Delete mylab/best/best3.py

mylab/best/best3.py

@@ -1,267 +0,0 @@
-import streamlit as st
-from crewai import Agent, Task, Crew
-import os
-from langchain_groq import ChatGroq
-from fpdf import FPDF
-import pandas as pd
-import plotly.express as px
-import matplotlib.pyplot as plt
-import tempfile
-import time
-
-# Title and Sidebar
-st.title("🤖 Patent Insights Consultant")
-
-st.sidebar.write(
-    "This Patent Insights Consultant uses a multi-agent system to provide actionable insights and data analysis for the patent domain."
-)
-
-# User Inputs
-patent_area = st.text_input('Enter Patent Technology Area', value="Artificial Intelligence")
-stakeholder = st.text_input('Enter Stakeholder', value="Patent Attorneys")
-
-# Advanced Options
-st.sidebar.subheader("Advanced Options")
-enable_advanced_analysis = st.sidebar.checkbox("Enable Advanced Analysis", value=True)
-enable_custom_visualization = st.sidebar.checkbox("Enable Custom Visualizations", value=True)
-
-# Optional Customization
-st.sidebar.subheader("Agent Customization")
-with st.sidebar.expander("Customize Agent Goals", expanded=False):
-    enable_customization = st.checkbox("Enable Custom Goals")
-    if enable_customization:
-        planner_goal = st.text_area(
-            "Planner Goal",
-            value="Research trends in patent filings and technological innovation, identify key players, and provide strategic recommendations."
-        )
-        writer_goal = st.text_area(
-            "Writer Goal",
-            value="Craft a professional insights document summarizing trends, strategies, and actionable outcomes for stakeholders."
-        )
-        analyst_goal = st.text_area(
-            "Analyst Goal",
-            value="Perform detailed statistical analysis of patent filings, growth trends, and innovation distribution."
-        )
-    else:
-        planner_goal = "Research trends in patent filings and technological innovation, identify key players, and provide strategic recommendations."
-        writer_goal = "Craft a professional insights document summarizing trends, strategies, and actionable outcomes for stakeholders."
-        analyst_goal = "Perform detailed statistical analysis of patent filings, growth trends, and innovation distribution."
-
-#=================
-# LLM Object
-#=================
-llm = ChatGroq(groq_api_key=os.getenv("GROQ_API_KEY"), model="groq/llama-3.3-70b-versatile")
-
-#=================
-# Crew Agents
-#=================
-
-planner = Agent(
-    role="Patent Research Consultant",
-    goal=planner_goal,
-    backstory=(
-        "You're tasked with researching {topic} patents and identifying key trends and players. Your work supports the Patent Writer and Data Analyst."
-    ),
-    allow_delegation=False,
-    verbose=True,
-    llm=llm
-)
-
-writer = Agent(
-    role="Patent Insights Writer",
-    goal=writer_goal,
-    backstory=(
-        "Using the research from the Planner and data from the Analyst, craft a professional document summarizing patent insights for {stakeholder}."
-    ),
-    allow_delegation=False,
-    verbose=True,
-    llm=llm
-)
-
-analyst = Agent(
-    role="Patent Data Analyst",
-    goal=analyst_goal,
-    backstory=(
-        "Analyze patent filing data and innovation trends in {topic} to provide statistical insights. Your analysis will guide the Writer's final report."
-    ),
-    allow_delegation=False,
-    verbose=True,
-    llm=llm
-)
-
-#=================
-# Crew Tasks
-#=================
-
-plan = Task(
-    description=(
-        "1. Research recent trends in {topic} patent filings and innovation.\n"
-        "2. Identify key players and emerging technologies.\n"
-        "3. Provide recommendations for stakeholders on strategic directions.\n"
-        "4. Limit the output to 500 words."
-    ),
-    expected_output="A research document with structured insights and strategic recommendations.",
-    agent=planner
-)
-
-write = Task(
-    description=(
-        "1. Use the Planner's and Analyst's outputs to craft a professional patent insights document.\n"
-        "2. Include key findings, visual aids, and actionable strategies.\n"
-        "3. Align content with stakeholder goals.\n"
-        "4. Limit the document to 400 words."
-    ),
-    expected_output="A polished, stakeholder-ready patent insights document.",
-    agent=writer
-)
-
-analyse = Task(
-    description=(
-        "1. Perform statistical analysis of patent filing trends, innovation hot spots, and growth projections.\n"
-        "2. Provide structured output with fields 'Category' and 'Values' for visualization.\n"
-        "3. Collaborate with the Planner and Writer to align on data needs."
-    ),
-    expected_output="A detailed statistical analysis with actionable insights for stakeholders.",
-    agent=analyst
-)
-
-crew = Crew(
-    agents=[planner, analyst, writer],
-    tasks=[plan, analyse, write],
-    verbose=True
-)
-
-def generate_pdf_report(result, charts=None, table_data=None):
-    """Generate a professional PDF report from the Crew output."""
