[IMP] added code changes

README.md

 # Recommendation Engine - Alternative
 
-
+INSTALL
+python -m pip install --index-url https://support.bayesfusion.com/pysmile-B/ pysmile
 
 ## Getting started
 

app.py

@@ -219,6 +219,17 @@ def planner_plan_detail():
     """
     return planner.planner_plan_detail(cnx, request)
 
+@app.get("/database/store/kpi")
+def database_store_kpi():
+    """
+    It stores the Kpis that have been selected.
+    The json provided should have the same format that json with the kpi
+    """
+    #if request.json:
+    if request:
+        return database.database_store_kpi(cnx, request)
+    else:
+        return constants.ERROR_JSON_NEEDED
 
 # MAIN: ----------------------------------------------------------------------------------------------------------------
 if __name__ == "__main__":

requirements.txt

-mysql-connector-python~=8.0.31
-Flask~=2.2.2
+anyio==3.6.2
+AnyQt==0.2.0
+asttokens==2.2.1
+backcall==0.2.0
+baycomp==1.0.2
+Bottleneck==1.3.7
+CacheControl==0.12.12
+certifi==2022.12.7
+cffi==1.15.1
+chardet==5.1.0
+charset-normalizer==3.0.1
+click==8.1.3
+comm==0.1.2
+commonmark==0.9.1
+contourpy==1.0.7
+cryptography==39.0.2
+cycler==0.11.0
+debugpy==1.6.6
+decorator==5.1.1
+dictdiffer==0.9.0
+docopt==0.6.2
+docutils==0.19
+et-xmlfile==1.1.0
+executing==1.2.0
+filelock==3.9.0
+Flask==2.2.3
+fonttools==4.39.0
+h11==0.14.0
+httpcore==0.16.3
+httpx==0.23.3
+idna==3.4
+importlib-metadata==6.0.0
+importlib-resources==5.12.0
+ipykernel==6.21.3
+ipython==8.11.0
+ipython-genutils==0.2.0
+itsdangerous==2.1.2
+jaraco.classes==3.2.3
+jedi==0.18.2
+jeepney==0.8.0
+Jinja2==3.1.2
+joblib==1.2.0
+jupyter_client==8.0.3
+jupyter_core==5.2.0
+keyring==23.13.1
+keyrings.alt==4.2.0
+kiwisolver==1.4.4
+MarkupSafe==2.1.2
+matplotlib==3.7.1
+matplotlib-inline==0.1.6
+more-itertools==9.1.0
+msgpack==1.0.5
+mysql-connector-python~=8.0.32
+nest-asyncio==1.5.6
+networkx==3.0
 numpy~=1.23.5
-requests~=2.28.1
-pandas~=1.5.1
-utm~=0.7.0
\ No newline at end of file
+openpyxl==3.1.2
+openTSNE==0.7.1
+orange-canvas-core==0.1.29
+orange-widget-base==4.19.0
+Orange3==3.34.1
+packaging==23.0
+pandas==1.5.3
+parso==0.8.3
+pexpect==4.8.0
+pickleshare==0.7.5
+Pillow==9.4.0
+pipreqs==0.4.11
+platformdirs==3.1.1
+prompt-toolkit==3.0.38
+protobuf==3.20.3
+psutil==5.9.4
+ptyprocess==0.7.0
+pure-eval==0.2.2
+pycparser==2.21
+Pygments==2.14.0
+pyparsing==3.0.9
+pyqtgraph==0.13.2
+pysmile==2.0.10
+python-dateutil==2.8.2
+python-louvain==0.16
+pytz==2022.7.1
+pywin32==305
+pywin32-ctypes==0.2.0
+PyYAML==6.0
+pyzmq==25.0.0
+qasync==0.23.0
+qtconsole==5.4.1
+QtPy==2.3.0
+requests=2.28.2
+rfc3986==1.5.0
+scikit-learn==1.1.3
+scipy==1.10.1
+SecretStorage==3.3.3
+serverfiles==0.3.1
+six==1.16.0
+sniffio==1.3.0
+stack-data==0.6.2
+threadpoolctl==3.1.0
+tornado==6.2
+traitlets==5.9.0
+typing_extensions==4.5.0
+urllib3==1.26.14
+utm==0.7.0
+wcwidth==0.2.6
+Werkzeug==2.2.3
+xlrd==2.0.1
+XlsxWriter==3.0.9
+xmltodict==0.13.0
+yarg==0.1.9
+zipp==3.14.0

src/app.py

@@ -4,16 +4,19 @@
 Created on: 16/01/2023
 @author: Andoni Aranguren Ubierna
 @updates: Sergio Campos 02-03/2023
-
 """
+
+import pickle
+import pysmile
 import sys
+import json
 print(sys.path)
 from src import constants
 
 import mysql.connector
 from flask import Flask, request, render_template
 
-from src import recommender, database, planner, modal_choice
+from src import configuration, recommender, database, planner, modal_choice
 
 app = Flask(__name__)
 cnx = None
@@ -24,6 +27,111 @@ def index():
     return render_template("index.html")
 
