Phase 4.4: Context-aware entity filtering in Step 1
- OntologyGenerator.generate() now accepts template_filter_rules parameter - When template_id is provided, API loads filter rules from templates.json - Filter rules injected into ontology system prompt: - exclude_self: don't create entity for the business/brand that uploaded data - exclude_types: don't create specific entity types - focus: guide LLM to focus on specific entity categories - API endpoint accepts template_id in form data
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@@ -186,20 +186,22 @@ class OntologyGenerator:
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self,
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document_texts: List[str],
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simulation_requirement: str,
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additional_context: Optional[str] = None
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additional_context: Optional[str] = None,
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template_filter_rules: Optional[Dict[str, Any]] = None
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) -> Dict[str, Any]:
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"""
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生成本体定义
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Generate ontology definition
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Args:
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document_texts: 文档文本列表
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simulation_requirement: 模拟需求描述
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additional_context: 额外上下文
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document_texts: Document text list
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simulation_requirement: Simulation requirement description
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additional_context: Additional context
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template_filter_rules: Entity filter rules from template (e.g., exclude_types, exclude_self)
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Returns:
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本体定义(entity_types, edge_types等)
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Ontology definition (entity_types, edge_types, etc.)
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"""
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# 构建用户消息
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# Build user message
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user_message = self._build_user_message(
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document_texts,
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simulation_requirement,
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@@ -208,6 +210,30 @@ class OntologyGenerator:
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lang_instruction = get_language_instruction()
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system_prompt = f"{ONTOLOGY_SYSTEM_PROMPT}\n\n{lang_instruction}\nIMPORTANT: Entity type names MUST be in English PascalCase (e.g., 'PersonEntity', 'MediaOrganization'). Relationship type names MUST be in English UPPER_SNAKE_CASE (e.g., 'WORKS_FOR'). Attribute names MUST be in English snake_case. Only description fields and analysis_summary should use the specified language above."
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# Add template-aware entity filtering rules
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if template_filter_rules:
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exclude_types = template_filter_rules.get('exclude_types', [])
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exclude_self = template_filter_rules.get('exclude_self', False)
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focus = template_filter_rules.get('focus', '')
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filter_instruction = "\n\n## Context-Aware Entity Filtering\n"
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if exclude_self:
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filter_instruction += (
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"- IMPORTANT: The uploaded data is from a business/brand/advertiser. "
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"Do NOT create entity types for the business/brand that created this content. "
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"Only create entities for the TARGET AUDIENCE, competitors, influencers, media, etc.\n"
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)
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if exclude_types:
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filter_instruction += f"- Do NOT create entity types matching: {', '.join(exclude_types)}\n"
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if focus:
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filter_instruction += f"- Focus entity types on: {focus}\n"
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system_prompt += filter_instruction
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messages = [
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{"role": "system", "content": system_prompt},
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{"role": "user", "content": user_message}
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