Update app.py
Browse files
app.py
CHANGED
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@@ -7,73 +7,12 @@ from datetime import datetime
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import groq
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# API keys (replace with your keys or use environment variables)
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mistral_api_key = os.getenv("MISTRAL_API_KEY", "
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groq_api_key = os.getenv("GROQ_API_KEY", "
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# Initialize Groq client
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groq_client = groq.Client(api_key=groq_api_key)
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# Custom CSS for professional styling
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st.markdown("""
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<style>
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.main {
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background-color: #f8f9fa;
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}
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.stTextArea textarea {
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border: 2px solid #4a4e69;
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border-radius: 10px;
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padding: 15px !important;
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}
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.stButton button {
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background-color: #4a4e69;
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color: white;
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border: none;
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padding: 12px 30px;
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border-radius: 8px;
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font-size: 16px;
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font-weight: bold;
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transition: all 0.3s ease;
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width: 100%;
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}
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.stButton button:hover {
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background-color: #3a3e59;
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transform: scale(1.02);
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}
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.report-title {
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color: #4a4e69;
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font-size: 2.5em;
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text-align: center;
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padding: 20px;
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border-bottom: 3px solid #4a4e69;
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margin-bottom: 30px;
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}
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.requirement-card {
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background: white;
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border-radius: 15px;
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padding: 25px;
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margin: 15px 0;
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box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1);
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border-left: 5px solid #4a4e69;
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}
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.sidebar .sidebar-content {
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background-color: #4a4e69;
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color: white;
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}
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.metric-box {
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background: white;
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padding: 15px;
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border-radius: 10px;
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margin: 10px 0;
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box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05);
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}
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.stSpinner > div {
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display: flex;
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justify-content: center;
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align-items: center;
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}
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</style>
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""", unsafe_allow_html=True)
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# Function to call Mistral API
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def call_mistral_api(prompt):
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url = "https://api.mistral.ai/v1/chat/completions"
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@@ -89,13 +28,13 @@ def call_mistral_api(prompt):
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}
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try:
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response = requests.post(url, headers=headers, json=payload)
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response.raise_for_status()
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return response.json()['choices'][0]['message']['content']
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except requests.exceptions.HTTPError as err:
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if response.status_code == 429:
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st.warning("Rate limit exceeded. Please wait a few seconds and try again.")
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time.sleep(5)
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return call_mistral_api(prompt)
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return f"HTTP Error: {err}"
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except Exception as err:
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return f"Error: {err}"
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@@ -104,7 +43,7 @@ def call_mistral_api(prompt):
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def call_groq_api(prompt):
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try:
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response = groq_client.chat.completions.create(
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model="
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messages=[
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{"role": "user", "content": prompt}
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]
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@@ -114,7 +53,7 @@ def call_groq_api(prompt):
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st.error(f"Error: {err}")
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return f"Error: {err}"
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# Function to analyze a single requirement
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def analyze_requirement(requirement):
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# Use Mistral for classification and domain identification
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type_prompt = f"Classify the following requirement as Functional or Non-Functional in one word:\n\n{requirement}\n\nType:"
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@@ -146,31 +85,30 @@ def generate_pdf_report(results):
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# Add watermark
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pdf.set_font("Arial", 'B', 50)
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pdf.set_text_color(230, 230, 230)
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pdf.rotate(45)
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pdf.text(60, 150, "AI Powered Requirement Analysis")
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pdf.rotate(0)
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# Add title and date/time
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pdf.set_font("Arial", 'B', 16)
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pdf.set_text_color(0, 0, 0)
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pdf.cell(200, 10, txt="AI Powered Requirement Analysis and Defect Detection", ln=True, align='C')
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pdf.set_font("Arial", size=12)
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pdf.cell(200, 10, txt=f"Report Generated on: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}", ln=True, align='C')
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pdf.ln(10)
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# Add requirements analysis
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pdf.set_font("Arial", size=12)
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for i, result in enumerate(results, start=1):
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if pdf.get_y() > 250:
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pdf.add_page()
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pdf.set_font("Arial", 'B', 16)
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pdf.cell(200, 10, txt="AI Powered Requirement Analysis and Defect Detection", ln=True, align='C')
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pdf.set_font("Arial", size=12)
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pdf.cell(200, 10, txt=f"Report Generated on: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}", ln=True, align='C')
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pdf.ln(10)
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# Add requirement details
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pdf.set_font("Arial", 'B', 14)
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pdf.multi_cell(200, 10, txt=f"Requirement R{i}: {result['Requirement']}", align='L')
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pdf.set_font("Arial", size=12)
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@@ -179,128 +117,167 @@ def generate_pdf_report(results):
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pdf.multi_cell(200, 10, txt=f"Defects: {result['Defects']}", align='L')
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pdf.multi_cell(200, 10, txt=f"Rewritten: {result['Rewritten']}", align='L')
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pdf.multi_cell(200, 10, txt="-" * 50, align='L')
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pdf.ln(5)
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pdf_output = "requirements_report.pdf"
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pdf.output(pdf_output)
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return pdf_output
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#
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def main():
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#
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with st.
