diff --git a/.gitignore b/.gitignore index 0a19790..654db99 100644 --- a/.gitignore +++ b/.gitignore @@ -172,3 +172,6 @@ cython_debug/ # PyPI configuration file .pypirc + +# chroma db +./chroma_db/ \ No newline at end of file diff --git a/docs/App_Architecture_Diagrams.md b/docs/App_Architecture_Diagrams.md new file mode 100644 index 0000000..a498770 --- /dev/null +++ b/docs/App_Architecture_Diagrams.md @@ -0,0 +1,255 @@ +# ๐Ÿ“Š Architettura e Flussi dell'App upo-appAI + +## ๐Ÿ—๏ธ Diagramma Architettura Generale + +``` +โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” +โ”‚ ๐ŸŒ GRADIO UI โ”‚ +โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ +โ”‚ โ”‚ User Input โ”‚ โ”‚ Provider โ”‚ โ”‚ Style โ”‚ โ”‚ +โ”‚ โ”‚ (Query) โ”‚ โ”‚ (Model) โ”‚ โ”‚ (Conservative/ โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ Aggressive) โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚ +โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ + โ”‚ + โ–ผ +โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” +โ”‚ ๐Ÿ”ง TOOL AGENT โ”‚ +โ”‚ (Central Orchestrator) โ”‚ +โ”‚ โ”‚ +โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ +โ”‚ โ”‚ 1. Collect Data โ”‚ โ”‚ 2. Analyze โ”‚ โ”‚ 3. Predict & โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ โ”‚ Sentiment โ”‚ โ”‚ Recommend โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚ +โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ + โ”‚ + โ–ผ +โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” +โ”‚ ๐Ÿ“Š AGENT ECOSYSTEM โ”‚ +โ”‚ โ”‚ +โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”โ”‚ +โ”‚ โ”‚ MARKET โ”‚ โ”‚ NEWS โ”‚ โ”‚ SOCIAL โ”‚ โ”‚ PREDICTOR โ”‚โ”‚ +โ”‚ โ”‚ AGENT โ”‚ โ”‚ AGENT โ”‚ โ”‚ AGENT โ”‚ โ”‚ AGENT โ”‚โ”‚ +โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚โ”‚ +โ”‚ โ”‚ ๐Ÿ“ˆ Coinbase โ”‚ โ”‚ ๐Ÿ“ฐ News API โ”‚ โ”‚ ๐Ÿฆ Social โ”‚ โ”‚ ๐Ÿค– LLM โ”‚โ”‚ +โ”‚ โ”‚ ๐Ÿ“Š CryptoCmpโ”‚ โ”‚ โ”‚ โ”‚ Media โ”‚ โ”‚ Analysis โ”‚โ”‚ +โ”‚ โ”‚ ๐ŸŸก Binance โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚โ”‚ +โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜โ”‚ +โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ +``` + +## ๐Ÿ”„ Flusso di Esecuzione Dettagliato + +``` +๐Ÿ‘ค USER REQUEST + โ”‚ + โ”‚ "Analizza Bitcoin con strategia aggressiva" + โ–ผ +โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” +โ”‚ ๐Ÿ”ง TOOL AGENT โ”‚ +โ”‚ โ”‚ +โ”‚ def interact(query, provider, style): โ”‚ +โ”‚ โ”‚ โ”‚ +โ”‚ โ”œโ”€โ”€ ๐Ÿ“Š market_data = market_agent.analyze(query) โ”‚ +โ”‚ โ”œโ”€โ”€ ๐Ÿ“ฐ news_sentiment = news_agent.analyze(query) โ”‚ +โ”‚ โ”œโ”€โ”€ ๐Ÿฆ social_sentiment = social_agent.analyze(query) โ”‚ +โ”‚ โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€ ๐Ÿค– prediction = predictor_agent.predict(...) โ”‚ +โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ + โ”‚ + โ–ผ +๐Ÿ“Š MARKET AGENT - Parallel Data Collection +โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” +โ”‚ โ”‚ +โ”‚ ๐Ÿ” Auto-detect Available Providers: โ”‚ +โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ +โ”‚ โ”‚ Coinbase โ”‚ โ”‚ CryptoComp โ”‚ โ”‚ Binance โ”‚ โ”‚ +โ”‚ โ”‚ REST โ”‚ โ”‚ API โ”‚ โ”‚ Mock โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ +โ”‚ โ”‚ โœ… Active โ”‚ โ”‚ โœ… Active โ”‚ โ”‚ โœ… Active โ”‚ โ”‚ +โ”‚ โ”‚ $63,500 BTC โ”‚ โ”‚ $63,450 BTC โ”‚ โ”‚ $63,600 BTC โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚ +โ”‚ โ”‚ +โ”‚ ๐Ÿ“ˆ Aggregated Result: โ”‚ +โ”‚ { โ”‚ +โ”‚ "aggregated_data": { โ”‚ +โ”‚ "BTC_USD": { โ”‚ +โ”‚ "price": 63516.67, โ”‚ +โ”‚ "confidence": 0.94, โ”‚ +โ”‚ "sources_count": 3 โ”‚ +โ”‚ } โ”‚ +โ”‚ }, โ”‚ +โ”‚ "individual_sources": {...}, โ”‚ +โ”‚ "market_signals": {...} โ”‚ +โ”‚ } โ”‚ +โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ + โ”‚ + โ–ผ +๐Ÿ“ฐ NEWS AGENT + ๐Ÿฆ SOCIAL AGENT +โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” +โ”‚ โ”‚ +โ”‚ ๐Ÿ“ฐ News Sentiment: "Positive momentum, institutional โ”‚ +โ”‚ adoption increasing..." โ”‚ +โ”‚ โ”‚ +โ”‚ ๐Ÿฆ Social Sentiment: "Bullish sentiment on Reddit, โ”‚ +โ”‚ Twitter mentions up 15%..." โ”‚ +โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ + โ”‚ + โ–ผ +๐Ÿค– PREDICTOR AGENT +โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” +โ”‚ โ”‚ +โ”‚ Input: โ”‚ +โ”‚ โ”œโ”€โ”€ ๐Ÿ“Š Market Data (aggregated + confidence) โ”‚ +โ”‚ โ”œโ”€โ”€ ๐Ÿ“ฐ๐Ÿฆ Combined Sentiment โ”‚ +โ”‚ โ”œโ”€โ”€ ๐ŸŽฏ Style: "aggressive" โ”‚ +โ”‚ โ””โ”€โ”€ ๐Ÿค– Provider: "openai/anthropic/google..." โ”‚ +โ”‚ โ”‚ +โ”‚ ๐Ÿง  LLM Processing: โ”‚ +โ”‚ "Based on high confidence market data (0.94) showing โ”‚ +โ”‚ $63,516 BTC with positive sentiment across news and โ”‚ +โ”‚ social channels, aggressive strategy recommendation..." โ”‚ +โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ + โ”‚ + โ–ผ +๐Ÿ“‹ FINAL OUTPUT +โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” +โ”‚ ๐Ÿ“Š Market Data Summary โ”‚ +โ”‚ ๐Ÿ“ฐ๐Ÿฆ Sentiment Analysis โ”‚ +โ”‚ ๐Ÿ“ˆ Final Recommendation: โ”‚ +โ”‚ "Strong BUY signal with 85% confidence..." โ”‚ +โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ +``` + +## ๐Ÿ›๏ธ Architettura dei Provider (Market Agent) + +``` +โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” +โ”‚ ๐Ÿ“Š MARKET AGENT โ”‚ +โ”‚ โ”‚ +โ”‚ ๐Ÿ” Provider Detection Logic: โ”‚ +โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”โ”‚ +โ”‚ โ”‚ def _setup_providers(): โ”‚โ”‚ +โ”‚ โ”‚ โ”œโ”€โ”€ ๐Ÿ”‘ Check CDP_API_KEY_NAME + CDP_API_PRIVATE_KEY โ”‚โ”‚ +โ”‚ โ”‚ โ”‚ โ””โ”€โ”€ โœ… Setup Coinbase Advanced Trade โ”‚โ”‚ +โ”‚ โ”‚ โ”œโ”€โ”€ ๐Ÿ”‘ Check CRYPTOCOMPARE_API_KEY โ”‚โ”‚ +โ”‚ โ”‚ โ”‚ โ””โ”€โ”€ โœ… Setup CryptoCompare โ”‚โ”‚ +โ”‚ โ”‚ โ””โ”€โ”€ ๐Ÿ”‘ Check BINANCE_API_KEY (future) โ”‚โ”‚ +โ”‚ โ”‚ โ””โ”€โ”€ โœ… Setup