Notas de la versión de la actualización acumulativa 17 de Clústeres de macrodatos de SQL Server 2019
Se aplica a:
SQL Server 2019 (15.x)
Estas notas de la versión se aplican a la actualización acumulativa 17 (CU17) de Clústeres de macrodatos de SQL Server 2019.
Cambios y nuevas funcionalidades de CU17
Advertencia
En la actualización acumulativa 15, el orden de actualización es crucial. Actualice el clúster de macrodatos a la CU15 antes de actualizar el clúster de Kubernetes a la versión 1.21. Si el clúster de Kubernetes se actualiza a la versión 1.21 antes de que BDC se actualice a CU14 o CU15, el clúster terminará en estado de error y la actualización del BDC no se realizará correctamente. En este caso, tendrá que revertir la versión de Kubernetes a la 1.20 para corregir el problema.
Esto no afecta a las nuevas implementaciones de la CU15 de Clústeres de macrodatos de SQL Server 2019 en clústeres de la API 1.21 de Kubernetes.
En los clústeres de macrodatos de SQL Server CU17 se incluyen funcionalidades y cambios importantes. Se ha resuelto el siguiente problema conocido:
- Al usar el comando
AZDATA BDC ROTATEpara rotar la contraseña de un clúster de macrodatos que usa Active Directory, recibirá el siguiente mensaje de error:Failed to update password for existing AD account '<Account Name>'. Error code: 30. El problema se ha solucionado.
Para obtener información detallada sobre los cambios en el motor de SQL Server, consulte el artículo oficial de la knowledge base sobre la CU17 para SQL Server 2019 (KB5016394).
Configuraciones probadas para la CU17
La CU17 de Clústeres de macrodatos de SQL Server se ha probado en las siguientes combinaciones de entornos:
| SO de contenedor | API de Kubernetes | Tiempo de ejecución | Almacenamiento de datos | Almacenamiento de registros |
|---|---|---|---|---|
| Ubuntu 20.04 LTS | 1.23.1 | containerd 1.4.6 CRI-O 1.20.4 |
Solo bloque | Solo bloque |
Los documentos técnicos de arquitectura para Clústeres de macrodatos de SQL Server se pueden encontrar en las páginas siguientes:
Entorno del sistema
- Sistema operativo: Ubuntu 20.04.5 LTS
- SQL Server: 15.0.4249.2
- Java: Azul Zulu JRE 11.0.9.1
- Python: 3.7.2 (miniconda 4.5.12)
- R: Microsoft R 3.5.2
- entorno de ejecución de 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 Spark: 1.2.0
Versiones de componentes de OSS insertados
| Componente | Versión |
|---|---|
| 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 |
Entorno de ejecución para Apache Spark, versión 2022.1 (BDC.3.2022.1): bibliotecas de Python instaladas
| Biblioteca | Versión | Biblioteca | Versión | Biblioteca | Versión |
|---|---|---|---|---|---|
| _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 | Solicitudes | 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 (seis) | 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 | segmentación | 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 |
| click | 8.0.1 | libwebp-base | 1.2.0 | tensorboard-plugin-wit | 1.8.0 |
| cloudpickle | 1.6.0 | libxcb | 1,14 | tensorflow | 2.6.3 |
| conda | 4.9.2 | libxgboost | 1.4.0 | tensorflow-base | 2.6.3 |
| conda-package-handling | 1.7.3 | libxkbcommon | 1.0.3 | tensorflow-estimator | 2.6.3 |
| configparser | 5.0.2 | libxml2 | 2.9.12 | termcolor | 1.1.0 |
| criptografía | 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 |
| guión | 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 | empaquetado | 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 |
| interpret | 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 |
Entorno de ejecución para Apache Spark, versión 2022.1 (BDC.3.2022.1): bibliotecas de R instaladas
En la tabla siguiente se enumeran los paquetes disponibles en esta versión.
| paquete | paquete | paquete | paquete | paquete | paquete |
|---|---|---|---|---|---|
| sparklyr | earth | ciclo de vida | bit | markdown | reshape2 |
| devtools | forecast | 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 | class | brew | data.table |
| mgsub | prophet | fansi | KernSmooth | curl | dbplyr |
| Hmisc | purrr | utf8 | spatial | DBI | forcats |
| MASS | reticulate | R6 | rpart | ggplot2 | globals |
| MSwM | rstan | pkgconfig | arrow | glmnet | httr |
| Rmpfr | rstatix | generics | codetools | gower | iterators |
| anomalize | smooth | lme4 | foreign | gtable | modelr |
| ARM | sn | RcppEigen | broom | hms | pkgbuild |
| bsts | stringr | plyr | cellranger | ModelMetrics | prodlim |
| caret | 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 |
SQL Server Machine Learning Services: bibliotecas de Python instaladas
| Biblioteca | Versión | Biblioteca | Versión | Biblioteca | Versión |
|---|---|---|---|---|---|
| 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 |
| Tablas | 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 | distributed | 1.28.1 |
| SQLAlchemy | 1.2.15 | empaquetado | 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 (seis) | 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 | criptografía | 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 | Haga clic en | 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 |
| Solicitudes | 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: bibliotecas de R instaladas
| Biblioteca | Versión | Biblioteca | Versión | Biblioteca | Versión |
|---|---|---|---|---|---|
| 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 datos | 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 | 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 | elementos gráficos | 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 |
| clase | 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 |
Pasos siguientes
Para obtener más información sobre Clústeres de macrodatos de SQL Server, vea Presentación de Clústeres de macrodatos de SQL Server.
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