Create v1.txt
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v1.txt
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|
| 1 |
+
import gradio as gr
|
| 2 |
+
import os
|
| 3 |
+
from openai import OpenAI
|
| 4 |
+
import json
|
| 5 |
+
import requests
|
| 6 |
+
from PIL import Image
|
| 7 |
+
import io
|
| 8 |
+
import base64
|
| 9 |
+
|
| 10 |
+
# Constants
|
| 11 |
+
DEFAULT_MODEL = "opengvlab/internvl3-14b:free"
|
| 12 |
+
# No need for placeholder text as we'll use password type input
|
| 13 |
+
DEFAULT_SITE_URL = "https://dynamic-nature-trail-guide.app"
|
| 14 |
+
DEFAULT_SITE_NAME = "Dynamic Nature Trail Guide"
|
| 15 |
+
|
| 16 |
+
# Initialize system prompt for better nature guide responses
|
| 17 |
+
SYSTEM_PROMPT = """
|
| 18 |
+
You are the Dynamic Nature Trail Guide, an expert in identifying and explaining natural elements
|
| 19 |
+
found on nature trails. For any image sent, please:
|
| 20 |
+
1. Identify all visible plants, animals, geological features, and ecosystems
|
| 21 |
+
2. Provide educational information about identified elements
|
| 22 |
+
3. Mention any seasonal characteristics visible in the image
|
| 23 |
+
4. Note any ecological significance or conservation considerations
|
| 24 |
+
5. Offer suggestions for what to observe or learn about next on the trail
|
| 25 |
+
Keep explanations informative yet accessible to people of all ages and backgrounds.
|
| 26 |
+
"""
|
| 27 |
+
|
| 28 |
+
def encode_image_to_base64(image_path):
|
| 29 |
+
"""Convert an image file to base64 encoding"""
|
| 30 |
+
with open(image_path, "rb") as image_file:
|
| 31 |
+
return base64.b64encode(image_file.read()).decode('utf-8')
|
| 32 |
+
|
| 33 |
+
def analyze_image(api_key, image, prompt="What can you identify in this nature trail image? Provide detailed educational information.", site_url=DEFAULT_SITE_URL, site_name=DEFAULT_SITE_NAME, model=DEFAULT_MODEL):
|
| 34 |
+
"""Analyze the uploaded image using the InternVL3 model via OpenRouter"""
|
| 35 |
+
# Remove the placeholder text check
|
| 36 |
+
if not api_key:
|
| 37 |
+
return "Please provide an OpenRouter API key."
|
| 38 |
+
|
| 39 |
+
if image is None:
|
| 40 |
+
return "Please upload an image to analyze."
|
| 41 |
+
|
| 42 |
+
# Save the image temporarily
|
| 43 |
+
temp_image_path = "temp_image.jpg"
|
| 44 |
+
image.save(temp_image_path)
|
| 45 |
+
|
| 46 |
+
try:
|
| 47 |
+
# Convert image to base64
|
| 48 |
+
base64_image = encode_image_to_base64(temp_image_path)
|
| 49 |
+
|
| 50 |
+
# Initialize OpenAI client
|
| 51 |
+
client = OpenAI(
|
| 52 |
+
base_url="https://openrouter.ai/api/v1",
|
| 53 |
+
api_key=api_key,
|
| 54 |
+
)
|
| 55 |
+
|
| 56 |
+
# Create message with image and text
|
| 57 |
+
response = client.chat.completions.create(
|
| 58 |
+
extra_headers={
|
| 59 |
+