Binance API โ”‚โ”‚ +โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜โ”‚ +โ”‚ โ”‚ +โ”‚ ๐Ÿ“ก Data Flow: โ”‚ +โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ +โ”‚ โ”‚ Provider 1 โ”‚โ”€โ”€โ”€โ–ถโ”‚ โ”‚โ—€โ”€โ”€โ”€โ”‚ Provider 2 โ”‚ โ”‚ +โ”‚ โ”‚ Coinbase โ”‚ โ”‚ AGGREGATOR โ”‚ โ”‚ CryptoComp โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ +โ”‚ โ”‚ Real-time โ”‚ โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ โ”‚ Real-time โ”‚ โ”‚ +โ”‚ โ”‚ Market Data โ”‚ โ”‚ โ”‚Confidenceโ”‚ โ”‚ โ”‚ Market Data โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚ โ”‚Scoring โ”‚ โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚ +โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ +โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ โ”‚ Spread โ”‚ โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ +โ”‚ โ”‚ Provider 3 โ”‚โ”€โ”€โ”€โ–ถโ”‚ โ”‚Analysis โ”‚ โ”‚โ—€โ”€โ”€โ”€โ”‚ Provider N โ”‚ โ”‚ +โ”‚ โ”‚ Binance โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ Future โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚ โ”‚ โ”‚ โ”‚ +โ”‚ โ”‚ Mock Data โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚ +โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ +``` + +## ๐Ÿ”ง Signers Architecture + +``` +โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” +โ”‚ ๐Ÿ” SIGNERS ECOSYSTEM โ”‚ +โ”‚ โ”‚ +โ”‚ ๐Ÿ“ src/app/signers/market_signers/ โ”‚ +โ”‚ โ”‚ โ”‚ +โ”‚ โ”œโ”€โ”€ ๐Ÿฆ coinbase_rest_signer.py โ”‚ +โ”‚ โ”‚ โ”œโ”€โ”€ ๐Ÿ”‘ Uses: CDP_API_KEY_NAME + CDP_API_PRIVATE_KEY โ”‚ +โ”‚ โ”‚ โ”œโ”€โ”€ ๐Ÿ“ก RESTClient from coinbase.rest โ”‚ +โ”‚ โ”‚ โ”œโ”€โ”€ ๐Ÿ“Š get_asset_info() โ†’ Real Coinbase data โ”‚ +โ”‚ โ”‚ โ””โ”€โ”€ ๐Ÿ“ˆ get_multiple_assets() โ†’ Bulk data โ”‚ +โ”‚ โ”‚ โ”‚ +โ”‚ โ”œโ”€โ”€ ๐Ÿ“Š cryptocompare_signer.py โ”‚ +โ”‚ โ”‚ โ”œโ”€โ”€ ๐Ÿ”‘ Uses: CRYPTOCOMPARE_API_KEY โ”‚ +โ”‚ โ”‚ โ”œโ”€โ”€ ๐Ÿ“ก Direct HTTP requests โ”‚ +โ”‚ โ”‚ โ”œโ”€โ”€ ๐Ÿ’ฐ get_crypto_prices() โ†’ Multi-currency โ”‚ +โ”‚ โ”‚ โ””โ”€โ”€ ๐Ÿ† get_top_cryptocurrencies() โ†’ Market cap โ”‚ +โ”‚ โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€ ๐ŸŸก binance_signer.py โ”‚ +โ”‚ โ”œโ”€โ”€ ๐Ÿ”‘ Uses: BINANCE_API_KEY (future) โ”‚ +โ”‚ โ”œโ”€โ”€ ๐Ÿ“ก Mock implementation โ”‚ +โ”‚ โ”œโ”€โ”€ ๐ŸŽญ Simulated market data โ”‚ +โ”‚ โ””โ”€โ”€ ๐Ÿ“ˆ Compatible interface โ”‚ +โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ +``` + +## ๐Ÿš€ Future Enhancement: Async Flow + +``` + ๐Ÿ“ฑ USER REQUEST + โ”‚ + โ–ผ + ๐Ÿ”ง TOOL AGENT (async) + โ”‚ + โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” + โ”‚ โ”‚ โ”‚ + โ–ผ โ–ผ โ–ผ + ๐Ÿ“Š Market ๐Ÿ“ฐ News ๐Ÿฆ Social + Agent (async) Agent (async) Agent (async) + โ”‚ โ”‚ โ”‚ + โ”Œโ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ” โ”‚ โ”‚ + โ–ผ โ–ผ โ–ผ โ”‚ โ”‚ + Coinbase โ”‚ Binance โ”‚ โ”‚ + CC โ”‚ โ”‚ โ”‚ + โ–ผโ–ผโ–ผ โ–ผ โ–ผ + ๐Ÿ”„ Parallel ๐Ÿ“ฐ Sentiment ๐Ÿฆ Sentiment + Aggregation Analysis Analysis + โ”‚ โ”‚ โ”‚ + โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ + โ–ผ + ๐Ÿค– PREDICTOR AGENT + (LLM Analysis) + โ”‚ + โ–ผ + ๐Ÿ“‹ FINAL RESULT + (JSON + Confidence) +``` + +## ๐Ÿ“Š Data Flow Example + +``` +Input: "Analyze Bitcoin aggressive strategy" +โ”‚ +โ”œโ”€โ”€ ๐Ÿ“Š Market Agent Output: +โ”‚ { +โ”‚ "aggregated_data": { +โ”‚ "BTC_USD": {"price": 63516.67, "confidence": 0.94} +โ”‚ }, +โ”‚ "individual_sources": { +โ”‚ "coinbase": {"price": 63500, "volume": "1.2M"}, +โ”‚ "cryptocompare": {"price": 63450, "volume": "N/A"}, +โ”‚ "binance": {"price": 63600, "volume": "2.1M"} +โ”‚ }, +โ”‚ "market_signals": { +โ”‚ "spread_analysis": "Low spread (0.24%) - healthy liquidity", +โ”‚ "price_divergence": "Max deviation: 0.24% - Normal range" +โ”‚ } +โ”‚ } +โ”‚ +โ”œโ”€โ”€ ๐Ÿ“ฐ News Sentiment: "Positive institutional adoption news..." +โ”œโ”€โ”€ ๐Ÿฆ Social Sentiment: "Bullish Reddit sentiment, +15% mentions" +โ”‚ +โ””โ”€โ”€ ๐Ÿค– Predictor Output: + "๐Ÿ“ˆ Strong BUY recommendation based on: + - High confidence market data (94%) + - Positive news sentiment + - Bullish social indicators + - Low spread indicates healthy liquidity + + Aggressive Strategy: Consider 15-20% portfolio allocation" +``` + +--- +*Diagrammi creati: 2025-09-23* +*Sistema: upo-appAI Market Analysis Platform* \ No newline at end of file diff --git a/docs/Async_Implementation_Detail.md b/docs/Async_Implementation_Detail.md new file mode 100644 index 0000000..9642dff --- /dev/null +++ b/docs/Async_Implementation_Detail.md @@ -0,0 +1,203 @@ +# ๐Ÿš€ Diagramma Dettaglio: Implementazione Asincrona + +## โšก Async Market Data Collection (Fase 3) + +``` +โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” +โ”‚ ๐Ÿ”ง TOOL AGENT โ”‚ +โ”‚ โ”‚ +โ”‚ async def interact(query, provider, style): โ”‚ +โ”‚ โ”‚ โ”‚ +โ”‚ โ”œโ”€โ”€ ๐Ÿ“Š market_data = await market_agent.analyze_async() โ”‚ +โ”‚ โ”œโ”€โ”€ ๐Ÿ“ฐ news_data = await news_agent.analyze_async() โ”‚ +โ”‚ โ”œโ”€โ”€ ๐Ÿฆ social_data = await social_agent.analyze_async() โ”‚ +โ”‚ โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€ ๐Ÿค– prediction = await predictor.predict_async(...) โ”‚ +โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ + โ”‚ + โ–ผ +โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” +โ”‚ ๐Ÿ“Š MARKET AGENT - ASYNC IMPLEMENTATION โ”‚ +โ”‚ โ”‚ +โ”‚ async def analyze_async(self, query): โ”‚ +โ”‚ symbols = extract_symbols(query) # ["BTC", "ETH"] โ”‚ +โ”‚ โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€ ๐Ÿ”„ tasks = [ โ”‚ +โ”‚ โ”‚ self._query_coinbase_async(symbols), โ”‚ +โ”‚ โ”‚ self._query_cryptocompare_async(symbols), โ”‚ +โ”‚ โ”‚ self._query_binance_async(symbols) โ”‚ +โ”‚ โ”‚ ] โ”‚ +โ”‚ โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€ ๐Ÿ“Š results = await