├── .gitignore ├── LICENSE ├── README.md ├── __init__.py ├── data ├── AsyncDataLoader.py ├── AugmentedAST.py ├── BaseDataEncoder.py ├── Batch.py ├── Tasks.py └── __init__.py ├── environment.yml ├── evaluate_model.py ├── experiments ├── FITB_MPNN_comparison │ ├── __init__.py │ ├── evaluate_models.py │ ├── make_tasks_and_preprocess.py │ └── train_models.py ├── FITB_vocab_comparison │ ├── __init__.py │ ├── evaluate_models.py │ ├── make_tasks_and_preprocess.py │ └── train_models.py ├── VarNaming_MPNN_comparison │ ├── __init__.py │ ├── evaluate_models.py │ ├── make_tasks_and_preprocess.py │ └── train_models.py ├── VarNaming_subtoken_edge_ablation │ ├── __init__.py │ ├── evaluate_models.py │ ├── make_tasks_and_preprocess.py │ └── train_models.py ├── VarNaming_vocab_comparison │ ├── __init__.py │ ├── evaluate_models.py │ ├── make_tasks_and_preprocess.py │ └── train_models.py ├── __init__.py ├── evaluate_models_for_experiment.py ├── make_tasks_and_preprocess_for_experiment.py ├── make_train_test_split.sh ├── run_command_on_remote.py ├── temp.aws_config.py ├── train_model_for_experiment.py └── utils.py ├── models ├── FITB │ ├── CharCNN.py │ ├── ClosedVocab.py │ ├── FITBModel.py │ ├── GSCVocab.py │ └── __init__.py ├── GraphNN │ ├── DTNN.py │ ├── GAT.py │ ├── GGNN.py │ ├── MPNN.py │ ├── RGCN.py │ └── __init__.py ├── Model.py ├── VarNaming │ ├── CharCNN.py │ ├── ClosedVocab.py │ ├── GSCVocab.py │ ├── VarNamingModel.py │ └── __init__.py ├── __init__.py └── all_models.py ├── preprocess_task_for_model.py ├── tests ├── __init__.py ├── data │ ├── __init__.py │ ├── test_BaseDataEncoder.py │ ├── test_Batch.py │ ├── test_ProgramGraph.py │ └── test_Tasks.py ├── experiments │ ├── __init__.py │ ├── test_evaluate_models_for_experiment.py │ ├── test_make_tasks_and_preprocess.py │ ├── test_make_train_test_split.py │ ├── test_train_models_for_experiment.py │ └── test_utils.py ├── models │ ├── FITB │ │ ├── __init__.py │ │ ├── test_CharCNN.py │ │ ├── test_ClosedVocab.py │ │ └── test_GSCVocab.py │ ├── VarNaming │ │ ├── __init__.py │ │ ├── test_CharCNN.py │ │ ├── test_ClosedVocab.py │ │ └── test_GSCVocab.py │ ├── __init__.py │ └── test_Model.py ├── test_evaluate_model.py ├── test_preprocess_task_for_model.py ├── test_s3shared │ └── test_dataset │ │ ├── repositories │ │ ├── com.fasterxml.jackson.core.base.package-info.java.gml │ │ ├── com.mysql.cj.api.mysqla.io.PacketReader.java.gml │ │ ├── javassist.compiler.ast.Visitor.java.gml │ │ ├── javassist.tools.rmi.AppletServer.java.gml │ │ ├── javax.enterprise.context.spi.Context.java.gml │ │ ├── org.apache.commons.collections4.iterators.AbstractMapIteratorDecorator.java.gml │ │ ├── org.apache.commons.math3.linear.SparseFieldVector.java.gml │ │ ├── org.apache.commons.math3.ode.events.FieldEventHandler.java.gml │ │ ├── org.apache.commons.math3.optimization.direct.BaseAbstractMultivariateVectorOptimizer.java.gml │ │ ├── org.apache.commons.pool2.SwallowedExceptionListener.java.gml │ │ ├── org.apache.commons.pool2.impl.GenericKeyedObjectPoolMXBean.java.gml │ │ ├── org.apache.maven.project.ProjectSorter.java.gml │ │ ├── org.apache.maven.project.interpolation.ModelInterpolator.java.gml │ │ ├── org.codehaus.plexus.util.reflection.Reflector.java.gml │ │ ├── org.eclipse.jetty.server.handler.HotSwapHandler.java.gml │ │ ├── org.h2.command.ddl.AlterTableDropConstraint.java.gml │ │ ├── org.joda.time.chrono.BasicGJChronology.java.gml │ │ ├── org.junit.experimental.categories.CategoryValidator.java.gml │ │ ├── org.mockito.creation.instance.InstantiationException.java.gml │ │ └── org.reflections.adapters.JavassistAdapter.java.gml │ │ ├── seen_repos │ │ ├── test_graphs │ │ │ ├── org.h2.command.ddl.AlterTableDropConstraint.java.gml │ │ │ └── org.mockito.creation.instance.InstantiationException.java.gml │ │ └── train_graphs │ │ │ ├── com.mysql.cj.api.mysqla.io.PacketReader.java.gml │ │ │ ├── javassist.compiler.ast.Visitor.java.gml │ │ │ ├── javax.enterprise.context.spi.Context.java.gml │ │ │ ├── org.apache.commons.collections4.iterators.AbstractMapIteratorDecorator.java.gml │ │ │ ├── org.apache.commons.math3.linear.SparseFieldVector.java.gml │ │ │ ├── org.apache.commons.math3.ode.events.FieldEventHandler.java.gml │ │ │ ├── org.apache.commons.math3.optimization.direct.BaseAbstractMultivariateVectorOptimizer.java.gml │ │ │ ├── org.apache.commons.pool2.SwallowedExceptionListener.java.gml │ │ │ ├── org.apache.maven.project.interpolation.ModelInterpolator.java.gml │ │ │ ├── org.codehaus.plexus.util.reflection.Reflector.java.gml │ │ │ ├── org.eclipse.jetty.server.handler.HotSwapHandler.java.gml │ │ │ ├── org.joda.time.chrono.BasicGJChronology.java.gml │ │ │ ├── org.junit.experimental.categories.CategoryValidator.java.gml │ │ │ └── org.reflections.adapters.JavassistAdapter.java.gml │ │ └── unseen_repos │ │ └── test_graphs │ │ ├── com.fasterxml.jackson.core.base.package-info.java.gml │ │ ├── javassist.tools.rmi.AppletServer.java.gml │ │ ├── org.apache.commons.pool2.impl.GenericKeyedObjectPoolMXBean.java.gml │ │ └── org.apache.maven.project.ProjectSorter.java.gml └── test_train_model_on_task.py └── train_model_on_task.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mwcvitkovic/Open-Vocabulary-Learning-on-Source-Code-with-a-Graph-Structured-Cache/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mwcvitkovic/Open-Vocabulary-Learning-on-Source-Code-with-a-Graph-Structured-Cache/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 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