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› Alink
alibaba/Alink
Alink是基于Flink的通用机器学习算法平台，由阿里巴巴PAI团队研发。它提供丰富的开源算法组件，支持Java和Python（PyAlink）两种开发语言，旨在为大数据场景下的机器学习任务提供高效、统一的计算框架与解决方案。
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技术栈
connectors/connector-datahub java
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依赖
com.alibaba.alink:alink_core_flink-${alink.flink.major.version}_${alink.scala.major.version}
com.aliyun.datahub:aliyun-sdk-datahub
com.aliyun:aliyun-java-sdk-core
com.aliyun:aliyun-java-sdk-sts
org.apache.flink:flink-core
org.apache.flink:flink-streaming-java_2.11
org.apache.flink:flink-table-api-java-bridge_${alink.scala.major.version}
org.apache.flink:flink-table-common
connectors/connector-hbase java
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依赖
com.alibaba.alink:alink_core_flink-${alink.flink.major.version}_${alink.scala.major.version}
org.apache.hbase:hbase-client
org.apache.hbase:hbase-server
org.slf4j:slf4j-api
org.slf4j:slf4j-log4j12
connectors/connector-hive/hive-bridge java
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依赖
org.apache.commons:commons-lang3
org.apache.flink:flink-connector-hive_${alink.scala.major.version}
org.apache.flink:flink-core
org.apache.flink:flink-parquet_${alink.scala.major.version}
org.apache.flink:flink-runtime_${alink.scala.major.version}
org.apache.flink:flink-shaded-hadoop-2-uber
org.apache.flink:flink-table-api-java
org.apache.flink:flink-table-common
org.apache.flink:flink-table-runtime-blink_${alink.scala.major.version}
org.apache.hive:hive-exec
org.apache.hive:hive-metastore
org.slf4j:slf4j-api
connectors/connector-jdbc/connector-jdbc-derby java
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依赖
com.alibaba.alink:alink_core_flink-${alink.flink.major.version}_${alink.scala.major.version}
com.alibaba.alink:alink_test_utils-${alink.flink.major.version}_${alink.scala.major.version}
org.apache.derby:derby
org.apache.flink:flink-connector-jdbc_${alink.scala.major.version}
org.apache.flink:flink-streaming-java_${alink.scala.major.version}
org.apache.flink:flink-streaming-scala_${alink.scala.major.version}
org.apache.flink:flink-table-api-java
org.apache.flink:flink-table-api-java-bridge_${alink.scala.major.version}
org.apache.flink:flink-table-planner_${alink.scala.major.version}
org.apache.flink:flink-test-utils_2.11
connectors/connector-jdbc/connector-jdbc-mysql java
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依赖
com.alibaba.alink:alink_core_flink-${alink.flink.major.version}_${alink.scala.major.version}
mysql:mysql-connector-java
org.apache.flink:flink-connector-jdbc_${alink.scala.major.version}
org.apache.flink:flink-table-api-java
connectors/connector-jdbc/connector-jdbc-sqlite java
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依赖
com.alibaba.alink:alink_core_flink-${alink.flink.major.version}_${alink.scala.major.version}
com.alibaba.alink:alink_test_utils-${alink.flink.major.version}_${alink.scala.major.version}
org.apache.flink:flink-connector-jdbc_${alink.scala.major.version}
org.apache.flink:flink-streaming-java_${alink.scala.major.version}
org.apache.flink:flink-streaming-scala_${alink.scala.major.version}
org.apache.flink:flink-table-api-java
org.apache.flink:flink-table-api-java-bridge_${alink.scala.major.version}
org.apache.flink:flink-table-planner_${alink.scala.major.version}
org.apache.flink:flink-test-utils_2.11
org.xerial:sqlite-jdbc
connectors/connector-jdbc java
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依赖
junit:junit
connectors/connector-kafka java
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依赖