 
+
+# MODAL CHOICE: -------------------------------------------------------------------------------------------------------
+@app.get("/modal_choice/estimation")
+def modal_choice_estimation():
+    """
+    We ask for actions based on popularity of the actions
+    :return: json
+    """
+    return modal_choice.modal_choice_estimation(cnx, request) 
+
+@app.get("/modal_choice/getProbabilites")
+def modal_choice_getprobabilities():
+    """
+    We ask for actions based on popularity of the actions
+    :return: json
+    """
+    return modal_choice.modal_choice_getprobabilities(cnx, request)
+
+@app.get("/modal_choice/setProbabilites")
+def modal_choice_setprobabilities():
+    """
+    We ask for actions based on popularity of the actions
+    :return: json
+    """
+    return modal_choice.modal_choice_setprobabilities(cnx, request)
+
+
+@app.get("/modal_choice/getDependencies")
+def modal_choice_getdependencies():
+    """
+    We ask for actions based on popularity of the actions
+    :return: json
+    """
+    return modal_choice.modal_choice_getdependencies(cnx, request)
+
+
+@app.get("/modal_choice/getValues")
+def modal_choice_getvalues():
+    """
+    We ask for actions based on popularity of the actions
+    :return: json
+    """
+    return modal_choice.modal_choice_getvalues(cnx, request)
+
+
+
+
+
+#Dexi configuration: -------------------------------------------------------------------------------------------------
+@app.get("/recommender/configuration/getMatrix")
+def configuration_getmatrix():
+    """
+    We ask for actions based on popularity of the actions
+    :return: json
+    """
+    return configuration.getmatrix(cnx, request) 
+
+
+@app.get("/recommender/configuration/setMatrix")
+def configuration_setmatrix():
+    """
+    We ask for actions based on popularity of the actions
+    :return: json
+    """
+    return configuration.setmatrix(cnx, request)
+
+
+@app.get("/recommender/configuration/getSliders")
+def configuration_getsliders():
+    """
+    We ask for actions based on popularity of the actions
+    :return: json
+    """
+    return configuration.getsliders(cnx, request)
+
+
+@app.get("/recommender/configuration/setSliders")
+def configuration_setsliders():
+    """
+    We ask for actions based on popularity of the actions
+    :return: json
+    """
+    return configuration.setsliders(cnx, request)
+
+
+
+@app.get("/recommender/configuration/getEvaluationFile")
+def configuration_getevaluationfile():
+    """
+    We ask for actions based on popularity of the actions
+    :return: json
+    """
+    return configuration.getevaluationfile(cnx, request)
+
+
+@app.get("/recommender/configuration/getConfigurationFile")
+def configuration_getconfigurationfile():
+    """
+    We ask for actions based on popularity of the actions
+    :return: json
+    """
+    return configuration.getconfigurationfile(cnx, request)
+
+
+
 # RECOMMENDERS: -------------------------------------------------------------------------------------------------------
 @app.get("/recommender/popularity")
 def recommender_popularity():
@@ -101,6 +209,15 @@ def database_save_plan():
     else:
         return constants.ERROR_JSON_NEEDED
 
+# plan_detail PLANNER: -------------------------------------------------------------------------------------------------------
+@app.get("/planner/plan_detail")
+def planner_plan_detail():
+    """
+    It calculates the best plan_detail traversing streets and reordering the intermediate nodes provided.
+    :return: json with the plan_detail
+    """
+    return planner.planner_plan_detail(cnx, request)
+
 @app.get("/database/store/kpi")
 def database_store_kpi():
     """
@@ -125,5 +242,6 @@ def planner_plan_detail():
 
 # MAIN: ----------------------------------------------------------------------------------------------------------------
 if __name__ == "__main__":
+    model = pickle.load(open('model.pkcls', 'rb'))
     cnx = mysql.connector.connect(**constants.DDBB_CONFIG)
     app.run(debug=True, host='0.0.0.0')