Version 1.1

[1.1] - 2024-11-25

Added

• is_socket_closed function in streaming.communicator.py
• validate_http_url function in streaming.util.py
• validate_websocket_url function in streaming.util.py
• ML Streaming WebSocket testcases
• CommunicationProtocol Enum in streaming.communicator.py
• WebSocketClientCommunicator class in streaming.communicator.py
• WebSocketServerCommunicator class in streaming.communicator.py
• batch operation testcases
• batch_export function in pymilo/pymilo_obj.py
• batch_import function in pymilo/pymilo_obj.py
• CCA model
• PLSCanonical model
• PLSRegression model
• Cross decomposition models test runner
• Cross decomposition chain
• PyMilo exception types added in pymilo/exceptions/__init__.py
• PyMilo exception types added in pymilo/__init__.py

Changed

• core and streaming tests divided in test.yml
• communication_protocol parameter added to PyMiloClient class
• communication_protocol parameter added to PyMiloServer class
• ML Streaming testcases updated to support protocol selection
• README.md updated
• Tests config modified
• Cross decomposition params initialized in pymilo_param
• Cross decomposition support added to pymilo_func.py
• SUPPORTED_MODELS.md updated
• README.md updated
• GitHub actions are limited to the dev and main branches
• Python 3.13 added to test.yml

Version 1.0

Added

• Compression method test in ML Streaming RESTful testcases
• CLI handler in tests/test_ml_streaming/run_server.py
• Compression Enum in streaming.compressor.py
• GZIPCompressor class in streaming.compressor.py
• ZLIBCompressor class in streaming.compressor.py
• LZMACompressor class in streaming.compressor.py
• BZ2Compressor class in streaming.compressor.py
• encrypt_compress function in PymiloClient
• parse function in RESTServerCommunicator
• is_callable_attribute function in PymiloServer
• streaming.param.py
• attribute_type function in RESTServerCommunicator
• AttributeTypePayload class in RESTServerCommunicator
• attribute_type function in RESTClientCommunicator
• Mode Enum in PymiloClient
• Import from url testcases
• download_model function in utils.util.py
• PymiloServer class in streaming.pymilo_server.py
• PymiloClient class in PymiloClient
• Communicator interface in streaming.interfaces.py
• RESTClientCommunicator class in streaming.communicator.py
• RESTServerCommunicator class in streaming.communicator.py
• Compressor interface in streaming.interfaces.py
• DummyCompressor class in streaming.compressor.py
• Encryptor interface in streaming.interfaces.py
• DummyEncryptor class in streaming.encryptor.py
• ML Streaming RESTful testcases
• streaming-requirements.txt

Changed

• README.md updated
• ML Streaming RESTful testcases
• attribute_call function in RESTServerCommunicator
• AttributeCallPayload class in RESTServerCommunicator
• upload function in RESTClientCommunicator
• download function in RESTClientCommunicator
• __init__ function in RESTClientCommunicator
• attribute_calls function in RESTClientCommunicator
• requests added to requirements.txt
• uvicorn, fastapi, requests and pydantic added to dev-requirements.txt
• ML Streaming RESTful testcases
• __init__ function in PymiloServer
• __getattr__ function in PymiloClient
• __init__ function in PymiloClient
• toggle_mode function in PymiloClient
• upload function in PymiloClient
• download function in PymiloClient
• __init__ function in PymiloServer
• serialize_cfnode function in transporters.cfnode_transporter.py
• __init__ function in Import class
• serialize function in transporters.tree_transporter.py
• deserialize function in transporters.tree_transporter.py
• serialize function in transporters.sgdoptimizer_transporter.py
• deserialize function in transporters.sgdoptimizer_transporter.py
• serialize function in transporters.randomstate_transporter.py
• deserialize function in transporters.randomstate_transporter.py
• serialize function in transporters.bunch_transporter.py
• deserialize function in transporters.bunch_transporter.py
• serialize function in transporters.adamoptimizer_transporter.py
• deserialize function in transporters.adamoptimizer_transporter.py
• serialize_linear_model function in chains.linear_model_chain.py
• serialize_ensemble function in chains.ensemble_chain.py
• serialize function in GeneralDataStructureTransporter Transporter refactored
• get_deserialized_list function in GeneralDataStructureTransporter Transporter refactored
• Export class call by reference bug fixed

