Entorno de ejecución de Azure Synapse para Apache Spark 3.2 (fin del soporte técnico anunciado)
Azure Synapse Analytics admite varios entornos de ejecución para Apache Spark. En este documento se describirán los componentes y versiones del entorno de ejecución de Azure Synapse para Apache Spark 3.2.
Importante
- Final del soporte técnico anunciado para Azure Synapse Runtime para Apache Spark 3.2 se ha anunciado el 8 de julio de 2023.
- El fin del entorno de ejecución anunciado de soporte técnico no tendrá correcciones de errores y características. Las correcciones de seguridad se realizarán en función de la evaluación de riesgos.
- De acuerdo con la directiva del ciclo de vida de Synapse para Apache Spark, Azure Synapse runtime para Apache Spark 3.2 se retirará y desactivará a partir del 8 de julio de 2024. Después de la fecha de finalización del soporte técnico, los entornos de ejecución retirados no están disponibles para los nuevos grupos de Spark y los flujos de trabajo existentes no se pueden ejecutar. Los metadatos permanecerán temporalmente en el área de trabajo de Synapse.
- Se recomienda encarecidamente actualizar las cargas de trabajo de Apache Spark 3.2 a Azure Synapse Runtime para Apache Spark 3.4 (GA) antes del 8 de julio de 2024.
Versiones de componentes
| Componente | Versión |
|---|---|
| Spark de Apache | 3.2.1 |
| Sistema operativo | Ubuntu 18.04 |
| Java | 1.8.0_282 |
| Scala | 2.12.15 |
| Hadoop | 3.3.1 |
| .NET Core | 3.1 |
| .NET | 2.0.0 |
| Delta Lake | 1.2 |
| Python | 3.8 |
| R (versión preliminar) | 4,2 |
Synapse-Python38-CPU.yml contiene la lista de bibliotecas enviadas en el entorno de Python 3.8 predeterminado en Azure Synapse Spark.
Bibliotecas de Scala y Java
HikariCP-2.5.1.jar
JLargeArrays-1.5.jar
JTransforms-3.1.jar
RoaringBitmap-0.9.0.jar
ST4-4.0.4.jar
SparkCustomEvents-3.2.0-1.0.0.jar
TokenLibrary-assembly-3.0.0.jar
VegasConnector-1.1.01_2.12_3.2.0-SNAPSHOT.jar
activation-1.1.1.jar
adal4j-1.6.3.jar
aircompressor-0.21.jar
algebra_2.12-2.0.1.jar
aliyun-java-sdk-core-3.4.0.jar
aliyun-java-sdk-ecs-4.2.0.jar
aliyun-java-sdk-ram-3.0.0.jar
aliyun-java-sdk-sts-3.0.0.jar
aliyun-sdk-oss-3.4.1.jar
annotations-17.0.0.jar
antlr-runtime-3.5.2.jar
antlr4-runtime-4.8.jar
aopalliance-repackaged-2.6.1.jar
apache-log4j-extras-1.2.17.jar
apiguardian-api-1.1.0.jar
arpack-2.2.1.jar
arpack_combined_all-0.1.jar
arrow-format-2.0.0.jar
arrow-memory-core-2.0.0.jar
arrow-memory-netty-2.0.0.jar
arrow-vector-2.0.0.jar
audience-annotations-0.5.0.jar
avro-1.10.2.jar
avro-ipc-1.10.2.jar
avro-mapred-1.10.2.jar
aws-java-sdk-bundle-1.11.901.jar
azure-data-lake-store-sdk-2.3.6.jar
azure-eventhubs-3.3.0.jar
azure-eventhubs-spark_2.12-2.3.21.jar
azure-keyvault-core-1.0.0.jar
azure-storage-7.0.1.jar
azure-synapse-ml-pandas_2.12-1.0.0.jar
azure-synapse-ml-predict_2.12-1.0.jar
blas-2.2.1.jar
bonecp-0.8.0.RELEASE.jar
breeze-macros_2.12-1.2.jar
breeze_2.12-1.2.jar
cats-kernel_2.12-2.1.1.jar
chill-java-0.10.0.jar
chill_2.12-0.10.0.jar
client-sdk-1.14.0.jar
cntk-2.4.jar
commons-cli-1.2.jar
commons-codec-1.15.jar
commons-collections-3.2.2.jar
commons-compiler-3.0.16.jar
commons-compress-1.21.jar
commons-crypto-1.1.0.jar
commons-dbcp-1.4.jar
commons-io-2.8.0.jar
commons-lang-2.6.jar
commons-lang3-3.12.0.jar
commons-logging-1.1.3.jar
commons-math3-3.4.1.jar
commons-net-3.1.jar
commons-pool-1.5.4.jar
commons-pool2-2.6.2.jar
commons-text-1.6.jar
compress-lzf-1.0.3.jar
config-1.3.4.jar
core-1.1.2.jar
cos_api-bundle-5.6.19.jar
cosmos-analytics-spark-3.2.1-connector-1.6.0.jar
cudf-22.02.0-cuda11.jar
curator-client-2.13.0.jar
curator-framework-2.13.0.jar
curator-recipes-2.13.0.jar
datanucleus-api-jdo-4.2.4.jar
datanucleus-core-4.1.17.jar
datanucleus-rdbms-4.1.19.jar