-    with tempfile.NamedTemporaryFile(delete=False, suffix=".pdf") as temp_pdf:
-        pdf = FPDF()
-        pdf.add_page()
-        pdf.set_font("Arial", size=12)
-        pdf.set_auto_page_break(auto=True, margin=15)
-
-        # Title
-        pdf.set_font("Arial", size=16, style="B")
-        pdf.cell(200, 10, txt="Patent Insights Report", ln=True, align="C")
-        pdf.ln(10)
-
-        # Content
-        pdf.set_font("Arial", size=12)
-        pdf.multi_cell(0, 10, txt=result)
-
-        # Add charts if provided
-        if charts:
-            for chart_path in charts:
-                pdf.add_page()
-                pdf.image(chart_path, x=10, y=20, w=180)
-
-        # Add tables if provided
-        if table_data:
-            pdf.add_page()
-            pdf.set_font("Arial", size=10)
-            for row in table_data:
-                pdf.cell(200, 10, txt=str(row), ln=True)
-
-        # Save PDF
-        pdf.output(temp_pdf.name)
-        return temp_pdf.name
-
-def create_visualizations(analyst_output):
-    """Create visualizations for advanced insights."""
-    chart_paths = []
-    if enable_custom_visualization and analyst_output:
-        try:
-            st.markdown("#### Debugging Analyst Output")
-            st.write(analyst_output)
-
-            # Validate and format analyst output
-            if isinstance(analyst_output, list) and all(isinstance(item, dict) for item in analyst_output):
-                data = pd.DataFrame(analyst_output)
-                if 'Category' in data.columns and 'Values' in data.columns:
-                    st.markdown("### Advanced Visualization")
-
-                    # Create a bar chart
-                    fig = px.bar(data, x="Category", y="Values", title="Patent Trends by Category")
-                    st.plotly_chart(fig)
-
-                    # Save chart to a file for embedding in PDF
-                    with tempfile.NamedTemporaryFile(delete=False, suffix=".png") as temp_chart:
-                        fig.write_image(temp_chart.name)
-                        chart_paths.append(temp_chart.name)
-                else:
-                    st.warning("Data does not have the required columns 'Category' and 'Values'.")
-            else:
-                st.warning("Analyst output is not in the correct format for visualization.")
-        except Exception as e:
-            st.error(f"Failed to create visualizations: {e}")
-    return chart_paths
-
-def display_table(analyst_output):
-    """Display tabular data for detailed insights."""
-    table_data = []
-    if analyst_output and isinstance(analyst_output, list):
-        try:
-            st.markdown("#### Debugging Analyst Output for Table")
-            st.write(analyst_output)
-
-            data = pd.DataFrame(analyst_output)
-            st.markdown("### Data Table")
-            st.dataframe(data)
-            table_data = data.to_dict(orient="records")
-        except Exception as e:
-            st.error(f"Failed to display table: {e}")
-    return table_data
-
-if st.button("Generate Patent Insights"):
-    with st.spinner('Processing...'):
-        try:
-            start_time = time.time()
-            results = crew.kickoff(inputs={"topic": patent_area, "stakeholder": stakeholder})
-            elapsed_time = time.time() - start_time
-
-            # Display Final Report (Writer's Output)
-            st.markdown("### Final Report:")
-            writer_output = getattr(results.tasks_output[2], "raw", "No details available.")
-            if writer_output:
-                st.write(writer_output)
-            else:
-                st.warning("No final report available.")
-
-            # Option for Detailed Insights
-            with st.expander("Explore Detailed Insights"):
-                tab1, tab2 = st.tabs(["Planner's Insights", "Analyst's Analysis"])
-
-                # Planner's Output
-                with tab1:
-                    st.markdown("### Planner's Insights")
-                    planner_output = getattr(results.tasks_output[0], "raw", "No details available.")
-                    st.write(planner_output)
-
-                # Analyst's Output
-                with tab2:
-                    st.markdown("### Analyst's Analysis")
-                    analyst_output = getattr(results.tasks_output[1], "raw", "No details available.")
-                    st.write(analyst_output)
-
-                    # Generate visualizations if enabled
-                    charts = []
-                    if enable_advanced_analysis:
-                        charts = create_visualizations(analyst_output)
-
-                    # Display tabular data
-                    table_data = display_table(analyst_output)
-
-            # Display Token Usage and Execution Time
-            st.success(f"Analysis completed in {elapsed_time:.2f} seconds.")
-            token_usage = getattr(results, "token_usage", None)
-            if token_usage:
-                st.markdown("#### Token Usage")
-                st.json(token_usage)
-
-            # Generate PDF Report
-            if writer_output:
-                pdf_path = generate_pdf_report(writer_output, charts=charts, table_data=table_data)
-                with open(pdf_path, "rb") as report_file:
-                    st.download_button("Download Report", data=report_file, file_name="Patent_Report.pdf")
-
-        except Exception as e:
-            st.error(f"An error occurred during execution: {e}")