com.alibaba.alink:alink_core_flink-${alink.flink.major.version}_${alink.scala.major.version}
org.apache.flink:flink-connector-kafka_${alink.scala.major.version}
org.apache.flink:flink-streaming-java_${alink.scala.major.version}
org.apache.flink:flink-streaming-scala_${alink.scala.major.version}
org.apache.flink:flink-table-api-java
org.apache.flink:flink-table-api-java-bridge_${alink.scala.major.version}
org.apache.flink:flink-table-planner_${alink.scala.major.version}
connectors/connector-odps java
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依赖
com.alibaba.alink:alink_core_flink-${alink.flink.major.version}_${alink.scala.major.version}
com.aliyun.odps:odps-sdk-core
org.apache.flink:flink-table-api-java
connectors/connector-parquet-0.11 java
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依赖
com.alibaba.alink:alink_core_flink-${alink.flink.major.version}_${alink.scala.major.version}
org.apache.commons:commons-compress
org.apache.flink:flink-core
org.apache.flink:flink-parquet_2.11
org.apache.flink:flink-table-common
org.apache.hadoop:hadoop-common
connectors/connector-redis java
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依赖
com.alibaba.alink:alink_core_flink-${alink.flink.major.version}_${alink.scala.major.version}
redis.clients:jedis
core java
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依赖
com.alibaba.alink:alink_test_utils-${alink.flink.major.version}_${alink.scala.major.version}
com.alibaba.alink:shaded_alink_metadata_def
com.alibaba.alink:shaded_flink_ai_extended_tf2
com.alibaba.alink:shaded_protobuf_java
com.alibaba.alink:shaded_tensorflow_core_api
com.alibaba:fastjson
com.aliyun.oss:aliyun-sdk-oss
com.github.fommil.netlib:all
com.google.code.gson:gson
com.jayway.jsonpath:json-path
io.reactivex.rxjava3:rxjava
jfree:jfreechart
net.sf.py4j:py4j
org.apache.commons:commons-lang3
org.apache.flink:flink-clients_${alink.scala.major.version}
org.apache.flink:flink-gelly_${alink.scala.major.version}
org.apache.flink:flink-runtime_${alink.scala.major.version}
org.apache.flink:flink-shaded-jackson
org.apache.flink:flink-streaming-java_${alink.scala.major.version}
org.apache.flink:flink-streaming-scala_${alink.scala.major.version}
org.apache.flink:flink-table-api-java
org.apache.flink:flink-table-api-java-bridge_${alink.scala.major.version}
org.apache.flink:flink-table-planner_${alink.scala.major.version}
org.apache.flink:flink-table-runtime-blink_${alink.scala.major.version}
org.apache.flink:flink-test-utils_2.11
org.jpmml:pmml-model
org.mockito:mockito-core
org.reflections:reflections
org.rosuda.REngine:REngine
org.rosuda.REngine:Rserve
org.scala-lang:scala-compiler
org.scala-lang:scala-library
org.scala-lang:scala-reflect
org.scalanlp:breeze_${alink.scala.major.version}
org.tensorflow:ndarray
core/src/main/python/akdl/akdl/models/tf/tft python
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依赖
NumPy
Pandas
patool
pyunpack
scikit-learn
tensorflow-probability
wget
dl_predictors/predictor-onnx java
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依赖
com.alibaba.alink:alink_core_flink-${alink.flink.major.version}_${alink.scala.major.version}
com.alibaba.alink:alink_test_utils-${alink.flink.major.version}_${alink.scala.major.version}
com.microsoft.onnxruntime:onnxruntime
com.microsoft.onnxruntime:onnxruntime_gpu
org.apache.flink:flink-core
org.apache.flink:flink-table-api-java
org.apache.flink:flink-table-api-java-bridge_${alink.scala.major.version}
org.apache.flink:flink-table-planner_${alink.scala.major.version}
org.apache.flink:flink-test-utils_${alink.scala.major.version}
