Update app.py
Browse files
app.py
CHANGED
@@ -1,6 +1,7 @@
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import os
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import gradio as gr
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import re
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from fastai.vision.all import *
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from groq import Groq
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from PIL import Image
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@@ -26,6 +27,87 @@ def clean_bird_name(name):
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cleaned = ' '.join(cleaned.split())
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return cleaned
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def get_bird_info(bird_name):
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"""Get detailed information about a bird using Groq API"""
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clean_name = clean_bird_name(bird_name)
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@@ -79,10 +161,25 @@ def predict_and_get_info(img):
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# Also keep a clean version for display
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clean_top_bird = clean_bird_name(top_bird)
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# Get detailed information about the top predicted bird
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bird_info = get_bird_info(top_bird)
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-
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def follow_up_question(question, bird_name):
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"""Allow researchers to ask follow-up questions about the identified bird"""
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@@ -132,7 +229,7 @@ with gr.Blocks(theme=gr.themes.Soft()) as app:
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with gr.Column(scale=2):
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prediction_output = gr.Label(label="Top 5 Predictions", num_top_classes=5)
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-
bird_info_output = gr.
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# Clear divider
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gr.Markdown("---")
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import os
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import gradio as gr
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import re
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import folium
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from fastai.vision.all import *
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from groq import Groq
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from PIL import Image
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cleaned = ' '.join(cleaned.split())
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return cleaned
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def get_bird_habitat_map(bird_name):
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"""Get habitat map locations for the bird using Groq API"""
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clean_name = clean_bird_name(bird_name)
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prompt = f"""
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Provide a JSON array of the main habitat locations for the {clean_name} bird in the world.
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Return ONLY a JSON array with 3-5 entries, each containing:
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1. "name": Location name
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2. "lat": Latitude (numeric value)
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3. "lon": Longitude (numeric value)
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4. "description": Brief description of why this is a key habitat (2-3 sentences)
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Example format:
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[
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{{"name": "Example Location", "lat": 12.34, "lon": 56.78, "description": "Brief description"}},
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...
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]
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If this bird is not commonly found in Tanzania, include at least one location in Tanzania with a note about its unusual presence there.
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"""
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try:
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chat_completion = client.chat.completions.create(
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messages=[
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{
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"role": "user",
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"content": prompt,
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}
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],
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model="llama-3.3-70b-versatile",
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)
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response = chat_completion.choices[0].message.content
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# Extract JSON from response (in case there's additional text)
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import json
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import re
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# Find JSON pattern in response
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json_match = re.search(r'\[.*\]', response, re.DOTALL)
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if json_match:
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locations = json.loads(json_match.group())
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else:
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# Fallback if JSON extraction fails
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locations = [
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{"name": "Habitat information unavailable", "lat": 0, "lon": 0,
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"description": "Could not retrieve habitat information for this bird."}
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]
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return locations
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except Exception as e:
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return [{"name": f"Error retrieving habitat data: {str(e)}", "lat": 0, "lon": 0,
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"description": "Please try again or check your connection."}]
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def create_habitat_map(habitat_locations):
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"""Create a folium map with the habitat locations"""
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# Create a world-centered map
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m = folium.Map(location=[20, 0], zoom_start=2)
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# Add markers for each habitat location
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for location in habitat_locations:
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name = location.get("name", "Unknown")
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lat = location.get("lat", 0)
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lon = location.get("lon", 0)
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description = location.get("description", "No description available")
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# Skip invalid coordinates
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if lat == 0 and lon == 0:
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continue
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# Add marker
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folium.Marker(
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location=[lat, lon],
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popup=folium.Popup(f"<b>{name}</b><br>{description}", max_width=300),
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tooltip=name
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).add_to(m)
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# Save map to HTML
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map_html = m._repr_html_()
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return map_html
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def get_bird_info(bird_name):
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"""Get detailed information about a bird using Groq API"""
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clean_name = clean_bird_name(bird_name)
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# Also keep a clean version for display
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clean_top_bird = clean_bird_name(top_bird)
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# Get habitat locations and create map
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habitat_locations = get_bird_habitat_map(top_bird)
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habitat_map_html = create_habitat_map(habitat_locations)
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# Get detailed information about the top predicted bird
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bird_info = get_bird_info(top_bird)
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# Create combined info with map at the top
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combined_info = f"""
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## Natural Habitat Map for {clean_top_bird}
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<div style="height: 400px; width: 100%; border: 1px solid #ddd; border-radius: 8px; overflow: hidden; margin-bottom: 20px;">
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{habitat_map_html}
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</div>
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## Detailed Information
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{bird_info}
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"""
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return prediction_results, combined_info, clean_top_bird
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def follow_up_question(question, bird_name):
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"""Allow researchers to ask follow-up questions about the identified bird"""
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with gr.Column(scale=2):
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prediction_output = gr.Label(label="Top 5 Predictions", num_top_classes=5)
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bird_info_output = gr.HTML(label="Bird Information")
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# Clear divider
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gr.Markdown("---")
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