Notas de la versión para Clústeres de macrodatos de SQL Server CU13
Se aplica a: 
SQL Server 2019 (15.x)
Estas notas de la versión se aplican a la actualización acumulativa 13 (CU13) de Clústeres de macrodatos de SQL Server 2019.
Cambios de la CU13 y nuevas funcionalidades
La CU13 de Clústeres de macrodatos de SQL Server incluye cambios y funcionalidades importantes:
Funcionalidades de copia distribuida de HDFS a través de azdata
Apache Spark 3.1.2 y el entorno de ejecución de los clústeres de macrodatos de SQL Server para Apache Spark
Precaución
Antes de actualizar, asegúrese de revisar la guía de actualización de Spark 3.
Delta Lake 1.0.0 disponible para usarse de inmediato. No es necesario instalar ni cargar bibliotecas adicionales. Más información en Configuración de Delta Lake en Clústeres de macrodatos de SQL Server
Configuración de una zona horaria personalizada para todos los servicios. Más información en Procedimiento para configurar BDC después de la implementación
A fin de obtener información detallada sobre los cambios en el motor SQL Server, consulte el artículo oficial de la knowledge base sobre la CU13 para SQL Server.
Nota
Debido al tiempo de ejecución de Apache Spark, desde Clústeres de macrodatos de SQL Server CU13, algunos tamaños de imagen de contenedor aumentaron considerablemente (se duplicó en el caso del contenedor mssql-hadoop, por ejemplo). El tiempo medio de actualización del clúster podría verse afectado por esto.
Configuraciones probadas para la CU13
La CU13 de Clústeres de macrodatos de SQL Server se ha probado en las combinaciones de entornos siguientes:
| SO de contenedor | API de Kubernetes | Tiempo de ejecución | Almacenamiento de datos | Almacenamiento de registros |
|---|---|---|---|---|
| Ubuntu 20.04 LTS | 1.20 | containerd 1.4.6 CRI-O 1.20.0 |
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 20.04.3 LTS
- SQL Server: 15.0.4178.15
- 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 Microsoft Spark 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
- 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 2021.1 (BDC.3.2021.1): 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 | 2.4.1 |
| conda | 4.9.2 | libxgboost | 1.4.0 | tensorflow-base | 2.4.1 |
| conda-package-handling | 1.7.3 | libxkbcommon | 1.0.3 | tensorflow-estimator | 2.4.0 |
| 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 | 1.26.4 |
| 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 | 3.6.2 | 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 | 8.2.0 | 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 2021.1 (BDC.3.2021.1): 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 |
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.