"HTTP-Referer": site_url,
|
| 60 |
+
"X-Title": site_name,
|
| 61 |
+
},
|
| 62 |
+
model=model,
|
| 63 |
+
messages=[
|
| 64 |
+
{"role": "system", "content": SYSTEM_PROMPT},
|
| 65 |
+
{
|
| 66 |
+
"role": "user",
|
| 67 |
+
"content": [
|
| 68 |
+
{
|
| 69 |
+
"type": "text",
|
| 70 |
+
"text": prompt
|
| 71 |
+
},
|
| 72 |
+
{
|
| 73 |
+
"type": "image_url",
|
| 74 |
+
"image_url": {
|
| 75 |
+
"url": f"data:image/jpeg;base64,{base64_image}"
|
| 76 |
+
}
|
| 77 |
+
}
|
| 78 |
+
]
|
| 79 |
+
}
|
| 80 |
+
]
|
| 81 |
+
)
|
| 82 |
+
|
| 83 |
+
analysis_result = response.choices[0].message.content
|
| 84 |
+
return analysis_result
|
| 85 |
+
|
| 86 |
+
except Exception as e:
|
| 87 |
+
return f"Error analyzing image: {str(e)}"
|
| 88 |
+
|
| 89 |
+
finally:
|
| 90 |
+
# Clean up the temporary file
|
| 91 |
+
if os.path.exists(temp_image_path):
|
| 92 |
+
os.remove(temp_image_path)
|
| 93 |
+
|
| 94 |
+
def build_custom_prompt(identification=True, education=True, seasonal=True, conservation=True, suggestions=True, additional_prompt=""):
|
| 95 |
+
"""Build a custom prompt based on user preferences"""
|
| 96 |
+
prompt_parts = []
|
| 97 |
+
|
| 98 |
+
if identification:
|
| 99 |
+
prompt_parts.append("Identify all visible plants, animals, geological features, and ecosystems")
|
| 100 |
+
|
| 101 |
+
if education:
|
| 102 |
+
prompt_parts.append("Provide educational information about identified elements")
|
| 103 |
+
|
| 104 |
+
if seasonal:
|
| 105 |
+
prompt_parts.append("Mention any seasonal characteristics visible in the image")
|
| 106 |
+
|
| 107 |
+
if conservation:
|
| 108 |
+
prompt_parts.append("Note any ecological significance or conservation considerations")
|
| 109 |
+
|
| 110 |
+
if suggestions:
|
| 111 |
+
prompt_parts.append("Offer suggestions for what to observe or learn next on the trail")
|
| 112 |
+
|
| 113 |
+
if additional_prompt:
|
| 114 |
+
prompt_parts.append(additional_prompt)
|
| 115 |
+
|
| 116 |
+
if not prompt_parts:
|
| 117 |
+
return "What can you identify in this nature trail image?"
|
| 118 |
+
|
| 119 |
+
numbered_prompt = "\n".join([f"{i+1}. {part}" for i, part in enumerate(prompt_parts)])
|
| 120 |
+
return f"For this nature trail image, please: \n{numbered_prompt}"
|
| 121 |
+
|
| 122 |
+
def create_interface():
|
| 123 |
+
"""Create the Gradio interface for the Dynamic Nature Trail Guide"""
|
| 124 |
+
with gr.Blocks(title="Dynamic Nature Trail Guide", theme=gr.themes.Soft()) as app:
|
| 125 |
+
gr.Markdown("""
|
| 126 |
+
# 🌿 Dynamic Nature Trail Guide: Accessible Outdoor Education 🌿
|
| 127 |
+
|
| 128 |
+
Upload an image from your nature walk to identify plants, animals, geological features, and learn about the ecosystem.
|
| 129 |
+
This application uses the advanced InternVL3 14B multimodal model for nature identification and education.
