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Update app.py
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app.py
CHANGED
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@@ -13,18 +13,18 @@ load_dotenv()
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GROQ_API_KEY = os.getenv("GROQ_API_KEY")
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LANGSMITH_API_KEY = os.getenv("LANGSMITH_API_KEY")
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# β
Set API keys as environment variables
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os.environ["GROQ_API_KEY"] = GROQ_API_KEY
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os.environ["LANGCHAIN_TRACING_V2"] = "true"
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os.environ["LANGCHAIN_API_KEY"] = LANGSMITH_API_KEY
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# β
Initialize
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llm = ChatGroq(groq_api_key=GROQ_API_KEY, model_name="llama3-8b-8192")
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# β
Define the LegalState Model
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class LegalState(BaseModel):
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original_text: str
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tone: str
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rewritten_text: str = None
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summary: str = None
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key_clauses: str = None
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@@ -44,87 +44,103 @@ def generate_response(prompt):
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except Exception as e:
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return f"β Error: {str(e)}"
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# β
Define Worker Functions
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@traceable(name="Rewrite Legal Text")
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def rewrite_text(state: LegalState):
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prompt = f"""
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{state.original_text}"""
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return {"rewritten_text": generate_response(prompt)}
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@traceable(name="Summarize Legal Text")
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def summarize_text(state: LegalState):
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return {"summary": generate_response(f"
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@traceable(name="Extract Key Clauses")
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def extract_clauses(state: LegalState):
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return {"key_clauses": generate_response(f"
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@traceable(name="Detect Risks in Document")
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def detect_risks(state: LegalState):
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return {"risk_analysis": generate_response(f"
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@traceable(name="Check Compliance")
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def check_compliance(state: LegalState):
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return {"compliance_report": generate_response(f"
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@traceable(name="Suggest Contract Improvements")
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def suggest_improvements(state: LegalState):
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return {"contract_suggestions": generate_response(f"
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@traceable(name="Generate Legal Arguments")
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def generate_arguments(state: LegalState):
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return {"legal_arguments": generate_response(f"
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@traceable(name="Format Legal Document")
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def format_document(state: LegalState):
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return {"formatted_text": generate_response(f"
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@traceable(name="Compare Original vs Rewritten")
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def compare_texts(state: LegalState):
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prompt = f"
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return {"comparison_result": generate_response(prompt)}
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@traceable(name="Final Synthesis")
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def synthesizer(state: LegalState):
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final_output = f"""
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π **AI-Powered Legal Document Processing Report** π
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**πΉ Rewritten Legal Text:**\n{state.rewritten_text}
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**πΉ Summary:**\n{state.summary}
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**πΉ Key Clauses Identified:**\n{state.key_clauses}
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**πΉ Risk Analysis Report:**\n{state.risk_analysis}
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**πΉ Compliance Check Results:**\n{state.compliance_report}
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**πΉ Contract Improvement Suggestions:**\n{state.contract_suggestions}
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**πΉ AI-Generated Legal Arguments:**\n{state.legal_arguments}
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**πΉ Text Formatting Enhancements:**\n{state.formatted_text}
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**πΉ Differences from Original Text:**\n{state.comparison_result}
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**β
AI Final Verdict:**\nThis document has been reviewed and processed with key legal enhancements.
