Środowisko uruchomieniowe usługi Azure Synapse dla platformy Apache Spark 3.1 (przestarzałe)
Usługa Azure Synapse Analytics obsługuje wiele środowisk uruchomieniowych dla platformy Apache Spark. W tym dokumencie opisano składniki i wersje środowiska uruchomieniowego środowiska uruchomieniowego dla środowiska Uruchomieniowego usługi Azure Synapse dla platformy Apache Spark 3.1.
Uwaga
Powiadomienie o wycofaniu i wyłączeniu dla środowiska Uruchomieniowego usługi Azure Synapse dla platformy Apache Spark 3.1.
- 29 sierpnia 2024 r. rozpocznie się wyłączenie częściowych pul i zadań. Będziemy kontynuować dalsze, pełne wyłączenie do 30 września 2024 r. Natychmiast przeprowadź migrację do wyższych wersji środowiska uruchomieniowego. W przeciwnym razie zadania przestaną być wykonywane.
- Wszystkie zadania platformy Spark uruchomione w środowisku Azure Synapse Runtime dla platformy Apache Spark 3.1 zostaną w pełni wyłączone od 30 września 2024 r.
- Zakończenie wsparcia dla środowiska Azure Synapse Runtime dla platformy Apache Spark 3.1 ogłoszono 26 stycznia 2023 r.
- Od 26 stycznia 2024 r. usługa Azure Synapse zatrzymała oficjalną obsługę środowisk uruchomieniowych platformy Spark 3.1.
- Po 26 stycznia 2024 r. nie będziemy zwracać się do żadnych biletów pomocy technicznej związanych z platformą Spark 3.1. W przypadku usterek lub poprawek zabezpieczeń platformy Spark 3.1 nie będzie dostępny potok wydania. Użycie platformy Spark 3.1 po dacie redukcji pomocy technicznej jest podejmowane na własne ryzyko. Zdecydowanie odradzamy jego dalsze wykorzystanie ze względu na potencjalne obawy dotyczące zabezpieczeń i funkcjonalności.
- Uznając, że niektórzy klienci mogą potrzebować dodatkowego czasu na przejście do wyższej wersji środowiska uruchomieniowego, tymczasowo rozszerzamy opcję użycia platformy Spark 3.1, ale nie udostępnimy jej oficjalnej pomocy technicznej.
- Zdecydowanie zalecamy proaktywne uaktualnianie obciążeń do nowszej wersji środowiska uruchomieniowego (np . środowiska Uruchomieniowego usługi Azure Synapse dla platformy Apache Spark 3.4 (GA))).
Wersje składników
| Składnik | Wersja |
|---|---|
| Apache Spark | 3.1.2 |
| System operacyjny | Ubuntu 18.04 |
| Java | 1.8.0_282 |
| Scala | 2.12.10 |
| Hadoop | 3.1.1 |
| .NET Core | 3.1 |
| .NET | 2.0.0 |
| Delta Lake | 1.0 |
| Python | 3,8 |
| R (wersja zapoznawcza) | 4.2 |
Biblioteki Języka Scala i 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_3.1.2-1.0.0.jar
TokenLibrary-assembly-1.0.jar
VegasConnector-1.0.25.1_2.12.jar
accessors-smart-1.2.jar
activation-1.1.1.jar
adal4j-1.6.3.jar
aircompressor-0.10.jar
algebra_2.12-2.0.0-M2.jar
