diff --git a/pmml-transpiler/src/test/java/org/jpmml/transpiler/testing/ClassificationTest.java b/pmml-transpiler/src/test/java/org/jpmml/transpiler/testing/ClassificationTest.java index af94cdc..0d8fe67 100644 --- a/pmml-transpiler/src/test/java/org/jpmml/transpiler/testing/ClassificationTest.java +++ b/pmml-transpiler/src/test/java/org/jpmml/transpiler/testing/ClassificationTest.java @@ -65,12 +65,12 @@ public void evaluateSelectFirstAudit() throws Exception { @Test public void evaluateXGBoostAudit() throws Exception { - evaluate(XGBOOST, AUDIT, excludeFields(AUDIT_PROBABILITY_FALSE), new FloatEquivalence(10)); + evaluate(XGBOOST, AUDIT, excludeFields(AUDIT_PROBABILITY_FALSE), new FloatEquivalence(32 + 16)); } @Test public void evaluateXGBoostAuditNA() throws Exception { - evaluate(XGBOOST, AUDIT_NA, excludeFields(AUDIT_PROBABILITY_FALSE), new FloatEquivalence(8)); + evaluate(XGBOOST, AUDIT_NA, excludeFields(AUDIT_PROBABILITY_FALSE), new FloatEquivalence(32 + 48)); } @Test diff --git a/pmml-transpiler/src/test/java/org/jpmml/transpiler/testing/RegressionTest.java b/pmml-transpiler/src/test/java/org/jpmml/transpiler/testing/RegressionTest.java index 421ba6e..51693d6 100644 --- a/pmml-transpiler/src/test/java/org/jpmml/transpiler/testing/RegressionTest.java +++ b/pmml-transpiler/src/test/java/org/jpmml/transpiler/testing/RegressionTest.java @@ -85,6 +85,6 @@ public void evaluateXGBoostAuto() throws Exception { @Test public void evaluateXGBoostAutoNA() throws Exception { - evaluate(XGBOOST, AUTO_NA, new FloatEquivalence(6)); + evaluate(XGBOOST, AUTO_NA, new FloatEquivalence(8 + 4)); } } \ No newline at end of file diff --git a/pmml-transpiler/src/test/resources/csv/GradientBoostingAudit.csv b/pmml-transpiler/src/test/resources/csv/GradientBoostingAudit.csv index 25c8ef2..2855a84 100644 --- a/pmml-transpiler/src/test/resources/csv/GradientBoostingAudit.csv +++ b/pmml-transpiler/src/test/resources/csv/GradientBoostingAudit.csv @@ -1,15 +1,15 @@ Adjusted,probability(0),probability(1) -0,0.9376746009616584,0.06232539903834157 -0,0.9675511283041921,0.03244887169580791 +0,0.9376746009616584,0.0623253990383416 +0,0.9675511283041921,0.03244887169580788 0,0.9744890762620515,0.02551092373794854 1,0.38145837078535205,0.618541629214648 -1,0.45472863028432187,0.5452713697156781 -0,0.9295408924503352,0.0704591075496648 +1,0.454728630284322,0.545271369715678 +0,0.9295408924503352,0.07045910754966478 1,0.16668725856013156,0.8333127414398684 -0,0.8155647196627712,0.18443528033722875 +0,0.8155647196627712,0.18443528033722878 0,0.9518129532124115,0.04818704678758846 0,0.9826756535545104,0.0173243464454896 -0,0.9779443719527949,0.022055628047205112 +0,0.9779443719527949,0.022055628047205105 0,0.9365674900671639,0.06343250993283607 0,0.9862856049543808,0.013714395045619264 0,0.9802373541853534,0.01976264581464658 @@ -18,145 +18,145 @@ Adjusted,probability(0),probability(1) 0,0.9754051611507352,0.024594838849264843 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+172,11 @@ Adjusted,probability(0),probability(1) 0,0.9098004611428261,0.09019953885717386 0,0.98378486004633,0.016215139953669994 0,0.9722715335381263,0.02772846646187369 -0,0.9650584944636438,0.03494150553635619 +0,0.9650584944636438,0.03494150553635618 0,0.9862856049543808,0.013714395045619264 -0,0.8251368239508688,0.17486317604913118 -0,0.9023810490039029,0.09761895099609705 -0,0.7666691793455674,0.23333082065443256 +0,0.8251368239508688,0.17486317604913115 +0,0.9023810490039029,0.09761895099609709 +0,0.7666691793455676,0.2333308206544325 1,0.09304459765499296,0.906955402345007 1,0.4326261239812196,0.5673738760187804 0,0.9012303760664352,0.09876962393356485 @@ -185,58 +185,58 @@ Adjusted,probability(0),probability(1) 0,0.6211637232478331,0.37883627675216697 0,0.8582975367675293,0.14170246323247068 0,0.9461767980952428,0.05382320190475716 -0,0.8188205404751897,0.1811794595248103 +0,0.8188205404751897,0.18117945952481032 0,0.9845704430772045,0.01542955692279541 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b/pmml-transpiler/src/test/resources/csv/GradientBoostingIris.csv @@ -1,151 +1,151 @@ Species,probability(setosa),probability(versicolor),probability(virginica) -setosa,0.8236125260956297,0.0882030659133676,0.08818440799100255 -setosa,0.8236125260956297,0.0882030659133676,0.08818440799100255 -setosa,0.8236125260956297,0.0882030659133676,0.08818440799100255 -setosa,0.8236125260956297,0.0882030659133676,0.08818440799100255 -setosa,0.8236125260956297,0.0882030659133676,0.08818440799100255 -setosa,0.8236125260956297,0.0882030659133676,0.08818440799100255 -setosa,0.8236125260956297,0.0882030659133676,0.08818440799100255 -setosa,0.8236125260956297,0.0882030659133676,0.08818440799100255 -setosa,0.8236125260956297,0.0882030659133676,0.08818440799100255 -setosa,0.8236125260956297,0.0882030659133676,0.08818440799100255 -setosa,0.8236125260956297,0.0882030659133676,0.08818440799100255 -setosa,0.8236125260956297,0.0882030659133676,0.08818440799100255 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+++ b/pmml-transpiler/src/test/resources/main.py @@ -9,6 +9,7 @@ from sklearn.feature_selection import SelectKBest from sklearn.isotonic import IsotonicRegression from sklearn.linear_model import LinearRegression, LogisticRegression +from sklearn.multiclass import OneVsRestClassifier from sklearn.pipeline import make_pipeline from sklearn.preprocessing import LabelBinarizer, LabelEncoder from sklearn.svm import LinearSVC @@ -19,7 +20,7 @@ from sklearn2pmml.ensemble import SelectFirstClassifier, SelectFirstRegressor