SQL Server 빅 데이터 클러스터 CU14 릴리스 정보

  • 아티클

적용 대상: SQL Server 2019(15.x)

다음 릴리스 정보는 SQL Server 2019 빅 데이터 클러스터 CU14(누적 업데이트 14)에 적용됩니다.

CU14 변경 내용 및 새로운 기능

Warning

누적 업데이트 14에서는 업그레이드 순서가 중요합니다. Kubernetes 클러스터를 버전 1.21로 업그레이드하기 전에 빅 데이터 클러스터를 CU14로 업그레이드하세요. 이 순서로 업그레이드하지 않으면 Kubernetes 버전 1.21에서 CU14로 CU13 클러스터 업그레이드가 완료되지 않습니다. 이 경우 Kubernetes 버전 1.20으로 되돌리면 문제가 해결됩니다.
이는 Kubernetes API 1.21 클러스터에서 SQL Server 빅 데이터 클러스터 CU14의 새 배포에는 영향을 미치지 않습니다.

SQL Server 빅 데이터 클러스터 CU14에는 다음과 같은 중요한 변경 내용 및 기능이 포함되어 있습니다.

SQL Server 엔진 변경에 대한 자세한 내용은 공식 SQL Server CU14 기술 자료 문서를 확인하세요.

CU14에 대해 테스트된 구성

SQL Server 빅 데이터 클러스터 CU14는 다음 환경 조합에서 테스트되었습니다.

컨테이너 OS Kubernetes API 런타임 데이터 스토리지 로그 스토리지
Ubuntu 20.04 LTS 1.21 containerd 1.4.6
CRI-O 1.20.4		 블록 전용 블록 전용

SQL Server 빅 데이터 클러스터에 대한 참조 아키텍처 백서는 다음 페이지에서 찾을 수 있습니다.

시스템 환경

  • 운영 체제: Ubuntu 20.04.5 LTS
  • SQL Server: 15.0.4188.2
    • Java: Azul Zulu JRE 11.0.9.1
    • Python: 3.7.2(miniconda 4.5.12)
    • R: Microsoft R 3.5.2
  • Microsoft Spark 런타임 2021.1
    • Spark: 3.1.2
    • Delta Lake: 1.0.0
    • Java: Azul Zulu JRE 1.8.0_275
    • Scala: 2.12
    • Python: 3.8(miniforge 4.9)
    • R: Microsoft R 3.5.2
    • Spark SQL 커넥터: 1.2.0

포함된 OSS 구성 요소 버전

구성 요소 버전
collectd 5.12.0
InfluxDB 1.8.3
Elasticsearch 7.9.1
opendistro-elasticsearch-security 1.10.1.0
Fluent Bit 1.6.3
Grafana 7.3.6
Hadoop
HDFS DataNode
HDFS NameNode		 3.1
Hive(메타스토어) 2.3
Kibana 7.9.1
Knox 1.4.0
Livy 0.7
Openresty(Nginx) 1.17.8-2
Spark 3.1.2
Telegraf 1.16.1
ZooKeeper 3.5.8

