{"owner":"dmlc","repo":"xgboost","hasSkills":true,"totalSkillsCount":2,"totalTokensCount":807,"categories":["plugin-manifest"],"hasMcp":false,"mcpConfig":null,"found":["jvm-packages/README.md","jvm-packages/xgboost4j-example/README.md"],"skills":{"jvm-packages/README.md":"# XGBoost4J: Distributed XGBoost for Scala/Java\n[![Build Status](https://badge.buildkite.com/aca47f40a32735c00a8550540c5eeff6a4c1d246a580cae9b0.svg?branch=master)](https://buildkite.com/xgboost/xgboost-ci)\n[![Documentation Status](https://readthedocs.org/projects/xgboost/badge/?version=latest)](https://xgboost.readthedocs.org/en/latest/jvm/index.html)\n[![GitHub license](http://dmlc.github.io/img/apache2.svg)](../LICENSE)\n\n[Documentation](https://xgboost.readthedocs.org/en/stable/jvm/index.html) |\n[Resources](../demo/README.md) |\n[Release Notes](../NEWS.md)\n\nXGBoost4J is the JVM package of xgboost. It brings all the optimizations and power xgboost\ninto JVM ecosystem.\n\n- Train XGBoost models in scala and java with easy customization.\n- Run distributed xgboost natively on jvm frameworks such as Apache Flink and Apache\nSpark.\n\nYou can find more about XGBoost on [Documentation](https://xgboost.readthedocs.org/en/stable/jvm/index.html) and [Resource Page](../demo/README.md).\n","jvm-packages/xgboost4j-example/README.md":"XGBoost4J Code Examples\n=======================\n\n## Java API\n* [Basic walkthrough of wrappers](src/main/java/ml/dmlc/xgboost4j/java/example/BasicWalkThrough.java)\n* [Customize loss function, and evaluation metric](src/main/java/ml/dmlc/xgboost4j/java/example/CustomObjective.java)\n* [Boosting from existing prediction](src/main/java/ml/dmlc/xgboost4j/java/example/BoostFromPrediction.java)\n* [Predicting using first n trees](src/main/java/ml/dmlc/xgboost4j/java/example/PredictFirstNtree.java)\n* [Generalized Linear Model](src/main/java/ml/dmlc/xgboost4j/java/example/GeneralizedLinearModel.java)\n* [Cross validation](src/main/java/ml/dmlc/xgboost4j/java/example/CrossValidation.java)\n* [Predicting leaf indices](src/main/java/ml/dmlc/xgboost4j/java/example/PredictLeafIndices.java)\n* [Early Stopping](src/main/java/ml/dmlc/xgboost4j/java/example/EarlyStopping.java)\n\n## Scala API\n\n* [Basic walkthrough of wrappers](src/main/scala/ml/dmlc/xgboost4j/scala/example/BasicWalkThrough.scala)\n* [Customize loss function, and evaluation metric](src/main/scala/ml/dmlc/xgboost4j/scala/example/CustomObjective.scala)\n* [Boosting from existing prediction](src/main/scala/ml/dmlc/xgboost4j/scala/example/BoostFromPrediction.scala)\n* [Predicting using first n trees](src/main/scala/ml/dmlc/xgboost4j/scala/example/PredictFirstNTree.scala)\n* [Generalized Linear Model](src/main/scala/ml/dmlc/xgboost4j/scala/example/GeneralizedLinearModel.scala)\n* [Cross validation](src/main/scala/ml/dmlc/xgboost4j/scala/example/CrossValidation.scala)\n* [Predicting leaf indices](src/main/scala/ml/dmlc/xgboost4j/scala/example/PredictLeafIndices.scala)\n\n## Spark API\n* [Distributed Training with Spark](src/main/scala/ml/dmlc/xgboost4j/scala/example/spark/SparkMLlibPipeline.scala)\n\n## Flink API\n* [Distributed Training with Flink](src/main/scala/ml/dmlc/xgboost4j/scala/example/flink/DistTrainWithFlink.scala)\n"},"files":{"jvm-packages/README.md":"# XGBoost4J: