init profile analyst
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@ -6,6 +6,7 @@ from .analysts.fundamentals_analyst import create_fundamentals_analyst
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from .analysts.market_analyst import create_market_analyst
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from .analysts.market_analyst import create_market_analyst
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from .analysts.news_analyst import create_news_analyst
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from .analysts.news_analyst import create_news_analyst
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from .analysts.social_media_analyst import create_social_media_analyst
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from .analysts.social_media_analyst import create_social_media_analyst
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from .analysts.profile_analyst import create_profile_analyst
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from .researchers.bear_researcher import create_bear_researcher
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from .researchers.bear_researcher import create_bear_researcher
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from .researchers.bull_researcher import create_bull_researcher
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from .researchers.bull_researcher import create_bull_researcher
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@ -37,4 +38,5 @@ __all__ = [
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"create_safe_debator",
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"create_safe_debator",
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"create_social_media_analyst",
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"create_social_media_analyst",
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"create_trader",
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"create_trader",
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"create_profile_analyst"
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]
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]
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@ -0,0 +1,58 @@
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from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
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import time
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import json
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from tradingagents.agents.utils.agent_utils import get_news, get_global_news
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from tradingagents.dataflows.config import get_config
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def create_profile_analyst(llm):
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def profile_analyst_node(state):
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current_date = state["trade_date"]
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ticker = state["ticker_of_interest"]
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tools = [
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get_news,
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get_global_news,
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]
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system_message = (
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"You are a news researcher tasked with analyzing recent news and trends over the past week. Please write a comprehensive report of the current state of the world that is relevant for trading and macroeconomics. Use the available tools: get_news(query, start_date, end_date) for crypto-specific or targeted news searches, and get_global_news(curr_date, look_back_days, limit) for broader macroeconomic news. Do not simply state the trends are mixed, provide detailed and finegrained analysis and insights that may help traders make decisions."
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+ """ Make sure to append a Markdown table at the end of the report to organize key points in the report, organized and easy to read."""
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)
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prompt = ChatPromptTemplate.from_messages(
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[
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(
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"system",
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"You are a helpful AI assistant, collaborating with other assistants."
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" Use the provided tools to progress towards answering the question."
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" If you are unable to fully answer, that's OK; another assistant with different tools"
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" will help where you left off. Execute what you can to make progress."
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" If you or any other assistant has the FINAL TRANSACTION PROPOSAL: **BUY/HOLD/SELL** or deliverable,"
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" prefix your response with FINAL TRANSACTION PROPOSAL: **BUY/HOLD/SELL** so the team knows to stop."
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" You have access to the following tools: {tool_names}.\n{system_message}"
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"For your reference, the current date is {current_date}. We are looking at the coin {ticker}",
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),
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MessagesPlaceholder(variable_name="messages"),
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]
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)
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prompt = prompt.partial(system_message=system_message)
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prompt = prompt.partial(tool_names=", ".join([tool.name for tool in tools]))
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prompt = prompt.partial(current_date=current_date)
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prompt = prompt.partial(ticker=ticker)
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chain = prompt | llm.bind_tools(tools)
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result = chain.invoke(state["messages"])
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report = ""
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if len(result.tool_calls) == 0:
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report = result.content
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return {
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"messages": [result],
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"news_report": report,
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}
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return profile_analyst_node
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@ -84,6 +84,13 @@ class GraphSetup:
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)
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)
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delete_nodes["fundamentals"] = create_msg_delete()
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delete_nodes["fundamentals"] = create_msg_delete()
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tool_nodes["fundamentals"] = self.tool_nodes["fundamentals"]
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tool_nodes["fundamentals"] = self.tool_nodes["fundamentals"]
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if "profile" in selected_analysts:
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analyst_nodes["profile"] = create_profile_analyst(
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self.quick_thinking_llm
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)
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delete_nodes["profile"] = create_msg_delete()
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tool_nodes["profile"] = self.tool_nodes["profile"]
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# Create researcher and manager nodes
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# Create researcher and manager nodes
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bull_researcher_node = create_bull_researcher(
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bull_researcher_node = create_bull_researcher(
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@ -53,7 +53,7 @@ class TradingAgentsGraph:
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def __init__(
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def __init__(
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self,
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self,
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selected_analysts=["market", "social", "news", "fundamentals"],
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selected_analysts=["market", "social", "news", "fundamentals", "profile"],
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debug=False,
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debug=False,
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config: Dict[str, Any] = None,
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config: Dict[str, Any] = None,
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):
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):
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@ -166,6 +166,11 @@ class TradingAgentsGraph:
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# get_income_statement,
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# get_income_statement,
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]
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]
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),
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),
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"profile": ToolNode(
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[
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# Profile analysis tools can be added here
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]
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),
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}
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}
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def propagate(self, company_name, trade_date):
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def propagate(self, company_name, trade_date):
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