Version 0.9

Added

• Anaconda workflow
• prefix_list function in utils.util.py
• KBinsDiscretizer preprocessing model
• PowerTransformer preprocessing model
• SplineTransformer preprocessing model
• TargetEncoder preprocessing model
• QuantileTransformer preprocessing model
• RobustScaler preprocessing model
• PolynomialFeatures preprocessing model
• OrdinalEncoder preprocessing model
• Normalizer preprocessing model
• MaxAbsScaler preprocessing model
• MultiLabelBinarizer preprocessing model
• KernelCenterer preprocessing model
• FunctionTransformer preprocessing model
• Binarizer preprocessing model
• Preprocessing models test runner

Changed

• Command enum class in transporter.py
• SerializationErrorTypes enum class in serialize_exception.py
• DeserializationErrorTypes enum class in deserialize_exception.py
• meta.yaml modified
• NaN type in pymilo_param
• NaN type transportation in GeneralDataStructureTransporter Transporter
• BSpline Transportation in PreprocessingTransporter Transporter
• one layer deeper transportation in PreprocessingTransporter Transporter
• dictating outer ndarray dtype in GeneralDataStructureTransporter Transporter
• preprocessing params fulfilled in pymilo_param
• SUPPORTED_MODELS.md updated
• README.md updated
• serialize_possible_ml_model in the Ensemble chain

Version 0.8

[0.8] - 2024-05-06

Added

• StandardScaler Transformer in pymilo_param.py
• PreprocessingTransporter Transporter
• ndarray shape config in GeneralDataStructure Transporter
• util.py in chains
• BinMapperTransporter Transporter
• BunchTransporter Transporter
• GeneratorTransporter Transporter
• TreePredictorTransporter Transporter
• AdaboostClassifier model
• AdaboostRegressor model
• BaggingClassifier model
• BaggingRegressor model
• ExtraTreesClassifier model
• ExtraTreesRegressor model
• GradientBoosterClassifier model
• GradientBoosterRegressor model
• HistGradientBoosterClassifier model
• HistGradientBoosterRegressor model
• RandomForestClassifier model
• RandomForestRegressor model
• IsolationForest model
• RandomTreesEmbedding model
• StackingClassifier model
• StackingRegressor model
• VotingClassifier model
• VotingRegressor model
• Pipeline model
• Ensemble models test runner
• Ensemble chain
• SECURITY.md

Changed

• Pipeline test updated
• LabelBinarizer,LabelEncoder and OneHotEncoder got embedded in PreprocessingTransporter
• Preprocessing support added to Ensemble chain
• Preprocessing params initialized in pymilo_param
• util.py in utils updated
• test_pymilo.py updated
• pymilo_func.py updated
• linear_model_chain.py updated
• neural_network_chain.py updated
• decision_tree_chain.py updated
• clustering_chain.py updated
• naive_bayes_chain.py updated
• neighbours_chain.py updated
• svm_chain.py updated
• GeneralDataStructure Transporter updated
• LossFunction Transporter updated
• AbstractTransporter updated
• Tests config modified
• Unequal sklearn version error added in pymilo_param.py
• Ensemble params initialized in pymilo_param
• Ensemble support added to pymilo_func.py
• SUPPORTED_MODELS.md updated
• README.md updated

Version 0.7

[0.7] - 2024-04-03

Added

• pymilo_nearest_neighbor_test function added to test_pymilo.py
• NeighborsTreeTransporter Transporter
• LocalOutlierFactor model
• RadiusNeighborsClassifier model
• RadiusNeighborsRegressor model
• NearestCentroid model
• NearestNeighbors model
• KNeighborsClassifier model
• KNeighborsRegressor model
• Neighbors models test runner
• Neighbors chain

Changed

• Tests config modified
• Neighbors params initialized in pymilo_param
• Neighbors support added to pymilo_func.py
• SUPPORTED_MODELS.md updated
• README.md updated

