Update app.py

app.py

@@ -1,94 +1,108 @@
 import os
 from crewai import Agent, Task, Crew, Process
-from langchain.tools import DuckDuckGoSearchRun
-
-from langchain.agents import load_tools
-from langchain_google_genai import ChatGoogleGenerativeAI
-
+from langchain.tools import Tool  # Assuming DuckDuckGoSearchRun or equivalent tool is available
 import gradio as gr
 
-api_gemini = os.environ["api_gemini"]
+# Assuming WebSearchTools and ChatGoogleGenerativeAI are properly defined and available
+from WebScape_TOOL import WebSearchTools  
 
-# Function to run the Crew AI logic
-def run_crew_ai(query):
-    # Initialize the ChatGoogleGenerativeAI model with verbose set to False
-    llm2 = ChatGoogleGenerativeAI(
-        model="gemini-pro", verbose=False, temperature=0.1, google_api_key=api_gemini
-    )
+##################################  -  GOOGLE LLM  -  ##################################
+from langchain_google_genai import ChatGoogleGenerativeAI
+# Set up API keys and environment variables
+api_gemini = 'AIzaSyB4feCeVxvjfd6a6L1jtaV_NHUMSh0MGQk' # Replace with your actual API key
+os.environ["api_gemini"] = api_gemini
+# Define the Large Language Model (LLM)
+llm = ChatGoogleGenerativeAI(model="gemini-pro", verbose=True, temperature=0.1, google_api_key=api_gemini)
 
-    # Initialize tools
-    search_tool = DuckDuckGoSearchRun()
-    human_tools = load_tools(["human"]) ## Agent can ask for human input if they need more details
 
-    # Define Agents with verbose set to False and backstories
-    researcher = Agent(
-        role='Researcher',
-        goal='Identify new and relevant cryptocurrency based on user criteria using the internet tool',
-        backstory='As a Researcher, I am skilled in navigating the vast ocean of online information to discover emerging and promising cryptocurrencies..',
-        tools=[search_tool],
-        verbose=False,
-        allow_delegation=False,
-        llm=llm2
-    )
 
-    info_gatherer = Agent(
-        role='Information Gatherer',
-        goal='Collect detailed information about the identified cryptocurrency using the search tool, Structure the query in your search to find the needed information and keep searching.',
-        backstory='My role as an Information Gatherer is to meticulously compile all relevant data about cryptocurrencies to aid in informed decision-making.',
-        tools=[search_tool],
-        verbose=False,
-        allow_delegation=False,
-        llm=llm2
+from langchain.tools import DuckDuckGoSearchRun
+duckduckgo_search_tool = DuckDuckGoSearchRun()
+
+from WebScape_TOOL import WebSearchTools
+
+search = WebSearchTools()
+process = WebSearchTools().process_search_results
+
+def create_crewai_crypto_setup(crypto_symbol):
+    # Main Research Agent for technical and market analysis
+    research_agent = Agent(
+        role="Crypto Analysis Expert",
+        goal=f"Perform in-depth analysis on cryptocurrency realted queries, focusing on market outlook, investment strategies, technical/trade signals, and risks.",
+        backstory="Expert in technical analysis, market sentiment, and investment strategy for cryptocurrencies.",
+        verbose=True,
+        allow_delegation=True,
+        tools=[duckduckgo_search_tool],
+        llm=llm,
     )
-
-    formatter = Agent(
-        role='Formatter',
-        goal='Structure all gathered information into a clear, concise format, if information is missing from the final format I will pass the task back to the info_gather agent.',
-        backstory='As a Formatter, I excel in organizing complex information into a structured and easily understandable format for the end-user.',
-        verbose=False,
+    research_agent2 = Agent(
+        role="Crypto Analysis Expert",
+        goal=f"""Using the websearchtools perform in-depth research for the cryptocurrency - {crypto_symbol}, 
+        focusing on market outlook, investment strategies, technical/trade signals, etc
+        NOTE: Use the Search tool to search and the process tool to scape the url for additonal data, every serch much be followed by a process (webscrape)
+        """,
+        backstory="Expert in technical analysis, market sentiment, and investment strategy for cryptocurrencies.",
+        verbose=True,
         allow_delegation=False,
-        llm=llm2
+        llm=llm,
     )
 