Apache Spark 릴리스 2021.1용 런타임(BDC.3.2021.1) - 설치된 Python 라이브러리

라이브러리 버전 라이브러리 버전 라이브러리 버전
_libgcc_mutex 0.1 keras-applications 1.0.8 python 3.8.10
_openmp_mutex 4.5. keras-preprocessing 1.1.2 pytorch 1.8.1
_py-xgboost-mutex 2 keras2onnx 1.6.5 pyqt 5.12.3
abseil-cpp 20210324 kiwisolver 1.3.1 pyqt-impl 5.12.3
absl-py 0.13.0 koalas 1.8.0 pyqt5-sip 4.19.18
adal 1.2.7 krb5 1.19.1 pyqtchart 5.12
adlfs 0.7.7 lcms2 2.12 pyqtwebengine 5.12.1
aiohttp 3.7.4.post0 ld_impl_linux-64 2.36.1 pysocks 1.7.1
alsa-lib 1.2.3 lerc 2.2.1 python-dateutil 2.8.1
appdirs 1.4.4 liac-arff 2.5.0 python-flatbuffers 1.12
arrow-cpp 3.0.0 libaec 1.0.5 python_abi 3.8
astor 0.8.1 libblas 3.9.0 pytz 2021.1
astunparse 1.6.3 libbrotlicommon 1.0.9 pyu2f 0.1.5
async-timeout 3.0.1 libbrotlidec 1.0.9 pywavelets 1.1.1
attrs 21.2.0 libbrotlienc 1.0.9 pyyaml 5.4.1
aws-c-cal 0.5.11 libcblas 3.9.0 pyzmq 22.1.0
aws-c-common 0.6.2 libclang 11.1.0 qt 5.12.9
aws-c-event-stream 0.2.7 libcurl 7.77.0 re2 2021.04.01
aws-c-io 0.10.5 libdeflate 1.7 readline 8.1
aws-checksums 0.1.11 libedit 3.1.20210216 regex 2021.7.6
aws-sdk-cpp 1.8.186 libev 4.33 requests 2.25.1
azure-datalake-store 0.0.51 libevent 2.1.10 requests-oauthlib 1.3.0
azure-identity 2021.03.15b1 libffi 3.3 retrying 1.3.3
azure-storage-blob 12.8.1 libgcc-ng 9.3.0 rsa 4.7.2
backcall 0.2.0 libgfortran-ng 9.3.0 ruamel_yaml 0.15.100
backports 1 libgfortran5 9.3.0 s2n 1.0.10
backports.functools_lru_cache 1.6.4 libglib 2.68.3 salib 1.3.11
beautifulsoup4 4.9.3 libiconv 1.16 scikit-image 0.18.1
blas 2.109 liblapack 3.9.0 scikit-learn 0.23.2
blas-devel 3.9.0 liblapacke 3.9.0 scipy 1.5.3
blinker 1.4 libllvm10 10.0.1 seaborn 0.11.1
blosc 1.21.0 libllvm11 11.1.0 seaborn-base 0.11.1
bokeh 2.3.2 libnghttp2 1.43.0 setuptools 49.6.0
brotli 1.0.9 libogg 1.3.5 shap 0.39.0
brotli-bin 1.0.9 libopus 1.3.1 six 1.16.0
brotli-python 1.0.9 libpng 1.6.37 skl2onnx 1.8.0.1
brotlipy 0.7.0 libpq 13.3 sklearn-pandas 2.2.0
brunsli 0.1 libprotobuf 3.15.8 slicer 0.0.7
bzip2 1.0.8 libsodium 1.0.18 smart_open 5.1.0
c-ares 1.17.1 libssh2 1.9.0 smmap 3.0.5
ca-certificates 2021.7.5 libstdcxx-ng 9.3.0 snappy 1.1.8
cachetools 4.2.2 libthrift 0.14.1 soupsieve 2.2.1
cairo 1.16.0 libtiff 4.2.0 sqlite 3.36.0
certifi 2021.5.30 libutf8proc 2.6.1 statsmodels 0.12.2
cffi 1.14.5 libuuid 2.32.1 tabulate 0.8.9
chardet 4.0.0 libuv 1.41.1 tenacity 7.0.0
charls 2.2.0 libvorbis 1.3.7 tensorboard 2.4.1
에서 8.0.1 libwebp-base 1.2.0 tensorboard-plugin-wit 1.8.0
cloudpickle 1.6.0 libxcb 1.14 tensorflow 2.6.0
conda 4.9.2 libxgboost 1.4.0 tensorflow-base 2.6.0
conda-package-handling 1.7.3 libxkbcommon 1.0.3 tensorflow-estimator 2.6.0
configparser 5.0.2 libxml2 2.9.12 termcolor 1.1.0
암호화 3.4.7 libzopfli 1.0.3 textblob 0.15.3
cudatoolkit 11.1.1 lightgbm 3.2.1 threadpoolctl 2.1.0
cycler 0.10.0 lime 0.2.0.1 tifffile 2021.4.8
cython 0.29.23 llvm-openmp 11.1.0 tk 8.6.10
cytoolz 0.11.0 llvmlite 0.36.0 toolz 0.11.1
대시 1.20.0 locket 0.2.1 tornado 6.1
dash-core-components 1.16.0 lz4-c 1.9.3 tqdm 4.61.2
dash-html-components 1.1.3 markdown 3.3.4 traitlets 5.0.5
dash-renderer 1.9.1 markupsafe 2.0.1 typing-extensions 3.10.0.0
dash-table 4.11.3 matplotlib 3.4.2 typing_extensions 3.10.0.0