animal-sniffer-annotations-1.17.jar
antlr-runtime-3.5.2.jar
antlr4-runtime-4.8-1.jar
aopalliance-1.0.jar
aopalliance-repackaged-2.6.1.jar
apache-log4j-extras-1.2.17.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
avro-1.8.2.jar
avro-ipc-1.8.2.jar
avro-mapred-1.8.2-hadoop2.jar
aws-java-sdk-bundle-1.11.375.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
bcpkix-jdk15on-1.60.jar
bcprov-jdk15on-1.60.jar
bonecp-0.8.0.RELEASE.jar
breeze-macros_2.12-1.0.jar
breeze_2.12-1.0.jar
cats-kernel_2.12-2.0.0-M4.jar
checker-qual-2.8.1.jar
chill-java-0.9.5.jar
chill_2.12-0.9.5.jar
client-sdk-1.14.0.jar
cntk-2.4.jar
commons-beanutils-1.9.4.jar
commons-cli-1.2.jar
commons-codec-1.10.jar
commons-collections-3.2.2.jar
commons-compiler-3.0.16.jar
commons-compress-1.20.jar
commons-configuration2-2.1.1.jar
commons-crypto-1.1.0.jar
commons-daemon-1.0.13.jar
commons-dbcp-1.4.jar
commons-httpclient-3.1.jar
commons-io-2.5.jar
commons-lang-2.6.jar
commons-lang3-3.10.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
cosmos-analytics-spark-connector_3-1_2-12-assembly-3.0.4.jar
cudf-21.10.0-cuda11.jar
curator-client-2.12.0.jar
curator-framework-2.12.0.jar
curator-recipes-2.12.0.jar
datanucleus-api-jdo-4.2.4.jar
datanucleus-core-4.1.6.jar
datanucleus-rdbms-4.1.19.jar
delta-core_2.12-1.0.0.2b.jar
derby-10.12.1.1.jar
dnsjava-2.1.7.jar
dropwizard-metrics-hadoop-metrics2-reporter-0.1.2.jar
ehcache-3.3.1.jar
error_prone_annotations-2.3.2.jar
failureaccess-1.0.1.jar
flatbuffers-java-1.9.0.jar
fluent-logger-jar-with-dependencies.jar
geronimo-jcache_1.0_spec-1.0-alpha-1.jar
gson-2.2.4.jar
guava-28.0-jre.jar
guice-4.0.jar
guice-servlet-4.0.jar
hadoop-annotations-3.1.1.5.0-50849917.jar
hadoop-auth-3.1.1.5.0-50849917.jar
hadoop-aws-3.1.1.5.0-50849917.jar
hadoop-azure-3.1.1.5.0-50849917.jar
hadoop-client-3.1.1.5.0-50849917.jar
hadoop-common-3.1.1.5.0-50849917.jar
hadoop-hdfs-client-3.1.1.5.0-50849917.jar
hadoop-mapreduce-client-common-3.1.1.5.0-50849917.jar
hadoop-mapreduce-client-core-3.1.1.5.0-50849917.jar
hadoop-mapreduce-client-jobclient-3.1.1.5.0-50849917.jar
hadoop-openstack-3.1.1.5.0-50849917.jar
hadoop-yarn-api-3.1.1.5.0-50849917.jar
hadoop-yarn-client-3.1.1.5.0-50849917.jar
hadoop-yarn-common-3.1.1.5.0-50849917.jar
hadoop-yarn-registry-3.1.1.5.0-50849917.jar
hadoop-yarn-server-common-3.1.1.5.0-50849917.jar
hadoop-yarn-server-web-proxy-3.1.1.5.0-50849917.jar
hdinsight-spark-metrics_3_1_2-1.0.0.jar
hive-beeline-2.3.7.jar
hive-cli-2.3.7.jar
hive-common-2.3.7.jar
hive-exec-2.3.7-core.jar
hive-jdbc-2.3.7.jar
hive-llap-common-2.3.7.jar
hive-metastore-2.3.7.jar
hive-serde-2.3.7.jar
hive-service-rpc-3.1.2.jar
