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Update app.py
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app.py
CHANGED
@@ -4,6 +4,7 @@ from fpdf import FPDF
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import os
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import time
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from datetime import datetime
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# Mistral API key (replace with your key or use environment variable)
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api_key = os.getenv("MISTRAL_API_KEY", "gz6lDXokxgR6cLY72oomALWcm7vhjRzQ")
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@@ -22,9 +23,7 @@ def call_mistral_api(prompt):
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]
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}
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try:
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start_time = time.time()
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response = requests.post(url, headers=headers, json=payload)
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latency = round(time.time() - start_time, 2) # in seconds
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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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@@ -38,30 +37,27 @@ def call_mistral_api(prompt):
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# Function to analyze a single requirement
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def analyze_requirement(requirement):
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latencies = {}
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# Detect requirement type
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type_prompt = f"Classify the following requirement as Functional or Non-Functional:\n\n{requirement}\n\nType:"
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req_type
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# Identify stakeholders
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stakeholders_prompt = f"Identify the stakeholders for the following requirement:\n\n{requirement}\n\nStakeholders:"
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stakeholders
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# Classify domain
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domain_prompt = f"Classify the domain for the following requirement (e.g., Bank, Healthcare, etc.):\n\n{requirement}\n\nDomain:"
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domain
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# Detect defects
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defects_prompt = f"""Analyze the following requirement and identify ONLY MAJOR defects (e.g., Ambiguity, Incompleteness, etc.).
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If the requirement is clear and complete, respond with 'No defects.'
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Requirement: {requirement}
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Defects:"""
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# Rewrite requirement
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rewritten
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total_latency = sum(latencies.values())
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return {
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"Requirement": requirement,
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@@ -69,8 +65,7 @@ def analyze_requirement(requirement):
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"Stakeholders": stakeholders,
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"Domain": domain,
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"Defects": defects,
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"Rewritten": rewritten
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"Latency (s)": round(total_latency, 2)
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}
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# Function to rewrite requirement concisely
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@@ -86,7 +81,7 @@ def rewrite_requirement(requirement, defects):
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Defects: {defects}
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Rewritten Requirement:"""
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response
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return response.strip()
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# Function to generate a PDF report with professional formatting
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@@ -138,6 +133,32 @@ def generate_pdf_report(results):
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pdf.output(pdf_output)
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return pdf_output
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# Streamlit app
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def main():
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st.title("AI Powered Requirement Analysis and Defect Detection using Large Language Model Mistral")
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@@ -170,7 +191,6 @@ def main():
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st.write(f"**Domain:** {result['Domain']}")
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st.write(f"**Defects:** {result['Defects']}")
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st.write(f"**Rewritten:** {result['Rewritten']}")
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st.write(f"**Total Latency:** {result['Latency (s)']} seconds")
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st.write("---")
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# Generate and download PDF report
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@@ -183,6 +203,12 @@ def main():
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mime="application/pdf"
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)
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# Run the app
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if __name__ == "__main__":
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main()
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import os
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import time
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from datetime import datetime
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import unittest
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# Mistral API key (replace with your key or use environment variable)
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api_key = os.getenv("MISTRAL_API_KEY", "gz6lDXokxgR6cLY72oomALWcm7vhjRzQ")
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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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# Function to analyze a single requirement
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def analyze_requirement(requirement):
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# Detect requirement type
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type_prompt = f"Classify the following requirement as Functional or Non-Functional:\n\n{requirement}\n\nType:"
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req_type = call_mistral_api(type_prompt)
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# Identify stakeholders
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stakeholders_prompt = f"Identify the stakeholders for the following requirement:\n\n{requirement}\n\nStakeholders:"
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stakeholders = call_mistral_api(stakeholders_prompt)
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# Classify domain
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domain_prompt = f"Classify the domain for the following requirement (e.g., Bank, Healthcare, etc.):\n\n{requirement}\n\nDomain:"
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domain = call_mistral_api(domain_prompt)
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# Detect defects
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defects_prompt = f"""Analyze the following requirement and identify ONLY MAJOR defects (e.g., Ambiguity, Incompleteness, etc.).
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If the requirement is clear and complete, respond with 'No defects.'
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Requirement: {requirement}
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Defects:"""
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defects = call_mistral_api(defects_prompt)
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# Rewrite requirement
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rewritten = rewrite_requirement(requirement, defects)
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return {
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"Requirement": requirement,
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"Stakeholders": stakeholders,
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"Domain": domain,
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"Defects": defects,
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"Rewritten": rewritten
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}
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# Function to rewrite requirement concisely
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Defects: {defects}
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Rewritten Requirement:"""
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response = call_mistral_api(prompt)
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return response.strip()
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# Function to generate a PDF report with professional formatting
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pdf.output(pdf_output)
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return pdf_output
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# Unit testing section
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class TestRequirementAnalysis(unittest.TestCase):
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def test_analyze_requirement(self):
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requirement = "The system must allow users to log in using email and password."
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result = analyze_requirement(requirement)
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self.assertIn("Requirement", result)
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self.assertIn("Type", result)
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self.assertIn("Stakeholders", result)
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self.assertIn("Domain", result)
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self.assertIn("Defects", result)
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self.assertIn("Rewritten", result)
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def test_rewrite_requirement_no_defects(self):
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requirement = "The system should send an email notification when a user signs up."
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defects = "No defects."
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result = rewrite_requirement(requirement, defects)
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self.assertEqual(result, "No modification needed.")
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def test_generate_pdf_report(self):
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results = [
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{"Requirement": "The system should be scalable.", "Type": "Functional", "Stakeholders": "Developers", "Domain": "IT", "Defects": "No defects", "Rewritten": "No modification needed."}
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]
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report = generate_pdf_report(results)
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self.assertTrue(os.path.exists(report))
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# Streamlit app
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def main():
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st.title("AI Powered Requirement Analysis and Defect Detection using Large Language Model Mistral")
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st.write(f"**Domain:** {result['Domain']}")
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st.write(f"**Defects:** {result['Defects']}")
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st.write(f"**Rewritten:** {result['Rewritten']}")
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st.write("---")
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# Generate and download PDF report
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mime="application/pdf"
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)
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# Display test results
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st.subheader("Unit Test Results")
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test_suite = unittest.TextTestRunner()
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test_results = test_suite.run(unittest.TestLoader().loadTestsFromTestCase(TestRequirementAnalysis))
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st.write(test_results)
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# Run the app
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if __name__ == "__main__":
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main()
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