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st.markdown(
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st.
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<div style='background: rgba(255,255,255,0.1); padding: 15px; border-radius: 10px; margin: 15px 0;'>
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<h3 style='color: white; margin-bottom: 10px;'>π©π» Team Members</h3>
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<p style='color: white;'>Sadia<br>Areeba<br>Rabbia<br>Tesmia</p>
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</div>
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""", unsafe_allow_html=True)
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st.markdown("""
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<div style=
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<
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<
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</div>
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""", unsafe_allow_html=True)
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#
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st.
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with st.container():
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st.
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else:
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with st.spinner("π Analyzing requirements..."):
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requirements = [req.strip() for req in input_text.replace("\n", ".").split(".") if req.strip()]
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results = []
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progress_bar = st.progress(0)
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for i, req in enumerate(requirements):
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results.append(analyze_requirement(req.strip()))
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progress_bar.progress((i+1)/len(requirements))
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# Display results
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st.success("β
Analysis Complete!")
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st.markdown("---")
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st.markdown("## π Analysis Results")
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# Summary metrics
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col1, col2, col3 = st.columns(3)
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with col1:
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st.markdown(f"""
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<div class='metric-box'>
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<h3>π Total Requirements</h3>
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<h2>{len(results)}</h2>
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</div>
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""", unsafe_allow_html=True)
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with col2:
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types = [res['Type'] for res in results]
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st.markdown(f"""
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<div class='metric-box'>
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<h3>π Functional/Non-Functional</h3>
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<h2>{types.count('Functional')}/{types.count('Non-Functional')}</h2>
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</div>
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</div>
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with st.container():
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st.markdown(f"""
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<div class='requirement-card'>
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<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 15px;">
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<h3>π Requirement R{i}</h3>
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<span style="font-size: 0.9em; color: #666;">{result['Domain']} Domain</span>
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</div>
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<p style="color: #444; margin-bottom: 15px;">{result['Requirement']}</p>
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<div style="display: grid; grid-template-columns: repeat(3, 1fr); gap: 15px;">
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<div style="background: #f8f9fa; padding: 10px; border-radius: 8px;">
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<h4>π Type</h4>
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<p>{result['Type']}</p>
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</div>
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<div style="background: #f8f9fa; padding: 10px; border-radius: 8px;">
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<h4>β οΈ Defects</h4>
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<p>{result['Defects']}</p>
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</div>
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<div style="background: #f8f9fa; padding: 10px; border-radius: 8px;">
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<h4>βοΈ Improved Version</h4>
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<p>{result['Rewritten']}</p>
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</div>
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</div>
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</div>
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if __name__ == "__main__":
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main()
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import groq
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# API keys (replace with your keys or use environment variables)
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mistral_api_key = os.getenv("MISTRAL_API_KEY", "your_mistral_key_here")
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groq_api_key = os.getenv("GROQ_API_KEY", "your_groq_key_here")
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# Initialize Groq client
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groq_client = groq.Client(api_key=groq_api_key)
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# Function to call Mistral API
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def call_mistral_api(prompt):
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url = "https://api.mistral.ai/v1/chat/completions"
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}
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try:
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response = requests.post(url, headers=headers, json=payload)
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response.raise_for_status()
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return response.json()['choices'][0]['message']['content']
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except requests.exceptions.HTTPError as err:
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if response.status_code == 429:
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st.warning("Rate limit exceeded. Please wait a few seconds and try again.")
