@idZGddZy)z%Intent understanding prompts for LLM.c2eZdZdZedededefdZdZy) IntentPromptz*Prompt templates for intent understanding.queryavailable_poi_typesreturncRdjt|}d|d|d|d}|S)aBuild intent understanding prompt with actual POI types from dataset. Args: query: User query available_poi_types: List of actual POI types in the dataset Returns: Formatted prompt string z, z "Coffee Shop", "store" -> "Shopping Mall"). )joinsorted)rr poi_types_strprompts H/home/ubuntu/codebase/yexijia/保研/colocation_mvp/llm/intent_prompt.pybuild_intent_promptz IntentPrompt.build_intent_promptsV &)<"=> !DBER?SO*V aYou are an expert in spatial business analysis. User goal: {query} Dataset contains: - POI types (e.g., Park, Zoo, Restaurant, Shopping Mall, etc.) - Co-location patterns (frequently co-occurring spatial features) - Density information - Mobility patterns Based on the user's goal, please infer: 1. Target business type: What kind of business or activity is the user interested in? 2. Important spatial factors: What spatial characteristics matter most (e.g., proximity to parks, high traffic areas, etc.)? 3. Preferred co-location patterns: What types of POI co-locations would be beneficial (e.g., ["Park", "Restaurant"], ["Shopping Mall", "Restaurant"])? 4. Risk factors: What spatial patterns or characteristics should be avoided? Return ONLY a valid JSON object in the following format: {{ "business": "string describing the target business type", "importance": {{ "factor1": "description", "factor2": "description" }}, "pattern_preference": [ ["POI_type1", "POI_type2"], ["POI_type3", "POI_type4"] ], "risk": {{ "risk1": "description", "risk2": "description" }} }} Important: - Only return the JSON object, no other text, explanations, or dialogue history. - pattern_preference should be a list of lists, where each inner list represents a preferred co-location pattern. - Use actual POI types that might exist in the dataset (e.g., Park, Zoo, Restaurant, Shopping Mall, School, Hospital, etc.). N) __name__ __module__ __qualname____doc__ staticmethodstrlistr INTENT_PROMPTrr rrs44737T7c77t(MrrN)rrrrr rs+ffr