Update app.py
Browse files
app.py
CHANGED
@@ -6,13 +6,75 @@ import time
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from datetime import datetime
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import groq
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# API keys (replace with your
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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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def call_mistral_api(prompt):
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url = "https://api.mistral.ai/v1/chat/completions"
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headers = {
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}
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payload = {
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"model": "mistral-medium",
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"messages": [
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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 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="llama-3.3-70b-versatile",
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messages=[
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)
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return response.choices[0].message.content
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except Exception as err:
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return f"Error: {err}"
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def analyze_requirement(requirement):
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req_type = call_mistral_api(type_prompt).strip()
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domain_prompt = f"Classify domain in one word:\n{requirement}\nDomain:"
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domain = call_mistral_api(domain_prompt).strip()
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defects = call_groq_api(defects_prompt).strip()
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rewritten_prompt = f"Rewrite to address defects:\n{requirement}\nRewritten:"
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rewritten = call_groq_api(rewritten_prompt).strip()
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return {
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"Requirement": requirement,
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"Type": req_type,
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"Rewritten": rewritten
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}
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def generate_pdf_report(results):
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pdf = FPDF()
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pdf.add_page()
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pdf.set_font("Arial", size=12)
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#
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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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def main():
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.
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color: white;
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padding: 2rem;
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border-radius: 15px;
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margin-bottom: 2rem;
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}
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.team-card {
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background: #f8f9fa;
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padding: 1.5rem;
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border-radius: 15px;
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margin: 1rem 0;
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box-shadow: 0 2px 8px rgba(0,0,0,0.1);
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}
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.result-card {
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background: white;
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padding: 1.5rem;
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border-radius: 15px;
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margin: 1rem 0;
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box-shadow: 0 2px 8px rgba(0,0,0,0.1);
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}
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.badge {
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padding: 0.5rem 1rem;
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border-radius: 20px;
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font-size: 0.9rem;
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margin-right: 0.5rem;
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display: inline-block;
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}
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.type-badge { background: #4F46E510; color: #4F46E5; }
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.domain-badge { background: #10B98110; color: #10B981; }
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.defect-badge { background: #EF444410; color: #EF4444; }
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.animate-hover { transition: transform 0.2s; }
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.animate-hover:hover { transform: translateY(-2px); }
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.styled-textarea {
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border: 2px solid #e0e0e0 !important;
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border-radius: 10px !important;
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padding: 1rem !important;
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}
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</style>
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""", unsafe_allow_html=True)
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st.markdown("""
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<div class="main-container">
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<div class="gradient-header">
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<h1 style="margin: 0; font-weight: 600;">π§ AI Requirement Analyzer</h1>
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<p style="margin: 0.5rem 0 0; opacity: 0.9;">Smart Analysis & Quality Enhancement System</p>
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</div>
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<
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<p style="margin: 0; color: #4F46E5;">Sadia</p>
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</div>
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<div style="background: #10B98110; padding: 0.5rem; border-radius: 10px;">
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<p style="margin: 0; color: #10B981;">Areeba</p>
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</div>
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<div style="background: #EF444410; padding: 0.5rem; border-radius: 10px;">
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<p style="margin: 0; color: #EF4444;">Rabbia</p>
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</div>
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<div style="background: #3B82F610; padding: 0.5rem; border-radius: 10px;">
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<p style="margin: 0; color: #3B82F6;">Tesmia</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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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", "gz6lDXokxgR6cLY72oomALWcm7vhjRzQ")
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groq_api_key = os.getenv("GROQ_API_KEY", "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")
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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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headers = {
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}
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payload = {
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"model": "mistral-medium",
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"messages": [
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{"role": "user", "content": prompt}
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]
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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() # Raise an error for bad status codes
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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: # Rate limit exceeded
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st.warning("Rate limit exceeded. Please wait a few seconds and try again.")