asyncio.gather(*tasks) โ”‚ +โ”‚ โ”‚ โ”‚ +โ”‚ โ–ผ โ”‚ +โ”‚ ๐Ÿงฎ aggregate_results(results) โ”‚ +โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ + โ”‚ + โ–ผ +โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” +โ”‚ โฑ๏ธ TIMING DIAGRAM โ”‚ +โ”‚ โ”‚ +โ”‚ Time: 0ms 500ms 1000ms 1500ms 2000ms โ”‚ +โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ +โ”‚ ๐Ÿ“ก Start all requests โ”‚ +โ”‚ โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ +โ”‚ โ”‚ ๐Ÿฆ Coinbase Request โ”‚ โ”‚ +โ”‚ โ”‚ โœ… Response โ”‚ (1.2s) โ”‚ +โ”‚ โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ โ”‚ +โ”‚ โ”‚ ๐Ÿ“Š CryptoCompare Request โ”‚ โ”‚ โ”‚ +โ”‚ โ”‚ โœ… Response (0.8s) โ”‚ โ”‚ +โ”‚ โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ โ”‚ โ”‚ +โ”‚ โ”‚ ๐ŸŸก Binance โ”‚ โ”‚ โ”‚ โ”‚ +โ”‚ โ”‚ โœ… Response (0.3s - mock) โ”‚ โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚ +โ”‚ โ”‚ โ”‚ โ”‚ +โ”‚ Wait for all... โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ +โ”‚ ๐Ÿงฎ Aggregate (1.2s total) โ”‚ +โ”‚ โ”‚ +โ”‚ ๐Ÿ“ˆ Performance Gain: โ”‚ +โ”‚ Sequential: 1.2s + 0.8s + 0.3s = 2.3s โ”‚ +โ”‚ Parallel: max(1.2s, 0.8s, 0.3s) = 1.2s โ”‚ +โ”‚ Improvement: ~48% faster! ๐Ÿš€ โ”‚ +โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ +``` + +## ๐Ÿงฎ Aggregation Algorithm Detail + +``` +โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” +โ”‚ ๐Ÿ”ฌ DATA AGGREGATION LOGIC โ”‚ +โ”‚ โ”‚ +โ”‚ def aggregate_market_data(results): โ”‚ +โ”‚ โ”‚ โ”‚ +โ”‚ โ”œโ”€โ”€ ๐Ÿ“Š Input Data: โ”‚ +โ”‚ โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ +โ”‚ โ”‚ โ”‚ coinbase: {"BTC": 63500, "ETH": 4150} โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ cryptocomp: {"BTC": 63450, "ETH": 4160} โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ binance: {"BTC": 63600, "ETH": 4140} โ”‚ โ”‚ +โ”‚ โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚ +โ”‚ โ”‚ โ”‚ +โ”‚ โ”œโ”€โ”€ ๐Ÿงฎ Price Calculation: โ”‚ +โ”‚ โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ +โ”‚ โ”‚ โ”‚ BTC_prices = [63500, 63450, 63600] โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ BTC_avg = 63516.67 โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ BTC_std = 75.83 โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ BTC_spread = (max-min)/avg = 0.24% โ”‚ โ”‚ +โ”‚ โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚ +โ”‚ โ”‚ โ”‚ +โ”‚ โ”œโ”€โ”€ ๐ŸŽฏ Confidence Scoring: โ”‚ +โ”‚ โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ +โ”‚ โ”‚ โ”‚ confidence = 1 - (std_dev / mean) โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ if spread < 0.5%: confidence += 0.1 โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ if sources >= 3: confidence += 0.05 โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ BTC_confidence = 0.94 (excellent!) โ”‚ โ”‚ +โ”‚ โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚ +โ”‚ โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€ ๐Ÿ“ˆ Market Signals: โ”‚ +โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ +โ”‚ โ”‚ spread_analysis: โ”‚ โ”‚ +โ”‚ โ”‚ "Low spread (0.24%) indicates healthy liq." โ”‚ โ”‚ +โ”‚ โ”‚ volume_trend: โ”‚ โ”‚ +โ”‚ โ”‚ "Combined volume: 4.1M USD" โ”‚ โ”‚ +โ”‚ โ”‚ price_divergence: โ”‚ โ”‚ +โ”‚ โ”‚ "Max deviation: 0.24% - Normal range" โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚ +โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ +``` + +## ๐Ÿ”„ Error Handling & Resilience + +``` +โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” +โ”‚ ๐Ÿ›ก๏ธ RESILIENCE STRATEGY โ”‚ +โ”‚ โ”‚ +โ”‚ Scenario 1: One Provider Fails โ”‚ +โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ +โ”‚ โ”‚ ๐Ÿฆ Coinbase: โœ… Success (BTC: $63500) โ”‚ โ”‚ +โ”‚ โ”‚ ๐Ÿ“Š CryptoComp: โŒ Timeout/Error โ”‚ โ”‚ +โ”‚ โ”‚ ๐ŸŸก Binance: โœ… Success (BTC: $63600) โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ โ”‚ +โ”‚ โ”‚ Result: Continue with 2 sources โ”‚ โ”‚ +โ”‚ โ”‚ Confidence: 0.89 (slightly reduced) โ”‚ โ”‚ +โ”‚ โ”‚ Note: "CryptoCompare unavailable" โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚ +โ”‚ โ”‚ +โ”‚ Scenario 2: Multiple Providers Fail โ”‚ +โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ +โ”‚ โ”‚ ๐Ÿฆ Coinbase: โŒ API Limit โ”‚ โ”‚ +โ”‚ โ”‚ ๐Ÿ“Š CryptoComp: โœ… Success (BTC: $63450) โ”‚ โ”‚ +โ”‚ โ”‚ ๐ŸŸก Binance: โŒ Network Error โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ โ”‚ +โ”‚ โ”‚ Result: Single source data โ”‚ โ”‚ +โ”‚ โ”‚ Confidence: 0.60 (low - warn user) โ”‚ โ”‚ +โ”‚ โ”‚ Note: "Limited data - consider waiting" โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚ +โ”‚ โ”‚ +โ”‚ Scenario 3: All Providers Fail โ”‚ +โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ +โ”‚ โ”‚ ๐Ÿฆ Coinbase: โŒ Maintenance โ”‚ โ”‚ +โ”‚ โ”‚ ๐Ÿ“Š CryptoComp: โŒ API Down โ”‚ โ”‚ +โ”‚ โ”‚ ๐ŸŸก Binance: โŒ Rate Limit โ”‚ โ”‚ +โ”‚ โ”‚ โ”‚ โ”‚ +โ”‚ โ”‚ Result: Graceful degradation โ”‚ โ”‚ +โ”‚ โ”‚ Message: "Market data temporarily unavailable" โ”‚ โ”‚ +โ”‚ โ”‚ Fallback: Cached data (if available) โ”‚ โ”‚ +โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚ +โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ +``` + +## ๐Ÿ“Š JSON Output Schema + +```json +{ + "aggregated_data": { + "BTC_USD": { + "price": 63516.67, + "confidence": 0.94, + "sources_count": 3, + "last_updated": "2025-09-23T17:30:00Z" + }, + "ETH_USD": { + "price": 4150.33, + "confidence": 0.91, + "sources_count": 3, + "last_updated": "2025-09-23T17:30:00Z" + } + }, + "individual_sources": { + "coinbase": { + "BTC": {"price": 63500, "volume": "1.2M", "status": "online"}, + "ETH": {"price": 4150, "volume": "25.6M", "status": "online"} + }, + "cryptocompare": { + "BTC": {"price": 