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"""
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return {"final_report": final_output}
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# β
Build LangGraph Workflow
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builder = StateGraph(LegalState)
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# β
Add Nodes
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nodes = ["rewrite_text", "summarize_text", "extract_clauses", "detect_risks", "check_compliance", "suggest_improvements", "generate_arguments", "format_document", "compare_texts", "synthesizer"]
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for node in nodes:
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builder.add_node(node, globals()[node])
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# β
Define Execution Order
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builder.add_edge(START, "rewrite_text")
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for node in
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builder.add_edge("rewrite_text", node)
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builder.add_edge(node, "synthesizer")
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builder.add_edge("synthesizer", END)
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graph = builder.compile()
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# β
Streamlit UI
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GROQ_API_KEY = os.getenv("GROQ_API_KEY")
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LANGSMITH_API_KEY = os.getenv("LANGSMITH_API_KEY")
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os.environ["GROQ_API_KEY"] = GROQ_API_KEY
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os.environ["LANGCHAIN_TRACING_V2"] = "true"
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os.environ["LANGCHAIN_API_KEY"] = LANGSMITH_API_KEY
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# β
Initialize LLM (Using Groq Llama3-8B)
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llm = ChatGroq(groq_api_key=GROQ_API_KEY, model_name="llama3-8b-8192")
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# β
Define the LegalState Model
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class LegalState(BaseModel):
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original_text: str
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tone: str
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complexity: int = 1
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rewritten_text: str = None
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summary: str = None
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key_clauses: str = None
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except Exception as e:
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return f"β Error: {str(e)}"
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# β
Define Worker Functions
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@traceable(name="Rewrite Legal Text")
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def rewrite_text(state: LegalState):
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prompt = f"""Rewrite this legal text in '{state.tone}' tone with complexity level {state.complexity}:
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{state.original_text}"""
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return {"rewritten_text": generate_response(prompt)}
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@traceable(name="Summarize Legal Text")
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def summarize_text(state: LegalState):
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return {"summary": generate_response(f"Summarize this legal text:\n\n{state.rewritten_text}")}
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@traceable(name="Extract Key Clauses")
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def extract_clauses(state: LegalState):
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return {"key_clauses": generate_response(f"Extract key legal clauses:\n\n{state.rewritten_text}")}
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@traceable(name="Detect Risks in Document")
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def detect_risks(state: LegalState):
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return {"risk_analysis": generate_response(f"Analyze for risks:\n\n{state.rewritten_text}")}
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@traceable(name="Check Compliance")
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def check_compliance(state: LegalState):
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return {"compliance_report": generate_response(f"Check legal compliance:\n\n{state.rewritten_text}")}
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@traceable(name="Suggest Contract Improvements")
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def suggest_improvements(state: LegalState):
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return {"contract_suggestions": generate_response(f"Suggest improvements:\n\n{state.rewritten_text}")}
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@traceable(name="Generate Legal Arguments")
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def generate_arguments(state: LegalState):
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return {"legal_arguments": generate_response(f"Generate legal arguments:\n\n{state.rewritten_text}")}
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@traceable(name="Format Legal Document")
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def format_document(state: LegalState):
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return {"formatted_text": generate_response(f"Format this legal document:\n\n{state.rewritten_text}")}
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@traceable(name="Compare Original vs Rewritten")
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def compare_texts(state: LegalState):
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prompt = f"Compare original vs rewritten:\n\nOriginal: {state.original_text}\nRewritten: {state.rewritten_text}"
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return {"comparison_result": generate_response(prompt)}
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# β
Build LangGraph Workflow
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builder = StateGraph(LegalState)
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builder.add_node("rewrite_text", rewrite_text)
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builder.add_node("summarize_text", summarize_text)
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builder.add_node("extract_clauses", extract_clauses)
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builder.add_node("detect_risks", detect_risks)
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builder.add_node("check_compliance", check_compliance)
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builder.add_node("suggest_improvements", suggest_improvements)
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builder.add_node("generate_arguments", generate_arguments)
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builder.add_node("format_document", format_document)
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builder.add_node("compare_texts", compare_texts)
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builder.add_edge(START, "rewrite_text")
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for node in ["summarize_text", "extract_clauses", "detect_risks", "check_compliance", "suggest_improvements", "generate_arguments", "format_document", "compare_texts"]:
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builder.add_edge("rewrite_text", node)
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graph = builder.compile()
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# β
Streamlit UI
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def main():
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st.title("π AI-Powered Legal Text Processor")
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st.write("A smart legal document assistant powered by LLMs.")
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original_text = st.text_area("Enter Legal Text:")
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tone = st.radio("Select Tone:", ["Formal", "Empathetic", "Neutral", "Strength-Based"])
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if st.button("Process Text"):
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input_data = {"original_text": original_text, "tone": tone, "complexity": 1}
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result = graph.invoke(input_data)
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st.subheader("πΉ Rewritten Text")
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st.markdown(f"**{result['rewritten_text']}**")
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st.subheader("π Summary")
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st.write(result['summary'])
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st.subheader("π Key Clauses")
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st.write(result['key_clauses'])
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st.subheader("β οΈ Risk Analysis")
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st.write(result['risk_analysis'])
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st.subheader("β
Compliance Report")
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st.write(result['compliance_report'])
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st.subheader("π‘ Contract Suggestions")
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st.write(result['contract_suggestions'])
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st.subheader("βοΈ Legal Arguments")
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st.write(result['legal_arguments'])
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st.subheader("π Formatted Legal Document")
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st.write(result['formatted_text'])
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st.subheader("π Comparison Result")
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st.write(result['comparison_result'])
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if __name__ == "__main__":
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main()
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