adding callbacks none

.gitignore

 .idea
-__pycache__
-pages/application/DecisionTree/utils/__pycache__
-pages/application/DecisionTree/__pycache__
-pages/application/__pycache__
-tests/push_command
\ No newline at end of file
+tests
+venv
+*.pyc
+.DS_Store
+.env
\ No newline at end of file

callbacks.py

@@ -7,39 +7,38 @@ from utils import parse_contents_graph, parse_contents_instance, parse_contents_
 
 from pages.application.RandomForest.utils import xrf
 from pages.application.RandomForest.utils.xrf import *
-
 sys.modules['xrf'] = xrf
 
-####### Creates alerts when callback fails #########
 
-warning_selection_model = html.Div([dbc.Alert("You didn't choose a king of Machine Learning model first.",
-                                            is_open=True,
-                                            color='warning',
-                                            duration=10000, ), ])
+def register_callbacks(page_home, page_course, page_application, app):
+    page_list = ['home', 'course', 'application']
 
-warning_selection_pretrained_model = html.Div([dbc.Alert("You uploaded the data, now upload the pretrained model.",
-                                            is_open=True,
-                                            color='warning',
-                                            duration=10000, ), ])
+    ####### Creates alerts when callback fails #########
 
-alert_network = html.Div([dbc.Alert("There was a problem while computing the graph, read the documentation. \
-                                    You might have forgotten to upload the data for Random Forest or you tried to upload an unknown format.",
-                                    is_open=True,
-                                    color='danger',
-                                    duration=10000, ), ])
-alert_explanation = html.Div([dbc.Alert(
-    "There was a problem while computing the explanation. Read the documentation to understand which king of format are accepted.",
-    is_open=True,
-    color='danger',
-    duration=10000, ), ])
-alert_version_model = []
+    warning_selection_model = html.Div([dbc.Alert("You didn't choose a king of Machine Learning model first.",
+                                                  is_open=True,
+                                                  color='warning',
+                                                  duration=10000, ), ])
 
+    warning_selection_pretrained_model = html.Div([dbc.Alert("You uploaded the data, now upload the pretrained model.",
+                                                             is_open=True,
+                                                             color='warning',
+                                                             duration=10000, ), ])
 
-######################################################
+    alert_network = html.Div([dbc.Alert("There was a problem while computing the graph, read the documentation. \
+                                        You might have forgotten to upload the data for Random Forest or you tried to upload an unknown format.",
+                                        is_open=True,
+                                        color='danger',
+                                        duration=10000, ), ])
+    alert_explanation = html.Div([dbc.Alert(
+        "There was a problem while computing the explanation. Read the documentation to understand which king of format are accepted.",
+        is_open=True,
+        color='danger',
+        duration=10000, ), ])
 
+    alert_version_model = []
 
-def register_callbacks(page_home, page_course, page_application, app):
-    page_list = ['home', 'course', 'application']
+    ######################################################
 
     @app.callback(
         Output('page-content', 'children'),
@@ -74,25 +73,49 @@ def register_callbacks(page_home, page_course, page_application, app):
             list(model_application.xtypes.keys())[0]]
 
     @app.callback(Output('pretrained_model_filename', 'children'),
+                  Input('ml_model_choice', 'value'),
                   Input('ml_pretrained_model_choice', 'filename'),
                   prevent_initial_call=True
                   )
-    def update_model_prertrained_name(pretrained_model_filename):
-        return pretrained_model_filename
+    def update_model_prertrained_name(value_ml_model, pretrained_model_filename):
+        ctx = dash.callback_context
+        if ctx.triggered:
+            ihm_id = ctx.triggered[0]['prop_id'].split('.')[0]
+            if ihm_id == 'ml_model_choice':
+                return None
+            else :
+                return pretrained_model_filename
 
     @app.callback(Output('info_filename', 'children'),
+                  Input('ml_model_choice', 'value'),
                   Input('model_info_choice', 'filename'),
                   prevent_initial_call=True
                   )
-    def update_model_info_filename(model_info_filename):
-        return model_info_filename
+    def update_model_info_filename(value_ml_model, model_info_filename):
+        ctx = dash.callback_context
+        if ctx.triggered:
+            ihm_id = ctx.triggered[0]['prop_id'].split('.')[0]
+            if ihm_id == 'ml_model_choice':
+                return None
+            else :
+                return model_info_filename
 