|
| 130 |
+
""")
|
| 131 |
+
|
| 132 |
+
with gr.Row():
|
| 133 |
+
with gr.Column(scale=1):
|
| 134 |
+
api_key_input = gr.Textbox(
|
| 135 |
+
label="OpenRouter API Key",
|
| 136 |
+
placeholder="Enter your OpenRouter API key here...",
|
| 137 |
+
type="password"
|
| 138 |
+
)
|
| 139 |
+
image_input = gr.Image(label="Upload Nature Image", type="pil")
|
| 140 |
+
|
| 141 |
+
with gr.Accordion("Advanced Settings", open=False):
|
| 142 |
+
site_url = gr.Textbox(
|
| 143 |
+
label="Site URL (for OpenRouter)",
|
| 144 |
+
value=DEFAULT_SITE_URL
|
| 145 |
+
)
|
| 146 |
+
site_name = gr.Textbox(
|
| 147 |
+
label="Site Name (for OpenRouter)",
|
| 148 |
+
value=DEFAULT_SITE_NAME
|
| 149 |
+
)
|
| 150 |
+
model_selection = gr.Dropdown(
|
| 151 |
+
label="Model",
|
| 152 |
+
choices=[DEFAULT_MODEL],
|
| 153 |
+
value=DEFAULT_MODEL
|
| 154 |
+
)
|
| 155 |
+
|
| 156 |
+
with gr.Accordion("Customize Analysis", open=False):
|
| 157 |
+
gr.Markdown("Select what information you want to receive about the image:")
|
| 158 |
+
identification_checkbox = gr.Checkbox(label="Species & Feature Identification", value=True)
|
| 159 |
+
education_checkbox = gr.Checkbox(label="Educational Information", value=True)
|
| 160 |
+
seasonal_checkbox = gr.Checkbox(label="Seasonal Characteristics", value=True)
|
| 161 |
+
conservation_checkbox = gr.Checkbox(label="Conservation Considerations", value=True)
|
| 162 |
+
suggestions_checkbox = gr.Checkbox(label="Trail Suggestions", value=True)
|
| 163 |
+
additional_prompt = gr.Textbox(label="Additional Instructions (Optional)")
|
| 164 |
+
|
| 165 |
+
analyze_button = gr.Button("Analyze Nature Image", variant="primary")
|
| 166 |
+
|
| 167 |
+
with gr.Column(scale=1):
|
| 168 |
+
output_text = gr.Markdown(label="Analysis Results")
|
| 169 |
+
|
| 170 |
+
# Set up the click event for the analyze button
|
| 171 |
+
analyze_button.click(
|
| 172 |
+
fn=lambda api_key, image, id_check, edu_check, season_check, conserve_check, suggest_check, add_prompt, site_url, site_name, model:
|
| 173 |
+
analyze_image(
|
| 174 |
+
api_key,
|
| 175 |
+
image,
|
| 176 |
+
build_custom_prompt(id_check, edu_check, season_check, conserve_check, suggest_check, add_prompt),
|
| 177 |
+
site_url,
|
| 178 |
+
site_name,
|
| 179 |
+
model
|
| 180 |
+
),
|
| 181 |
+
inputs=[
|
| 182 |
+
api_key_input,
|
| 183 |
+
image_input,
|
| 184 |
+
identification_checkbox,
|
| 185 |
+
education_checkbox,
|
| 186 |
+
seasonal_checkbox,
|
| 187 |
+
conservation_checkbox,
|
| 188 |
+
suggestions_checkbox,
|
| 189 |
+
additional_prompt,
|
| 190 |
+
site_url,
|
| 191 |
+
site_name,
|
| 192 |
+
model_selection
|
| 193 |
+
],
|
| 194 |
+
outputs=output_text
|
| 195 |
+
)
|
| 196 |
+
|
| 197 |
+
# Example gallery
|
| 198 |
+
with gr.Accordion("Example Images", open=False):
|
| 199 |
+
gr.Markdown("Click on an example image to analyze it:")
|
| 200 |
+
example_images = gr.Examples(
|
| 201 |
+
examples=[
|
| 202 |
+
"examples/forest_trail.jpg",
|
| 203 |
+
"examples/wetland_boardwalk.jpg",
|
| 204 |
+
"examples/mountain_vista.jpg",
|
| 205 |
+
"examples/coastal_trail.jpg",
|
| 206 |
+
],
|
| 207 |
+
inputs=image_input,
|
| 208 |
+
label="Nature Trail Examples"
|
| 209 |
+
)
|
| 210 |
+
|
| 211 |
+
gr.Markdown("""
|
| 212 |
+
## How to Use This App
|
| 213 |
+
|
| 214 |
+
1. Enter your OpenRouter API key (sign up at [openrouter.ai](https://openrouter.ai) if needed)
|
| 215 |
+
2. Upload an image from your nature walk
|
| 216 |
+
3. Customize what kind of information you want (optional)
|
| 217 |
+
4. Click "Analyze Nature Image"
|
| 218 |
+
5. Explore the detailed educational content about what you're seeing
|
| 219 |
+
|
| 220 |
+
This application is designed to make nature more accessible and educational for everyone!
|
| 221 |
+
""")
|
| 222 |
+
|
| 223 |
+
return app
|
| 224 |
+
|
| 225 |
+
# Create and launch the app
|
| 226 |
+
if __name__ == "__main__":
|
| 227 |
+
app = create_interface()
|
| 228 |
+
app.launch()
|