	7.2.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2023년 3월
PyYAML	6.0
regex	2022년 10월 31일
요청	2.28.2
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.4
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.65.0
typing_extensions	4.5.0
uritemplate	4.1.1
urllib3	1.26.15
wheel	0.40.0
zipp	3.15.0
zstandard	0.20.0

Python 3.8.16

패키지	버전
attrs	22.2.0
avro-python3	1.8.2
beautifulsoup4	4.12.0
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	3.1.0
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.34
dill	0.3.1.1
dnspython	2.3.0
docopt	0.6.2
exceptiongroup	1.1.1
fastavro	1.7.3
fasteners	0.18
미래	0.18.2
google-api-core	2.11.0
google-api-python-client	2.84.0
google-apitools	0.5.31
google-auth	2.17.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.9.0
google-cloud-bigquery-storage	2.19.1
google-cloud-bigtable	2.17.0
google-cloud-core	2.3.2
google-cloud-datastore	2.15.1
google-cloud-dlp	3.12.1
google-cloud-language	2.9.1
google-cloud-profiler	4.0.0
google-cloud-pubsub	2.15.2
google-cloud-pubsublite	1.7.0
google-cloud-recommendations-ai	0.10.3
google-cloud-spanner	3.30.0
google-cloud-videointelligence	2.11.1
google-cloud-vision	3.4.1
google-crc32c	1.5.0
google-resumable-media	2.4.1
googleapis-common-protos	1.59.0
grpc-google-iam-v1	0.12.6
grpcio	1.53.0
grpcio-gcp	0.2.2
grpcio-status	1.53.0
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.21.0
idna	3.4
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.1.0
nltk	3.8.1
코	1.3.7
numpy	1.23.5
oauth2client	4.1.3
objsize	0.6.1
orjson	3.8.9
overrides	6.5.0
패키징	23.0
pandas	1.5.3
Pillow	7.2.0
pip	23.0.1
pluggy	1.0.0
proto-plus	1.22.2
protobuf	4.22.1
pyarrow	11.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	4.3.3
pyparsing	3.0.9
pytest	7.2.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2023년 3월
PyYAML	6.0
regex	2022년 10월 31일
요청	2.28.2
rsa	4.9
scikit-learn	1.2.2
scipy	1.10.1
setuptools	57.5.0
six	1.16.0
soupsieve	2.4
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.65.0
typing_extensions	4.5.0
uritemplate	4.1.1
urllib3	1.26.15
wheel	0.40.0
zstandard	0.20.0

Python 3.9.16

패키지	버전
attrs	22.2.0
avro-python3	1.8.2
beautifulsoup4	4.12.0
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	3.1.0
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.34
dill	0.3.1.1
dnspython	2.3.0
docopt	0.6.2
exceptiongroup	1.1.1
fastavro	1.7.3
fasteners	0.18
미래	0.18.2
google-api-core	2.11.0
google-api-python-client	2.84.0
google-apitools	0.5.31
google-auth	2.17.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.9.0
google-cloud-bigquery-storage	2.19.1
google-cloud-bigtable	2.17.0
google-cloud-core	2.3.2
google-cloud-datastore	2.15.1
google-cloud-dlp	3.12.1
google-cloud-language	2.9.1
google-cloud-profiler	4.0.0
google-cloud-pubsub	2.15.2
google-cloud-pubsublite	1.7.0
google-cloud-recommendations-ai	0.10.3
google-cloud-spanner	3.30.0
google-cloud-videointelligence	2.11.1
google-cloud-vision	3.4.1
google-crc32c	1.5.0
google-resumable-media	2.4.1
googleapis-common-protos	1.59.0
grpc-google-iam-v1	0.12.6
grpcio	1.53.0
grpcio-gcp	0.2.2
grpcio-status	1.53.0
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.21.0
idna	3.4
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.1.0
nltk	3.8.1
코	1.3.7
numpy	1.23.5
oauth2client	4.1.3
objsize	0.6.1
orjson	3.8.9
overrides	6.5.0
패키징	23.0
pandas	1.5.3
Pillow	7.2.0
pip	23.0.1
pluggy	1.0.0
proto-plus	1.22.2
protobuf	4.22.1
pyarrow	11.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	4.3.3
pyparsing	3.0.9
pytest	7.2.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2023년 3월
PyYAML	6.0
regex	2022년 10월 31일
요청	2.28.2
rsa	4.9
scikit-learn	1.2.2
scipy	1.10.1
setuptools	58.1.0
six	1.16.0
soupsieve	2.4
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.65.0
typing_extensions	4.5.0
uritemplate	4.1.1
urllib3	1.26.15
wheel	0.40.0
zstandard	0.20.0

Python 3.10.10

패키지	버전
attrs	22.2.0
avro-python3	1.8.2
beautifulsoup4	4.12.0
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	3.1.0
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.34
dill	0.3.1.1
dnspython	2.3.0
docopt	0.6.2
exceptiongroup	1.1.1
fastavro	1.7.3
fasteners	0.18
미래	0.18.2
google-api-core	2.11.0
google-api-python-client	2.84.0
google-apitools	0.5.31
google-auth	2.17.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.9.0
google-cloud-bigquery-storage	2.19.1
google-cloud-bigtable	2.17.0
google-cloud-core	2.3.2
google-cloud-datastore	2.15.1
google-cloud-dlp	3.12.1
google-cloud-language	2.9.1
google-cloud-profiler	4.0.0
google-cloud-pubsub	2.15.2
google-cloud-pubsublite	1.7.0
google-cloud-recommendations-ai	0.10.3
google-cloud-spanner	3.30.0
google-cloud-videointelligence	2.11.1
google-cloud-vision	3.4.1
google-crc32c	1.5.0
google-resumable-media	2.4.1
googleapis-common-protos	1.59.0
grpc-google-iam-v1	0.12.6
grpcio	1.53.0
grpcio-gcp	0.2.2
grpcio-status	1.53.0
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.21.0
idna	3.4
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.1.0
nltk	3.8.1
코	1.3.7
numpy	1.23.5
oauth2client	4.1.3
objsize	0.6.1
orjson	3.8.9
overrides	6.5.0
패키징	23.0
pandas	1.5.3
Pillow	7.2.0
pip	23.0.1
pluggy	1.0.0
proto-plus	1.22.2
protobuf	4.22.1
pyarrow	11.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	4.3.3
pyparsing	3.0.9
pytest	7.2.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2023년 3월
PyYAML	6.0
regex	2022년 10월 31일
요청	2.28.2
rsa	4.9
scikit-learn	1.2.2
scipy	1.10.1
setuptools	65.5.1
six	1.16.0
soupsieve	2.4
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.65.0
typing_extensions	4.5.0
uritemplate	4.1.1
urllib3	1.26.15
wheel	0.40.0
zstandard	0.20.0

Python 3.11.3

패키지	버전
attrs	23.1.0
avro-python3	1.8.2
beautifulsoup4	4.12.0
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	3.1.0
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.34
dill	0.3.1.1
dnspython	2.3.0
docopt	0.6.2
fastavro	1.7.3
fasteners	0.18
미래	0.18.2
google-api-core	2.11.0
google-apitools	0.5.31
google-auth	2.17.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.9.0
google-cloud-bigquery-storage	2.19.1
google-cloud-bigtable	2.17.0
google-cloud-core	2.3.2
google-cloud-datastore	2.15.1
google-cloud-dlp	3.12.1
google-cloud-language	2.9.1
google-cloud-pubsub	2.15.2
google-cloud-pubsublite	1.7.0
google-cloud-recommendations-ai	0.10.3
google-cloud-spanner	3.30.0
google-cloud-videointelligence	2.11.1
google-cloud-vision	3.4.1
google-crc32c	1.5.0
google-resumable-media	2.5.0
googleapis-common-protos	1.59.0
grpc-google-iam-v1	0.12.6
grpcio	1.54.0
grpcio-gcp	0.2.2
grpcio-status	1.54.0
hdfs	2.7.0
httplib2	0.21.0
idna	3.4
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.1.0
nltk	3.8.1
코	1.3.7
numpy	1.23.5
oauth2client	4.1.3
objsize	0.6.1
orjson	3.8.9
overrides	6.5.0
패키징	23.1
pandas	1.5.3
Pillow	7.2.0
pip	23.1.1
pluggy	1.0.0
proto-plus	1.22.2
protobuf	4.22.1
pyarrow	11.0.0
pyasn1	0.5.0
pyasn1-modules	0.3.0
pydot	1.4.2
pymongo	4.3.3
pyparsing	3.0.9
pytest	7.2.2
python-dateutil	2.8.2
pytz	2023년 3월
PyYAML	6.0
regex	2022년 10월 31일
요청	2.28.2
rsa	4.9
scikit-learn	1.2.2
scipy	1.10.1
setuptools	65.5.1
six	1.16.0
soupsieve	2.4.1
sqlparse	0.4.4
threadpoolctl	3.1.0
tqdm	4.65.0
typing_extensions	4.5.0
urllib3	1.26.15
wheel	0.40.0
zstandard	0.20.0

버전 2.46.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.7.16

패키지	버전
attrs	22.2.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.76.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	3.1.4
google-crc32c	1.5.0
google-python-cloud-debugger	2.18
google-resumable-media	2.4.1
googleapis-common-protos	1.58.0
grpc-google-iam-v1	0.12.6
grpcio	1.51.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.21.0
idna	3.4
importlib-metadata	6.0.0
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.21.6
oauth2client	4.1.3
objsize	0.6.1
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.3.5
Pillow	7.2.0
pip	23.0
pluggy	1.0.0
proto-plus	1.22.2
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.14
wheel	0.38.4
zipp	3.12.1
zstandard	0.18.0

Python 3.8.16

패키지	버전
attrs	22.2.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.76.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	3.1.4
google-crc32c	1.5.0
google-python-cloud-debugger	2.18
google-resumable-media	2.4.1
googleapis-common-protos	1.58.0
grpc-google-iam-v1	0.12.6
grpcio	1.51.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.21.0
idna	3.4
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
objsize	0.6.1
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.5.2
Pillow	7.2.0
pip	23.0
pluggy	1.0.0
proto-plus	1.22.2
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.14
wheel	0.38.4
zstandard	0.18.0

Python 3.9.16

패키지	버전
attrs	22.2.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.76.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	3.1.4
google-crc32c	1.5.0
google-python-cloud-debugger	2.18
google-resumable-media	2.4.1
googleapis-common-protos	1.58.0
grpc-google-iam-v1	0.12.6
grpcio	1.51.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.21.0
idna	3.4
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
objsize	0.6.1
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.5.2
Pillow	7.2.0
pip	23.0
pluggy	1.0.0
proto-plus	1.22.2
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	58.1.0
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.14
wheel	0.38.4
zstandard	0.18.0

Python 3.10.9

패키지	버전
attrs	22.2.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.76.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	3.1.4
google-crc32c	1.5.0
google-resumable-media	2.4.1
googleapis-common-protos	1.58.0
grpc-google-iam-v1	0.12.6
grpcio	1.51.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.21.0
idna	3.4
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
objsize	0.6.1
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.5.2
Pillow	7.2.0
pip	23.0
pluggy	1.0.0
proto-plus	1.22.2
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	65.5.1
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.14
wheel	0.38.4
zstandard	0.18.0

버전 2.45.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.7.16

패키지	버전
attrs	22.2.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.77.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	3.1.4
google-crc32c	1.5.0
google-python-cloud-debugger	2.18
google-resumable-media	2.4.1
googleapis-common-protos	1.58.0
grpc-google-iam-v1	0.12.6
grpcio	1.51.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.20.4
idna	3.4
importlib-metadata	6.0.0
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.21.6
oauth2client	4.1.3
objsize	0.6.1
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.3.5
Pillow	7.2.0
pip	23.0
pluggy	1.0.0
proto-plus	1.22.2
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.14
wheel	0.38.4
zipp	3.13.0
zstandard	0.18.0

Python 3.8.16

패키지	버전
attrs	22.2.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.77.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	3.1.4
google-crc32c	1.5.0
google-python-cloud-debugger	2.18
google-resumable-media	2.4.1
googleapis-common-protos	1.58.0
grpc-google-iam-v1	0.12.6
grpcio	1.51.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.20.4
idna	3.4
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
objsize	0.6.1
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.5.2
Pillow	7.2.0
pip	23.0
pluggy	1.0.0
proto-plus	1.22.2
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.14
wheel	0.38.4
zstandard	0.18.0

Python 3.9.16

패키지	버전
attrs	22.2.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.77.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	3.1.4
google-crc32c	1.5.0
google-python-cloud-debugger	2.18
google-resumable-media	2.4.1
googleapis-common-protos	1.58.0
grpc-google-iam-v1	0.12.6
grpcio	1.51.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.20.4
idna	3.4
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
objsize	0.6.1
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.5.2
Pillow	7.2.0
pip	23.0
pluggy	1.0.0
proto-plus	1.22.2
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	58.1.0
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.14
wheel	0.38.4
zstandard	0.18.0

Python 3.10.10

패키지	버전
attrs	22.2.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.12.7
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.1
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.77.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	3.1.4
google-crc32c	1.5.0
google-resumable-media	2.4.1
googleapis-common-protos	1.58.0
grpc-google-iam-v1	0.12.6
grpcio	1.51.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.20.4
idna	3.4
iniconfig	2.0.0
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
objsize	0.6.1
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.5.2
Pillow	7.2.0
pip	23.0
pluggy	1.0.0
proto-plus	1.22.2
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	65.5.1
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.14
wheel	0.38.4
zstandard	0.18.0

버전 2.44.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.7.15

패키지	버전
attrs	22.1.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.9.24
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.0
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.68.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	3.1.4
google-crc32c	1.5.0
google-python-cloud-debugger	2.18
google-resumable-media	2.4.0
googleapis-common-protos	1.57.0
grpc-google-iam-v1	0.12.4
grpcio	1.51.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.20.4
idna	3.4
importlib-metadata	5.1.0
iniconfig	1.1.1
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.21.6
oauth2client	4.1.3
objsize	0.6.1
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.3.5
Pillow	7.2.0
pip	22.3.1
pluggy	1.0.0
proto-plus	1.22.1
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.13
wheel	0.38.4
zipp	3.11.0
zstandard	0.18.0

Python 3.8.15

패키지	버전
attrs	22.1.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.9.24
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.0
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.68.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	3.1.4
google-crc32c	1.5.0
google-python-cloud-debugger	2.18
google-resumable-media	2.4.0
googleapis-common-protos	1.57.0
grpc-google-iam-v1	0.12.4
grpcio	1.51.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.20.4
idna	3.4
iniconfig	1.1.1
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
objsize	0.6.1
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.5.2
Pillow	7.2.0
pip	22.3.1
pluggy	1.0.0
proto-plus	1.22.1
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.13
wheel	0.38.4
zstandard	0.18.0

Python 3.9.15

패키지	버전
attrs	22.1.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.9.24
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.0
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.68.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	3.1.4
google-crc32c	1.5.0
google-python-cloud-debugger	2.18
google-resumable-media	2.4.0
googleapis-common-protos	1.57.0
grpc-google-iam-v1	0.12.4
grpcio	1.51.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.20.4
idna	3.4
iniconfig	1.1.1
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
objsize	0.6.1
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.5.2
Pillow	7.2.0
pip	22.3.1
pluggy	1.0.0
proto-plus	1.22.1
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	58.1.0
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.13
wheel	0.38.4
zstandard	0.18.0

Python 3.10.8

패키지	버전
attrs	22.1.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.9.24
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.0
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.64.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	1.0.2
google-crc32c	1.5.0
google-resumable-media	2.4.0
googleapis-common-protos	1.56.4
grpc-google-iam-v1	0.12.4
grpcio	1.49.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.20.4
idna	3.4
iniconfig	1.1.1
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
objsize	0.5.2
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.4.4
Pillow	7.2.0
pip	22.2.2
pluggy	1.0.0
proto-plus	1.22.1
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	63.2.0
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.12
wheel	0.37.1
zstandard	0.18.0

버전 2.43.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.7.15

패키지	버전
attrs	22.1.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.9.24
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.0
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.64.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	1.0.2
google-crc32c	1.5.0
google-python-cloud-debugger	2.18
google-resumable-media	2.4.0
googleapis-common-protos	1.56.4
grpc-google-iam-v1	0.12.4
grpcio	1.49.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.20.4
idna	3.4
importlib-metadata	5.0.0
iniconfig	1.1.1
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.21.6
oauth2client	4.1.3
objsize	0.5.2
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.3.5
Pillow	7.2.0
pip	22.2.2
pluggy	1.0.0
proto-plus	1.22.1
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.12
wheel	0.37.1
zipp	3.9.0
zstandard	0.18.0

Python 3.8.15

패키지	버전
attrs	22.1.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.9.24
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.0
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.64.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	1.0.2
google-crc32c	1.5.0
google-python-cloud-debugger	2.18
google-resumable-media	2.4.0
googleapis-common-protos	1.56.4
grpc-google-iam-v1	0.12.4
grpcio	1.49.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.20.4
idna	3.4
iniconfig	1.1.1
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
objsize	0.5.2
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.4.4
Pillow	7.2.0
pip	22.2.2
pluggy	1.0.0
proto-plus	1.22.1
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.12
wheel	0.37.1
zstandard	0.18.0

Python 3.9.15

패키지	버전
attrs	22.1.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.9.24
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.0
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.64.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	1.0.2
google-crc32c	1.5.0
google-python-cloud-debugger	2.18
google-resumable-media	2.4.0
googleapis-common-protos	1.56.4
grpc-google-iam-v1	0.12.4
grpcio	1.49.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.20.4
idna	3.4
iniconfig	1.1.1
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
objsize	0.5.2
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.4.4
Pillow	7.2.0
pip	22.2.2
pluggy	1.0.0
proto-plus	1.22.1
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	58.1.0
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.12
wheel	0.37.1
zstandard	0.18.0

Python 3.10.8

패키지	버전
attrs	22.1.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.9.24
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.2.0
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
미래	0.18.2
google-api-core	2.10.2
google-api-python-client	2.64.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-cloud-bigquery	3.3.5
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	3.21.0
google-cloud-videointelligence	1.16.3
google-cloud-vision	1.0.2
google-crc32c	1.5.0
google-resumable-media	2.4.0
googleapis-common-protos	1.56.4
grpc-google-iam-v1	0.12.4
grpcio	1.49.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
hdfs	2.7.0
httplib2	0.20.4
idna	3.4
iniconfig	1.1.1
joblib	1.2.0
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
objsize	0.5.2
orjson	3.7.11
overrides	6.5.0
패키징	21.3
pandas	1.4.4
Pillow	7.2.0
pip	22.2.2
pluggy	1.0.0
proto-plus	1.22.1
protobuf	3.20.3
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	63.2.0
six	1.16.0
soupsieve	2.3.2.post1
sqlparse	0.4.3
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.4.0
uritemplate	4.1.1
urllib3	1.26.12
wheel	0.37.1
zstandard	0.18.0

버전 2.42.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.7.14

패키지	버전
absl-py	1.2.0
astunparse	1.6.3
attrs	22.1.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.9.24
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.1.0
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
flatbuffers	22.9.24
미래	0.18.2
gast	0.5.3
google-api-core	2.8.1
google-api-python-client	2.63.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.34.4
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	4.0.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	1.19.3
google-cloud-videointelligence	1.16.3
google-cloud-vision	1.0.2
google-crc32c	1.5.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.3.3
googleapis-common-protos	1.56.4
grpc-google-iam-v1	0.12.4
grpcio	1.49.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
h5py	3.7.0
hdfs	2.7.0
httplib2	0.20.4
idna	3.4
importlib-metadata	4.12.0
iniconfig	1.1.1
joblib	1.2.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	14.0.6
마크다운	3.4.1
MarkupSafe	2.1.1
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.21.6
oauth2client	4.1.3
oauthlib	3.2.1
objsize	0.5.2
opt-einsum	3.3.0
orjson	3.7.11
overrides	6.2.0
패키징	21.3
pandas	1.3.5
Pillow	7.2.0
pip	22.2.2
pluggy	1.0.0
proto-plus	1.20.6
protobuf	3.19.4
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
requests-oauthlib	1.3.1
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2.post1
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.27.0
termcolor	2.0.1
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.2.0
uritemplate	4.1.1
urllib3	1.26.12
Werkzeug	2.2.2
wheel	0.37.1
wrapt	1.14.1
zipp	3.8.1
zstandard	0.18.0

Python 3.8.14

패키지	버전
absl-py	1.2.0
astunparse	1.6.3
attrs	22.1.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.9.24
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.1.0
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
flatbuffers	22.9.24
미래	0.18.2
gast	0.5.3
google-api-core	2.8.1
google-api-python-client	2.63.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.34.4
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	4.0.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	1.19.3
google-cloud-videointelligence	1.16.3
google-cloud-vision	1.0.2
google-crc32c	1.5.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.3.3
googleapis-common-protos	1.56.4
grpc-google-iam-v1	0.12.4
grpcio	1.49.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
h5py	3.7.0
hdfs	2.7.0
httplib2	0.20.4
idna	3.4
importlib-metadata	4.12.0
iniconfig	1.1.1
joblib	1.2.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	14.0.6
마크다운	3.4.1
MarkupSafe	2.1.1
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
oauthlib	3.2.1
objsize	0.5.2
opt-einsum	3.3.0
orjson	3.7.11
overrides	6.2.0
패키징	21.3
pandas	1.4.0
Pillow	7.2.0
pip	22.2.2
pluggy	1.0.0
proto-plus	1.20.6
protobuf	3.19.4
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
requests-oauthlib	1.3.1
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2.post1
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.27.0
termcolor	2.0.1
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.2.0
uritemplate	4.1.1
urllib3	1.26.12
Werkzeug	2.2.2
wheel	0.37.1
wrapt	1.14.1
zipp	3.8.1
zstandard	0.18.0

Python 3.9.14

패키지	버전
absl-py	1.2.0
astunparse	1.6.3
attrs	22.1.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022.9.24
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.1.0
crcmod	1.7
Cython	0.29.32
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.4
fasteners	0.18
flatbuffers	22.9.24
미래	0.18.2
gast	0.5.3
google-api-core	2.8.1
google-api-python-client	2.63.0
google-apitools	0.5.31
google-auth	2.9.1
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.34.4
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	2.3.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.8.0
google-cloud-language	1.3.2
google-cloud-profiler	4.0.0
google-cloud-pubsub	2.13.4
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.7.0
google-cloud-spanner	1.19.3
google-cloud-videointelligence	1.16.3
google-cloud-vision	1.0.2
google-crc32c	1.5.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.3.3
googleapis-common-protos	1.56.4
grpc-google-iam-v1	0.12.4
grpcio	1.49.1
grpcio-gcp	0.2.2
grpcio-status	1.48.2
guppy3	3.1.2
h5py	3.7.0
hdfs	2.7.0
httplib2	0.20.4
idna	3.4
importlib-metadata	4.12.0
iniconfig	1.1.1
joblib	1.2.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	14.0.6
마크다운	3.4.1
MarkupSafe	2.1.1
mmh3	3.0.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
oauthlib	3.2.1
objsize	0.5.2
opt-einsum	3.3.0
orjson	3.7.11
overrides	6.2.0
패키징	21.3
pandas	1.4.0
Pillow	7.2.0
pip	22.2.2
pluggy	1.0.0
proto-plus	1.20.6
protobuf	3.19.4
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	7.1.2
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
requests-oauthlib	1.3.1
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	58.1.0
six	1.16.0
soupsieve	2.3.2.post1
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.27.0
termcolor	2.0.1
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tomli	2.0.1
tqdm	4.64.1
typing_extensions	4.2.0
uritemplate	4.1.1
urllib3	1.26.12
Werkzeug	2.2.2
wheel	0.37.1
wrapt	1.14.1
zipp	3.8.1
zstandard	0.18.0

버전 2.41.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.7.13

패키지	버전
absl-py	1.2.0
astunparse	1.6.3
atomicwrites	1.4.1
attrs	22.1.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022년 6월 15일
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.1.0
crcmod	1.7
Cython	0.29.30
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.1
fasteners	0.17.3
flatbuffers	2.0
미래	0.18.2
gast	0.5.3
google-api-core	1.32.0
google-api-python-client	2.55.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.34.4
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	1.7.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.7.1
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.0
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.3
google-cloud-videointelligence	1.16.3
google-cloud-vision	1.0.2
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.3.3
googleapis-common-protos	1.56.4
grpc-google-iam-v1	0.12.4
grpcio	1.47.0
grpcio-gcp	0.2.2
grpcio-status	1.47.0
guppy3	3.1.2
h5py	3.7.0
hdfs	2.7.0
httplib2	0.20.4
idna	3.3
importlib-metadata	4.12.0
joblib	1.1.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	14.0.6
마크다운	3.4.1
MarkupSafe	2.1.1
mmh3	3.0.0
more-itertools	8.13.0
nltk	3.7
코	1.3.7
numpy	1.21.6
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.7.2
overrides	6.1.0
패키징	21.3
pandas	1.3.5
Pillow	7.2.0
pip	22.2.1
pluggy	0.13.1
proto-plus	1.20.6
protobuf	3.19.4
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
requests-oauthlib	1.3.1
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2.post1
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.26.0
termcolor	1.1.0
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tqdm	4.64.0
typing-utils	0.1.0
typing_extensions	4.2.0
uritemplate	4.1.1
urllib3	1.26.11
wcwidth	0.2.5
Werkzeug	2.2.1
wheel	0.37.1
wrapt	1.14.1
zipp	3.8.1

Python 3.8.13

패키지	버전
absl-py	1.2.0
astunparse	1.6.3
atomicwrites	1.4.1
attrs	22.1.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022년 6월 15일
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.1.0
crcmod	1.7
Cython	0.29.30
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.1
fasteners	0.17.3
flatbuffers	2.0
미래	0.18.2
gast	0.5.3
google-api-core	1.32.0
google-api-python-client	2.55.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.34.4
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	1.7.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.7.1
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.0
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.3
google-cloud-videointelligence	1.16.3
google-cloud-vision	1.0.2
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.3.3
googleapis-common-protos	1.56.4
grpc-google-iam-v1	0.12.4
grpcio	1.47.0
grpcio-gcp	0.2.2
grpcio-status	1.47.0
guppy3	3.1.2
h5py	3.7.0
hdfs	2.7.0
httplib2	0.20.4
idna	3.3
importlib-metadata	4.12.0
joblib	1.1.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	14.0.6
마크다운	3.4.1
MarkupSafe	2.1.1
mmh3	3.0.0
more-itertools	8.13.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.7.2
overrides	6.1.0
패키징	21.3
pandas	1.4.0
Pillow	7.2.0
pip	22.2.1
pluggy	0.13.1
proto-plus	1.20.6
protobuf	3.19.4
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
requests-oauthlib	1.3.1
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2.post1
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.26.0
termcolor	1.1.0
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tqdm	4.64.0
typing-utils	0.1.0
typing_extensions	4.2.0
uritemplate	4.1.1
urllib3	1.26.11
wcwidth	0.2.5
Werkzeug	2.2.1
wheel	0.37.1
wrapt	1.14.1
zipp	3.8.1

Python 3.9.13

패키지	버전
absl-py	1.2.0
astunparse	1.6.3
atomicwrites	1.4.1
attrs	22.1.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022년 6월 15일
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.1.0
crcmod	1.7
Cython	0.29.30
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.1
fasteners	0.17.3
flatbuffers	2.0
미래	0.18.2
gast	0.5.3
google-api-core	1.32.0
google-api-python-client	2.55.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.34.4
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	1.7.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.7.1
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.0
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.3
google-cloud-videointelligence	1.16.3
google-cloud-vision	1.0.2
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.3.3
googleapis-common-protos	1.56.4
grpc-google-iam-v1	0.12.4
grpcio	1.47.0
grpcio-gcp	0.2.2
grpcio-status	1.47.0
guppy3	3.1.2
h5py	3.7.0
hdfs	2.7.0
httplib2	0.20.4
idna	3.3
importlib-metadata	4.12.0
joblib	1.1.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	14.0.6
마크다운	3.4.1
MarkupSafe	2.1.1
mmh3	3.0.0
more-itertools	8.13.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.7.2
overrides	6.1.0
패키징	21.3
pandas	1.4.0
Pillow	7.2.0
pip	22.2.1
pluggy	0.13.1
proto-plus	1.20.6
protobuf	3.19.4
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022.7.25
요청	2.28.0
requests-oauthlib	1.3.1
rsa	4.9
scikit-learn	1.0.2
scipy	1.7.3
setuptools	58.1.0
six	1.16.0
soupsieve	2.3.2.post1
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.26.0
termcolor	1.1.0
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tqdm	4.64.0
typing-utils	0.1.0
typing_extensions	4.2.0
uritemplate	4.1.1
urllib3	1.26.11
wcwidth	0.2.5
Werkzeug	2.2.1
wheel	0.37.1
wrapt	1.14.1
zipp	3.8.1

버전 2.40.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.7.13

패키지	버전
absl-py	1.1.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.4.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022년 6월 15일
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.1.0
crcmod	1.7
Cython	0.29.30
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.1
fasteners	0.17.3
flatbuffers	2.0
미래	0.18.2
gast	0.5.3
google-api-core	1.31.6
google-api-python-client	2.51.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.34.4
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	1.7.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.7.1
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.0
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.3
google-cloud-videointelligence	1.16.3
google-cloud-vision	1.0.2
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.3.3
googleapis-common-protos	1.56.3
grpc-google-iam-v1	0.12.4
grpcio	1.47.0
grpcio-gcp	0.2.2
grpcio-status	1.47.0
guppy3	3.1.2
h5py	3.7.0
hdfs	2.7.0
httplib2	0.20.4
idna	3.3
importlib-metadata	4.11.4
joblib	1.1.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	14.0.1
마크다운	3.3.7
mmh3	3.0.0
more-itertools	8.13.0
nltk	3.7
코	1.3.7
numpy	1.21.6
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.7.2
overrides	6.1.0
패키징	21.3
pandas	1.3.5
Pillow	7.2.0
pip	22.1.2
pluggy	0.13.1
proto-plus	1.20.6
protobuf	3.19.4
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022년 6월 2일
요청	2.28.0
requests-oauthlib	1.3.1
rsa	4.8
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2.post1
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.26.0
termcolor	1.1.0
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tqdm	4.64.0
typing-utils	0.1.0
typing_extensions	4.2.0
uritemplate	4.1.1
urllib3	1.26.9
wcwidth	0.2.5
Werkzeug	2.1.2
wheel	0.37.1
wrapt	1.14.1
zipp	3.8.0