63450, "volume": "N/A", "status": "active"}, + "ETH": {"price": 4160, "volume": "N/A", "status": "active"} + }, + "binance": { + "BTC": {"price": 63600, "volume": "2.1M", "status": "mock"}, + "ETH": {"price": 4140, "volume": "18.3M", "status": "mock"} + } + }, + "market_signals": { + "spread_analysis": "Low spread (0.24%) indicates healthy liquidity", + "volume_trend": "Combined BTC volume: 3.3M USD (+12% from avg)", + "price_divergence": "Max deviation: 0.24% - Normal range", + "data_quality": "High - 3 sources, low variance", + "recommendation": "Data suitable for trading decisions" + }, + "metadata": { + "query_time_ms": 1247, + "sources_queried": ["coinbase", "cryptocompare", "binance"], + "sources_successful": ["coinbase", "cryptocompare", "binance"], + "sources_failed": [], + "aggregation_method": "weighted_average", + "confidence_threshold": 0.75 + } +} +``` + +--- +*Diagramma dettaglio asincrono: 2025-09-23* +*Focus: Performance, Resilienza, Qualitร  Dati* \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index 341f72d..7d253eb 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -37,5 +37,13 @@ dependencies = [ "coinbase-advanced-py", "cryptocompare", "cdp-sdk", - "python-binance" + "python-binance", + "langchain>=0.3.27", + "langchain-community>=0.3.21", + "langchain-chroma>=0.2.2", + "langchain-ollama>=0.3.7", + "chromadb", + "fastapi", + "uvicorn", + "pydantic" ] diff --git a/src/app/agents/market_agent.py b/src/app/agents/market_agent.py index 5d0106d..e92a05c 100644 --- a/src/app/agents/market_agent.py +++ b/src/app/agents/market_agent.py @@ -3,7 +3,7 @@ import requests import logging import os from dotenv import load_dotenv -from app.signers.market_signers.coinbase_rest_signer import CoinbaseCDPSigner +from app.signers.market_signers.coinbase_signer import CoinbaseCDPSigner from app.signers.market_signers.cryptocompare_signer import CryptoCompareSigner load_dotenv() diff --git a/src/app/signers/market_signers/coinbase_cdp_signer.py b/src/app/signers/market_signers/coinbase_cdp_signer.py deleted file mode 100644 index 774348f..0000000 --- a/src/app/signers/market_signers/coinbase_cdp_signer.py +++ /dev/null @@ -1,186 +0,0 @@ -import os -import logging -from cdp import * -from typing import Dict, List, Any, Optional - -logger = logging.getLogger(__name__) - - -class CoinbaseCDPSigner: - """ - Signer per Coinbase Developer Platform (CDP) SDK. - Utilizza il nuovo sistema di autenticazione di Coinbase basato su CDP. - """ - - def __init__(self, api_key_name: str = None, api_private_key: str = None): - """ - Inizializza il CDP signer. - - Args: - api_key_name: Nome della API key (formato: organizations/org-id/apiKeys/key-id) - api_private_key: Private key in formato PEM - """ - self.api_key_name = api_key_name or os.getenv('CDP_API_KEY_NAME') - self.api_private_key = api_private_key or os.getenv('CDP_API_PRIVATE_KEY') - - if not self.api_key_name or not self.api_private_key: - raise ValueError("CDP_API_KEY_NAME and CDP_API_PRIVATE_KEY are required") - - # Configura CDP client - try: - self.client = CdpClient( - api_key_id=self.api_key_name, - api_key_secret=self.api_private_key, - debugging=False - ) - self._configured = True - logger.info(f"โœ… CDP Client configured with key: {self.api_key_name[:50]}...") - except Exception as e: - self._configured = False - logger.error(f"Failed to configure CDP Client: {e}") - raise ValueError(f"Failed to configure CDP SDK: {e}") - - def is_configured(self) -> bool: - """Verifica se CDP รจ configurato correttamente""" - return getattr(self, '_configured', False) - - def get_asset_info(self, asset_id: str) -> Dict[str, Any]: - """ - Ottiene informazioni su un asset specifico. - - Args: - asset_id: ID dell'asset (es. "BTC", "ETH") - - Returns: - Dict con informazioni sull'asset - """ - if not self.is_configured(): - return { - 'asset_id': asset_id, - 'error': 'CDP Client not configured', - 'success': False - } - - try: - # Per ora, restituiamo un mock data structure - # In futuro, quando CDP avrร  metodi per asset info, useremo quelli - return { - 'asset_id': asset_id, - 'price': self._get_mock_price(asset_id), - 'symbol': asset_id, - 'name': self._get_asset_name(asset_id), - 'success': True, - 'source': 'cdp_mock' - } - except Exception as e: - logger.error(f"Error getting asset info for {asset_id}: {e}") - return { - 'asset_id': asset_id, - 'error': str(e), - 'success': False - } - - def get_multiple_assets(self, asset_ids: List[str]) -> Dict[str, Any]: - """ - Ottiene informazioni su multipli asset. - - Args: - asset_ids: Lista di ID degli asset - - Returns: - Dict con informazioni sugli asset - """ - if not self.is_configured(): - return { - 'error': 'CDP Client not configured', - 'success': False - } - - results = {} - for asset_id in asset_ids: - asset_info = self.get_asset_info(asset_id) - if asset_info.get('success'): - results[asset_id] = asset_info - - return results - - def _get_mock_price(self, asset_id: str) -> float: - """ - Mock prices per i test - da sostituire con vere API CDP quando disponibili - """ - mock_prices = { - 'BTC': 63500.0, - 'ETH': 2650.0, - 'ADA': 0.45, - 'DOT': 5.2, - 'SOL': 145.0, - 'MATIC': 0.85, - 'LINK': 11.2, - 'UNI': 7.8 - } - return mock_prices.get(asset_id.upper(), 100.0) - - def _get_asset_name(self, asset_id: str) -> str: - """ - Mock asset names - """ - names = { - 'BTC': 'Bitcoin', - 'ETH': 'Ethereum', - 'ADA': 'Cardano', - 'DOT': 'Polkadot', - 'SOL': 'Solana', - 'MATIC': 'Polygon', - 'LINK': 'Chainlink', - 'UNI': 'Uniswap' - } - return names.get(asset_id.upper(), f"{asset_id} Token") - - # Metodi di compatibilitร  con l'interfaccia precedente - def