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time.sleep(5)
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return call_mistral_api(prompt)
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return f"HTTP Error: {err}"
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except Exception as err:
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return f"Error: {err}"
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def call_groq_api(prompt):
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try:
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response = groq_client.chat.completions.create(
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model="llama3-70b-8192",
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messages=[
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{"role": "user", "content": prompt}
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]
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st.error(f"Error: {err}")
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return f"Error: {err}"
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# Function to analyze a single requirement
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def analyze_requirement(requirement):
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# Use Mistral for classification and domain identification
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type_prompt = f"Classify the following requirement as Functional or Non-Functional in one word:\n\n{requirement}\n\nType:"
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# Add watermark
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pdf.set_font("Arial", 'B', 50)
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pdf.set_text_color(230, 230, 230)
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pdf.rotate(45)
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pdf.text(60, 150, "AI Powered Requirement Analysis")
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pdf.rotate(0)
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# Add title and date/time
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pdf.set_font("Arial", 'B', 16)
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pdf.set_text_color(0, 0, 0)
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pdf.cell(200, 10, txt="AI Powered Requirement Analysis and Defect Detection", ln=True, align='C')
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pdf.set_font("Arial", size=12)
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pdf.cell(200, 10, txt=f"Report Generated on: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}", ln=True, align='C')
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pdf.ln(10)
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# Add requirements analysis
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pdf.set_font("Arial", size=12)
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for i, result in enumerate(results, start=1):
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if pdf.get_y() > 250:
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pdf.add_page()
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pdf.set_font("Arial", 'B', 16)
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pdf.cell(200, 10, txt="AI Powered Requirement Analysis and Defect Detection", ln=True, align='C')
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pdf.set_font("Arial", size=12)
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pdf.cell(200, 10, txt=f"Report Generated on: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}", ln=True, align='C')
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pdf.ln(10)
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pdf.set_font("Arial", 'B', 14)
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pdf.multi_cell(200, 10, txt=f"Requirement R{i}: {result['Requirement']}", align='L')
|
| 114 |
pdf.set_font("Arial", size=12)
|
|
|
|
| 117 |
pdf.multi_cell(200, 10, txt=f"Defects: {result['Defects']}", align='L')
|
| 118 |
pdf.multi_cell(200, 10, txt=f"Rewritten: {result['Rewritten']}", align='L')