Python 3.8.13

패키지	버전
absl-py	1.1.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.4.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022년 6월 15일
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.1.0
crcmod	1.7
Cython	0.29.30
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.1
fasteners	0.17.3
flatbuffers	2.0
미래	0.18.2
gast	0.5.3
google-api-core	1.31.6
google-api-python-client	2.51.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.34.4
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	1.7.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.7.1
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.0
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.3
google-cloud-videointelligence	1.16.3
google-cloud-vision	1.0.2
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.3.3
googleapis-common-protos	1.56.3
grpc-google-iam-v1	0.12.4
grpcio	1.47.0
grpcio-gcp	0.2.2
grpcio-status	1.47.0
guppy3	3.1.2
h5py	3.7.0
hdfs	2.7.0
httplib2	0.20.4
idna	3.3
importlib-metadata	4.11.4
joblib	1.1.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	14.0.1
마크다운	3.3.7
mmh3	3.0.0
more-itertools	8.13.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.7.2
overrides	6.1.0
패키징	21.3
pandas	1.4.0
Pillow	7.2.0
pip	22.1.2
pluggy	0.13.1
proto-plus	1.20.6
protobuf	3.19.4
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022년 6월 2일
요청	2.28.0
requests-oauthlib	1.3.1
rsa	4.8
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2.post1
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.26.0
termcolor	1.1.0
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tqdm	4.64.0
typing-utils	0.1.0
typing_extensions	4.2.0
uritemplate	4.1.1
urllib3	1.26.9
wcwidth	0.2.5
Werkzeug	2.1.2
wheel	0.37.1
wrapt	1.14.1
zipp	3.8.0

Python 3.9.12

패키지	버전
absl-py	1.1.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.4.0
avro-python3	1.8.2
beautifulsoup4	4.11.1
bs4	0.0.1
cachetools	4.2.4
certifi	2022년 6월 15일
charset-normalizer	2.0.12
클릭	8.1.3
cloudpickle	2.1.0
crcmod	1.7
Cython	0.29.30
dill	0.3.1.1
docopt	0.6.2
fastavro	1.5.1
fasteners	0.17.3
flatbuffers	2.0
미래	0.18.2
gast	0.5.3
google-api-core	1.31.6
google-api-python-client	2.51.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.34.4
google-cloud-bigquery-storage	2.13.2
google-cloud-bigtable	1.7.2
google-cloud-core	1.7.2
google-cloud-datastore	1.15.5
google-cloud-dlp	3.7.1
google-cloud-language	1.3.2
google-cloud-profiler	3.1.0
google-cloud-pubsub	2.13.0
google-cloud-pubsublite	1.4.2
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.3
google-cloud-videointelligence	1.16.3
google-cloud-vision	1.0.2
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.3.3
googleapis-common-protos	1.56.3
grpc-google-iam-v1	0.12.4
grpcio	1.47.0
grpcio-gcp	0.2.2
grpcio-status	1.47.0
guppy3	3.1.2
h5py	3.7.0
hdfs	2.7.0
httplib2	0.20.4
idna	3.3
importlib-metadata	4.11.4
joblib	1.1.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	14.0.1
마크다운	3.3.7
mmh3	3.0.0
more-itertools	8.13.0
nltk	3.7
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.7.2
overrides	6.1.0
패키징	21.3
pandas	1.4.0
Pillow	7.2.0
pip	22.1.2
pluggy	0.13.1
proto-plus	1.20.6
protobuf	3.19.4
py	1.11.0
pyarrow	7.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	3.0.9
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.1
pytz	2022.1
PyYAML	6.0
regex	2022년 6월 2일
요청	2.28.0
requests-oauthlib	1.3.1
rsa	4.8
scikit-learn	1.0.2
scipy	1.7.3
setuptools	58.1.0
six	1.16.0
soupsieve	2.3.2.post1
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.26.0
termcolor	1.1.0
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tqdm	4.64.0
typing-utils	0.1.0
typing_extensions	4.2.0
uritemplate	4.1.1
urllib3	1.26.9
wcwidth	0.2.5
Werkzeug	2.1.2
wheel	0.37.1
wrapt	1.14.1
zipp	3.8.0

버전 2.39.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.7.13

패키지	버전
absl-py	1.0.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.4.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cached-property	1.5.2
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.12
클릭	8.1.2
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.27
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.10
fasteners	0.17.3
flatbuffers	2.0
미래	0.18.2
gast	0.5.3
google-api-core	1.31.5
google-api-python-client	2.43.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.34.2
google-cloud-bigquery-storage	2.13.0
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.6.2
google-cloud-language	1.3.0
google-cloud-profiler	3.0.7
google-cloud-pubsub	2.11.0
google-cloud-pubsublite	1.4.1
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.3.2
googleapis-common-protos	1.56.0
grpc-google-iam-v1	0.12.4
grpcio	1.44.0
grpcio-gcp	0.2.2
grpcio-status	1.44.0
guppy3	3.1.2
h5py	3.6.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.11.3
joblib	1.1.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	13.0.0
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
nltk	3.6.5
코	1.3.7
numpy	1.21.5
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.6.6
overrides	6.1.0
패키징	21.3
pandas	1.3.5
Pillow	7.2.0
pip	22.0.4
pluggy	0.13.1
proto-plus	1.19.9
protobuf	3.19.4
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
PyYAML	6.0
regex	2022.3.15
요청	2.27.1
requests-oauthlib	1.3.1
rsa	4.8
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.24.0
termcolor	1.1.0
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tqdm	4.64.0
typing-utils	0.1.0
typing_extensions	4.0.1
uritemplate	4.1.1
urllib3	1.26.9
wcwidth	0.2.5
Werkzeug	2.1.1
wheel	0.37.1
wrapt	1.14.0
zipp	3.8.0

Python 3.8.13

패키지	버전
absl-py	1.0.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.4.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.12
클릭	8.1.2
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.27
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.10
fasteners	0.17.3
flatbuffers	2.0
미래	0.18.2
gast	0.5.3
google-api-core	1.31.5
google-api-python-client	2.43.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.34.2
google-cloud-bigquery-storage	2.13.0
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.6.2
google-cloud-language	1.3.0
google-cloud-profiler	3.0.7
google-cloud-pubsub	2.11.0
google-cloud-pubsublite	1.4.1
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.3.2
googleapis-common-protos	1.56.0
grpc-google-iam-v1	0.12.4
grpcio	1.44.0
grpcio-gcp	0.2.2
grpcio-status	1.44.0
guppy3	3.1.2
h5py	3.6.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.11.3
joblib	1.1.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	13.0.0
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
nltk	3.6.5
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.6.6
overrides	6.1.0
패키징	21.3
pandas	1.4.0
Pillow	7.2.0
pip	22.0.4
pluggy	0.13.1
proto-plus	1.19.9
protobuf	3.19.4
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2022.1
PyYAML	6.0
regex	2022.3.15
요청	2.27.1
requests-oauthlib	1.3.1
rsa	4.8
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.2
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.24.0
termcolor	1.1.0
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tqdm	4.64.0
typing-utils	0.1.0
typing_extensions	4.0.1
uritemplate	4.1.1
urllib3	1.26.9
wcwidth	0.2.5
Werkzeug	2.1.1
wheel	0.37.1
wrapt	1.14.0
zipp	3.8.0

Python 3.9.12

패키지	버전
absl-py	1.0.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.4.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.12
클릭	8.1.2
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.27
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.10
fasteners	0.17.3
flatbuffers	2.0
미래	0.18.2
gast	0.5.3
google-api-core	1.31.5
google-api-python-client	2.43.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.34.2
google-cloud-bigquery-storage	2.13.0
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.6.2
google-cloud-language	1.3.0
google-cloud-profiler	3.0.7
google-cloud-pubsub	2.11.0
google-cloud-pubsublite	1.4.1
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.3.2
googleapis-common-protos	1.56.0
grpc-google-iam-v1	0.12.4
grpcio	1.44.0
grpcio-gcp	0.2.2
grpcio-status	1.44.0
guppy3	3.1.2
h5py	3.6.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.11.3
joblib	1.1.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	13.0.0
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
nltk	3.6.5
코	1.3.7
numpy	1.22.3
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.6.6
overrides	6.1.0
패키징	21.3
pandas	1.4.0
Pillow	7.2.0
pip	22.0.4
pluggy	0.13.1
proto-plus	1.19.9
protobuf	3.19.4
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
PyYAML	6.0
regex	2022.3.15
요청	2.27.1
requests-oauthlib	1.3.1
rsa	4.8
scikit-learn	1.0.2
scipy	1.7.3
setuptools	58.1.0
six	1.16.0
soupsieve	2.3.2
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.24.0
termcolor	1.1.0
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tqdm	4.64.0
typing-utils	0.1.0
typing_extensions	4.0.1
uritemplate	4.1.1
urllib3	1.26.9
wcwidth	0.2.5
Werkzeug	2.1.1
wheel	0.37.1
wrapt	1.14.0
zipp	3.8.0

버전 2.38.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.6.15

패키지	버전
absl-py	0.15.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.4.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cached-property	1.5.2
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.11
clang	5.0
클릭	8.0.3
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.27
dataclasses	0.8
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.7
fasteners	0.17.3
flatbuffers	1.12
미래	0.18.2
gast	0.4.0
google-api-core	1.31.5
google-api-python-client	2.36.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.32.0
google-cloud-bigquery-storage	2.11.0
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.6.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.7
google-cloud-pubsub	2.9.0
google-cloud-pubsublite	1.3.0
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.2.0
googleapis-common-protos	1.54.0
grpc-google-iam-v1	0.12.3
grpcio	1.43.0
grpcio-gcp	0.2.2
grpcio-status	1.43.0
guppy3	3.1.2
h5py	3.1.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.8.3
joblib	1.1.0
keras	2.6.0
Keras-Preprocessing	1.1.2
libcst	0.4.1
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
mypy-extensions	0.4.3
nltk	3.6.5
코	1.3.7
numpy	1.19.5
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.6.1
overrides	6.1.0
패키징	21.3
pandas	1.1.5
Pillow	7.2.0
pip	21.3.1
pluggy	0.13.1
proto-plus	1.19.9
protobuf	3.19.4
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
PyYAML	6.0
regex	2022년 1월 18일
요청	2.27.1
requests-oauthlib	1.3.1
rsa	4.8
scikit-learn	0.24.2
scipy	1.5.4
setuptools	57.5.0
six	1.15.0
soupsieve	2.3.1
tensorboard	2.6.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.6.2
tensorflow-estimator	2.6.0
termcolor	1.1.0
threadpoolctl	3.1.0
tqdm	4.62.3
typing-extensions	3.7.4.3
typing-inspect	0.7.1
typing-utils	0.1.0
uritemplate	4.1.1
urllib3	1.26.8
wcwidth	0.2.5
Werkzeug	2.0.3
wheel	0.37.0
wrapt	1.12.1
zipp	3.6.0

Python 3.7.12

패키지	버전
absl-py	1.0.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.4.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cached-property	1.5.2
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.11
클릭	8.0.3
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.27
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.9
fasteners	0.17.3
flatbuffers	2.0
미래	0.18.2
gast	0.5.3
google-api-core	1.31.5
google-api-python-client	2.36.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.32.0
google-cloud-bigquery-storage	2.11.0
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.6.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.7
google-cloud-pubsub	2.9.0
google-cloud-pubsublite	1.3.0
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.2.0
googleapis-common-protos	1.54.0
grpc-google-iam-v1	0.12.3
grpcio	1.43.0
grpcio-gcp	0.2.2
grpcio-status	1.43.0
guppy3	3.1.2
h5py	3.6.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.10.1
joblib	1.1.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	13.0.0
libcst	0.4.1
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
mypy-extensions	0.4.3
nltk	3.6.5
코	1.3.7
numpy	1.21.5
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.6.6
overrides	6.1.0
패키징	21.3
pandas	1.3.5
Pillow	7.2.0
pip	22.0.3
pluggy	0.13.1
proto-plus	1.19.9
protobuf	3.19.4
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
PyYAML	6.0
regex	2022년 1월 18일
요청	2.27.1
requests-oauthlib	1.3.1
rsa	4.8
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.1
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.24.0
termcolor	1.1.0
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tqdm	4.62.3
typing-inspect	0.7.1
typing-utils	0.1.0
typing_extensions	4.0.1
uritemplate	4.1.1
urllib3	1.26.8
wcwidth	0.2.5
Werkzeug	2.0.3
wheel	0.37.1
wrapt	1.13.3
zipp	3.7.0

Python 3.8.12

패키지	버전
absl-py	1.0.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.4.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.11
클릭	8.0.3
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.27
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.9
fasteners	0.17.3
flatbuffers	2.0
미래	0.18.2
gast	0.5.3
google-api-core	1.31.5
google-api-python-client	2.36.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.32.0
google-cloud-bigquery-storage	2.11.0
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.6.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.7
google-cloud-pubsub	2.9.0
google-cloud-pubsublite	1.3.0
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.2.0
googleapis-common-protos	1.54.0
grpc-google-iam-v1	0.12.3
grpcio	1.43.0
grpcio-gcp	0.2.2
grpcio-status	1.43.0
guppy3	3.1.2
h5py	3.6.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.10.1
joblib	1.1.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	13.0.0
libcst	0.4.1
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
mypy-extensions	0.4.3
nltk	3.6.5
코	1.3.7
numpy	1.21.5
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.6.6
overrides	6.1.0
패키징	21.3
pandas	1.4.0
Pillow	7.2.0
pip	22.0.3
pluggy	0.13.1
proto-plus	1.19.9
protobuf	3.19.4
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
PyYAML	6.0
regex	2022년 1월 18일
요청	2.27.1
requests-oauthlib	1.3.1
rsa	4.8
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.1
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.24.0
termcolor	1.1.0
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tqdm	4.62.3
typing-inspect	0.7.1
typing-utils	0.1.0
typing_extensions	4.0.1
uritemplate	4.1.1
urllib3	1.26.8
wcwidth	0.2.5
Werkzeug	2.0.3
wheel	0.37.1
wrapt	1.13.3
zipp	3.7.0

Python 3.9.10

패키지	버전
absl-py	1.0.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.4.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.11
클릭	8.0.3
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.27
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.9
fasteners	0.17.3
flatbuffers	2.0
미래	0.18.2
gast	0.5.3
google-api-core	1.31.5
google-api-python-client	2.36.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.32.0
google-cloud-bigquery-storage	2.11.0
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.6.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.7
google-cloud-pubsub	2.9.0
google-cloud-pubsublite	1.3.0
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.2.0
googleapis-common-protos	1.54.0
grpc-google-iam-v1	0.12.3
grpcio	1.43.0
grpcio-gcp	0.2.2
grpcio-status	1.43.0
guppy3	3.1.2
h5py	3.6.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.10.1
joblib	1.1.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	13.0.0
libcst	0.4.1
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
mypy-extensions	0.4.3
nltk	3.6.5
코	1.3.7
numpy	1.21.5
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.6.6
overrides	6.1.0
패키징	21.3
pandas	1.4.0
Pillow	7.2.0
pip	22.0.3
pluggy	0.13.1
proto-plus	1.19.9
protobuf	3.19.4
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
PyYAML	6.0
regex	2022년 1월 18일
요청	2.27.1
requests-oauthlib	1.3.1
rsa	4.8
scikit-learn	1.0.2
scipy	1.7.3
setuptools	58.1.0
six	1.16.0
soupsieve	2.3.1
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.24.0
termcolor	1.1.0
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tqdm	4.62.3
typing-inspect	0.7.1
typing-utils	0.1.0
typing_extensions	4.0.1
uritemplate	4.1.1
urllib3	1.26.8
wcwidth	0.2.5
Werkzeug	2.0.3
wheel	0.37.1
wrapt	1.13.3
zipp	3.7.0

버전 2.37.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.6.15

패키지	버전
absl-py	0.15.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.4.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cached-property	1.5.2
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.11
clang	5.0
클릭	8.0.3
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.27
dataclasses	0.8
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.7
fasteners	0.17.3
flatbuffers	1.12
미래	0.18.2
gast	0.4.0
google-api-core	1.31.5
google-api-python-client	2.36.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.32.0
google-cloud-bigquery-storage	2.11.0
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.6.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.7
google-cloud-pubsub	2.9.0
google-cloud-pubsublite	1.3.0
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.2.0
googleapis-common-protos	1.54.0
grpc-google-iam-v1	0.12.3
grpcio	1.43.0
grpcio-gcp	0.2.2
grpcio-status	1.43.0
guppy3	3.1.2
h5py	3.1.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.8.3
joblib	1.1.0
keras	2.6.0
Keras-Preprocessing	1.1.2
libcst	0.4.1
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
mypy-extensions	0.4.3
nltk	3.6.5
코	1.3.7
numpy	1.19.5
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.6.1
overrides	6.1.0
패키징	21.3
pandas	1.1.5
Pillow	7.2.0
pip	21.3.1
pluggy	0.13.1
proto-plus	1.19.9
protobuf	3.19.4
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
요청	2.27.1
requests-oauthlib	1.3.1
rsa	4.8
scikit-learn	0.24.2
scipy	1.5.4
setuptools	57.5.0
six	1.15.0
soupsieve	2.3.1
tensorboard	2.6.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.6.2
tensorflow-estimator	2.6.0
termcolor	1.1.0
threadpoolctl	3.1.0
tqdm	4.62.3
typing-extensions	3.7.4.3
typing-inspect	0.7.1
typing-utils	0.1.0
uritemplate	4.1.1
urllib3	1.26.8
wcwidth	0.2.5
Werkzeug	2.0.3
wheel	0.37.0
wrapt	1.12.1
zipp	3.6.0

Python 3.7.12

패키지	버전
absl-py	1.0.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.4.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cached-property	1.5.2
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.11
클릭	8.0.3
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.27
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.9
fasteners	0.17.3
flatbuffers	2.0
미래	0.18.2
gast	0.5.3
google-api-core	1.31.5
google-api-python-client	2.36.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.32.0
google-cloud-bigquery-storage	2.11.0
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.6.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.7
google-cloud-pubsub	2.9.0
google-cloud-pubsublite	1.3.0
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.2.0
googleapis-common-protos	1.54.0
grpc-google-iam-v1	0.12.3
grpcio	1.43.0
grpcio-gcp	0.2.2
grpcio-status	1.43.0
guppy3	3.1.2
h5py	3.6.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.10.1
joblib	1.1.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	13.0.0
libcst	0.4.1
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
mypy-extensions	0.4.3
nltk	3.6.5
코	1.3.7
numpy	1.21.5
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.6.6
overrides	6.1.0
패키징	21.3
pandas	1.3.5
Pillow	7.2.0
pip	22.0.3
pluggy	0.13.1
proto-plus	1.19.9
protobuf	3.19.4
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
PyYAML	6.0
regex	2022년 1월 18일
요청	2.27.1
requests-oauthlib	1.3.1
rsa	4.8
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.1
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.24.0
termcolor	1.1.0
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tqdm	4.62.3
typing-inspect	0.7.1
typing-utils	0.1.0
typing_extensions	4.0.1
uritemplate	4.1.1
urllib3	1.26.8
wcwidth	0.2.5
Werkzeug	2.0.3
wheel	0.37.1
wrapt	1.13.3
zipp	3.7.0

Python 3.8.12

패키지	버전
absl-py	1.0.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.4.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.11
클릭	8.0.3
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.27
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.9
fasteners	0.17.3
flatbuffers	2.0
미래	0.18.2
gast	0.5.3
google-api-core	1.31.5
google-api-python-client	2.36.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.32.0
google-cloud-bigquery-storage	2.11.0
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.6.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.7
google-cloud-pubsub	2.9.0
google-cloud-pubsublite	1.3.0
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.2.0
googleapis-common-protos	1.54.0
grpc-google-iam-v1	0.12.3
grpcio	1.43.0
grpcio-gcp	0.2.2
grpcio-status	1.43.0
guppy3	3.1.2
h5py	3.6.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.10.1
joblib	1.1.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	13.0.0
libcst	0.4.1
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
mypy-extensions	0.4.3
nltk	3.6.5
코	1.3.7
numpy	1.21.5
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.6.6
overrides	6.1.0
패키징	21.3
pandas	1.4.0
Pillow	7.2.0
pip	22.0.3
pluggy	0.13.1
proto-plus	1.19.9
protobuf	3.19.4
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
PyYAML	6.0
regex	2022년 1월 18일
요청	2.27.1
requests-oauthlib	1.3.1
rsa	4.8
scikit-learn	1.0.2
scipy	1.7.3
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.1
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.24.0
termcolor	1.1.0
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tqdm	4.62.3
typing-inspect	0.7.1
typing-utils	0.1.0
typing_extensions	4.0.1
uritemplate	4.1.1
urllib3	1.26.8
wcwidth	0.2.5
Werkzeug	2.0.3
wheel	0.37.1
wrapt	1.13.3
zipp	3.7.0

Python 3.9.10

패키지	버전
absl-py	1.0.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.4.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.11
클릭	8.0.3
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.27
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.9
fasteners	0.17.3
flatbuffers	2.0
미래	0.18.2
gast	0.5.3
google-api-core	1.31.5
google-api-python-client	2.36.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.32.0
google-cloud-bigquery-storage	2.11.0
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.6.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.7
google-cloud-pubsub	2.9.0
google-cloud-pubsublite	1.3.0
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.2.0
googleapis-common-protos	1.54.0
grpc-google-iam-v1	0.12.3
grpcio	1.43.0
grpcio-gcp	0.2.2
grpcio-status	1.43.0
guppy3	3.1.2
h5py	3.6.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.10.1
joblib	1.1.0
keras	2.8.0
Keras-Preprocessing	1.1.2
libclang	13.0.0
libcst	0.4.1
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
mypy-extensions	0.4.3
nltk	3.6.5
코	1.3.7
numpy	1.21.5
oauth2client	4.1.3
oauthlib	3.2.0
opt-einsum	3.3.0
orjson	3.6.6
overrides	6.1.0
패키징	21.3
pandas	1.4.0
Pillow	7.2.0
pip	22.0.3
pluggy	0.13.1
proto-plus	1.19.9
protobuf	3.19.4
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
PyYAML	6.0
regex	2022년 1월 18일
요청	2.27.1
requests-oauthlib	1.3.1
rsa	4.8
scikit-learn	1.0.2
scipy	1.7.3
setuptools	58.1.0
six	1.16.0
soupsieve	2.3.1
tensorboard	2.8.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.1
tensorflow	2.8.0
tensorflow-io-gcs-filesystem	0.24.0
termcolor	1.1.0
tf-estimator-nightly	2.8.0.dev2021122109
threadpoolctl	3.1.0
tqdm	4.62.3
typing-inspect	0.7.1
typing-utils	0.1.0
typing_extensions	4.0.1
uritemplate	4.1.1
urllib3	1.26.8
wcwidth	0.2.5
Werkzeug	2.0.3
wheel	0.37.1
wrapt	1.13.3
zipp	3.7.0

버전 2.36.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.6.15

패키지	버전
absl-py	0.15.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cached-property	1.5.2
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.9
clang	5.0
클릭	8.0.3
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.26
dataclasses	0.8
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.7
fasteners	0.16.3
flatbuffers	1.12
미래	0.18.2
gast	0.4.0
google-api-core	1.31.5
google-api-python-client	2.33.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.31.0
google-cloud-bigquery-storage	2.10.1
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.4.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.6
google-cloud-pubsub	1.7.0
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.1.0
googleapis-common-protos	1.54.0
grpc-google-iam-v1	0.12.3
grpcio	1.43.0
grpcio-gcp	0.2.2
grpcio-status	1.43.0
guppy3	3.1.2
h5py	3.1.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.8.3
joblib	1.1.0
keras	2.6.0
Keras-Preprocessing	1.1.2
libcst	0.3.23
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
mypy-extensions	0.4.3
nltk	3.6.5
코	1.3.7
numpy	1.19.5
oauth2client	4.1.3
oauthlib	3.1.1
opt-einsum	3.3.0
orjson	3.6.1
패키징	21.3
pandas	1.1.5
Pillow	7.2.0
pip	21.3.1
pluggy	0.13.1
proto-plus	1.19.8
protobuf	3.19.1
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
PyYAML	6.0
regex	2021.11.10
요청	2.26.0
requests-oauthlib	1.3.0
rsa	4.8
scikit-learn	0.24.2
scipy	1.5.4
setuptools	57.5.0
six	1.15.0
soupsieve	2.3.1
tensorboard	2.6.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.6.2
tensorflow-estimator	2.6.0
termcolor	1.1.0
threadpoolctl	3.0.0
tqdm	4.62.3
typing-extensions	3.7.4.3
typing-inspect	0.7.1
uritemplate	4.1.1
urllib3	1.26.7
wcwidth	0.2.5
Werkzeug	2.0.2
wheel	0.37.0
wrapt	1.12.1
zipp	3.6.0

Python 3.7.12

패키지	버전
absl-py	1.0.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cached-property	1.5.2
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.9
클릭	8.0.3
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.26
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.7
fasteners	0.16.3
flatbuffers	2.0
미래	0.18.2
gast	0.4.0
google-api-core	1.31.5
google-api-python-client	2.33.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.31.0
google-cloud-bigquery-storage	2.10.1
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.4.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.6
google-cloud-pubsub	1.7.0
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.1.0
googleapis-common-protos	1.54.0
grpc-google-iam-v1	0.12.3
grpcio	1.43.0
grpcio-gcp	0.2.2
grpcio-status	1.43.0
guppy3	3.1.2
h5py	3.6.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.10.0
joblib	1.1.0
keras	2.7.0
Keras-Preprocessing	1.1.2
libclang	12.0.0
libcst	0.3.23
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
mypy-extensions	0.4.3
nltk	3.6.5
코	1.3.7
numpy	1.21.4
oauth2client	4.1.3
oauthlib	3.1.1
opt-einsum	3.3.0
orjson	3.6.5
패키징	21.3
pandas	1.3.5
Pillow	7.2.0
pip	21.3.1
pluggy	0.13.1
proto-plus	1.19.8
protobuf	3.19.1
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
PyYAML	6.0
regex	2021.11.10
요청	2.26.0
requests-oauthlib	1.3.0
rsa	4.8
scikit-learn	1.0.1
scipy	1.7.2
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.1
tensorboard	2.7.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.7.0
tensorflow-estimator	2.7.0
tensorflow-io-gcs-filesystem	0.23.1
termcolor	1.1.0
threadpoolctl	3.0.0
tqdm	4.62.3
typing-extensions	3.10.0.2
typing-inspect	0.7.1
uritemplate	4.1.1
urllib3	1.26.7
wcwidth	0.2.5
Werkzeug	2.0.2
wheel	0.37.0
wrapt	1.13.3
zipp	3.6.0

Python 3.8.12

패키지	버전
absl-py	1.0.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.9
클릭	8.0.3
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.26
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.7
fasteners	0.16.3
flatbuffers	2.0
미래	0.18.2
gast	0.4.0
google-api-core	1.31.5
google-api-python-client	2.33.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.31.0
google-cloud-bigquery-storage	2.10.1
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.4.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.6
google-cloud-pubsub	1.7.0
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.1.0
googleapis-common-protos	1.54.0
grpc-google-iam-v1	0.12.3
grpcio	1.43.0
grpcio-gcp	0.2.2
grpcio-status	1.43.0
guppy3	3.1.2
h5py	3.6.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.10.0
joblib	1.1.0
keras	2.7.0
Keras-Preprocessing	1.1.2
libclang	12.0.0
libcst	0.3.23
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
mypy-extensions	0.4.3
nltk	3.6.5
코	1.3.7
numpy	1.21.4
oauth2client	4.1.3
oauthlib	3.1.1
opt-einsum	3.3.0
orjson	3.6.5
패키징	21.3
pandas	1.3.5
Pillow	7.2.0
pip	21.3.1
pluggy	0.13.1
proto-plus	1.19.8
protobuf	3.19.1
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.3
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
PyYAML	6.0
regex	2021.11.10
요청	2.26.0
requests-oauthlib	1.3.0
rsa	4.8
scikit-learn	1.0.1
scipy	1.7.2
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.1
tensorboard	2.7.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.7.0
tensorflow-estimator	2.7.0
tensorflow-io-gcs-filesystem	0.23.1
termcolor	1.1.0
threadpoolctl	3.0.0
tqdm	4.62.3
typing-extensions	3.10.0.2
typing-inspect	0.7.1
uritemplate	4.1.1
urllib3	1.26.7
wcwidth	0.2.5
Werkzeug	2.0.2
wheel	0.37.0
wrapt	1.13.3
zipp	3.6.0

버전 2.35.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.6.15

패키지	버전
absl-py	0.15.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cached-property	1.5.2
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.8
clang	5.0
클릭	8.0.3
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.24
dataclasses	0.8
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.7
fasteners	0.16.3
flatbuffers	1.12
미래	0.18.2
gast	0.4.0
google-api-core	1.31.4
google-api-python-client	2.31.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.30.1
google-cloud-bigquery-storage	2.10.1
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.3.1
google-cloud-language	1.3.0
google-cloud-profiler	3.0.6
google-cloud-pubsub	1.7.0
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.1.0
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.42.0
grpcio-gcp	0.2.2
grpcio-status	1.42.0
guppy3	3.1.2
h5py	3.1.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.8.2
joblib	1.1.0
keras	2.6.0
Keras-Preprocessing	1.1.2
libcst	0.3.23
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
mypy-extensions	0.4.3
nltk	3.6.5
코	1.3.7
numpy	1.19.5
oauth2client	4.1.3
oauthlib	3.1.1
opt-einsum	3.3.0
orjson	3.6.1
패키징	21.3
pandas	1.1.5
Pillow	7.2.0
pip	21.3.1
pluggy	0.13.1
proto-plus	1.19.8
protobuf	3.19.1
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
PyYAML	6.0
regex	2021.11.10
요청	2.26.0
requests-oauthlib	1.3.0
rsa	4.8
scikit-learn	0.24.2
scipy	1.5.4
setuptools	57.5.0
six	1.15.0
soupsieve	2.3.1
tensorboard	2.6.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.6.2
tensorflow-estimator	2.6.0
termcolor	1.1.0
threadpoolctl	3.0.0
tqdm	4.62.3
typing-extensions	3.7.4.3
typing-inspect	0.7.1
uritemplate	4.1.1
urllib3	1.26.7
wcwidth	0.2.5
Werkzeug	2.0.2
wheel	0.37.0
wrapt	1.12.1
zipp	3.6.0