-    # Define Tasks
-    research_task = Task(
-        description=f'Search the internet for a cryptocurrency that matches the user\'s prompt. Here is the prompt: "{query}"', 
-        agent=researcher
+    # Task 1: Market Outlook
+    market_data_t0 = Task(
+        description=f"""Search and gather market data and metrics for cryptocurrency - {crypto_symbol} - Only focus on the crypto name and symbol.
+        focus on 2024 and beyond price trends, including timeline of price targets, key price points, buy/sell/hold levels,
+        techincal triggers and metrics, price action, and short, medium, long term predictions along with any other relavant information, metrics and or datapoints.""",
+        expected_output="Group similar data into sections, with information and data metrics presented in a clear and concise manner",
+        tools=[search.pricetargets_search,
+               search.forecast_search,
+               search.technicalsignals_search,
+               process],
+        agent=research_agent2,
     )
 
-    gather_task = Task(
-        description='Gather all relevant information about the identified cryptocurrency including a summary, todays price, todays market capilization, offical URL.', 
-        agent=info_gatherer
+    # Task 3: Technical/Trade Signals
+    technical_signals_t3 = Task(
+        description=f""""Research and perform technical analysis on cryptocurrency - {crypto_symbol}, 
+        identify recent trade and techincal signals, report over various timeframes, trend type (Bullish, neutral, bearish), 
+        and type of indicator like moving averages, RSI, MACD, or other related signars if present during search.
+        note - Use only the crypto symbol to perfom your search""",
+        expected_output="Information in list with summary grouped if possible",
+        tools=[search.technicalsignals_search, process],
+        agent=research_agent,
     )
-
-    format_task = Task(
-        description='Structure the gathered information in a list structure with all the relevant details neat and user friendly', 
-        agent=formatter
+    
+    ### Gather information and structure it? or not ?
+    #### DEFINE What sections we need in the report for t3 
+    
+    Summary_t3 = Task(
+        description=f""""Create a report based on the request {crypto_symbol} (Focus on talioring the info,metrics, and metrics
+        that are relavant to the query. You have access to all the information you need and can delegate research if needed""",
+        expected_output="Report based on query with summary followed by sections with similar datapoints grouped including relavant data and metrics. The report should be organized, easy to read, clear and concise",
+        agent=research_agent,
     )
 
-    # Define and run the Crew
-    crew = Crew(
-        agents=[researcher, info_gatherer, formatter],
-        tasks=[research_task, gather_task, format_task],
+    # Crew setup for processing the tasks sequentially
+    crypto_crew = Crew(
+        agents=[research_agent, research_agent2],
+        tasks=[market_data_t0,Summary_t3],
+        verbose=2,
         process=Process.sequential,
-        verbose=0  # Minimize verbose output
     )
-    result = crew.kickoff()
+    crew_result = crypto_crew.kickoff()
 
-    return result
+    return crew_result
 
-# Gradio Interface Setup
-def gradio_interface(query):
-    return run_crew_ai(query)
+# Gradio Interface
+def run_crewai_app(crypto_symbol):
+    crew_result = create_crewai_crypto_setup(crypto_symbol)
+    return crew_result
 
-# Create a Gradio interface with an input textbox and output text
-interface = gr.Interface(
-    fn=gradio_interface,
-    inputs="text",
+iface = gr.Interface(
+    fn=run_crewai_app, 
+    inputs="text", 
     outputs="text",
-    title="Crew AI Cryptocurrency Researcher",
-    description="Enter a query to research cryptocurrencies using Crew AI."
+    title="CrewAI Trade Analysis",
+    description="Enter a Cryptocurrency Ticker + (optional) Techincal/trading signals, price predictions, price targets, buy/sell/hold prices."
 )
 
-# Launch the Gradio interface
-interface.launch()
+iface.launch()