"""Original reasoning extraction and taxonomy input-window functions.""" def split_reasoning(response: str) -> str: inkling_start = "<|message_model|><|content_thinking|>" inkling_end = "<|end_message|><|message_model|><|content_text|>" if response.startswith(inkling_start) and inkling_end in response: return response[len(inkling_start) :].split(inkling_end, 1)[0] text = response.removeprefix("\n") if "" in text: return text.split("", 1)[0] return response def clip_text(text: str, limit: int) -> str: if len(text) <= limit: return text side = (limit - 100) // 2 return text[:side] + f"\n\n[... {len(text)-2*side:,} characters omitted ...]\n\n" + text[-side:] def evidence_context(reasoning: str, evidence: list[str], limit: int = 8000) -> str: if len(reasoning) <= limit: return reasoning positions = [reasoning.find(item) for item in evidence if item and reasoning.find(item) >= 0] if not positions: return clip_text(reasoning, limit) start = max(0, min(positions) - limit // 2) end = min(len(reasoning), start + limit) start = max(0, end - limit) prefix = "[... earlier reasoning omitted ...]\n\n" if start else "" suffix = "\n\n[... later reasoning omitted ...]" if end < len(reasoning) else "" return prefix + reasoning[start:end] + suffix