Python 3.7.12

패키지	버전
absl-py	1.0.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cached-property	1.5.2
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.8
클릭	8.0.3
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.24
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.7
fasteners	0.16.3
flatbuffers	2.0
미래	0.18.2
gast	0.4.0
google-api-core	1.31.4
google-api-python-client	2.31.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.30.1
google-cloud-bigquery-storage	2.10.1
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.3.1
google-cloud-language	1.3.0
google-cloud-profiler	3.0.6
google-cloud-pubsub	1.7.0
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.1.0
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.42.0
grpcio-gcp	0.2.2
grpcio-status	1.42.0
guppy3	3.1.2
h5py	3.6.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.8.2
joblib	1.1.0
keras	2.7.0
Keras-Preprocessing	1.1.2
libclang	12.0.0
libcst	0.3.23
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
mypy-extensions	0.4.3
nltk	3.6.5
코	1.3.7
numpy	1.20.3
oauth2client	4.1.3
oauthlib	3.1.1
opt-einsum	3.3.0
orjson	3.6.4
패키징	21.3
pandas	1.3.4
Pillow	7.2.0
pip	21.3.1
pluggy	0.13.1
proto-plus	1.19.8
protobuf	3.19.1
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
PyYAML	6.0
regex	2021.11.10
요청	2.26.0
requests-oauthlib	1.3.0
rsa	4.8
scikit-learn	1.0.1
scipy	1.7.2
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.1
tensorboard	2.7.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.7.0
tensorflow-estimator	2.7.0
tensorflow-io-gcs-filesystem	0.22.0
termcolor	1.1.0
threadpoolctl	3.0.0
tqdm	4.62.3
typing-extensions	3.10.0.2
typing-inspect	0.7.1
uritemplate	4.1.1
urllib3	1.26.7
wcwidth	0.2.5
Werkzeug	2.0.2
wheel	0.37.0
wrapt	1.13.3
zipp	3.6.0

Python 3.8.12

패키지	버전
absl-py	1.0.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.10.0
bs4	0.0.1
cachetools	4.2.4
certifi	2021.10.8
charset-normalizer	2.0.8
클릭	8.0.3
cloudpickle	2.0.0
crcmod	1.7
Cython	0.29.24
dill	0.3.1.1
docopt	0.6.2
fastavro	1.4.7
fasteners	0.16.3
flatbuffers	2.0
미래	0.18.2
gast	0.4.0
google-api-core	1.31.4
google-api-python-client	2.31.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	2.30.1
google-cloud-bigquery-storage	2.10.1
google-cloud-bigtable	1.7.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	3.3.1
google-cloud-language	1.3.0
google-cloud-profiler	3.0.6
google-cloud-pubsub	1.7.0
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.19.1
google-cloud-videointelligence	1.16.1
google-cloud-vision	1.0.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.18
google-resumable-media	2.1.0
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.42.0
grpcio-gcp	0.2.2
grpcio-status	1.42.0
guppy3	3.1.2
h5py	3.6.0
hdfs	2.6.0
httplib2	0.19.1
idna	3.3
importlib-metadata	4.8.2
joblib	1.1.0
keras	2.7.0
Keras-Preprocessing	1.1.2
libclang	12.0.0
libcst	0.3.23
마크다운	3.3.6
mmh3	3.0.0
more-itertools	8.12.0
mypy-extensions	0.4.3
nltk	3.6.5
코	1.3.7
numpy	1.20.3
oauth2client	4.1.3
oauthlib	3.1.1
opt-einsum	3.3.0
orjson	3.6.4
패키징	21.3
pandas	1.3.4
Pillow	7.2.0
pip	21.3.1
pluggy	0.13.1
proto-plus	1.19.8
protobuf	3.19.1
py	1.11.0
pyarrow	6.0.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.2
pymongo	3.12.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.2
python-snappy	0.6.0
pytz	2021.3
PyYAML	6.0
regex	2021.11.10
요청	2.26.0
requests-oauthlib	1.3.0
rsa	4.8
scikit-learn	1.0.1
scipy	1.7.2
setuptools	57.5.0
six	1.16.0
soupsieve	2.3.1
tensorboard	2.7.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.7.0
tensorflow-estimator	2.7.0
tensorflow-io-gcs-filesystem	0.22.0
termcolor	1.1.0
threadpoolctl	3.0.0
tqdm	4.62.3
typing-extensions	3.10.0.2
typing-inspect	0.7.1
uritemplate	4.1.1
urllib3	1.26.7
wcwidth	0.2.5
Werkzeug	2.0.2
wheel	0.37.0
wrapt	1.13.3
zipp	3.6.0

버전 2.34.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.6.15

패키지	버전
absl-py	0.15.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cached-property	1.5.2
cachetools	3.1.1
certifi	2021.10.8
chardet	3.0.4
charset-normalizer	2.0.7
clang	5.0
클릭	8.0.3
crcmod	1.7
Cython	0.29.21
dataclasses	0.8
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16.3
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.4.0
google-api-core	1.31.3
google-api-python-client	2.29.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	1.26.1
google-cloud-bigquery-storage	2.6.3
google-cloud-bigtable	1.0.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.4
google-cloud-pubsub	1.0.2
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.3.3
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.40.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	3.1.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	4.8.1
joblib	1.1.0
keras	2.6.0
Keras-Preprocessing	1.1.2
libcst	0.3.21
마크다운	3.3.4
mmh3	2.5.1
more-itertools	8.10.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.1
opt-einsum	3.3.0
orjson	3.6.1
패키징	21.2
pandas	1.1.5
Pillow	7.2.0
pip	21.3.1
pluggy	0.13.1
proto-plus	1.19.6
protobuf	3.17.3
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.11.2
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.24.1
scipy	1.4.1
setuptools	57.5.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.7.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.6.0
tensorflow-estimator	2.7.0
termcolor	1.1.0
threadpoolctl	3.0.0
tqdm	4.62.3
typing-extensions	3.7.4.2
typing-inspect	0.7.1
uritemplate	4.1.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	2.0.2
wheel	0.37.0
wrapt	1.12.1
zipp	3.6.0

Python 3.7.12

패키지	버전
absl-py	0.15.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cached-property	1.5.2
cachetools	3.1.1
certifi	2021.10.8
chardet	3.0.4
charset-normalizer	2.0.7
clang	5.0
클릭	8.0.3
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16.3
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.4.0
google-api-core	1.31.3
google-api-python-client	2.29.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	1.26.1
google-cloud-bigquery-storage	2.6.3
google-cloud-bigtable	1.0.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.4
google-cloud-pubsub	1.0.2
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.3.3
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.40.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	3.1.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	4.8.1
joblib	1.1.0
keras	2.6.0
Keras-Preprocessing	1.1.2
libcst	0.3.21
마크다운	3.3.4
mmh3	2.5.1
more-itertools	8.10.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.1
opt-einsum	3.3.0
orjson	3.6.4
패키징	21.2
pandas	1.3.3
Pillow	7.2.0
pip	21.3.1
pluggy	0.13.1
proto-plus	1.19.6
protobuf	3.17.3
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.11.2
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.24.1
scipy	1.4.1
setuptools	57.5.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.7.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.6.0
tensorflow-estimator	2.7.0
termcolor	1.1.0
threadpoolctl	3.0.0
tqdm	4.62.3
typing-extensions	3.7.4.2
typing-inspect	0.7.1
uritemplate	4.1.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	2.0.2
wheel	0.37.0
wrapt	1.12.1
zipp	3.6.0

Python 3.8.12

패키지	버전
absl-py	0.15.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2021.10.8
chardet	3.0.4
charset-normalizer	2.0.7
clang	5.0
클릭	8.0.3
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16.3
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.4.0
google-api-core	1.31.3
google-api-python-client	2.29.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.6
google-cloud-bigquery	1.26.1
google-cloud-bigquery-storage	2.6.3
google-cloud-bigtable	1.0.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.4
google-cloud-pubsub	1.0.2
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.3.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.3.3
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.40.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	3.1.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
joblib	1.1.0
keras	2.6.0
Keras-Preprocessing	1.1.2
libcst	0.3.21
마크다운	3.3.4
mmh3	2.5.1
more-itertools	8.10.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.1
opt-einsum	3.3.0
orjson	3.6.4
패키징	21.2
pandas	1.3.3
Pillow	7.2.0
pip	21.3.1
pluggy	0.13.1
proto-plus	1.19.6
protobuf	3.17.3
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.11.2
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.24.1
scipy	1.4.1
setuptools	57.5.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.7.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.6.0
tensorflow-estimator	2.7.0
termcolor	1.1.0
threadpoolctl	3.0.0
tqdm	4.62.3
typing-extensions	3.7.4.2
typing-inspect	0.7.1
uritemplate	4.1.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	2.0.2
wheel	0.37.0
wrapt	1.12.1

버전 2.33.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.6.14

패키지	버전
absl-py	0.13.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cached-property	1.5.2
cachetools	3.1.1
certifi	2021.5.30
cffi	1.14.6
chardet	3.0.4
charset-normalizer	2.0.4
클릭	8.0.1
crcmod	1.7
Cython	0.29.21
dataclasses	0.8
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16.3
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.4.0
google-api-core	1.31.2
google-api-python-client	2.18.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.5
google-cloud-bigquery	1.26.1
google-cloud-bigquery-storage	2.4.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.4
google-cloud-pubsub	1.0.2
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.3.3
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.34.1
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	3.1.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	4.6.4
joblib	1.0.1
keras-nightly	.dev
Keras-Preprocessing	1.1.2
libcst	0.3.20
마크다운	3.3.4
mmh3	2.5.1
more-itertools	8.8.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.1
opt-einsum	3.3.0
orjson	3.6.1
패키징	21.0
pandas	1.1.5
Pillow	7.2.0
pip	21.2.4
pluggy	0.13.1
proto-plus	1.19.0
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.8.21
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.24.1
scipy	1.4.1
setuptools	57.4.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.6.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.5.0
tensorflow-estimator	2.5.0
termcolor	1.1.0
threadpoolctl	2.2.0
tqdm	4.62.2
typing-extensions	3.7.4.2
typing-inspect	0.7.1
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	2.0.1
wheel	0.37.0
wrapt	1.12.1
zipp	3.5.0

Python 3.7.11

패키지	버전
absl-py	0.13.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cached-property	1.5.2
cachetools	3.1.1
certifi	2021.5.30
cffi	1.14.6
chardet	3.0.4
charset-normalizer	2.0.4
클릭	8.0.1
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16.3
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.4.0
google-api-core	1.31.2
google-api-python-client	2.18.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.5
google-cloud-bigquery	1.26.1
google-cloud-bigquery-storage	2.4.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.4
google-cloud-pubsub	1.0.2
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.3.3
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.34.1
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	3.1.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	4.6.4
joblib	1.0.1
keras-nightly	.dev
Keras-Preprocessing	1.1.2
libcst	0.3.20
마크다운	3.3.4
mmh3	2.5.1
more-itertools	8.8.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.1
opt-einsum	3.3.0
orjson	3.6.3
패키징	21.0
pandas	1.2.4
Pillow	7.2.0
pip	21.2.4
pluggy	0.13.1
proto-plus	1.19.0
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.8.21
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.24.1
scipy	1.4.1
setuptools	57.4.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.6.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.5.0
tensorflow-estimator	2.5.0
termcolor	1.1.0
threadpoolctl	2.2.0
tqdm	4.62.2
typing-extensions	3.7.4.2
typing-inspect	0.7.1
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	2.0.1
wheel	0.37.0
wrapt	1.12.1
zipp	3.5.0

Python 3.8.11

패키지	버전
absl-py	0.13.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2021.5.30
cffi	1.14.6
chardet	3.0.4
charset-normalizer	2.0.4
클릭	8.0.1
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16.3
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.4.0
google-api-core	1.31.2
google-api-python-client	2.18.0
google-apitools	0.5.31
google-auth	1.35.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.5
google-cloud-bigquery	1.26.1
google-cloud-bigquery-storage	2.4.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.4
google-cloud-pubsub	1.0.2
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.3.3
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.34.1
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	3.1.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
joblib	1.0.1
keras-nightly	.dev
Keras-Preprocessing	1.1.2
libcst	0.3.20
마크다운	3.3.4
mmh3	2.5.1
more-itertools	8.8.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.1
opt-einsum	3.3.0
orjson	3.6.3
패키징	21.0
pandas	1.2.4
Pillow	7.2.0
pip	21.2.4
pluggy	0.13.1
proto-plus	1.19.0
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.8.21
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.24.1
scipy	1.4.1
setuptools	57.4.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.6.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.5.0
tensorflow-estimator	2.5.0
termcolor	1.1.0
threadpoolctl	2.2.0
tqdm	4.62.2
typing-extensions	3.7.4.2
typing-inspect	0.7.1
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	2.0.1
wheel	0.37.0
wrapt	1.12.1

버전 2.32.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.6.14

패키지	버전
absl-py	0.13.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cached-property	1.5.2
cachetools	3.1.1
certifi	2021.5.30
cffi	1.14.6
chardet	3.0.4
charset-normalizer	2.0.4
클릭	8.0.1
crcmod	1.7
Cython	0.29.21
dataclasses	0.8
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16.3
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.4.0
google-api-core	1.31.1
google-api-python-client	2.15.0
google-apitools	0.5.31
google-auth	1.34.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.5
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.4
google-cloud-pubsub	1.0.2
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.3.3
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.34.1
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	3.1.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	4.6.3
joblib	1.0.1
keras-nightly	3.5.0.dev2021032900
Keras-Preprocessing	1.1.2
마크다운	3.3.4
mmh3	2.5.1
more-itertools	8.8.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.1
opt-einsum	3.3.0
orjson	3.6.1
패키징	21.0
pandas	1.1.5
Pillow	7.2.0
pip	21.2.3
pluggy	0.13.1
proto-plus	1.19.0
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.8.3
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.24.1
scipy	1.4.1
setuptools	57.4.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.6.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.5.0
tensorflow-estimator	2.5.0
termcolor	1.1.0
threadpoolctl	2.2.0
tqdm	4.62.0
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	2.0.1
바퀴	0.36.2
wrapt	1.12.1
zipp	3.5.0

Python 3.7.11

패키지	버전
absl-py	0.13.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cached-property	1.5.2
cachetools	3.1.1
certifi	2021.5.30
cffi	1.14.6
chardet	3.0.4
charset-normalizer	2.0.4
클릭	8.0.1
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16.3
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.4.0
google-api-core	1.31.1
google-api-python-client	2.15.0
google-apitools	0.5.31
google-auth	1.34.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.5
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.4
google-cloud-pubsub	1.0.2
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.3.3
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.34.1
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	3.1.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	4.6.3
joblib	1.0.1
keras-nightly	.dev
Keras-Preprocessing	1.1.2
마크다운	3.3.4
mmh3	2.5.1
more-itertools	8.8.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.1
opt-einsum	3.3.0
orjson	3.6.1
패키징	21.0
pandas	1.2.4
Pillow	7.2.0
pip	21.2.3
pluggy	0.13.1
proto-plus	1.19.0
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.8.3
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.24.1
scipy	1.4.1
setuptools	57.4.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.6.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.5.0
tensorflow-estimator	2.5.0
termcolor	1.1.0
threadpoolctl	2.2.0
tqdm	4.62.0
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	2.0.1
바퀴	0.36.2
wrapt	1.12.1
zipp	3.5.0

Python 3.8.11

패키지	버전
absl-py	0.13.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2021.5.30
cffi	1.14.6
chardet	3.0.4
charset-normalizer	2.0.4
클릭	8.0.1
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16.3
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.4.0
google-api-core	1.31.1
google-api-python-client	2.15.0
google-apitools	0.5.31
google-auth	1.34.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.5
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.7.2
google-cloud-datastore	1.15.3
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.4
google-cloud-pubsub	1.0.2
google-cloud-recommendations-ai	0.2.0
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.3.3
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.34.1
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	3.1.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
joblib	1.0.1
keras-nightly	.dev
Keras-Preprocessing	1.1.2
마크다운	3.3.4
mmh3	2.5.1
more-itertools	8.8.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.1
opt-einsum	3.3.0
orjson	3.6.1
패키징	21.0
pandas	1.2.4
Pillow	7.2.0
pip	21.2.3
pluggy	0.13.1
proto-plus	1.19.0
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.8.3
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.24.1
scipy	1.4.1
setuptools	57.4.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.6.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.5.0
tensorflow-estimator	2.5.0
termcolor	1.1.0
threadpoolctl	2.2.0
tqdm	4.62.0
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	2.0.1
바퀴	0.36.2
wrapt	1.12.1

버전 2.31.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.6.13

패키지	버전
absl-py	0.12.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cached-property	1.5.2
cachetools	3.1.1
certifi	2020.12.5
cffi	1.14.5
chardet	3.0.4
클릭	8.0.1
crcmod	1.7
Cython	0.29.21
dataclasses	0.8
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.4.0
google-api-core	1.28.0
google-api-python-client	2.5.0
google-apitools	0.5.31
google-auth	1.30.1
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.4
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.4
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.3.0
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.34.1
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	3.1.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	4.0.1
joblib	1.0.1
keras-nightly	.dev
Keras-Preprocessing	1.1.2
마크다운	3.3.4
mmh3	2.5.1
more-itertools	8.8.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
패키징	20.9
pandas	1.1.5
Pillow	7.2.0
pip	21.1.2
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.4.4
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.24.1
scipy	1.4.1
setuptools	57.0.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.5.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.5.0
tensorflow-estimator	2.5.0
termcolor	1.1.0
threadpoolctl	2.1.0
tqdm	4.61.0
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	2.0.1
바퀴	0.36.2
wrapt	1.12.1
zipp	3.4.1

Python 3.7.10

패키지	버전
absl-py	0.12.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cached-property	1.5.2
cachetools	3.1.1
certifi	2020.12.5
cffi	1.14.5
chardet	3.0.4
클릭	8.0.1
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.4.0
google-api-core	1.28.0
google-api-python-client	2.5.0
google-apitools	0.5.31
google-auth	1.30.1
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.4
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.4
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.3.0
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.34.1
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	3.1.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	4.0.1
joblib	1.0.1
keras-nightly	.dev
Keras-Preprocessing	1.1.2
마크다운	3.3.4
mmh3	2.5.1
more-itertools	8.8.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
패키징	20.9
pandas	1.2.4
Pillow	7.2.0
pip	21.1.2
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.4.4
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.24.1
scipy	1.4.1
setuptools	57.0.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.5.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.5.0
tensorflow-estimator	2.5.0
termcolor	1.1.0
threadpoolctl	2.1.0
tqdm	4.61.0
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	2.0.1
바퀴	0.36.2
wrapt	1.12.1
zipp	3.4.1

Python

패키지	버전
absl-py	0.12.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.12.5
cffi	1.14.5
chardet	3.0.4
클릭	8.0.1
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.4.0
google-api-core	1.28.0
google-api-python-client	2.5.0
google-apitools	0.5.31
google-auth	1.30.1
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.4
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-profiler	3.0.4
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.3.0
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.34.1
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	3.1.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
joblib	1.0.1
keras-nightly	.dev
Keras-Preprocessing	1.1.2
마크다운	3.3.4
mmh3	2.5.1
more-itertools	8.8.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
패키징	20.9
pandas	1.2.4
Pillow	7.2.0
pip	21.1.2
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.4.4
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.24.1
scipy	1.4.1
setuptools	57.0.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.5.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.5.0
tensorflow-estimator	2.5.0
termcolor	1.1.0
threadpoolctl	2.1.0
tqdm	4.61.0
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	2.0.1
바퀴	0.36.2
wrapt	1.12.1

버전 2.30.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 3.6.13

패키지	버전
absl-py	0.12.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cached-property	1.5.2
cachetools	3.1.1
certifi	2020.12.5
cffi	1.14.5
chardet	3.0.4
클릭	8.0.1
crcmod	1.7
Cython	0.29.21
dataclasses	0.8
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.4.0
google-api-core	1.28.0
google-api-python-client	2.5.0
google-apitools	0.5.31
google-auth	1.30.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.4
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.3.0
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.34.1
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	3.1.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	4.0.1
joblib	1.0.1
keras-nightly	.dev
Keras-Preprocessing	1.1.2
마크다운	3.3.4
mmh3	2.5.1
more-itertools	8.7.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
패키징	20.9
pandas	1.1.5
Pillow	7.2.0
pip	21.1.1
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.4.4
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.24.1
scipy	1.4.1
setuptools	56.2.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.5.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.5.0
tensorflow-estimator	2.5.0
termcolor	1.1.0
threadpoolctl	2.1.0
tqdm	4.60.0
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	2.0.1
바퀴	0.36.2
wrapt	1.12.1
zipp	3.4.1

Python 3.7.10

패키지	버전
absl-py	0.12.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cached-property	1.5.2
cachetools	3.1.1
certifi	2020.12.5
cffi	1.14.5
chardet	3.0.4
클릭	8.0.1
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.4.0
google-api-core	1.28.0
google-api-python-client	2.5.0
google-apitools	0.5.31
google-auth	1.30.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.4
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.3.0
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.34.1
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	3.1.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	4.0.1
joblib	1.0.1
keras-nightly	.dev
Keras-Preprocessing	1.1.2
마크다운	3.3.4
mmh3	2.5.1
more-itertools	8.7.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
패키징	20.9
pandas	1.2.4
Pillow	7.2.0
pip	21.1.1
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.4.4
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.24.1
scipy	1.4.1
setuptools	56.2.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.5.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.5.0
tensorflow-estimator	2.5.0
termcolor	1.1.0
threadpoolctl	2.1.0
tqdm	4.60.0
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	2.0.1
바퀴	0.36.2
wrapt	1.12.1
zipp	3.4.1

Python

패키지	버전
absl-py	0.12.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	21.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.12.5
cffi	1.14.5
chardet	3.0.4
클릭	8.0.1
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.4.0
google-api-core	1.28.0
google-api-python-client	2.5.0
google-apitools	0.5.31
google-auth	1.30.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.4
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.3.0
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.34.1
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	3.1.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
joblib	1.0.1
keras-nightly	.dev
Keras-Preprocessing	1.1.2
마크다운	3.3.4
mmh3	2.5.1
more-itertools	8.7.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
패키징	20.9
pandas	1.2.4
Pillow	7.2.0
pip	21.1.1
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.4.4
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.24.1
scipy	1.4.1
setuptools	56.2.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.5.0
tensorboard-data-server	0.6.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.5.0
tensorflow-estimator	2.5.0
termcolor	1.1.0
threadpoolctl	2.1.0
tqdm	4.60.0
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	2.0.1
바퀴	0.36.2
wrapt	1.12.1

버전 2.29.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

참고: 버전 2.24.0은 Python 2 및 Python 3.5를 지원하는 마지막 Apache Beam SDK 버전입니다.

Python 3.6.13

패키지	버전
absl-py	0.12.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	20.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.12.5
cffi	1.14.5
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dataclasses	0.8
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.3.3
google-api-core	1.26.3
google-api-python-client	2.2.0
google-apitools	0.5.31
google-auth	1.29.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.4
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.2.0
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.32.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	4.0.0
joblib	1.0.1
Keras-Preprocessing	1.1.2
마크다운	3.3.4
mmh3	2.5.1
mock	2.0.0
more-itertools	8.7.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
패키징	20.9
pandas	1.1.5
pbr	5.5.1
Pillow	7.2.0
pip	21.0.1
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.4.4
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.22.1
scipy	1.4.1
setuptools	56.0.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.5.0
tensorboard-data-server	0.6.0
tensorboard-plugin-wit	1.8.0
tensorflow	2.4.1
tensorflow-estimator	2.4.0
termcolor	1.1.0
tqdm	4.60.0
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	1.0.1
바퀴	0.36.2
wrapt	1.12.1
zipp	3.4.1

Python 3.7.10

패키지	버전
absl-py	0.12.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	20.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.12.5
cffi	1.14.5
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.3.3
google-api-core	1.26.3
google-api-python-client	2.2.0
google-apitools	0.5.31
google-auth	1.29.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.4
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.2.0
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.32.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	4.0.0
joblib	1.0.1
Keras-Preprocessing	1.1.2
마크다운	3.3.4
mmh3	2.5.1
mock	2.0.0
more-itertools	8.7.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
패키징	20.9
pandas	1.2.2
pbr	5.5.1
Pillow	7.2.0
pip	21.0.1
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.4.4
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.22.1
scipy	1.4.1
setuptools	56.0.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.5.0
tensorboard-data-server	0.6.0
tensorboard-plugin-wit	1.8.0
tensorflow	2.4.1
tensorflow-estimator	2.4.0
termcolor	1.1.0
tqdm	4.60.0
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	1.0.1
바퀴	0.36.2
wrapt	1.12.1
zipp	3.4.1

Python 3.8.9

패키지	버전
absl-py	0.12.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	20.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.12.5
cffi	1.14.5
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.3.3
google-api-core	1.26.3
google-api-python-client	2.2.0
google-apitools	0.5.31
google-auth	1.29.0
google-auth-httplib2	0.1.0
google-auth-oauthlib	0.4.4
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.2.0
googleapis-common-protos	1.53.0
grpc-google-iam-v1	0.12.3
grpcio	1.32.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
joblib	1.0.1
Keras-Preprocessing	1.1.2
마크다운	3.3.4
mmh3	2.5.1
mock	2.0.0
more-itertools	8.7.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
패키징	20.9
pandas	1.2.2
pbr	5.5.1
Pillow	7.2.0
pip	21.0.1
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	3.0.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2021.4.4
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7.2
scikit-learn	0.22.1
scipy	1.4.1
setuptools	56.0.0
six	1.15.0
soupsieve	2.2.1
tensorboard	2.5.0
tensorboard-data-server	0.6.0
tensorboard-plugin-wit	1.8.0
tensorflow	2.4.1
tensorflow-estimator	2.4.0
termcolor	1.1.0
tqdm	4.60.0
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	1.0.1
바퀴	0.36.2
wrapt	1.12.1

버전 2.28.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

참고: 버전 2.24.0은 Python 2 및 Python 3.5를 지원하는 마지막 Apache Beam SDK 버전입니다.

Python 3.6.12

패키지	버전
absl-py	0.11.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	20.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.12.5
cffi	1.14.4
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dataclasses	0.8
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.3.3
google-api-core	1.26.0
google-api-python-client	1.12.8
google-apitools	0.5.31
google-auth	1.25.0
google-auth-httplib2	0.0.4
google-auth-oauthlib	0.4.2
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-build	2.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.2.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.32.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	3.4.0
joblib	1.0.0
Keras-Preprocessing	1.1.2
libcst	0.3.16
마크다운	3.3.3
mmh3	2.5.1
mock	2.0.0
more-itertools	8.7.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
패키징	20.9
pandas	1.1.4
pbr	5.5.1
Pillow	7.2.0
pip	21.0.1
pluggy	0.13.1
proto-plus	1.13.0
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.11.13
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7
scikit-learn	0.22.1
scipy	1.4.1
setuptools	53.0.0
six	1.15.0
soupsieve	2.1
tensorboard	2.4.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.4.1
tensorflow-estimator	2.4.0
termcolor	1.1.0
tqdm	4.56.0
typing-extensions	3.7.4.2
typing-inspect	0.6.0
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	1.0.1
바퀴	0.36.2
wrapt	1.12.1
zipp	3.4.0

Python 3.7.9

패키지	버전
absl-py	0.11.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	20.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.12.5
cffi	1.14.4
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.3.3
google-api-core	1.26.0
google-api-python-client	1.12.8
google-apitools	0.5.31
google-auth	1.25.0
google-auth-httplib2	0.0.4
google-auth-oauthlib	0.4.2
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-build	2.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.2.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.32.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	3.4.0
joblib	1.0.0
Keras-Preprocessing	1.1.2
libcst	0.3.16
마크다운	3.3.3
mmh3	2.5.1
mock	2.0.0
more-itertools	8.7.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
패키징	20.9
pandas	1.1.4
pbr	5.5.1
Pillow	7.2.0
pip	21.0.1
pluggy	0.13.1
proto-plus	1.13.0
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.11.13
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7
scikit-learn	0.22.1
scipy	1.4.1
setuptools	53.0.0
six	1.15.0
soupsieve	2.1
tensorboard	2.4.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.4.1
tensorflow-estimator	2.4.0
termcolor	1.1.0
tqdm	4.56.0
typing-extensions	3.7.4.2
typing-inspect	0.6.0
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	1.0.1
바퀴	0.36.2
wrapt	1.12.1
zipp	3.4.0

Python 3.8.7

패키지	버전
absl-py	0.11.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	20.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.12.5
cffi	1.14.4
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.16
flatbuffers	1.12
freezegun	0.3.15
future	0.18.2
gast	0.3.3
google-api-core	1.26.0
google-api-python-client	1.12.8
google-apitools	0.5.31
google-auth	1.25.0
google-auth-httplib2	0.0.4
google-auth-oauthlib	0.4.2
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-build	2.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.1.2
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.2.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.32.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
joblib	1.0.0
Keras-Preprocessing	1.1.2
libcst	0.3.16
마크다운	3.3.3
mmh3	2.5.1
mock	2.0.0
more-itertools	8.7.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.19.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
패키징	20.9
pandas	1.1.4
pbr	5.5.1
Pillow	7.2.0
pip	21.0.1
pluggy	0.13.1
proto-plus	1.13.0
protobuf	3.12.2
protorpc	0.12.0
py	1.10.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.11.13
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.7
scikit-learn	0.22.1
scipy	1.4.1
setuptools	53.0.0
six	1.15.0
soupsieve	2.1
tensorboard	2.4.1
tensorboard-plugin-wit	1.8.0
tensorflow	2.4.1
tensorflow-estimator	2.4.0
termcolor	1.1.0
tqdm	4.56.0
typing-extensions	3.7.4.2
typing-inspect	0.6.0
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	1.0.1
바퀴	0.36.2
wrapt	1.12.1

버전 2.27.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

참고: 버전 2.24.0은 Python 2 및 Python 3.5를 지원하는 마지막 Apache Beam SDK 버전입니다.