build_headers(self, method: str, request_path: str, body: Optional[Dict] = None) -> Dict[str, str]: - """ - Metodo di compatibilitร  - CDP SDK gestisce internamente l'autenticazione. - Restituisce headers basic. - """ - return { - 'Content-Type': 'application/json', - 'User-Agent': 'upo-appAI/1.0-cdp' - } - - def sign_request(self, method: str, request_path: str, body: Optional[Dict] = None) -> Dict[str, Any]: - """ - Metodo di compatibilitร  - CDP SDK gestisce internamente l'autenticazione. - """ - return { - 'method': method, - 'path': request_path, - 'body': body or {}, - 'headers': self.build_headers(method, request_path, body), - 'cdp_configured': self.is_configured() - } - - def test_connection(self) -> Dict[str, Any]: - """ - Testa la connessione CDP - """ - try: - if not self.is_configured(): - return { - 'success': False, - 'error': 'CDP Client not configured' - } - - # Test basic con mock data - test_asset = self.get_asset_info('BTC') - return { - 'success': test_asset.get('success', False), - 'client_configured': True, - 'test_asset': test_asset.get('asset_id'), - 'message': 'CDP Client is working with mock data' - } - except Exception as e: - return { - 'success': False, - 'error': str(e), - 'client_configured': False - } \ No newline at end of file diff --git a/src/app/signers/market_signers/coinbase_rest_signer.py b/src/app/signers/market_signers/coinbase_rest_signer.py deleted file mode 100644 index 1343168..0000000 --- a/src/app/signers/market_signers/coinbase_rest_signer.py +++ /dev/null @@ -1,243 +0,0 @@ -import os -import logging -from coinbase.rest import RESTClient -from typing import Dict, List, Any, Optional - -logger = logging.getLogger(__name__) - - -class CoinbaseCDPSigner: - """ - Signer per Coinbase Advanced Trade API. - Utilizza le credenziali CDP per accedere alle vere API di market data di Coinbase. - """ - - def __init__(self, api_key_name: str = None, api_private_key: str = None): - """ - Inizializza il Coinbase REST client. - - Args: - api_key_name: Nome della API key (da CDP_API_KEY_NAME) - api_private_key: Private key (da CDP_API_PRIVATE_KEY) - """ - self.api_key_name = api_key_name or os.getenv('CDP_API_KEY_NAME') - self.api_private_key = api_private_key or os.getenv('CDP_API_PRIVATE_KEY') - - if not self.api_key_name or not self.api_private_key: - raise ValueError("CDP_API_KEY_NAME and CDP_API_PRIVATE_KEY are required") - - # Configura Coinbase REST client - try: - self.client = RESTClient( - api_key=self.api_key_name, - api_secret=self.api_private_key - ) - self._configured = True - logger.info(f"โœ… Coinbase REST Client configured with key: {self.api_key_name[:50]}...") - except Exception as e: - self._configured = False - logger.error(f"Failed to configure Coinbase REST Client: {e}") - raise ValueError(f"Failed to configure Coinbase REST Client: {e}") - - def is_configured(self) -> bool: - """Verifica se Coinbase REST client รจ configurato correttamente""" - return getattr(self, '_configured', False) - - def get_asset_info(self, asset_id: str) -> Dict[str, Any]: - """ - Ottiene informazioni su un asset specifico usando Coinbase Advanced Trade API. - - Args: - asset_id: ID dell'asset (es. "BTC", "ETH") - - Returns: - Dict con informazioni sull'asset - """ - if not self.is_configured(): - return { - 'asset_id': asset_id, - 'error': 'Coinbase REST Client not configured', - 'success': False - } - - try: - # Prova con USD prima, poi EUR se non funziona - product_id = f"{asset_id.upper()}-USD" - - product_data = self.client.get_product(product_id) - - return { - 'asset_id': asset_id, - 'symbol': product_data.product_id, - 'price': float(product_data.price), - 'volume_24h': float(product_data.volume_24h) if product_data.volume_24h else 0, - 'status': product_data.status, - 'base_currency': product_data.base_currency_id, - 'quote_currency': product_data.quote_currency_id, - 'success': True, - 'source': 'coinbase_advanced_trade' - } - - except Exception as e: - logger.error(f"Error getting asset info for {asset_id}: {e}") - return { - 'asset_id': asset_id, - 'error': str(e), - 'success': False - } - - def get_multiple_assets(self, asset_ids: List[str]) -> Dict[str, Any]: - """ - Ottiene informazioni su multipli asset. - - Args: - asset_ids: Lista di ID degli asset - - Returns: - Dict con informazioni sugli asset - """ - if not self.is_configured(): - return { - 'error': 'Coinbase REST Client not configured', - 'success': False - } - - results = {} - for asset_id in asset_ids: - asset_info = self.get_asset_info(asset_id) - if asset_info.get('success'): - results[asset_id] = asset_info - - return results - - def get_all_products(self) -> Dict[str, Any]: - """ - Ottiene lista di tutti i prodotti disponibili su Coinbase. - """ - if not self.is_configured(): - return { - 'error': 'Coinbase REST Client not configured', - 'success': False - } - - try: - products = self.client.get_products() - - products_data = [] - for product in products.products: - if product.status == "online": # Solo prodotti attivi - products_data.append({ - 'product_id': product.product_id, - 'price': float(product.price) if product.price else 0, - 'volume_24h': float(product.volume_24h) if product.volume_24h else 0, - 'status': product.status, - 'base_currency': product.base_currency_id, - 'quote_currency': product.quote_currency_id - }) - - return { - 'products': products_data, - 'total': len(products_data), - 'success': True - } - - except Exception as e: - logger.error(f"Error getting products: {e}") - return { - 'error': str(e), - 'success': False - } - - def get_market_trades(self, symbol: str = "BTC-USD", limit: int = 