Notas sobre a versão CU15 dos Clusters de Big Data do SQL Server
Aplica-se a: 
SQL Server 2019 (15.x)
As notas sobre a versão a seguir se aplicam à CU15 (atualização cumulativa 15) dos Clusters de Big Data do SQL Server 2019.
Alterações e novas funcionalidades da CU15
Aviso
Na Atualização Cumulativa 15, a ordem de atualização é crítica. Atualize seu cluster de Big Data para a CU15 antes de atualizar o cluster do Kubernetes para a versão 1.21. Se o cluster do Kubernetes for atualizado para a versão 1.21 antes de o BDC ser atualizado para a CU14 ou a CU15, o cluster terminará em um estado de erro e a atualização do BDC não terá sucesso. Nesse caso, a reversão para o Kubernetes versão 1.20 corrigirá o problema.
Isso não afeta as novas implantações de Clusters de Big Data do SQL Server CU15 em clusters da API 1.21 do Kubernetes.
A CU15 dos Clusters de Big Data do SQL Server inclui alterações e funcionalidades importantes:
O Apache Spark 3.1.2 e o runtime dos Clusters de Big Data do SQL Server para Apache Spark foram introduzidos na Atualização Cumulativa 13. Se você estiver migrando da CU12 ou de outra versão anterior, tenha cuidado com a atualização do Spark 3.
Cuidado
Antes de atualizar diretamente da CU12 ou versão anterior, revise o guia de atualização do Spark 3.
Para saber os detalhes das alterações do mecanismo SQL Server, confira o artigo oficial da base de dados de conhecimento do SQL Server CU15.
Configurações testadas para a CU15
A CU15 dos Clusters de Big Data do SQL Server foi testada nas seguintes combinações de ambiente:
| Sistema Operacional do Contêiner | API do Kubernetes | Runtime | Armazenamento de dados | Armazenamento de log |
|---|---|---|---|---|
| Ubuntu 20.04 LTS | 1.21 | containerd 1.4.6 CRI-O 1.20.4 |
Somente em blocos | Somente em blocos |
White papers de arquitetura de referência para Clusters de Big Data do SQL Server estão disponíveis nas seguintes páginas:
Ambiente do sistema
- Sistema operacional: Ubuntu 20.04.5 LTS
- SQL Server: 15.0.4198.2
- Java: Azul Zulu JRE 11.0.9.1
- Python: 3.7.2 (miniconda 4.5.12)
- R: Microsoft R 3.5.2
- runtime para Apache Spark 2022.1
- 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: CRAN R 4.1.2
- Conector SQL do Spark: 1.2.0
Versões de componente de OSS inseridas
| Componente | Versão |
|---|---|
| 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 (Metastore) | 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 |
Runtime para Apache Spark versão 2022.1 (BDC.3.2022.1) – Bibliotecas do Python instaladas
| Biblioteca | Versão | Biblioteca | Versão | Biblioteca | Versão |
|---|---|---|---|---|---|
| _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 | solicitações | 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 | segmentação de dados | 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 |
| clique | 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 |
| criptografia | 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 |
| traço | 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 | empacotando | 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 |
| interpretar | 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 |
Runtime para Apache Spark versão 2022.1 (BDC.3.2022.1) – Bibliotecas do R instaladas
A tabela a seguir lista os pacotes disponíveis nesta versão.
| pacote | pacote | pacote | pacote | pacote | pacote |
|---|---|---|---|---|---|
| sparklyr | earth | ciclo de vida | bit | markdown | reshape2 |
| devtools | previsão | ellipsis | bit64 | parallelly | rmarkdown |
| tidyverse | futile.logger | pillar | Matriz | pROC | RSQLite |
| igraph | hash | cli | survival | ps | rvest |
| plotrix | ids | tibble | mgcv | readr | sessioninfo |
| mnormt | jsonlite | glue | lattice | rematch | sourcetools |
| hts | kernlab | magrittr | emmeans | roxygen2 | stringi |
| Rlabkey | lubridate | Rcpp | cluster | Rserve | sys |
| gtools | mgcv | cpp11 | nnet | sqldf | xml2 |
| svMisc | minpack.lm | crayon | boot | timeDate | yaml |
| uuid | nlme | tidyr | estimability | waldo | backports |
| plotmo | pls | tidyselect | classe | brew | data.table |
| mgsub | prophet | fansi | KernSmooth | curl | dbplyr |
| Hmisc | purrr | utf8 | spatial | DBI | forcats |
| MASS | reticulate | R6 | rpart | ggplot2 | globals |
| MSwM | rstan | pkgconfig | seta | glmnet | httr |
| Rmpfr | rstatix | Genéricos | codetools | gower | iterators |
| anomalize | smooth | lme4 | foreign | gtable | modelr |
| arm | sn | RcppEigen | broom | hms | pkgbuild |
| bsts | stringr | plyr | cellranger | ModelMetrics | prodlim |
| sinal de interpolação | strucchange | nloptr | foreach | pkgload | recipes |
| changepoint | vars | minqa | fs | processx | remotes |
| dlm | xts | mvtnorm | gsubfn | randomForest | rex |
| dplyr | zoo | assertthat | hwriter | RColorBrewer | RODBC |
| dtwclust | rlang | numDeriv | ipred | readxl | scales |
| e1071 | vctrs | xtable | labeling | rematch2 | shape |
Serviços de Machine Learning do SQL Server – Bibliotecas do Python instaladas
| Biblioteca | Versão | Biblioteca | Versão | Biblioteca | Versão |
|---|---|---|---|---|---|
| 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 |
| tabelas | 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 | distribuídas | 1.28.1 |
| SQLAlchemy | 1.2.15 | empacotando | 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 | criptografia | 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 | Clique | 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 |
| solicitações | 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 | Gargalo | 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 |
Serviços de Machine Learning do SQL Server – Bibliotecas do R instaladas
| Biblioteca | Versão | Biblioteca | Versão | Biblioteca | Versão |
|---|---|---|---|---|---|
| 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 | conjuntos de dados | 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 |
| Matriz | 1.2-15 | Genéricos | 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 | elemento gráfico | 3.5.2 | sourcetools | 0.1.7 |
| Rcpp | 1.0.0 | grade | 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 |
| classe | 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 |
Próximas etapas
Para obter mais informações sobre Clusters de Big Data do SQL Server, confira O que são Clusters de Big Data do SQL Server