Version 0.6

[0.6] - 2024-03-27

Added

• deserialize_primitive_type function in GeneralDataStructureTransporter
• is_deserialized_ndarray function in GeneralDataStructureTransporter
• deep_deserialize_ndarray function in GeneralDataStructureTransporter
• deep_serialize_ndarray function in GeneralDataStructureTransporter
• SVR model
• SVC model
• One Class SVM model
• NuSVR model
• NuSVC model
• Linear SVR model
• Linear SVC model
• SVM models test runner
• SVM chain

Changed

• pymilo_param.py updated
• pymilo_obj.py updated to use predefined strings
• TreeTransporter updated
• get_homogeneous_type function in util.py updated
• GeneralDataStructureTransporter updated to use deep ndarray serializer & deserializer
• check_str_in_iterable updated
• Label Binarizer Transporter updated
• Function Transporter updated
• CFNode Transporter updated
• Bisecting Tree Transporter updated
• Tests config modified
• SVM params initialized in pymilo_param
• SVM support added to pymilo_func.py
• SUPPORTED_MODELS.md updated
• README.md updated

Version 0.5

Added

• reset function in the Transport interface
• reset function implementation in AbstractTransporter
• Gaussian Naive Bayes declared as GaussianNB model
• Multinomial Naive Bayes model declared as MultinomialNB model
• Complement Naive Bayes model declared as ComplementNB model
• Bernoulli Naive Bayes model declared as BernoulliNB model
• Categorical Naive Bayes model declared as CategoricalNB model
• Naive Bayes models test runner
• Naive Bayes chain

Changed

• Transport function of AbstractTransporter updated
• fix the order of CFNode fields serialization in CFNodeTransporter
• GeneralDataStructureTransporter support list of ndarray with different shapes
• Tests config modified
• Naive Bayes params initialized in pymilo_param
• Naive Bayes support added to pymilo_func.py
• SUPPORTED_MODELS.md updated
• README.md updated

Version 0.4

Added

• has_named_parameter method in util.py
• CFSubcluster Transporter(inside CFNode Transporter)
• CFNode Transporter
• Birch model
• SpectralBiclustering model
• SpectralCoclustering model
• MiniBatchKMeans model
• feature_request.yml template
• config.yml for issue template
• BayesianGaussianMixture model
• serialize_tuple method in GeneralDataStructureTransporter
• import_function method in util.py
• Function Transporter
• FeatureAgglomeration model
• HDBSCAN model
• GaussianMixture model
• OPTICS model
• DBSCAN model
• AgglomerativeClustering model
• SpectralClustering model
• MeanShift model
• AffinityPropagation model
• Kmeans model
• Clustering models test runner
• Clustering chain

Changed

• Codacy Static Code Analyzer's suggestions applied
• Spectral Clustering test folder refactored
• Bug report template modified
• GeneralDataStructureTransporter updated
• Tests config modified
• Clustering data set preparation added to data_exporter.py
• Clustering params initialized in pymilo_param
• Clustering support added to pymilo_func.py
• Python 3.12 added to test.yml
• dev-requirements.txt updated
• Code quality badges added to README.md
• SUPPORTED_MODELS.md updated
• README.md updated

Version 0.3

Added

• scikit-learn decision tree models
• ExtraTreeClassifier model
• ExtraTreeRegressor model
• DecisionTreeClassifier model
• DecisionTreeRegressor model
• Tree Transporter
• Decision Tree chain

Changed

• Tests config modified
• DecisionTree params initialized in pymilo_param
• Decision Tree support added to pymilo_func.py

Version 0.2

Added

• scikit-learn neural network models
• MLP Regressor model
• MLP Classifier model
• BernoulliRBN model
• SGDOptimizer transporter
• RandomState(MT19937) transporter
• Adamoptimizer transporter
• Neural Network chain
• Neural Network exceptions
• ndarray_to_list method in GeneralDataStructureTransporter
• list_to_ndarray method in GeneralDataStructureTransporter
• neural_network_chain.py chain

Changed

• GeneralDataStructure Transporter updated
• LabelBinerizer Transporter updated
• linear model chain updated
• GeneralDataStructure transporter enhanced
• LabelBinerizer transporter updated
• transporters' chain router added to pymilo func
• NeuralNetwork params initialized in pymilo_param
• pymilo_test updated to support multiple models
• linear_model_chain refactored