first version improved

app.py

@@ -1,6 +1,7 @@
 import gradio as gr
 import pandas as pd
 import random
+import keras.models as km
 
 data = pd.read_pickle("merged_all_table.pkl", compression='bz2')
 
@@ -8,13 +9,19 @@ home_team_id = sorted(data["home_team_long_name"].unique())
 away_team_id = sorted(data["away_team_long_name"].unique())
 
 
-def predict(Home_team, Away_team):
+def predict(Home_team, Away_team, Model_name):
 
     if Home_team == "":
-        raise gr.Error("Home Team is required")
+        raise gr.Error("Home Team is required, Please Select The Home Team!")
     
     if Away_team  == "":
-        raise gr.Error("Away Team is required")
+        raise gr.Error("Away Team is required, Please Select The Away Team!")
+    
+    if Model_name  == "":
+        raise gr.Error("Model is required, Please Select The Model!")
+    
+    if Model_name == "Simple Model":
+        model = km.load_model('models/simple_model.pkl')
 
     return "Model is in under construction 🛠️🚜"
 
@@ -59,6 +66,17 @@ with gr.Blocks() as demo:
                 multiselect=False,
             )
 
+    with gr.Row():
+
+        with gr.Column(): 
+        
+            dd_model = gr.Dropdown(
+                label="Model ( Feature Under Construction 🚧 )",
+                choices=["Simple Model"],
+                info="Select Your Model:",
+                multiselect=False,
+            )
+
     with gr.Row():
         predict_btn = gr.Button(value="Predict")
             
@@ -70,6 +88,7 @@ with gr.Blocks() as demo:
         inputs=[
             dd_home_team,
             dd_away_team,
+            dd_model,
         ],
         outputs=[Answer],
     )

models/simple_model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:646659c40f96f43be2e15e1e472f6c8fe4198e4d8c35202becef888c96d50389
+size 2204975

requirements.txt

@@ -1,11 +1,14 @@
+absl-py==1.4.0
 aiofiles==23.1.0
 aiohttp==3.8.5
 aiosignal==1.3.1
 altair==5.0.1
 annotated-types==0.5.0
 anyio==3.7.1
+astunparse==1.6.3
 async-timeout==4.0.2
 attrs==23.1.0
+cachetools==5.3.1
 certifi==2023.7.22
 charset-normalizer==3.2.0
 click==8.1.6
@@ -15,34 +18,50 @@ exceptiongroup==1.1.2
 fastapi==0.100.1
 ffmpy==0.3.1
 filelock==3.12.2
+flatbuffers==23.5.26
 fonttools==4.41.1
 frozenlist==1.4.0
 fsspec==2023.6.0
+gast==0.4.0
+google-auth==2.22.0
+google-auth-oauthlib==1.0.0
+google-pasta==0.2.0
 gradio==3.39.0
 gradio_client==0.3.0
+grpcio==1.56.2
 h11==0.14.0
+h5py==3.9.0
 httpcore==0.17.3
 httpx==0.24.1
 huggingface-hub==0.16.4
 idna==3.4
 install==1.3.5
 Jinja2==3.1.2
+joblib==1.3.1
 jsonschema==4.18.4
 jsonschema-specifications==2023.7.1
+keras==2.13.1
 kiwisolver==1.4.4
+libclang==16.0.6
 linkify-it-py==2.0.2
+Markdown==3.4.4
 markdown-it-py==2.2.0
 MarkupSafe==2.1.3
 matplotlib==3.7.2
 mdit-py-plugins==0.3.3
 mdurl==0.1.2
 multidict==6.0.4
-numpy==1.25.1
+numpy==1.24.3
+oauthlib==3.2.2
+opt-einsum==3.3.0
 orjson==3.9.2
 packaging==23.1
 pandas==2.0.3
 Pillow==10.0.0
 polars==0.18.9
+protobuf==4.23.4
+pyasn1==0.5.0
+pyasn1-modules==0.3.0
 pydantic==2.1.1
 pydantic_core==2.4.0
 pydub==0.25.1
@@ -53,17 +72,30 @@ pytz==2023.3
 PyYAML==6.0.1
 referencing==0.30.0
 requests==2.31.0
+requests-oauthlib==1.3.1
 rpds-py==0.9.2
+rsa==4.9
+scikit-learn==1.3.0
+scipy==1.11.1
 semantic-version==2.10.0
 six==1.16.0
 sniffio==1.3.0
 starlette==0.27.0
+tensorboard==2.13.0
+tensorboard-data-server==0.7.1
+tensorflow==2.13.0
+tensorflow-estimator==2.13.0
+tensorflow-macos==2.13.0
+termcolor==2.3.0
+threadpoolctl==3.2.0
 toolz==0.12.0
 tqdm==4.65.0
 typing_extensions==4.7.1
 tzdata==2023.3
 uc-micro-py==1.0.2
-urllib3==2.0.4
+urllib3==1.26.16
 uvicorn==0.23.1
 websockets==11.0.3
+Werkzeug==2.3.6
+wrapt==1.15.0
 yarl==1.9.2