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import gradio as gr | |
import requests | |
from fpdf import FPDF | |
import pdfplumber | |
# Mistral API key (replace with your key) | |
API_KEY = "gz6lDXokxgR6cLY72oomALWcm7vhjzQ" | |
MISTRAL_API_URL = "https://api.mistral.ai/v1/chat/completions" | |
# Function to call Mistral API | |
def call_mistral_api(prompt): | |
headers = { | |
"Authorization": f"Bearer {API_KEY}", | |
"Content-Type": "application/json" | |
} | |
payload = { | |
"model": "mistral-medium", | |
"messages": [ | |
{"role": "user", "content": prompt} | |
] | |
} | |
response = requests.post(MISTRAL_API_URL, headers=headers, json=payload) | |
if response.status_code == 200: | |
return response.json()['choices'][0]['message']['content'] | |
else: | |
return f"Error: {response.status_code}, {response.text}" | |
# Function to analyze a single requirement | |
def analyze_requirement(requirement): | |
# Detect requirement type | |
type_prompt = f"Classify the following requirement as Functional or Non-Functional:\n\n{requirement}\n\nType:" | |
req_type = call_mistral_api(type_prompt) | |
# Identify stakeholders | |
stakeholders_prompt = f"Identify the stakeholders for the following requirement:\n\n{requirement}\n\nStakeholders:" | |
stakeholders = call_mistral_api(stakeholders_prompt) | |
# Classify domain | |
domain_prompt = f"Classify the domain for the following requirement (e.g., Bank, Healthcare, etc.):\n\n{requirement}\n\nDomain:" | |
domain = call_mistral_api(domain_prompt) | |
# Detect defects | |
defects_prompt = f"Detect any defects in the following requirement (e.g., Ambiguity, Incompleteness, etc.):\n\n{requirement}\n\nDefects:" | |
defects = call_mistral_api(defects_prompt) | |
# Rewrite requirement | |
rewrite_prompt = f"Rewrite the following requirement in a simpler form:\n\n{requirement}\n\nSimplified Requirement:" | |
rewritten = call_mistral_api(rewrite_prompt) | |
return { | |
"Requirement": requirement, | |
"Type": req_type, | |
"Stakeholders": stakeholders, | |
"Domain": domain, | |
"Defects": defects, | |
"Rewritten": rewritten | |
} | |
# Function to process multiple requirements | |
def process_requirements(input_text, uploaded_file): | |
requirements = [] | |
# If a file is uploaded, extract text from the PDF | |
if uploaded_file: | |
with pdfplumber.open(uploaded_file) as pdf: | |
for page in pdf.pages: | |
requirements.extend(page.extract_text().split("\n")) | |
# If text input is provided, split into individual requirements | |
if input_text: | |
requirements.extend(input_text.split("\n")) | |
# Analyze each requirement | |
results = [] | |
for req in requirements: | |
if req.strip(): # Ignore empty lines | |
results.append(analyze_requirement(req.strip())) | |
return results | |
# Function to generate a PDF report | |
def generate_pdf_report(results): | |
pdf = FPDF() | |
pdf.add_page() | |
pdf.set_font("Arial", size=12) | |
for result in results: | |
pdf.cell(200, 10, txt=f"Requirement: {result['Requirement']}", ln=True) | |
pdf.cell(200, 10, txt=f"Type: {result['Type']}", ln=True) | |
pdf.cell(200, 10, txt=f"Stakeholders: {result['Stakeholders']}", ln=True) | |
pdf.cell(200, 10, txt=f"Domain: {result['Domain']}", ln=True) | |
pdf.cell(200, 10, txt=f"Defects: {result['Defects']}", ln=True) | |
pdf.cell(200, 10, txt=f"Rewritten: {result['Rewritten']}", ln=True) | |
pdf.cell(200, 10, txt="-" * 50, ln=True) | |
pdf_output = "requirements_report.pdf" | |
pdf.output(pdf_output) | |
return pdf_output | |
# Gradio interface | |
def app_interface(input_text, uploaded_file): | |
results = process_requirements(input_text, uploaded_file) | |
pdf_report = generate_pdf_report(results) | |
# Display results in a clean format | |
output_text = "" | |
for result in results: | |
output_text += f"Requirement: {result['Requirement']}\n" | |
output_text += f"Type: {result['Type']}\n" | |
output_text += f"Stakeholders: {result['Stakeholders']}\n" | |
output_text += f"Domain: {result['Domain']}\n" | |
output_text += f"Defects: {result['Defects']}\n" | |
output_text += f"Rewritten: {result['Rewritten']}\n" | |
output_text += "-" * 50 + "\n\n" | |
return output_text, pdf_report | |
# Gradio app | |
title = "Requirement Analysis App" | |
description = """ | |
This app analyzes software requirements using the Mistral model. | |
You can either enter requirements manually or upload a PDF file containing requirements. | |
""" | |
team_name = "Team Innovators" | |
interface = gr.Interface( | |
fn=app_interface, | |
inputs=[ | |
gr.Textbox(label="Enter Requirements (one per line)"), | |
gr.File(label="Upload PDF File (optional)") | |
], | |
outputs=[ | |
gr.Textbox(label="Analysis Results"), | |
gr.File(label="Download PDF Report") | |
], | |
title=title, | |
description=description, | |
theme="soft" | |
) | |
# Add team name to the interface | |
interface.launch() |