dl_predictors/predictor-tf java
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依赖
com.alibaba.alink:alink_core_flink-${alink.flink.major.version}_${alink.scala.major.version}
com.alibaba.alink:alink_test_utils-${alink.flink.major.version}_${alink.scala.major.version}
com.alibaba.alink:shaded_tensorflow_core_api
commons-io:commons-io
org.apache.commons:commons-lang3
org.apache.flink:flink-core
org.apache.flink:flink-table-api-java
org.apache.flink:flink-table-api-java-bridge_${alink.scala.major.version}
org.apache.flink:flink-table-planner_${alink.scala.major.version}
org.apache.flink:flink-test-utils_${alink.scala.major.version}
org.tensorflow:tensorflow-core-api
dl_predictors/predictor-torch java
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依赖
com.alibaba.alink:alink_core_flink-${alink.flink.major.version}_${alink.scala.major.version}
com.alibaba.alink:alink_test_utils-${alink.flink.major.version}_${alink.scala.major.version}
org.apache.flink:flink-core
org.apache.flink:flink-table-api-java
org.apache.flink:flink-table-api-java-bridge_${alink.scala.major.version}
org.apache.flink:flink-table-planner_${alink.scala.major.version}
org.apache.flink:flink-test-utils_${alink.scala.major.version}
org.pytorch:pytorch_java_only
plugins/xgboost-bridge java
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依赖
com.alibaba.alink:alink_core_flink-${alink.flink.major.version}_${alink.scala.major.version}
ml.dmlc:xgboost4j_${xgboost4j.scala.version}
org.apache.flink:flink-core
org.apache.hadoop:hadoop-common
根目录 java
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依赖
com.github.fommil.netlib:all
junit:junit
org.apache.flink:flink-test-utils_2.11
org.apache.logging.log4j:log4j-1.2-api
org.apache.logging.log4j:log4j-api
org.apache.logging.log4j:log4j-core
org.apache.logging.log4j:log4j-slf4j-impl
org.slf4j:slf4j-api
python java
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依赖
ant-contrib:ant-contrib
com.alibaba.alink:alink_core_flink-${alink.flink.major.version}_${alink.scala.major.version}
com.google.guava:guava
io.github.classgraph:classgraph
org.apache.commons:commons-math3
org.apache.flink:flink-clients_${alink.scala.major.version}
org.apache.flink:flink-gelly_${alink.scala.major.version}
org.apache.flink:flink-java
org.apache.flink:flink-python_${alink.scala.major.version}
org.apache.flink:flink-streaming-java_${alink.scala.major.version}
org.apache.flink:flink-streaming-scala_${alink.scala.major.version}
org.apache.flink:flink-table-api-java
org.apache.flink:flink-table-api-java-bridge_${alink.scala.major.version}
org.apache.flink:flink-table-planner-blink_${alink.scala.major.version}
org.apache.flink:flink-table-planner_${alink.scala.major.version}
python/src/main/python python
网络
Requests
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依赖
NumPy
Pandas
Rx
apache-flink
cloudpickle
deprecation
jupyter
py4j
scipy
tqdm
shaded_libraries/shaded_alink_metadata_def java
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依赖
com.google.protobuf:protobuf-java
com.google.protobuf:protobuf-java-util
shaded_libraries/shaded_flink_ai_extended_tf2 java
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依赖
com.alibaba.alink:flink-ml-framework
com.alibaba.alink:flink-ml-operator
com.alibaba.alink:flink-ml-tensorflow2
com.alibaba.alink:shaded_tensorflow_core_api
com.google.guava:guava
com.google.protobuf:protobuf-java
com.google.protobuf:protobuf-java-util
commons-io:commons-io
commons-lang:commons-lang
io.grpc:grpc-netty
io.grpc:grpc-protobuf
io.grpc:grpc-stub
org.apache.logging.log4j:log4j-slf4j-impl
org.apache.maven:maven-model