10) -> Dict[str, Any]: - """ - Ottiene gli ultimi trade di mercato per un prodotto. - - Args: - symbol: Simbolo del prodotto (es. "BTC-USD") - limit: Numero massimo di trade da restituire - - Returns: - Dict con i trade - """ - if not self.is_configured(): - return { - 'error': 'Coinbase REST Client not configured', - 'success': False - } - - try: - trades = self.client.get_market_trades(product_id=symbol, limit=limit) - - trades_data = [] - for trade in trades.trades: - trades_data.append({ - 'trade_id': trade.trade_id, - 'price': float(trade.price), - 'size': float(trade.size), - 'time': trade.time, - 'side': trade.side - }) - - return { - 'symbol': symbol, - 'trades': trades_data, - 'count': len(trades_data), - 'success': True - } - - except Exception as e: - logger.error(f"Error getting market trades for {symbol}: {e}") - return { - 'symbol': symbol, - 'error': str(e), - 'success': False - } - - # Metodi di compatibilitร  con l'interfaccia precedente - def build_headers(self, method: str, request_path: str, body: Optional[Dict] = None) -> Dict[str, str]: - """ - Metodo di compatibilitร  - Coinbase REST client gestisce internamente l'autenticazione. - """ - return { - 'Content-Type': 'application/json', - 'User-Agent': 'upo-appAI/1.0-coinbase-advanced' - } - - def sign_request(self, method: str, request_path: str, body: Optional[Dict] = None) -> Dict[str, Any]: - """ - Metodo di compatibilitร  - Coinbase REST client gestisce internamente l'autenticazione. - """ - return { - 'method': method, - 'path': request_path, - 'body': body or {}, - 'headers': self.build_headers(method, request_path, body), - 'coinbase_configured': self.is_configured() - } - - def test_connection(self) -> Dict[str, Any]: - """ - Testa la connessione Coinbase con dati reali. - """ - try: - if not self.is_configured(): - return { - 'success': False, - 'error': 'Coinbase REST Client not configured' - } - - # Test con BTC-USD - test_asset = self.get_asset_info('BTC') - return { - 'success': test_asset.get('success', False), - 'client_configured': True, - 'test_asset': test_asset.get('asset_id'), - 'test_price': test_asset.get('price'), - 'message': 'Coinbase Advanced Trade API is working with real data' - } - except Exception as e: - return { - 'success': False, - 'error': str(e), - 'client_configured': False - } \ No newline at end of file diff --git a/src/app/signers/market_signers/coinbase_signer.py b/src/app/signers/market_signers/coinbase_signer.py index e789673..1343168 100644 --- a/src/app/signers/market_signers/coinbase_signer.py +++ b/src/app/signers/market_signers/coinbase_signer.py @@ -1,159 +1,243 @@ -import base64 -import hashlib -import hmac -import json -import time -from typing import Any, Mapping, Optional -from cryptography.hazmat.primitives import hashes -from cryptography.hazmat.primitives.asymmetric import ec -from cryptography.hazmat.primitives import serialization +import os +import logging +from coinbase.rest import RESTClient +from typing import Dict, List, Any, Optional + +logger = logging.getLogger(__name__) -class CoinbaseSigner: +class CoinbaseCDPSigner: """ - Genera le intestazioni di autenticazione per Coinbase Advanced Trade API. - - Supporta due formati di autenticazione: - 1. Legacy: API key, secret (base64), passphrase (per retrocompatibilitร ) - 2. New: API key name, private key (nuovo formato Coinbase) - - Contratto: - - Input: method, request_path, body opzionale, timestamp opzionale - - Output: dict di header richiesti dall'API - - Errori: solleva eccezioni se le credenziali non sono valide + Signer per Coinbase Advanced Trade API. + Utilizza le credenziali CDP per accedere alle vere API di market data di Coinbase. """ - def __init__(self, api_key: str, secret_or_private_key: str, passphrase: str = None) -> None: - self.api_key = api_key - self.passphrase = passphrase + def __init__(self, api_key_name: str = None, api_private_key: str = None): + """ + Inizializza il Coinbase REST client. - # Determina se stiamo usando il nuovo formato o il legacy - if passphrase is None: - # Nuovo formato: solo API key + private key - self.auth_method = "new" - self.private_key = self._load_private_key(secret_or_private_key) - self.secret_b64 = None - else: - # Formato legacy: API key + secret + passphrase - self.auth_method = "legacy" - self.secret_b64 = secret_or_private_key - self.private_key = None - - def _load_private_key(self, private_key_str: str): - """Carica la private key dal formato PEM""" + Args: + api_key_name: Nome della API key (da CDP_API_KEY_NAME) + api_private_key: Private key (da CDP_API_PRIVATE_KEY) + """ + self.api_key_name = api_key_name or os.getenv('CDP_API_KEY_NAME') + self.api_private_key = api_private_key or os.getenv('CDP_API_PRIVATE_KEY') + + if not self.api_key_name or not self.api_private_key: + raise ValueError("CDP_API_KEY_NAME and CDP_API_PRIVATE_KEY are required") + + # Configura Coinbase REST client try: - # Rimuovi eventuali spazi e aggiungi header/footer se mancanti - key_str = private_key_str.strip() - if not key_str.startswith("-----BEGIN"): - key_str = f"-----BEGIN EC PRIVATE KEY-----\n{key_str}\n-----END EC PRIVATE KEY-----" - - private_key = serialization.load_pem_private_key( - key_str.encode('utf-8'), - password=None, + self.client = RESTClient( + api_key=self.api_key_name, + api_secret=self.api_private_key ) - return private_key + self._configured = True + logger.info(f"โœ… Coinbase REST Client configured with key: {self.api_key_name[:50]}...") except Exception as e: - raise ValueError(f"Invalid private key format: {e}") + self._configured = False + logger.error(f"Failed to configure