from sklearn2pmml.feature_extraction.text import Matcher, Splitter from sklearn2pmml.pipeline import PMMLPipeline -from sklearn2pmml.preprocessing import PMMLLabelBinarizer, PMMLLabelEncoder +from sklearn2pmml.preprocessing import CastTransformer, PMMLLabelBinarizer, PMMLLabelEncoder from xgboost.sklearn import XGBClassifier, XGBRegressor import numpy @@ -50,10 +51,10 @@ def store_pmml(pipeline, name): sklearn2pmml(pipeline, "pmml/" + name + ".pmml") def cat_domain(name): - return CategoricalDomain(invalid_value_treatment = "as_missing", with_data = False, with_statistics = False) if name.endswith("NA") else CategoricalDomain() + return CategoricalDomain(invalid_value_treatment = "as_missing", with_data = False, with_statistics = False) if name.endswith("NA") else CategoricalDomain(with_statistics = True) def cont_domain(name): - return ContinuousDomain(invalid_value_treatment = "as_missing", with_data = False, with_statistics = False) if name.endswith("NA") else ContinuousDomain() + return ContinuousDomain(invalid_value_treatment = "as_missing", with_data = False, with_statistics = False) if name.endswith("NA") else ContinuousDomain(with_statistics = True) def label_binarizer(name): return PMMLLabelBinarizer() if name.endswith("NA") else LabelBinarizer() @@ -91,23 +92,26 @@ def load_audit(name): audit_X, audit_y = load_audit("Audit") def build_audit(classifier, name, **pmml_options): + cat_columns = ["Employment", "Education", "Marital", "Occupation", "Gender", "Deductions"] + cont_columns = ["Age", "Income", "Hours"] if isinstance(classifier, LGBMClassifier): - cat_columns = ["Age", "Employment", "Education", "Marital", "Occupation", "Gender", "Deductions"] - cont_columns = ["Income", "Hours"] - else: - cat_columns = ["Employment", "Education", "Marital", "Occupation", "Gender", "Deductions"] - cont_columns = ["Age", "Income", "Hours"] + cat_columns.insert(0, "Age") + cont_columns.remove("Age") # XXX if "Deductions" not in audit_X.columns: cat_columns.remove("Deductions") if isinstance(classifier, LGBMClassifier): cat_mappings = [([cat_column], [cat_domain(name), label_encoder(name)]) for cat_column in cat_columns] + elif isinstance(classifier, XGBClassifier): + cat_mappings = [([cat_column], [cat_domain(name), CastTransformer("category")]) for cat_column in cat_columns] else: cat_mappings = [([cat_column], [cat_domain(name), label_binarizer(name)]) for cat_column in cat_columns] cont_mappings = [([cont_column], cont_domain(name)) for cont_column in cont_columns] mappings = cat_mappings + cont_mappings if isinstance(classifier, SelectFirstClassifier): mapper = DataFrameMapper(mappings + [(["Employment"], None)], df_out = True) + elif isinstance(classifier, XGBClassifier): + mapper = DataFrameMapper(mappings, input_df = True, df_out = True) else: mapper = DataFrameMapper(mappings) pipeline = PMMLPipeline([ @@ -116,10 +120,6 @@ def build_audit(classifier, name, **pmml_options): ]) if isinstance(classifier, LGBMClassifier): pipeline.fit(audit_X, audit_y, classifier__categorical_feature = [0, 1, 2, 3, 4, 5]) - elif isinstance(classifier, XGBClassifier): - if name == "XGBoostAuditNA": - audit_X["Age"] = audit_X["Age"].astype(float) - pipeline.fit(audit_X, audit_y) else: pipeline.fit(audit_X, audit_y) if isinstance(classifier, XGBClassifier): @@ -136,10 +136,10 @@ def build_audit(classifier, name, **pmml_options): build_audit(DecisionTreeClassifier(min_samples_leaf = 7, random_state = 13), "DecisionTreeAudit", compact = False, flat = True) build_audit(GradientBoostingClassifier(n_estimators = 71, random_state = 13), "GradientBoostingAudit") build_audit(LGBMClassifier(objective = "binary", n_estimators = 71, random_state = 13), "LightGBMAudit") - build_audit(LogisticRegression(multi_class = "ovr", solver = "liblinear", random_state = 13), "LogisticRegressionAudit") + build_audit(OneVsRestClassifier(LogisticRegression(solver = "liblinear", random_state = 13)), "LogisticRegressionAudit") build_audit(RandomForestClassifier(n_estimators = 17, random_state = 13), "RandomForestAudit", compact = False, flat = False) build_audit(SelectFirstClassifier([("private", make_pipeline(make_column_dropper([-1]), LogisticRegression(random_state = 13)), "X['Employment'] in ['Consultant', 'Private', 'SelfEmp']"), ("public", make_pipeline(make_column_dropper([-1]), LogisticRegression(random_state = 13)), "X['Employment'] in ['PSFederal', 'PSLocal', 'PSState', 'Volunteer']")]), "SelectFirstAudit") - build_audit(XGBClassifier(objective = "binary:logistic", ntree_limit = 71, random_state = 13), "XGBoostAudit") + build_audit(XGBClassifier(objective = "binary:logistic", n_estimators = 71, enable_categorical = True, random_state = 13), "XGBoostAudit", compact = True) sparsify("Audit") @@ -150,7 +150,7 @@ def build_audit(classifier, name, **pmml_options): if ("Audit" in datasets) or ("AuditNA" in datasets): build_audit(LGBMClassifier(objective = "binary", n_estimators = 71, random_state = 13), "LightGBMAuditNA") - build_audit(XGBClassifier(objective = "binary:logistic", ntree_limit = 71, random_state = 13), "XGBoostAuditNA") + build_audit(XGBClassifier(objective = "binary:logistic", n_estimators = 71, enable_categorical = True, random_state = 13), "XGBoostAuditNA", compact = True) def load_sentiment(name): df = load_csv(name) @@ -178,9 +178,9 @@ def build_sentiment(classifier, transformer, name, with_proba = True, **pmml_opt pmml_textindex_args = dict(analyzer = "word", preprocessor = None, strip_accents = None, dtype = numpy.float64) build_sentiment(LinearDiscriminantAnalysis(), TfidfVectorizer(tokenizer = Splitter(), ngram_range = (1, 3), norm = None, **pmml_textindex_args), "LinearDiscriminantAnalysisSentiment") build_sentiment(LinearSVC(random_state = 13), CountVectorizer(tokenizer = Splitter(), ngram_range = (1, 2), **pmml_textindex_args), "LinearSVCSentiment", with_proba = False) - build_sentiment(LogisticRegression(multi_class = "ovr"), TfidfVectorizer(stop_words = "english", tokenizer = Matcher(), ngram_range = (1, 3), binary = True, norm = None, **pmml_textindex_args), "LogisticRegressionSentiment") + build_sentiment(OneVsRestClassifier(LogisticRegression()), TfidfVectorizer(stop_words = "english", tokenizer = Matcher(), ngram_range = (1, 3), binary = True, norm = None, **pmml_textindex_args), "LogisticRegressionSentiment") build_sentiment(RandomForestClassifier(max_depth = 8, min_samples_leaf = 10, n_estimators = 31, random_state = 13), CountVectorizer(ngram_range = (1, 2), **pmml_textindex_args), "RandomForestSentiment") - build_sentiment(XGBClassifier(objective = "binary:logistic", ntree_limit = 31, random_state = 13), CountVectorizer(tokenizer = Matcher(), **pmml_textindex_args), "XGBoostSentiment") + build_sentiment(XGBClassifier(objective = "binary:logistic", n_estimators = 31, random_state = 13), CountVectorizer(tokenizer = Matcher(), **pmml_textindex_args), "XGBoostSentiment") # # Multi-class classification @@ -194,7 +194,7 @@ def load_iris(name): def build_iris(classifier, name, **pmml_options): cont_columns = ["Sepal.Length", "Sepal.Width", "Petal.Length", "Petal.Width"] - cont_mappings = [([cont_column], ContinuousDomain()) for cont_column in cont_columns] + cont_mappings = [([cont_column], cont_domain(name)) for cont_column in cont_columns] mapper = DataFrameMapper(cont_mappings) pipeline = PMMLPipeline([ ("mapper", mapper), @@ -213,6 +213,8 @@ def build_iris(classifier, name, **pmml_options): pipeline.configure(**pmml_options) store_pmml(pipeline, name) species = DataFrame(pipeline.predict(iris_X), columns = ["Species"]) + if isinstance(classifier, XGBClassifier): + species["Species"] = classifier._le.inverse_transform(species["Species"]) species_proba = DataFrame(pipeline.predict_proba(iris_X), columns = ["probability(setosa)", "probability(versicolor)", "probability(virginica)"]) store_csv(pandas.concat((species, species_proba), axis = 1), name) @@ -220,7 +222,7 @@ def build_iris(classifier, name, **pmml_options): build_iris(DecisionTreeClassifier(min_samples_leaf = 5, random_state = 13), "DecisionTreeIris", compact = False, flat = True) build_iris(GradientBoostingClassifier(n_estimators = 11, random_state = 13), "GradientBoostingIris") build_iris(LGBMClassifier(objective = "multiclass", n_estimators = 11, random_state = 13), "LightGBMIris") - build_iris(LogisticRegression(multi_class = "multinomial", solver = "lbfgs", random_state = 13), "LogisticRegressionIris") + build_iris(LogisticRegression(solver = "lbfgs", random_state = 13), "LogisticRegressionIris") build_iris(RandomForestClassifier(n_estimators = 5, random_state = 13), "RandomForestIris", compact = False, flat = False) build_iris(XGBClassifier(objective = "multi:softprob", n_estimators = 11, random_state = 13), "XGBoostIris") @@ -266,12 +268,16 @@ def build_auto(regressor, name, **pmml_options): cont_columns = ["displacement", "horsepower", "weight", "acceleration"] if isinstance(regressor, LGBMRegressor): cat_mappings = [([cat_column], [cat_domain(name), label_encoder(name)]) for cat_column in cat_columns] + elif isinstance(regressor, XGBRegressor): + cat_mappings = [([cat_column], [cat_domain(name), CastTransformer("category")]) for cat_column in cat_columns] else: cat_mappings = [([cat_column], [cat_domain(name), label_binarizer(name)]) for cat_column in cat_columns] cont_mappings = [([cont_column], [cont_domain(name)]) for cont_column in cont_columns] mappings = cat_mappings + cont_mappings if isinstance(regressor, SelectFirstRegressor): mapper = DataFrameMapper(mappings + [(["cylinders"], None)], df_out = True) + elif isinstance(regressor, XGBRegressor): + mapper = DataFrameMapper(mappings, input_df = True, df_out = True) else: mapper = DataFrameMapper(mappings) pipeline = PMMLPipeline([ @@ -310,7 +316,7 @@ def build_auto(regressor, name, **pmml_options): build_auto(RandomForestRegressor(n_estimators = 17, random_state = 13), "RandomForestAuto", compact = False, flat = False) build_auto(SelectFirstRegressor([("small", make_pipeline(make_column_dropper([-1]), LinearRegression()), "X['cylinders'] in [3, 4, 5]"), ("big", make_pipeline(make_column_dropper([-1]), LinearRegression()), "X['cylinders'] in [6, 8]")]), "SelectFirstAuto") build_auto(VotingRegressor(estimators = [("major", DecisionTreeRegressor(max_depth = 8, random_state = 13)), ("minor", ExtraTreeRegressor(max_depth = 5, random_state = 13))], weights = [0.7, 0.3]), "VotingEnsembleAuto") - build_auto(XGBRegressor(objective = "reg:squarederror", n_estimators = 31, random_state = 13), "XGBoostAuto") + build_auto(XGBRegressor(objective = "reg:squarederror", n_estimators = 31, enable_categorical = True, random_state = 13), "XGBoostAuto", compact = True) sparsify("Auto") @@ -318,4 +324,4 @@ def build_auto(regressor, name, **pmml_options): if ("Auto" in datasets) or ("AutoNA" in datasets): build_auto(LGBMRegressor(objective = "regression", n_estimators = 31, random_state = 13), "LightGBMAutoNA") - build_auto(XGBRegressor(objective = "reg:squarederror", n_estimators = 31, random_state = 13), "XGBoostAutoNA") \ No newline at end of file + build_auto(XGBRegressor(objective = "reg:squarederror", n_estimators = 31, enable_categorical = True, random_state = 13), "XGBoostAutoNA", compact = True) \ No newline at end of file diff --git a/pmml-transpiler/src/test/resources/pmml/AdaBoostAuto.pmml b/pmml-transpiler/src/test/resources/pmml/AdaBoostAuto.pmml index 31c3093..98dffe1 100644 --- a/pmml-transpiler/src/test/resources/pmml/AdaBoostAuto.pmml +++ b/pmml-transpiler/src/test/resources/pmml/AdaBoostAuto.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:36Z + + 2024-09-28T20:33:15Z