org.jctools:jctools-core
shaded_libraries/shaded_flink_oss_fs_hadoop java
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依赖
org.apache.flink:flink-oss-fs-hadoop
shaded_libraries/shaded_hive_deps/hive-deps-2-0 java
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依赖
com.hadoop.gplcompression:hadoop-lzo
org.apache.flink:flink-table-runtime-blink_2.11
org.apache.hive:hive-exec
org.apache.hive:hive-metastore
shaded_libraries/shaded_hive_deps/hive-deps-2-1 java
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依赖
org.apache.hive:hive-exec
org.apache.hive:hive-metastore
shaded_libraries/shaded_hive_deps/hive-deps-2-2 java
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依赖
org.apache.hive:hive-exec
org.apache.hive:hive-metastore
shaded_libraries/shaded_hive_deps/hive-deps-2-3 java
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依赖
org.apache.hive:hive-exec
org.apache.hive:hive-metastore
shaded_libraries/shaded_protobuf_java java
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依赖
com.google.protobuf:protobuf-java
shaded_libraries/shaded_tensorflow_core_api java
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依赖
org.tensorflow:tensorflow-core-api
shaded_libraries/third_party_flink_ai_extended/flink-ml-framework java
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依赖
com.alibaba:fastjson
com.github.oshi:oshi-core
com.google.guava:guava
com.google.protobuf:protobuf-java
com.google.protobuf:protobuf-java-util
io.grpc:grpc-netty
io.grpc:grpc-protobuf
io.grpc:grpc-stub
io.netty:netty-common
io.netty:netty-tcnative
io.netty:netty-tcnative-boringssl-static
io.netty:netty-transport
io.netty:netty-transport-native-epoll
junit:junit
net.java.dev.jna:jna
net.sourceforge.argparse4j:argparse4j
org.apache.commons:commons-lang3
org.apache.curator:curator-framework
org.apache.curator:curator-test
org.apache.hadoop:hadoop-common
org.apache.hadoop:hadoop-hdfs
org.apache.httpcomponents:httpclient
org.apache.logging.log4j:log4j-api
org.apache.logging.log4j:log4j-core
org.apache.logging.log4j:log4j-slf4j-impl
org.apache.maven:maven-model
org.jctools:jctools-core
org.mockito:mockito-all
shaded_libraries/third_party_flink_ai_extended/flink-ml-operator java
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依赖
com.alibaba.alink:flink-ml-framework
junit:junit
org.apache.curator:curator-test
org.apache.flink:flink-clients_${scala.major.version}
org.apache.flink:flink-core
org.apache.flink:flink-scala_${scala.major.version}
org.apache.flink:flink-streaming-java_${scala.major.version}
org.apache.flink:flink-streaming-scala_${scala.major.version}
org.apache.flink:flink-table-api-java
org.apache.flink:flink-table-api-java-bridge_${scala.major.version}
org.apache.flink:flink-table-planner-blink_${scala.major.version}
org.apache.flink:flink-table-planner_${scala.major.version}
org.scalatest:scalatest_${scala.major.version}
shaded_libraries/third_party_flink_ai_extended/flink-ml-tensorflow java
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依赖
com.alibaba.alink:flink-ml-framework
com.alibaba.alink:flink-ml-operator
junit:junit
org.apache.curator:curator-test
org.apache.flink:flink-table-api-java
org.apache.flink:flink-table-api-java-bridge_${scala.major.version}
org.apache.flink:flink-table-planner-blink_${scala.major.version}
org.tensorflow:proto
org.tensorflow:tensorflow-hadoop
shaded_libraries/third_party_flink_ai_extended/flink-ml-tensorflow2 java
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依赖
com.alibaba.alink:flink-ml-framework
com.alibaba.alink:flink-ml-operator
junit:junit
org.apache.curator:curator-test
