init profile analyst

This commit is contained in:
rdyzakya 2025-12-26 11:26:01 +08:00
parent 68c2848052
commit 3798bf0b1f
4 changed files with 73 additions and 1 deletions

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@ -6,6 +6,7 @@ from .analysts.fundamentals_analyst import create_fundamentals_analyst
from .analysts.market_analyst import create_market_analyst
from .analysts.news_analyst import create_news_analyst
from .analysts.social_media_analyst import create_social_media_analyst
from .analysts.profile_analyst import create_profile_analyst
from .researchers.bear_researcher import create_bear_researcher
from .researchers.bull_researcher import create_bull_researcher
@ -37,4 +38,5 @@ __all__ = [
"create_safe_debator",
"create_social_media_analyst",
"create_trader",
"create_profile_analyst"
]

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@ -0,0 +1,58 @@
from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
import time
import json
from tradingagents.agents.utils.agent_utils import get_news, get_global_news
from tradingagents.dataflows.config import get_config
def create_profile_analyst(llm):
def profile_analyst_node(state):
current_date = state["trade_date"]
ticker = state["ticker_of_interest"]
tools = [
get_news,
get_global_news,
]
system_message = (
"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."
+ """ 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."""
)
prompt = ChatPromptTemplate.from_messages(
[
(
"system",
"You are a helpful AI assistant, collaborating with other assistants."
" Use the provided tools to progress towards answering the question."
" If you are unable to fully answer, that's OK; another assistant with different tools"
" will help where you left off. Execute what you can to make progress."
" If you or any other assistant has the FINAL TRANSACTION PROPOSAL: **BUY/HOLD/SELL** or deliverable,"
" prefix your response with FINAL TRANSACTION PROPOSAL: **BUY/HOLD/SELL** so the team knows to stop."
" You have access to the following tools: {tool_names}.\n{system_message}"
"For your reference, the current date is {current_date}. We are looking at the coin {ticker}",
),
MessagesPlaceholder(variable_name="messages"),
]
)
prompt = prompt.partial(system_message=system_message)
prompt = prompt.partial(tool_names=", ".join([tool.name for tool in tools]))
prompt = prompt.partial(current_date=current_date)
prompt = prompt.partial(ticker=ticker)
chain = prompt | llm.bind_tools(tools)
result = chain.invoke(state["messages"])
report = ""
if len(result.tool_calls) == 0:
report = result.content
return {
"messages": [result],
"news_report": report,
}
return profile_analyst_node

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@ -84,6 +84,13 @@ class GraphSetup:
)
delete_nodes["fundamentals"] = create_msg_delete()
tool_nodes["fundamentals"] = self.tool_nodes["fundamentals"]
if "profile" in selected_analysts:
analyst_nodes["profile"] = create_profile_analyst(
self.quick_thinking_llm
)
delete_nodes["profile"] = create_msg_delete()
tool_nodes["profile"] = self.tool_nodes["profile"]
# Create researcher and manager nodes
bull_researcher_node = create_bull_researcher(

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@ -53,7 +53,7 @@ class TradingAgentsGraph:
def __init__(
self,
selected_analysts=["market", "social", "news", "fundamentals"],
selected_analysts=["market", "social", "news", "fundamentals", "profile"],
debug=False,
config: Dict[str, Any] = None,
):
@ -166,6 +166,11 @@ class TradingAgentsGraph:
# get_income_statement,
]
),
"profile": ToolNode(
[
# Profile analysis tools can be added here
]
),
}
def propagate(self, company_name, trade_date):