delta-core_2.12-1.2.1.2.jar
derby-10.14.2.0.jar
dropwizard-metrics-hadoop-metrics2-reporter-0.1.2.jar
flatbuffers-java-1.9.0.jar
fluent-logger-jar-with-dependencies-jdk8.jar
gson-2.8.6.jar
guava-14.0.1.jar
hadoop-aliyun-3.3.1.5.0-57088972.jar
hadoop-annotations-3.3.1.5.0-57088972.jar
hadoop-aws-3.3.1.5.0-57088972.jar
hadoop-azure-3.3.1.5.0-57088972.jar
hadoop-azure-datalake-3.3.1.5.0-57088972.jar
hadoop-client-api-3.3.1.5.0-57088972.jar
hadoop-client-runtime-3.3.1.5.0-57088972.jar
hadoop-cloud-storage-3.3.1.5.0-57088972.jar
hadoop-cos-3.3.1.5.0-57088972.jar
hadoop-openstack-3.3.1.5.0-57088972.jar
hadoop-shaded-guava-1.1.0.jar
hadoop-yarn-server-web-proxy-3.3.1.5.0-57088972.jar
hdinsight-spark-metrics-3.2.0-1.0.0.jar
hive-beeline-2.3.9.jar
hive-cli-2.3.9.jar
hive-common-2.3.9.jar
hive-exec-2.3.9-core.jar
hive-jdbc-2.3.9.jar
hive-llap-common-2.3.9.jar
hive-metastore-2.3.9.jar
hive-serde-2.3.9.jar
hive-service-rpc-3.1.2.jar
hive-shims-0.23-2.3.9.jar
hive-shims-2.3.9.jar
hive-shims-common-2.3.9.jar
hive-shims-scheduler-2.3.9.jar
hive-storage-api-2.7.2.jar
hive-vector-code-gen-2.3.9.jar
hk2-api-2.6.1.jar
hk2-locator-2.6.1.jar
hk2-utils-2.6.1.jar
htrace-core4-4.1.0-incubating.jar
httpclient-4.5.13.jar
httpclient-4.5.6.jar
httpcore-4.4.14.jar
httpmime-4.5.13.jar
httpmime-4.5.6.jar
hyperspace-core-spark3.2_2.12-0.5.1-synapse.jar
impulse-core_spark3.2_2.12-0.1.8.jar
impulse-telemetry-mds_spark3.2_2.12-0.1.8.jar
isolation-forest_3.2.0_2.12-2.0.8.jar
istack-commons-runtime-3.0.8.jar
ivy-2.5.0.jar
jackson-annotations-2.12.3.jar
jackson-core-2.12.3.jar
jackson-core-asl-1.9.13.jar
jackson-databind-2.12.3.jar
jackson-dataformat-cbor-2.12.3.jar
jackson-mapper-asl-1.9.13.jar
jackson-module-scala_2.12-2.12.3.jar
jakarta.annotation-api-1.3.5.jar
jakarta.inject-2.6.1.jar
jakarta.servlet-api-4.0.3.jar
jakarta.validation-api-2.0.2.jar
jakarta.ws.rs-api-2.1.6.jar
jakarta.xml.bind-api-2.3.2.jar
janino-3.0.16.jar
javassist-3.25.0-GA.jar
javatuples-1.2.jar
javax.jdo-3.2.0-m3.jar
javolution-5.5.1.jar
jaxb-api-2.2.11.jar
jaxb-runtime-2.3.2.jar
jcl-over-slf4j-1.7.30.jar
jdo-api-3.0.1.jar
jdom-1.1.jar
jersey-client-2.34.jar
jersey-common-2.34.jar
jersey-container-servlet-2.34.jar
jersey-container-servlet-core-2.34.jar
jersey-hk2-2.34.jar
jersey-server-2.34.jar
jettison-1.1.jar
jetty-util-9.4.43.v20210629.jar
jetty-util-ajax-9.4.43.v20210629.jar
jline-2.14.6.jar
joda-time-2.10.10.jar
jodd-core-3.5.2.jar
jpam-1.1.jar
jsch-0.1.54.jar
json-1.8.jar
json-20090211.jar
json-20210307.jar
json-simple-1.1.jar
json4s-ast_2.12-3.7.0-M11.jar
json4s-core_2.12-3.7.0-M11.jar
json4s-jackson_2.12-3.7.0-M11.jar
json4s-scalap_2.12-3.7.0-M11.jar
jsr305-3.0.0.jar
jta-1.1.jar
jul-to-slf4j-1.7.30.jar
junit-jupiter-5.5.2.jar
junit-jupiter-api-5.5.2.jar
junit-jupiter-engine-5.5.2.jar
junit-jupiter-params-5.5.2.jar
junit-platform-commons-1.5.2.jar
junit-platform-engine-1.5.2.jar
kafka-clients-2.8.0.jar
kryo-shaded-4.0.2.jar
kusto-data-2.7.0.jar
kusto-ingest-2.7.0.jar
kusto-spark_3.0_2.12-2.7.5.jar
lapack-2.2.1.jar
leveldbjni-all-1.8.jar
libfb303-0.9.3.jar
libshufflejni.so
libthrift-0.12.0.jar
libvegasjni.so
lightgbmlib-3.2.110.jar
log4j-1.2.17.jar
lz4-java-1.7.1.jar
macro-compat_2.12-1.1.1.jar
mdsdclientdynamic-2.0.jar
metrics-core-4.2.0.jar
metrics-graphite-4.2.0.jar
metrics-jmx-4.2.0.jar
metrics-json-4.2.0.jar
metrics-jvm-4.2.0.jar
microsoft-catalog-metastore-client-1.0.63.jar
microsoft-log4j-etwappender-1.0.jar
microsoft-spark.jar
minlog-1.3.0.jar
mmlspark-1.0.0-rc3-194-14bef9b1-SNAPSHOT.jar
mmlspark-cognitive-1.0.0-rc3-194-14bef9b1-SNAPSHOT.jar
mmlspark-core-1.0.0-rc3-194-14bef9b1-SNAPSHOT.jar
mmlspark-deep-learning-1.0.0-rc3-194-14bef9b1-SNAPSHOT.jar
mmlspark-lightgbm-1.0.0-rc3-194-14bef9b1-SNAPSHOT.jar
