test commit

data/prediction-data.csv

@@ -1,3 +1,4 @@
+zylinder;ps;gewicht;beschleunigung;baujahr
 8;130;3504;12;70
 8;165;3693;11.5;70
 8;150;3436;11;70

requirements.txt

@@ -1,101 +1,30 @@
-anyio==3.3.1
-appnope==0.1.2
-argon2-cffi==21.1.0
-attrs==21.2.0
-Babel==2.9.1
-backcall==0.2.0
-black==21.8b0
-bleach==4.1.0
-certifi==2021.5.30
-cffi==1.14.6
-charset-normalizer==2.0.4
-click==8.0.1
-cycler==0.10.0
-debugpy==1.4.3
-decorator==5.1.0
-defusedxml==0.7.1
-entrypoints==0.3
-Flask==2.0.2
+attrs==22.1.0
+certifi==2022.12.7
+charset-normalizer==2.1.1
+click==8.1.3
+exceptiongroup==1.0.4
+Flask==2.2.2
 Flask-Cors==3.0.10
-idna==3.2
+idna==3.4
+importlib-metadata==5.1.0
 iniconfig==1.1.1
-ipykernel==6.4.1
-ipython==7.27.0
-ipython-genutils==0.2.0
-ipywidgets==7.6.5
-itsdangerous==2.0.1
-jedi==0.18.0
-Jinja2==3.0.1
-joblib==1.0.1
-json5==0.9.6
-jsonschema==3.2.0
-jupyter-client==7.0.2
-jupyter-core==4.7.1
-jupyter-server==1.11.0
-jupyterlab==3.1.11
-jupyterlab-pygments==0.1.2
-jupyterlab-server==2.8.1
-jupyterlab-widgets==1.0.2
-kiwisolver==1.3.2
-MarkupSafe==2.0.1
-matplotlib==3.4.3
-matplotlib-inline==0.1.3
-mccabe==0.6.1
-mistune==0.8.4
-mypy-extensions==0.4.3
-nbclassic==0.3.1
-nbclient==0.5.4
-nbconvert==6.1.0
-nbformat==5.1.3
-nest-asyncio==1.5.1
-notebook==6.4.3
-numpy==1.21.2
-packaging==21.0
-pandas==1.3.3
-pandocfilters==1.4.3
-parso==0.8.2
-pathspec==0.9.0
-pexpect==4.8.0
-pickleshare==0.7.5
-Pillow==8.3.2
-platformdirs==2.3.0
+itsdangerous==2.1.2
+Jinja2==3.1.2
+joblib==1.1.0
+MarkupSafe==2.1.1
+numpy==1.22.2
+packaging==22.0
+pandas==1.4.0
 pluggy==1.0.0
-prometheus-client==0.11.0
-prompt-toolkit==3.0.20
-ptyprocess==0.7.0
-py==1.11.0
-pycodestyle==2.8.0
-pycparser==2.20
-pyflakes==2.3.1
-Pygments==2.10.0
-pyparsing==2.4.7
-pyrsistent==0.18.0
-pytest==6.2.5
+pytest==7.2.0
 python-dateutil==2.8.2
-pytz==2021.1
-pyzmq==22.2.1
-regex==2021.8.28
-requests==2.26.0
-requests-unixsocket==0.2.0
-scikit-learn==0.24.2
-scipy==1.7.1
-Send2Trash==1.8.0
+pytz==2021.3
+requests==2.28.1
+scikit-learn==1.0.2
+scipy==1.8.0
 six==1.16.0
-sniffio==1.2.0
-terminado==0.12.1
-testpath==0.5.0
-threadpoolctl==2.2.0
-toml==0.10.2
-tomli==1.2.1
-torch==1.9.0
-tornado==6.1
-tqdm==4.62.2
-traitlets==5.1.0
-typing-extensions==3.10.0.2
-urllib3==1.26.6
-wcwidth==0.2.5
-webencodings==0.5.1
-websocket-client==1.2.1
-Werkzeug==2.0.2
-widgetsnbextension==3.5.1
-xgboost==1.4.2
+threadpoolctl==3.1.0
+tomli==2.0.1
+urllib3==1.26.13
+Werkzeug==2.2.2
+zipp==3.11.0

src/api.py

@@ -29,7 +29,7 @@ def hello_world():
 def get_training_data():
     return Response(training_data.to_json(), mimetype='application/json')
 
-
+# http://127.0.0.1:5000/predict?zylinder=2&ps=100&gewicht=200&beschleunigung=10&baujahr=2000
 @app.route("/predict", methods=["GET"])
 def predict():
     zylinder = request.args.get('zylinder')
@@ -38,7 +38,9 @@ def predict():
     beschleunigung = request.args.get('beschleunigung')
     baujahr = request.args.get('baujahr')
 
-    prediction = trained_model.predict([[zylinder, ps, gewicht, beschleunigung, baujahr]])
-
-    return {"result": prediction[0]}
+    if (zylinder and ps and gewicht and beschleunigung and baujahr):
+        prediction = trained_model.predict([[zylinder, ps, gewicht, beschleunigung, baujahr]])
+        return {"result": prediction[0]}
 
+    else:
+        return Response("Please provide all necessary parameters to get a pediction: zylinder, ps, gewicht, beschleunigung, baujahr", mimetype='application/json')

src/api_requests.py

@@ -0,0 +1,15 @@
+import requests
+params = {
+    "latitude": 52.52,
+    "longitude": 13.41,
+    "hourly": "temperature_2m"
+}
+headers = {"Content-Type": "application/json"}
+result = requests.get(
+    "https://api.open-meteo.com/v1/forecast",
+    params=params,
+    headers=headers
+)
+print(result)
+json = result.json()
+print("JSON response: ", json)

src/predict.py

@@ -8,5 +8,5 @@
 
 # load data that we want predictions for
 prediction_data = pd.read_csv('data/prediction-data.csv', sep=";")
-
+print(prediction_data)
 print(trained_model.predict(prediction_data))

wsgi.py

@@ -1,4 +1,7 @@
-from api import app
+# Web server gateway interface.
+#
+
+from src.api import app
 
 
 if __name__ == '__main__':