Update app.py

app.py

@@ -181,7 +181,7 @@ def key_gen_fn(user_symptoms: List[str]) -> Dict:
 
 def encrypt_fn(user_symptoms: np.ndarray, user_id: str) -> None:
     """
-    Encrypt the user symptoms vector in the `Client Side`.
+    Encrypt the user symptoms vector in the `Client`.
 
     Args:
         user_symptoms (List[str]): The vector symptoms provided by the user
@@ -505,31 +505,31 @@ if __name__ == "__main__":
         gr.Markdown()
         gr.Markdown(
             """
-            <p align="center">
-                <img width=200 src="https://huggingface.co/spaces/ObindiG/MOH/blob/main/healthcare_prediction.jpg">
-            </p>
+            # <p align="center">
+            #     <img width=200 src="https://huggingface.co/spaces/ObindiG/MOH/blob/main/healthcare_prediction.jpg">
+            # </p>
             """)
         gr.Markdown()
-        gr.Markdown("""<h2 align="center">Health prediction model with High end encryption</h2>""")
+        gr.Markdown("""<h2 align="center">Health prediction model with High end encryption </h2>""")
         gr.Markdown()
         gr.Markdown(
             """
-            <p align="center">
-                <a href="https://laoctatechlabs.com"> <img style="vertical-align: middle; display:inline-block; margin-right: 3px;" width=15 src="https://user-images.githubusercontent.com/5758427/197972109-faaaff3e-10e2-4ab6-80f5-7531f7cfb08f.png">laocta Tech Labs</a>
-                —
-                <a href="https://docs.zama.ai/concrete-ml"> <img style="vertical-align: middle; display:inline-block; margin-right: 3px;" width=15 src="https://user-images.githubusercontent.com/5758427/197976802-fddd34c5-f59a-48d0-9bff-7ad1b00cb1fb.png">Documentation</a>
-                —
-                <a href="https://zama.ai/community"> <img style="vertical-align: middle; display:inline-block; margin-right: 3px;" width=15 src="https://user-images.githubusercontent.com/5758427/197977153-8c9c01a7-451a-4993-8e10-5a6ed5343d02.png">Community</a>
-                —
-                <a href="https://twitter.com/zama_fhe"> <img style="vertical-align: middle; display:inline-block; margin-right: 3px;" width=15 src="https://user-images.githubusercontent.com/5758427/197975044-bab9d199-e120-433b-b3be-abd73b211a54.png">@zama_fhe</a>
-            </p>
+            # <p align="center">
+            #     <a href="https://laoctatechlabs.com"> <img style="vertical-align: middle; display:inline-block; margin-right: 3px;" width=15 src="https://user-images.githubusercontent.com/5758427/197972109-faaaff3e-10e2-4ab6-80f5-7531f7cfb08f.png">laocta Tech Labs</a>
+            #     —
+            #     <a href="https://docs.zama.ai/concrete-ml"> <img style="vertical-align: middle; display:inline-block; margin-right: 3px;" width=15 src="https://user-images.githubusercontent.com/5758427/197976802-fddd34c5-f59a-48d0-9bff-7ad1b00cb1fb.png">Documentation</a>
+            #     —
+            #     <a href="https://zama.ai/community"> <img style="vertical-align: middle; display:inline-block; margin-right: 3px;" width=15 src="https://user-images.githubusercontent.com/5758427/197977153-8c9c01a7-451a-4993-8e10-5a6ed5343d02.png">Community</a>
+            #     —
+            #     <a href="https://twitter.com/zama_fhe"> <img style="vertical-align: middle; display:inline-block; margin-right: 3px;" width=15 src="https://user-images.githubusercontent.com/5758427/197975044-bab9d199-e120-433b-b3be-abd73b211a54.png">@zama_fhe</a>
+            # </p>
             """)
         gr.Markdown()
         gr.Markdown(
             """"
-            <p align="center">
-            <img width="65%" height="25%" src="https://raw.githubusercontent.com/kcelia/Img/main/healthcare_prediction.jpg">
-            </p>
+            # <p align="center">
+            # <img width="65%" height="25%" src="https://raw.githubusercontent.com/kcelia/Img/main/healthcare_prediction.jpg">
+            # </p>
             """
         )
         gr.Markdown("## Notes")
@@ -584,7 +584,7 @@ if __name__ == "__main__":
         # Submit botton
         submit_btn = gr.Button("Submit")
         # Clear botton
-        clear_button = gr.Button("Reset Space 🔁", visible=False)
+        clear_button = gr.Button("Reset Model 🔁", visible=False)
 
         default_disease_box.change(
             fn=display_default_symptoms_fn, inputs=[default_disease_box], outputs=[default_symptoms]
@@ -600,7 +600,7 @@ if __name__ == "__main__":
         gr.Markdown("\n")
         gr.Markdown("## Step 2: Encrypt data")
         gr.Markdown("<hr />")
-        gr.Markdown("<span style='color:grey'>Client Side</span>")
+        gr.Markdown("<span style='color:grey'>Client </span>")
         # Step 2.1: Key generation
         gr.Markdown(
             "### Key Generation\n\n"
@@ -674,7 +674,7 @@ if __name__ == "__main__":
         gr.Markdown("<span style='color:grey'>Server Side</span>")
         gr.Markdown(
             "Once the server receives the encrypted data, it can process and compute the output without ever decrypting the data just as it would on clear data.\n\n"
-            "This server employs a [Logistic Regression](https://github.com/zama-ai/concrete-ml/tree/release/1.1.x/use_case_examples/disease_prediction) model that has been trained on this [data-set](https://github.com/anujdutt9/Disease-Prediction-from-Symptoms/tree/master/dataset)."
+            # "This server employs a [Logistic Regression](https://github.com/zama-ai/concrete-ml/tree/release/1.1.x/use_case_examples/disease_prediction) model that has been trained on this [data-set](https://github.com/anujdutt9/Disease-Prediction-from-Symptoms/tree/master/dataset)."
         )
 
         run_fhe_btn = gr.Button("Run the FHE evaluation")
@@ -726,15 +726,15 @@ if __name__ == "__main__":
         # ------------------------- End -------------------------
 
         gr.Markdown(
-            """The app was built with [Concrete ML](https://github.com/zama-ai/concrete-ml), a Privacy-Preserving Machine Learning (PPML) open-source set of tools by Zama. 
-            Try it yourself and don't forget to star on [Github](https://github.com/zama-ai/concrete-ml) ⭐.
+            """The app was built with [Laocta Trch Labs](https://laoctatechlabs.com), a Privacy-Preserving Machine Learning  tool Powered by Laocta . 
+            reach us[Our website](https://laoctatechlabs.com) ⭐.
             """
         )
 
         gr.Markdown("\n\n")
 
         gr.Markdown(
-            """**Please Note**: This space is intended solely for educational and demonstration purposes. 
+            """**Please Note**: This system is still under development . 
            It should not be considered as a replacement for professional medical counsel, diagnosis, or therapy for any health or related issues. 
            Any questions or concerns about your individual health should be addressed to your doctor or another qualified healthcare provider.
             """