org.apache.flink:flink-table-api-java
org.apache.flink:flink-table-api-java-bridge_${scala.major.version}
org.apache.flink:flink-table-planner-blink_${scala.major.version}
org.tensorflow:tensorflow-core-api
shaded_libraries/third_party_flink_ai_extended java
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依赖
com.alibaba:fastjson
com.github.oshi:oshi-core
com.google.errorprone:error_prone_annotations
com.google.guava:guava
com.google.protobuf:protobuf-java
com.google.protobuf:protobuf-java-util
io.grpc:grpc-netty
io.grpc:grpc-protobuf
io.grpc:grpc-stub
io.netty:netty-common
io.netty:netty-tcnative
io.netty:netty-tcnative-boringssl-static
io.netty:netty-transport
io.netty:netty-transport-native-epoll
junit:junit
net.java.dev.jna:jna
net.sourceforge.argparse4j:argparse4j
org.apache.commons:commons-lang3
org.apache.curator:curator-framework
org.apache.curator:curator-test
org.apache.flink:flink-clients_${scala.major.version}
org.apache.flink:flink-core
org.apache.flink:flink-scala_${scala.major.version}
org.apache.flink:flink-streaming-java_${scala.major.version}
org.apache.flink:flink-streaming-scala_${scala.major.version}
org.apache.flink:flink-table-api-java
org.apache.flink:flink-table-api-java-bridge_${scala.major.version}
org.apache.flink:flink-table-planner-blink_${scala.major.version}
org.apache.flink:flink-table-planner_${scala.major.version}
org.apache.hadoop:hadoop-common
org.apache.hadoop:hadoop-hdfs
org.apache.httpcomponents:httpclient
org.apache.logging.log4j:log4j-api
org.apache.logging.log4j:log4j-core
org.apache.logging.log4j:log4j-slf4j-impl
org.apache.maven:maven-model
org.jctools:jctools-core
org.mockito:mockito-all
org.scalatest:scalatest_${scala.major.version}
org.tensorflow:proto
org.tensorflow:tensorflow
org.tensorflow:tensorflow-core-api
org.tensorflow:tensorflow-hadoop
test_utils java
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依赖
junit:junit
org.apache.flink:flink-table-api-java-bridge_2.11
org.apache.flink:flink-test-utils_2.11
org.reflections:reflections
webui/server java
框架
Spring Boot Web
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依赖
com.alibaba.alink:alink_core_flink-${flink.major.version}_2.11
com.alibaba.alink:alink_test_utils-${flink.major.version}_2.11
com.google.code.gson:gson
com.h2database:h2
junit:junit
mysql:mysql-connector-java
org.apache.flink:flink-streaming-java_${alink.scala.major.version}
org.apache.flink:flink-streaming-scala_${alink.scala.major.version}
org.apache.flink:flink-table-api-java
org.apache.flink:flink-table-api-java-bridge_${alink.scala.major.version}
org.apache.flink:flink-table-planner_${alink.scala.major.version}
org.apache.flink:flink-test-utils_2.11
org.apache.logging.log4j:log4j-api
org.apache.logging.log4j:log4j-to-slf4j
org.springframework.boot:spring-boot-starter
org.springframework.boot:spring-boot-starter-data-jpa
org.springframework.boot:spring-boot-starter-test
org.springframework.boot:spring-boot-starter-validation
webui/web javascript
框架
React
^16.13.1
代码规范
Prettier
^2.2.1
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依赖
@ant-design/icons
^4.2.1
@antv/x6
^1.28.1
@antv/x6-react-components
^1.1.14
@antv/x6-react-shape
^1.4.6
@types/dompurify
^2.0.4
@types/lodash-es
^4.17.5
ahooks
^2.7.0
antd
^4.4.2
classnames
^2.2.6
dompurify
^2.1.1
marked
^3.0.7
react-dnd
^11.1.3
react-dnd-html5-backend
^11.1.3
react-dom
^16.13.1
umi-lint
^2.0.2
开发依赖
@ant-design/pro-layout
^5.0.12
@types/marked
^3.0.1
@umijs/preset-react
1.x
@umijs/test
^3.2.19
lint-staged
^10.5.3
umi
^3.2.19
yorkie
^2.0.0
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