Python 3.6.12

패키지	버전
absl-py	0.11.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	20.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.11.8
cffi	1.14.3
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dataclasses	0.7
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.15
freezegun	0.3.15
future	0.18.2
gast	0.3.3
google-api-core	1.23.0
google-api-python-client	1.12.5
google-apitools	0.5.31
google-auth	1.23.0
google-auth-httplib2	0.0.4
google-auth-oauthlib	0.4.2
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-build	2.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.0.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.1.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	2.0.0
joblib	0.17.0
Keras-Preprocessing	1.1.2
libcst	0.3.13
마크다운	3.3.3
mmh3	2.5.1
mock	2.0.0
monotonic	1.5
more-itertools	8.6.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
packaging	20.4
pandas	1.1.4
pbr	5.5.1
Pillow	7.2.0
pip	20.2.4
pluggy	0.13.1
proto-plus	1.11.0
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.11.11
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.6
scikit-learn	0.22.1
scipy	1.4.1
setuptools	50.3.2
six	1.15.0
soupsieve	2.0.1
tensorboard	2.4.0
tensorboard-plugin-wit	1.7.0
tensorflow	2.3.0
tensorflow-estimator	2.3.0
termcolor	1.1.0
tqdm	4.51.0
typing-extensions	3.7.4.2
typing-inspect	0.6.0
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.35.1
wrapt	1.12.1
zipp	3.4.0

Python 3.7.9

패키지	버전
absl-py	0.11.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	20.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.11.8
cffi	1.14.3
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.15
freezegun	0.3.15
future	0.18.2
gast	0.3.3
google-api-core	1.23.0
google-api-python-client	1.12.5
google-apitools	0.5.31
google-auth	1.23.0
google-auth-httplib2	0.0.4
google-auth-oauthlib	0.4.2
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-build	2.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.0.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.1.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	2.0.0
joblib	0.17.0
Keras-Preprocessing	1.1.2
libcst	0.3.13
마크다운	3.3.3
mmh3	2.5.1
mock	2.0.0
monotonic	1.5
more-itertools	8.6.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
packaging	20.4
pandas	1.1.4
pbr	5.5.1
Pillow	7.2.0
pip	20.2.4
pluggy	0.13.1
proto-plus	1.11.0
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.11.11
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.6
scikit-learn	0.22.1
scipy	1.4.1
setuptools	50.3.2
six	1.15.0
soupsieve	2.0.1
tensorboard	2.4.0
tensorboard-plugin-wit	1.7.0
tensorflow	2.3.0
tensorflow-estimator	2.3.0
termcolor	1.1.0
tqdm	4.51.0
typing-extensions	3.7.4.2
typing-inspect	0.6.0
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.35.1
wrapt	1.12.1
zipp	3.4.0

Python 3.8.6

패키지	버전
absl-py	0.11.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	20.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.11.8
cffi	1.14.3
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.15
freezegun	0.3.15
future	0.18.2
gast	0.3.3
google-api-core	1.23.0
google-api-python-client	1.12.5
google-apitools	0.5.31
google-auth	1.23.0
google-auth-httplib2	0.0.4
google-auth-oauthlib	0.4.2
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-build	2.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.0.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.1.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
joblib	0.17.0
Keras-Preprocessing	1.1.2
libcst	0.3.13
마크다운	3.3.3
mmh3	2.5.1
mock	2.0.0
monotonic	1.5
more-itertools	8.6.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
packaging	20.4
pandas	1.1.4
pbr	5.5.1
Pillow	7.2.0
pip	20.2.4
pluggy	0.13.1
proto-plus	1.11.0
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.11.11
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.6
scikit-learn	0.22.1
scipy	1.4.1
setuptools	50.3.2
six	1.15.0
soupsieve	2.0.1
tensorboard	2.4.0
tensorboard-plugin-wit	1.7.0
tensorflow	2.3.0
tensorflow-estimator	2.3.0
termcolor	1.1.0
tqdm	4.51.0
typing-extensions	3.7.4.2
typing-inspect	0.6.0
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.35.1
wrapt	1.12.1

버전

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

참고: 버전 2.24.0은 Python 2 및 Python 3.5를 지원하는 마지막 Apache Beam SDK 버전입니다.

Python 3.6.12

패키지	버전
absl-py	0.11.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	20.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.11.8
cffi	1.14.3
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dataclasses	0.7
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.15
freezegun	0.3.15
future	0.18.2
gast	0.3.3
google-api-core	1.23.0
google-api-python-client	1.12.5
google-apitools	0.5.31
google-auth	1.23.0
google-auth-httplib2	0.0.4
google-auth-oauthlib	0.4.2
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-build	2.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.0.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.1.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	2.0.0
joblib	0.17.0
Keras-Preprocessing	1.1.2
libcst	0.3.13
마크다운	3.3.3
mmh3	2.5.1
mock	2.0.0
monotonic	1.5
more-itertools	8.6.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
packaging	20.4
pandas	1.1.4
pbr	5.5.1
Pillow	7.2.0
pip	20.2.4
pluggy	0.13.1
proto-plus	1.11.0
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.11.11
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.6
scikit-learn	0.22.1
scipy	1.4.1
setuptools	50.3.2
six	1.15.0
soupsieve	2.0.1
tensorboard	2.4.0
tensorboard-plugin-wit	1.7.0
tensorflow	2.3.0
tensorflow-estimator	2.3.0
termcolor	1.1.0
tqdm	4.51.0
typing-extensions	3.7.4.2
typing-inspect	0.6.0
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.35.1
wrapt	1.12.1
zipp	3.4.0

Python 3.7.9

패키지	버전
absl-py	0.11.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	20.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.11.8
cffi	1.14.3
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.15
freezegun	0.3.15
future	0.18.2
gast	0.3.3
google-api-core	1.23.0
google-api-python-client	1.12.5
google-apitools	0.5.31
google-auth	1.23.0
google-auth-httplib2	0.0.4
google-auth-oauthlib	0.4.2
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-build	2.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.0.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.1.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	2.0.0
joblib	0.17.0
Keras-Preprocessing	1.1.2
libcst	0.3.13
마크다운	3.3.3
mmh3	2.5.1
mock	2.0.0
monotonic	1.5
more-itertools	8.6.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
packaging	20.4
pandas	1.1.4
pbr	5.5.1
Pillow	7.2.0
pip	20.2.4
pluggy	0.13.1
proto-plus	1.11.0
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.11.11
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.6
scikit-learn	0.22.1
scipy	1.4.1
setuptools	50.3.2
six	1.15.0
soupsieve	2.0.1
tensorboard	2.4.0
tensorboard-plugin-wit	1.7.0
tensorflow	2.3.0
tensorflow-estimator	2.3.0
termcolor	1.1.0
tqdm	4.51.0
typing-extensions	3.7.4.2
typing-inspect	0.6.0
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.35.1
wrapt	1.12.1
zipp	3.4.0

Python 3.8.6

패키지	버전
absl-py	0.11.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	20.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.11.8
cffi	1.14.3
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.15
freezegun	0.3.15
future	0.18.2
gast	0.3.3
google-api-core	1.23.0
google-api-python-client	1.12.5
google-apitools	0.5.31
google-auth	1.23.0
google-auth-httplib2	0.0.4
google-auth-oauthlib	0.4.2
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-build	2.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.0.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.1.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
joblib	0.17.0
Keras-Preprocessing	1.1.2
libcst	0.3.13
마크다운	3.3.3
mmh3	2.5.1
mock	2.0.0
monotonic	1.5
more-itertools	8.6.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
packaging	20.4
pandas	1.1.4
pbr	5.5.1
Pillow	7.2.0
pip	20.2.4
pluggy	0.13.1
proto-plus	1.11.0
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.11.11
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.6
scikit-learn	0.22.1
scipy	1.4.1
setuptools	50.3.2
six	1.15.0
soupsieve	2.0.1
tensorboard	2.4.0
tensorboard-plugin-wit	1.7.0
tensorflow	2.3.0
tensorflow-estimator	2.3.0
termcolor	1.1.0
tqdm	4.51.0
typing-extensions	3.7.4.2
typing-inspect	0.6.0
uritemplate	3.0.1
urllib3	1.25.11
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.35.1
wrapt	1.12.1

버전 2.25.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

참고: 버전 2.24.0은 Python 2 및 Python 3.5를 지원하는 마지막 Apache Beam SDK 버전입니다.

Python 3.6.12

패키지	버전
absl-py	0.10.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	20.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.6.20
cffi	1.14.3
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dataclasses	0.7
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.15
freezegun	0.3.15
future	0.18.2
gast	0.3.3
google-api-core	1.22.4
google-api-python-client	1.12.3
google-apitools	0.5.31
google-auth	1.22.1
google-auth-httplib2	0.0.4
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-build	2.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.0.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.1.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	2.0.0
joblib	0.17.0
Keras-Preprocessing	1.1.2
libcst	0.3.12
마크다운	3.2.2
mmh3	2.5.1
mock	2.0.0
monotonic	1.5
more-itertools	8.5.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
packaging	20.4
pandas	0.25.3
pbr	5.5.0
Pillow	7.2.0
pip	20.2.3
pluggy	0.13.1
proto-plus	1.10.0
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.9.27
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.6
scikit-learn	0.22.1
scipy	1.4.1
setuptools	50.3.0
six	1.15.0
soupsieve	2.0.1
tensorboard	2.3.0
tensorboard-plugin-wit	1.7.0
tensorflow	2.3.0
tensorflow-estimator	2.3.0
termcolor	1.1.0
tqdm	4.50.0
typing-extensions	3.7.4.2
typing-inspect	0.6.0
uritemplate	3.0.1
urllib3	1.25.10
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.35.1
wrapt	1.12.1
zipp	3.3.0

Python 3.7.9

패키지	버전
absl-py	0.10.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	20.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.6.20
cffi	1.14.3
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.15
freezegun	0.3.15
future	0.18.2
gast	0.3.3
google-api-core	1.22.4
google-api-python-client	1.12.3
google-apitools	0.5.31
google-auth	1.22.1
google-auth-httplib2	0.0.4
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-build	2.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.0.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.1.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	2.0.0
joblib	0.17.0
Keras-Preprocessing	1.1.2
libcst	0.3.12
마크다운	3.2.2
mmh3	2.5.1
mock	2.0.0
monotonic	1.5
more-itertools	8.5.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
packaging	20.4
pandas	0.25.3
pbr	5.5.0
Pillow	7.2.0
pip	20.2.3
pluggy	0.13.1
proto-plus	1.10.0
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.9.27
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.6
scikit-learn	0.22.1
scipy	1.4.1
setuptools	50.3.0
six	1.15.0
soupsieve	2.0.1
tensorboard	2.3.0
tensorboard-plugin-wit	1.7.0
tensorflow	2.3.0
tensorflow-estimator	2.3.0
termcolor	1.1.0
tqdm	4.50.0
typing-extensions	3.7.4.2
typing-inspect	0.6.0
uritemplate	3.0.1
urllib3	1.25.10
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.35.1
wrapt	1.12.1
zipp	3.3.0

Python 3.8.6

패키지	버전
absl-py	0.10.0
astunparse	1.6.3
atomicwrites	1.4.0
attrs	20.2.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.6.20
cffi	1.14.3
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.24.2
fasteners	0.15
freezegun	0.3.15
future	0.18.2
gast	0.3.3
google-api-core	1.22.4
google-api-python-client	1.12.3
google-apitools	0.5.31
google-auth	1.22.1
google-auth-httplib2	0.0.4
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-build	2.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.0.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.1.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
joblib	0.17.0
Keras-Preprocessing	1.1.2
libcst	0.3.12
마크다운	3.2.2
mmh3	2.5.1
mock	2.0.0
monotonic	1.5
more-itertools	8.5.0
mypy-extensions	0.4.3
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
packaging	20.4
pandas	0.25.3
pbr	5.5.0
Pillow	7.2.0
pip	20.2.3
pluggy	0.13.1
proto-plus	1.10.0
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.9.27
요청	2.24.0
requests-oauthlib	1.3.0
rsa	4.6
scikit-learn	0.22.1
scipy	1.4.1
setuptools	50.3.0
six	1.15.0
soupsieve	2.0.1
tensorboard	2.3.0
tensorboard-plugin-wit	1.7.0
tensorflow	2.3.0
tensorflow-estimator	2.3.0
termcolor	1.1.0
tqdm	4.50.0
typing-extensions	3.7.4.2
typing-inspect	0.6.0
uritemplate	3.0.1
urllib3	1.25.10
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.35.1
wrapt	1.12.1

버전 2.24.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

참고: 이 버전은 Python 2 및 Python 3.5를 지원하는 마지막 Apache Beam SDK 버전입니다.

Python 2.7.18

패키지	버전
absl-py	0.10.0
astor	0.8.1
atomicwrites	1.4.0
attrs	20.1.0
avro	1.8.2
backports.functools-lru-cache	1.6.1
backports.weakref	1.0.post1
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.6.20
chardet	3.0.4
configparser	4.0.2
contextlib2	0.6.0.post1
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
enum34	1.1.10
fastavro	0.23.5
fasteners	0.15
freezegun	0.3.15
funcsigs	1.0.2
functools32	3.2.3.post2
future	0.18.2
futures	3.3.0
gast	0.2.2
google-api-core	1.22.2
google-api-python-client	1.11.0
google-apitools	0.5.31
google-auth	1.21.1
google-auth-httplib2	0.0.4
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-python-cloud-debugger	1.9
google-resumable-media	1.0.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy	0.1.11
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	1.7.0
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.2
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	5.0.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.16.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	2.3.2
packaging	20.4
pandas	0.24.2
pathlib2	2.3.5
pbr	5.5.0
Pillow	6.2.2
pip	20.2.2
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.16.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyVCF	0.6.8
PyYAML	5.3.1
requests	2.24.0
requests-oauthlib	1.3.0
rsa	4.0
scandir	1.10.0
scikit-learn	0.20.4
scipy	1.2.2
setuptools	44.1.0
singledispatch	3.4.0.3
six	1.15.0
soupsieve	1.9.6
tensorboard	2.1.0
tensorflow	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing	3.7.4.1
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.10
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.34.2
wrapt	1.12.1
zipp	1.2.0

Python 3.5.9

패키지	버전
absl-py	0.10.0
astor	0.8.1
atomicwrites	1.4.0
attrs	20.1.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.6.20
cffi	1.14.2
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.23.5
fasteners	0.15
freezegun	0.3.15
future	0.18.2
gast	0.2.2
google-api-core	1.22.2
google-apitools	0.5.31
google-auth	1.21.1
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.0.0
google-pasta	0.2.0
google-resumable-media	1.0.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	1.7.0
joblib	0.14.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.2.2
mock	2.0.0
monotonic	1.5
more-itertools	8.5.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
packaging	20.4
pandas	0.25.3
pathlib2	2.3.5
pbr	5.5.0
Pillow	7.2.0
pip	20.2.2
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.7.14
requests	2.24.0
requests-oauthlib	1.3.0
rsa	4.6
scikit-learn	0.22.1
scipy	1.4.1
setuptools	49.3.1
six	1.15.0
soupsieve	2.0.1
tensorboard	2.1.1
tensorflow	2.1.1
tensorflow-estimator	2.1.0
termcolor	1.1.0
tqdm	4.48.2
typing-extensions	3.7.4.2
urllib3	1.25.10
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.34.2
wrapt	1.12.1
zipp	1.2.0

Python 3.6.12

패키지	버전
absl-py	0.10.0
astor	0.8.1
atomicwrites	1.4.0
attrs	20.1.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.6.20
cffi	1.14.2
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.23.5
fasteners	0.15
freezegun	0.3.15
future	0.18.2
gast	0.2.2
google-api-core	1.22.2
google-api-python-client	1.11.0
google-apitools	0.5.31
google-auth	1.21.1
google-auth-httplib2	0.0.4
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.0.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.0.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	1.7.0
joblib	0.16.0
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.2.2
mock	2.0.0
monotonic	1.5
more-itertools	8.5.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
packaging	20.4
pandas	0.25.3
pbr	5.5.0
Pillow	7.2.0
pip	20.2.2
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.7.14
requests	2.24.0
requests-oauthlib	1.3.0
rsa	4.6
scikit-learn	0.22.1
scipy	1.4.1
setuptools	49.6.0
six	1.15.0
soupsieve	2.0.1
tensorboard	2.1.1
tensorflow	2.1.1
tensorflow-estimator	2.1.0
termcolor	1.1.0
tqdm	4.48.2
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.10
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.35.1
wrapt	1.12.1
zipp	3.1.0

Python 3.7.9

패키지	버전
absl-py	0.10.0
astor	0.8.1
atomicwrites	1.4.0
attrs	20.1.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.6.20
cffi	1.14.2
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.23.5
fasteners	0.15
freezegun	0.3.15
future	0.18.2
gast	0.2.2
google-api-core	1.22.2
google-api-python-client	1.11.0
google-apitools	0.5.31
google-auth	1.21.1
google-auth-httplib2	0.0.4
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.0.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	1.0.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	1.7.0
joblib	0.16.0
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.2.2
mock	2.0.0
monotonic	1.5
more-itertools	8.5.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.3.0
packaging	20.4
pandas	0.25.3
pbr	5.5.0
Pillow	7.2.0
pip	20.2.2
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.7.14
requests	2.24.0
requests-oauthlib	1.3.0
rsa	4.6
scikit-learn	0.22.1
scipy	1.4.1
setuptools	49.6.0
six	1.15.0
soupsieve	2.0.1
tensorboard	2.1.1
tensorflow	2.1.1
tensorflow-estimator	2.1.0
termcolor	1.1.0
tqdm	4.48.2
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.10
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.35.1
wrapt	1.12.1
zipp	3.1.0

Python 3.8.5

패키지	버전
atomicwrites	1.4.0
attrs	20.1.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.6.20
cffi	1.14.2
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.21
dill	0.3.1.1
docopt	0.6.2
fastavro	0.23.5
fasteners	0.15
freezegun	0.3.15
future	0.18.2
google-api-core	1.22.2
google-api-python-client	1.11.0
google-apitools	0.5.31
google-auth	1.21.1
google-auth-httplib2	0.0.4
google-cloud-bigquery	1.26.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-crc32c	1.0.0
google-python-cloud-debugger	2.15
google-resumable-media	1.0.0
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.10
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
joblib	0.16.0
mock	2.0.0
monotonic	1.5
more-itertools	8.5.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
packaging	20.4
pandas	0.25.3
pbr	5.5.0
Pillow	7.2.0
pip	20.2.2
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pycparser	2.20
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.7.14
requests	2.24.0
rsa	4.6
scikit-learn	0.22.1
scipy	1.4.1
setuptools	49.3.1
six	1.15.0
soupsieve	2.0.1
tqdm	4.48.2
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.10
wcwidth	0.2.5
wheel	0.34.2

버전 2.23.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 2.7.18

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.4.0
attrs	19.3.0
avro	1.8.2
backports.functools-lru-cache	1.6.1
backports.weakref	1.0.post1
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.6.20
chardet	3.0.4
configparser	4.0.2
contextlib2	0.6.0.post1
crcmod	1.7
Cython	0.29.20
dill	0.3.1.1
docopt	0.6.2
enum34	1.1.10
fastavro	0.23.5
fasteners	0.15
freezegun	0.3.12
funcsigs	1.0.2
functools32	3.2.3.post2
future	0.18.2
futures	3.3.0
gast	0.2.2
google-api-core	1.21.0
google-api-python-client	1.9.3
google-apitools	0.5.31
google-auth	1.18.0
google-auth-httplib2	0.0.3
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-python-cloud-debugger	1.9
google-resumable-media	0.5.1
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy	0.1.11
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	1.7.0
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.2
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	5.0.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.16.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	2.3.2
packaging	20.4
pandas	0.24.2
pathlib2	2.3.5
pbr	5.4.5
Pillow	6.2.2
pip	20.1.1
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.16.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyVCF	0.6.8
PyYAML	5.3.1
requests	2.24.0
requests-oauthlib	1.3.0
rsa	4.0
scandir	1.10.0
scikit-learn	0.20.4
scipy	1.2.2
setuptools	44.1.0
singledispatch	3.4.0.3
six	1.15.0
soupsieve	1.9.6
tensorboard	2.1.0
tensorflow	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing	3.7.4.1
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.9
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.34.2
wrapt	1.12.1
zipp	1.2.0

Python 3.5.9

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.4.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.6.20
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.20
dill	0.3.1.1
docopt	0.6.2
fastavro	0.23.5
fasteners	0.15
freezegun	0.3.12
future	0.18.2
gast	0.2.2
google-api-core	1.21.0
google-apitools	0.5.31
google-auth	1.18.0
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-resumable-media	0.5.1
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.9
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	1.7.0
joblib	0.14.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.2.2
mock	2.0.0
monotonic	1.5
more-itertools	8.4.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.2.1
packaging	20.4
pandas	0.25.2
pathlib2	2.3.5
pbr	5.4.5
Pillow	7.1.2
pip	20.1.1
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.6.8
requests	2.24.0
requests-oauthlib	1.3.0
rsa	4.6
scikit-learn	0.21.3
scipy	1.4.1
setuptools	47.1.1
six	1.15.0
soupsieve	2.0.1
tensorboard	2.1.1
tensorflow	2.1.1
tensorflow-estimator	2.1.0
termcolor	1.1.0
tqdm	4.47.0
typing-extensions	3.7.4.2
urllib3	1.25.9
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.34.2
wrapt	1.12.1
zipp	1.2.0

Python 3.6.10

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.4.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.6.20
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.20
dill	0.3.1.1
docopt	0.6.2
fastavro	0.23.5
fasteners	0.15
freezegun	0.3.12
future	0.18.2
gast	0.2.2
google-api-core	1.21.0
google-api-python-client	1.9.3
google-apitools	0.5.31
google-auth	1.18.0
google-auth-httplib2	0.0.3
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	0.5.1
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.9
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	1.7.0
joblib	0.15.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.2.2
mock	2.0.0
monotonic	1.5
more-itertools	8.4.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.2.1
packaging	20.4
pandas	0.25.2
pbr	5.4.5
Pillow	7.1.2
pip	20.1.1
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.6.8
requests	2.24.0
requests-oauthlib	1.3.0
rsa	4.6
scikit-learn	0.21.3
scipy	1.4.1
setuptools	47.1.1
six	1.15.0
soupsieve	2.0.1
tensorboard	2.1.1
tensorflow	2.1.1
tensorflow-estimator	2.1.0
termcolor	1.1.0
tqdm	4.47.0
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.9
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.34.2
wrapt	1.12.1
zipp	3.1.0

Python 3.7.7

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.4.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.6.20
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.20
dill	0.3.1.1
docopt	0.6.2
fastavro	0.23.5
fasteners	0.15
freezegun	0.3.12
future	0.18.2
gast	0.2.2
google-api-core	1.21.0
google-api-python-client	1.9.3
google-apitools	0.5.31
google-auth	1.18.0
google-auth-httplib2	0.0.3
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-python-cloud-debugger	2.15
google-resumable-media	0.5.1
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.9
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
importlib-metadata	1.7.0
joblib	0.15.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.2.2
mock	2.0.0
monotonic	1.5
more-itertools	8.4.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.2.1
packaging	20.4
pandas	0.25.2
pbr	5.4.5
Pillow	7.1.2
pip	20.1.1
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.6.8
requests	2.24.0
requests-oauthlib	1.3.0
rsa	4.6
scikit-learn	0.21.3
scipy	1.4.1
setuptools	47.1.1
six	1.15.0
soupsieve	2.0.1
tensorboard	2.1.1
tensorflow	2.1.1
tensorflow-estimator	2.1.0
termcolor	1.1.0
tqdm	4.47.0
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.9
wcwidth	0.2.5
Werkzeug	1.0.1
wheel	0.34.2
wrapt	1.12.1
zipp	3.1.0

Python 3.8.3

패키지	버전
atomicwrites	1.4.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.9.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.6.20
chardet	3.0.4
click	7.1.2
crcmod	1.7
Cython	0.29.20
dill	0.3.1.1
docopt	0.6.2
fastavro	0.23.5
fasteners	0.15
freezegun	0.3.12
future	0.18.2
google-api-core	1.21.0
google-api-python-client	1.9.3
google-apitools	0.5.31
google-auth	1.18.0
google-auth-httplib2	0.0.3
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-python-cloud-debugger	2.15
google-resumable-media	0.5.1
googleapis-common-protos	1.52.0
grpc-google-iam-v1	0.12.3
grpcio	1.30.0
grpcio-gcp	0.2.2
guppy3	3.0.9
hdfs	2.5.8
httplib2	0.17.3
idna	2.10
joblib	0.15.1
mock	2.0.0
monotonic	1.5
more-itertools	8.4.0
nltk	3.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.18.4
oauth2client	3.0.0
packaging	20.4
pandas	0.25.2
pbr	5.4.5
Pillow	7.1.2
pip	20.1.1
pluggy	0.13.1
protobuf	3.12.2
protorpc	0.12.0
py	1.9.0
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.10.1
pyparsing	2.4.7
pytest	4.6.11
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2020.1
PyYAML	5.3.1
regex	2020.6.8
requests	2.24.0
rsa	4.6
scikit-learn	0.21.3
scipy	1.4.1
setuptools	47.1.1
six	1.15.0
soupsieve	2.0.1
tqdm	4.47.0
typing-extensions	3.7.4.2
uritemplate	3.0.1
urllib3	1.25.9
wcwidth	0.2.5
wheel	0.34.2

버전 2.22.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 2.7.18

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.4.0
attrs	19.3.0
avro	1.8.2
backports.functools-lru-cache	1.6.1
backports.weakref	1.0.post1
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.4.5.1
chardet	3.0.4
configparser	4.0.2
contextlib2	0.6.0.post1
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
enum34	1.1.10
fastavro	0.23.2
fasteners	0.15
freezegun	0.3.12
funcsigs	1.0.2
functools32	3.2.3.post2
future	0.18.2
futures	3.3.0
gast	0.2.2
google-api-core	1.17.0
google-api-python-client	1.8.4
google-apitools	0.5.31
google-auth	1.16.0
google-auth-httplib2	0.0.3
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-python-cloud-debugger	1.9
google-resumable-media	0.5.0
googleapis-common-protos	1.51.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
grpcio-gcp	0.2.2
guppy	0.1.11
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.9
importlib-metadata	1.6.0
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.2
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	5.0.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.16.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	2.3.2
packaging	20.4
pandas	0.24.2
pathlib2	2.3.5
pbr	5.4.5
Pillow	6.2.2
pip	20.1.1
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.16.0
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.7
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyVCF	0.6.8
PyYAML	3.13
requests	2.23.0
requests-oauthlib	1.3.0
rsa	4.0
scandir	1.10.0
scikit-learn	0.20.4
scipy	1.2.2
setuptools	44.1.0
singledispatch	3.4.0.3
six	1.15.0
soupsieve	1.9.6
tensorboard	2.1.0
tensorflow	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing	3.7.4.1
typing-extensions	3.7.4.1
uritemplate	3.0.1
urllib3	1.25.9
wcwidth	0.2.2
Werkzeug	1.0.1
wheel	0.34.2
wrapt	1.12.1
zipp	1.2.0

Python 3.5.9

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.4.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.4.5.1
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
fastavro	0.23.2
fasteners	0.15
freezegun	0.3.12
future	0.18.2
gast	0.2.2
google-api-core	1.17.0
google-apitools	0.5.31
google-auth	1.16.0
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-resumable-media	0.5.0
googleapis-common-protos	1.51.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
grpcio-gcp	0.2.2
guppy3	3.0.9
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.9
importlib-metadata	1.6.0
joblib	0.14.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.2
Markdown	3.2.2
mock	2.0.0
monotonic	1.5
more-itertools	8.3.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.2.1
packaging	20.4
pandas	0.25.2
pathlib2	2.3.5
pbr	5.4.5
Pillow	7.1.2
pip	20.1.1
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.7
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.23.0
requests-oauthlib	1.3.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.4.1
setuptools	46.4.0
six	1.15.0
soupsieve	2.0.1
tensorboard	2.1.1
tensorflow	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing-extensions	3.7.4.1
urllib3	1.25.9
wcwidth	0.2.2
Werkzeug	1.0.1
wheel	0.34.2
wrapt	1.12.1
zipp	1.2.0

Python 3.6.10

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.4.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.4.5.1
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
fastavro	0.23.2
fasteners	0.15
freezegun	0.3.12
future	0.18.2
gast	0.2.2
google-api-core	1.17.0
google-apitools	0.5.31
google-auth	1.16.0
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-resumable-media	0.5.0
googleapis-common-protos	1.51.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
grpcio-gcp	0.2.2
guppy3	3.0.9
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.9
importlib-metadata	1.6.0
joblib	0.15.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.2
Markdown	3.2.2
mock	2.0.0
monotonic	1.5
more-itertools	8.3.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.2.1
packaging	20.4
pandas	0.25.2
pbr	5.4.5
Pillow	7.1.2
pip	20.1.1
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.7
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.23.0
requests-oauthlib	1.3.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.4.1
setuptools	46.4.0
six	1.15.0
soupsieve	2.0.1
tensorboard	2.1.1
tensorflow	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing-extensions	3.7.4.1
urllib3	1.25.9
wcwidth	0.2.2
Werkzeug	1.0.1
wheel	0.34.2
wrapt	1.12.1
zipp	3.1.0

Python 3.7.7

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.4.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.4.5.1
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
fastavro	0.23.2
fasteners	0.15
freezegun	0.3.12
future	0.18.2
gast	0.2.2
google-api-core	1.17.0
google-apitools	0.5.31
google-auth	1.16.0
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-resumable-media	0.5.0
googleapis-common-protos	1.51.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
grpcio-gcp	0.2.2
guppy3	3.0.9
h5py	2.10.0
hdfs	2.5.8
httplib2	0.17.3
idna	2.9
importlib-metadata	1.6.0
joblib	0.15.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.2
Markdown	3.2.2
mock	2.0.0
monotonic	1.5
more-itertools	8.3.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.2.1
packaging	20.4
pandas	0.25.2
pbr	5.4.5
Pillow	7.1.2
pip	20.1.1
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.17.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.7
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.23.0
requests-oauthlib	1.3.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.4.1
setuptools	46.4.0
six	1.15.0
soupsieve	2.0.1
tensorboard	2.1.1
tensorflow	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing-extensions	3.7.4.1
urllib3	1.25.9
wcwidth	0.2.2
Werkzeug	1.0.1
wheel	0.34.2
wrapt	1.12.1
zipp	3.1.0

버전 2.21.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 2.7.18

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.4.0
attrs	19.3.0
avro	1.8.2
backports.functools-lru-cache	1.6.1
backports.weakref	1.0.post1
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.4.5.1
chardet	3.0.4
configparser	4.0.2
contextlib2	0.6.0.post1
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
enum34	1.1.10
fastavro	0.21.24
fasteners	0.15
freezegun	0.3.12
funcsigs	1.0.2
functools32	3.2.3.post2
future	0.18.2
futures	3.3.0
gast	0.2.2
google-api-core	1.17.0
google-api-python-client	1.8.3
google-apitools	0.5.28
google-auth	1.15.0
google-auth-httplib2	0.0.3
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-python-cloud-debugger	1.9
google-resumable-media	0.5.0
googleapis-common-protos	1.51.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
grpcio-gcp	0.2.2
guppy	0.1.11
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.9
importlib-metadata	1.6.0
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.2
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	5.0.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.16.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	2.3.2
packaging	20.4
pandas	0.24.2
pathlib2	2.3.5
pbr	5.4.5
Pillow	6.2.2
pip	20.1.1
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.7
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyVCF	0.6.8
PyYAML	3.13
requests	2.23.0
requests-oauthlib	1.3.0
rsa	4.0
scandir	1.10.0
scikit-learn	0.20.4
scipy	1.2.2
setuptools	44.1.0
singledispatch	3.4.0.3
six	1.14.0
soupsieve	1.9.6
tensorboard	2.1.0
tensorflow	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing	3.7.4.1
typing-extensions	3.7.4.1
uritemplate	3.0.1
urllib3	1.25.9
wcwidth	0.1.9
Werkzeug	1.0.1
wheel	0.34.2
wrapt	1.12.1
zipp	1.2.0