dash_cytoscape 0.2.0 matplotlib-base 3.4.2 unixodbc 2.3.9
dask-core 2021.6.2 matplotlib-inline 0.1.2 urllib3 1.26.7
databricks-cli 0.12.1 mkl 2021.2.0 wcwidth 0.2.5
dataclasses 0.8 mkl-devel 2021.2.0 webencodings 0.5.1
dbus 1.13.18 mkl-include 2021.2.0 werkzeug 2.0.1
debugpy 1.3.0 mleap 0.17.0 wheel 0.36.2
decorator 4.4.2 mlflow-skinny 1.18.0 wrapt 1.12.1
dill 0.3.4 msal 2021.06.08 xgboost 1.4.0
entrypoints 0.3 msal-extensions 2021.06.08 xorg-kbproto 1.0.7
et_xmlfile 1.1.0 msrest 2021.06.01 xorg-libice 1.0.10
expat 2.4.1 multidict 5.1.0 xorg-libsm 1.2.3
fire 0.4.0 mysql-common 8.0.25 xorg-libx11 1.7.2
flask 2.0.1 mysql-libs 8.0.25 xorg-libxext 1.3.4
flask-compress 1.10.1 ncurses 6.2 xorg-libxrender 0.9.10
fontconfig 2.13.1 networkx 2.5.1 xorg-renderproto 0.11.1
freetype 2.10.4 ninja 1.10.2 xorg-xextproto 7.3.0
fsspec 2021.6.1 nltk 3.6.5 xorg-xproto 7.0.31
future 0.18.2 nspr 4.3 xz 5.2.5
gast 0.3.3 nss 3.67 yaml 0.2.5
gensim 3.8.3 numba 0.53.1 yarl 1.6.3
geographiclib 1.52 numpy 1.19.4 zeromq 4.3.4
geopy 2.1.0 oauthlib 3.1.1 zfp 0.5.5
gettext 0.21.0 olefile 0.46 zipp 3.5.0
gevent 21.1.2 onnx 1.9.0 zlib 1.2.11
gflags 2.2.2 onnxconverter-common 1.7.0 zope.event 4.5.0
giflib 5.2.1 onnxmltools 1.7.0 zope.interface 5.4.0
gitdb 4.0.7 onnxruntime 1.7.2 zstd 1.4.9
gitpython 3.1.18 openjpeg 2.4.0 azure-common 1.1.27
glib 2.68.3 openpyxl 3.0.7 azure-core 1.16.0
glib-tools 2.68.3 openssl 1.1.1k azure-graphrbac 0.61.1
glog 0.5.0 opt_einsum 3.3.0 azure-mgmt-authorization 0.61.0
gobject-introspection 1.68.0 orc 1.6.7 azure-mgmt-containerregistry 8.0.0
google-auth 1.32.1 패키징 21 azure-mgmt-core 1.3.0
google-auth-oauthlib 0.4.1 pandas 1.2.3 azure-mgmt-keyvault 2.2.0
google-pasta 0.2.0 parquet-cpp 1.5.1 azure-mgmt-resource 13.0.0
greenlet 1.1.0 parso 0.8.2 azure-mgmt-storage 11.2.0
grpc-cpp 1.37.1 partd 1.2.0 azureml-core 1.29.0.post1
grpcio 1.37.1 patsy 0.5.1 azureml.mlflow 1.29.0
gst-plugins-base 1.18.4 pcre 8.45 backports-tempfile 1
gstreamer 1.18.4 pexpect 4.8.0 backports-weakref 1.0.post1
h5py 2.10.0 pickleshare 0.7.5 contextlib2 0.6.0.post1
hdf5 1.10.6 pillow 8.3.2 docker 4.4.4
html5lib 1.1 pip 21.1.1 jeepney 0.6.0
hummingbird-ml 0.4.0 pixman 0.40.0 jmespath 0.10.0
icu 68.1 plotly 4.14.3 jsonpickle 2.0.0
idna 2.1 pmdarima 1.8.2 msrestazure 0.6.4
imagecodecs 2021.3.31 pooch 1.4.0 mypy 0.78
imageio 2.9.0 portalocker 1.7.1 mypy-extensions 0.4.3
importlib-metadata 4.6.1 prompt-toolkit 3.0.19 ndg-httpsclient 0.5.1
intel-openmp 2021.2.0 protobuf 3.15.8 pandasql 0.7.3
해석 0.2.4 psutil 5.8.0 pathspec 0.8.1
interpret-core 0.2.4 ptyprocess 0.7.0 ruamel-yaml 0.17.4
ipykernel 6.0.1 py-xgboost 1.4.0 ruamel-yaml-clib 0.2.6
ipython 7.23.1 py4j 0.10.9 secretstorage 3.3.1
ipython_genutils 0.2.0 pyarrow 3.0.0 sqlalchemy 1.4.20
isodate 0.6.0 pyasn1 0.4.8 typed-ast 1.4.3
itsdangerous 2.0.1 pyasn1-modules 0.2.8 torchvision 0.9.1
jdcal 1.4.1 pycairo 1.20.1 websocket-client 1.1.0
jedi 0.18.0 pycosat 0.6.3
jinja2 3.0.1 pycparser 2.2
joblib 1.0.1 pygments 2.9.0
jpeg 9d pygobject 3.40.1
jupyter_client 6.1.12 pyjwt 2.1.0
jupyter_core 4.7.1 pyodbc 4.0.30
jxrlib 1.1 pyopenssl 20.0.1
pyspark 3.1.2 pyparsing 2.4.7

