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Create reasoning_engines.py

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reasoning_engines.py ADDED
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+ # [Use the CoT/ToT implementations from ethical-rag-starter.py]
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+ # Minimal version for quick deployment:
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+
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+ import re
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+ from typing import Tuple, List
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+
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+ class ChainOfThought:
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+ def __init__(self, llm):
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+ self.llm = llm
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+
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+ def basic_cot(self, query: str) -> Tuple[str, List[str]]:
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+ prompt = f"""Think step-by-step about: {query}
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+
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+ Step 1: Understand the question
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+ Step 2: Break into parts
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+ Step 3: Solve each part
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+ Step 4: Combine
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+
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+ Provide your answer:"""
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+
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+ response = self.llm.generate(prompt)
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+ steps = [line.strip() for line in response.split('\n')
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+ if line.strip() and any(f"Step {i}" in line for i in range(1,5))]
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+
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+ return response, steps
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+
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+ def self_consistency_cot(self, query: str, num_paths: int = 2) -> Tuple[str, float]:
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+ responses = []
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+ for i in range(num_paths):
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+ response = self.llm.generate(f"Problem: {query}\n\nSolution {i+1}:")
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+ responses.append(response)
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+
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+ return responses, 0.7
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+
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+ class TreeOfThoughts:
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+ def __init__(self, llm, max_depth=2, branching_factor=2):
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+ self.llm = llm
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+ self.max_depth = max_depth
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+ self.branching_factor = branching_factor
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+
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+ def solve_bfs(self, problem: str) -> Tuple[str, List[str], List]:
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+ # Simplified BFS
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+ branches = self.llm.generate(
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+ f"List {self.branching_factor} approaches to: {problem}"
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+ )
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+ return branches, [], []
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+
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+ def solve_dfs(self, problem: str) -> Tuple[str, List[str], List]:
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+ # Simplified DFS
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+ return self.llm.generate(f"Solve: {problem}"), [], []