mmlspark-opencv-1.0.0-rc3-194-14bef9b1-SNAPSHOT.jar
mmlspark-vw-1.0.0-rc3-194-14bef9b1-SNAPSHOT.jar
mssql-jdbc-8.4.1.jre8.jar
mysql-connector-java-8.0.18.jar
netty-all-4.1.68.Final.jar
notebook-utils-3.2.0-20220208.5.jar
objenesis-2.6.jar
onnxruntime_gpu-1.8.1.jar
opencsv-2.3.jar
opencv-3.2.0-1.jar
opentest4j-1.2.0.jar
orc-core-1.6.12.jar
orc-mapreduce-1.6.12.jar
orc-shims-1.6.12.jar
oro-2.0.8.jar
osgi-resource-locator-1.0.3.jar
paranamer-2.8.jar
parquet-column-1.12.2.jar
parquet-common-1.12.2.jar
parquet-encoding-1.12.2.jar
parquet-format-structures-1.12.2.jar
parquet-hadoop-1.12.2.jar
parquet-jackson-1.12.2.jar
peregrine-spark-0.10.jar
postgresql-42.2.9.jar
protobuf-java-2.5.0.jar
proton-j-0.33.8.jar
py4j-0.10.9.3.jar
pyrolite-4.30.jar
qpid-proton-j-extensions-1.2.4.jar
rapids-4-spark_2.12-22.02.0-SNAPSHOT.jar
rocksdbjni-6.20.3.jar
scala-collection-compat_2.12-2.1.1.jar
scala-compiler-2.12.15.jar
scala-java8-compat_2.12-0.9.0.jar
scala-library-2.12.15.jar
scala-parser-combinators_2.12-1.1.2.jar
scala-reflect-2.12.15.jar
scala-xml_2.12-1.2.0.jar
scalactic_2.12-3.0.5.jar
shapeless_2.12-2.3.3.jar
shims-0.9.0.jar
slf4j-api-1.7.30.jar
slf4j-log4j12-1.7.16.jar
snappy-java-1.1.8.4.jar
spark-3.2-rpc-history-server-app-listener_2.12-1.0.0.jar
spark-3.2-rpc-history-server-core_2.12-1.0.0.jar
spark-avro_2.12-3.2.1.5.0-57088972.jar
spark-catalyst_2.12-3.2.1.5.0-57088972.jar
spark-cdm-connector-assembly-1.19.2.jar
spark-core_2.12-3.2.1.5.0-57088972.jar
spark-enhancement_2.12-3.2.1.5.0-57088972.jar
spark-enhancementui_2.12-3.0.0.jar
spark-graphx_2.12-3.2.1.5.0-57088972.jar
spark-hadoop-cloud_2.12-3.2.1.5.0-57088972.jar
spark-hive-thriftserver_2.12-3.2.1.5.0-57088972.jar
spark-hive_2.12-3.2.1.5.0-57088972.jar
spark-kusto-synapse-connector_3.1_2.12-1.0.0.jar
spark-kvstore_2.12-3.2.1.5.0-57088972.jar
spark-launcher_2.12-3.2.1.5.0-57088972.jar
spark-microsoft-tools_2.12-3.2.1.5.0-57088972.jar
spark-mllib-local_2.12-3.2.1.5.0-57088972.jar
spark-mllib_2.12-3.2.1.5.0-57088972.jar
spark-mssql-connector-1.2.0.jar
spark-network-common_2.12-3.2.1.5.0-57088972.jar
spark-network-shuffle_2.12-3.2.1.5.0-57088972.jar
spark-repl_2.12-3.2.1.5.0-57088972.jar
spark-sketch_2.12-3.2.1.5.0-57088972.jar
spark-sql-kafka-0-10_2.12-3.2.1.5.0-57088972.jar
spark-sql_2.12-3.2.1.5.0-57088972.jar
spark-streaming-kafka-0-10-assembly_2.12-3.2.1.5.0-57088972.jar
spark-streaming-kafka-0-10_2.12-3.2.1.5.0-57088972.jar
spark-streaming_2.12-3.2.1.5.0-57088972.jar
spark-tags_2.12-3.2.1.5.0-57088972.jar
spark-token-provider-kafka-0-10_2.12-3.2.1.5.0-57088972.jar
spark-unsafe_2.12-3.2.1.5.0-57088972.jar
spark-yarn_2.12-3.2.1.5.0-57088972.jar
spark_diagnostic_cli-1.0.11_spark-3.2.0.jar
spire-macros_2.12-0.17.0.jar
spire-platform_2.12-0.17.0.jar
spire-util_2.12-0.17.0.jar
spire_2.12-0.17.0.jar
spray-json_2.12-1.3.2.jar
sqlanalyticsconnector_3.2.0-1.0.0.jar
stax-api-1.0.1.jar
stream-2.9.6.jar
structuredstreamforspark_2.12-3.0.1-2.1.3.jar
super-csv-2.2.0.jar
synapse-spark-telemetry_2.12-0.0.6.jar
synfs-3.2.0-20220208.5.jar
threeten-extra-1.5.0.jar
tink-1.6.0.jar
transaction-api-1.1.jar
univocity-parsers-2.9.1.jar
velocity-1.5.jar
vw-jni-8.9.1.jar
wildfly-openssl-1.0.7.Final.jar
xbean-asm9-shaded-4.20.jar
xz-1.8.jar
zookeeper-3.6.2.5.0-57088972.jar
zookeeper-jute-3.6.2.5.0-57088972.jar
zstd-jni-1.5.0-4.jar
Bibliotecas de Python (máquinas virtuales normales)
_libgcc_mutex=0.1
_openmp_mutex=4.5
_py-xgboost-mutex=2.0
abseil-cpp=20210324.0
absl-py=0.13.0
adal=1.2.7
adlfs=0.7.7
aiohttp=3.7.4.post0
alsa-lib=1.2.3
appdirs=1.4.4
arrow-cpp=3.0.0
astor=0.8.1
astunparse=1.6.3
async-timeout=3.0.1
attrs=21.2.0
aws-c-cal=0.5.11
aws-c-common=0.6.2
aws-c-event-stream=0.2.7
aws-c-io=0.10.5
