Runtime Azure Synapse pour Apache Spark 3.2 (fin du support annoncé)
Azure Synapse Analytics prend en charge plusieurs runtimes pour Apache Spark. Ce document présente les composants et les versions du runtime Azure Synapse pour Apache Spark 3.2.
Important
- La fin du support annoncée pour Azure Synapse Runtime pour Apache Spark 3.2 a été annoncée le 8 juillet 2023.
- La fin du support annoncé lors de l’exécution n’aura pas de correctifs de bogues et de fonctionnalités. Les correctifs de sécurité seront rétroportés en fonction de l’évaluation des risques.
- Conformément à la politique de cycle de vie du runtime Synapse pour Apache Spark, le runtime Azure Synapse pour Apache Spark 3.2 sera retiré et désactivé à compter du 8 juillet 2024. Après la date de fin du support, les runtimes supprimés ne sont pas disponibles pour les nouveaux pools Spark et les flux de travail existants ne peuvent pas s’exécuter. Les métadonnées restent temporairement dans l’espace de travail Synapse.
- Nous vous recommandons vivement de mettre à niveau vos charges de travail Apache Spark 3.2 vers Azure Synapse Runtime pour Apache Spark 3.4 (GA) avant le 8 juillet 2024.
Versions des composants
| Composant | Version |
|---|---|
| Apache Spark | 3.2.1 |
| Système d’exploitation | 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 (préversion) | 4,2 |
Synapse-Python38-CPU.yml contient la liste des bibliothèques fournies dans l’environnement Python 3.8 par défaut dans Azure Synapse Spark.
Bibliothèques Scala et 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
Bibliothèques Python (machines virtuelles 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
Bibliothèques Python (machines virtuelles accélérées par 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
Bibliothèques R (préversion)
| Bibliothèque | Version | Bibliothèque | Version | Bibliothèque | Version |
|---|---|---|---|---|---|
| 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 |
| objet 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 |
| horloge | 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 | cycle de vie | 1.0.3 | shiny | 1.7.3 |
| crayon | 1.5.2 | lightgbm | 3.3.3 | curseur | 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 | 0.3.1 | 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 | progress | 1.2.2 | warp | 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 |
Étapes suivantes
Migration entre les versions d’Apache Spark - prise en charge
Pour obtenir des conseils sur la migration d’anciennes versions du runtime vers Azure Synapse Runtime pour Apache Spark 3.3 ou 3.4, reportez-vous à Runtime pour Apache Spark Overview.