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import streamlit as st
import requests
from fpdf import FPDF
import os
import time
from datetime import datetime
import groq
# API keys (replace with your keys or use environment variables)
mistral_api_key = os.getenv("MISTRAL_API_KEY", "gz6lDXokxgR6cLY72oomALWcm7vhjRzQ")
groq_api_key = os.getenv("GROQ_API_KEY", "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")
# Initialize Groq client
groq_client = groq.Client(api_key=groq_api_key)
# Custom CSS for professional styling
st.markdown("""
<style>
.main {
background-color: #f8f9fa;
}
.stTextArea textarea {
border: 2px solid #4a4e69;
border-radius: 10px;
padding: 15px !important;
}
.stButton button {
background-color: #4a4e69;
color: white;
border: none;
padding: 12px 30px;
border-radius: 8px;
font-size: 16px;
font-weight: bold;
transition: all 0.3s ease;
width: 100%;
}
.stButton button:hover {
background-color: #3a3e59;
transform: scale(1.02);
}
.report-title {
color: #4a4e69;
font-size: 2.5em;
text-align: center;
padding: 20px;
border-bottom: 3px solid #4a4e69;
margin-bottom: 30px;
}
.requirement-card {
background: white;
border-radius: 15px;
padding: 25px;
margin: 15px 0;
box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1);
border-left: 5px solid #4a4e69;
}
.sidebar .sidebar-content {
background-color: #4a4e69;
color: white;
}
.metric-box {
background: white;
padding: 15px;
border-radius: 10px;
margin: 10px 0;
box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05);
}
.stSpinner > div {
display: flex;
justify-content: center;
align-items: center;
}
</style>
""", unsafe_allow_html=True)
# Function to call Mistral API
def call_mistral_api(prompt):
url = "https://api.mistral.ai/v1/chat/completions"
headers = {
"Authorization": f"Bearer {mistral_api_key}",
"Content-Type": "application/json"
}
payload = {
"model": "mistral-medium",
"messages": [
{"role": "user", "content": prompt}
]
}
try:
response = requests.post(url, headers=headers, json=payload)
response.raise_for_status() # Raise an error for bad status codes
return response.json()['choices'][0]['message']['content']
except requests.exceptions.HTTPError as err:
if response.status_code == 429: # Rate limit exceeded
st.warning("Rate limit exceeded. Please wait a few seconds and try again.")
time.sleep(5) # Wait for 5 seconds before retrying
return call_mistral_api(prompt) # Retry the request
return f"HTTP Error: {err}"
except Exception as err:
return f"Error: {err}"
# Function to call Groq API
def call_groq_api(prompt):
try:
response = groq_client.chat.completions.create(
model="llama-3.3-70b-versatile", # Correct model name
messages=[
{"role": "user", "content": prompt}
]
)
return response.choices[0].message.content
except Exception as err:
st.error(f"Error: {err}")
return f"Error: {err}"
# Function to analyze a single requirement using both models
def analyze_requirement(requirement):
# Use Mistral for classification and domain identification
type_prompt = f"Classify the following requirement as Functional or Non-Functional in one word:\n\n{requirement}\n\nType:"
req_type = call_mistral_api(type_prompt).strip()
domain_prompt = f"Classify the domain for the following requirement in one word (e.g., E-commerce, Education, etc.):\n\n{requirement}\n\nDomain:"
domain = call_mistral_api(domain_prompt).strip()
# Use Groq for defect analysis and rewriting
defects_prompt = f"""List ONLY the major defects in the following requirement (e.g., Ambiguity, Incompleteness, etc.) in 1-2 words each:\n\n{requirement}\n\nDefects:"""
defects = call_groq_api(defects_prompt).strip()
rewritten_prompt = f"""Rewrite the following requirement in 1-2 sentences to address the defects:\n\n{requirement}\n\nRewritten:"""
rewritten = call_groq_api(rewritten_prompt).strip()
return {
"Requirement": requirement,
"Type": req_type,
"Domain": domain,
"Defects": defects,
"Rewritten": rewritten
}
# Function to generate a PDF report
def generate_pdf_report(results):
pdf = FPDF()
pdf.add_page()
pdf.set_font("Arial", size=12)
# Add watermark
pdf.set_font("Arial", 'B', 50)
pdf.set_text_color(230, 230, 230) # Light gray color for watermark
pdf.rotate(45) # Rotate the text for watermark effect
pdf.text(60, 150, "AI Powered Requirement Analysis")
pdf.rotate(0) # Reset rotation
# Add title and date/time
pdf.set_font("Arial", 'B', 16)
pdf.set_text_color(0, 0, 0) # Black color for title
pdf.cell(200, 10, txt="AI Powered Requirement Analysis and Defect Detection", ln=True, align='C')
pdf.set_font("Arial", size=12)
pdf.cell(200, 10, txt=f"Report Generated on: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}", ln=True, align='C')
pdf.ln(10) # Add some space
# Add requirements analysis
pdf.set_font("Arial", size=12)