aws-checksums=0.1.11
aws-sdk-cpp=1.8.186
azure-datalake-store=0.0.51
azure-identity=2021.03.15b1
azure-storage-blob=12.8.1
backcall=0.2.0
backports=1.0
backports.functools_lru_cache=1.6.4
beautifulsoup4=4.9.3
blas=2.109
blas-devel=3.9.0=9_mkl
blinker=1.4
blosc=1.21.0
bokeh=2.3.2
brotli=1.0.9
brotli-bin=1.0.9
brotli-python=1.0.9
brotlipy=0.7.0
brunsli=0.1
bzip2=1.0.8
c-ares=1.17.1
ca-certificates=2021.7.5
cachetools=4.2.2
cairo=1.16.0
certifi=2021.5.30
cffi=1.14.5
chardet=4.0.0
charls=2.2.0
click=8.0.1
cloudpickle=1.6.0
conda=4.9.2
conda-package-handling=1.7.3
configparser=5.0.2
cryptography=3.4.7
cudatoolkit=11.1.1
cycler=0.10.0
cython=0.29.23
cytoolz=0.11.0
dash=1.20.0
dash-core-components=1.16.0
dash-html-components=1.1.3
dash-renderer=1.9.1
dash-table=4.11.3
dash_cytoscape=0.2.0
dask-core=2021.6.2
databricks-cli=0.12.1
dataclasses=0.8
dbus=1.13.18
debugpy=1.3.0
decorator=4.4.2
dill=0.3.4
entrypoints=0.3
et_xmlfile=1.1.0
expat=2.4.1
fire=0.4.0
flask=2.0.1
flask-compress=1.10.1
fontconfig=2.13.1
freetype=2.10.4
fsspec=2021.6.1
future=0.18.2
gast=0.3.3
gensim=3.8.3
geographiclib=1.52
geopy=2.1.0
gettext=0.21.0
gevent=21.1.2
gflags=2.2.2
giflib=5.2.1
gitdb=4.0.7
gitpython=3.1.18
glib=2.68.3
glib-tools=2.68.3
glog=0.5.0
gobject-introspection=1.68.0
google-auth=1.32.1
google-auth-oauthlib=0.4.1
google-pasta=0.2.0
greenlet=1.1.0
grpc-cpp=1.37.1
grpcio=1.37.1
gst-plugins-base=1.18.4
gstreamer=1.18.4
h5py=2.10.0
hdf5=1.10.6
html5lib=1.1
hummingbird-ml=0.4.0
icu=68.1
idna=2.10
imagecodecs=2021.3.31
imageio=2.9.0
importlib-metadata=4.6.1
intel-openmp=2021.2.0
interpret=0.2.4
interpret-core=0.2.4
ipykernel=6.0.1
ipython=7.23.1
ipython_genutils=0.2.0
isodate=0.6.0
itsdangerous=2.0.1
jdcal=1.4.1
jedi=0.18.0
jinja2=3.0.1
joblib=1.0.1
jpeg=9d
jupyter_client=6.1.12
jupyter_core=4.7.1
jxrlib=1.1
keras-applications=1.0.8
keras-preprocessing=1.1.2
keras2onnx=1.6.5
kiwisolver=1.3.1
koalas=1.8.0
krb5=1.19.1
lcms2=2.12
ld_impl_linux-64=2.36.1
lerc=2.2.1
liac-arff=2.5.0
libaec=1.0.5
libblas=3.9.0=9_mkl
libbrotlicommon=1.0.9
libbrotlidec=1.0.9
libbrotlienc=1.0.9
libcblas=3.9.0=9_mkl
libclang=11.1.0
libcurl=7.77.0
libdeflate=1.7
libedit=3.1.20210216
libev=4.33
libevent=2.1.10
libffi=3.3
libgcc-ng=9.3.0
libgfortran-ng=9.3.0
libgfortran5=9.3.0
libglib=2.68.3
libiconv=1.16
liblapack=3.9.0=9_mkl
liblapacke=3.9.0=9_mkl
libllvm10=10.0.1
libllvm11=11.1.0
libnghttp2=1.43.0
libogg=1.3.5
libopus=1.3.1
libpng=1.6.37
libpq=13.3
libprotobuf=3.15.8
libsodium=1.0.18
libssh2=1.9.0
libstdcxx-ng=9.3.0
libthrift=0.14.1
libtiff=4.2.0
libutf8proc=2.6.1
libuuid=2.32.1
libuv=1.41.1
libvorbis=1.3.7
libwebp-base=1.2.0
libxcb=1.14
libxgboost=1.4.0
libxkbcommon=1.0.3
libxml2=2.9.12
libzopfli=1.0.3
lightgbm=3.2.1
lime=0.2.0.1
llvm-openmp=11.1.0
llvmlite=0.36.0
locket=0.2.1
lz4-c=1.9.3
markdown=3.3.4
markupsafe=2.0.1
matplotlib=3.4.2
matplotlib-base=3.4.2
matplotlib-inline=0.1.2
mkl=2021.2.0
mkl-devel=2021.2.0
mkl-include=2021.2.0
mleap=0.17.0
mlflow-skinny=1.18.0
msal=2021.06.08
msal-extensions=2021.06.08
msrest=2021.06.01
multidict=5.1.0
mysql-common=8.0.25
mysql-libs=8.0.25
ncurses=6.2
networkx=2.5.1
ninja=1.10.2
nltk=3.6.2
nspr=4.30
nss=3.67
numba=0.53.1
numpy=1.19.4
oauthlib=3.1.1
olefile=0.46
onnx=1.9.0
onnxconverter-common=1.7.0
onnxmltools=1.7.0
onnxruntime=1.7.2
openjpeg=2.4.0
openpyxl=3.0.7
openssl=1.1.1k
opt_einsum=3.3.0
orc=1.6.7
packaging=21.0
pandas=1.2.3
parquet-cpp=1.5.1=1
parso=0.8.2
partd=1.2.0
patsy=0.5.1
pcre=8.45
pexpect=4.8.0
pickleshare=0.7.5
pillow=8.2.0
pip=21.1.1
pixman=0.40.0
plotly=4.14.3
pmdarima=1.8.2
pooch=1.4.0
portalocker=1.7.1
prompt-toolkit=3.0.19
protobuf=3.15.8
psutil=5.8.0
ptyprocess=0.7.0
py-xgboost=1.4.0
py4j=0.10.9
pyarrow=3.0.0
pyasn1=0.4.8
pyasn1-modules=0.2.8