@@ -97,27 +97,27 @@ + + + - - - - - - + + + + + + - - - diff --git a/pmml-transpiler/src/test/resources/pmml/DecisionTreeAudit.pmml b/pmml-transpiler/src/test/resources/pmml/DecisionTreeAudit.pmml index 2f2f62b..3263742 100644 --- a/pmml-transpiler/src/test/resources/pmml/DecisionTreeAudit.pmml +++ b/pmml-transpiler/src/test/resources/pmml/DecisionTreeAudit.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:30:39Z + + 2024-09-28T20:32:25Z
@@ -152,21 +152,21 @@ + + + + + + - - - - - - @@ -193,35 +193,35 @@ - + - + - + - + - + - + - + - - + + - + - + @@ -230,50 +230,50 @@ - + - + - + - + - + - - + + - + - - + + - + - + - + - - + + - + - + @@ -284,41 +284,41 @@ - + - - + + - + - + - + - - + + - + - + - + - - + + - + - - + + @@ -328,28 +328,28 @@ - + - + - + - - + + - + - - + + - + - - + + @@ -358,21 +358,21 @@ - + - + - + - - + + - + - - + + @@ -382,44 +382,44 @@ - + - + - + - + - + - + - + - - + + - + - - + + - + - - + + @@ -427,51 +427,51 @@ - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - - + + @@ -488,68 +488,68 @@ - + - + - + - + - + - - + + - + - + - + - - + + - + - - + + - + - + - + - - + + - + - + @@ -559,90 +559,90 @@ - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - - + + - + - - + + @@ -657,14 +657,14 @@ - + - - + + - + - + @@ -680,43 +680,43 @@ - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - - + + @@ -725,9 +725,9 @@ - + - + @@ -736,34 +736,34 @@ - + - - + + - + - - + + - + - + - + - - + + - + - - + + @@ -771,50 +771,50 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - - + + @@ -823,101 +823,101 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - + @@ -929,82 +929,82 @@ - + - - + + - + - - + + - + - + - + - + - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - - + + @@ -1012,15 +1012,15 @@ - + - - + + - + - - + + @@ -1029,15 +1029,15 @@ - + - - + + - + - - + + @@ -1050,28 +1050,28 @@ - + - - + + - + - - + + - + - - + + - + - + @@ -1079,89 +1079,89 @@ - + - + - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + diff --git a/pmml-transpiler/src/test/resources/pmml/DecisionTreeAuto.pmml b/pmml-transpiler/src/test/resources/pmml/DecisionTreeAuto.pmml index 9343509..f3cd6c1 100644 --- a/pmml-transpiler/src/test/resources/pmml/DecisionTreeAuto.pmml +++ b/pmml-transpiler/src/test/resources/pmml/DecisionTreeAuto.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:38Z + + 2024-09-28T20:33:17Z
@@ -100,24 +100,24 @@ - - - - - + + + + + + + + - - - diff --git a/pmml-transpiler/src/test/resources/pmml/DecisionTreeIris.pmml b/pmml-transpiler/src/test/resources/pmml/DecisionTreeIris.pmml index d10b771..785292b 100644 --- a/pmml-transpiler/src/test/resources/pmml/DecisionTreeIris.pmml +++ b/pmml-transpiler/src/test/resources/pmml/DecisionTreeIris.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:21Z + + 2024-09-28T20:33:00Z
@@ -47,30 +47,30 @@ + + + + + + - - - - - - - + - + @@ -80,39 +80,39 @@ - + - - + + - + - + - + - - + + - + - - + + - + - + diff --git a/pmml-transpiler/src/test/resources/pmml/DecisionTreeIrisVec.pmml b/pmml-transpiler/src/test/resources/pmml/DecisionTreeIrisVec.pmml index b1510a7..92a166f 100644 --- a/pmml-transpiler/src/test/resources/pmml/DecisionTreeIrisVec.pmml +++ b/pmml-transpiler/src/test/resources/pmml/DecisionTreeIrisVec.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:33Z + + 2024-09-28T20:33:11Z
@@ -39,9 +39,9 @@ - + - + @@ -49,37 +49,37 @@ - + - - + + - + - + - + - - + + - + - - + + - + - + diff --git a/pmml-transpiler/src/test/resources/pmml/GradientBoostingAudit.pmml b/pmml-transpiler/src/test/resources/pmml/GradientBoostingAudit.pmml index 8868749..6f14661 100644 --- a/pmml-transpiler/src/test/resources/pmml/GradientBoostingAudit.pmml +++ b/pmml-transpiler/src/test/resources/pmml/GradientBoostingAudit.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:30:43Z + + 2024-09-28T20:32:28Z
@@ -164,20 +164,6 @@ - - - 1.0 - - 1.0 - - - -1.0 - - - - - - @@ -213,27 +199,27 @@ - + - + - + - + - + - + - + @@ -249,17 +235,17 @@ - + - + - + - + - + @@ -286,7 +272,7 @@ - + @@ -300,7 +286,7 @@ - + @@ -320,13 +306,13 @@ - + - + - + - + @@ -334,13 +320,13 @@ - + - + - + @@ -360,23 +346,23 @@ - + - + - + - + - + - + @@ -392,11 +378,11 @@ - + - + - + @@ -408,7 +394,7 @@ - + @@ -431,7 +417,7 @@ - + @@ -441,7 +427,7 @@ - + @@ -462,7 +448,7 @@ - + @@ -472,17 +458,17 @@ - + - + - + @@ -498,11 +484,11 @@ - + - + - + @@ -514,7 +500,7 @@ - + @@ -535,7 +521,7 @@ - + @@ -543,11 +529,11 @@ - + - + @@ -572,23 +558,23 @@ - + - + - + - + - + @@ -604,27 +590,27 @@ - + - + - + - + - + - + @@ -643,25 +629,25 @@ - + - + - + - + - + @@ -678,7 +664,7 @@ - + @@ -688,11 +674,11 @@ - + - + @@ -713,11 +699,11 @@ - + - + - + @@ -727,13 +713,13 @@ - + - + - + @@ -748,13 +734,13 @@ - + - + - + @@ -764,11 +750,11 @@ - + - + @@ -783,23 +769,23 @@ - + - + - + - + - + - + @@ -825,15 +811,15 @@ - + - + - + @@ -855,11 +841,11 @@ - + - + @@ -891,13 +877,13 @@ - + - + - + - + @@ -905,13 +891,13 @@ - + - + - + @@ -925,9 +911,9 @@ - + - + @@ -939,7 +925,7 @@ - + @@ -962,7 +948,7 @@ - + @@ -972,17 +958,17 @@ - + - + - + - + @@ -998,17 +984,17 @@ - + - + - + - + @@ -1018,7 +1004,7 @@ - + @@ -1036,11 +1022,11 @@ - + - + - + @@ -1048,7 +1034,7 @@ - + @@ -1068,13 +1054,13 @@ - + - + - + @@ -1082,13 +1068,13 @@ - + - + @@ -1104,13 +1090,13 @@ - + - + - + @@ -1120,11 +1106,11 @@ - + - + @@ -1141,13 +1127,13 @@ - + - + - + @@ -1155,7 +1141,7 @@ - + @@ -1177,7 +1163,7 @@ - + @@ -1191,7 +1177,7 @@ - + @@ -1216,9 +1202,9 @@ - + - + @@ -1228,13 +1214,13 @@ - + - + - + @@ -1251,11 +1237,11 @@ - + - + - + @@ -1263,13 +1249,13 @@ - + - + - + @@ -1289,19 +1275,19 @@ - + - + - + - + @@ -1323,7 +1309,7 @@ - + @@ -1335,9 +1321,9 @@ - + - + @@ -1361,23 +1347,23 @@ - + - + - + - + - + - + @@ -1392,27 +1378,27 @@ - + - + - + - + - + - + - + @@ -1430,11 +1416,11 @@ - + - + @@ -1448,7 +1434,7 @@ - + @@ -1465,11 +1451,11 @@ - + - + - + @@ -1479,7 +1465,7 @@ - + @@ -1501,25 +1487,25 @@ - + - + - + - + - + @@ -1534,11 +1520,11 @@ - + - + - + @@ -1548,7 +1534,7 @@ - + @@ -1571,13 +1557,13 @@ - + - + @@ -1587,7 +1573,7 @@ - + @@ -1606,11 +1592,11 @@ - + - + - + @@ -1620,13 +1606,13 @@ - + - + - + @@ -1642,13 +1628,13 @@ - + - + - + @@ -1656,13 +1642,13 @@ - + - + - + @@ -1678,13 +1664,13 @@ - + - + - + - + @@ -1698,7 +1684,7 @@ - + @@ -1715,7 +1701,7 @@ - + @@ -1725,17 +1711,17 @@ - + - + - + @@ -1751,13 +1737,13 @@ - + - + - + @@ -1765,9 +1751,9 @@ - + - + @@ -1788,17 +1774,17 @@ - + - + - + @@ -1808,7 +1794,7 @@ - + @@ -1818,14 +1804,15 @@ + - + - + @@ -1834,16 +1821,16 @@ - + - + - + @@ -1862,21 +1849,21 @@ - + - + - + - + - + @@ -1896,13 +1883,13 @@ - + - + - + @@ -1912,11 +1899,11 @@ - + - + @@ -1938,7 +1925,7 @@ - + @@ -1948,11 +1935,11 @@ - + - + @@ -1968,24 +1955,24 @@ - + - + - + - + - + @@ -2009,17 +1996,17 @@ - + - + - + - + @@ -2035,9 +2022,9 @@ - + - + @@ -2047,10 +2034,10 @@ - + - - + + @@ -2067,27 +2054,27 @@ - + - + - + - + - + @@ -2100,17 +2087,17 @@ - + - + - + - + - - + + @@ -2119,7 +2106,7 @@ - + @@ -2139,9 +2126,9 @@ - + - + @@ -2149,17 +2136,17 @@ - + - + - + @@ -2169,34 +2156,33 @@ - - + - + - - + + - + - + - + @@ -2212,27 +2198,27 @@ - + - + - + - + - + - + - + - + @@ -2250,7 +2236,7 @@ - + @@ -2264,11 +2250,11 @@ - + - + @@ -2281,7 +2267,6 @@ - @@ -2306,7 +2291,7 @@ - + @@ -2315,19 +2300,19 @@ - + - + - + - - + + @@ -2354,23 +2339,23 @@ - + - + - + - + - + @@ -2393,20 +2378,20 @@ - + - + - + - + - + @@ -2422,9 +2407,9 @@ - + - + @@ -2432,13 +2417,13 @@ - - + + - + - + @@ -2456,13 +2441,13 @@ - + - + - + @@ -2470,13 +2455,13 @@ - + - + - + @@ -2491,18 +2476,18 @@ - + - + - + @@ -2524,11 +2509,11 @@ - + - + @@ -2538,13 +2523,13 @@ - + - + @@ -2561,24 +2546,24 @@ - + - + - + - + - + - + @@ -2598,21 +2583,21 @@ - + - + - + - + - + @@ -2625,24 +2610,24 @@ - + - + - + - + - + @@ -2653,20 +2638,21 @@ + - + - + - + - + - - + + @@ -2692,25 +2678,25 @@ - + - + - + - + - + - + - + @@ -2721,17 +2707,17 @@ - + - + - + diff --git a/pmml-transpiler/src/test/resources/pmml/GradientBoostingAuto.pmml b/pmml-transpiler/src/test/resources/pmml/GradientBoostingAuto.pmml index e926424..1a3a9e0 100644 --- a/pmml-transpiler/src/test/resources/pmml/GradientBoostingAuto.pmml +++ b/pmml-transpiler/src/test/resources/pmml/GradientBoostingAuto.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:40Z + + 2024-09-28T20:33:19Z
diff --git a/pmml-transpiler/src/test/resources/pmml/GradientBoostingIris.pmml b/pmml-transpiler/src/test/resources/pmml/GradientBoostingIris.pmml index c2c21e7..41b13ae 100644 --- a/pmml-transpiler/src/test/resources/pmml/GradientBoostingIris.pmml +++ b/pmml-transpiler/src/test/resources/pmml/GradientBoostingIris.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:23Z + + 2024-09-28T20:33:02Z
@@ -87,14 +87,9 @@ - - - - - - + @@ -105,7 +100,7 @@ - + @@ -121,7 +116,7 @@ - + @@ -155,7 +150,7 @@ - + @@ -174,13 +169,13 @@ - + - + @@ -194,7 +189,7 @@ - + @@ -205,7 +200,7 @@ - + @@ -220,11 +215,11 @@ - + - + - + @@ -237,7 +232,7 @@ - + @@ -251,9 +246,9 @@ - + - + @@ -262,7 +257,7 @@ - + @@ -276,18 +271,18 @@ - + - + - + - + @@ -300,18 +295,18 @@ - + - + - + - + @@ -325,9 +320,9 @@ - + - + @@ -350,7 +345,7 @@ - + @@ -361,7 +356,7 @@ - + @@ -379,14 +374,9 @@ - - - - - - + @@ -398,7 +388,7 @@ - + @@ -420,18 +410,18 @@ - + - + - + - + @@ -444,14 +434,14 @@ - + - + - + @@ -468,14 +458,14 @@ - + - + - + - + @@ -492,7 +482,7 @@ - + @@ -503,7 +493,7 @@ - + @@ -516,18 +506,18 @@ - + - + - + - + - + @@ -542,16 +532,16 @@ - + - + - + - + @@ -569,13 +559,13 @@ - + - + - + @@ -588,18 +578,18 @@ - + - + - + - + - + @@ -614,12 +604,12 @@ - + - + - + @@ -638,7 +628,7 @@ - + @@ -647,7 +637,7 @@ - + @@ -667,14 +657,9 @@ - - - - - - + @@ -716,17 +701,17 @@ - + - + - + - + - + @@ -748,13 +733,13 @@ - + - + - + @@ -768,7 +753,7 @@ - + @@ -783,23 +768,23 @@ - + - + - + - + @@ -818,17 +803,17 @@ - + - + - + - + @@ -838,7 +823,7 @@ - + @@ -856,9 +841,9 @@ - + - + @@ -866,13 +851,13 @@ - + - + @@ -886,13 +871,13 @@ - + - + - + @@ -906,7 +891,7 @@ - + @@ -919,27 +904,27 @@ - + - + - + - + - + - + - + @@ -953,27 +938,27 @@ - + - + - + - + - + - + @@ -986,17 +971,17 @@ - + - + - + - + - + @@ -1017,13 +1002,13 @@ - + - + - + - + @@ -1033,11 +1018,11 @@ - + - + @@ -1048,12 +1033,12 @@ - + - - - + + + @@ -1061,13 +1046,13 @@ - + - + - + @@ -1088,18 +1073,18 @@ 2.8 4.5 1.3 - 0.09114865605160961 - 0.8174831551126883 - 0.09136818883570193 + 0.09114865605160963 + 0.8174831551126884 + 0.0913681888357019 5.6 2.9 3.6 1.3 - 0.09113558955875235 - 0.8174949080114197 - 0.0913695024298279 + 0.09113558955875237 + 0.8174949080114198 + 0.09136950242982789 5.1 @@ -1107,8 +1092,8 @@ 1.5 0.4 0.8236125260956297 - 0.0882030659133676 - 0.08818440799100255 + 0.08820306591336757 + 0.08818440799100256 diff --git a/pmml-transpiler/src/test/resources/pmml/IsolationForestAuto.pmml b/pmml-transpiler/src/test/resources/pmml/IsolationForestAuto.pmml index eedc852..6c04679 100644 --- a/pmml-transpiler/src/test/resources/pmml/IsolationForestAuto.pmml +++ b/pmml-transpiler/src/test/resources/pmml/IsolationForestAuto.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:42Z + + 2024-09-28T20:33:21Z