hive-shims-0.23-2.3.7.jar
hive-shims-2.3.7.jar
hive-shims-common-2.3.7.jar
hive-shims-scheduler-2.3.7.jar
hive-storage-api-2.7.2.jar
hive-vector-code-gen-2.3.7.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-4.5.6.jar
httpcore-4.4.12.jar
httpmime-4.5.6.jar
hyperspace-core-spark3.1_2.12-0.5.0-synapse.jar
isolation-forest_3.0.0_2.12-1.0.1.jar
istack-commons-runtime-3.0.8.jar
ivy-2.4.0.jar
j2objc-annotations-1.3.jar
jackson-annotations-2.10.0.jar
jackson-core-2.10.0.jar
jackson-core-asl-1.9.13.jar
jackson-databind-2.10.0.jar
jackson-dataformat-cbor-2.10.0.jar
jackson-jaxrs-base-2.10.0.jar
jackson-jaxrs-json-provider-2.10.0.jar
jackson-mapper-asl-1.9.13.jar
jackson-module-jaxb-annotations-2.10.0.jar
jackson-module-paranamer-2.10.0.jar
jackson-module-scala_2.12-2.10.0.jar
jakarta.activation-api-1.2.1.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.inject-1.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
jcip-annotations-1.0-1.jar
jcl-over-slf4j-1.7.30.jar
jdo-api-3.0.1.jar
jersey-client-2.30.jar
jersey-common-2.30.jar
jersey-container-servlet-2.30.jar
jersey-container-servlet-core-2.30.jar
jersey-entity-filtering-2.30.jar
jersey-hk2-2.30.jar
jersey-media-jaxb-2.30.jar
jersey-media-json-jackson-2.30.jar
jersey-server-2.30.jar
jetty-util-9.4.40.v20210413.jar
jetty-util-ajax-9.4.40.v20210413.jar
jline-2.14.6.jar
joda-time-2.10.5.jar
jodd-core-3.5.2.jar
jpam-1.1.jar
jsch-0.1.54.jar
json-1.8.jar
json-20090211.jar
json-simple-1.1.jar
json-smart-2.3.jar
json4s-ast_2.12-3.7.0-M5.jar
json4s-core_2.12-3.7.0-M5.jar
json4s-jackson_2.12-3.7.0-M5.jar
json4s-scalap_2.12-3.7.0-M5.jar
jsp-api-2.1.jar
jsr305-3.0.0.jar
jta-1.1.jar
jul-to-slf4j-1.7.30.jar
kafka-clients-2.4.1.5.0-50849917.jar
kerb-admin-1.0.1.jar
kerb-client-1.0.1.jar
kerb-common-1.0.1.jar
kerb-core-1.0.1.jar
kerb-crypto-1.0.1.jar
kerb-identity-1.0.1.jar
kerb-server-1.0.1.jar
kerb-simplekdc-1.0.1.jar
kerb-util-1.0.1.jar
kerby-asn1-1.0.1.jar
kerby-config-1.0.1.jar
kerby-pkix-1.0.1.jar
kerby-util-1.0.1.jar
kerby-xdr-1.0.1.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
leveldbjni-all-1.8.jar
libfb303-0.9.3.jar
libthrift-0.12.0.jar
libvegasjni.so
lightgbmlib-3.2.110.jar
listenablefuture-9999.0-empty-to-avoid-conflict-with-guava.jar
log4j-1.2.17.jar
lz4-java-1.7.1.jar
machinist_2.12-0.6.8.jar
macro-compat_2.12-1.1.1.jar
mdsdclientdynamic-2.0.jar
metrics-core-4.1.1.jar
metrics-graphite-4.1.1.jar
metrics-jmx-4.1.1.jar
metrics-json-4.1.1.jar
metrics-jvm-4.1.1.jar
microsoft-catalog-metastore-client-1.0.57.jar
microsoft-log4j-etwappender-1.0.jar
microsoft-spark.jar
minlog-1.3.0.jar
mmlspark-1.0.0-rc3-179-327be83c-SNAPSHOT.jar
