Raiff1982 commited on
Commit
2e5db77
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1 Parent(s): 089cff4

Create federated_learning.py

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components/CodriaoCore/federated_learning.py ADDED
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+ import random
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+ import datetime
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+ from components.sentiment_analysis import EnhancedSentimentAnalyzer
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+ from components.real_time_data import RealTimeDataIntegrator
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+ from components.self_improving_ai import SelfImprovingAI
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+
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+ class FederatedAI:
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+ """
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+ Real federated AI aggregator using sentiment, real-time data, and self-improvement feedback loops.
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+ """
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+
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+ def __init__(self):
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+ self.nodes = {
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+ "sentiment_node": EnhancedSentimentAnalyzer(),
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+ "realtime_node": RealTimeDataIntegrator(),
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+ "self_reflect_node": SelfImprovingAI()
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+ }
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+ self.last_feedback_log = []
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+
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+ async def get_latest_data(self) -> dict:
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+ """
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+ Perform distributed AI analysis from multiple perspectives.
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+ """
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+ sentiment_result = self.nodes["sentiment_node"].detailed_analysis(
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+ "Global mental health patterns show growing concern in post-COVID behavior."
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+ )
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+
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+ try:
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+ realtime_data = await self.nodes["realtime_node"].fetch_and_integrate([
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+ "https://api.coindesk.com/v1/bpi/currentprice.json",
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+ "https://api.exchangerate-api.com/v4/latest/USD"
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+ ])
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+ except Exception as e:
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+ realtime_data = {"error": str(e)}
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+
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+ feedback = random.choice([
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+ "Response missed cultural context.",
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+ "Model adaptation needed.",
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+ "Excellent contextual interpretation.",
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+ "Too generic, lacking actionable advice."
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+ ])
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+ self.nodes["self_reflect_node"].improve(feedback)
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+ self.last_feedback_log.append(feedback)
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+
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+ return {
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+ "federated_summary": {
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+ "timestamp": datetime.datetime.utcnow().isoformat(),
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+ "sentiment_insight": sentiment_result,
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+ "real_time_data": realtime_data,
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+ "last_feedback": feedback,
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+ "feedback_history": self.last_feedback_log[-3:] # keep recent 3
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+ }
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+ }