@@ -138,24 +138,24 @@ - - + + + + + + + + - - - - - - diff --git a/pmml-transpiler/src/test/resources/pmml/IsotonicRegressionAuto.pmml b/pmml-transpiler/src/test/resources/pmml/IsotonicRegressionAuto.pmml index f709d6f..ae08377 100644 --- a/pmml-transpiler/src/test/resources/pmml/IsotonicRegressionAuto.pmml +++ b/pmml-transpiler/src/test/resources/pmml/IsotonicRegressionAuto.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:46Z + + 2024-09-28T20:33:25Z
diff --git a/pmml-transpiler/src/test/resources/pmml/LightGBMAudit.pmml b/pmml-transpiler/src/test/resources/pmml/LightGBMAudit.pmml index 5a7d32b..c72bc22 100644 --- a/pmml-transpiler/src/test/resources/pmml/LightGBMAudit.pmml +++ b/pmml-transpiler/src/test/resources/pmml/LightGBMAudit.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:30:46Z + + 2024-09-28T20:32:31Z
@@ -137,9 +137,11 @@ + + @@ -152,16 +154,8 @@ - Occupation - 80.0 - - - Gender - 74.0 - - - Deductions - 39.0 + Education + 77.0 Hours @@ -171,6 +165,14 @@ Marital 43.0 + + Income + 1223.0 + + + Deductions + 39.0 + Age 160.0 @@ -180,12 +182,12 @@ 17.0 - Education - 77.0 + Occupation + 80.0 - Income - 1223.0 + Gender + 74.0 diff --git a/pmml-transpiler/src/test/resources/pmml/LightGBMAuditNA.pmml b/pmml-transpiler/src/test/resources/pmml/LightGBMAuditNA.pmml index 02bac1b..2bd3f71 100644 --- a/pmml-transpiler/src/test/resources/pmml/LightGBMAuditNA.pmml +++ b/pmml-transpiler/src/test/resources/pmml/LightGBMAuditNA.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:03Z + + 2024-09-28T20:32:42Z
@@ -129,8 +129,12 @@ - - + + + + + + @@ -142,32 +146,32 @@ - Occupation - 87.0 + Education + 97.0 - Age - 122.0 + Gender + 162.0 Marital 47.0 - Gender - 162.0 + Employment + 29.0 Income 1081.0 - Employment - 29.0 + Occupation + 87.0 - Education - 97.0 + Age + 122.0 Hours diff --git a/pmml-transpiler/src/test/resources/pmml/LightGBMAuto.pmml b/pmml-transpiler/src/test/resources/pmml/LightGBMAuto.pmml index dad4c9a..e59fc86 100644 --- a/pmml-transpiler/src/test/resources/pmml/LightGBMAuto.pmml +++ b/pmml-transpiler/src/test/resources/pmml/LightGBMAuto.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:45Z + + 2024-09-28T20:33:24Z
@@ -35,15 +35,19 @@ + + + + @@ -55,6 +59,10 @@ + + acceleration + 73.0 + weight 153.0 @@ -67,10 +75,6 @@ cylinders 7.0 - - model_year - 34.0 - origin 20.0 @@ -80,8 +84,8 @@ 69.0 - acceleration - 73.0 + model_year + 34.0 diff --git a/pmml-transpiler/src/test/resources/pmml/LightGBMAutoNA.pmml b/pmml-transpiler/src/test/resources/pmml/LightGBMAutoNA.pmml index bdf8db3..a3140e4 100644 --- a/pmml-transpiler/src/test/resources/pmml/LightGBMAutoNA.pmml +++ b/pmml-transpiler/src/test/resources/pmml/LightGBMAutoNA.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:58Z + + 2024-09-28T20:33:36Z
@@ -33,10 +33,18 @@ - - - - + + + + + + + + + + + + @@ -48,12 +56,8 @@ - acceleration - 77.0 - - - cylinders - 7.0 + model_year + 21.0 weight @@ -68,8 +72,12 @@ 100.0 - model_year - 21.0 + cylinders + 7.0 + + + acceleration + 77.0 displacement diff --git a/pmml-transpiler/src/test/resources/pmml/LightGBMIris.pmml b/pmml-transpiler/src/test/resources/pmml/LightGBMIris.pmml index 25c10f8..1848df9 100644 --- a/pmml-transpiler/src/test/resources/pmml/LightGBMIris.pmml +++ b/pmml-transpiler/src/test/resources/pmml/LightGBMIris.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:25Z + + 2024-09-28T20:33:04Z
@@ -12,15 +12,19 @@ + + + + @@ -33,20 +37,20 @@ - Sepal.Width - 16.0 - - - Petal.Length - 88.0 + Sepal.Length + 10.0 Petal.Width 38.0 - Sepal.Length - 10.0 + Sepal.Width + 16.0 + + + Petal.Length + 88.0 diff --git a/pmml-transpiler/src/test/resources/pmml/LinearDiscriminantAnalysisSentiment.pmml b/pmml-transpiler/src/test/resources/pmml/LinearDiscriminantAnalysisSentiment.pmml index e8b2534..25a5b6e 100644 --- a/pmml-transpiler/src/test/resources/pmml/LinearDiscriminantAnalysisSentiment.pmml +++ b/pmml-transpiler/src/test/resources/pmml/LinearDiscriminantAnalysisSentiment.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:08Z + + 2024-09-28T20:32:48Z
@@ -3540,507 +3540,507 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/pmml-transpiler/src/test/resources/pmml/LinearRegressionAuto.pmml b/pmml-transpiler/src/test/resources/pmml/LinearRegressionAuto.pmml index 654bc0e..3731ef6 100644 --- a/pmml-transpiler/src/test/resources/pmml/LinearRegressionAuto.pmml +++ b/pmml-transpiler/src/test/resources/pmml/LinearRegressionAuto.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:48Z + + 2024-09-28T20:33:27Z
@@ -96,32 +96,32 @@ - - - + + + - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + @@ -143,7 +143,7 @@ 13.5 71.0 1.0 - 19.56479414111365 + 19.56479414111358 6.0 @@ -153,7 +153,7 @@ 16.0 73.0 1.0 - 18.289951307878383 + 18.289951307878304 8.0 @@ -163,7 +163,7 @@ 12.0 71.0 1.0 - 14.099284493983795 + 14.099284493983518 diff --git a/pmml-transpiler/src/test/resources/pmml/LinearSVCSentiment.pmml b/pmml-transpiler/src/test/resources/pmml/LinearSVCSentiment.pmml index 8c8af44..b1fd0cd 100644 --- a/pmml-transpiler/src/test/resources/pmml/LinearSVCSentiment.pmml +++ b/pmml-transpiler/src/test/resources/pmml/LinearSVCSentiment.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:11Z + + 2024-09-28T20:32:51Z