Distributed XGBoost for Scala/Java\n[![Build Status](https://badge.buildkite.com/aca47f40a32735c00a8550540c5eeff6a4c1d246a580cae9b0.svg?branch=master)](https://buildkite.com/xgboost/xgboost-ci)\n[![Documentation Status](https://readthedocs.org/projects/xgboost/badge/?version=latest)](https://xgboost.readthedocs.org/en/latest/jvm/index.html)\n[![GitHub license](http://dmlc.github.io/img/apache2.svg)](../LICENSE)\n\n[Documentation](https://xgboost.readthedocs.org/en/stable/jvm/index.html) |\n[Resources](../demo/README.md) |\n[Release Notes](../NEWS.md)\n\nXGBoost4J is the JVM package of xgboost. It brings all the optimizations and power xgboost\ninto JVM ecosystem.\n\n- Train XGBoost models in scala and java with easy customization.\n- Run distributed xgboost natively on jvm frameworks such as Apache Flink and Apache\nSpark.\n\nYou can find more about XGBoost on [Documentation](https://xgboost.readthedocs.org/en/stable/jvm/index.html) and [Resource Page](../demo/README.md).\n","jvm-packages/xgboost4j-example/README.md":"XGBoost4J Code Examples\n=======================\n\n## Java API\n* [Basic walkthrough of wrappers](src/main/java/ml/dmlc/xgboost4j/java/example/BasicWalkThrough.java)\n* [Customize loss function, and evaluation metric](src/main/java/ml/dmlc/xgboost4j/java/example/CustomObjective.java)\n* [Boosting from existing prediction](src/main/java/ml/dmlc/xgboost4j/java/example/BoostFromPrediction.java)\n* [Predicting using first n trees](src/main/java/ml/dmlc/xgboost4j/java/example/PredictFirstNtree.java)\n* [Generalized Linear Model](src/main/java/ml/dmlc/xgboost4j/java/example/GeneralizedLinearModel.java)\n* [Cross validation](src/main/java/ml/dmlc/xgboost4j/java/example/CrossValidation.java)\n* [Predicting leaf indices](src/main/java/ml/dmlc/xgboost4j/java/example/PredictLeafIndices.java)\n* [Early Stopping](src/main/java/ml/dmlc/xgboost4j/java/example/EarlyStopping.java)\n\n## Scala API\n\n* [Basic walkthrough of wrappers](src/main/scala/ml/dmlc/xgboost4j/scala/example/BasicWalkThrough.scala)\n* [Customize loss function, and evaluation metric](src/main/scala/ml/dmlc/xgboost4j/scala/example/CustomObjective.scala)\n* [Boosting from existing prediction](src/main/scala/ml/dmlc/xgboost4j/scala/example/BoostFromPrediction.scala)\n* [Predicting using first n trees](src/main/scala/ml/dmlc/xgboost4j/scala/example/PredictFirstNTree.scala)\n* [Generalized Linear Model](src/main/scala/ml/dmlc/xgboost4j/scala/example/GeneralizedLinearModel.scala)\n* [Cross validation](src/main/scala/ml/dmlc/xgboost4j/scala/example/CrossValidation.scala)\n* [Predicting leaf indices](src/main/scala/ml/dmlc/xgboost4j/scala/example/PredictLeafIndices.scala)\n\n## Spark API\n* [Distributed Training with Spark](src/main/scala/ml/dmlc/xgboost4j/scala/example/spark/SparkMLlibPipeline.scala)\n\n## Flink API\n* [Distributed Training with Flink](src/main/scala/ml/dmlc/xgboost4j/scala/example/flink/DistTrainWithFlink.scala)\n"},"items":[{"name":"README.md","path":"jvm-packages/README.md","rawUrl":"https://raw.githubusercontent.com/dmlc/xgboost/HEAD/jvm-packages/README.md","title":"jvm-packages Documentation","category":"plugin-manifest","format":"markdown","content":"# XGBoost4J: Distributed XGBoost for Scala/Java\n[![Build Status](https://badge.buildkite.com/aca47f40a32735c00a8550540c5eeff6a4c1d246a580cae9b0.svg?branch=master)](https://buildkite.com/xgboost/xgboost-ci)\n[![Documentation Status](https://readthedocs.org/projects/xgboost/badge/?version=latest)](https://xgboost.readthedocs.org/en/latest/jvm/index.html)\n[![GitHub license](http://dmlc.github.io/img/apache2.svg)](../LICENSE)\n\n[Documentation](https://xgboost.readthedocs.org/en/stable/jvm/index.html) |\n[Resources](../demo/README.md) |\n[Release Notes](../NEWS.md)\n\nXGBoost4J is the JVM package of xgboost. It brings all the optimizations and power xgboost\ninto JVM ecosystem.\n\n- Train XGBoost models in scala and java with easy customization.\n- Run distributed xgboost natively on jvm frameworks such as Apache Flink and Apache\nSpark.\n\nYou can find more about XGBoost on [Documentation](https://xgboost.readthedocs.org/en/stable/jvm/index.html) and [Resource Page](../demo/README.md).\n","isInternal":false,"tokens":284,"sizeBytes":984},{"name":"README.md","path":"jvm-packages/xgboost4j-example/README.md","rawUrl":"https://raw.githubusercontent.com/dmlc/xgboost/HEAD/jvm-packages/xgboost4j-example/README.md","title":"xgboost4j-example Documentation","category":"plugin-manifest","format":"markdown","content":"XGBoost4J Code Examples\n=======================\n\n## Java API\n* [Basic walkthrough of wrappers](src/main/java/ml/dmlc/xgboost4j/java/example/BasicWalkThrough.java)\n* [Customize loss function, and evaluation metric](src/main/java/ml/dmlc/xgboost4j/java/example/CustomObjective.java)\n* [Boosting from existing prediction](src/main/java/ml/dmlc/xgboost4j/java/example/BoostFromPrediction.java)\n* [Predicting using first n trees](src/main/java/ml/dmlc/xgboost4j/java/example/PredictFirstNtree.java)\n* [Generalized Linear Model](src/main/java/ml/dmlc/xgboost4j/java/example/GeneralizedLinearModel.java)\n* [Cross validation](src/main/java/ml/dmlc/xgboost4j/java/example/CrossValidation.java)\n* [Predicting leaf indices](src/main/java/ml/dmlc/xgboost4j/java/example/PredictLeafIndices.java)\n* [Early Stopping](src/main/java/ml/dmlc/xgboost4j/java/example/EarlyStopping.java)\n\n## Scala API\n\n* [Basic walkthrough of wrappers](src/main/scala/ml/dmlc/xgboost4j/scala/example/BasicWalkThrough.scala)\n* [Customize loss function, and evaluation metric](src/main/scala/ml/dmlc/xgboost4j/scala/example/CustomObjective.scala)\n* [Boosting from existing prediction](src/main/scala/ml/dmlc/xgboost4j/scala/example/BoostFromPrediction.scala)\n* [Predicting using first n trees](src/main/scala/ml/dmlc/xgboost4j/scala/example/PredictFirstNTree.scala)\n* [Generalized Linear Model](src/main/scala/ml/dmlc/xgboost4j/scala/example/GeneralizedLinearModel.scala)\n* [Cross validation](src/main/scala/ml/dmlc/xgboost4j/scala/example/CrossValidation.scala)\n* [Predicting leaf indices](src/main/scala/ml/dmlc/xgboost4j/scala/example/PredictLeafIndices.scala)\n\n## Spark API\n* [Distributed Training with Spark](src/main/scala/ml/dmlc/xgboost4j/scala/example/spark/SparkMLlibPipeline.scala)\n\n## Flink API\n* [Distributed Training with Flink](src/main/scala/ml/dmlc/xgboost4j/scala/example/flink/DistTrainWithFlink.scala)\n","isInternal":false,"tokens":523,"sizeBytes":1883}],"systemPromptSnippet":"<yakaai_skills repo=\"dmlc/xgboost\">\n<!