Raiff1982 commited on
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Create neuro_symbolic_engine

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  1. components/neuro_symbolic_engine +19 -0
components/neuro_symbolic_engine ADDED
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+ from transformers import AutoModelForCausalLM
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+
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+ class NeuroSymbolicEngine:
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+ """Combines neural networks with symbolic reasoning"""
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+ def __init__(self):
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+ self.symbolic_reasoner = SymbolicReasoner()
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+ self.neural_network = AutoModelForCausalLM.from_pretrained("gpt-3")
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+
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+ def integrate_reasoning(self, query: str) -> str:
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+ """Integrate neural and symbolic reasoning"""
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+ neural_response = self._generate_neural_response(query)
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+ symbolic_response = self.symbolic_reasoner.reason(query)
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+ return f"Neural Response: {neural_response}\nSymbolic Response: {symbolic_response}"
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+
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+ def _generate_neural_response(self, query: str) -> str:
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+ """Generate a response using the neural network"""
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+ inputs = self.neural_network.tokenizer(query, return_tensors="pt")
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+ outputs = self.neural_network.generate(**inputs)
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+ return self.neural_network.tokenizer.decode(outputs[0], skip_special_tokens=True)