     @app.callback(Output('instance_filename', 'children'),
+                  Input('ml_model_choice', 'value'),
+                  Input('ml_pretrained_model_choice', 'contents'),
                   Input('ml_instance_choice', 'filename'),
                   prevent_initial_call=True
                   )
-    def update_instance_filename(instance_filename):
-        return instance_filename
+    def update_instance_filename(value_ml_model, model_info_filename, instance_filename):
+        ctx = dash.callback_context
+        if ctx.triggered:
+            ihm_id = ctx.triggered[0]['prop_id'].split('.')[0]
+            if ihm_id == 'ml_model_choice':
+                return None
+            elif ihm_id == 'ml_pretrained_model_choice':
+                return None
+            else :
+                return instance_filename
 
     @app.callback(
         Output('graph', 'children'),

pages/application/RandomForest/RandomForestComponent.py

@@ -53,6 +53,9 @@ class RandomForestComponent:
                 self.explanation.append(html.P(explanation_result[k]))
                 self.explanation.append(html.Hr())
 
+        del self.random_forest.enc
+        del self.random_forest.x
+
         return [], []
 
     def update_plotted_tree(self, tree_to_plot):

pages/application/application.py

@@ -7,6 +7,7 @@ from pages.application.NaiveBayes.NaiveBayesComponent import NaiveBayesComponent
 from pages.application.RandomForest.RandomForestComponent import RandomForestComponent
 
 
+
 class Application:
     def __init__(self, view):
         self.view = view
@@ -56,8 +57,14 @@ class Model:
         self.xtypes = self.dic_xtypes[self.ml_model]
         self.xtype = [list(self.xtypes.keys())[0]]
 
+        #init all params
+        self.pretrained_model = None
+        self.model_info = None
+        self.instance = None
+
     def update_pretrained_model(self, pretrained_model_update):
         self.pretrained_model = pretrained_model_update
+        self.instance = None
 
     def update_info_needed(self, add_info):
         self.add_info = add_info

requirements.txt

@@ -2,7 +2,6 @@ colorlover>=0.2.1
 scipy>=1.2.1
 python-sat[pblib,aiger]
 matplotlib==3.5.1
-xgboost==1.6.0
 lime==0.2.0.1
 shap==0.40.0
 anchor-exp==0.0.2.0
@@ -18,8 +17,6 @@ json2html==1.3.0
 numpy==1.21
 pandas==1.4.1
 pysat==3.0.1
-pytest==7.0.1
-python_sat==0.1.7.dev15
 scikit_learn==1.0.2
 six==1.16.0
 gunicorn==20.1.0

tests/adult/adult_data_00000.inst

-f0=1,f1=9,f2=9,f3=7,f4=9,f5=5,f6=7,f7=0,f8=5,f9=3,f10=0,f11=15
\ No newline at end of file