pycairo=1.20.1
pycosat=0.6.3
pycparser=2.20
pygments=2.9.0
pygobject=3.40.1
pyjwt=2.1.0
pyodbc=4.0.30
pyopenssl=20.0.1
pyparsing=2.4.7
pyqt=5.12.3
pyqt-impl=5.12.3
pyqt5-sip=4.19.18
pyqtchart=5.12
pyqtwebengine=5.12.1
pysocks=1.7.1
python=3.8.10
python-dateutil=2.8.1
python-flatbuffers=1.12
python_abi=3.8=2_cp38
pytorch=1.8.1.8_cuda11.1_cudnn8.0.5_0
pytz=2021.1
pyu2f=0.1.5
pywavelets=1.1.1
pyyaml=5.4.1
pyzmq=22.1.0
qt=5.12.9
re2=2021.04.01
readline=8.1
regex=2021.7.6
requests=2.25.1
requests-oauthlib=1.3.0
retrying=1.3.3
rsa=4.7.2
ruamel_yaml=0.15.100
s2n=1.0.10
salib=1.3.11
scikit-image=0.18.1
scikit-learn=0.23.2
scipy=1.5.3
seaborn=0.11.1
seaborn-base=0.11.1
setuptools=49.6.0
shap=0.39.0
six=1.16.0
skl2onnx=1.8.0.1
sklearn-pandas=2.2.0
slicer=0.0.7
smart_open=5.1.0
smmap=3.0.5
snappy=1.1.8
soupsieve=2.2.1
sqlite=3.36.0
statsmodels=0.12.2
tabulate=0.8.9
tenacity=7.0.0
tensorboard=2.4.1
tensorboard-plugin-wit=1.8.0
tensorflow=2.4.1
tensorflow-base=2.4.1
tensorflow-estimator=2.4.0
termcolor=1.1.0
textblob=0.15.3
threadpoolctl=2.1.0
tifffile=2021.4.8
tk=8.6.10
toolz=0.11.1
tornado=6.1
tqdm=4.61.2
traitlets=5.0.5
typing-extensions=3.10.0.0
typing_extensions=3.10.0.0
unixodbc=2.3.9
urllib3=1.26.4
wcwidth=0.2.5
webencodings=0.5.1
werkzeug=2.0.1
wheel=0.36.2
wrapt=1.12.1
xgboost=1.4.0
xorg-kbproto=1.0.7
xorg-libice=1.0.10
xorg-libsm=1.2.3
xorg-libx11=1.7.2
xorg-libxext=1.3.4
xorg-libxrender=0.9.10
xorg-renderproto=0.11.1
xorg-xextproto=7.3.0
xorg-xproto=7.0.31
xz=5.2.5
yaml=0.2.5
yarl=1.6.3
zeromq=4.3.4
zfp=0.5.5
zipp=3.5.0
zlib=1.2.11
zope.event=4.5.0
zope.interface=5.4.0
zstd=1.4.9
applicationinsights==0.11.10
argon2-cffi==21.3.0
argon2-cffi-bindings==21.2.0
azure-common==1.1.27
azure-core==1.16.0
azure-graphrbac==0.61.1
azure-identity==1.4.1
azure-mgmt-authorization==0.61.0
azure-mgmt-containerregistry==8.0.0
azure-mgmt-core==1.3.0
azure-mgmt-keyvault==2.2.0
azure-mgmt-resource==13.0.0
azure-mgmt-storage==11.2.0
azureml-core==1.34.0
azureml-dataprep==2.22.2
azureml-dataprep-native==38.0.0
azureml-dataprep-rslex==1.20.2
azureml-dataset-runtime==1.34.0
azureml-mlflow==1.34.0
azureml-opendatasets==1.34.0
azureml-telemetry==1.34.0
backports-tempfile==1.0
backports-weakref==1.0.post1
bleach==5.0.1
contextlib2==0.6.0.post1
defusedxml==0.7.1
distlib==0.3.6
distro==1.7.0
docker==4.4.4
dotnetcore2==2.1.23
fastjsonschema==2.16.1
filelock==3.8.0
fusepy==3.0.1
importlib-resources==5.9.0
ipywidgets==7.6.3
jeepney==0.6.0
jmespath==0.10.0
jsonpickle==2.0.0
jsonschema==4.15.0
jupyterlab-pygments==0.2.2
jupyterlab-widgets==3.0.3
kqlmagiccustom==0.1.114.post8
lxml==4.6.5
mistune==2.0.4
msal-extensions==0.2.2
msrestazure==0.6.4
mypy==0.780
mypy-extensions==0.4.3
nbclient==0.6.7
nbconvert==7.0.0
nbformat==5.4.0
ndg-httpsclient==0.5.1
nest-asyncio==1.5.5
notebook==6.4.12
pandasql==0.7.3
pandocfilters==1.5.0
pathspec==0.8.1
pkgutil-resolve-name==1.3.10
platformdirs==2.5.2
prettytable==2.4.0
prometheus-client==0.14.1
pyperclip==1.8.2
pyrsistent==0.18.1
pyspark==3.2.1
ruamel-yaml==0.17.4
ruamel-yaml-clib==0.2.6
secretstorage==3.3.1
send2trash==1.8.0
sqlalchemy==1.4.20
terminado==0.15.0
tinycss2==1.1.1
torchvision==0.9.1
traitlets==5.3.0
typed-ast==1.4.3
virtualenv==20.14.0
websocket-client==1.1.0
widgetsnbextension==3.5.2
Bibliotecas de Python (máquinas virtuales aceleradas por GPU)
_libgcc_mutex=0.1
_openmp_mutex=4.5
_py-xgboost-mutex=2.0
_tflow_select=2.3.0
abseil-cpp=20210324.1
absl-py=0.13.0
adal=1.2.7
adlfs=0.7.7
aiohttp=3.7.4.post0
appdirs=1.4.4
arrow-cpp=3.0.0
astor=0.8.1
astunparse=1.6.3
async-timeout=3.0.1
attrs=21.2.0
aws-c-cal=0.5.11
aws-c-common=0.6.2
aws-c-event-stream=0.2.7
aws-c-io=0.10.5
aws-checksums=0.1.11
aws-sdk-cpp=1.8.186