Apache Spark 릴리스 2021.1용 런타임(BDC.3.2021.1) - 설치된 R 라이브러리

라이브러리 버전 라이브러리 버전 라이브러리 버전
CompatibilityAPI 1.1.0 crayon 1.3.4 plogr 0.2.0
MicrosoftML 9.4.7 curl 3.3 plyr 1.8.4
RevoPemaR 10.0.0 datasets 3.5.2 png 0.1-7
RevoScaleR 9.4.7 dbplyr 1.2.2 promises 1.0.1
RevoTreeView 10.0.0 deployrRserve 9.0.0 psych 1.8.10
doRSR 10.0.0 digest 0.6.18 purrr 0.2.5
mrsdeploy 1.1.3 doParallel 1.0.14 r2d3 0.2.3
sqlrutils 1.0.0 dplyr 0.7.8 rappdirs 0.3.1
BH 1.69.0-1 fansi 0.4.0 readr 1.3.1
DBI 1.0.0 foreach 1.5.1 reshape2 1.4.3
KernSmooth 2.23-15 foreign 0.8-71 rlang 0.3.1
MASS 7.3-51.1 forge 0.1.0 rpart 4.1-13
행렬 1.2-15 제네릭(generics) 0.0.2 rprojroot 1.3-2
MicrosoftR 3.5.2 glue 1.3.0 rstudioapi 0.9.0
R6 2.3.0 grDevices 3.5.2 shiny 1.2.0
RUnit 0.4.26 graphics 3.5.2 sourcetools 0.1.7
Rcpp 1.0.0 grid 3.5.2 sparklyr 0.9.4
RevoIOQ 10.0.1 hms 0.4.2 spatial 7.3-11
RevoMods 11.0.1 htmltools 0.3.6 splines 3.5.2
RevoUtils 11.0.2 htmlwidgets 1.3 stats 3.5.2
RevoUtilsMath 11.0.0 httpuv 1.4.5.1 stats4 3.5.2
askpass 1.1 httr 1.4.0 stringi 1.2.4
assertthat 0.2.0 iterators 1.0.11 stringr 1.3.1
backports 1.1.3 jsonlite 1.5 survival 2.43-3
base 3.5.2 later 0.7.5 sys 2.1
base64enc 0.1-3 lattice 0.20-38 tcltk 3.5.2
bindr 0.1.1 lazyeval 0.2.1 tibble 2.0.1
bindrcpp 0.2.2 magrittr 1.5 tidyr 0.8.2
boot 1.3-20 methods 3.5.2 tidyselect 0.2.5
broom 0.5.1 mgcv 1.8-26 tools 3.5.2
checkpoint 0.4.4 mime 0.6 utf8 1.1.4
class 7.3-14 mnormt 1.5-5 utils 3.5.2
cli 1.0.1 nlme 3.1-137 withr 2.1.2
clipr 0.5.0 nnet 7.3-12 xml2 1.2.0
cluster 2.0.7-1 openssl 1.2.1 xtable 1.8-3
codetools 0.2-15 parallel 3.5.2 yaml 2.2.0
compiler 3.5.2 pillar 1.3.1
config 0.3 pkgconfig 2.0.2

