added whisp api

app.py

@@ -1,6 +1,8 @@
 import gradio as gr
 import time
+import pandas as pd
 from uuid import uuid4
+from gradio_client import Client, handle_file
 
 # Sample questions for examples 
 SAMPLE_QUESTIONS = {
@@ -22,11 +24,40 @@ SAMPLE_QUESTIONS = {
 }
 
 def handle_geojson_upload(file):
-    """Handle GeoJSON file upload"""
+    """Handle GeoJSON file upload and call WHISP API"""
     if file is not None:
-        return "✅ Document submitted successfully! You can now ask questions about this GeoJSON file.", gr.update(visible=True)
+        try:
+            # Initialize WHISP API client
+            client = Client("https://giz-chatfed-whisp.hf.space/")
+            
+            # Call the API with the uploaded file
+            result = client.predict(
+                file=handle_file(file.name),
+                api_name="/get_statistics"
+            )
+            
+            # Convert result to DataFrame
+            df = pd.DataFrame(result['data'], columns=result['headers'])
+            
+            return (
+                "✅ GeoJSON file processed successfully! Analysis results are displayed below.",
+                gr.update(visible=True),  # upload_status
+                gr.update(value=df, visible=True)  # results_table
+            )
+            
+        except Exception as e:
+            error_msg = f"❌ Error processing GeoJSON file: {str(e)}"
+            return (
+                error_msg,
+                gr.update(visible=True),  # upload_status
+                gr.update(visible=False)  # results_table
+            )
     else:
-        return "❌ Please select a GeoJSON file to upload.", gr.update(visible=True)
+        return (
+            "",
+            gr.update(visible=False),  # upload_status
+            gr.update(visible=False)   # results_table
+        )
 
 def start_chat(query, history):
     """Start a new chat interaction"""
@@ -166,8 +197,15 @@ with gr.Blocks(title="EUDR Q&A", theme=theme, css="style.css") as demo:
                                 file_types=[".geojson", ".json"],
                                 file_count="single"
                             )
-                            submit_file_btn = gr.Button("Submit GeoJSON", variant="primary")
                             upload_status = gr.Markdown("", visible=False)
+                            
+                            # Results table for WHISP API response
+                            results_table = gr.DataFrame(
+                                label="Analysis Results",
+                                visible=False,
+                                interactive=False,
+                                wrap=True
+                            )
                         
                         # Talk to Reports Section
                         with gr.Group(visible=False) as reports_section:
@@ -228,7 +266,7 @@ with gr.Blocks(title="EUDR Q&A", theme=theme, css="style.css") as demo:
         
         ## 🔍 Using Data Sources
         
-        **Upload GeoJSON:** Upload your geographic data files for specific area analysis  
+        **Upload GeoJSON:** Upload your geographic data files for automatic analysis via WHISP API  
         **Talk to Reports:** Select Ecuador or Guatemala for country-specific EUDR analysis
         
         ## ⭐ Best Practices
@@ -249,7 +287,7 @@ with gr.Blocks(title="EUDR Q&A", theme=theme, css="style.css") as demo:
         
         This AI-powered tool helps stakeholders:
         - Understand EUDR compliance requirements
-        - Analyze geographic deforestation data
+        - Analyze geographic deforestation data using WHISP API
         - Assess supply chain risks
         - Navigate complex regulatory landscapes
         
@@ -257,7 +295,7 @@ with gr.Blocks(title="EUDR Q&A", theme=theme, css="style.css") as demo:
         through advanced AI and geographic data processing capabilities.
         
         ### Key Features:
-        - Interactive analysis of uploaded GeoJSON files
+        - Automatic analysis of uploaded GeoJSON files via WHISP API
         - Country-specific EUDR compliance guidance
         - Real-time question answering with source citations
         - User-friendly interface for complex regulatory information
@@ -274,9 +312,9 @@ with gr.Blocks(title="EUDR Q&A", theme=theme, css="style.css") as demo:
         - Always consult qualified professionals for official compliance decisions
         
         ⚠️ **Data & Privacy:**
-        - Uploaded GeoJSON files are processed temporarily for analysis
+        - Uploaded GeoJSON files are processed via external WHISP API for analysis
         - We collect usage statistics to improve the tool
-        - No sensitive geographic data is permanently stored
+        - Files are processed temporarily and not permanently stored
         
         ⚠️ **AI Limitations:**
         - Responses are AI-generated and may contain inaccuracies
@@ -298,11 +336,11 @@ with gr.Blocks(title="EUDR Q&A", theme=theme, css="style.css") as demo:
         outputs=[geojson_section, reports_section, dropdown_country]
     )
     
-    # File upload
-    submit_file_btn.click(
+    # File upload - automatically process when file is uploaded
+    uploaded_file.change(
         fn=handle_geojson_upload,
         inputs=[uploaded_file],
-        outputs=[upload_status, upload_status]
+        outputs=[upload_status, upload_status, results_table]
     )
     
     # Chat functionality