Python 3.5.9

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.4.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.4.5.1
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
freezegun	0.3.12
future	0.18.2
gast	0.2.2
google-api-core	1.17.0
google-apitools	0.5.28
google-auth	1.15.0
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-resumable-media	0.5.0
googleapis-common-protos	1.51.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
grpcio-gcp	0.2.2
guppy3	3.0.9
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.9
importlib-metadata	1.6.0
joblib	0.14.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.2
Markdown	3.2.2
mock	2.0.0
monotonic	1.5
more-itertools	8.3.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.2.1
packaging	20.4
pandas	0.25.2
pathlib2	2.3.5
pbr	5.4.5
Pillow	7.1.2
pip	20.1.1
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.7
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.23.0
requests-oauthlib	1.3.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.4.1
setuptools	46.3.1
six	1.14.0
soupsieve	2.0.1
tensorboard	2.1.1
tensorflow	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing-extensions	3.7.4.1
urllib3	1.25.9
wcwidth	0.1.9
Werkzeug	1.0.1
wheel	0.34.2
wrapt	1.12.1
zipp	1.2.0

Python 3.6.10

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.4.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.4.5.1
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
freezegun	0.3.12
future	0.18.2
gast	0.2.2
google-api-core	1.17.0
google-apitools	0.5.28
google-auth	1.15.0
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-resumable-media	0.5.0
googleapis-common-protos	1.51.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
grpcio-gcp	0.2.2
guppy3	3.0.9
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.9
importlib-metadata	1.6.0
joblib	0.15.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.2
Markdown	3.2.2
mock	2.0.0
monotonic	1.5
more-itertools	8.3.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.2.1
packaging	20.4
pandas	0.25.2
pbr	5.4.5
Pillow	7.1.2
pip	20.1.1
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.7
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.23.0
requests-oauthlib	1.3.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.4.1
setuptools	46.3.1
six	1.14.0
soupsieve	2.0.1
tensorboard	2.1.1
tensorflow	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing-extensions	3.7.4.1
urllib3	1.25.9
wcwidth	0.1.9
Werkzeug	1.0.1
wheel	0.34.2
wrapt	1.12.1
zipp	3.1.0

Python 3.7.7

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.4.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2020.4.5.1
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
freezegun	0.3.12
future	0.18.2
gast	0.2.2
google-api-core	1.17.0
google-apitools	0.5.28
google-auth	1.15.0
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-resumable-media	0.5.0
googleapis-common-protos	1.51.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
grpcio-gcp	0.2.2
guppy3	3.0.9
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.9
importlib-metadata	1.6.0
joblib	0.15.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.2
Markdown	3.2.2
mock	2.0.0
monotonic	1.5
more-itertools	8.3.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.2.1
packaging	20.4
pandas	0.25.2
pbr	5.4.5
Pillow	7.1.2
pip	20.1.1
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.7
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.23.0
requests-oauthlib	1.3.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.4.1
setuptools	46.3.1
six	1.14.0
soupsieve	2.0.1
tensorboard	2.1.1
tensorflow	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing-extensions	3.7.4.1
urllib3	1.25.9
wcwidth	0.1.9
Werkzeug	1.0.1
wheel	0.34.2
wrapt	1.12.1
zipp	3.1.0

버전 2.20.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 2.7.17

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.3.0
attrs	19.3.0
avro	1.8.2
backports.functools-lru-cache	1.6.1
backports.weakref	1.0.post1
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019년 11월 28일
chardet	3.0.4
configparser	4.0.2
contextlib2	0.6.0.post1
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
enum34	1.1.10
fastavro	0.21.24
fasteners	0.15
freezegun	0.3.12
funcsigs	1.0.2
functools32	3.2.3.post2
future	0.17.1
futures	3.3.0
gast	0.2.2
google-api-core	1.16.0
google-api-python-client	1.8.0
google-apitools	0.5.28
google-auth	1.11.3
google-auth-httplib2	0.0.3
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-python-cloud-debugger	1.9
google-resumable-media	0.5.0
googleapis-common-protos	1.51.0
googledatastore	7.0.2
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
grpcio-gcp	0.2.2
guppy	0.1.11
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.9
importlib-metadata	1.5.0
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	5.0.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.16.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	2.3.2
packaging	20.3
pandas	0.24.2
pathlib2	2.3.5
pbr	5.4.4
Pillow	6.2.1
pip	20.0.2
pluggy	0.13.1
proto-google-cloud-datastore-v1	0.90.4
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.6
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyVCF	0.6.8
PyYAML	3.13
requests	2.23.0
requests-oauthlib	1.3.0
rsa	4.0
scandir	1.10.0
scikit-learn	0.20.4
scipy	1.2.2
setuptools	44.0.0
singledispatch	3.4.0.3
six	1.14.0
soupsieve	1.9.5
tensorboard	2.1.0
tensorflow	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing	3.7.4.1
typing-extensions	3.7.4.1
uritemplate	3.0.1
urllib3	1.25.8
wcwidth	0.1.8
Werkzeug	1.0.0
wheel	0.34.2
wrapt	1.12.1
zipp	1.2.0

Python 3.5.9

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.3.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019년 11월 28일
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
freezegun	0.3.12
future	0.17.1
gast	0.2.2
google-api-core	1.16.0
google-apitools	0.5.28
google-auth	1.11.3
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-resumable-media	0.5.0
googleapis-common-protos	1.51.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
grpcio-gcp	0.2.2
guppy3	3.0.9
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.9
importlib-metadata	1.5.0
joblib	0.14.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.2.1
mock	2.0.0
monotonic	1.5
more-itertools	8.2.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.2.0
packaging	20.3
pandas	0.25.2
pathlib2	2.3.5
pbr	5.4.4
Pillow	6.2.1
pip	20.0.2
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.6
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.23.0
requests-oauthlib	1.3.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.4.1
setuptools	45.2.0
six	1.14.0
soupsieve	2.0
tensorboard	2.1.1
tensorflow	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing-extensions	3.7.4.1
urllib3	1.25.8
wcwidth	0.1.8
Werkzeug	1.0.0
wheel	0.34.2
wrapt	1.12.1
zipp	1.2.0

Python 3.6.10

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.3.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019년 11월 28일
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
freezegun	0.3.12
future	0.17.1
gast	0.2.2
google-api-core	1.16.0
google-apitools	0.5.28
google-auth	1.11.3
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-resumable-media	0.5.0
googleapis-common-protos	1.51.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
grpcio-gcp	0.2.2
guppy3	3.0.9
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.9
importlib-metadata	1.5.0
joblib	0.14.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.2.1
mock	2.0.0
monotonic	1.5
more-itertools	8.2.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.2.0
packaging	20.3
pandas	0.25.2
pbr	5.4.4
Pillow	6.2.1
pip	20.0.2
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.6
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.23.0
requests-oauthlib	1.3.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.4.1
setuptools	45.2.0
six	1.14.0
soupsieve	2.0
tensorboard	2.1.1
tensorflow	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing-extensions	3.7.4.1
urllib3	1.25.8
wcwidth	0.1.8
Werkzeug	1.0.0
wheel	0.34.2
wrapt	1.12.1
zipp	3.1.0

Python 3.7.7

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.3.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019년 11월 28일
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
freezegun	0.3.12
future	0.17.1
gast	0.2.2
google-api-core	1.16.0
google-apitools	0.5.28
google-auth	1.11.3
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.24.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-dlp	0.13.0
google-cloud-language	1.3.0
google-cloud-pubsub	1.0.2
google-cloud-spanner	1.13.0
google-cloud-videointelligence	1.13.0
google-cloud-vision	0.42.0
google-pasta	0.2.0
google-resumable-media	0.5.0
googleapis-common-protos	1.51.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
grpcio-gcp	0.2.2
guppy3	3.0.9
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.9
importlib-metadata	1.5.0
joblib	0.14.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.2.1
mock	2.0.0
monotonic	1.5
more-itertools	8.2.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.2.0
packaging	20.3
pandas	0.25.2
pbr	5.4.4
Pillow	6.2.1
pip	20.0.2
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.6
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.23.0
requests-oauthlib	1.3.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.4.1
setuptools	46.0.0
six	1.14.0
soupsieve	2.0
tensorboard	2.1.1
tensorflow	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing-extensions	3.7.4.1
urllib3	1.25.8
wcwidth	0.1.8
Werkzeug	1.0.0
wheel	0.34.2
wrapt	1.12.1
zipp	3.1.0

버전 2.19.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 2.7.13

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.3.0
attrs	19.3.0
avro	1.8.2
backports.functools-lru-cache	1.6.1
backports.weakref	1.0.post1
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019년 11월 28일
chardet	3.0.4
configparser	4.0.2
contextlib2	0.6.0.post1
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
enum34	1.1.6
fastavro	0.21.24
fasteners	0.15
freezegun	0.3.12
funcsigs	1.0.2
functools32	3.2.3.post2
future	0.17.1
futures	3.3.0
gast	0.2.2
google-api-core	1.16.0
google-api-python-client	1.7.11
google-apitools	0.5.28
google-auth	1.11.0
google-auth-httplib2	0.0.3
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.17.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.2
google-pasta	0.1.8
google-python-cloud-debugger	1.9
google-resumable-media	0.4.1
googleapis-common-protos	1.51.0
googledatastore	7.0.2
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
guppy	0.1.11
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	1.5.0
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	5.0.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.16.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	2.3.2
packaging	20.1
pandas	0.24.2
pathlib2	2.3.5
pbr	5.4.4
Pillow	6.2.1
pip	20.0.2
pluggy	0.13.1
proto-google-cloud-datastore-v1	0.90.4
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.6
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyVCF	0.6.8
PyYAML	3.13
requests	2.22.0
requests-oauthlib	1.3.0
rsa	4.0
scandir	1.10.0
scikit-learn	0.20.4
scipy	1.2.2
setuptools	44.0.0
singledispatch	3.4.0.3
six	1.14.0
soupsieve	1.9.5
tensorboard	2.1.0
tensorflow-cpu	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing	3.7.4.1
typing-extensions	3.7.4.1
uritemplate	3.0.1
urllib3	1.25.8
wcwidth	0.1.8
Werkzeug	0.16.1
wheel	0.34.2
wrapt	1.11.2
zipp	1.1.0

Python 3.5.9

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.3.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019년 11월 28일
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
freezegun	0.3.12
future	0.17.1
gast	0.2.2
google-api-core	1.16.0
google-apitools	0.5.28
google-auth	1.11.0
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.17.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.2
google-pasta	0.1.8
google-resumable-media	0.4.1
googleapis-common-protos	1.51.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	1.5.0
joblib	0.14.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	8.2.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.1.0
packaging	20.1
pandas	0.25.2
pathlib2	2.3.5
pbr	5.4.4
Pillow	6.2.1
pip	20.0.2
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.6
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.22.0
requests-oauthlib	1.3.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.4.1
setuptools	45.1.0
six	1.14.0
soupsieve	1.9.5
tensorboard	2.1.0
tensorflow-cpu	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing	3.7.4.1
typing-extensions	3.7.4.1
urllib3	1.25.8
wcwidth	0.1.8
Werkzeug	0.16.1
wheel	0.34.2
wrapt	1.11.2
zipp	1.1.0

Python 3.6.10

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.3.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019년 11월 28일
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
freezegun	0.3.12
future	0.17.1
gast	0.2.2
google-api-core	1.16.0
google-apitools	0.5.28
google-auth	1.11.0
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.17.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.2
google-pasta	0.1.8
google-resumable-media	0.4.1
googleapis-common-protos	1.51.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	1.5.0
joblib	0.14.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	8.2.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.1.0
packaging	20.1
pandas	0.25.2
pbr	5.4.4
Pillow	6.2.1
pip	20.0.2
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.6
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.22.0
requests-oauthlib	1.3.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.4.1
setuptools	45.1.0
six	1.14.0
soupsieve	1.9.5
tensorboard	2.1.0
tensorflow-cpu	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing	3.7.4.1
typing-extensions	3.7.4.1
urllib3	1.25.8
wcwidth	0.1.8
Werkzeug	0.16.1
wheel	0.34.2
wrapt	1.11.2
zipp	2.1.0

Python 3.7.6

패키지	버전
absl-py	0.9.0
astor	0.8.1
atomicwrites	1.3.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019년 11월 28일
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
freezegun	0.3.12
future	0.17.1
gast	0.2.2
google-api-core	1.16.0
google-apitools	0.5.28
google-auth	1.11.0
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.17.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.2
google-pasta	0.1.8
google-resumable-media	0.4.1
googleapis-common-protos	1.51.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	1.5.0
joblib	0.14.1
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	8.2.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.1.0
packaging	20.1
pandas	0.25.2
pbr	5.4.4
Pillow	6.2.1
pip	20.0.2
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.1
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.8
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.6
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.22.0
requests-oauthlib	1.3.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.4.1
setuptools	45.1.0
six	1.14.0
soupsieve	1.9.5
tensorboard	2.1.0
tensorflow-cpu	2.1.0
tensorflow-estimator	2.1.0
termcolor	1.1.0
typing	3.7.4.1
typing-extensions	3.7.4.1
urllib3	1.25.8
wcwidth	0.1.8
Werkzeug	0.16.1
wheel	0.34.2
wrapt	1.11.2
zipp	2.1.0

버전 2.18.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 2.7.13

패키지	버전
absl-py	0.8.1
astor	0.8.0
atomicwrites	1.3.0
attrs	19.3.0
avro	1.8.2
backports.functools-lru-cache	1.6.1
backports.weakref	1.0.post1
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019년 11월 28일
chardet	3.0.4
configparser	4.0.2
contextlib2	0.6.0.post1
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
enum34	1.1.6
fastavro	0.21.24
fasteners	0.15
funcsigs	1.0.2
functools32	3.2.3.post2
future	0.17.1
futures	3.3.0
gast	0.2.2
google-api-core	1.14.3
google-api-python-client	1.7.11
google-apitools	0.5.28
google-auth	1.7.2
google-auth-httplib2	0.0.3
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.17.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.2
google-pasta	0.1.8
google-python-cloud-debugger	1.9
google-resumable-media	0.4.1
googleapis-common-protos	1.6.0
googledatastore	7.0.2
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
guppy	0.1.11
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	1.2.0
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	5.0.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.16.5
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	2.3.2
packaging	19.2
pandas	0.24.2
pathlib2	2.3.5
pbr	5.4.4
Pillow	6.2.1
pip	19.3.1
pluggy	0.13.1
proto-google-cloud-datastore-v1	0.90.4
protobuf	3.11.1
protorpc	0.12.0
py	1.8.0
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.7
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.5
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyVCF	0.6.8
PyYAML	3.13
requests	2.22.0
requests-oauthlib	1.3.0
rsa	4.0
scandir	1.10.0
scikit-learn	0.20.4
scipy	1.2.2
setuptools	42.0.2
singledispatch	3.4.0.3
six	1.13.0
soupsieve	1.9.5
tensorboard	2.0.2
tensorflow-cpu	2.1.0rc0
tensorflow-estimator	2.0.1
termcolor	1.1.0
typing	3.6.6
uritemplate	3.0.0
urllib3	1.25.7
wcwidth	0.1.7
Werkzeug	0.16.0
wheel	0.33.6
wrapt	1.11.2
zipp	0.6.0

Python 3.5.9

패키지	버전
absl-py	0.8.1
astor	0.8.0
atomicwrites	1.3.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019년 11월 28일
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.14.3
google-apitools	0.5.28
google-auth	1.7.2
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.17.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.2
google-pasta	0.1.8
google-resumable-media	0.4.1
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	1.2.0
joblib	0.14.0
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	8.0.2
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.1.0
packaging	19.2
pandas	0.25.2
pathlib2	2.3.5
pbr	5.4.4
Pillow	6.2.1
pip	19.3.1
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.0
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.7
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.5
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.22.0
requests-oauthlib	1.3.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.3.1
setuptools	41.6.0
six	1.13.0
soupsieve	1.9.5
tensorboard	2.0.2
tensorflow-cpu	2.1.0rc0
tensorflow-estimator	2.0.1
termcolor	1.1.0
urllib3	1.25.7
wcwidth	0.1.7
Werkzeug	0.16.0
wheel	0.33.6
wrapt	1.11.2
zipp	0.6.0

Python 3.6.9

패키지	버전
absl-py	0.8.1
astor	0.8.0
atomicwrites	1.3.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019년 11월 28일
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.14.3
google-apitools	0.5.28
google-auth	1.7.2
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.17.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.2
google-pasta	0.1.8
google-resumable-media	0.4.1
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	1.2.0
joblib	0.14.0
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	8.0.2
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.1.0
packaging	19.2
pandas	0.25.2
pbr	5.4.4
Pillow	6.2.1
pip	19.3.1
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.0
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.7
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.5
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.22.0
requests-oauthlib	1.3.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.3.1
setuptools	41.6.0
six	1.13.0
soupsieve	1.9.5
tensorboard	2.0.2
tensorflow-cpu	2.1.0rc0
tensorflow-estimator	2.0.1
termcolor	1.1.0
urllib3	1.25.7
wcwidth	0.1.7
Werkzeug	0.16.0
wheel	0.33.6
wrapt	1.11.2
zipp	0.6.0

Python 3.7.5

패키지	버전
absl-py	0.8.1
astor	0.8.0
atomicwrites	1.3.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019년 11월 28일
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.1.1
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.14.3
google-apitools	0.5.28
google-auth	1.7.2
google-auth-oauthlib	0.4.1
google-cloud-bigquery	1.17.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.1.0
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.2
google-pasta	0.1.8
google-resumable-media	0.4.1
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	1.2.0
joblib	0.14.0
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	8.0.2
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
oauthlib	3.1.0
opt-einsum	3.1.0
packaging	19.2
pandas	0.25.2
pbr	5.4.4
Pillow	6.2.1
pip	19.3.1
pluggy	0.13.1
protobuf	3.11.1
protorpc	0.12.0
py	1.8.0
pyarrow	0.15.1
pyasn1	0.4.8
pyasn1-modules	0.2.7
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.5
pytest	4.6.6
python-dateutil	2.8.1
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.22.0
requests-oauthlib	1.3.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.3.1
setuptools	41.6.0
six	1.13.0
soupsieve	1.9.5
tensorboard	2.0.2
tensorflow-cpu	2.1.0rc0
tensorflow-estimator	2.0.1
termcolor	1.1.0
urllib3	1.25.7
wcwidth	0.1.7
Werkzeug	0.16.0
wheel	0.33.6
wrapt	1.11.2
zipp	0.6.0

버전 2.17.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 2.7.13

패키지	버전
absl-py	0.8.1
astor	0.8.0
atomicwrites	1.3.0
attrs	19.3.0
avro	1.8.2
backports.functools-lru-cache	1.6.1
backports.weakref	1.0.post1
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.9.11
chardet	3.0.4
configparser	4.0.2
contextlib2	0.6.0.post1
crcmod	1.7
Cython	0.29.13
dill	0.3.0
docopt	0.6.2
enum34	1.1.6
fastavro	0.21.24
fasteners	0.15
funcsigs	1.0.2
functools32	3.2.3.post2
future	0.17.1
futures	3.3.0
gast	0.2.2
google-api-core	1.14.3
google-api-python-client	1.7.11
google-apitools	0.5.28
google-auth	1.7.0
google-auth-httplib2	0.0.3
google-cloud-bigquery	1.17.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.0.3
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.2
google-pasta	0.1.8
google-python-cloud-debugger	1.9
google-resumable-media	0.4.1
googleapis-common-protos	1.6.0
googledatastore	7.0.2
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
guppy	0.1.11
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	0.23
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	5.0.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.16.5
oauth2client	3.0.0
opt-einsum	2.3.2
packaging	19.2
pandas	0.24.2
pathlib2	2.3.5
pbr	5.4.3
Pillow	6.2.1
pip	19.3.1
pluggy	0.13.0
proto-google-cloud-datastore-v1	0.90.4
protobuf	3.10.0
protorpc	0.12.0
py	1.8.0
pyarrow	0.15.1
pyasn1	0.4.7
pyasn1-modules	0.2.7
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.4
pytest	4.6.6
python-dateutil	2.8.0
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyVCF	0.6.8
PyYAML	3.13
requests	2.22.0
rsa	4.0
scandir	1.10.0
scikit-learn	0.20.4
scipy	1.2.2
setuptools	41.6.0
singledispatch	3.4.0.3
six	1.13.0
soupsieve	1.9.5
tensorboard	1.15.0
tensorflow-cpu	1.15.0
tensorflow-estimator	1.15.1
termcolor	1.1.0
typing	3.6.6
uritemplate	3.0.0
urllib3	1.25.6
wcwidth	0.1.7
Werkzeug	0.16.0
wheel	0.33.6
wrapt	1.11.2
zipp	0.6.0

Python 3.5.7

패키지	버전
absl-py	0.8.1
astor	0.8.0
atomicwrites	1.3.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.9.11
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.0
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.14.3
google-apitools	0.5.28
google-auth	1.7.0
google-cloud-bigquery	1.17.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.0.3
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.2
google-pasta	0.1.8
google-resumable-media	0.4.1
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	0.23
joblib	0.14.0
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	7.2.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
opt-einsum	3.1.0
packaging	19.2
pandas	0.25.2
pathlib2	2.3.5
pbr	5.4.3
Pillow	6.2.1
pip	19.3.1
pluggy	0.13.0
protobuf	3.10.0
protorpc	0.12.0
py	1.8.0
pyarrow	0.15.1
pyasn1	0.4.7
pyasn1-modules	0.2.7
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.4
pytest	4.6.6
python-dateutil	2.8.0
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.3.1
setuptools	41.6.0
six	1.13.0
soupsieve	1.9.5
tensorboard	1.15.0
tensorflow-cpu	1.15.0
tensorflow-estimator	1.15.1
termcolor	1.1.0
urllib3	1.25.6
wcwidth	0.1.7
Werkzeug	0.16.0
wheel	0.33.6
wrapt	1.11.2
zipp	0.6.0

Python 3.6.9

패키지	버전
absl-py	0.8.1
astor	0.8.0
atomicwrites	1.3.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.9.11
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.0
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.14.3
google-apitools	0.5.28
google-auth	1.7.0
google-cloud-bigquery	1.17.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.0.3
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.2
google-pasta	0.1.8
google-resumable-media	0.4.1
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	0.23
joblib	0.14.0
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	7.2.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
opt-einsum	3.1.0
packaging	19.2
pandas	0.25.2
pbr	5.4.3
Pillow	6.2.1
pip	19.3.1
pluggy	0.13.0
protobuf	3.10.0
protorpc	0.12.0
py	1.8.0
pyarrow	0.15.1
pyasn1	0.4.7
pyasn1-modules	0.2.7
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.4
pytest	4.6.6
python-dateutil	2.8.0
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.3.1
setuptools	41.4.0
six	1.13.0
soupsieve	1.9.5
tensorboard	1.15.0
tensorflow-cpu	1.15.0
tensorflow-estimator	1.15.1
termcolor	1.1.0
urllib3	1.25.6
wcwidth	0.1.7
Werkzeug	0.16.0
wheel	0.33.6
wrapt	1.11.2
zipp	0.6.0

Python 3.7.4

패키지	버전
absl-py	0.8.1
astor	0.8.0
atomicwrites	1.3.0
attrs	19.3.0
avro-python3	1.8.2
beautifulsoup4	4.8.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.9.11
chardet	3.0.4
crcmod	1.7
Cython	0.29.13
dill	0.3.0
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.14.3
google-apitools	0.5.28
google-auth	1.7.0
google-cloud-bigquery	1.17.1
google-cloud-bigtable	1.0.0
google-cloud-core	1.0.3
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.2
google-pasta	0.1.8
google-resumable-media	0.4.1
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.12.3
grpcio	1.24.3
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	0.23
joblib	0.14.0
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	7.2.0
nltk	3.4.5
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.3
oauth2client	3.0.0
opt-einsum	3.1.0
packaging	19.2
pandas	0.25.2
pbr	5.4.3
Pillow	6.2.1
pip	19.3.1
pluggy	0.13.0
protobuf	3.10.0
protorpc	0.12.0
py	1.8.0
pyarrow	0.15.1
pyasn1	0.4.7
pyasn1-modules	0.2.7
pydot	1.4.1
pymongo	3.9.0
pyparsing	2.4.4
pytest	4.6.6
python-dateutil	2.8.0
python-gflags	3.1.2
python-snappy	0.5.4
pytz	2019.3
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.21.3
scipy	1.3.1
setuptools	41.4.0
six	1.13.0
soupsieve	1.9.5
tensorboard	1.15.0
tensorflow-cpu	1.15.0
tensorflow-estimator	1.15.1
termcolor	1.1.0
urllib3	1.25.6
wcwidth	0.1.7
Werkzeug	0.16.0
wheel	0.33.6
wrapt	1.11.2
zipp	0.6.0

버전 2.16.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 2.7.13

패키지	버전
absl-py	0.8.1
astor	0.8.0
atomicwrites	1.3.0
attrs	19.2.0
avro	1.8.2
backports.functools-lru-cache	1.5
backports.weakref	1.0.post1
beautifulsoup4	4.7.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.9.11
chardet	3.0.4
configparser	4.0.2
contextlib2	0.6.0
crcmod	1.7
Cython	0.29.10
dill	0.3.0
docopt	0.6.2
enum34	1.1.6
fastavro	0.21.24
fasteners	0.15
funcsigs	1.0.2
functools32	3.2.3.post2
future	0.17.1
futures	3.2.0
gast	0.2.2
google-api-core	1.14.3
google-api-python-client	1.7.11
google-apitools	0.5.28
google-auth	1.6.3
google-auth-httplib2	0.0.3
google-cloud-bigquery	1.17.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.0.3
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.0
google-pasta	0.1.7
google-python-cloud-debugger	1.9
google-resumable-media	0.4.1
googleapis-common-protos	1.6.0
googledatastore	7.0.2
grpc-google-iam-v1	0.12.3
grpcio	1.23.0
guppy	0.1.10
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	0.23
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	5.0.0
nltk	3.4.3
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.16.5
oauth2client	3.0.0
opt-einsum	2.3.2
pandas	0.24.2
pathlib2	2.3.5
pbr	5.4.3
Pillow	6.0.0
pip	19.2.3
pluggy	0.13.0
proto-google-cloud-datastore-v1	0.90.4
protobuf	3.9.1
protorpc	0.12.0
py	1.8.0
pyarrow	0.14.1
pyasn1	0.4.7
pyasn1-modules	0.2.6
pydot	1.4.1
pymongo	3.8.0
pyparsing	2.4.2
pytest	4.4.0
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.4
pytz	2019.2
PyVCF	0.6.8
PyYAML	3.13
requests	2.22.0
rsa	4.0
scandir	1.10.0
scikit-learn	0.20.3
scipy	1.2.2
setuptools	41.4.0
singledispatch	3.4.0.3
six	1.12.0
soupsieve	1.9.4
tensorboard	1.15.0
tensorflow-cpu	1.15.0rc3
tensorflow-estimator	1.15.1
termcolor	1.1.0
typing	3.6.6
uritemplate	3.0.0
urllib3	1.25.6
Werkzeug	0.16.0
wheel	0.33.6
wrapt	1.11.2
zipp	0.6.0

Python 3.5.7

패키지	버전
absl-py	0.8.1
astor	0.8.0
atomicwrites	1.3.0
attrs	19.2.0
avro-python3	1.8.2
beautifulsoup4	4.7.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.9.11
chardet	3.0.4
crcmod	1.7
Cython	0.29.10
dill	0.3.0
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.14.3
google-apitools	0.5.28
google-auth	1.6.3
google-cloud-bigquery	1.17.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.0.3
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.0
google-pasta	0.1.7
google-resumable-media	0.4.1
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.12.3
grpcio	1.23.0
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	0.23
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	7.2.0
nltk	3.4.3
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.2
oauth2client	3.0.0
opt-einsum	3.1.0
pandas	0.24.2
pathlib2	2.3.5
pbr	5.4.3
Pillow	6.0.0
pip	19.2.3
pluggy	0.13.0
protobuf	3.9.1
protorpc	0.12.0
py	1.8.0
pyarrow	0.14.1
pyasn1	0.4.7
pyasn1-modules	0.2.6
pydot	1.4.1
pymongo	3.8.0
pyparsing	2.4.2
pytest	4.4.0
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.4
pytz	2019.2
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.20.3
scipy	1.3.1
setuptools	41.2.0
six	1.12.0
soupsieve	1.9.4
tensorboard	1.15.0
tensorflow-cpu	1.15.0rc3
tensorflow-estimator	1.15.1
termcolor	1.1.0
urllib3	1.25.6
Werkzeug	0.16.0
wheel	0.33.6
wrapt	1.11.2
zipp	0.6.0

Python 3.6.9

패키지	버전
absl-py	0.8.1
astor	0.8.0
atomicwrites	1.3.0
attrs	19.2.0
avro-python3	1.8.2
beautifulsoup4	4.7.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.9.11
chardet	3.0.4
crcmod	1.7
Cython	0.29.10
dill	0.3.0
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.14.3
google-apitools	0.5.28
google-auth	1.6.3
google-cloud-bigquery	1.17.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.0.3
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.0
google-pasta	0.1.7
google-resumable-media	0.4.1
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.12.3
grpcio	1.23.0
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	0.23
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	7.2.0
nltk	3.4.3
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.2
oauth2client	3.0.0
opt-einsum	3.1.0
pandas	0.24.2
pbr	5.4.3
Pillow	6.0.0
pip	19.2.3
pluggy	0.13.0
protobuf	3.9.1
protorpc	0.12.0
py	1.8.0
pyarrow	0.14.1
pyasn1	0.4.7
pyasn1-modules	0.2.6
pydot	1.4.1
pymongo	3.8.0
pyparsing	2.4.2
pytest	4.4.0
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.4
pytz	2019.2
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.20.3
scipy	1.3.1
setuptools	41.2.0
six	1.12.0
soupsieve	1.9.4
tensorboard	1.15.0
tensorflow-cpu	1.15.0rc3
tensorflow-estimator	1.15.1
termcolor	1.1.0
urllib3	1.25.6
Werkzeug	0.16.0
wheel	0.33.6
wrapt	1.11.2
zipp	0.6.0