mmlspark-cognitive-1.0.0-rc3-179-327be83c-SNAPSHOT.jar
mmlspark-core-1.0.0-rc3-179-327be83c-SNAPSHOT.jar
mmlspark-deep-learning-1.0.0-rc3-179-327be83c-SNAPSHOT.jar
mmlspark-lightgbm-1.0.0-rc3-179-327be83c-SNAPSHOT.jar
mmlspark-opencv-1.0.0-rc3-179-327be83c-SNAPSHOT.jar
mmlspark-vw-1.0.0-rc3-179-327be83c-SNAPSHOT.jar
mssql-jdbc-8.4.1.jre8.jar
mysql-connector-java-8.0.18.jar
netty-all-4.1.51.Final.jar
nimbus-jose-jwt-4.41.1.jar
notebook-utils-3.0.0-20211110.6.jar
objenesis-2.6.jar
okhttp-2.7.5.jar
okio-1.14.0.jar
onnxruntime_gpu-1.8.1.jar
opencsv-2.3.jar
opencv-3.2.0-1.jar
orc-core-1.5.12.jar
orc-mapreduce-1.5.12.jar
orc-shims-1.5.12.jar
oro-2.0.8.jar
osgi-resource-locator-1.0.3.jar
paranamer-2.8.jar
parquet-column-1.10.1.jar
parquet-common-1.10.1.jar
parquet-encoding-1.10.1.jar
parquet-format-2.4.0.jar
parquet-hadoop-1.10.1.jar
parquet-jackson-1.10.1.jar
peregrine-spark-0.9.jar
postgresql-42.2.9.jar
protobuf-java-2.5.0.jar
proton-j-0.33.8.jar
py4j-0.10.9.jar
pyrolite-4.30.jar
qpid-proton-j-extensions-1.2.4.jar
rapids-4-spark_2.12-21.10.0.jar
re2j-1.1.jar
scala-collection-compat_2.12-2.1.1.jar
scala-compiler-2.12.10.jar
scala-java8-compat_2.12-0.9.0.jar
scala-library-2.12.10.jar
scala-parser-combinators_2.12-1.1.2.jar
scala-reflect-2.12.10.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-1.1.8.2.jar
spark-3.1-rpc-history-server-app-listener_2.12-1.0.0.jar
spark-3.1-rpc-history-server-core_2.12-1.0.0.jar
spark-avro_2.12-3.1.2.5.0-50849917.jar
spark-catalyst_2.12-3.1.2.5.0-50849917.jar
spark-cdm-connector-assembly-1.19.2.jar
spark-core_2.12-3.1.2.5.0-50849917.jar
spark-enhancement_2.12-3.1.2.5.0-50849917.jar
spark-enhancementui_2.12-1.1.0.jar
spark-graphx_2.12-3.1.2.5.0-50849917.jar
spark-hadoop-cloud_2.12-3.1.2.5.0-50849917.jar
spark-hive-thriftserver_2.12-3.1.2.5.0-50849917.jar
spark-hive_2.12-3.1.2.5.0-50849917.jar
spark-kusto-synapse-connector_3.1_2.12-1.0.0.jar
spark-kvstore_2.12-3.1.2.5.0-50849917.jar
spark-launcher_2.12-3.1.2.5.0-50849917.jar
spark-microsoft-telemetry_2.12-3.1.2.5.0-50849917.jar
spark-microsoft-tools_2.12-3.1.2.5.0-50849917.jar
spark-mllib-local_2.12-3.1.2.5.0-50849917.jar
spark-mllib_2.12-3.1.2.5.0-50849917.jar
spark-mssql-connector-1.2.0.jar
spark-network-common_2.12-3.1.2.5.0-50849917.jar
spark-network-shuffle_2.12-3.1.2.5.0-50849917.jar
spark-repl_2.12-3.1.2.5.0-50849917.jar
spark-sketch_2.12-3.1.2.5.0-50849917.jar
spark-sql-kafka-0-10_2.12-3.1.2.5.0-50849917.jar
spark-sql_2.12-3.1.2.5.0-50849917.jar
spark-streaming-kafka-0-10-assembly_2.12-3.1.2.5.0-50849917.jar
spark-streaming-kafka-0-10_2.12-3.1.2.5.0-50849917.jar
spark-streaming_2.12-3.1.2.5.0-50849917.jar
