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| 1 | + |
| 2 | +import sklearn |
| 3 | +from sklearn.tree import DecisionTreeClassifier |
| 4 | +from sklearn.neural_network import MLPClassifier |
| 5 | +from sklearn.linear_model import RidgeClassifier |
| 6 | +from sklearn.svm import SVC |
| 7 | + |
| 8 | +import converters.decison_tree_converter as tree_cvt |
| 9 | +import converters.ridge_converter as ridge_cvt |
| 10 | +import converters.svm_converter as svm_cvt |
| 11 | +import converters.mlp_converter as mlp_cvt |
| 12 | + |
| 13 | +def convert_model(clf): |
| 14 | + print("CONVERT_MODEL ", clf.__class__) |
| 15 | + if(clf.__class__ == sklearn.tree._classes.DecisionTreeClassifier): |
| 16 | + lConverter = tree_cvt.decision_tree_converter() |
| 17 | + return lConverter.convert_classifier(clf) |
| 18 | + if(clf.__class__ == sklearn.tree._classes.DecisionTreeRegressor): |
| 19 | + lConverter = tree_cvt.decision_tree_converter() |
| 20 | + return lConverter.convert_regressor(clf) |
| 21 | + if(clf.__class__ == sklearn.svm._classes.SVC): |
| 22 | + lConverter = svm_cvt.svm_converter() |
| 23 | + return lConverter.convert_classifier(clf) |
| 24 | + if(clf.__class__ == sklearn.svm._classes.SVR): |
| 25 | + lConverter = svm_cvt.svm_converter() |
| 26 | + return lConverter.convert_regressor(clf) |
| 27 | + if(clf.__class__ == sklearn.linear_model._ridge.RidgeClassifier): |
| 28 | + lConverter = ridge_cvt.ridge_converter() |
| 29 | + return lConverter.convert_classifier(clf) |
| 30 | + if(clf.__class__ == sklearn.linear_model._ridge.Ridge): |
| 31 | + lConverter = ridge_cvt.ridge_converter() |
| 32 | + return lConverter.convert_regressor(clf) |
| 33 | + if(clf.__class__ == sklearn.neural_network._multilayer_perceptron.MLPClassifier): |
| 34 | + lConverter = mlp_cvt.mlp_converter() |
| 35 | + return lConverter.convert_classifier(clf) |
| 36 | + if(clf.__class__ == sklearn.neural_network._multilayer_perceptron.MLPRegressor): |
| 37 | + lConverter = mlp_cvt.mlp_converter() |
| 38 | + return lConverter.convert_regressor(clf) |
| 39 | + |
| 40 | + print("WARNING_CANNOT_CONVERT_MODEL ", clf.__class__) |
| 41 | + return None |
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