azure-datalake-store=0.0.51
azure-storage-blob=12.9.0
backcall=0.2.0
backports=1.0
backports.functools_lru_cache=1.6.4
beautifulsoup4=4.9.3
blas=2.111
blas-devel=3.9.0
blinker=1.4
bokeh=2.3.2
brotli=1.0.9
brotli-bin=1.0.9
brotli-python=1.0.9
brotlipy=0.7.0
bzip2=1.0.8
c-ares=1.17.2
ca-certificates=2021.5.30
cachetools=4.2.2
cairo=1.16.0
certifi=2021.5.30
cffi=1.14.6
chardet=4.0.0
click=8.0.1
colorama=0.4.4
conda=4.9.2
conda-package-handling=1.7.3
configparser=5.0.2
cryptography=3.4.7
cudatoolkit=11.1.1
cycler=0.10.0
cython=0.29.24
cytoolz=0.11.0
dash=1.21.0
dash-core-components=1.17.1
dash-html-components=1.1.4
dash-renderer=1.9.1
dash-table=4.12.0
dash_cytoscape=0.2.0
dask-core=2021.9.1
databricks-cli=0.12.1
dataclasses=0.8
dbus=1.13.18
debugpy=1.4.1
decorator=5.1.0
dill=0.3.4
entrypoints=0.3
et_xmlfile=1.0.1001
expat=2.4.1
ffmpeg=4.3
fire=0.4.0
flask=2.0.1
flask-compress=1.10.1
fontconfig=2.13.1
freetype=2.10.4
fsspec=2021.8.1
future=0.18.2
g-ir-build-tools=1.68.0
g-ir-host-tools=1.68.0
gensim=3.8.3
geographiclib=1.52
geopy=2.1.0
gettext=0.19.8.1
gevent=21.8.0
gflags=2.2.2
gitdb=4.0.7
gitpython=3.1.23
glib=2.68.4
glib-tools=2.68.4
glog=0.5.0
gmp=6.2.1
gnutls=3.6.13
gobject-introspection=1.68.0
google-auth=1.35.0
google-auth-oauthlib=0.4.6
google-pasta=0.2.0
greenlet=1.1.1
grpc-cpp=1.37.1
gst-plugins-base=1.14.0
gstreamer=1.14.0
h5py=2.10.0
hdf5=1.10.6
html5lib=1.1
hummingbird-ml=0.4.0
icu=58.2
idna=2.10
imagecodecs-lite=2019.12.3
imageio=2.9.0
importlib-metadata=4.8.1
interpret=0.2.4
interpret-core=0.2.4
ipykernel=6.4.1
ipython=7.23.1
ipython_genutils=0.2.0
isodate=0.6.0
itsdangerous=2.0.1
jdcal=1.4.1
jedi=0.18.0
jinja2=3.0.1
joblib=1.0.1
jpeg=9b
jupyter_client=7.0.3
jupyter_core=4.8.1
keras=2.4.3
keras-applications=1.0.8
keras-preprocessing=1.1.2
keras2onnx=1.6.5
kiwisolver=1.3.2
koalas=1.8.0
krb5=1.19.2
lame=3.100
ld_impl_linux-64=2.36.1
liac-arff=2.5.0
libblas=3.9.0
libbrotlicommon=1.0.9
libbrotlidec=1.0.9
libbrotlienc=1.0.9
libcblas=3.9.0
libcurl=7.79.1
libedit=3.1.20191231
libev=4.33
libevent=2.1.10
libffi=3.4.2
libgcc-ng=11.2.0
libgfortran-ng=11.2.0
libgfortran5=11.2.0
libgirepository=1.68.0
libglib=2.68.4
libiconv=1.16
liblapack=3.9.0
liblapacke=3.9.0
libllvm11=11.1.0
libnghttp2=1.43.0
libpng=1.6.37
libprotobuf=3.16.0
libsodium=1.0.18
libssh2=1.10.0
libstdcxx-ng=11.2.0
libthrift=0.14.1
libtiff=4.2.0
libutf8proc=2.6.1
libuuid=2.32.1
libuv=1.42.0
libwebp-base=1.2.1
libxcb=1.13
libxgboost=1.4.0
libxml2=2.9.9
lightgbm=3.2.1
lime=0.2.0.1
llvm-openmp=12.0.1
llvmlite=0.37.0
locket=0.2.0
lz4-c=1.9.3
markdown=3.3.4
markupsafe=2.0.1
matplotlib=3.4.2
matplotlib-base=3.4.2
matplotlib-inline=0.1.3
mkl=2021.3.0
mkl-devel=2021.3.0
mkl-include=2021.3.0
mleap=0.17.0
mlflow-skinny=1.18.0
msal=2021.09.01
msrest=2021.09.01
multidict=5.1.0
multiprocess=0.70.12.2
ncurses=6.2
nest-asyncio=1.5.1
nettle=3.6
networkx=2.5
ninja=1.10.2
nltk=3.6.2
numba=0.54.0
numpy=1.19.4
oauthlib=3.1.1
olefile=0.46
onnx=1.9.0
onnxconverter-common=1.7.0
onnxmltools=1.7.0
onnxruntime=1.7.2
openh264=2.1.1
openpyxl=3.0.7
openssl=1.1.1l
opt_einsum=3.3.0
orc=1.6.7
packaging=21.0
pandas=1.2.3
parquet-cpp=1.5.1
parso=0.8.2
partd=1.2.0
pathos=0.2.8
patsy=0.5.1
pcre=8.45
pexpect=4.8.0
pickleshare=0.7.5003
pillow=7.1.2
pip=21.1.1
pixman=0.38.0
pkg-config=0.29.2
plotly=4.14.3
pmdarima=1.8.2
pooch=1.5.1
portalocker=1.7.1
pox=0.3.0
ppft=1.6.6.4
prompt-toolkit=3.0.20
protobuf=3.16.0
psutil=5.8.0
pthread-stubs=0.4
ptyprocess=0.7.0
py-xgboost=1.4.0
py4j=0.10.9
pyarrow=3.0.0
pyasn1=0.4.8
pyasn1-modules=0.2.7
pycairo=1.20.1
pycosat=0.6.3
pycparser=2.20
pydeprecate=0.3.1
pygments=2.10.0
pygobject=3.40.1
pyjwt=2.1.0
pyodbc=4.0.30
pyopenssl=20.0.1
pyparsing=2.4.7
pyqt=5.9.2
pysocks=1.7.1
pyspark=3.1.2