Coinbase REST Client: {e}") + raise ValueError(f"Failed to configure Coinbase REST Client: {e}") - @staticmethod - def _normalize_path(path: str) -> str: - if not path: - return "/" - return path if path.startswith("/") else f"/{path}" + def is_configured(self) -> bool: + """Verifica se Coinbase REST client รจ configurato correttamente""" + return getattr(self, '_configured', False) - def _build_legacy_headers( - self, - method: str, - request_path: str, - body: Optional[Mapping[str, Any]] = None, - timestamp: Optional[str] = None, - ) -> dict: - """Costruisce header usando il formato legacy (HMAC)""" - # Timestamp in secondi come stringa - ts = timestamp or str(int(time.time())) - m = method.upper() - req_path = self._normalize_path(request_path) - - # Il body deve essere stringa vuota per GET/DELETE o quando assente - if body is None or m in ("GET", "DELETE"): - body_str = "" - else: - # JSON deterministico, senza spazi - body_str = json.dumps(body, separators=(",", ":"), ensure_ascii=False) - - # Concatenazione: timestamp + method + request_path + body - message = f"{ts}{m}{req_path}{body_str}" - - # Decodifica secret (base64) e firma HMAC-SHA256 - key = base64.b64decode(self.secret_b64) - signature = hmac.new(key, message.encode("utf-8"), hashlib.sha256).digest() - cb_access_sign = base64.b64encode(signature).decode("utf-8") - - return { - "CB-ACCESS-KEY": self.api_key, - "CB-ACCESS-SIGN": cb_access_sign, - "CB-ACCESS-TIMESTAMP": ts, - "CB-ACCESS-PASSPHRASE": self.passphrase, - "Content-Type": "application/json", - } - - def _build_new_headers( - self, - method: str, - request_path: str, - body: Optional[Mapping[str, Any]] = None, - timestamp: Optional[str] = None, - ) -> dict: - """Costruisce header usando il nuovo formato (EC signature)""" - # Timestamp in secondi come stringa - ts = timestamp or str(int(time.time())) - m = method.upper() - req_path = self._normalize_path(request_path) - - # Il body deve essere stringa vuota per GET/DELETE o quando assente - if body is None or m in ("GET", "DELETE"): - body_str = "" - else: - # JSON deterministico, senza spazi - body_str = json.dumps(body, separators=(",", ":"), ensure_ascii=False) - - # Concatenazione: timestamp + method + request_path + body - message = f"{ts}{m}{req_path}{body_str}" - - # Firma con ECDSA - signature = self.private_key.sign( - message.encode("utf-8"), - ec.ECDSA(hashes.SHA256()) - ) + def get_asset_info(self, asset_id: str) -> Dict[str, Any]: + """ + Ottiene informazioni su un asset specifico usando Coinbase Advanced Trade API. - # Converti signature in base64 - cb_access_sign = base64.b64encode(signature).decode("utf-8") + Args: + asset_id: ID dell'asset (es. "BTC", "ETH") + + Returns: + Dict con informazioni sull'asset + """ + if not self.is_configured(): + return { + 'asset_id': asset_id, + 'error': 'Coinbase REST Client not configured', + 'success': False + } + + try: + # Prova con USD prima, poi EUR se non funziona + product_id = f"{asset_id.upper()}-USD" + + product_data = self.client.get_product(product_id) + + return { + 'asset_id': asset_id, + 'symbol': product_data.product_id, + 'price': float(product_data.price), + 'volume_24h': float(product_data.volume_24h) if product_data.volume_24h else 0, + 'status': product_data.status, + 'base_currency': product_data.base_currency_id, + 'quote_currency': product_data.quote_currency_id, + 'success': True, + 'source': 'coinbase_advanced_trade' + } + + except Exception as e: + logger.error(f"Error getting asset info for {asset_id}: {e}") + return { + 'asset_id': asset_id, + 'error': str(e), + 'success': False + } + def get_multiple_assets(self, asset_ids: List[str]) -> Dict[str, Any]: + """ + Ottiene informazioni su multipli asset. + + Args: + asset_ids: Lista di ID degli asset + + Returns: + Dict con informazioni sugli asset + """ + if not self.is_configured(): + return { + 'error': 'Coinbase REST Client not configured', + 'success': False + } + + results = {} + for asset_id in asset_ids: + asset_info = self.get_asset_info(asset_id) + if asset_info.get('success'): + results[asset_id] = asset_info + + return results + + def get_all_products(self) -> Dict[str, Any]: + """ + Ottiene lista di tutti i prodotti disponibili su Coinbase. + """ + if not self.is_configured(): + return { + 'error': 'Coinbase REST Client not configured', + 'success': False + } + + try: + products = self.client.get_products() + + products_data = [] + for product in products.products: + if product.status == "online": # Solo prodotti attivi + products_data.append({ + 'product_id': product.product_id, + 'price': float(product.price) if product.price else 0, + 'volume_24h': float(product.volume_24h) if product.volume_24h else 0, + 'status': product.status, + 'base_currency': product.base_currency_id, + 'quote_currency': product.quote_currency_id + }) + + return { + 'products': products_data, + 'total': len(products_data), + 'success': True + } + + except Exception as e: + logger.error(f"Error getting products: {e}") + return { + 'error': str(e), + 'success': False + } + + def get_market_trades(self, symbol: str = "BTC-USD", limit: int = 10) -> Dict[str, Any]: + """ + Ottiene gli ultimi trade di mercato per un prodotto. + + Args: + symbol: Simbolo del prodotto (es. "BTC-USD") + limit: Numero massimo di trade da restituire + + Returns: + Dict con i trade + """ + if not self.is_configured(): + return { + 'error': 'Coinbase REST Client not configured', + 'success': False + } + + try: + trades = self.client.get_market_trades(product_id=symbol, limit=limit) + + trades_data = [] + for trade in trades.trades: + trades_data.append({ + 