Notas de la versión para Clústeres de macrodatos de SQL Server CU14
Se aplica a:
SQL Server 2019 (15.x)
Estas notas de la versión se aplican a la actualización acumulativa 14 (CU14) de Clústeres de macrodatos de SQL Server 2019.
Cambios de la CU14 y nuevas funcionalidades
Advertencia
En la actualización acumulativa 14, el orden de actualización es crucial. Actualice el clúster de macrodatos a la CU14 antes de actualizar el clúster de Kubernetes a la versión 1.21. Si no se hace en este orden, la actualización del clúster de la CU13 a la CU14 en una versión 1.21 de Kubernetes no se completará. 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 Clústeres de macrodatos de SQL Server CU14 en clústeres de la API 1.21 de Kubernetes.
La CU14 de Clústeres de macrodatos de SQL Server incluye cambios y funcionalidades importantes:
Apache Spark 3.1.2 y el entorno de ejecución de Clústeres de macrodatos de SQL Server para Apache Spark se agregaron en la actualización acumulativa 13. Si va a migrar desde la CU12 o versiones anteriores, tenga en cuenta la actualización de Spark 3.
Precaución
Antes de actualizar directamente desde la CU12 o versiones anteriores, no se olvide de consultar la Guía de actualización de Spark 3.
Si desea obtener información detallada sobre los cambios en el motor SQL Server, consulte el artículo oficial de la knowledge base sobre la CU14 para SQL Server.
Configuraciones probadas para la CU14
La CU14 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 | 1.21 | 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: 15.0.4188.2
- 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 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 | 2.6.0 |
| 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 |
| 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 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.
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