python=3.8.12
python-dateutil=2.8.2
python_abi=3.8
pytorch=1.8.1
pytorch-lightning=1.4.2
pytz=2021.1
pyu2f=0.1.5
pywavelets=1.1.1
pyyaml=5.4.1
pyzmq=22.3.0
qt=5.9.7
re2=2021.04.01
readline=8.1
regex=2021.8.28
requests=2.25.1
requests-oauthlib=1.3.0
retrying=1.3.3
rsa=4.7.2
ruamel_yaml=0.15.80
s2n=1.0.10
salib=1.4.5
scikit-image=0.18.1
scikit-learn=0.23.2
scipy=1.7.1
seaborn=0.11.1
seaborn-base=0.11.1
setuptools=49.6.0
shap=0.39.0
sip=4.19.13
skl2onnx=1.8.0.1
sklearn-pandas=2.2.0
slicer=0.0.7
smart_open=5.2.1
smmap=3.0.5
snappy=1.1.8
soupsieve=2.0.1
sqlite=3.36.0
statsmodels=0.12.2
tabulate=0.8.9
tbb=2021.3.0
tenacity=8.0.1
tensorboard=2.6.0
tensorboard-data-server=0.6.0
tensorboard-plugin-wit=1.8.0
tensorflow=2.4.1
tensorflow-base=2.4.1
termcolor=1.1.0
textblob=0.15.3
threadpoolctl=2.2.0
tifffile=2020.6.3
tk=8.6.11
toolz=0.11.1
torchaudio=0.8.1
torchmetrics=0.5.1
torchvision=0.9.1
tornado=6.1
tqdm=4.62.3
traitlets=5.1.0
unixodbc=2.3.9
urllib3=1.26.4
wcwidth=0.2.5
webencodings=0.5.1
werkzeug=2.0.1
wheel=0.37.0
wrapt=1.12.1
xgboost=1.4.0
xorg-kbproto=1.0.7
xorg-libice=1.0.10
xorg-libsm=1.2.3
xorg-libx11=1.7.2
xorg-libxau=1.0.9
xorg-libxdmcp=1.1.3
xorg-libxext=1.3.4
xorg-libxrender=0.9.10
xorg-renderproto=0.11.1
xorg-xextproto=7.3.0
xorg-xproto=7.0.31
xz=5.2.5
yaml=0.2.5
yarl=1.6.3
zeromq=4.3.4
zipp=3.5.0
zlib=1.2.11
zope.event=4.5.0
zope.interface=5.4.0
zstd=1.4.9
applicationinsights==0.11.10
argon2-cffi==21.1.0
azure-common==1.1.27
azure-core==1.18.0
azure-graphrbac==0.61.1
azure-identity==1.4.1
azure-mgmt-authorization==0.61.0
azure-mgmt-containerregistry==8.1.0
azure-mgmt-core==1.3.0
azure-mgmt-keyvault==9.1.0
azure-mgmt-resource==13.0.0
azure-mgmt-storage==11.2.0
azureml-core==1.34.0
azureml-dataprep==2.22.2
azureml-dataprep-native==38.0.0
azureml-dataprep-rslex==1.20.2
azureml-dataset-runtime==1.34.0
azureml-mlflow==1.34.0
azureml-opendatasets==1.34.0
azureml-telemetry==1.34.0
backports-tempfile==1.0
backports-weakref==1.0.post1
bleach==4.1.0
cloudpickle==1.6.0
contextlib2==21.6.0
defusedxml==0.7.1
diskcache==5.2.1
distro==1.6.0
docker==5.0.2
dotnetcore2==2.1.21
flatbuffers==1.12
fusepy==3.0.1
gast==0.3.3
grpcio==1.32.0
ipywidgets==7.6.5
jeepney==0.7.1
jmespath==0.10.0
jsonpickle==2.0.0
jsonschema==4.1.2
jupyterlab-pygments==0.1.2
jupyterlab-widgets==1.0.2
kqlmagiccustom==0.1.114.post8
lxml==4.7.1
mistune==0.8.4
msal-extensions==0.2.2
msrestazure==0.6.4
mypy==0.780
mypy-extensions==0.4.3
nbclient==0.5.4
nbconvert==6.2.0
nbformat==5.1.3
ndg-httpsclient==0.5.1
notebook==6.4.5
opencv-python==4.5.3.56
pandasql==0.7.3
pandocfilters==1.5.0
pathspec==0.9.0
petastorm==0.11.3
prettytable==3.0.0
prometheus-client==0.12.0
pyperclip==1.8.2
pyrsistent==0.18.0
ruamel-yaml==0.17.4
ruamel-yaml-clib==0.2.6
secretstorage==3.3.1
send2trash==1.8.0
six==1.15.0
sqlalchemy==1.4.25
tensorflow-estimator==2.4.0
tensorflow-gpu==2.4.1
terminado==0.12.1
testpath==0.5.0
typed-ast==1.4.3
typing-extensions==3.7.4.3
websocket-client==1.2.1
widgetsnbextension==3.5.2
Bibliotecas de R (versión preliminar)
| Library | Versión | Library | Versión | Library | Versión |
|---|---|---|---|---|---|
| askpass | 1.1 | highcharter | 0.9.4 | readr | 2.1.3 |
| assertthat | 0.2.1 | highr | 0.9 | readxl | 1.4.1 |
| backports | 1.4.1 | hms | 1.1.2 | recipes | 1.0.3 |
| base64enc | 0.1-3 | htmltools | 0.5.3 | rematch | 1.0.1 |
| bit | 4.0.5 | htmlwidgets | 1.5.4 | rematch2 | 2.1.2 |
| bit64 | 4.0.5 | httpcode | 0.3.0 | remotes | 2.4.2 |
| blob | 1.2.3 | httpuv | 1.6.6 | reprex | 2.0.2 |
| brew | 1,0 - 8 | httr | 1.4.4 | reshape2 | 1.4.4 |
| brio | 1.1.3 | ids | 1.0.1 | rjson | 0.2.21 |
| broom | 1.0.1 | igraph | 1.3.5 | rlang | 1.0.6 |
| bslib | 0.4.1 | infer | 1.0.3 | rlist | 0.4.6.2 |