spark-tags_2.12-3.1.2.5.0-50849917.jar
spark-token-provider-kafka-0-10_2.12-3.1.2.5.0-50849917.jar
spark-unsafe_2.12-3.1.2.5.0-50849917.jar
spark-yarn_2.12-3.1.2.5.0-50849917.jar
spark_diagnostic_cli-1.0.10_spark-3.1.2.jar
spire-macros_2.12-0.17.0-M1.jar
spire-platform_2.12-0.17.0-M1.jar
spire-util_2.12-0.17.0-M1.jar
spire_2.12-0.17.0-M1.jar
spray-json_2.12-1.3.2.jar
sqlanalyticsconnector_3.1.2-1.0.1.jar
stax-api-1.0.1.jar
stax2-api-3.1.4.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-3.0.0-20211110.6.jar
threeten-extra-1.5.0.jar
token-provider-1.0.1.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
woodstox-core-5.0.3.jar
xbean-asm7-shaded-4.15.jar
xz-1.5.jar
zookeeper-3.4.6.5.0-50849917.jar
zstd-jni-1.4.8-1.jar
Biblioteki języka Python
_libgcc_mutex=0.1
_openmp_mutex=4.5
_py-xgboost-mutex=2.0
abseil-cpp=20210324.0
absl-py=0.13.0
Biblioteka uwierzytelniania firmy Microsoft=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
Select=8.0.1
cloudpickle=1.6.0
conda=4.9.2
conda-package-handling=1.7.3
configparser=5.0.2
kryptografia=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
emigrant=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
=21.1.1
agon=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
typ-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==3.1.2
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
Biblioteki języka R (wersja zapoznawcza)
abind 1.4-5
anomalize 0.2.2
w dowolnym momencie 0.3.9
strzałka 7.0.0
askpass 1.1
assertthat 0.2.1
backports 1.4.1
base64enc 0.1-3
BH 1.78.0-0
bit 4.0.4
bit64 4.0.5
Obiekt blob 1.2.3
warzenie 1.0-7
brio 1.1.3
miotła 0.8.0
bslib 0.3.1
cachem 1.0.6
callr 3.7.0
samochód 3.0-13
carData 3.0-5
daszek 6.0-86
cellranger 1.1.0
checkmate 2.1.0
chron 2.3-56
interfejs wiersza polecenia 3.3.0
clipr 0.8.0
colorspace 2.0-3
commonmark 1.8.0
config 0.3.1
corrplot 0.92
covr 3.5.1
cpp11 0.4.2
kredka 1.5.1
poświadczenia 1.3.2
crosstalk 1.2.0
curl 4.3.2
data.table 1.14.2
DBI 1.1.2
dbplyr 2.1.1
desc 1.4.1
devtools 2.3.2
diffobj 0.3.5
skrót 0.6.29
dplyr 1.0.9
DT 0.22
dtplyr 1.2.1
dygrafy 1.1.1.6
wielokropek 0.3.2
ocena 0,15
extraDistr 1.9.1
fansi 1.0.3
farver 2.1.0
fastmap 1.1.0
forcats 0.5.1
foreach 1.5.2
prognoza 8.13
Forge 0.2.0
formatR 1.12
fracdiff 1.5-1
fs 1.5.2
furrr 0.3.0
darile.logger 1.4.3
futile.options 1.0.1
future 1.25.0
future.apply 1.9.0
gargle 1.2.0
generics 0.1.2
gert 1.6.0
ggplot2 3.3.6
gh 1.3.0
gitcreds 0.1.1
glmnet 4.1-4
globals 0.14.0
klej 1.6.2
gower 1.0.0
gridExtra 2.3
gsubfn 0.7
gtable 0.3.0
gtools 3.8.2
hardhat 0.2.0
haven 2.5.0
highr 0.9
hms 1.1.1
htmltools 0.5.2
htmlwidgets 1.5.4
httr 1.4.3