tests/iris/iris.csv

-"sepal.length","sepal.width","petal.length","petal.width","variety"
-5.1,3.5,1.4,.2,"Setosa"
-4.9,3,1.4,.2,"Setosa"
-4.7,3.2,1.3,.2,"Setosa"
-4.6,3.1,1.5,.2,"Setosa"
-5,3.6,1.4,.2,"Setosa"
-5.4,3.9,1.7,.4,"Setosa"
-4.6,3.4,1.4,.3,"Setosa"
-5,3.4,1.5,.2,"Setosa"
-4.4,2.9,1.4,.2,"Setosa"
-4.9,3.1,1.5,.1,"Setosa"
-5.4,3.7,1.5,.2,"Setosa"
-4.8,3.4,1.6,.2,"Setosa"
-4.8,3,1.4,.1,"Setosa"
-4.3,3,1.1,.1,"Setosa"
-5.8,4,1.2,.2,"Setosa"
-5.7,4.4,1.5,.4,"Setosa"
-5.4,3.9,1.3,.4,"Setosa"
-5.1,3.5,1.4,.3,"Setosa"
-5.7,3.8,1.7,.3,"Setosa"
-5.1,3.8,1.5,.3,"Setosa"
-5.4,3.4,1.7,.2,"Setosa"
-5.1,3.7,1.5,.4,"Setosa"
-4.6,3.6,1,.2,"Setosa"
-5.1,3.3,1.7,.5,"Setosa"
-4.8,3.4,1.9,.2,"Setosa"
-5,3,1.6,.2,"Setosa"
-5,3.4,1.6,.4,"Setosa"
-5.2,3.5,1.5,.2,"Setosa"
-5.2,3.4,1.4,.2,"Setosa"
-4.7,3.2,1.6,.2,"Setosa"
-4.8,3.1,1.6,.2,"Setosa"
-5.4,3.4,1.5,.4,"Setosa"
-5.2,4.1,1.5,.1,"Setosa"
-5.5,4.2,1.4,.2,"Setosa"
-4.9,3.1,1.5,.2,"Setosa"
-5,3.2,1.2,.2,"Setosa"
-5.5,3.5,1.3,.2,"Setosa"
-4.9,3.6,1.4,.1,"Setosa"
-4.4,3,1.3,.2,"Setosa"
-5.1,3.4,1.5,.2,"Setosa"
-5,3.5,1.3,.3,"Setosa"
-4.5,2.3,1.3,.3,"Setosa"
-4.4,3.2,1.3,.2,"Setosa"
-5,3.5,1.6,.6,"Setosa"
-5.1,3.8,1.9,.4,"Setosa"
-4.8,3,1.4,.3,"Setosa"
-5.1,3.8,1.6,.2,"Setosa"
-4.6,3.2,1.4,.2,"Setosa"
-5.3,3.7,1.5,.2,"Setosa"
-5,3.3,1.4,.2,"Setosa"
-7,3.2,4.7,1.4,"Versicolor"
-6.4,3.2,4.5,1.5,"Versicolor"
-6.9,3.1,4.9,1.5,"Versicolor"
-5.5,2.3,4,1.3,"Versicolor"
-6.5,2.8,4.6,1.5,"Versicolor"
-5.7,2.8,4.5,1.3,"Versicolor"
-6.3,3.3,4.7,1.6,"Versicolor"
-4.9,2.4,3.3,1,"Versicolor"
-6.6,2.9,4.6,1.3,"Versicolor"
-5.2,2.7,3.9,1.4,"Versicolor"
-5,2,3.5,1,"Versicolor"
-5.9,3,4.2,1.5,"Versicolor"
-6,2.2,4,1,"Versicolor"
-6.1,2.9,4.7,1.4,"Versicolor"
-5.6,2.9,3.6,1.3,"Versicolor"
-6.7,3.1,4.4,1.4,"Versicolor"
-5.6,3,4.5,1.5,"Versicolor"
-5.8,2.7,4.1,1,"Versicolor"
-6.2,2.2,4.5,1.5,"Versicolor"
-5.6,2.5,3.9,1.1,"Versicolor"
-5.9,3.2,4.8,1.8,"Versicolor"
-6.1,2.8,4,1.3,"Versicolor"
-6.3,2.5,4.9,1.5,"Versicolor"
-6.1,2.8,4.7,1.2,"Versicolor"
-6.4,2.9,4.3,1.3,"Versicolor"
-6.6,3,4.4,1.4,"Versicolor"
-6.8,2.8,4.8,1.4,"Versicolor"
-6.7,3,5,1.7,"Versicolor"
-6,2.9,4.5,1.5,"Versicolor"
-5.7,2.6,3.5,1,"Versicolor"
-5.5,2.4,3.8,1.1,"Versicolor"
-5.5,2.4,3.7,1,"Versicolor"
-5.8,2.7,3.9,1.2,"Versicolor"
-6,2.7,5.1,1.6,"Versicolor"
-5.4,3,4.5,1.5,"Versicolor"
-6,3.4,4.5,1.6,"Versicolor"
-6.7,3.1,4.7,1.5,"Versicolor"
-6.3,2.3,4.4,1.3,"Versicolor"
-5.6,3,4.1,1.3,"Versicolor"
-5.5,2.5,4,1.3,"Versicolor"
-5.5,2.6,4.4,1.2,"Versicolor"
-6.1,3,4.6,1.4,"Versicolor"
-5.8,2.6,4,1.2,"Versicolor"
-5,2.3,3.3,1,"Versicolor"
-5.6,2.7,4.2,1.3,"Versicolor"
-5.7,3,4.2,1.2,"Versicolor"
-5.7,2.9,4.2,1.3,"Versicolor"
-6.2,2.9,4.3,1.3,"Versicolor"
-5.1,2.5,3,1.1,"Versicolor"
-5.7,2.8,4.1,1.3,"Versicolor"
-6.3,3.3,6,2.5,"Virginica"
-5.8,2.7,5.1,1.9,"Virginica"
-7.1,3,5.9,2.1,"Virginica"
-6.3,2.9,5.6,1.8,"Virginica"
-6.5,3,5.8,2.2,"Virginica"
-7.6,3,6.6,2.1,"Virginica"
-4.9,2.5,4.5,1.7,"Virginica"
-7.3,2.9,6.3,1.8,"Virginica"
-6.7,2.5,5.8,1.8,"Virginica"
-7.2,3.6,6.1,2.5,"Virginica"
-6.5,3.2,5.1,2,"Virginica"
-6.4,2.7,5.3,1.9,"Virginica"
-6.8,3,5.5,2.1,"Virginica"
-5.7,2.5,5,2,"Virginica"
-5.8,2.8,5.1,2.4,"Virginica"
-6.4,3.2,5.3,2.3,"Virginica"
-6.5,3,5.5,1.8,"Virginica"
-7.7,3.8,6.7,2.2,"Virginica"
-7.7,2.6,6.9,2.3,"Virginica"
-6,2.2,5,1.5,"Virginica"
-6.9,3.2,5.7,2.3,"Virginica"
-5.6,2.8,4.9,2,"Virginica"
-7.7,2.8,6.7,2,"Virginica"
-6.3,2.7,4.9,1.8,"Virginica"
-6.7,3.3,5.7,2.1,"Virginica"
-7.2,3.2,6,1.8,"Virginica"
-6.2,2.8,4.8,1.8,"Virginica"
-6.1,3,4.9,1.8,"Virginica"
-6.4,2.8,5.6,2.1,"Virginica"
-7.2,3,5.8,1.6,"Virginica"
-7.4,2.8,6.1,1.9,"Virginica"
-7.9,3.8,6.4,2,"Virginica"
-6.4,2.8,5.6,2.2,"Virginica"
-6.3,2.8,5.1,1.5,"Virginica"
-6.1,2.6,5.6,1.4,"Virginica"
-7.7,3,6.1,2.3,"Virginica"
-6.3,3.4,5.6,2.4,"Virginica"
-6.4,3.1,5.5,1.8,"Virginica"
-6,3,4.8,1.8,"Virginica"
-6.9,3.1,5.4,2.1,"Virginica"
-6.7,3.1,5.6,2.4,"Virginica"
-6.9,3.1,5.1,2.3,"Virginica"
-5.8,2.7,5.1,1.9,"Virginica"
-6.8,3.2,5.9,2.3,"Virginica"
-6.7,3.3,5.7,2.5,"Virginica"
-6.7,3,5.2,2.3,"Virginica"
-6.3,2.5,5,1.9,"Virginica"
-6.5,3,5.2,2,"Virginica"
-6.2,3.4,5.4,2.3,"Virginica"
-5.9,3,5.1,1.8,"Virginica"
\ No newline at end of file