| cachem | 1.0.6 | ini | 0.3.1 | rmarkdown | 2,18 |
| callr | 3.7.3 | ipred | 0.9-13 | RODBC | 1.3-19 |
| caret | 6.0-93 | isoband | 0.2.6 | roxygen2 | 7.2.2 |
| cellranger | 1.1.0 | iterators | 1.0.14 | rprojroot | 2.0.3 |
| cli | 3.4.1 | jquerylib | 0.1.4 | rsample | 1.1.0 |
| clipr | 0.8.0 | jsonlite | 1.8.3 | rstudioapi | 0.14 |
| clock | 0.6.1 | knitr | 1,41 | rversions | 2.1.2 |
| colorspace | 2.0-3 | labeling | 0.4.2 | rvest | 1.0.3 |
| commonmark | 1.8.1 | later | 1.3.0 | sass | 0.4.4 |
| config | 0.3.1 | lava | 1.7.0 | scales | 1.2.1 |
| conflicted | 1.1.0 | lazyeval | 0.2.2 | selectr | 0.4-2 |
| coro | 1.0.3 | lhs | 1.1.5 | sessioninfo | 1.2.2 |
| cpp11 | 0.4.3 | ciclo de vida | 1.0.3 | shiny | 1.7.3 |
| crayon | 1.5.2 | lightgbm | 3.3.3 | control deslizante | 0.3.0 |
| credentials | 1.3.2 | listenv | 0.8.0 | sourcetools | 0.1.7 |
| crosstalk | 1.2.0 | lobstr | 1.1.2 | sparklyr | 1.7.8 |
| crul | 1.3 | lubridate | 1.9.0 | SQUAREM | 2021.1 |
| curl | 4.3.3 | magrittr | 2.0.3 | stringi | 1.7.8 |
| data.table | 1.14.6 | maps | 3.4.1 | stringr | 1.4.1 |
| DBI | 1.1.3 | memoise | 2.0.1 | sys | 3.4.1 |
| dbplyr | 2.2.1 | mime | 0,12 | systemfonts | 1.0.4 |
| desc | 1.4.2 | miniUI | 0.1.1.1 | testthat | 3.1.5 |
| devtools | 2.4.5 | modeldata | 1.0.1 | textshaping | 0.3.6 |
| dials | 1.1.0 | modelenv | 0.1.0 | tibble | 3.1.8 |
| DiceDesign | 1,9 | ModelMetrics | 1.2.2.2 | tidymodels | 1.0.0 |
| diffobj | 0.3.5 | modelr | 0.1.10 | tidyr | 1.2.1 |
| digest | 0.6.30 | munsell | 0.5.0 | tidyselect | 1.2.0 |
| downlit | 0.4.2 | numDeriv | 2016.8-1.1 | tidyverse | 1.3.2 |
| dplyr | 1.0.10 | openssl | 2.0.4 | timechange | 0.1.1 |
| dtplyr | 1.2.2 | parallelly | 1.32.1 | timeDate | 4021.106 |
| e1071 | 1.7-12 | parsnip | 1.0.3 | tinytex | 0,42 |
| ellipsis | 0.3.2 | patchwork | 1.1.2 | torch | 0.9.0 |
| evaluate | 0,18 | pillar | 1.8.1 | triebeard | 0.3.0 |
| fansi | 1.0.3 | pkgbuild | 1.4.0 | TTR | 0.24.3 |
| farver | 2.1.1 | pkgconfig | 2.0.3 | tune | 1.0.1 |
| fastmap | 1.1.0 | pkgdown | 2.0.6 | tzdb | 0.3.0 |
| fontawesome | 0.4.0 | pkgload | 1.3.2 | urlchecker | 1.0.1 |
| forcats | 0.5.2 | plotly | 4.10.1 | urltools | 1.7.3 |
| foreach | 1.5.2 | plyr | 1.8.8 | usethis | 2.1.6 |
| forge | 0.2.0 | praise | 1.0.0 | utf8 | 1.2.2 |
| fs | 1.5.2 | prettyunits | 1.1.1 | uuid | 1.1-0 |
| furrr 0.3.0 | 0.3.1 | pROC | 1.18.0 | vctrs | 0.5.1 |
| future | 1.29.0 | processx | 3.8.0 | viridisLite | 0.4.1 |
| future.apply | 1.10.0 | prodlim | 2019.11.13 | vroom | 1.6.0 |
| gargle | 1.2.1 | profvis | 0.3.7 | waldo | 0.4.0 |
| generics | 0.1.3 | progreso | 1.2.2 | warp 0.2.0 | 0.2.0 |
| gert | 1.9.1 | progressr | 0.11.0 | whisker | 0,4 |
| ggplot2 | 3.4.0 | promises | 1.2.0.1 | withr | 2.5.0 |
| gh | 1.3.1 | proxy | 0.4-27 | workflows | 1.1.2 |
| gistr | 0.9.0 | pryr | 0.1.5 | workflowsets | 1.0.0 |
| gitcreds | 0.1.2 | ps | 1.7.2 | xfun | 0.35 |
| globals | 0.16.2 | purrr | 0.3.5 | xgboost | 1.6.0.1 |
| glue | 1.6.2 | quantmod | 0.4.20 | XML | 3.99-0.12 |
| googledrive | 2.0.0 | r2d3 | 0.2.6 | xml2 | 1.3.3 |
| googlesheets4 | 1.0.1 | R6 | 2.5.1 | xopen | 1.0.0 |
| gower | 1.0.0 | ragg | 1.2.4 | xtable | 1.8-4 |
| GPfit | 1,0 - 8 | rappdirs | 0.3.3 | xts | 0.12.2 |
| gtable | 0.3.1 | rbokeh | 0.5.2 | yaml | 2.3.6 |
| hardhat | 1.2.0 | rcmdcheck | 1.4.0 | yardstick | 1.1.0 |
| haven | 2.5.1 | RColorBrewer | 1.1-3 | zip | 2.2.2 |
| hexbin | 1.28.2 | Rcpp | 1.0.9 | zoo | 1.8-11 |
Pasos siguientes
Migración entre versiones de Apache Spark: compatibilidad
Para obtener instrucciones sobre la migración desde versiones anteriores del entorno de ejecución a Azure Synapse Runtime para Apache Spark 3.3 o 3.4, consulte Introducción al entorno de ejecución para Apache Spark.