hwriter 1.3.2.1
Identyfikatory 1.0.1
ini 0.3.1
w tekście 0.3.19
ipred 0.9-12
isoband 0.2.5
iteratory 1.0.14
jquerylib 0.1.4
jsonlite 1.7.2
knitr 1.39
etykietowanie 0.4.2
lambda.r 1.2.4
nowsza wersja 1.3.0
lawa 1.6.10
leniwy 0.2.2
cykl życia 1.0.1
listenv 0.8.0
lme4 1.1-29
lmtest 0.9-40
loo 2.5.1
lubridate 1.8.0
magrittr 2.0.3
maptools 1.1-4
markdown 1.1
MatrixModels 0.5-0
matrixStats 0.62.0
zapamiętywanie 2.0.1
mime 0.12
minqa 1.2.4
ModelMetrics 1.2.2.2
modelr 0.1.8
munsell 0.5.0
nloptr 2.0.1
notebookutils 3.1.2-20220721.3
numDeriv 2016.8-1.1
openssl 2.0.0
padr 0.6.0
równolegle 1.31.1
pbkrtest 0.5.1
filar 1.7.0
pkgbuild 1.3.1
pkgconfig 2.0.3
pkgload 1.2.4
plogr 0.2.0
plotly 4.10.0
plotrix 3.8-1
plyr 1.8.7
pochwała 1.0.0
prettyunits 1.1.1
pROC 1.18.0
processx 3.5.3
prodlim 2019.11.13
postęp 1.2.2
progressr 0.10.0
obietnice 1.2.0.1
proroka 0.6.1
proto 1.0.0
ps 1.7.0
purrr 0.3.4
quadprog 1.5-8
quantmod 0.4.20
quantreg 5.93
R.methodsS3 1.8.1
R.oo 1.24.0
R.utils 2.12.0
r2d3 0.2.6
R6 2.5.1
randomForest 4.7-1
rappdirs 0.3.3
rcmdcheck 1.4.0
RColorBrewer 1.1-3
Rcpp 1.0.8.3
RcppArmadillo 0.11.0.0.0
RcppEigen 0.3.3.9.2
RcppParallel 5.1.5
RcppRoll 0.3.0
readr 2.1.2
readxl 1.4.0
przepisy 0.2.0
rewanż 1.0.1
rewanż 2.1.2
remotes 2.4.2
reprex 2.0.1
zmiana kształtu 1.4.3
reticulate 1.18
rex 1.2.1
rlang 1.0.2
rmarkdown 2.14
RODBC 1.3-19
roxygen2 7.1.2
rprojroot 2.0.3
rsample 0.1.1
RSQLite 2.2.13
rstan 2.21.5
rstantools 2.2.0
rstatix 0.7.0
rstudioapi 0.13
rversions 2.1.1
rvest 1.0.2
sass 0.4.1
skaluje 1.2.0
selektor 0.4-2
sessioninfo 1.2.2
kształt 1.4.6
slider 0.2.2
sourcetools 0.1.7
sp 1.4-7
sparklyr 1.5.2
RozrzedniaM 1.81
sqldf 0.4-11
SQUAREM 2021.1
StanHeaders 2.21.0-7
stringi 1.7.6
stringr 1.4.0
zamiatać 0.2.3
sys 3.4
testthat 3.1.4
tibble 3.1.7
tibbletime 0.1.6
tidyr 1.2.0
tidyselect 1.1.2
tidyverse 1.3.1
timeDate 3043.102
timetk 2.8.0
tinytex 0.38
tseries 0.10-51
tsfeatures 1.0.2
TTR 0.24.3
tzdb 0.3.0
urca 1.3-0
usethis 2.1.5
utf8 1.2.2
uuid 1.1-0
vctrs 0.4.1
viridisLite 0.4.0
vroom 1.5.7
waldo 0.4.0
warp 0.2.0
wąs 0.4
withr 2.5.0
xfun 0.30
xml2 1.3.3
xopen 1.0.0
xtable 1.8-4
xts 0.12.1
yaml 2.3.5
zip 2.2.0
zoo 1.8-10
Następne kroki
- Azure Synapse Analytics
- Dokumentacja platformy Apache Spark
- Pojęcia dotyczące platformy Apache Spark
Migracja między wersjami platformy Apache Spark — obsługa
Aby uzyskać wskazówki dotyczące migracji ze starszych wersji środowiska uruchomieniowego do środowiska Uruchomieniowego usługi Azure Synapse dla platformy Apache Spark 3.3 lub 3.4, zapoznaj się z tematem Runtime for Apache Spark Overview (Środowisko uruchomieniowe dla platformy Apache Spark — omówienie).