feat(sentiment): complete pipeline overhaul with ONNX priority + LoRA retraining
- Added 30 new sources (5 RSS + 25 Telegram) for previously ZERO-coverage assets - Fixed model loading priority: ONNX > LoRA v2 > PyTorch > Mock - ONNX FinBERT (pre-trained on 1.2M financial docs) now PRIMARY - best for real-world text - LoRA v2 models trained on 518 carefully labeled samples (balanced Bearish/Bullish/Neutral) - Emotion LoRA v2 trained with weighted loss (greed/fear 2x, joy 1.5x) - 30 new sources: STX, FET, XTZ, ENJ, ETC, TRX, ONG, DASH, LTC, ZIL, NEAR, APT, SUI, ICP - Early stopping (patience=3) on both LoRA trainings - Human-in-the-loop verification CLI tool created - Disk-conscious: save_total_limit=1, adapters 6-8MB each Pipeline now correctly classifies: - BTC breaks 100k → +0.54 Bullish ✅ - Major hack → -0.23 Bearish ✅ - HODL → +0.91 Bullish ✅ - Rug pull → -0.30 Bearish ✅ - SEC sues → -0.30 Bearish ✅ - ETF approval → +0.32 Bullish ✅ - Whale accumulation → +0.31 Bullish ✅ Models: ONNX FinBERT (PRIORITY 1) + LoRA v2 adapters (6-8MB each) Training data: 518 carefully labeled samples (190 real + 328 synthetic) Early stopping (patience=3) on both FinBERT and DistilRoBERTa LoRA Emotion LoRA v2: weighted loss (greed/fear 2x, joy 1.5x) + early stopping
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sentiment_engine/config/asset_aliases.yaml
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sentiment_engine/config/asset_aliases.yaml
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# Asset alias mappings - maps common aliases to canonical tickers
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aliases:
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# Major crypto
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"BTC": "BTC"
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"BITCOIN": "BTC"
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"XBT": "BTC"
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"ETH": "ETH"
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"ETHEREUM": "ETH"
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"ETHER": "ETH"
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"SOL": "SOL"
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"SOLANA": "SOL"
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"BNB": "BNB"
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"BINANCE": "BNB"
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"ADA": "ADA"
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"CARDANO": "ADA"
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"XRP": "XRP"
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"RIPPLE": "XRP"
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"DOGE": "DOGE"
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"DOGECOIN": "DOGE"
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"MATIC": "MATIC"
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"POLYGON": "MATIC"
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"AVAX": "AVAX"
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"AVALANCHE": "AVAX"
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"DOT": "DOT"
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"POLKADOT": "DOT"
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"LINK": "LINK"
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"CHAINLINK": "LINK"
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"UNI": "UNI"
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"UNISWAP": "UNI"
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"AAVE": "AAVE"
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"ARB": "ARB"
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"ARBITRUM": "ARB"
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"OP": "OP"
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"OPTIMISM": "OP"
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# People aliases
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"VITALIK": "ETH"
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"VITALIK BUTERIN": "ETH"
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"CZ": "BNB"
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"CHANGPENG ZHAO": "BNB"
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"ELON": "DOGE"
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"ELON MUSK": "DOGE"
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"SAYLOR": "BTC"
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"MICHAEL SAYLOR": "BTC"
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"SBF": "SOL" # Historical
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# Stablecoins
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"USDT": "USDT"
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"TETHER": "USDT"
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"USDC": "USDC"
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"CIRCLE": "USDC"
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"DAI": "DAI"
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"MAKER": "MKR"
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# Meme/Other
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"SHIB": "SHIB"
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"SHIBA": "SHIB"
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"PEPE": "PEPE"
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"WIF": "WIF"
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"BONK": "BONK"
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# Trade assets from DOLPHIN-NAUTILUS log
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"ZIL": "ZIL"
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"ZILLIQA": "ZIL"
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"ONG": "ONG"
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"ONTOLOGY": "ONG"
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"ONTOLOGY GAS": "ONG"
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"ONE": "ONE"
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"HARMONY": "ONE"
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"STX": "STX"
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"STACKS": "STX"
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"ALGO": "ALGO"
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"ALGORAND": "ALGO"
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"DASH": "DASH"
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"LTC": "LTC"
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"LITECOIN": "LTC"
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"FET": "FET"
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"FETCH": "FET"
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"FETCH.AI": "FET"
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"XTZ": "XTZ"
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"TEZOS": "XTZ"
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"ENJ": "ENJ"
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"ENJIN": "ENJ"
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"XLM": "XLM"
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"STELLAR": "XLM"
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"ETC": "ETC"
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"ETHEREUM CLASSIC": "ETC"
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"TRX": "TRX"
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"TRON": "TRX"
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