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from agents import Runner, trace, gen_trace_id |
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from search_agent import search_agent |
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from planner_agent import planner_agent, WebSearchItem, WebSearchPlan |
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from writer_agent import writer_agent, ReportData |
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from email_agent import email_agent |
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from clarifying_agent import clarifying_agent, enhance_query_agent, ClarifyingQuestions, EnhancedQuery |
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import asyncio |
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class ResearchManager: |
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async def run(self, query: str, clarifying_answers: list[str] = None): |
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""" Run the deep research process with optional clarifying questions workflow""" |
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trace_id = gen_trace_id() |
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with trace("Research trace", trace_id=trace_id): |
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print(f"View trace: https://platform.openai.com/traces/trace?trace_id={trace_id}") |
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yield f"View trace: https://platform.openai.com/traces/trace?trace_id={trace_id}" |
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if clarifying_answers is None: |
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yield "Generating clarifying questions..." |
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clarifying_questions = await self.generate_clarifying_questions(query) |
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yield f"Please answer these clarifying questions:\n" + "\n".join([f"{i+1}. {q}" for i, q in enumerate(clarifying_questions.questions)]) |
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return |
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yield "Processing your clarifications..." |
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enhanced_query_data = await self.enhance_query_with_clarifications(query, clarifying_answers) |
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final_query = enhanced_query_data.enhanced_query |
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yield f"Enhanced query: {final_query}" |
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yield "Starting research with enhanced query..." |
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search_plan = await self.plan_searches(final_query) |
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yield "Searches planned, starting to search..." |
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search_results = await self.perform_searches(search_plan) |
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yield "Searches complete, writing report..." |
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report = await self.write_report(final_query, search_results) |
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yield "Report written, sending email..." |
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await self.send_email(report) |
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yield "Email sent, research complete" |
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yield report.markdown_report |
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async def generate_clarifying_questions(self, query: str) -> ClarifyingQuestions: |
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""" Generate clarifying questions for the user """ |
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print("Generating clarifying questions...") |
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result = await Runner.run( |
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clarifying_agent, |
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f"Query: {query}", |
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) |
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return result.final_output_as(ClarifyingQuestions) |
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async def enhance_query_with_clarifications(self, original_query: str, clarifying_answers: list[str]) -> EnhancedQuery: |
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""" Enhance the original query with user clarifications """ |
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print("Enhancing query with clarifications...") |
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clarifying_questions = await self.generate_clarifying_questions(original_query) |
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input_text = f"""Original Query: {original_query} |
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Clarifying Questions Asked: |
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{chr(10).join([f"{i+1}. {q}" for i, q in enumerate(clarifying_questions.questions)])} |
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User Responses: |
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{chr(10).join([f"{i+1}. {a}" for i, a in enumerate(clarifying_answers)])}""" |
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result = await Runner.run( |
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enhance_query_agent, |
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input_text, |
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) |
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return result.final_output_as(EnhancedQuery) |
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async def plan_searches(self, query: str) -> WebSearchPlan: |
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""" Plan the searches to perform for the query """ |
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print("Planning searches...") |
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result = await Runner.run( |
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planner_agent, |
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f"Query: {query}", |
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) |
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print(f"Will perform {len(result.final_output.searches)} searches") |
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return result.final_output_as(WebSearchPlan) |
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async def perform_searches(self, search_plan: WebSearchPlan) -> list[str]: |
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""" Perform the searches to perform for the query """ |
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print("Searching...") |
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num_completed = 0 |
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tasks = [asyncio.create_task(self.search(item)) for item in search_plan.searches] |
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results = [] |
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for task in asyncio.as_completed(tasks): |
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result = await task |
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if result is not None: |
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results.append(result) |
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num_completed += 1 |
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print(f"Searching... {num_completed}/{len(tasks)} completed") |
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print("Finished searching") |
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return results |
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async def search(self, item: WebSearchItem) -> str | None: |
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""" Perform a search for the query """ |
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input = f"Search term: {item.query}\nReason for searching: {item.reason}" |
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try: |
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result = await Runner.run( |
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search_agent, |
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input, |
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) |
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return str(result.final_output) |
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except Exception: |
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return None |
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async def write_report(self, query: str, search_results: list[str]) -> ReportData: |
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""" Write the report for the query """ |
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print("Thinking about report...") |
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input = f"Original query: {query}\nSummarized search results: {search_results}" |
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result = await Runner.run( |
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writer_agent, |
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input, |
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) |
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print("Finished writing report") |
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return result.final_output_as(ReportData) |
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async def send_email(self, report: ReportData) -> None: |
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print("Writing email...") |
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result = await Runner.run( |
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email_agent, |
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report.markdown_report, |
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) |
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print("Email sent") |
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return report |