@@ -61,6 +61,12 @@ a lot + + + + a piece + + @@ -145,6 +151,12 @@ and time + + + + and works + + @@ -319,6 +331,12 @@ camera + + + + care + + @@ -553,6 +571,12 @@ don't buy + + + + don't waste + + @@ -565,6 +589,12 @@ drain + + + + drop + + @@ -691,6 +721,12 @@ fits my + + + + for both + + @@ -739,6 +775,12 @@ good + + + + good and + + @@ -763,6 +805,12 @@ great + + + + great deal + + @@ -829,6 +877,12 @@ has + + + + has a + + @@ -1021,12 +1075,24 @@ is excellent + + + + is good + + is great + + + + is poor + + @@ -1129,6 +1195,12 @@ junk + + + + keyboard + + @@ -1189,12 +1261,24 @@ low quality + + + + make the + + market + + + + match + + @@ -1267,6 +1351,12 @@ nice + + + + nice and + + @@ -1297,6 +1387,12 @@ not a + + + + not buy + + @@ -1369,6 +1465,12 @@ on this + + + + once + + @@ -1411,6 +1513,12 @@ overall i + + + + packaged + + @@ -1471,12 +1579,24 @@ pleased + + + + pleased with + + plug + + + + plug it + + @@ -1537,6 +1657,12 @@ quality of + + + + quickly and + + @@ -1597,6 +1723,12 @@ same + + + + same mistake + + @@ -1639,6 +1771,12 @@ setup + + + + sharp + + @@ -1873,6 +2011,12 @@ then + + + + then this + + @@ -1939,6 +2083,12 @@ thought it + + + + time i + + @@ -1981,6 +2131,30 @@ to my + + + + to override + + + + + + to plug + + + + + + to pull + + + + + + to push + + @@ -1999,6 +2173,12 @@ tones + + + + too bad + + @@ -2017,12 +2197,24 @@ tremendous + + + + try to + + trying to + + + + turn it + + @@ -2065,6 +2257,12 @@ unfortunately + + + + unfortunately it + + @@ -2083,6 +2281,12 @@ unit + + + + unless + + @@ -2101,6 +2305,12 @@ up very + + + + use it + + @@ -2143,12 +2353,24 @@ very cheap + + + + very clear + + very disappointed + + + + very disappointing + + @@ -2197,6 +2419,18 @@ very poor + + + + very satisfied + + + + + + very sharp + + @@ -2245,12 +2479,24 @@ warning + + + + warranty + + was + + + + was excellent + + @@ -2299,6 +2545,12 @@ waste of + + + + waste your + + @@ -2341,6 +2593,18 @@ wearing + + + + website + + + + + + website and + + @@ -2359,6 +2623,12 @@ well + + + + well made + + @@ -2419,6 +2689,12 @@ where i + + + + while in + + @@ -2455,6 +2731,12 @@ with a + + + + with great + + @@ -2473,6 +2755,12 @@ with this + + + + with your + + @@ -2509,18 +2797,36 @@ work great + + + + work in + + work with + + + + worked for + + worked like + + + + worked once + + @@ -2539,12 +2845,24 @@ works + + + + works as + + works fine + + + + works good + + @@ -2593,6 +2911,12 @@ worthwhile + + + + would definitely + + @@ -2647,6 +2971,12 @@ years ago + + + + years and + + @@ -2659,6 +2989,12 @@ you could + + + + you like + + @@ -2671,6 +3007,18 @@ you plan + + + + you want + + + + + + your conversations + + @@ -2684,449 +3032,507 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/pmml-transpiler/src/test/resources/pmml/LogisticRegressionAudit.pmml b/pmml-transpiler/src/test/resources/pmml/LogisticRegressionAudit.pmml index 25d8825..d283e0d 100644 --- a/pmml-transpiler/src/test/resources/pmml/LogisticRegressionAudit.pmml +++ b/pmml-transpiler/src/test/resources/pmml/LogisticRegressionAudit.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:30:50Z + + 2024-09-28T20:32:33Z
diff --git a/pmml-transpiler/src/test/resources/pmml/LogisticRegressionIris.pmml b/pmml-transpiler/src/test/resources/pmml/LogisticRegressionIris.pmml index 1d2709e..346cf91 100644 --- a/pmml-transpiler/src/test/resources/pmml/LogisticRegressionIris.pmml +++ b/pmml-transpiler/src/test/resources/pmml/LogisticRegressionIris.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:27Z + + 2024-09-28T20:33:06Z
@@ -54,23 +54,23 @@ - - - - - + + + + + - - - - - + + + + + - - - - - + + + + + @@ -88,27 +88,27 @@ 2.8 4.5 1.3 - 0.006907815022365392 - 0.8601121604150249 - 0.13298002456260977 + 0.006950265422485722 + 0.8605597227381012 + 0.1324900118394131 5.6 2.9 3.6 1.3 - 0.07426897904241814 - 0.9151932120661878 - 0.010537808891394135 + 0.07442948876326866 + 0.9151070826035552 + 0.010463428633176204 5.1 3.7 1.5 0.4 - 0.9817610614112271 - 0.01823890577508325 - 3.2813689599326786E-8 + 0.981714313124678 + 0.018285654255460727 + 3.2619861240932496E-8 diff --git a/pmml-transpiler/src/test/resources/pmml/LogisticRegressionSentiment.pmml b/pmml-transpiler/src/test/resources/pmml/LogisticRegressionSentiment.pmml index 7137b7e..3199866 100644 --- a/pmml-transpiler/src/test/resources/pmml/LogisticRegressionSentiment.pmml +++ b/pmml-transpiler/src/test/resources/pmml/LogisticRegressionSentiment.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:13Z + + 2024-09-28T20:32:53Z
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- - 2023-02-27T17:30:53Z + + 2024-09-28T20:32:36Z
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+ - + diff --git a/pmml-transpiler/src/test/resources/pmml/RandomForestAuto.pmml b/pmml-transpiler/src/test/resources/pmml/RandomForestAuto.pmml index c9c4ad0..20c07ca 100644 --- a/pmml-transpiler/src/test/resources/pmml/RandomForestAuto.pmml +++ b/pmml-transpiler/src/test/resources/pmml/RandomForestAuto.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:50Z + + 2024-09-28T20:33:30Z
diff --git a/pmml-transpiler/src/test/resources/pmml/RandomForestIris.pmml b/pmml-transpiler/src/test/resources/pmml/RandomForestIris.pmml index 6324479..dfe1efb 100644 --- a/pmml-transpiler/src/test/resources/pmml/RandomForestIris.pmml +++ b/pmml-transpiler/src/test/resources/pmml/RandomForestIris.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:29Z + + 2024-09-28T20:33:08Z