for i, result in enumerate(results, start=1):
if pdf.get_y() > 250: # If the content is near the bottom of the page
pdf.add_page() # Add a new page
pdf.set_font("Arial", 'B', 16)
pdf.cell(200, 10, txt="AI Powered Requirement Analysis and Defect Detection", ln=True, align='C')
pdf.set_font("Arial", size=12)
pdf.cell(200, 10, txt=f"Report Generated on: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}", ln=True, align='C')
pdf.ln(10) # Add some space
# Add requirement details
pdf.set_font("Arial", 'B', 14)
pdf.multi_cell(200, 10, txt=f"Requirement R{i}: {result['Requirement']}", align='L')
pdf.set_font("Arial", size=12)
pdf.multi_cell(200, 10, txt=f"Type: {result['Type']}", align='L')
pdf.multi_cell(200, 10, txt=f"Domain: {result['Domain']}", align='L')
pdf.multi_cell(200, 10, txt=f"Defects: {result['Defects']}", align='L')
pdf.multi_cell(200, 10, txt=f"Rewritten: {result['Rewritten']}", align='L')
pdf.multi_cell(200, 10, txt="-" * 50, align='L')
pdf.ln(5) # Add some space between requirements
pdf_output = "requirements_report.pdf"
pdf.output(pdf_output)
return pdf_output
# Streamlit app with enhanced UI
def main():
# Sidebar with team info
with st.sidebar:
st.markdown("<h1 style='color: white; text-align: center;'>Team Details</h1>", unsafe_allow_html=True)
st.markdown("""
<div style='background: rgba(255,255,255,0.1); padding: 15px; border-radius: 10px; margin: 15px 0;'>
<h3 style='color: white; margin-bottom: 10px;'>π©π» Team Members</h3>
<p style='color: white;'>Sadia<br>Areeba<br>Rabbia<br>Tesmia</p>
</div>
""", unsafe_allow_html=True)
st.markdown("""
<div style='background: rgba(255,255,255,0.1); padding: 15px; border-radius: 10px;'>
<h3 style='color: white; margin-bottom: 10px;'>π€ AI Models</h3>
<p style='color: white;'>Mistral (Classification)<br>Groq (Defect Analysis)</p>
</div>
""", unsafe_allow_html=True)
# Main content area
col1, col2, col3 = st.columns([1,6,1])
with col2:
st.markdown("<h1 class='report-title'>AI Requirement Analyzer</h1>", unsafe_allow_html=True)
# Input section
with st.container():
st.markdown("### π Enter Requirements")
input_text = st.text_area(
"Enter your requirements (one per line or separated by periods):",
height=200,
label_visibility="collapsed"
)
# Analysis button
if st.button("π Analyze Requirements", key="analyze_btn"):
if not input_text.strip():
st.warning("β οΈ Please enter requirements before analyzing")
else:
with st.spinner("π Analyzing requirements..."):
requirements = [req.strip() for req in input_text.replace("\n", ".").split(".") if req.strip()]
results = []
progress_bar = st.progress(0)
for i, req in enumerate(requirements):
results.append(analyze_requirement(req.strip()))
progress_bar.progress((i+1)/len(requirements))
# Display results
st.success("β
Analysis Complete!")
st.markdown("---")
st.markdown("## π Analysis Results")
# Summary metrics
col1, col2, col3 = st.columns(3)
with col1:
st.markdown(f"""
<div class='metric-box'>
<h3>π Total Requirements</h3>
<h2>{len(results)}</h2>
</div>
""", unsafe_allow_html=True)
with col2:
types = [res['Type'] for res in results]
st.markdown(f"""
<div class='metric-box'>
<h3>π Functional/Non-Functional</h3>
<h2>{types.count('Functional')}/{types.count('Non-Functional')}</h2>
</div>
""", unsafe_allow_html=True)
with col3:
domains = len(set([res['Domain'] for res in results]))
st.markdown(f"""
<div class='metric-box'>
<h3>π Unique Domains</h3>
<h2>{domains}</h2>
</div>
""", unsafe_allow_html=True)
# Detailed results
st.markdown("---")
for i, result in enumerate(results, start=1):
with st.container():
st.markdown(f"""
<div class='requirement-card'>
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 15px;">
<h3>π Requirement R{i}</h3>
<span style="font-size: 0.9em; color: #666;">{result['Domain']} Domain</span>
</div>
<p style="color: #444; margin-bottom: 15px;">{result['Requirement']}</p>
<div style="display: grid; grid-template-columns: repeat(3, 1fr); gap: 15px;">
<div style="background: #f8f9fa; padding: 10px; border-radius: 8px;">
<h4>π Type</h4>
<p>{result['Type']}</p>
</div>
<div style="background: #f8f9fa; padding: 10px; border-radius: 8px;">
<h4>β οΈ Defects</h4>
<p>{result['Defects']}</p>
</div>
<div style="background: #f8f9fa; padding: 10px; border-radius: 8px;">
<h4>βοΈ Improved Version</h4>
<p>{result['Rewritten']}</p>
</div>
</div>
</div>
""", unsafe_allow_html=True)
# PDF Download
st.markdown("---")
st.markdown("## π€ Export Results")
pdf_report = generate_pdf_report(results)
with open(pdf_report, "rb") as f:
st.download_button(
label="π₯ Download Full Report (PDF)",
data=f,
file_name="requirements_report.pdf",
mime="application/pdf",
help="Download comprehensive PDF report with all analysis details"
)
if __name__ == "__main__":
main() |