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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) | |
# 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() | |
return response.json()['choices'][0]['message']['content'] | |
except requests.exceptions.HTTPError as err: | |
if response.status_code == 429: | |
st.warning("Rate limit exceeded. Please wait a few seconds and try again.") | |
time.sleep(5) | |
return call_mistral_api(prompt) | |
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="llama3-70b-8192", | |
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 | |
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() | |
stakeholder_prompt = f"""Identify key major stakeholders for this requirement. Provide a comma-separated list of roles. | |
Examples: Users, Administrators, Developers, Security Team. Requirement:\n\n{requirement}\n\nStakeholders:""" | |
stakeholders = call_groq_api(stakeholder_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, | |
"Stakeholders": stakeholders, | |
"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.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 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.set_text_color(0, 0, 0) # Black color for title | |
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 | |
# Custom CSS for professional styling | |
st.markdown(""" | |
<style> | |
.main { | |
background: linear-gradient(135deg, #f5f7fa 0%, #c3cfe2 100%); | |
} | |
.stApp { | |
max-width: 1200px; | |
margin: 0 auto; | |
padding: 2rem; | |
} | |
.header { | |
text-align: center; | |
padding: 2rem; | |
background: white; | |
border-radius: 15px; | |
box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1); | |
margin-bottom: 2rem; | |
border: 1px solid #e0e0e0; | |
} | |
.requirement-card { | |
background: white; | |
padding: 1.5rem; | |
border-radius: 10px; | |
box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05); | |
margin-bottom: 1.5rem; | |
transition: transform 0.2s; | |
color: #333333; | |
} | |
.requirement-card:hover { | |
transform: translateY(-3px); | |
} | |
.analysis-badge { | |
padding: 0.5rem 1rem; | |
border-radius: 20px; | |
font-weight: 500; | |
margin: 0.3rem; | |
} | |
.download-btn { | |
width: 100%; | |
padding: 1rem; | |
font-size: 1.1rem; | |
margin-top: 2rem; | |
} | |
.type-functional { background: #e8f5e9; color: #2e7d32; } | |
.type-non-functional { background: #fff3e0; color: #ef6c00; } | |
.defect-badge { background: #ffebee; color: #c62828; } | |
.improved-badge { background: #e3f2fd; color: #1565c0; } | |
</style> | |
""", unsafe_allow_html=True) | |
def main(): | |
# Professional Header Section | |
with st.container(): | |
st.markdown('<div class="header">', unsafe_allow_html=True) | |
st.title("π AI-Powered Requirement Analysis System") | |
st.markdown(""" | |
<div style="margin: 1.5rem 0;"> | |
<div style="font-size: 1.2rem; color: #4a4a4a;">Automated Requirement Classification, Defect Detection & Optimization</div> | |
<div style="display: flex; justify-content: center; gap: 1rem; margin: 1rem 0;"> | |
<div style="padding: 0.5rem 1rem; background: #f0f2f6;color: black; border-radius: 20px;">Team: Sadia, Areeba, Rabbia, Tesmia</div> | |
<div style="padding: 0.5rem 1rem; background: #f0f2f6; color: black; border-radius: 20px;">Mistral + Groq API</div> | |
</div> | |
</div> | |
""", unsafe_allow_html=True) | |
st.markdown('</div>', unsafe_allow_html=True) | |
# Input Section | |
with st.container(): | |
st.subheader("π₯ Input Requirements") | |
input_text = st.text_area( | |
"Enter your software requirements (one per line or separated by periods):", | |
height=200, | |
placeholder="Example:\nThe system shall allow users to reset their password via email verification.\nThe interface must load within 2 seconds of user interaction...", | |
help="Enter each requirement on a new line or separate with periods." | |
) | |
# Analysis Section | |
if st.button("π Start Analysis", type="primary", use_container_width=True): | |
if not input_text.strip(): | |
st.warning("β οΈ Please enter requirements to analyze") | |
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)) | |
progress_bar.progress((i+1)/len(requirements)) | |
st.success("β Analysis Completed!") | |
time.sleep(0.5) | |
st.session_state.results = results | |
# Display Results | |
if 'results' in st.session_state: | |
st.subheader("π Analysis Results") | |
with st.container(): | |
for i, result in enumerate(st.session_state.results, 1): | |
with st.expander(f"Requirement #{i}: {result['Requirement'][:50]}...", expanded=True): | |
st.markdown(f""" | |
<div class="requirement-card"> | |
<div style="margin-bottom: 1.5rem;"> | |
<div class="analysis-badge { 'type-functional' if 'functional' in result['Type'].lower() else 'type-non-functional' }"> | |
π <b>Type:</b> {result['Type']} | |
</div> | |
<div class="analysis-badge" style="background: #e8eaf6; color: #303f9f;"> | |
π·οΈ <b>Domain:</b> {result['Domain']} | |
</div> | |
<div class="analysis-badge" style="background: #e0f2f1; color: #00796b;"> | |
π₯ <b>Stakeholders:</b> {result['Stakeholders']} | |
</div> | |
<div class="analysis-badge" style="background: #b39ddb; color: purple;"> | |
π <b>Identified Defects:</b><br> Explanation: {result['Defects']} | |
</div> | |
<div class="analysis-badge" style="background: #8c9eff; color: blue;"> | |
β¨ <b>Improved Version:</b><br> Explanation: {result['Rewritten']} | |
</div> | |
</div> | |
</div> | |
""", unsafe_allow_html=True) | |
# PDF Report Section | |
st.subheader("π€ Generate Report") | |
with st.container(): | |
col1, col2 = st.columns([3, 2]) | |
with col1: | |
st.info("π‘ Click below to generate a comprehensive PDF report with all analysis details") | |
with col2: | |
if st.button("π Generate PDF Report", type="secondary", use_container_width=True): | |
with st.spinner("Generating PDF..."): | |
pdf_report = generate_pdf_report(st.session_state.results) | |
with open(pdf_report, "rb") as f: | |
st.download_button( | |
label="β¬οΈ Download Full Report", | |
data=f, | |
file_name="Requirement_Analysis_Report.pdf", | |
mime="application/pdf" | |
) | |
if __name__ == "__main__": | |
main() |