tests/iris/iris.txt

-sepal.length,Categorical,7.6,6.8,7.1,4.9,4.4,6.2,6,7.3,5.9,7.4,5.2,5.6,4.8,6.5,5.5,4.6,6.6,6.4,7,4.5,7.2,5.1,5.8,5.3,6.9,6.1,6.7,4.7,7.7,6.3,5.7,7.9,5.4,4.3,5
-sepal.width,Categorical,4.2,4.4,3.1,2.4,2.9,2,3.8,4.1,4,3.2,2.7,3.3,2.2,2.5,2.3,3.6,3.5,3.9,2.8,2.6,3.7,3,3.4
-petal.length,Categorical,4.2,4.9,4.4,6,5.9,5.2,5.6,4.8,1,5.5,4.6,6.6,1.1,3.8,1.5,6.4,4.1,4,4.5,1.6,3.3,1.4,5.1,1.7,5.8,3.5,3.6,5.3,1.9,6.9,6.1,6.7,4.7,3.9,1.2,1.3,6.3,5.7,3.7,5.4,3,4.3,5
-petal.width,Categorical,2.4,.2,1,2,1.1,1.5,.6,.5,2.2,.3,1.6,1.4,2.5,1.7,2.3,1.8,2.1,1.9,1.2,1.3,.1,.4
\ No newline at end of file

tests/iris/iris01.json

-{"sepal.length":4.9,
-"sepal.width":3,
-"petal.length":1.4,
-"petal.width":0.2}

tests/iris/iris_00000.txt

-sepal.length=4.3,sepal.width=2.0,petal.length=1.0,petal.width=0.1
\ No newline at end of file

tests/zoo/inst/zoo_00.inst

-f0=1,f1=0,f1=0,f1=1,f1=0,f1=0,f1=1,f1=1,f1=1,f1=1,f1=0,f1=0,f1=4,f1=0,f1=0,f1=1
\ No newline at end of file

tests/zoo/inst/zoo_01.inst

-1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1
\ No newline at end of file

tests/zoo/inst/zoo_02.inst

-0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0
\ No newline at end of file

tests/zoo/inst/zoo_11.inst

-0,1,1,0,1,0,0,0,1,1,0,0,2,1,1,0
\ No newline at end of file