crypto_analysis_agents.py

from crewai import Agent
from langchain.llms import HuggingFaceHub
from langchain_community.embeddings import HuggingFaceEmbeddings
from langchain_community.llms import HuggingFaceHub
from crypto_tools import CryptoTools
from news_tools import NewsTools
from sentiment_tools import SentimentTools
import os


class CryptoAnalysisAgents:
    def __init__(self):
        self.llm = HuggingFaceHub(
            repo_id="facebook/opt-125m", 
            model_kwargs={"temperature": 0.7, "max_length": 512},
            task="text-generation"
        )
        self.embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-MiniLM-L6-v2")
        huggingfacehub_api_token = os.getenv("HUGGINGFACEHUB_API_TOKEN")
        
    def market_analyst(self):
        return Agent(
            role='Crypto Market Analyst',
            goal="Provide in-depth industry, market analysis and insights for cryptocurrencies. You also provide insight on on our geo-politics and economic policies impact on crypto",
            backstory="""You are a seasoned crypto market analyst with years of experience in blockchain technology and cryptocurrency markets. Your expertise helps clients navigate the volatile crypto landscape.""",
            verbose=True,
            llm=self.llm,
            tools=[
                CryptoTools.get_crypto_price,
                CryptoTools.get_market_cap,
                NewsTools.search_crypto_news,
                SentimentTools.analyze_sentiment
            ]
        )

    def technical_analyst(self):
        return Agent(
            role='Crypto Technical Analyst',
            goal="Analyze cryptocurrency price patterns and provide technical insights",
            backstory="""You are an expert in technical analysis, specializing in cryptocurrency markets. Your chart reading skills and understanding of technical indicators are unparalleled.""",
            verbose=True,
            llm=self.llm,
            tools=[
                CryptoTools.get_crypto_price,
                CryptoTools.calculate_rsi,
                CryptoTools.calculate_moving_average
            ]
        )

    def crypto_advisor(self):
        return Agent(
            role='Cryptocurrency Investment Advisor',
            goal="Provide comprehensive investment advice for cryptocurrency portfolios",
            backstory="""You are a trusted cryptocurrency investment advisor with a deep understanding of blockchain technology, market dynamics, and risk management in the crypto space.""",
            verbose=True,
            llm=self.llm,
            tools=[
                CryptoTools.get_crypto_price,
                CryptoTools.get_market_cap,
                NewsTools.search_crypto_news,
                SentimentTools.analyze_sentiment
            ]
        )