Python 3.7.4

패키지	버전
absl-py	0.8.1
astor	0.8.0
atomicwrites	1.3.0
attrs	19.2.0
avro-python3	1.8.2
beautifulsoup4	4.7.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.9.11
chardet	3.0.4
crcmod	1.7
Cython	0.29.10
dill	0.3.0
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.14.3
google-apitools	0.5.28
google-auth	1.6.3
google-cloud-bigquery	1.17.0
google-cloud-bigtable	1.0.0
google-cloud-core	1.0.3
google-cloud-datastore	1.7.4
google-cloud-pubsub	1.0.0
google-pasta	0.1.7
google-resumable-media	0.4.1
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.12.3
grpcio	1.23.0
h5py	2.10.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
importlib-metadata	0.23
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
more-itertools	7.2.0
nltk	3.4.3
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.17.2
oauth2client	3.0.0
opt-einsum	3.1.0
pandas	0.24.2
pbr	5.4.3
Pillow	6.0.0
pip	19.2.3
pluggy	0.13.0
protobuf	3.9.1
protorpc	0.12.0
py	1.8.0
pyarrow	0.14.1
pyasn1	0.4.7
pyasn1-modules	0.2.6
pydot	1.4.1
pymongo	3.8.0
pyparsing	2.4.2
pytest	4.4.0
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.4
pytz	2019.2
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.20.3
scipy	1.3.1
setuptools	41.2.0
six	1.12.0
soupsieve	1.9.4
tensorboard	1.15.0
tensorflow-cpu	1.15.0rc3
tensorflow-estimator	1.15.1
termcolor	1.1.0
urllib3	1.25.6
Werkzeug	0.16.0
wheel	0.33.6
wrapt	1.11.2
zipp	0.6.0

버전 2.15.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 2.7.13

패키지	버전
absl-py	0.7.1
astor	0.8.0
avro	1.8.2
backports.functools-lru-cache	1.5
backports.weakref	1.0.post1
beautifulsoup4	4.7.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.6.16
chardet	3.0.4
crcmod	1.7
Cython	0.29.10
dill	0.2.9
docopt	0.6.2
enum34	1.1.6
fastavro	0.21.24
fasteners	0.15
funcsigs	1.0.2
future	0.17.1
futures	3.2.0
gast	0.2.2
google-api-core	1.14.0
google-api-python-client	1.7.10
google-apitools	0.5.28
google-auth	1.6.3
google-auth-httplib2	0.0.3
google-cloud-bigquery	1.17.0
google-cloud-bigtable	0.32.1
google-cloud-core	1.0.2
google-cloud-datastore	1.7.4
google-cloud-pubsub	0.39.1
google-pasta	0.1.7
google-python-cloud-debugger	1.9
google-resumable-media	0.3.2
googleapis-common-protos	1.6.0
googledatastore	7.0.2
grpc-google-iam-v1	0.11.4
grpcio	1.22.0
guppy	0.1.10
h5py	2.9.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
nltk	3.4.3
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.16.4
oauth2client	3.0.0
pandas	0.24.2
pbr	5.4.1
Pillow	6.0.0
pip	19.2.1
proto-google-cloud-datastore-v1	0.90.4
protobuf	3.9.0
protorpc	0.12.0
pyarrow	0.14.1
pyasn1	0.4.5
pyasn1-modules	0.2.5
pydot	1.4.1
pymongo	3.8.0
pyparsing	2.4.1.1
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.4
pytz	2019.1
PyVCF	0.6.8
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.20.3
scipy	1.2.2
setuptools	41.0.1
singledispatch	3.4.0.3
six	1.12.0
soupsieve	1.9.2
tensorboard	1.14.0
tensorflow	1.14.0
tensorflow-estimator	1.14.0
termcolor	1.1.0
typing	3.6.6
uritemplate	3.0.0
urllib3	1.25.3
Werkzeug	0.15.5
wheel	0.33.4
wrapt	1.11.2

Python 3.5.7

패키지	버전
absl-py	0.7.1
astor	0.8.0
avro-python3	1.8.2
beautifulsoup4	4.7.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.6.16
chardet	3.0.4
crcmod	1.7
Cython	0.29.10
dill	0.2.9
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.14.0
google-apitools	0.5.28
google-auth	1.6.3
google-cloud-bigquery	1.17.0
google-cloud-bigtable	0.32.1
google-cloud-core	1.0.2
google-cloud-datastore	1.7.4
google-cloud-pubsub	0.39.1
google-pasta	0.1.7
google-resumable-media	0.3.2
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.11.4
grpcio	1.22.0
h5py	2.9.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
nltk	3.4.3
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.16.4
oauth2client	3.0.0
pandas	0.24.2
pbr	5.4.1
Pillow	6.0.0
pip	19.2.1
protobuf	3.9.0
protorpc	0.12.0
pyarrow	0.14.1
pyasn1	0.4.5
pyasn1-modules	0.2.5
pydot	1.4.1
pymongo	3.8.0
pyparsing	2.4.1.1
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.4
pytz	2019.1
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.20.3
scipy	1.2.2
setuptools	41.0.1
six	1.12.0
soupsieve	1.9.2
tensorboard	1.14.0
tensorflow	1.14.0
tensorflow-estimator	1.14.0
termcolor	1.1.0
urllib3	1.25.3
Werkzeug	0.15.5
wheel	0.33.4
wrapt	1.11.2

Python 3.6.9

패키지	버전
absl-py	0.7.1
astor	0.8.0
avro-python3	1.8.2
beautifulsoup4	4.7.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.6.16
chardet	3.0.4
crcmod	1.7
Cython	0.29.10
dill	0.2.9
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.14.0
google-apitools	0.5.28
google-auth	1.6.3
google-cloud-bigquery	1.17.0
google-cloud-bigtable	0.32.1
google-cloud-core	1.0.2
google-cloud-datastore	1.7.4
google-cloud-pubsub	0.39.1
google-pasta	0.1.7
google-resumable-media	0.3.2
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.11.4
grpcio	1.22.0
h5py	2.9.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
nltk	3.4.3
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.16.4
oauth2client	3.0.0
pandas	0.24.2
pbr	5.4.1
Pillow	6.0.0
pip	19.2.1
protobuf	3.9.0
protorpc	0.12.0
pyarrow	0.14.1
pyasn1	0.4.5
pyasn1-modules	0.2.5
pydot	1.4.1
pymongo	3.8.0
pyparsing	2.4.1.1
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.4
pytz	2019.1
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.20.3
scipy	1.2.2
setuptools	41.0.1
six	1.12.0
soupsieve	1.9.2
tensorboard	1.14.0
tensorflow	1.14.0
tensorflow-estimator	1.14.0
termcolor	1.1.0
urllib3	1.25.3
Werkzeug	0.15.5
wheel	0.33.4
wrapt	1.11.2

Python 3.7.4

패키지	버전
absl-py	0.7.1
astor	0.8.0
avro-python3	1.8.2
beautifulsoup4	4.7.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.6.16
chardet	3.0.4
crcmod	1.7
Cython	0.29.10
dill	0.2.9
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.14.0
google-apitools	0.5.28
google-auth	1.6.3
google-cloud-bigquery	1.17.0
google-cloud-bigtable	0.32.1
google-cloud-core	1.0.2
google-cloud-datastore	1.7.4
google-cloud-pubsub	0.39.1
google-pasta	0.1.7
google-resumable-media	0.3.2
googleapis-common-protos	1.6.0
grpc-google-iam-v1	td>0.11.4
grpcio	1.22.0
h5py	2.9.0
hdfs	2.5.8
httplib2	0.12.0
idna	2.8
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
nltk	3.4.3
nose	1.3.7
nose-xunitmp	0.4.1
numpy	1.16.4
oauth2client	3.0.0
pandas	0.24.2
pbr	5.4.1
Pillow	6.0.0
pip	19.2.1
protobuf	3.9.0
protorpc	0.12.0
pyarrow	0.14.1
pyasn1	0.4.5
pyasn1-modules	0.2.5
pydot	1.4.1
pymongo	3.8.0
pyparsing	2.4.1.1
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.4
pytz	2019.1
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.20.3
scipy	1.2.2
setuptools	41.0.1
six	1.12.0
soupsieve	1.9.2
tensorboard	1.14.0
tensorflow	1.14.0
tensorflow-estimator	1.14.0
termcolor	1.1.0
urllib3	1.25.3
Werkzeug	0.15.5
wheel	0.33.4
wrapt	1.11.2

버전 2.14.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 2.7.13

패키지	버전
absl-py	0.7.1
astor	0.8.0
avro	1.8.2
backports.functools-lru-cache	1.5
backports.weakref	1.0.post1
beautifulsoup4	4.7.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.6.16
chardet	3.0.4
crcmod	1.7
Cython	0.29.10
dill	0.2.9
docopt	0.6.2
enum34	1.1.6
fastavro	0.21.24
fasteners	0.15
funcsigs	1.0.2
future	0.17.1
futures	3.2.0
gast	0.2.2
google-api-core	1.12.0
google-api-python-client	1.7.9
google-apitools	0.5.28
google-auth	1.6.3
google-auth-httplib2	0.0.3
google-cloud-bigquery	1.6.0
google-cloud-bigtable	0.32.1
google-cloud-core	0.29.1
google-cloud-datastore	1.7.4
google-cloud-pubsub	0.39.1
google-pasta	0.1.7
google-python-cloud-debugger	1.9
google-resumable-media	0.3.2
googleapis-common-protos	1.6.0
googledatastore	7.0.2
grpc-google-iam-v1	0.11.4
grpcio	1.21.1
guppy	0.1.10
h5py	2.9.0
hdfs	2.5.6
httplib2	0.12.0
idna	2.8
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
nltk	3.4.3
nose	1.3.7
numpy	1.16.4
oauth2client	3.0.0
pandas	0.24.2
pbr	5.3.0
Pillow	6.0.0
pip	19.1.1
proto-google-cloud-datastore-v1	0.90.4
protobuf	3.8.0
protorpc	0.12.0
pyarrow	0.13.0
pyasn1	0.4.5
pyasn1-modules	0.2.5
pydot	1.4.1
pymongo	3.8.0
pyparsing	2.4.0
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.4
pytz	2019.1
PyVCF	0.6.8
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.20.3
scipy	1.2.2
setuptools	41.0.1
singledispatch	3.4.0.3
six	1.12.0
soupsieve	1.9.1
tensorboard	1.14.0
tensorflow	1.14.0
tensorflow-estimator	1.14.0
termcolor	1.1.0
typing	3.6.6
uritemplate	3.0.0
urllib3	1.25.3
Werkzeug	0.15.4
wheel	0.33.4
wrapt	1.11.2

Python 3.5.7

패키지	버전
absl-py	0.7.1
astor	0.8.0
avro-python3	1.8.2
beautifulsoup4	4.7.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.6.16
chardet	3.0.4
crcmod	1.7
Cython	0.29.10
dill	0.2.9
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.12.0
google-apitools	0.5.28
google-auth	1.6.3
google-cloud-bigquery	1.6.0
google-cloud-bigtable	0.32.1
google-cloud-core	0.29.1
google-cloud-datastore	1.7.4
google-cloud-pubsub	0.39.1
google-pasta	0.1.7
google-resumable-media	0.3.2
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.11.4
grpcio	1.21.1
h5py	2.9.0
hdfs	2.5.6
httplib2	0.12.0
idna	2.8
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
nltk	3.4.3
nose	1.3.7
numpy	1.16.4
oauth2client	3.0.0
pandas	0.24.2
pbr	5.3.0
Pillow	6.0.0
pip	19.1.1
protobuf	3.8.0
protorpc	0.12.0
pyarrow	0.13.0
pyasn1	0.4.5
pyasn1-modules	0.2.5
pydot	1.4.1
pymongo	3.8.0
pyparsing	2.4.0
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.4
pytz	2019.1
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.20.3
scipy	1.2.2
setuptools	41.0.1
six	1.12.0
soupsieve	1.9.1
tensorboard	1.14.0
tensorflow	1.14.0
tensorflow-estimator	1.14.0
termcolor	1.1.0
urllib3	1.25.3
Werkzeug	0.15.4
wheel	0.33.4
wrapt	1.11.2

Python 3.6.8

패키지	버전
absl-py	0.7.1
astor	0.8.0
avro-python3	1.8.2
beautifulsoup4	4.7.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.6.16
chardet	3.0.4
crcmod	1.7
Cython	0.29.10
dill	0.2.9
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.12.0
google-apitools	0.5.28
google-auth	1.6.3
google-cloud-bigquery	1.6.0
google-cloud-bigtable	0.32.1
google-cloud-core	0.29.1
google-cloud-datastore	1.7.4
google-cloud-pubsub	0.39.1
google-pasta	0.1.7
google-resumable-media	0.3.2
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.11.4
grpcio	1.21.1
h5py	2.9.0
hdfs	2.5.6
httplib2	0.12.0
idna	2.8
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
nltk	3.4.3
nose	1.3.7
numpy	1.16.4
oauth2client	3.0.0
pandas	0.24.2
pbr	5.3.0
Pillow	6.0.0
pip	19.1.1
protobuf	3.8.0
protorpc	0.12.0
pyarrow	0.13.0
pyasn1	0.4.5
pyasn1-modules	0.2.5
pydot	1.4.1
pymongo	3.8.0
pyparsing	2.4.0
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.4
pytz	2019.1
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.20.3
scipy	1.2.2
setuptools	41.0.1
six	1.12.0
soupsieve	1.9.1
tensorboard	1.14.0
tensorflow	1.14.0
tensorflow-estimator	1.14.0
termcolor	1.1.0
urllib3	1.25.3
Werkzeug	0.15.4
wheel	0.33.4
wrapt	1.11.2

Python 3.7.3

패키지	버전
absl-py	0.7.1
astor	0.8.0
avro-python3	1.8.2
beautifulsoup4	4.7.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.6.16
chardet	3.0.4
crcmod	1.7
Cython	0.29.10
dill	0.2.9
docopt	0.6.2
fastavro	0.21.24
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.12.0
google-apitools	0.5.28
google-auth	1.6.3
google-cloud-bigquery	1.6.0
google-cloud-bigtable	0.32.1
google-cloud-core	0.29.1
google-cloud-datastore	1.7.4
google-cloud-pubsub	0.39.1
google-pasta	0.1.7
google-resumable-media	0.3.2
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.11.4
grpcio	1.21.1
h5py	2.9.0
hdfs	2.5.6
httplib2	0.12.0
idna	2.8
Keras-Applications	1.0.8
Keras-Preprocessing	1.1.0
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
nltk	3.4.3
nose	1.3.7
numpy	1.16.4
oauth2client	3.0.0
pandas	0.24.2
pbr	5.3.0
Pillow	6.0.0
pip	19.1.1
protobuf	3.8.0
protorpc	0.12.0
pyarrow	0.13.0
pyasn1	0.4.5
pyasn1-modules	0.2.5
pydot	1.4.1
pymongo	3.8.0
pyparsing	2.4.0
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.4
pytz	2019.1
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.20.3
scipy	1.2.2
setuptools	41.0.1
six	1.12.0
soupsieve	1.9.1
tensorboard	1.14.0
tensorflow	1.14.0
tensorflow-estimator	1.14.0
termcolor	1.1.0
urllib3	1.25.3
Werkzeug	0.15.4
wheel	0.33.4
wrapt	1.11.2

버전 2.13.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

Python 2.7

패키지	버전
absl-py	0.7.1
astor	0.8.0
avro	1.8.2
backports.weakref	1.0.post1
beautifulsoup4	4.5.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.3.9
chardet	3.0.4
crcmod	1.7
Cython	0.28.1
dill	0.2.9
docopt	0.6.2
enum34	1.1.6
fastavro	0.21.14
fasteners	0.15
funcsigs	1.0.2
future	0.17.1
futures	3.2.0
gast	0.2.2
google-api-core	1.11.1
google-api-python-client	1.7.9
google-apitools	0.5.28
google-auth	1.6.3
google-auth-httplib2	0.0.3
google-cloud-bigquery	1.6.0
google-cloud-bigtable	0.32.1
google-cloud-core	0.29.1
google-cloud-datastore	1.7.3
google-cloud-pubsub	0.39.1
google-pasta	0.1.6
google-python-cloud-debugger	1.9
google-resumable-media	0.3.2
googleapis-common-protos	1.6.0
googledatastore	7.0.2
grpc-google-iam-v1	0.11.4
grpcio	1.20.1
guppy	0.1.10
h5py	2.9.0
hdfs	2.5.2
httplib2	0.12.0
idna	2.8
Keras-Applications	1.0.7
Keras-Preprocessing	1.0.9
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
nltk	3.2.1
nose	1.3.7
numpy	1.16.3
oauth2client	3.0.0
pandas	0.24.2
pbr	5.2.0
Pillow	3.4.1
pip	19.1.1
proto-google-cloud-datastore-v1	0.90.4
protobuf	3.7.1
protorpc	0.11.1
pyarrow	0.13.0
pyasn1	0.4.5
pyasn1-modules	0.2.5
pydot	1.2.4
pyparsing	2.4.0
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.3
pytz	2019.1
PyVCF	0.6.8
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.20.3
scipy	1.2.1
setuptools	41.0.1
six	1.12.0
tensorboard	1.13.1
tensorflow	1.14.0rc0
termcolor	1.1.0
tf-estimator-nightly	1.14.0.dev2019042301
typing	3.6.6
uritemplate	3.0.0
urllib3	1.25.3
Werkzeug	0.15.4
wheel	0.32.1
wrapt	1.11.1

Python 3.5

패키지	버전
absl-py	0.7.1
astor	0.8.0
avro-python3	1.8.2
beautifulsoup4	4.5.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.3.9
chardet	3.0.4
crcmod	1.7
Cython	0.28.1
dill	0.2.9
docopt	0.6.2
fastavro	0.21.14
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.11.1
google-apitools	0.5.28
google-auth	1.6.3
google-cloud-bigquery	1.6.0
google-cloud-bigtable	0.32.1
google-cloud-core	0.29.1
google-cloud-datastore	1.7.3
google-cloud-pubsub	0.39.1
google-pasta	0.1.6
google-resumable-media	0.3.2
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.11.4
grpcio	1.20.1
h5py	2.9.0
hdfs	2.5.2
httplib2	0.12.0
idna	2.8
Keras-Applications	1.0.7
Keras-Preprocessing	1.0.9
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
nltk	3.2.1
nose	1.3.7
numpy	1.16.3
oauth2client	3.0.0
pandas	0.24.2
pbr	5.2.0
Pillow	3.4.1
pip	19.1.1
protobuf	3.7.1
protorpc	0.11.1
pyarrow	0.13.0
pyasn1	0.4.5
pyasn1-modules	0.2.5
pydot	1.2.4
pyparsing	2.4.0
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.3
pytz	2019.1
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.20.3
scipy	1.2.1
setuptools	41.0.1
six	1.12.0
tensorboard	1.13.1
tensorflow	1.14.0rc0
termcolor	1.1.0
tf-estimator-nightly	1.14.0.dev2019042301
urllib3	1.25.3
Werkzeug	0.15.4
wheel	0.32.1
wrapt	1.11.1

Python 3.6

패키지	버전
absl-py	0.7.1
astor	0.8.0
avro-python3	1.8.2
beautifulsoup4	4.5.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.3.9
chardet	3.0.4
crcmod	1.7
Cython	0.28.1
dill	0.2.9
docopt	0.6.2
fastavro	0.21.14
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.11.1
google-apitools	0.5.28
google-auth	1.6.3
google-cloud-bigquery	1.6.0
google-cloud-bigtable	0.32.1
google-cloud-core	0.29.1
google-cloud-datastore	1.7.3
google-cloud-pubsub	0.39.1
google-pasta	0.1.6
google-resumable-media	0.3.2
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.11.4
grpcio	1.20.1
h5py	2.9.0
hdfs	2.5.2
httplib2	0.12.0
idna	2.8
Keras-Applications	1.0.7
Keras-Preprocessing	1.0.9
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
nltk	3.2.1
nose	1.3.7
numpy	1.16.3
oauth2client	3.0.0
pandas	0.24.2
pbr	5.2.0
Pillow	3.4.1
pip	19.1.1
protobuf	3.7.1
protorpc	0.11.1
pyarrow	0.13.0
pyasn1	0.4.5
pyasn1-modules	0.2.5
pydot	1.2.4
pyparsing	2.4.0
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.3
pytz	2019.1
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.20.3
scipy	1.2.1
setuptools	41.0.1
six	1.12.0
tensorboard	1.13.1
tensorflow	1.14.0rc0
termcolor	1.1.0
tf-estimator-nightly	1.14.0.dev2019042301
urllib3	1.25.3
Werkzeug	0.15.4
wheel	0.32.1
wrapt	1.11.1

Python 3.7

패키지	버전
absl-py	0.7.1
astor	0.8.0
avro-python3	1.8.2
beautifulsoup4	4.5.1
bs4	0.0.1
cachetools	3.1.1
certifi	2019.3.9
chardet	3.0.4
crcmod	1.7
Cython	0.28.1
dill	0.2.9
docopt	0.6.2
fastavro	0.21.14
fasteners	0.15
future	0.17.1
gast	0.2.2
google-api-core	1.11.1
google-apitools	0.5.28
google-auth	1.6.3
google-cloud-bigquery	1.6.0
google-cloud-bigtable	0.32.1
google-cloud-core	0.29.1
google-cloud-datastore	1.7.3
google-cloud-pubsub	0.39.1
google-pasta	0.1.6
google-resumable-media	0.3.2
googleapis-common-protos	1.6.0
grpc-google-iam-v1	0.11.4
grpcio	1.20.1
h5py	2.9.0
hdfs	2.5.2
httplib2	0.12.0
idna	2.8
Keras-Applications	1.0.7
Keras-Preprocessing	1.0.9
Markdown	3.1.1
mock	2.0.0
monotonic	1.5
nltk	3.2.1
nose	1.3.7
numpy	1.16.3
oauth2client	3.0.0
pandas	0.24.2
pbr	5.2.0
Pillow	3.4.1
pip	19.1.1
protobuf	3.7.1
protorpc	0.11.1
pyarrow	0.13.0
pyasn1	0.4.5
pyasn1-modules	0.2.5
pydot	1.2.4
pyparsing	2.4.0
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.3
pytz	2019.1
PyYAML	3.13
requests	2.22.0
rsa	4.0
scikit-learn	0.20.3
scipy	1.2.1
setuptools	41.0.1
six	1.12.0
tensorboard	1.13.1
tensorflow	1.14.0rc0
termcolor	1.1.0
tf-estimator-nightly	1.14.0.dev2019042301
urllib3	1.25.3
Werkzeug	0.15.4
wheel	0.32.1
wrapt	1.11.1

버전 2.12.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

패키지	버전
absl-py	0.7.0
astor	0.7.1
avro	1.8.2
backports.weakref	1.0.post1
beautifulsoup4	4.5.1
bs4	0.0.1
cachetools	3.1.0
certifi	2018.11.29
chardet	3.0.4
crcmod	1.7
Cython	0.28.1
dill	0.2.9
docopt	0.6.2
enum34	1.1.6
fastavro	0.21.14
fasteners	0.14.1
funcsigs	1.0.2
future	0.17.1
futures	3.2.0
gast	0.2.2
google-api-core	1.8.0
google-api-python-client	1.7.8
google-apitools	0.5.26
google-auth	1.6.3
google-auth-httplib2	0.0.3
google-cloud-bigquery	1.6.0
google-cloud-bigtable	0.31.1
google-cloud-core	0.28.1
google-cloud-pubsub	0.39.0
google-python-cloud-debugger	1.9
google-resumable-media	0.3.2
googleapis-common-protos	1.5.8
googledatastore	7.0.2
grpc-google-iam-v1	0.11.4
grpcio	1.15.0
guppy	0.1.10
h5py	2.9.0
hdfs	2.2.2
httplib2	0.9.2
idna	2.8
Keras-Applications	1.0.7
Keras-Preprocessing	1.0.9
Markdown	3.0.1
mock	2.0.0
monotonic	1.5
nltk	3.2.1
nose	1.3.7
numpy	1.16.0
oauth2client	3.0.0
pandas	0.23.4
pbr	5.1.3
Pillow	3.4.1
pip	19.0.3
proto-google-cloud-datastore-v1	0.90.4
protobuf	3.7.0
protorpc	0.11.1
pyarrow	0.11.1
pyasn1	0.4.5
pyasn1-modules	0.2.4
pydot	1.2.4
pyparsing	2.3.1
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.3
pytz	2018.9
PyVCF	0.6.8
PyYAML	3.13
requests	2.21.0
rsa	4.0
scikit-learn	0.20.2
scipy	1.2.0
setuptools	40.8.0
six	1.12.0
tensorboard	1.13.0
tensorflow	1.13.1
tensorflow-estimator	1.13.0
termcolor	1.1.0
typing	3.6.6
uritemplate	3.0.0
urllib3	1.24.1
Werkzeug	0.14.1
wheel	0.32.1

버전 2.11.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

패키지	버전
absl-py	0.7.0
astor	0.7.1
avro	1.8.2
backports.weakref	1.0.post1
beautifulsoup4	4.5.1
bs4	0.0.1
cachetools	3.1.0
certifi	2018.11.29
chardet	3.0.4
crcmod	1.7
Cython	0.28.1
dill	0.2.9
docopt	0.6.2
enum34	1.1.6
fastavro	0.21.14
fasteners	0.14.1
funcsigs	1.0.2
future	0.17.1
futures	3.2.0
gast	0.2.2
google-api-core	1.8.0
google-api-python-client	1.7.8
google-apitools	0.5.26
google-auth	1.6.3
google-auth-httplib2	0.0.3
google-cloud-bigquery	1.6.0
google-cloud-bigtable	0.31.1
google-cloud-core	0.28.1
google-cloud-pubsub	0.39.0
google-python-cloud-debugger	1.9
google-resumable-media	0.3.2
googleapis-common-protos	1.5.8
googledatastore	7.0.2
grpc-google-iam-v1	0.11.4
grpcio	1.15.0
guppy	0.1.10
h5py	2.9.0
hdfs	2.2.2
httplib2	0.9.2
idna	2.8
Keras-Applications	1.0.7
Keras-Preprocessing	1.0.9
Markdown	3.0.1
mock	2.0.0
monotonic	1.5
nltk	3.2.1
nose	1.3.7
numpy	1.16.0
oauth2client	3.0.0
pandas	0.23.4
pbr	5.1.2
Pillow	3.4.1
pip	19.0.3
proto-google-cloud-datastore-v1	0.90.4
protobuf	3.7.0rc2
protorpc	0.11.1
pyarrow	0.11.1
pyasn1	0.4.5
pyasn1-modules	0.2.4
pydot	1.2.4
pyparsing	2.3.1
python-dateutil	2.8.0
python-gflags	3.0.6
python-snappy	0.5.3
pytz	2018.9
PyVCF	0.6.8
PyYAML	3.13
requests	2.21.0
rsa	4.0
scikit-learn	0.20.2
scipy	1.2.0
setuptools	40.8.0
six	1.12.0
tensorboard	1.13.0
tensorflow	1.13.1
tensorflow-estimator	1.13.0
termcolor	1.1.0
typing	3.6.6
uritemplate	3.0.0
urllib3	1.24.1
Werkzeug	0.14.1
wheel	0.32.1

버전 2.10.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

패키지	버전
absl-py	0.7.0
astor	0.7.1
avro	1.8.2
backports.weakref	1.0.post1
beautifulsoup4	4.5.1
bs4	0.0.1
cachetools	3.0.0
certifi	2018.11.29
chardet	3.0.4
crcmod	1.7
Cython	0.28.1
dill	0.2.9
docopt	0.6.2
enum34	1.1.6
fastavro	0.21.14
fasteners	0.14.1
funcsigs	1.0.2
future	0.17.1
futures	3.2.0
gast	0.2.2
google-api-core	1.7.0
google-api-python-client	1.7.7
google-apitools	0.5.24
google-auth	1.6.2
google-auth-httplib2	0.0.3
google-cloud-bigquery	1.6.0
google-cloud-core	0.28.1
google-cloud-pubsub	0.39.0
google-python-cloud-debugger	1.9
google-resumable-media	0.3.2
googleapis-common-protos	1.5.6
googledatastore	7.0.2
grpc-google-iam-v1	0.11.4
grpcio	1.15.0
guppy	0.1.10
h5py	2.9.0
hdfs	2.2.2
httplib2	0.9.2
idna	2.8
Keras-Applications	1.0.6
Keras-Preprocessing	1.0.5
Markdown	3.0.1
mock	2.0.0
monotonic	1.5
nltk	3.2.1
nose	1.3.7
numpy	1.16.0
oauth2client	3.0.0
pandas	0.23.4
pbr	5.1.1
Pillow	3.4.1
pip	19.0.1
proto-google-cloud-datastore-v1	0.90.4
protobuf	3.6.1
protorpc	0.11.1
pyarrow	0.11.1
pyasn1	0.4.5
pyasn1-modules	0.2.3
pydot	1.2.4
pyparsing	2.3.1
python-dateutil	2.7.5
python-gflags	3.0.6
python-snappy	0.5.3
pytz	2018.9
PyVCF	0.6.8
PyYAML	3.13
requests	2.21.0
rsa	4.0
scikit-learn	0.20.2
scipy	1.2.0
setuptools	40.6.3
six	1.12.0
tensorboard	1.12.2
tensorflow	1.13.0rc0
tensorflow-estimator	1.10.12
termcolor	1.1.0
typing	3.6.6
uritemplate	3.0.0
urllib3	1.24.1
Werkzeug	0.14.1
wheel	0.32.1

