peyterho commited on
Commit
e30273d
·
verified ·
1 Parent(s): 2f4d871

Update transformers_ensemble with custom model_name support for FinBERTHead

Browse files
macro_sentiment/transformers_ensemble.py CHANGED
@@ -67,9 +67,10 @@ class SentimentHead:
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  class FinBERTHead(SentimentHead):
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- def __init__(self, device="cpu"):
 
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  super().__init__(
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- model_name="ProsusAI/finbert",
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  label_map={0: "positive", 1: "negative", 2: "neutral"},
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  score_map={"positive": 1.0, "negative": -1.0, "neutral": 0.0},
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  device=device,
@@ -168,11 +169,11 @@ class TopicRouter:
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  class TransformerEnsemble:
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- def __init__(self, device="cpu", use_router=True):
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  self.device = device
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  self.use_router = use_router
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  self.heads = {
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- "finbert": FinBERTHead(device),
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  "policy": FinancialRoBERTaHead(device),
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  "climate": ClimateBERTHead(device),
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  }
 
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  class FinBERTHead(SentimentHead):
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+ """FinBERT for financial news sentiment. Accepts custom model_name for fine-tuned variants."""
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+ def __init__(self, model_name="ProsusAI/finbert", device="cpu"):
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  super().__init__(
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+ model_name=model_name,
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  label_map={0: "positive", 1: "negative", 2: "neutral"},
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  score_map={"positive": 1.0, "negative": -1.0, "neutral": 0.0},
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  device=device,
 
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  class TransformerEnsemble:
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+ def __init__(self, device="cpu", use_router=True, finbert_model="ProsusAI/finbert"):
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  self.device = device
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  self.use_router = use_router
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  self.heads = {
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+ "finbert": FinBERTHead(model_name=finbert_model, device=device),
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  "policy": FinancialRoBERTaHead(device),
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  "climate": ClimateBERTHead(device),
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  }