'trade_id': trade.trade_id, + 'price': float(trade.price), + 'size': float(trade.size), + 'time': trade.time, + 'side': trade.side + }) + + return { + 'symbol': symbol, + 'trades': trades_data, + 'count': len(trades_data), + 'success': True + } + + except Exception as e: + logger.error(f"Error getting market trades for {symbol}: {e}") + return { + 'symbol': symbol, + 'error': str(e), + 'success': False + } + + # Metodi di compatibilitร  con l'interfaccia precedente + def build_headers(self, method: str, request_path: str, body: Optional[Dict] = None) -> Dict[str, str]: + """ + Metodo di compatibilitร  - Coinbase REST client gestisce internamente l'autenticazione. + """ return { - "CB-ACCESS-KEY": self.api_key, - "CB-ACCESS-SIGN": cb_access_sign, - "CB-ACCESS-TIMESTAMP": ts, - "Content-Type": "application/json", + 'Content-Type': 'application/json', + 'User-Agent': 'upo-appAI/1.0-coinbase-advanced' } - def build_headers( - self, - method: str, - request_path: str, - body: Optional[Mapping[str, Any]] = None, - timestamp: Optional[str] = None, - ) -> dict: - """Costruisce gli header di autenticazione usando il metodo appropriato""" - if self.auth_method == "legacy": - return self._build_legacy_headers(method, request_path, body, timestamp) - else: - return self._build_new_headers(method, request_path, body, timestamp) + def sign_request(self, method: str, request_path: str, body: Optional[Dict] = None) -> Dict[str, Any]: + """ + Metodo di compatibilitร  - Coinbase REST client gestisce internamente l'autenticazione. + """ + return { + 'method': method, + 'path': request_path, + 'body': body or {}, + 'headers': self.build_headers(method, request_path, body), + 'coinbase_configured': self.is_configured() + } - def sign_request( - self, - method: str, - request_path: str, - body: Optional[Mapping[str, Any]] = None, - passphrase: Optional[str] = None, - ) -> dict: - return self.build_headers(method, request_path, body) + def test_connection(self) -> Dict[str, Any]: + """ + Testa la connessione Coinbase con dati reali. + """ + try: + if not self.is_configured(): + return { + 'success': False, + 'error': 'Coinbase REST Client not configured' + } + + # Test con BTC-USD + test_asset = self.get_asset_info('BTC') + return { + 'success': test_asset.get('success', False), + 'client_configured': True, + 'test_asset': test_asset.get('asset_id'), + 'test_price': test_asset.get('price'), + 'message': 'Coinbase Advanced Trade API is working with real data' + } + except Exception as e: + return { + 'success': False, + 'error': str(e), + 'client_configured': False + } \ No newline at end of file diff --git a/src/app/utils/market_aggregator.py b/src/app/utils/market_aggregator.py new file mode 100644 index 0000000..2e89e7f --- /dev/null +++ b/src/app/utils/market_aggregator.py @@ -0,0 +1,70 @@ +import statistics +from typing import Dict, List, Any + +class MarketAggregator: + """ + Aggrega dati di mercato da piรน provider e genera segnali e analisi avanzate. + """ + @staticmethod + def aggregate(symbol: str, sources: Dict[str, Dict[str, Any]]) -> Dict[str, Any]: + prices = [] + volumes = [] + price_map = {} + for provider, data in sources.items(): + price = data.get('price') + if price is not None: + prices.append(price) + price_map[provider] = price + volume = data.get('volume') + if volume is not None: + volumes.append(MarketAggregator._parse_volume(volume)) + + # Aggregated price (mean) + agg_price = statistics.mean(prices) if prices else None + # Spread analysis + spread = (max(prices) - min(prices)) / agg_price if prices and agg_price else 0 + # Confidence + stddev = statistics.stdev(prices) if len(prices) > 1 else 0 + confidence = max(0.5, 1 - (stddev / agg_price)) if agg_price else 0 + if spread < 0.005: + confidence += 0.1 + if len(prices) >= 3: + confidence += 0.05 + confidence = min(confidence, 1.0) + # Volume trend + total_volume = sum(volumes) if volumes else None + # Price divergence + max_deviation = (max(prices) - min(prices)) / agg_price if prices and agg_price else 0 + # Signals + signals = { + "spread_analysis": f"Low spread ({spread:.2%}) indicates healthy liquidity" if spread < 0.01 else f"Spread {spread:.2%} - check liquidity", + "volume_trend": f"Combined volume: {total_volume:.2f}" if total_volume else "Volume data not available", + "price_divergence": f"Max deviation: {max_deviation:.2%} - {'Normal range' if max_deviation < 0.01 else 'High divergence'}" + } + return { + "aggregated_data": { + f"{symbol}_USD": { + "price": round(agg_price, 2) if agg_price else None, + "confidence": round(confidence, 2), + "sources_count": len(prices) + } + }, + "individual_sources": price_map, + "market_signals": signals + } + @staticmethod + def _parse_volume(volume: Any) -> float: + # Supporta stringhe tipo "1.2M" o numeri + if isinstance(volume, (int, float)): + return float(volume) + if isinstance(volume, str): + v = volume.upper().replace(' ', '') + if v.endswith('M'): + return float(v[:-1]) * 1_000_000 + if v.endswith('K'): + return float(v[:-1]) * 1_000 + try: + return float(v) + except Exception: + return 0.0 + return 0.0 diff --git a/uv.lock b/uv.lock index ac10711..4649c23 100644 --- a/uv.lock +++ b/uv.lock @@ -170,6 +170,42 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/4a/45/ec96b29162a402fc4c1c5512d114d7b3787b9d1c2ec241d9568b4816ee23/base58-2.1.1-py3-none-any.whl", hash = "sha256:11a36f4d3ce51dfc1043f3218591ac4eb1ceb172919cebe05b52a5bcc8d245c2", size = 5621, upload-time = "2021-10-30T22:12:16.658Z" }, ] +[[package]] +name = "bcrypt" +version = "4.3.0" +source = { registry = 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