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import streamlit as st | |
import base64 | |
import requests | |
import json | |
import io | |
import re | |
from PIL import Image | |
st.set_page_config(page_title="Solar Rooftop Analyzer", layout="centered") | |
st.title("\U0001F31E Solar Rooftop Analysis") | |
st.markdown("Upload a rooftop image and provide your location and budget. The system will analyze the rooftop and estimate potential solar installation ROI.") | |
OPENROUTER_API_KEY = "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" | |
VISION_MODEL_NAME = "opengvlab/internvl3-14b:free" | |
def analyze_image_with_openrouter(image_file): | |
# Read and convert image to JPEG bytes | |
img = Image.open(image_file).convert("RGB") | |
buffer = io.BytesIO() | |
img.save(buffer, format="JPEG") | |
jpeg_bytes = buffer.getvalue() | |
# Base64 encode with content-type prefix | |
encoded_image = "data:image/jpeg;base64," + base64.b64encode(jpeg_bytes).decode("utf-8") | |
prompt = ( | |
"Analyze the rooftop in this image. Output JSON with: " | |
"[Roof area (sqm), Sunlight availability (%), Shading (Yes/No), " | |
"Recommended solar panel type, Estimated capacity (kW)]." | |
) | |
headers = { | |
"Authorization": f"Bearer {OPENROUTER_API_KEY}", | |
"Content-Type": "application/json" | |
} | |
payload = { | |
"model": VISION_MODEL_NAME, | |
"messages": [ | |
{ | |
"role": "user", | |
"content": [ | |
{"type": "text", "text": prompt}, | |
{"type": "image_url", "image_url": {"url": encoded_image}} | |
] | |
} | |
] | |
} | |
response = requests.post("https://openrouter.ai/api/v1/chat/completions", json=payload, headers=headers) | |
if response.status_code == 200: | |
return response.json() | |
return {"error": f"Failed to analyze image. Status code: {response.status_code}, Response: {response.text}"} | |
def extract_json_from_response(content): | |
try: | |
match = re.search(r"\{.*\}", content, re.DOTALL) | |
if match: | |
return json.loads(match.group(0)) | |
except Exception as e: | |
st.warning(f"Failed to parse JSON: {e}") | |
return None | |
def estimate_roi(roof_area, capacity_kw, budget): | |
cost_per_kw = 65000 # INR/kW | |
estimated_cost = capacity_kw * cost_per_kw | |
incentives = estimated_cost * 0.30 | |
net_cost = estimated_cost - incentives | |
annual_savings = capacity_kw * 1500 * 7 | |
payback_years = round(net_cost / annual_savings, 2) | |
return { | |
"estimated_cost": estimated_cost, | |
"incentives": incentives, | |
"net_cost": net_cost, | |
"annual_savings": annual_savings, | |
"payback_years": payback_years, | |
"within_budget": budget >= net_cost | |
} | |
with st.form("solar_form"): | |
uploaded_file = st.file_uploader("Upload Rooftop Image", type=["jpg", "jpeg", "png"]) | |
location = st.text_input("Location") | |
budget = st.number_input("Budget (INR)", min_value=10000.0, step=1000.0) | |
submitted = st.form_submit_button("Analyze") | |
if submitted: | |
if uploaded_file and location and budget: | |
st.image(uploaded_file, caption="Uploaded Rooftop Image", use_column_width=True) | |
with st.spinner("Analyzing rooftop image..."): | |
ai_response = analyze_image_with_openrouter(uploaded_file) | |
if "choices" in ai_response: | |
try: | |
content = ai_response["choices"][0]["message"]["content"] | |
content_json = extract_json_from_response(content) | |
if content_json: | |
st.success("Analysis complete!") | |
st.subheader("Rooftop Analysis") | |
st.json(content_json) | |
if "Roof area (sqm)" in content_json and "Estimated capacity (kW)" in content_json: | |
roi = estimate_roi( | |
roof_area=content_json["Roof area (sqm)"], | |
capacity_kw=content_json["Estimated capacity (kW)"], | |
budget=budget | |
) | |
st.subheader("ROI Estimation") | |
st.json(roi) | |
else: | |
st.error("Could not extract structured data from the AI response.") | |
st.text(content) # Fallback: show raw content | |
except Exception as e: | |
st.error(f"Error parsing analysis content: {e}") | |
st.json(ai_response) | |
else: | |
st.error("Failed to analyze the image. Please try again.") | |
else: | |
st.warning("Please upload an image and fill all fields.") | |