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time.sleep(5) # Wait for 5 seconds before retrying
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return call_mistral_api(prompt) # Retry the request
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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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# Function to call Groq API
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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="llama-3.3-70b-versatile", # Correct model name
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messages=[
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{"role": "user", "content": prompt}
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]
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return response.choices[0].message.content
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except Exception as err:
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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 using both models
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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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req_type = call_mistral_api(type_prompt).strip()
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domain_prompt = f"Classify the domain for the following requirement in one word (e.g., E-commerce, Education, etc.):\n\n{requirement}\n\nDomain:"
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domain = call_mistral_api(domain_prompt).strip()
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# Use Groq for defect analysis and rewriting
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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:"""
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defects = call_groq_api(defects_prompt).strip()
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rewritten_prompt = f"""Rewrite the following requirement in 1-2 sentences to address the defects:\n\n{requirement}\n\nRewritten:"""
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rewritten = call_groq_api(rewritten_prompt).strip()
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return {
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"Requirement": requirement,
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"Type": req_type,
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"Rewritten": rewritten
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}
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# Function to generate a PDF report
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def generate_pdf_report(results):
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pdf = FPDF()
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pdf.add_page()
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pdf.set_font("Arial", size=12)
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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) # Light gray color for watermark
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pdf.rotate(45) # Rotate the text for watermark effect
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pdf.text(60, 150, "AI Powered Requirement Analysis")
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pdf.rotate(0) # Reset rotation
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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) # Black color for title
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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) # Add some space
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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: # If the content is near the bottom of the page
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pdf.add_page() # Add a new 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) # Add some space
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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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pdf.multi_cell(200, 10, txt=f"Type: {result['Type']}", align='L')
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pdf.multi_cell(200, 10, txt=f"Domain: {result['Domain']}", align='L')
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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) # Add some space between requirements
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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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# Streamlit app with enhanced UI
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def main():
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# Sidebar with team info
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with st.sidebar:
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st.markdown("<h1 style='color: white; text-align: center;'>Team Details</h1>", unsafe_allow_html=True)
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st.markdown("""
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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='background: rgba(255,255,255,0.1); padding: 15px; border-radius: 10px;'>
|
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<h3 style='color: white; margin-bottom: 10px;'>π€ AI Models</h3>
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<p style='color: white;'>Mistral (Classification)<br>Groq (Defect Analysis)</p>
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</div>
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+
""", unsafe_allow_html=True)
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+
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+
# Main content area
|
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+
col1, col2, col3 = st.columns([1,6,1])
|
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+
with col2:
|
209 |
+
st.markdown("<h1 class='report-title'>AI Requirement Analyzer</h1>", unsafe_allow_html=True)
|
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+
|
211 |
+
# Input section
|
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with st.container():
|
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st.markdown("### π Enter Requirements")
|
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+
input_text = st.text_area(
|
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+
"Enter your requirements (one per line or separated by periods):",
|
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+
height=200,
|
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+
label_visibility="collapsed"
|
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+
)
|
219 |
|
220 |
+
# Analysis button
|
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+
if st.button("π Analyze Requirements", key="analyze_btn"):
|
222 |
+
if not input_text.strip():
|
223 |
+
st.warning("β οΈ Please enter requirements before analyzing")
|
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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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+
|
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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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+
|
238 |
+
# 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)
|
247 |
+
with col2:
|
248 |
+
types = [res['Type'] for res in results]
|
249 |
+
st.markdown(f"""
|
250 |
+
<div class='metric-box'>
|
251 |
+
<h3>π Functional/Non-Functional</h3>
|
252 |
+
<h2>{types.count('Functional')}/{types.count('Non-Functional')}</h2>
|
253 |
+
</div>
|
254 |
+
""", unsafe_allow_html=True)
|
255 |
+
with col3:
|
256 |
+
domains = len(set([res['Domain'] for res in results]))
|
257 |
+
st.markdown(f"""
|
258 |
+
<div class='metric-box'>
|
259 |
+
<h3>π Unique Domains</h3>
|
260 |
+
<h2>{domains}</h2>
|
261 |
+
</div>
|
262 |
+
""", unsafe_allow_html=True)
|
263 |
+
|
264 |
+
# Detailed results
|
265 |
+
st.markdown("---")
|
266 |
+
for i, result in enumerate(results, start=1):
|
267 |
+
with st.container():
|
268 |
+
st.markdown(f"""
|
269 |
+
<div class='requirement-card'>
|
270 |
+
<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 15px;">
|
271 |
+
<h3>π Requirement R{i}</h3>
|
272 |
+
<span style="font-size: 0.9em; color: #666;">{result['Domain']} Domain</span>
|
273 |
+
</div>
|
274 |
+
<p style="color: #444; margin-bottom: 15px;">{result['Requirement']}</p>
|
275 |
+
<div style="display: grid; grid-template-columns: repeat(3, 1fr); gap: 15px;">
|
276 |
+
<div style="background: #f8f9fa; padding: 10px; border-radius: 8px;">
|
277 |
+
<h4>π Type</h4>
|
278 |
+
<p>{result['Type']}</p>
|
279 |
+
</div>
|
280 |
+
<div style="background: #f8f9fa; padding: 10px; border-radius: 8px;">
|
281 |
+
<h4>β οΈ Defects</h4>
|
282 |
+
<p>{result['Defects']}</p>
|
283 |
+
</div>
|
284 |
+
<div style="background: #f8f9fa; padding: 10px; border-radius: 8px;">
|
285 |
+
<h4>βοΈ Improved Version</h4>
|
286 |
+
<p>{result['Rewritten']}</p>
|
287 |
+
</div>
|
288 |
+
</div>
|
289 |
+
</div>
|
290 |
+
""", unsafe_allow_html=True)
|
291 |
+
|
292 |
+
# PDF Download
|
293 |
+
st.markdown("---")
|
294 |
+
st.markdown("## π€ Export Results")
|
295 |
+
pdf_report = generate_pdf_report(results)
|
296 |
+
with open(pdf_report, "rb") as f:
|
297 |
+
st.download_button(
|
298 |
+
label="π₯ Download Full Report (PDF)",
|
299 |
+
data=f,
|
300 |
+
file_name="requirements_report.pdf",
|
301 |
+
mime="application/pdf",
|
302 |
+
help="Download comprehensive PDF report with all analysis details"
|
303 |
+
)
|
304 |
|
305 |
if __name__ == "__main__":
|
306 |
main()
|