-- File: jvm-packages/README.md (Tokens: ~284 | Category: plugin-manifest) -->\n# XGBoost4J: Distributed XGBoost for Scala/Java\n[![Build Status](https://badge.buildkite.com/aca47f40a32735c00a8550540c5eeff6a4c1d246a580cae9b0.svg?branch=master)](https://buildkite.com/xgboost/xgboost-ci)\n[![Documentation Status](https://readthedocs.org/projects/xgboost/badge/?version=latest)](https://xgboost.readthedocs.org/en/latest/jvm/index.html)\n[![GitHub license](http://dmlc.github.io/img/apache2.svg)](../LICENSE)\n\n[Documentation](https://xgboost.readthedocs.org/en/stable/jvm/index.html) |\n[Resources](../demo/README.md) |\n[Release Notes](../NEWS.md)\n\nXGBoost4J is the JVM package of xgboost. It brings all the optimizations and power xgboost\ninto JVM ecosystem.\n\n- Train XGBoost models in scala and java with easy customization.\n- Run distributed xgboost natively on jvm frameworks such as Apache Flink and Apache\nSpark.\n\nYou can find more about XGBoost on [Documentation](https://xgboost.readthedocs.org/en/stable/jvm/index.html) and [Resource Page](../demo/README.md).\n\n<!-- File: jvm-packages/xgboost4j-example/README.md (Tokens: ~523 | Category: plugin-manifest) -->\nXGBoost4J Code Examples\n=======================\n\n## Java API\n* [Basic walkthrough of wrappers](src/main/java/ml/dmlc/xgboost4j/java/example/BasicWalkThrough.java)\n* [Customize loss function, and evaluation metric](src/main/java/ml/dmlc/xgboost4j/java/example/CustomObjective.java)\n* [Boosting from existing prediction](src/main/java/ml/dmlc/xgboost4j/java/example/BoostFromPrediction.java)\n* [Predicting using first n trees](src/main/java/ml/dmlc/xgboost4j/java/example/PredictFirstNtree.java)\n* [Generalized Linear Model](src/main/java/ml/dmlc/xgboost4j/java/example/GeneralizedLinearModel.java)\n* [Cross validation](src/main/java/ml/dmlc/xgboost4j/java/example/CrossValidation.java)\n* [Predicting leaf indices](src/main/java/ml/dmlc/xgboost4j/java/example/PredictLeafIndices.java)\n* [Early Stopping](src/main/java/ml/dmlc/xgboost4j/java/example/EarlyStopping.java)\n\n## Scala API\n\n* [Basic walkthrough of wrappers](src/main/scala/ml/dmlc/xgboost4j/scala/example/BasicWalkThrough.scala)\n* [Customize loss function, and evaluation metric](src/main/scala/ml/dmlc/xgboost4j/scala/example/CustomObjective.scala)\n* [Boosting from existing prediction](src/main/scala/ml/dmlc/xgboost4j/scala/example/BoostFromPrediction.scala)\n* [Predicting using first n trees](src/main/scala/ml/dmlc/xgboost4j/scala/example/PredictFirstNTree.scala)\n* [Generalized Linear Model](src/main/scala/ml/dmlc/xgboost4j/scala/example/GeneralizedLinearModel.scala)\n* [Cross validation](src/main/scala/ml/dmlc/xgboost4j/scala/example/CrossValidation.scala)\n* [Predicting leaf indices](src/main/scala/ml/dmlc/xgboost4j/scala/example/PredictLeafIndices.scala)\n\n## Spark API\n* [Distributed Training with Spark](src/main/scala/ml/dmlc/xgboost4j/scala/example/spark/SparkMLlibPipeline.scala)\n\n## Flink API\n* [Distributed Training with Flink](src/main/scala/ml/dmlc/xgboost4j/scala/example/flink/DistTrainWithFlink.scala)\n</yakaai_skills>"}