SQL Server Machine Learning Services - 설치된 Python 라이브러리

라이브러리 버전 라이브러리 버전 라이브러리 버전
revoscalepy 9.4.7 pycurl 7.43.0.2 jupyter-client 5.2.4
microsoftml 9.4.7 pycrypto 2.6.1 jsonschema 2.6.0
zipp 0.5.2 pycparser 2.19 Jinja2 2.10.1
zict 1.0.0 pycosat 0.6.3 jedi 0.15.1
xlwt 1.3.0 py 1.8.0 jdcal 1.4
XlsxWriter 1.1.2 ptyprocess 0.6.0 itsdangerous 1.1.0
xlrd 1.2.0 psutil 5.4.8 ipywidgets 7.4.2
wrapt 1.11.2 prompt-toolkit 2.0.7 ipython 7.2.0
widgetsnbextension 3.4.2 prometheus-client 0.7.1 ipython-genutils 0.2.0
wheel 0.33.4 pluggy 0.12.0 ipykernel 4.9.0
Werkzeug 0.15.5 plotly 4.0.0 importlib-metadata 0.19
webencodings 0.5.1 pkginfo 1.5.0.1 imagesize 1.1.0
wcwidth 0.1.7 pip 18.1 imageio 2.5.0
urllib3 1.24.2 Pillow 6.1.0 idna 2.8
unicodecsv 0.14.1 pickleshare 0.7.5 heapdict 1.0.0
traitlets 4.3.2 pexpect 4.7.0 hdijupyterutils 0.12.9
tornado 6.0.3 patsy 0.5.1 h5py 2.9.0
toolz 0.9.0 pathlib2 2.3.3 gmpy2 2.0.8
testpath 0.4.2 path.py 11.5.0 Flask 1.1.1
terminado 0.8.2 partd 0.3.9 Flask-Cors 3.0.8
tblib 1.4.0 parso 0.5.1 fastcache 1.1.0
테이블 3.5.2 pandocfilters 1.4.2 et-xmlfile 1.0.1
sympy 1.3 pandasql 0.7.3 entrypoints 0.3
statsmodels 0.9.0 pandas 0.23.4 docutils 0.15.2
sqlparse 0.2.4 pandas-datareader 0.7.0 분산 1.28.1
SQLAlchemy 1.2.15 패키징 19.1 dill 0.2.8.2
sphinxcontrib-websupport 1.1.2 openpyxl 2.5.12 defusedxml 0.6.0
Sphinx 1.8.2 olefile 0.46 decorator 4.4.0
sparkmagic 0.12.6 odo 0.5.1 datashape 0.5.4
sortedcontainers 2.1.0 numpydoc 0.8.0 dask 1.2.2
snowballstemmer 1.9.0 numpy 1.15.4 cytoolz 0.9.0.1
six 1.12.0 numexpr 2.6.9 Cython 0.29.2
setuptools 41.0.1 numba 0.42.0 cycler 0.10.0
Send2Trash 1.5.0 Notebook 5.7.8 암호화 2.5
seaborn 0.9.0 nltk 3.4 configobj 5.0.6
scipy 1.1.0 networkx 2.2 conda 4.5.12
scikit-learn 0.20.2 nbformat 4.4.0 cloudpickle 0.6.1
scikit-image 0.14.1 nbconvert 5.5.0 클릭 7.0
ruamel-yaml 0.15.46 multipledispatch 0.6.0 chest 0.2.3
retrying 1.3.3 msgpack 0.6.1 chardet 3.0.4
requests 2.21.0 mpmath 1.1.0 cffi 1.12.3
requests-kerberos 0.12.0 more-itertools 7.2.0 certifi 2019.6.16
qtconsole 4.5.3 mock 3.0.5 Bottleneck 1.2.1
pyzmq 18.1.0 mkl-random 1.0.2 bokeh 1.0.3
PyYAML 5.1.2 mkl-fft 1.0.10 bleach 3.1.0
PyWavelets 1.0.3 mistune 0.8.4 blaze 0.11.3
pytz 2019.2 matplotlib 3.0.2 backports.os 0.1.1
python-dateutil 2.8.0 MarkupSafe 1.1.0 backcall 0.1.0
pytest 4.0.2 lxml 4.3.0 Babel 2.7.0
PySocks 1.7.0 locket 0.2.0 azureml-model-management-sdk 1.0.1b10
pyparsing 2.4.2 llvmlite 0.27.0 autovizwidget 0.12.9
pyOpenSSL 19.0.0 liac-arff 2.4.0 attrs 19.1.0
pyodbc 4.0.25 kiwisolver 1.1.0 atomicwrites 1.3.0
pykerberos 1.2.1 jupyter 1.0.0 asn1crypto 0.24.0
PyJWT 1.7.1 jupyter-core 4.5.0 alabaster 0.7.12
Pygments 2.4.2 jupyter-console 6.0.0 adal 1.2.2