|
| 119 |
pdf.multi_cell(200, 10, txt="-" * 50, align='L')
|
| 120 |
+
pdf.ln(5)
|
| 121 |
|
| 122 |
pdf_output = "requirements_report.pdf"
|
| 123 |
pdf.output(pdf_output)
|
| 124 |
return pdf_output
|
| 125 |
|
| 126 |
+
# Custom CSS for professional styling
|
| 127 |
+
st.markdown("""
|
| 128 |
+
<style>
|
| 129 |
+
.main {
|
| 130 |
+
background: linear-gradient(135deg, #f5f7fa 0%, #c3cfe2 100%);
|
| 131 |
+
}
|
| 132 |
+
.stApp {
|
| 133 |
+
max-width: 1200px;
|
| 134 |
+
margin: 0 auto;
|
| 135 |
+
padding: 2rem;
|
| 136 |
+
}
|
| 137 |
+
.header {
|
| 138 |
+
text-align: center;
|
| 139 |
+
padding: 2rem;
|
| 140 |
+
background: white;
|
| 141 |
+
border-radius: 15px;
|
| 142 |
+
box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1);
|
| 143 |
+
margin-bottom: 2rem;
|
| 144 |
+
}
|
| 145 |
+
.requirement-card {
|
| 146 |
+
background: white;
|
| 147 |
+
padding: 1.5rem;
|
| 148 |
+
border-radius: 10px;
|
| 149 |
+
box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05);
|
| 150 |
+
margin-bottom: 1.5rem;
|
| 151 |
+
transition: transform 0.2s;
|
| 152 |
+
}
|
| 153 |
+
.requirement-card:hover {
|
| 154 |
+
transform: translateY(-3px);
|
| 155 |
+
}
|
| 156 |
+
.analysis-badge {
|
| 157 |
+
padding: 0.5rem 1rem;
|
| 158 |
+
border-radius: 20px;
|
| 159 |
+
font-weight: 500;
|
| 160 |
+
margin: 0.3rem;
|
| 161 |
+
}
|
| 162 |
+
.download-btn {
|
| 163 |
+
width: 100%;
|
| 164 |
+
padding: 1rem;
|
| 165 |
+
font-size: 1.1rem;
|
| 166 |
+
margin-top: 2rem;
|
| 167 |
+
}
|
| 168 |
+
.type-functional { background: #e8f5e9; color: #2e7d32; }
|
| 169 |
+
.type-non-functional { background: #fff3e0; color: #ef6c00; }
|
| 170 |
+
.defect-badge { background: #ffebee; color: #c62828; }
|
| 171 |
+
.improved-badge { background: #e3f2fd; color: #1565c0; }
|
| 172 |
+
</style>
|
| 173 |
+
""", unsafe_allow_html=True)
|
| 174 |
+
|
| 175 |
def main():
|
| 176 |
+
# Professional Header Section
|
| 177 |
+
with st.container():
|
| 178 |
+
st.markdown('<div class="header">', unsafe_allow_html=True)
|
| 179 |
+
st.title("π AI-Powered Requirement Analysis System")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 180 |
st.markdown("""
|
| 181 |
+
<div style="margin: 1.5rem 0;">
|
| 182 |
+
<div style="font-size: 1.2rem; color: #4a4a4a;">Automated Requirement Classification, Defect Detection & Optimization</div>
|
| 183 |
+
<div style="display: flex; justify-content: center; gap: 1rem; margin: 1rem 0;">
|
| 184 |
+
<div style="padding: 0.5rem 1rem; background: #f0f2f6; border-radius: 20px;">Team: Sadia, Areeba, Rabbia, Tesmia</div>
|
| 185 |
+
<div style="padding: 0.5rem 1rem; background: #f0f2f6; border-radius: 20px;">Mistral + Groq API</div>
|
| 186 |
+
</div>
|
| 187 |
</div>
|
| 188 |
""", unsafe_allow_html=True)
|
| 189 |
+
st.markdown('</div>', unsafe_allow_html=True)
|
| 190 |
|
| 191 |
+
# Input Section
|
| 192 |
+
with st.container():
|
| 193 |
+
st.subheader("π₯ Input Requirements")
|
| 194 |
+
input_text = st.text_area(
|
| 195 |
+
"Enter your software requirements (one per line or separated by periods):",
|
| 196 |
+
height=200,
|
| 197 |
+
placeholder="Example:\nThe system shall allow users to reset their password via email verification.\nThe interface must load within 2 seconds of user interaction...",
|
| 198 |
+
help="Enter each requirement on a new line or separate with periods."
|
| 199 |
+
)
|
| 200 |
+
|
| 201 |
+
# Analysis Section
|
| 202 |
+
if st.button("π Start Analysis", type="primary", use_container_width=True):
|
| 203 |
+
if not input_text.strip():
|
| 204 |
+
st.warning("β οΈ Please enter requirements to analyze")
|
| 205 |
+
else:
|
| 206 |
+
with st.spinner("π Analyzing requirements..."):
|
| 207 |
+
requirements = [req.strip() for req in input_text.replace("\n", ".").split(".") if req.strip()]
|
| 208 |
+
results = []
|
| 209 |
+
|
| 210 |
+
progress_bar = st.progress(0)
|
| 211 |
+
for i, req in enumerate(requirements):
|
| 212 |
+
results.append(analyze_requirement(req))
|
| 213 |
+
progress_bar.progress((i+1)/len(requirements))
|
| 214 |
+
|
| 215 |
+
st.success("β
Analysis Completed!")