버전 2.9.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

패키지	버전
absl-py	0.6.1
astor	0.7.1
avro	1.8.2
backports.weakref	1.0.post1
beautifulsoup4	4.5.1
bs4	0.0.1
cachetools	3.0.0
certifi	2018.10.15
chardet	3.0.4
crcmod	1.7
cython	0.28.1
dill	0.2.8.2
docopt	0.6.2
enum34	1.1.6
fastavro	0.21.4
fasteners	0.14.1
funcsigs	1.0.2
future	0.16.0
futures	3.2.0
grpcio	1.15.0
gast	0.2.0
google-api-core	1.5.2
google-api-python-client	1.7.4
google-apitools	0.5.24
google-auth	1.6.1
google-auth-httplib2	0.0.3
google-cloud-bigquery	1.6.0
google-cloud-core	0.28.1
google-cloud-pubsub	0.35.4
google-python-cloud-debugger	1.9
google-resumable-media	0.3.1
googleapis-common-protos	1.5.5
googledatastore	7.0.2
grpc-google-iam-v1	0.11.4
grpcio	1.15.0
guppy	0.1.10
h5py	2.8.0
hdfs	2.1.0
httplib2	0.9.2
idna	2.7
Keras-Applications	1.0.6
Keras-Preprocessing	1.0.5
Markdown	3.0.1
mock	2.0.0
monotonic	1.5
nltk	3.2.1
nose	1.3.7
numpy	1.15.2
oauth2client	3.0.0
pandas	0.23.4
pbr	5.1.1
pillow	3.4.1
pip	18.1
proto-google-cloud-datastore-v1	0.90.4
protobuf	3.6.1
protorpc	0.11.1
pyasn1	0.4.4
pyasn1-modules	0.2.2
pydot	1.2.4
pyparsin	2.3.0
python-dateutil	2.7.5
python-gflags	3.0.6
python-snappy	0.5.3
pytz	2018.4
pyvcf	0.6.8
pyyaml	3.13
requests	2.20.1
rsa	4.0
scikit-learn	0.19.1
scipy	1.1.0
six	1.11.0
tensorboard	1.12.0
tensorflow	1.12.0
termcolor	1.1.0
typing	3.6.1
uritemplate	3.0.0
urllib3	1.24.1
Werkzeug	0.14.1
wheel	0.32.1

버전 2.8.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

패키지	버전
absl-py	0.5.0
astor	0.7.1
avro	1.8.2
backports.weakref	1.0.post1
beautifulsoup4	4.5.1
bs4	0.0.1
cachetools	2.1.0
certifi	2018.8.24
chardet	3.0.4
crcmod	1.7
cython	0.28.1
dill	0.2.8.2
fastavro	0.21.4
fasteners	0.14.1
funcsigs	1.0.2
future	0.16.0
futures	3.2.0
gapic-google-cloud-pubsub-v1	1.15.4
gast	0.2.0
grpcio	1.15.0
google-apitools	0.5.20
google-cloud-bigquery	0.25.0
google-cloud-pubsub	0.26.0
google-python-cloud-debugger	1.9.1
googledatastore	7.0.1
guppy	0.1.10
h5py	2.8.0
hdfs	2.1.0
httplib2	0.9.2
idna	2.7
Keras-Applications	1.0.6
Keras-Preprocessing	1.0.5
mock	2.0.0
monotonic	1.5
nltk	3.2.1
nose	1.3.7
numpy	1.15.2
oauth2client	3.0.0
pandas	0.23.4
pbr	4.3.0
pillow	3.4.1
pip	18.0
ply	3.8
proto-google-cloud-datastore-v1	0.90.4
proto-google-cloud-pubsub-v1	0.15.4
protobuf	3.6.1
protorpc	0.11.1
pyasn1	0.4.4
pyasn1-modules	0.2.2
pydot	1.2.4
pyparsing	2.2.2
python-dateutil	2.7.3
python-gflags	3.0.6
python-snappy	0.5.3
pytz	2018.4
pyvcf	0.6.8
pyyaml	3.12
requests	2.19.1
scikit-learn	0.19.1
scipy	1.1.0
six	1.11.0
tensorflow	1.11.0
termcolor	1.1.0
typing	3.6.1
uritemplate	3.0.0
urllib3	1.23
Werkzeug	0.14.1
wheel	0.32.1

버전 2.7.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

패키지	버전
absl-py	0.2.2
astor	0.7.1
avro	1.8.2
beautifulsoup4	4.5.1
backports.weakref	1.0.post1
bs4	0.0.1
cachetools	2.1.0
certifi	2018.4.16
chardet	3.0.4
crcmod	1.7
cython	0.28.1
dill	0.2.6
docopt	0.6.2
enum34	1.1.6
fastavro	0.19.7
fasteners	0.14.1
funcsigs	1.0.2
future	0.16.0
futures	3.1.1
gapic-google-cloud-pubsub-v1	0.15.4
gast	0.2.0
grpcio	1.10.0
google-apitools	0.5.20
google-cloud-bigquery	0.25.0
google-cloud-pubsub	0.26.0
google-python-cloud-debugger	1.9.1
googledatastore	7.0.1
guppy	0.1.10
hdfs	2.1.0
httplib2	0.9.2
idna	2.6
Markdown	2.6.11
mock	2.0.0
monotonic	1.5
nltk	3.2.1
nose	1.3.7
numpy	1.13.3
oauth2client	4.1.2
pandas	0.18.1
pbr	4.1.0
pillow	3.4.1
pip	10.0.1
ply	3.8
proto-google-cloud-datastore-v1	0.90.4
proto-google-cloud-pubsub-v1	0.15.4
proto-google-cloud-datastore-v1	0.90.4
proto-google-cloud-pubsub-v1	0.15.4
protobuf	3.5.1
protorpc	0.11.1
pyasn1	0.4.3
pyasn1-modules	0.2.2
pydot	1.2.4
pyparsing	2.2.0
python-dateutil	2.7.3
python-gflags	3.0.6
python-snappy	0.5.1
pytz	2018.4
pyvcf	0.6.8
pyyaml	3.12
requests	2.18.4
rsa	3.4.2
scikit-learn	0.19.1
scipy	1.1.0
setuptools	39.1.0
six	1.10.0
tensorboard	1.9.0
tensorflow	1.10.0
termcolor	1.1.0
typing	3.6.1
uritemplate	3.0.0
urllib3	1.22
Werkzeug	0.14.1
wheel	0.29.0

버전 2.6.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

패키지	버전
avro	1.8.2
beautifulsoup4	4.5.1
bs4	0.0.1
crcmod	1.7
cython	0.28.1
dill	0.2.8.2
fastavro	0.21.4
futures	3.2.0
future	0.16.0
google-apitools	0.5.20
google-cloud-bigquery	0.25.0
google-cloud-pubsub	0.26.0
googledatastore	7.0.1
google-python-cloud-debugger	1.9.1
grpcio	1.15.0
guppy	0.1.10
hdfs	2.1.0
httplib2	0.9.2
mock	2.0.0
nltk	3.2.1
nose	1.3.7
numpy	1.14.5
oauth2client	4.1.2
pandas	0.23.3
pillow	3.4.1
protobuf	3.6.1
proto-google-cloud-datastore-v1	0.90.4
proto-google-cloud-pubsub-v1	0.15.4
protorpc	0.11.1
pydot	1.2.4
python-gflags	3.0.6
python-snappy	0.5.3
pytz	2018.4
pyvcf	0.6.8
pyyaml	3.12
requests	2.18.4
scikit-learn	0.19.1
scipy	1.1.0
six	1.10.0
tensorflow	1.10.0
typing	3.6.1
wheel	0.29.0

Dataflow 2.x SDK

자바용 SDK

JAR이 충돌 버전을 사용하는지 확인하려면 프로젝트의 종속 항목 트리를 검사합니다. Maven과 같은 다양한 도구를 사용하여 종속 항목 트리를 생성할 수 있습니다.

pom.xml에서 다음 테이블의 라이브러리에 'latest'를 지정하지 마세요.

버전 2.5.0

자바용 Dataflow SDK 2.5.0에는 다음과 같은 컴파일 및 런타임 종속 항목이 있습니다.

GroupId	ArtifactId	버전
args4j	args4j	2.33
ca.coglinc	javacc-gradle-plugin	2.4.0
com.datastax.cassandra	cassandra-driver-core	3.5.0
com.datastax.cassandra	cassandra-driver-mapping	3.5.0
com.fasterxml.jackson.core	jackson-annotations	2.9.5
com.fasterxml.jackson.core	jackson-core	2.9.5
com.fasterxml.jackson.core	jackson-databind	2.9.5
com.fasterxml.jackson.dataformat	jackson-dataformat-cbor	2.9.5
com.fasterxml.jackson.dataformat	jackson-dataformat-yaml	2.9.5
com.fasterxml.jackson.datatype	jackson-datatype-joda	2.9.5
com.fasterxml.jackson.module	jackson-module-scala_2.11	2.9.5
com.github.ben-manes	gradle-versions-plugin	0.20.0
com.github.jengelman.gradle.plugins	shadow	2.0.4
com.github.kstyrc	embedded-redis	0.6
com.github.stephenc.findbugs	findbugs-annotations	1.3.9-1
com.google.api	gax-grpc	0.20.0
com.google.api-client	google-api-client	1.23.0
com.google.api.grpc	grpc-google-cloud-pubsub-v1	0.1.18
com.google.api.grpc	proto-google-cloud-pubsub-v1	0.1.18
com.google.api.grpc	proto-google-cloud-spanner-admin-database-v1	0.1.9
com.google.api.grpc	proto-google-common-protos	0.1.9
com.google.apis	google-api-services-bigquery	v2-rev374-1.23.0
com.google.apis	google-api-services-clouddebugger	v2-rev233-1.23.0
com.google.apis	google-api-services-cloudresourcemanager	v1-rev477-1.23.0
com.google.apis	google-api-services-dataflow	v1b3-rev221-1.23.0
com.google.apis	google-api-services-pubsub	v1-rev382-1.23.0
com.google.apis	google-api-services-storage	v1-rev124-1.23.0
com.google.auth	google-auth-library-credentials	0.7.1
com.google.auth	google-auth-library-oauth2-http	0.7.1
com.google.cloud	google-cloud-core	1.0.2
com.google.cloud	google-cloud-core-grpc	1.2.0
com.google.cloud	google-cloud-spanner	0.20.0b-beta
com.google.cloud.bigdataoss	gcsio	1.4.5
com.google.cloud.bigdataoss	util	1.4.5
com.google.cloud.bigtable	bigtable-client-core	1.0.0
com.google.cloud.bigtable	bigtable-protos	1.0.0-pre3
com.google.cloud.dataflow	google-cloud-dataflow-java-proto-library-all	0.5.160304
com.google.cloud.datastore	datastore-v1-proto-client	1.4.0
com.google.cloud.datastore	datastore-v1-protos	1.3.0
com.google.code.findbugs	jsr305	3.0.1
com.google.errorprone	error_prone_annotations	2.0.15
com.google.guava	guava	20.0
com.google.guava	guava-testlib	20.0
com.google.http-client	google-http-client	1.23.0
com.google.http-client	google-http-client-jackson2	1.23.0
com.google.protobuf	protobuf-gradle-plugin	0.8.5
com.google.protobuf	protobuf-java	3.2.0
com.google.protobuf	protobuf-java-util	3.2.0
com.googlecode.fmpp-maven-plugin	fmpp-maven-plugin	1.0
com.pholser	junit-quickcheck-core	0.8
com.tdunning	t-digest	3.2
commons-io	commons-io	2.5
commons-lang	commons-lang	2.6
cz.malohlava	visteg	1.0.3
gradle.plugin.org.nosphere.apache	creadur-rat-gradle	0.3.1
io.grpc	grpc-all	1.2.0
io.grpc	grpc-auth	1.2.0
io.grpc	grpc-core	1.2.0
io.grpc	grpc-netty	1.2.0
io.grpc	grpc-protobuf	1.2.0
io.grpc	grpc-stub	1.2.0
io.netty	netty-handler	4.1.8.Final
io.netty	netty-tcnative-boringssl-static	1.1.33.Fork26
io.netty	netty-transport-native-epoll	4.1.8.Final
javax.xml.bind	jaxb-api	2.2.12
joda-time	joda-time	2.4
junit	junit	4.12
net.bytebuddy	byte-buddy	1.8.11
org.apache.activemq	activemq-amqp	5.13.1
org.apache.activemq	activemq-broker	5.13.1
org.apache.activemq	activemq-client	5.13.1
org.apache.activemq	activemq-jaas	5.13.1
org.apache.activemq	activemq-kahadb-store	5.13.1
org.apache.activemq	activemq-mqtt	5.13.1
org.apache.activemq.tooling	activemq-junit	5.13.1
org.apache.apex	apex-common	3.7.0
org.apache.apex	apex-engine	3.7.0
org.apache.apex	malhar-library	3.4.0
org.apache.avro	avro	1.8.2
org.apache.calcite	calcite-core	1.16.0
org.apache.calcite	calcite-linq4j	1.16.0
org.apache.calcite.avatica	avatica-core	1.11.0
org.apache.commons	commons-compress	1.16.1
org.apache.commons	commons-csv	1.4
org.apache.commons	commons-lang3	3.6
org.apache.flink	flink-clients_2.11	1.5.0
org.apache.flink	flink-core	1.5.0
org.apache.flink	flink-java	1.5.0
org.apache.flink	flink-metrics-core	1.5.0
org.apache.flink	flink-runtime_2.11	1.5.0
org.apache.flink	flink-streaming-java_2.11	1.5.0
org.apache.flink	flink-test-utils_2.11	1.5.0
org.apache.gearpump	gearpump-core_2.11	0.8.4
org.apache.gearpump	gearpump-streaming_2.11	0.8.4
org.apache.geronimo.specs	geronimo-jms_1.1_spec	1.1.1
org.apache.hadoop	hadoop-client	2.7.3
org.apache.hadoop	hadoop-common	2.7.3
org.apache.hadoop	hadoop-hdfs	2.7.3
org.apache.hadoop	hadoop-mapreduce-client-core	2.7.3
org.apache.hadoop	hadoop-minicluster	2.7.3
org.apache.kafka	kafka-clients	1.0.0
org.apache.kafka	kafka_2.11	1.0.0
org.apache.logging.log4j	log4j-api	2.6.2
org.apache.logging.log4j	log4j-core	2.6.2
org.apache.parquet	parquet-avro	1.10.0
org.apache.parquet	parquet-common	1.10.0
org.apache.parquet	parquet-hadoop	1.10.0
org.apache.rat	apache-rat-tasks	0.12
org.apache.spark	spark-core_2.11	2.3.1
org.apache.spark	spark-network-common_2.11	2.3.1
org.apache.spark	spark-streaming_2.11	2.3.1
org.apache.tika	tika-core	1.18
org.apache.tika	tika-parsers	1.18
org.codehaus.woodstox	stax2-api	3.1.4
org.codehaus.woodstox	woodstox-core-asl	4.4.1
org.fusesource.hawtbuf	hawtbuf	1.11
org.fusesource.mqtt-client	mqtt-client	1.14
org.hamcrest	hamcrest-core	1.3
org.hamcrest	hamcrest-library	1.3
org.mockito	mockito-core	1.9.5
org.postgresql	postgresql	42.2.2
org.slf4j	slf4j-simple	1.7.25
org.xerial.snappy	snappy-java	1.1.4
redis.clients	jedis	2.9.0
biz.aQute	bndlib	1.43.0
com.alibaba	fastjson	1.2.12
com.amazonaws	amazon-kinesis-client	1.8.8
com.amazonaws	amazon-kinesis-producer	0.12.8
com.amazonaws	aws-java-sdk-cloudwatch	1.11.255
com.amazonaws	aws-java-sdk-core	1.11.319
com.amazonaws	aws-java-sdk-kinesis	1.11.255
com.amazonaws	aws-java-sdk-s3	1.11.319
com.carrotsearch.randomizedtesting	randomizedtesting-runner	2.5.0
com.clearspring.analytics	스트림	2.9.5
com.commercehub.gradle.plugin	gradle-avro-plugin	0.11.0
com.datastax.cassandra	cassandra-driver-core	3.2.0
com.datastax.cassandra	cassandra-driver-mapping	3.2.0
com.diffplug.spotless	spotless-plugin-gradle	3.6.0
com.esotericsoftware.kryo	kryo	2.21
com.google.auto.service	auto-service	1.0-rc2
com.google.auto.value	auto-value	1.5.3
com.google.protobuf	protoc	3.2.0
com.gradle	build-scan-plugin	1.13.1
com.typesafe	config	1.3.0
commons-cli	commons-cli	1.2
commons-codec	commons-codec	1.9
de.flapdoodle.embed	de.flapdoodle.embed.mongo	1.50.1
de.flapdoodle.embed	de.flapdoodle.embed.process	1.50.1
gradle.plugin.com.github.blindpirate	gogradle	0.9
gradle.plugin.com.palantir.gradle.docker	gradle-docker	0.13.0
gradle.plugin.io.pry.gradle.offline_dependencies	gradle-offline-dependencies-plugin	0.3
io.dropwizard.metrics	metrics-core	3.1.2
io.grpc	protoc-gen-grpc-java	1.2.0
io.netty	netty-all	4.1.17.Final
io.spring.gradle	propdeps-plugin	0.0.9.RELEASE
jline	jline	2.14.6
net.java.dev.javacc	javacc	4.0
net.java.dev.jna	jna	4.1.0
net.ltgt.gradle	gradle-apt-plugin	0.13
net.ltgt.gradle	gradle-errorprone-plugin	0.0.13
net.researchgate	gradle-release	2.6.0
org.apache.cassandra	cassandra-all	3.9
org.apache.commons	commons-dbcp2	2.1.1
org.apache.derby	derby	10.12.1.1
org.apache.derby	derbyclient	10.12.1.1
org.apache.derby	derbynet	10.12.1.1
org.apache.hbase	hbase-common	1.2.6
org.apache.hbase	hbase-hadoop-compat	1.2.6
org.apache.hbase	hbase-hadoop2-compat	1.2.6
org.apache.hbase	hbase-server	1.2.6
org.apache.hbase	hbase-shaded-client	1.2.6
org.apache.hbase	hbase-shaded-server	1.2.6
org.apache.hive	hive-cli	2.1.0
org.apache.hive	hive-common	2.1.0
org.apache.hive	hive-exec	2.1.0
org.apache.hive.hcatalog	hive-hcatalog-core	2.1.0
org.apache.httpcomponents	httpasyncclient	4.1.2
org.apache.httpcomponents	httpclient	4.5.2
org.apache.httpcomponents	httpcore	4.4.5
org.apache.httpcomponents	httpcore-nio	4.4.5
org.apache.qpid	proton-j	0.13.1
org.apache.solr	solr-core	5.5.4
org.apache.solr	solr-solrj	5.5.4
org.apache.solr	solr-test-framework	5.5.4
org.apache.zookeeper	zookeeper	3.4.11
org.assertj	assertj-core	2.5.0
org.codehaus.groovy	groovy-all	2.4.13
org.elasticsearch	elasticsearch	5.6.3
org.elasticsearch	elasticsearch-hadoop	5.0.0
org.elasticsearch.client	elasticsearch-rest-client	5.6.3
org.elasticsearch.client	전송	5.0.0
org.elasticsearch.plugin	transport-netty4-client	5.6.3
org.elasticsearch.test	프레임워크	5.6.3
org.freemarker	freemarker	2.3.25-incubating
org.mongodb	mongo-java-driver	3.2.2
org.scala-lang	scala-library	2.11.8
org.slf4j	slf4j-api	1.7.25
org.slf4j	slf4j-jdk14	1.7.25
org.springframework	spring-expression	4.3.5.RELEASE
org.tukaani	xz	1.5
sqlline	sqlline	1.3.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

GroupId	ArtifactId	버전
org.apache.logging.log4j	log4j-to-slf4j	2.5
org.slf4j	jcl-over-slf4j	1.7.14
org.slf4j	log4j-over-slf4j	1.7.14
org.slf4j	slf4j-api	1.7.14
org.slf4j	slf4j-jdk14	1.7.14

버전 2.4.0

자바용 Dataflow SDK 2.4.0에는 다음과 같은 컴파일 및 런타임 종속 항목이 있습니다.

GroupId	ArtifactId	버전
com.fasterxml.jackson.core	jackson-annotations	2.8.9
com.fasterxml.jackson.core	jackson-core	2.8.9
com.fasterxml.jackson.core	jackson-databind	2.8.9
com.github.stephenc.findbugs	findbugs-annotations	1.3.9-1
com.google.api	api-common	1.1.0
com.google.api-client	google-api-client	1.22.0
com.google.api-client	google-api-client-jackson2	1.20.0
com.google.api-client	google-api-client-java6	1.20.0
com.google.api	gax	1.3.1
com.google.api	gax-grpc	0.20.0
com.google.api.grpc	grpc-google-cloud-pubsub-v1	0.1.18
com.google.api.grpc	grpc-google-cloud-spanner-admin-database-v1	0.1.11
com.google.api.grpc	grpc-google-cloud-spanner-admin-instance-v1	0.1.11
com.google.api.grpc	grpc-google-cloud-spanner-v1	0.1.11b
com.google.api.grpc	grpc-google-common-protos	0.1.0
com.google.api.grpc	grpc-google-longrunning-v1	0.1.11
com.google.api.grpc	proto-google-cloud-pubsub-v1	0.1.18
com.google.api.grpc	proto-google-cloud-spanner-admin-database-v1	0.1.9
com.google.api.grpc	proto-google-cloud-spanner-admin-instance-v1	0.1.11
com.google.api.grpc	proto-google-cloud-spanner-v1	0.1.11b
com.google.api.grpc	proto-google-common-protos	0.1.9
com.google.api.grpc	proto-google-iam-v1	0.1.18
com.google.api.grpc	proto-google-longrunning-v1	0.1.11
com.google.apis	google-api-services-bigquery	v2-rev374-1.22.0
com.google.apis	google-api-services-clouddebugger	v2-rev8-1.22.0
com.google.apis	google-api-services-cloudresourcemanager	v1-rev6-1.22.0
com.google.apis	google-api-services-dataflow	v1b3-rev221-1.22.0
com.google.apis	google-api-services-pubsub	v1-rev10-1.22.0
com.google.apis	google-api-services-storage	v1-rev71-1.22.0
com.google.auth	google-auth-library-appengine	0.7.0
com.google.auth	google-auth-library-credentials	0.7.1
com.google.auth	google-auth-library-oauth2-http	0.7.1
com.google.auto	auto-common	0.3
com.google.auto.service	auto-service	1.0-rc2
com.google.cloud.bigdataoss	gcsio	1.4.5
com.google.cloud.bigdataoss	util	1.4.5
com.google.cloud.bigtable	bigtable-client-core	1.0.0
com.google.cloud.bigtable	bigtable-protos	1.0.0-pre3
com.google.cloud.datastore	datastore-v1-proto-client	1.4.0
com.google.cloud.datastore	datastore-v1-protos	1.3.0
com.google.cloud	google-cloud-core	1.0.2
com.google.cloud	google-cloud-core-grpc	1.2.0
com.google.cloud	google-cloud-spanner	0.20.0b-beta
com.google.code.findbugs	jsr305	3.0.1
com.google.code.gson	gson	2.7
com.google.guava	guava	20.0
com.google.http-client	google-http-client	1.22.0
com.google.http-client	google-http-client-jackson	1.22.0
com.google.http-client	google-http-client-jackson2	1.22.0
com.google.http-client	google-http-client-protobuf	1.20.0
com.google.instrumentation	instrumentation-api	0.3.0
com.google.oauth-client	google-oauth-client	1.22.0
com.google.oauth-client	google-oauth-client-java6	1.20.0
com.google.protobuf.nano	protobuf-javanano	3.0.0-alpha-5
com.google.protobuf	protobuf-java	3.2.0
com.google.protobuf	protobuf-java-util	3.2.0
commons-codec	commons-codec	1.3
commons-logging	commons-logging	1.2
com.squareup.okhttp	okhttp	2.5.0
com.squareup.okio	okio	1.6.0
com.thoughtworks.paranamer	paranamer	2.7
io.dropwizard.metrics	metrics-core	3.1.2
io.grpc	grpc-all	1.2.0
io.grpc	grpc-auth	1.2.0
io.grpc	grpc-context	1.2.0
io.grpc	grpc-core	1.2.0
io.grpc	grpc-netty	1.2.0
io.grpc	grpc-okhttp	1.2.0
io.grpc	grpc-protobuf	1.2.0
io.grpc	grpc-protobuf-lite	1.2.0
io.grpc	grpc-protobuf-nano	1.2.0
io.grpc	grpc-stub	1.2.0
io.netty	netty-buffer	4.1.8.Final
io.netty	netty-codec	4.1.8.Final
io.netty	netty-codec-http2	4.1.8.Final
io.netty	netty-codec-http	4.1.8.Final
io.netty	netty-codec-socks	4.1.8.Final
io.netty	netty-common	4.1.8.Final
io.netty	netty-handler	4.1.8.Final
io.netty	netty-handler-proxy	4.1.8.Final
io.netty	netty-resolver	4.1.8.Final
io.netty	netty-tcnative-boringssl-static	1.1.33.Fork18
io.netty	netty-transport	4.1.8.Final
io.netty	netty-transport-native-epoll	linux-x86_64
io.opencensus	opencensus-api	0.7.0
io.opencensus	opencensus-contrib-grpc-util	0.7.0
javax.servlet	javax.servlet-api	3.1.0
joda-time	joda-time	2.4
org.apache.avro	avro	1.8.2
org.apache.beam	beam-model-fn-execution	2.4.0
org.apache.beam	beam-model-job-management	2.4.0
org.apache.beam	beam-model-pipeline	2.4.0
org.apache.beam	beam-runners-core-construction-java	2.4.0
org.apache.beam	beam-runners-core-java	2.4.0
org.apache.beam	beam-runners-google-cloud-dataflow-java	2.4.0
org.apache.beam	beam-runners-java-fn-execution	2.4.0
org.apache.beam	beam-sdks-java-core	2.4.0
org.apache.beam	beam-sdks-java-extensions-google-cloud-platform-core	2.4.0
org.apache.beam	beam-sdks-java-extensions-protobuf	2.4.0
org.apache.beam	beam-sdks-java-io-google-cloud-platform	2.4.0
org.apache.commons	commons-compress	1.8.1
org.apache.httpcomponents	httpclient	4.0.1
org.apache.httpcomponents	httpcore	4.0.1
org.codehaus.jackson	jackson-core-asl	1.9.13
org.codehaus.jackson	jackson-mapper-asl	1.9.13
org.eclipse.jetty	jetty-http	9.2.10.v20150310
org.eclipse.jetty	jetty-io	9.2.10.v20150310
org.eclipse.jetty	jetty-security	9.2.10.v20150310
org.eclipse.jetty	jetty-server	9.2.10.v20150310
org.eclipse.jetty	jetty-servlet	9.2.10.v20150310
org.eclipse.jetty	jetty-util	9.2.10.v20150310
org.json	json	20160810
org.slf4j	slf4j-api	1.7.25
org.slf4j	slf4j-jdk14	1.7.25
org.threeten	threetenbp	1.3.3
org.tukaani	xz	1.5
org.xerial.snappy	snappy-java	1.1.4

또한 Dataflow 작업자는 classpath 앞에 추가된 다음 로깅 JAR로 시작합니다.

GroupId	ArtifactId	버전
org.apache.logging.log4j	log4j-to-slf4j	2.5
org.slf4j	jcl-over-slf4j	1.7.14
org.slf4j	log4j-over-slf4j	1.7.14
org.slf4j	slf4j-api	1.7.14
org.slf4j	slf4j-jdk14	1.7.14

버전 2.3.0

자바용 Dataflow SDK 2.3.0에는 다음과 같은 컴파일 및 런타임 종속 항목이 있습니다.

GroupId	ArtifactId	버전
com.fasterxml.jackson.core	jackson-annotations	2.8.9
com.fasterxml.jackson.core	jackson-core	2.8.9
com.fasterxml.jackson.core	jackson-databind	2.8.9
com.github.stephenc.findbugs	findbugs-annotations	1.3.9-1
com.google.api	api-common	1.1.0
com.google.api-client	google-api-client	1.22.0
com.google.api-client	google-api-client-jackson2	1.20.0
com.google.api-client	google-api-client-java6	1.20.0
com.google.api	gax	1.3.1
com.google.api	gax-grpc	0.20.0
com.google.api.grpc	grpc-google-cloud-pubsub-v1	0.1.18
com.google.api.grpc	grpc-google-cloud-spanner-admin-database-v1	0.1.11
com.google.api.grpc	grpc-google-cloud-spanner-admin-instance-v1	0.1.11
com.google.api.grpc	grpc-google-cloud-spanner-v1	0.1.11
com.google.api.grpc	grpc-google-common-protos	0.1.0
com.google.api.grpc	grpc-google-longrunning-v1	0.1.11
com.google.api.grpc	proto-google-cloud-pubsub-v1	0.1.18
com.google.api.grpc	proto-google-cloud-spanner-admin-database-v1	0.1.9
com.google.api.grpc	proto-google-cloud-spanner-admin-instance-v1	0.1.11
com.google.api.grpc	proto-google-cloud-spanner-v1	0.1.11
com.google.api.grpc	proto-google-common-protos	0.1.9
com.google.api.grpc	proto-google-iam-v1	0.1.18
com.google.api.grpc	proto-google-longrunning-v1	0.1.11
com.google.apis	google-api-services-bigquery	v2-rev355-1.22.0
com.google.apis	google-api-services-clouddebugger	v2-rev8-1.22.0
com.google.apis	google-api-services-cloudresourcemanager	v1-rev6-1.22.0
com.google.apis	google-api-services-dataflow	v1b3-rev221-1.22.0
com.google.apis	google-api-services-pubsub	v1-rev10-1.22.0
com.google.apis	google-api-services-storage	v1-rev71-1.22.0
com.google.auth	google-auth-library-appengine	0.7.0
com.google.auth	google-auth-library-credentials	0.7.1
com.google.auth	google-auth-library-oauth2-http	0.7.1
com.google.auto	auto-common	0.3
com.google.auto.service	auto-service	1.0-rc2
com.google.cloud.bigdataoss	gcsio	1.4.5
com.google.cloud.bigdataoss	util	1.4.5
com.google.cloud.bigtable	bigtable-client-core	1.0.0
com.google.cloud.bigtable	bigtable-protos	1.0.0-pre3
com.google.cloud.datastore	datastore-v1-proto-client	1.4.0
com.google.cloud.datastore	datastore-v1-protos	1.3.0
com.google.cloud	google-cloud-core	1.0.2
com.google.cloud	google-cloud-core-grpc	1.2.0
com.google.cloud	google-cloud-spanner	0.20.0-beta
com.google.code.findbugs	jsr305	3.0.1
com.google.code.gson	gson	2.7
com.google.guava	guava	20.0
com.google.http-client	google-http-client	1.22.0
com.google.http-client	google-http-client-jackson	1.22.0
com.google.http-client	google-http-client-jackson2	1.22.0
com.google.http-client	google-http-client-protobuf	1.20.0
com.google.instrumentation	instrumentation-api	0.3.0
com.google.oauth-client	google-oauth-client	1.22.0
com.google.oauth-client	google-oauth-client-java6	1.20.0
com.google.protobuf.nano	protobuf-javanano	3.0.0-alpha-5
com.google.protobuf	protobuf-java	3.2.0
com.google.protobuf	protobuf-java-util	3.2.0
commons-codec	commons-codec	1.3
commons-logging	commons-logging	1.2
com.squareup.okhttp	okhttp	2.5.0
com.squareup.okio	okio	1.6.0
com.thoughtworks.paranamer	paranamer	2.7
io.dropwizard.metrics	metrics-core	3.1.2
io.grpc	grpc-all	1.2.0
io.grpc	grpc-auth	1.2.0
io.grpc	grpc-context	1.2.0
io.grpc	grpc-core	1.2.0
io.grpc	grpc-netty	1.2.0
io.grpc	grpc-okhttp	1.2.0
io.grpc	grpc-protobuf	1.2.0
io.grpc	grpc-protobuf-lite	1.2.0
io.grpc	grpc-protobuf-nano	1.2.0
io.grpc	grpc-stub	1.2.0
io.netty	netty-buffer	4.1.8.Final
io.netty	netty-codec	4.1.8.Final
io.netty	netty-codec-http2	4.1.8.Final
io.netty	netty-codec-http	4.1.8.Final
io.netty	netty-codec-socks	4.1.8.Final
io.netty	netty-common	4.1.8.Final
io.netty	netty-handler	4.1.8.Final
io.netty	netty-handler-proxy	4.1.8.Final
io.netty	netty-resolver	4.1.8.Final
io.netty	netty-tcnative-boringssl-static	1.1.33.Fork18
io.netty	netty-transport	4.1.8.Final
io.netty	netty-transport-native-epoll	linux-x86_64
io.opencensus	opencensus-api	0.7.0
io.opencensus	opencensus-contrib-grpc-util	0.7.0
javax.servlet	javax.servlet-api	3.1.0
joda-time	joda-time	2.4
org.apache.avro	avro	1.8.2
org.apache.beam	beam-model-fn-execution	2.3.0
org.apache.beam	beam-model-job-management	2.3.0
org.apache.beam	beam-model-pipeline	2.3.0
org.apache.beam	beam-runners-core-construction-java	2.3.0
org.apache.beam	beam-runners-core-java	2.3.0
org.apache.beam	beam-runners-google-cloud-dataflow-java	2.3.0
org.apache.beam	beam-runners-java-fn-execution	2.3.0
org.apache.beam	beam-sdks-java-core	2.3.0
org.apache.beam	beam-sdks-java-extensions-google-cloud-platform-core	2.3.0
org.apache.beam	beam-sdks-java-extensions-protobuf	2.3.0
org.apache.beam	beam-sdks-java-io-google-cloud-platform	2.3.0
org.apache.commons	commons-compress	1.8.1
org.apache.httpcomponents	httpclient	4.0.1
org.apache.httpcomponents	httpcore	4.0.1
org.codehaus.jackson	jackson-core-asl	1.9.13
org.codehaus.jackson	jackson-mapper-asl	1.9.13
org.eclipse.jetty	jetty-http	9.2.10.v20150310
org.eclipse.jetty	jetty-io	9.2.10.v20150310
org.eclipse.jetty	jetty-security	9.2.10.v20150310
org.eclipse.jetty	jetty-server	9.2.10.v20150310
org.eclipse.jetty	jetty-servlet	9.2.10.v20150310
org.eclipse.jetty	jetty-util	9.2.10.v20150310
org.json	json	20160810
org.slf4j	slf4j-api	1.7.25
org.slf4j	slf4j-jdk14	1.7.25
org.threeten	threetenbp	1.3.3
org.tukaani	xz	1.5
org.xerial.snappy	snappy-java	1.1.4

또한 Dataflow 작업자는 classpath 앞에 추가된 다음 로깅 JAR로 시작합니다.