@@ -91,9 +91,9 @@ - + - + @@ -101,24 +101,24 @@ - + - + - + - + - + - + @@ -129,31 +129,31 @@ - + - + - + - + - + - + - + - + @@ -171,9 +171,9 @@ - + - + @@ -181,17 +181,17 @@ - + - + - + - + @@ -200,19 +200,19 @@ - + - + - + - + @@ -224,25 +224,25 @@ - + - + - + - + - + - + @@ -260,9 +260,9 @@ - + - + @@ -272,35 +272,35 @@ - + - + - + - + - + - + - + - + @@ -311,19 +311,19 @@ - + - + - + - + @@ -347,18 +347,18 @@ - + - + - + - + @@ -376,9 +376,9 @@ - + - + @@ -386,16 +386,16 @@ - + - + - + - + @@ -405,35 +405,35 @@ - + - + - + - + - + - + - + - + @@ -443,11 +443,11 @@ - + - + @@ -466,9 +466,9 @@ - + - + @@ -478,24 +478,24 @@ - + - + - + - + - + - + @@ -516,11 +516,11 @@ - + - + @@ -528,10 +528,10 @@ - + - + @@ -541,11 +541,11 @@ - + - + diff --git a/pmml-transpiler/src/test/resources/pmml/RandomForestIrisVec.pmml b/pmml-transpiler/src/test/resources/pmml/RandomForestIrisVec.pmml index e5501fa..616348c 100644 --- a/pmml-transpiler/src/test/resources/pmml/RandomForestIrisVec.pmml +++ b/pmml-transpiler/src/test/resources/pmml/RandomForestIrisVec.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:34Z + + 2024-09-28T20:33:13Z
@@ -52,38 +52,38 @@ - + - + - + - + - + - - + + - + - - + + - + - + @@ -97,38 +97,38 @@ - + - + - + - + - + - + - + - - + + - + - + @@ -143,38 +143,38 @@ - + - + - + - - + + - + - - + + - + - - + + - + - + @@ -189,38 +189,38 @@ - + - + - + - + - + - + - + - - + + - + - + @@ -237,42 +237,42 @@ - + - + - + - - + + - + - + - + - + - + - + - + - + @@ -286,38 +286,38 @@ - + - + - + - - + + - + - + - + - + - + - + @@ -332,32 +332,32 @@ - + - + - + - - + + - + - + - + - + diff --git a/pmml-transpiler/src/test/resources/pmml/RandomForestSentiment.pmml b/pmml-transpiler/src/test/resources/pmml/RandomForestSentiment.pmml index 82c13f1..c14254b 100644 --- a/pmml-transpiler/src/test/resources/pmml/RandomForestSentiment.pmml +++ b/pmml-transpiler/src/test/resources/pmml/RandomForestSentiment.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:16Z + + 2024-09-28T20:32:56Z
@@ -558,57 +558,57 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - + @@ -657,61 +657,61 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - + @@ -760,57 +760,57 @@ - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + @@ -881,62 +881,62 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + @@ -975,39 +975,39 @@ - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - - + + @@ -1052,51 +1052,51 @@ - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - + - + - + - + - + @@ -1109,15 +1109,15 @@ - + - - + + - + - - + + @@ -1159,45 +1159,45 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - + - + - + @@ -1256,57 +1256,57 @@ - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - + - + - - + + - + - - + + - + - - + + @@ -1348,50 +1348,50 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - + @@ -1425,57 +1425,57 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - - + + - + - + @@ -1506,50 +1506,50 @@ - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - - + + - + - + @@ -1585,62 +1585,62 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - + - + - - + + - + - - + + @@ -1685,66 +1685,66 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + @@ -1757,15 +1757,15 @@ - + - - + + - + - - + + @@ -1813,57 +1813,57 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - - + + @@ -1876,15 +1876,15 @@ - + - - + + - + - + @@ -1897,15 +1897,15 @@ - + - - + + - + - + @@ -1986,57 +1986,57 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - - + + - + - + @@ -2071,62 +2071,62 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - + - + - - + + - + - - + + @@ -2142,21 +2142,21 @@ - + - - + + - + - - + + - + - - + + @@ -2181,39 +2181,39 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - + @@ -2258,51 +2258,51 @@ - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - - + + - + - - + + @@ -2338,33 +2338,33 @@ - + - - + + - + - - + + - + - + - + - - + + - + - - + + @@ -2412,57 +2412,57 @@ - + - - + + - + - + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + @@ -2510,57 +2510,57 @@ - + - - + + - + - - + + - + - - + + - + - + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + @@ -2619,57 +2619,57 @@ - + - - + + - + - - + + - + - + - + - - + + - + - + - + - - + + - + - - + + - + - + - + - + @@ -2704,37 +2704,37 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - + @@ -2750,21 +2750,21 @@ - + - - + + - + - - + + - + - - + + @@ -2823,57 +2823,57 @@ - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + - + - - + + @@ -2886,15 +2886,15 @@ - + - - + + - + - - + + diff --git a/pmml-transpiler/src/test/resources/pmml/VotingEnsembleAuto.pmml b/pmml-transpiler/src/test/resources/pmml/VotingEnsembleAuto.pmml index e9a8b96..4e26ccc 100644 --- a/pmml-transpiler/src/test/resources/pmml/VotingEnsembleAuto.pmml +++ b/pmml-transpiler/src/test/resources/pmml/VotingEnsembleAuto.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:54Z + + 2024-09-28T20:33:32Z
@@ -100,24 +100,24 @@ - - - - - + + + + + + + + - - - diff --git a/pmml-transpiler/src/test/resources/pmml/XGBoostAudit.pmml b/pmml-transpiler/src/test/resources/pmml/XGBoostAudit.pmml index b171b45..9771e33 100644 --- a/pmml-transpiler/src/test/resources/pmml/XGBoostAudit.pmml +++ b/pmml-transpiler/src/test/resources/pmml/XGBoostAudit.pmml @@ -1,8 +1,8 @@
- - 2023-02-27T17:31:00Z + + 2024-09-28T20:32:39Z
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