|
| 216 |
+
time.sleep(0.5)
|
| 217 |
+
st.session_state.results = results
|
| 218 |
+
|
| 219 |
+
# Display Results
|
| 220 |
+
if 'results' in st.session_state:
|
| 221 |
+
st.subheader("π Analysis Results")
|
| 222 |
with st.container():
|
| 223 |
+
for i, result in enumerate(st.session_state.results, 1):
|
| 224 |
+
with st.expander(f"Requirement #{i}: {result['Requirement'][:50]}...", expanded=True):
|
| 225 |
+
st.markdown(f"""
|
| 226 |
+
<div class="requirement-card">
|
| 227 |
+
<div style="margin-bottom: 1.5rem;">
|
| 228 |
+
<div class="analysis-badge { 'type-functional' if 'functional' in result['Type'].lower() else 'type-non-functional' }">
|
| 229 |
+
π Type: {result['Type']}
|
| 230 |
+
</div>
|
| 231 |
+
<div class="analysis-badge" style="background: #e8eaf6; color: #303f9f;">
|
| 232 |
+
π·οΈ Domain: {result['Domain']}
|
| 233 |
+
</div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 234 |
</div>
|
| 235 |
+
|
| 236 |
+
<div style="margin: 1rem 0;">
|
| 237 |
+
<h4>π Identified Issues</h4>
|
| 238 |
+
<div style="display: flex; gap: 0.5rem; flex-wrap: wrap;">
|
| 239 |
+
{''.join([f'<div class="analysis-badge defect-badge">β οΈ {d}</div>'
|
| 240 |
+
for d in result['Defects'].split(', ')])}
|
| 241 |
+
</div>
|
| 242 |
</div>
|
| 243 |
+
|
| 244 |
+
<div style="margin: 1rem 0;">
|
| 245 |
+
<h4>β¨ Improved Version</h4>
|
| 246 |
+
<div class="analysis-badge improved-badge">
|
| 247 |
+
π {result['Rewritten']}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 248 |
</div>
|
| 249 |
+
</div>
|
| 250 |
+
</div>
|
| 251 |
+
""", unsafe_allow_html=True)
|
| 252 |
+
|
| 253 |
+
# PDF Report Section
|
| 254 |
+
st.subheader("π€ Generate Report")
|
| 255 |
+
with st.container():
|
| 256 |
+
col1, col2 = st.columns([3, 2])
|
| 257 |
+
with col1:
|
| 258 |
+
st.info("π‘ Click below to generate a comprehensive PDF report with all analysis details")
|
| 259 |
+
with col2:
|
| 260 |
+
if st.button("π Generate PDF Report", type="secondary", use_container_width=True):
|
| 261 |
+
with st.spinner("Generating PDF..."):
|
| 262 |
+
pdf_report = generate_pdf_report(st.session_state.results)
|
| 263 |
+
with open(pdf_report, "rb") as f:
|
| 264 |
+
st.download_button(
|
| 265 |
+
label="β¬οΈ Download Full Report",
|
| 266 |
+
data=f,
|
| 267 |
+
file_name="Requirement_Analysis_Report.pdf",
|
| 268 |
+
mime="application/pdf",
|
| 269 |
+
use_container_width=True,
|
| 270 |
+
type="primary"
|
| 271 |
+
)
|
| 272 |
+
|
| 273 |
+
# Footer
|
| 274 |
+
st.markdown("---")
|
| 275 |
+
st.markdown("""
|
| 276 |
+
<div style="text-align: center; color: #666; margin-top: 3rem;">
|
| 277 |
+
<p>AI-Powered Requirement Analysis System β’ Final Year Project β’ Computer Science Department</p>
|
| 278 |
+
<p>π Powered by Mistral AI & Groq β’ π οΈ Developed by Team Four</p>
|
| 279 |
+
</div>
|
| 280 |
+
""", unsafe_allow_html=True)
|
| 281 |
|
| 282 |
if __name__ == "__main__":
|
| 283 |
main()
|