SQL Server Machine Learning Services - 설치된 R 라이브러리

라이브러리 버전 라이브러리 버전 라이브러리 버전
CompatibilityAPI 1.1.0 crayon 1.3.4 plogr 0.2.0
MicrosoftML 9.4.7 curl 3.3 plyr 1.8.4
RevoPemaR 10.0.0 datasets 3.5.2 png 0.1-7
RevoScaleR 9.4.7 dbplyr 1.2.2 promises 1.0.1
RevoTreeView 10.0.0 deployrRserve 9.0.0 psych 1.8.10
doRSR 10.0.0 digest 0.6.18 purrr 0.2.5
mrsdeploy 1.1.3 doParallel 1.0.14 r2d3 0.2.3
sqlrutils 1.0.0 dplyr 0.7.8 rappdirs 0.3.1
BH 1.69.0-1 fansi 0.4.0 readr 1.3.1
DBI 1.0.0 foreach 1.5.1 reshape2 1.4.3
KernSmooth 2.23-15 foreign 0.8-71 rlang 0.3.1
MASS 7.3-51.1 forge 0.1.0 rpart 4.1-13
행렬 1.2-15 제네릭(generics) 0.0.2 rprojroot 1.3-2
MicrosoftR 3.5.2 glue 1.3.0 rstudioapi 0.9.0
R6 2.3.0 grDevices 3.5.2 shiny 1.2.0
RUnit 0.4.26 graphics 3.5.2 sourcetools 0.1.7
Rcpp 1.0.0 grid 3.5.2 sparklyr 0.9.4
RevoIOQ 10.0.1 hms 0.4.2 spatial 7.3-11
RevoMods 11.0.1 htmltools 0.3.6 splines 3.5.2
RevoUtils 11.0.2 htmlwidgets 1.3 stats 3.5.2
RevoUtilsMath 11.0.0 httpuv 1.4.5.1 stats4 3.5.2
askpass 1.1 httr 1.4.0 stringi 1.2.4
assertthat 0.2.0 iterators 1.0.11 stringr 1.3.1
backports 1.1.3 jsonlite 1.5 survival 2.43-3
base 3.5.2 later 0.7.5 sys 2.1
base64enc 0.1-3 lattice 0.20-38 tcltk 3.5.2
bindr 0.1.1 lazyeval 0.2.1 tibble 2.0.1
bindrcpp 0.2.2 magrittr 1.5 tidyr 0.8.2
boot 1.3-20 methods 3.5.2 tidyselect 0.2.5
broom 0.5.1 mgcv 1.8-26 tools 3.5.2
checkpoint 0.4.4 mime 0.6 utf8 1.1.4
class 7.3-14 mnormt 1.5-5 utils 3.5.2
cli 1.0.1 nlme 3.1-137 withr 2.1.2
clipr 0.5.0 nnet 7.3-12 xml2 1.2.0
cluster 2.0.7-1 openssl 1.2.1 xtable 1.8-3
codetools 0.2-15 parallel 3.5.2 yaml 2.2.0
compiler 3.5.2 pillar 1.3.1
config 0.3 pkgconfig 2.0.2

다음 단계

SQL Server 빅 데이터 클러스터에 대한 자세한 내용은 SQL Server 빅 데이터 클러스터 소개를 참조하세요.