GroupId	ArtifactId	버전
org.apache.logging.log4j	log4j-to-slf4j	2.5
org.slf4j	jcl-over-slf4j	1.7.14
org.slf4j	log4j-over-slf4j	1.7.14
org.slf4j	slf4j-api	1.7.14
org.slf4j	slf4j-jdk14	1.7.14

버전 2.2.0

자바용 Dataflow SDK 2.2.0에는 다음과 같은 컴파일 및 런타임 종속 항목이 있습니다.

GroupId	ArtifactId	버전
com.fasterxml.jackson.core	jackson-annotations	2.8.9
com.fasterxml.jackson.core	jackson-core	2.8.9
com.fasterxml.jackson.core	jackson-databind	2.8.9
com.google.api-client	google-api-client	1.22.0
com.google.api-client	google-api-client-jackson2	1.22.0
com.google.api-client	google-api-client-java6	1.22.0
com.google.api.grpc	grpc-google-cloud-pubsub-v1	0.1.18
com.google.api.grpc	grpc-google-cloud-spanner-admin-database-v1	0.1.11
com.google.api.grpc	grpc-google-cloud-spanner-admin-instance-v1	0.1.11
com.google.api.grpc	grpc-google-cloud-spanner-v1	0.1.11
com.google.api.grpc	grpc-google-common-protos	0.1.9
com.google.api.grpc	grpc-google-longrunning-v1	0.1.11
com.google.api.grpc	proto-google-cloud-pubsub-v1	0.1.18
com.google.api.grpc	proto-google-cloud-spanner-admin-database-v1	0.1.9
com.google.api.grpc	proto-google-cloud-spanner-admin-instance-v1	0.1.11
com.google.api.grpc	proto-google-cloud-spanner-v1	0.1.11
com.google.api.grpc	proto-google-common-protos	0.1.9
com.google.api.grpc	proto-google-iam-v1	0.1.18
com.google.api.grpc	proto-google-longrunning-v1	0.1.11
com.google.apis	google-api-services-bigquery	v2-rev355-1.22.0
com.google.apis	google-api-services-clouddebugger	v2-rev8-1.22.0
com.google.apis	google-api-services-cloudresourcemanager	v1-rev6-1.22.0
com.google.apis	google-api-services-dataflow	v1b3-rev213-1.22.0
com.google.apis	google-api-services-pubsub	v1-rev10-1.22.0
com.google.apis	google-api-services-storage	v1-rev71-1.22.0
com.google.api	api-common	1.0.0-rc2
com.google.api	gax	1.3.1
com.google.api	gax-grpc	0.20.0
com.google.auth	google-auth-library-appengine	0.7.0
com.google.auth	google-auth-library-credentials	0.7.1
com.google.auth	google-auth-library-oauth2-http	0.7.1
com.google.auto.service	auto-service	1.0-rc2
com.google.auto	auto-common	0.3
com.google.cloud.bigdataoss	gcsio	1.4.5
com.google.cloud.bigdataoss	util	1.4.5
com.google.cloud.bigtable	bigtable-client-core	1.0.0-pre3
com.google.cloud.bigtable	bigtable-protos	1.0.0-pre3
com.google.cloud.datastore	datastore-v1-proto-client	1.4.0
com.google.cloud	google-cloud-core	1.0.2
com.google.cloud	google-cloud-core-grpc	1.2.0
com.google.cloud	google-cloud-spanner	0.20.0-beta
com.google.code.findbugs	jsr305	3.0.1
com.google.code.gson	gson	2.7
com.google.errorprone	error_prone_annotations	2.0.15
com.google.guava	guava	20.0
com.google.http-client	google-http-client	1.22.0
com.google.http-client	google-http-client-jackson	1.22.0
com.google.http-client	google-http-client-jackson2	1.22.0
com.google.http-client	google-http-client-protobuf	1.22.0
com.google.instrumentation	instrumentation-api	0.3.0
com.google.oauth-client	google-oauth-client	1.22.0
com.google.oauth-client	google-oauth-client-java6	1.22.0
com.google.protobuf.nano	protobuf-javanano	3.0.0-alpha-5
com.google.protobuf	protobuf-java	3.2.0
com.google.protobuf	protobuf-java-util	3.2.0
commons-codec	commons-codec	1.3
commons-logging	commons-logging	1.2
com.squareup.okhttp	okhttp	2.5.0
com.squareup.okio	okio	1.6.0
com.thoughtworks.paranamer	paranamer	2.7
io.dropwizard.metrics	metrics-core	3.1.2
io.grpc	grpc-all	1.2.0
io.grpc	grpc-auth	1.2.0
io.grpc	grpc-context	1.2.0
io.grpc	grpc-core	1.2.0
io.grpc	grpc-netty	1.2.0
io.grpc	grpc-okhttp	1.2.0
io.grpc	grpc-protobuf	1.2.0
io.grpc	grpc-protobuf-lite	1.2.0
io.grpc	grpc-protobuf-nano	1.2.0
io.grpc	grpc-stub	1.2.0
io.netty	netty-buffer	4.1.8.Final
io.netty	netty-codec	4.1.8.Final
io.netty	netty-codec-http2	4.1.8.Final
io.netty	netty-codec-http	4.1.8.Final
io.netty	netty-codec-socks	4.1.8.Final
io.netty	netty-common	4.1.8.Final
io.netty	netty-handler	4.1.8.Final
io.netty	netty-handler-proxy	4.1.8.Final
io.netty	netty-resolver	4.1.8.Final
io.netty	netty-tcnative-boringssl-static	1.1.33.Fork26
io.netty	netty-transport	4.1.8.Final
joda-time	joda-time	2.4
org.apache.avro	avro	1.8.2
org.apache.beam	beam-sdks-common-runner-api	2.2.0
org.apache.beam	beam-sdks-java-core	2.2.0
org.apache.beam	beam-sdks-java-extensions-google-cloud-platform-core	2.2.0
org.apache.beam	beam-sdks-java-extensions-protobuf	2.2.0
org.apache.beam	beam-sdks-java-io-google-cloud-platform	2.2.0
org.apache.commons	commons-compress	1.14
org.apache.httpcomponents	httpclient	4.0.1
org.apache.httpcomponents	httpcore	4.0.1
org.codehaus.jackson	jackson-core-asl	1.9.13
org.codehaus.jackson	jackson-mapper-asl	1.9.13
org.json	json	20160810
org.slf4j	slf4j-api	1.7.25
org.threeten	threetenbp	1.3.3
org.tukaani	xz	1.5
org.xerial.snappy	snappy-java	1.1.4

또한 Dataflow 작업자는 classpath 앞에 추가된 다음 로깅 JAR로 시작합니다.

GroupId	ArtifactId	버전
org.apache.logging.log4j	log4j-to-slf4j	2.5
org.slf4j	jcl-over-slf4j	1.7.14
org.slf4j	log4j-over-slf4j	1.7.14
org.slf4j	slf4j-api	1.7.14
org.slf4j	slf4j-jdk14	1.7.14

버전 2.1.0

자바용 Dataflow SDK 2.1.0에는 다음과 같은 컴파일 및 런타임 종속 항목이 있습니다.

GroupId	ArtifactId	버전
com.fasterxml.jackson.core	jackson-annotations	2.8.8
com.fasterxml.jackson.core	jackson-core	2.8.8
com.fasterxml.jackson.core	jackson-databind	2.8.8
com.google.api-client	google-api-client	1.22.0
com.google.api-client	google-api-client-jackson2	1.20.0
com.google.api-client	google-api-client-java6	1.20.0
com.google.api.grpc	grpc-google-cloud-spanner-admin-database-v1	0.1.11
com.google.api.grpc	grpc-google-cloud-spanner-admin-instance-v1	0.1.11
com.google.api.grpc	grpc-google-cloud-spanner-v1	0.1.11
com.google.api.grpc	grpc-google-common-protos	0.1.0
com.google.api.grpc	grpc-google-iam-v1	0.1.0
com.google.api.grpc	grpc-google-longrunning-v1	0.1.11
com.google.api.grpc	grpc-google-pubsub-v1	0.1.0
com.google.api.grpc	proto-google-cloud-spanner-admin-database-v1	0.1.9
com.google.api.grpc	proto-google-cloud-spanner-admin-instance-v1	0.1.11
com.google.api.grpc	proto-google-cloud-spanner-v1	0.1.11
com.google.api.grpc	proto-google-common-protos	0.1.9
com.google.api.grpc	proto-google-iam-v1	0.1.11
com.google.api.grpc	proto-google-longrunning-v1	0.1.11
com.google.apis	google-api-services-bigquery	v2-rev295-1.22.0
com.google.apis	google-api-services-clouddebugger	v2-rev8-1.22.0
com.google.apis	google-api-services-cloudresourcemanager	v1-rev6-1.22.0
com.google.apis	google-api-services-dataflow	v1b3-rev196-1.22.0
com.google.apis	google-api-services-pubsub	v1-rev10-1.22.0
com.google.apis	google-api-services-storage	v1-rev71-1.22.0
com.google.api	api-common	1.1.0
com.google.api	gax	1.3.1
com.google.api	gax-grpc	0.20.0
com.google.auth	google-auth-library-appengine	0.6.1
com.google.auth	google-auth-library-credentials	0.7.1
com.google.auth	google-auth-library-oauth2-http	0.7.1
com.google.auto.service	auto-service	1.0-rc2
com.google.auto	auto-common	0.3
com.google.cloud.bigdataoss	gcsio	1.4.5
com.google.cloud.bigdataoss	util	1.4.5
com.google.cloud.bigtable	bigtable-client-core	0.9.7.1
com.google.cloud.bigtable	bigtable-protos	0.9.7.1
com.google.cloud.datastore	datastore-v1-proto-client	1.4.0
com.google.cloud.datastore	datastore-v1-protos	1.3.0
com.google.cloud	google-cloud-core	1.0.2
com.google.cloud	google-cloud-core-grpc	1.2.0
com.google.cloud	google-cloud-spanner	0.20.0-beta
com.google.code.findbugs	jsr305	3.0.1
com.google.code.gson	gson	2.7
com.google.guava	guava	20.0
com.google.http-client	google-http-client	1.22.0
com.google.http-client	google-http-client-jackson	1.22.0
com.google.http-client	google-http-client-jackson2	1.22.0
com.google.http-client	google-http-client-protobuf	1.20.0
com.google.instrumentation	instrumentation-api	0.3.0
com.google.oauth-client	google-oauth-client	1.22.0
com.google.oauth-client	google-oauth-client-java6	1.20.0
com.google.protobuf.nano	protobuf-javanano	3.0.0-alpha-5
com.google.protobuf	protobuf-java	3.2.0
com.google.protobuf	protobuf-java-util	3.2.0
commons-codec	commons-codec	1.3
commons-logging	commons-logging	1.2
com.squareup.okhttp	okhttp	2.5.0
com.squareup.okio	okio	1.6.0
com.thoughtworks.paranamer	paranamer	2.7
io.dropwizard.metrics	metrics-core	3.1.2
io.grpc	grpc-all	1.2.0
io.grpc	grpc-auth	1.2.0
io.grpc	grpc-context	1.2.0
io.grpc	grpc-core	1.2.0
io.grpc	grpc-netty	1.2.0
io.grpc	grpc-okhttp	1.2.0
io.grpc	grpc-protobuf	1.2.0
io.grpc	grpc-protobuf-lite	1.2.0
io.grpc	grpc-protobuf-nano	1.2.0
io.grpc	grpc-stub	1.2.0
io.netty	netty-buffer	4.1.8.Final
io.netty	netty-codec	4.1.8.Final
io.netty	netty-codec-http2	4.1.8.Final
io.netty	netty-codec-http	4.1.8.Final
io.netty	netty-codec-socks	4.1.8.Final
io.netty	netty-common	4.1.8.Final
io.netty	netty-handler	4.1.8.Final
io.netty	netty-handler-proxy	4.1.8.Final
io.netty	netty-resolver	4.1.8.Final
io.netty	netty-tcnative-boringssl-static	1.1.33.Fork18
io.netty	netty-transport	4.1.8.Final
io.netty	netty-transport-native-epoll	linux-x86_64:4.1.8.Final
javax.servlet	javax.servlet-api	3.1.0
joda-time	joda-time	2.4
org.apache.avro	avro	1.8.1
org.apache.beam	beam-runners-core-construction-java	2.1.0
org.apache.beam	beam-runners-core-java	2.1.0
org.apache.beam	beam-runners-google-cloud-dataflow-java	2.1.0
org.apache.beam	beam-sdks-common-fn-api	2.1.0
org.apache.beam	beam-sdks-common-runner-api	2.1.0
org.apache.beam	beam-sdks-java-core	2.1.0
org.apache.beam	beam-sdks-java-extensions-google-cloud-platform-core	2.1.0
org.apache.beam	beam-sdks-java-extensions-protobuf	2.1.0
org.apache.beam	beam-sdks-java-harness	2.1.0
org.apache.beam	beam-sdks-java-io-google-cloud-platform	2.1.0
org.apache.commons	commons-compress	1.8.1
org.apache.httpcomponents	httpclient	4.0.1
org.apache.httpcomponents	httpcore	4.0.1
org.codehaus.jackson	jackson-core-asl	1.9.13
org.codehaus.jackson	jackson-mapper-asl	1.9.13
org.eclipse.jetty	jetty-http	9.2.10.v20150310
org.eclipse.jetty	jetty-io	9.2.10.v20150310
org.eclipse.jetty	jetty-security	9.2.10.v20150310
org.eclipse.jetty	jetty-server	9.2.10.v20150310
org.eclipse.jetty	jetty-servlet	9.2.10.v20150310
org.eclipse.jetty	jetty-util	9.2.10.v20150310
org.json	json	20160810
org.slf4j	slf4j-api	1.7.14
org.slf4j	slf4j-jdk14	1.7.14
org.threeten	threetenbp	1.3.3
org.tukaani	xz	1.5
org.xerial.snappy	snappy-java	1.1.4-M3

또한 Dataflow 작업자는 classpath 앞에 추가된 다음 로깅 JAR로 시작합니다.

GroupId	ArtifactId	버전
org.apache.logging.log4j	log4j-to-slf4j	2.5
org.slf4j	jcl-over-slf4j	1.7.14
org.slf4j	log4j-over-slf4j	1.7.14
org.slf4j	slf4j-api	1.7.14
org.slf4j	slf4j-jdk14	1.7.14

Python용 SDK

버전 2.5.0

Python용 Dataflow SDK 2.5.0에는 다음과 같은 종속 항목이 있습니다.

패키지	버전
avro	>=1.8.1, <2.0.0
crcmod	>=1.7, <2.0
dill	0.2.6
future	>=0.16.0, <1.0.0
futures	>=3.1.1, <4.0.0
google-apitools	>=0.5.18, <=0.5.20
google-cloud-pubsub	0.26.0
google-cloud-bigquery	0.25.0
googledatastore	7.0.1
grpcio	>=1.8, <2.0
hdfs	>=2.1.0, <3.0.0
httplib2	>=0.8, <0.10
mock	>=1.0.1, <3.0.0
nose	>=1.3.7
oauth2client	>=2.0.1, <5.0.0
proto-google-cloud-datastore-v1	>=0.90.0, <=0.90.4
proto-google-cloud-pubsub-v1	0.15.4
protobuf	>=3.5.0.post1, <4
pyhamcrest	>=1.9, <2.0
pytz	>=2018.3
pyvcf	>=0.6.8, <0.7.0
pyyaml	>=3.12, <4.0.0
six	>=1.9, <1.12
typing	>=3.6.0, <3.7.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

패키지	버전
avro	1.8.2
beautifulsoup4	4.5.1
bs4	0.0.1
crcmod	1.7
cython	0.28.1
dill	0.2.6
future	0.16.0
futures	3.1.1
grpcio	1.10.0
google-apitools	0.5.20
google-cloud-bigquery	0.25.0
google-cloud-pubsub	0.26.0
google-python-cloud-debugger	1.9.1
googledatastore	7.0.1
guppy	0.1.10
hdfs	2.1.0
httplib2	0.9.2
mock	2.0.0
nltk	3.2.1
nose	1.3.7
numpy	1.13.3
oauth2client	4.1.2
pandas	0.18.1
pillow	3.4.1
proto-google-cloud-datastore-v1	0.90.4
proto-google-cloud-pubsub-v1	0.15.4
protobuf	3.5.1
protorpc	0.11.1
python-gflags	3.0.6
python-snappy	0.5.1
pytz	2018.4
pyvcf	0.6.8
pyyaml	3.12
requests	2.18.4
scikit-learn	0.19.1
scipy	1.0.0
six	1.10.0
tensorflow	1.8.0
typing	3.6.1
wheel	0.29.0

버전 2.4.0

Python용 Dataflow SDK 2.4.0에는 다음과 같은 종속 항목이 있습니다.

패키지	버전
avro	>=1.8.1, <2.0.0
crcmod	>=1.7, <2.0
dill	0.2.6
futures	>=3.1.1, <4.0.0
google-apitools	>=0.5.18, <=0.5.20
google-cloud-pubsub	0.26.0
google-cloud-bigquery	0.25.0
googledatastore	7.0.1
grpcio	>=1.0, <2.0
hdfs	>=2.1.0, <3.0.0
httplib2	>=0.8, <0.10
mock	>=1.0.1, <3.0.0
nose	>=1.0
oauth2client	>=2.0.1, <5.0.0
proto-google-cloud-datastore-v1	>=0.90.0, <=0.90.4
protobuf	>=3.5.0.post1, <4
pyhamcrest	>=1.9, <2.0
pyvcf	>=0.6.8, <0.7.0
pyyaml	>=3.12, <4.0.0
six	>=1.9, <1.12
typing	>=3.6.0, <3.7.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

패키지	버전
avro	1.8.2
beautifulsoup4	4.5.1
bs4	0.0.1
crcmod	1.7
cython	0.27.3
dill	0.2.6
futures	3.1.1
grpcio	1.3.0
google-apitools	0.5.20
google-cloud-bigquery	0.25.0
google-cloud-pubsub	0.26.0
google-python-cloud-debugger	1.9.1
googledatastore	7.0.1
guppy	0.1.10
hdfs3	0.3.0
httplib2	0.9.2
mock	2.0.0
nltk	3.2.1
nose	1.3.7
numpy	1.13.3
oauth2client	4.1.2
pandas	0.18.1
pillow	3.4.1
proto-google-cloud-datastore-v1	0.90.4
protobuf	3.5.1
protorpc	0.11.1
python-gflags	3.0.6
python-snappy	0.5.1
pyvcf	0.6.8
pyyaml	3.12
requests	2.18.4
scikit-learn	0.19.1
scipy	1.0.0
six	1.10.0
tensorflow	1.6.0
typing	3.6.1
wheel	0.29.0

버전 2.3.0

Python용 Dataflow SDK 2.3.0에는 다음과 같은 종속 항목이 있습니다.

패키지	버전
avro	>=1.8.1, <2.0.0
crcmod	>=1.7, <2.0
dill	0.2.6
futures	>=3.1.1, <4.0.0
google-apitools	>=0.5.18, <=0.5.20
google-cloud-pubsub	0.26.0
google-cloud-bigquery	0.25.0
googledatastore	7.0.1
grpcio	>=1.0, <2.0
hdfs2	>=0.3.0, <4.0.0
httplib2	>=0.8, <0.10
mock	>=1.0.1, <3.0.0
nose	>=1.0
oauth2client	>=2.0.1, <5.0.0
proto-google-cloud-datastore-v1	>=0.90.0, <=0.90.4
protobuf	>=3.5.0.post1, <4
pyhamcrest	>=1.9, <2.0
pyvcf	>=0.6.8, <0.7.0
pyyaml	>=3.12, <4.0.0
six	>=1.9, <1.11
typing	>=3.6.0, <3.7.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다. 참고: 이 버전에서는 Dataflow 작업자 컨테이너 OS가 Debian 8에서 Debian 9로 업그레이드되었습니다.

패키지	버전
avro	1.8.2
beautifulsoup4	4.5.1
bs4	0.0.1
crcmod	1.7
cython	0.27.3
dill	0.2.6
futures	3.1.1
grpcio	1.3.0
google-apitools	0.5.20
google-cloud-bigquery	0.25.0
google-cloud-pubsub	0.26.0
google-python-cloud-debugger	1.9.1
googledatastore	7.0.1
guppy	0.1.10
hdfs3	0.3.0
httplib2	0.9.2
mock	2.0.0
nltk	3.2.1
nose	1.3.7
numpy	1.13.3
oauth2client	4.1.2
pandas	0.18.1
pillow	3.4.1
proto-google-cloud-datastore-v1	0.90.4
protobuf	3.5.1
protorpc	0.11.1
python-gflags	3.0.6
python-snappy	0.5.1
pyvcf	0.6.8
pyyaml	3.12
requests	2.18.4
scikit-learn	0.19.1
scipy	1.0.0
six	1.10.0
tensorflow	1.5.0
typing	3.6.1
wheel	0.29.0

버전 2.2.0

Python용 Dataflow SDK 2.2.0에는 다음과 같은 종속 항목이 있습니다.

패키지	버전
avro	>=1.8.1, <2.0.0
crcmod	>=1.7, <2.0
dill	0.2.6
google-apitools	>=0.5.10, <=0.5.11
google-cloud-pubsub	0.26.0
google-cloud-bigquery	0.25.0
googledatastore	7.0.1
grpcio	>=1.0, <2.0
httplib2	>=0.8, <0.10
mock	>=1.0.1, <3.0.0
nose	>=1.0
oauth2client	>=2.0.1, <4.0.0
proto-google-cloud-datastore-v1	>=0.90.0, <=0.90.4
protobuf	>=3.2.0, <=3.3.0
pyhamcrest	>=1.9, <2.0
pyyaml	>=3.12, <4.0.0
six	>=1.9, <1.11
typing	>=3.6.0, <3.7.0

Dataflow 작업자에는 다음 패키지가 이미 설치되어 있습니다.

패키지	버전
avro	1.8.2
beautifulsoup4	4.5.1
bs4	0.0.1
crcmod	1.7
cython	0.27.2
dill	0.2.6
grpcio	0.3.0
google-apitools	0.5.11
google-cloud-bigquery	0.25.0
google-cloud-pubsub	0.26.0
google-python-cloud-debugger	1.9.1
googledatastore	7.0.1
guppy	0.1.10
httplib2	0.9.2
mock	2.0.0
nltk	3.2.1
nose	1.3.7
numpy	1.13.3
oauth2client	3.0.0
pandas	0.18.1
pillow	3.4.1
proto-google-cloud-datastore-v1	0.90.4
protobuf	3.3.0
protorpc	0.11.1
python-gflags	3.0.6
python-snappy	0.5.1
pyyaml	3.12
requests	2.18.4
scikit-learn	0.17.1
scipy	1.0.0
six	1.10.0
tensorflow	1.4.0
typing	3.6.1
wheel	0.29.0

Dataflow 1.x SDK

자바용 SDK

버전 1.9.1

자바용 Dataflow SDK 1.9.1에는 다음과 같은 컴파일 및 런타임 종속 항목이 있습니다.

GroupId	ArtifactId	버전
com.fasterxml.jackson.core	jackson-annotations	2.7.0
com.fasterxml.jackson.core	jackson-core	2.7.0
com.fasterxml.jackson.core	jackson-databind	2.7.0
com.google.api-client	google-api-client-jackson2	1.22.0
com.google.api-client	google-api-client-java6	1.22.0
com.google.api-client	google-api-client	1.22.0
com.google.api.grpc	grpc-core-proto	0.0.3
com.google.api.grpc	grpc-pubsub-v1	0.0.2
com.google.apis	google-api-services-bigquery	v2-rev295-1.22.0
com.google.apis	google-api-services-clouddebugger	v2-rev8-1.22.0
com.google.apis	google-api-services-dataflow	v1b3-rev36-1.22.0
com.google.apis	google-api-services-datastore-protobuf	v1beta2-rev1-4.0.0
com.google.apis	google-api-services-pubsub	v1-rev10-1.22.0
com.google.apis	google-api-services-storage	v1-rev71-1.22.0
com.google.auth	google-auth-library-credentials	0.4.0
com.google.auth	google-auth-library-oauth2-http	0.4.0
com.google.auto.service	auto-service	1.0-rc2
com.google.auto	auto-common	0.3
com.google.cloud.bigdataoss	gcsio	1.4.5
com.google.cloud.bigdataoss	util	1.4.5
com.google.cloud.bigtable	bigtable-protos	0.3.0
com.google.cloud.datastore	datastore-v1-proto-client	1.1.0
com.google.cloud.datastore	datastore-v1-protos	1.0.1
com.google.code.findbugs	jsr305	3.0.1
com.google.http-client	google-http-client-jackson	1.22.0
com.google.http-client	google-http-client-jackson2	1.22.0
com.google.http-client	google-http-client-protobuf	1.22.0
com.google.oauth-client	google-oauth-client-java6	1.22.0
com.google.oauth-client	google-oauth-client	1.22.0
com.google.protobuf.nano	protobuf-javanano	3.0.0-alpha-5
com.google.protobuf	protobuf-java	3.0.0-beta-1
com.squareup.okhttp	okhttp	2.5.0
com.squareup.okio	okio	1.6.0
com.thoughtworks.paranamer	paranamer	2.3
commons-codec	commons-codec	1.3
commons-logging	commons-logging	1.1.1
io.grpc	grpc-all	0.13.1
io.grpc	grpc-auth	0.13.1
io.grpc	grpc-core	0.13.1
io.grpc	grpc-netty	0.13.1
io.grpc	grpc-okhttp	0.13.1
io.grpc	grpc-protobuf-nano	0.13.1
io.grpc	grpc-protobuf	0.13.1
io.grpc	grpc-stub	0.13.1
io.netty	netty-buffer	4.1.0.CR1
io.netty	netty-codec-http	4.1.0.CR1
io.netty	netty-codec-http2	4.1.0.CR1
io.netty	netty-codec	4.1.0.CR1
io.netty	netty-common	4.1.0.CR1
io.netty	netty-handler	4.1.0.CR1
io.netty	netty-resolver	4.1.0.CR1
io.netty	netty-transport	4.1.0.CR1
joda-time	joda-time	2.4
org.apache.avro	avro	1.7.7
org.apache.commons	commons-compress	1.9
org.apache.httpcomponents	httpclient	4.0.1
org.apache.httpcomponents	httpcore	4.0.1
org.codehaus.jackson	jackson-core-asl	1.9.13
org.codehaus.jackson	jackson-mapper-asl	1.9.13
org.codehaus.woodstox	stax2-api	3.1.4
org.codehaus.woodstox	woodstox-core-asl	4.4.1
org.slf4j	slf4j-api	1.7.14
org.tukaani	xz	1.5
org.xerial.snappy	snappy-java	1.1.2.1

또한 Dataflow 작업자는 classpath 앞에 추가된 다음 로깅 JAR로 시작합니다.

GroupId	ArtifactId	버전
org.apache.logging.log4j	log4j-to-slf4j	2.5
org.slf4j	jcl-over-slf4j	1.7.14
org.slf4j	log4j-over-slf4j	1.7.14
org.slf4j	slf4j-api	1.7.14
org.slf4j	slf4j-jdk14	1.7.14