Note sulla versione dei cluster Big Data di SQL Server CU14
Si applica a
: SQL Server 2019 (15.x)
Le note sulla versione seguenti si applicano all’aggiornamento cumulativo 14 (CU14) dei cluster Big Data di SQL Server 2019.
Modifiche e nuove funzionalità di CU14
Avviso
Nell'aggiornamento cumulativo 14 l'ordine di aggiornamento è critico. Aggiornare il cluster Big Data a CU14 prima di aggiornare il cluster Kubernetes alla versione 1.21. Se non viene eseguito in questo ordine, l'aggiornamento del cluster CU13 a CU14 in una versione 1.21 di Kubernetes non verrà completato. In questo caso, il ripristino della versione 1.20 di Kubernetes risolverà il problema.
Ciò non influisce sulle nuove distribuzioni dei cluster Big Data di SQL Server CU14 nei cluster dell’API Kubernetes 1.21.
L’aggiornamento CU14 dei cluster Big Data di SQL Server include importanti modifiche e funzionalità:
Apache Spark 3.1.2 e il runtime dei cluster Big Data di SQL Server per Apache Spark sono stati introdotti con l’aggiornamento cumulativo 13. Se si esegue la migrazione dalla versione CU12 o precedenti, tenere presente l'aggiornamento di Spark 3.
Attenzione
Prima di eseguire l'aggiornamento direttamente dalla versione CU12 o precedenti, leggere con attenzione la guida all'aggiornamento di Spark 3.
Per informazioni dettagliate sulle modifiche apportate al motore di SQL Server, vedere l'articolo ufficiale della Knowledge base di SQL Server CU14.
Configurazioni testate per CU14
L’aggiornamento CU14 dei cluster Big Data di SQL Server è stato testato nelle combinazioni di ambiente seguenti:
| SO contenitore | API Kubernetes | esecuzione | Archiviazione dati | Archiviazione log |
|---|---|---|---|---|
| Ubuntu 20.04 LTS | 1.21 | containerd 1.4.6 CRI-O 1.20.4 |
Solo blocco | Solo blocco |
I white paper sull'architettura di riferimento per i cluster Big Data di SQL Server sono disponibili nelle pagine seguenti:
Ambiente di 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
- Microsoft Spark Runtime 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
- Connettore Spark SQL: 1.2.0
Versioni dei componenti software open source incorporati
| Componente | Versione |
|---|---|
| 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 per Apache Spark versione 2021.1 (BDC.3.2021.1) - Librerie Python installate
| Libreria | Versione | Libreria | Versione | Libreria | Versione |
|---|---|---|---|---|---|
| _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 | sei | 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 | filtro dei dati | 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 |
| Clic | 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 |
| crittografia | 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 |
| trattino | 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 | creazione del pacchetto | 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 |
Runtime per Apache Spark versione 2021.1 (BDC.3.2021.1) - Librerie R installate
| Libreria | Versione | Libreria | Versione | Libreria | Versione |
|---|---|---|---|---|---|
| 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 |
| Con matrice | 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 | grafica | 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 | spaziale | 7.3-11 |
| RevoMods | 11.0.1 | htmltools | 0.3.6 | spline | 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 | iteratori | 1.0.11 | stringr | 1.3.1 |
| backports | 1.1.3 | jsonlite | 1,5 | sopravvivenza | 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 | metodi | 3.5.2 | tidyselect | 0.2.5 |
| scopa | 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 |
| compilatore | 3.5.2 | concetto fondamentale | 1.3.1 | ||
| config | 0,3 | pkgconfig | 2.0.2 |
SQL Server Machine Learning Services - Librerie Python installate
| Libreria | Versione | Libreria | Versione | Libreria | Versione |
|---|---|---|---|---|---|
| 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 |
| tabelle | 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 | creazione del pacchetto | 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 |
| sei | 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 | crittografia | 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 | Clic | 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 - Librerie R installate
| Libreria | Versione | Libreria | Versione | Libreria | Versione |
|---|---|---|---|---|---|
| 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 |
| Con matrice | 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 | grafica | 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 | spaziale | 7.3-11 |
| RevoMods | 11.0.1 | htmltools | 0.3.6 | spline | 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 | iteratori | 1.0.11 | stringr | 1.3.1 |
| backports | 1.1.3 | jsonlite | 1,5 | sopravvivenza | 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 | metodi | 3.5.2 | tidyselect | 0.2.5 |
| scopa | 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 |
| compilatore | 3.5.2 | concetto fondamentale | 1.3.1 | ||
| config | 0,3 | pkgconfig | 2.0.2 |
Passaggi successivi
Per altre informazioni sui cluster Big Data di SQL Server, vedere Introduzione ai cluster Big Data di SQL Server
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