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89 lines
4.5 KiB
Markdown
89 lines
4.5 KiB
Markdown
# Legal Advice
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## Case Description
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This case demonstrates a simple legal consultation agent built utilizing `RagAgentTemplate`. The agent provides legal advice by retrieving relevant provisions from the Civil Law and the Criminal Law, and integrating them with the case background.
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The case leverages the embedding and reranking features of DashScope in conjunction with the Qwen llm. Before using this, you need to configure the `DASHSCOPE_API_KEY` in your environment variables.
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## Components
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### Legal Knowledge Base
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The legal knowledge base is constructed using [Knowledge Components](../In-Depth_Guides/Tutorials/Knowledge/Knowledge_Related_Domain_Objects.md) from agentUniverse. By storing the original legal provisions in the both ChromaDB and Sqlite database, the knowledge base enables efficient retrieval and consultation for the agent.
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Original legal documents
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- [民法典.pdf](../../../../examples/sample_apps/rag_app/intelligence/agentic/knowledge/raw_knowledge_file/民法典.pdf)
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- [刑法.pdf](../../../../examples/sample_apps/rag_app/intelligence/agentic/knowledge/raw_knowledge_file/刑法.pdf)
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### [Knowledge Definition](../../../../examples/sample_apps/rag_app/intelligence/agentic/knowledge/law_knowledge.yaml)
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```yaml
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name: "law_knowledge"
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description: "中国民法与刑法相关的知识库"
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stores:
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- "civil_law_chroma_store"
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- "criminal_law_chroma_store"
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- "civil_law_sqlite_store"
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- "criminal_law_sqlite_store"
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query_paraphrasers:
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- "custom_query_keyword_extractor"
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insert_processors:
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- "recursive_character_text_splitter"
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rag_router: "nlu_rag_router"
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post_processors:
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- "dashscope_reranker"
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readers:
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pdf: "default_pdf_reader"
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metadata:
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type: 'KNOWLEDGE'
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module: 'sample_standard_app.intelligence.agentic.knowledge.law_knowledge'
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class: 'LawKnowledge'
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```
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### Reader Component
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- [default_pdf_reader](../../../../agentuniverse/agent/action/knowledge/reader/file/pdf_reader.yaml)
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### DocProcessor Component
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- [custom_query_keyword_extractor](../../../../examples/sample_apps/rag_app/intelligence/agentic/knowledge/doc_processor/query_keyword_extractor.yaml)
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- [recursive_character_text_splitter](../../../../agentuniverse/agent/action/knowledge/doc_processor/recursive_character_text_splitter.yaml)
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### QueryParaphraser Component
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- [custom_query_keyword_extractor](../../../../examples/sample_apps/rag_app/intelligence/agentic/knowledge/query_paraphraser/custom_query_keyword_extractor.yaml)
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### RagRouter Component
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- [nlu_rag_router](../../../../examples/sample_apps/rag_app/intelligence/agentic/knowledge/rag_router/nlu_rag_router.yaml)
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### Store Component
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- [civil_law_chroma_store](../../../../examples/sample_apps/rag_app/intelligence/agentic/knowledge/store/civil_law_chroma_store.yaml)
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- [criminal_law_chroma_store](../../../../examples/sample_apps/rag_app/intelligence/agentic/knowledge/store/criminal_law_chroma_store.yaml)
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- [civil_law_sqlite_store](../../../../examples/sample_apps/rag_app/intelligence/agentic/knowledge/store/civil_law_sqlite_store.yaml)
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- [criminal_law_sqlite_store](../../../../examples/sample_apps/rag_app/intelligence/agentic/knowledge/store/criminal_law_sqlite_store.yaml)
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For your convenience, we have placed the databases containing the relevant information in [this directory](../../../../examples/sample_apps/rag_app/db). If you want to build the knowledge base from scratch, you can run the following code:
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```python
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from agentuniverse.base.agentuniverse import AgentUniverse
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from agentuniverse.agent.action.knowledge.knowledge_manager import KnowledgeManager
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if __name__ == '__main__':
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AgentUniverse().start(config_path='../../config/config.toml', core_mode=True)
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civil_store_list = ["civil_law_sqlite_store", "civil_law_chroma_store"]
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criminal_store_list = ["criminal_law_sqlite_store", "criminal_law_chroma_store"]
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law_knowledge = KnowledgeManager().get_instance_obj("law_knowledge")
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law_knowledge.insert_knowledge(
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source_path="../resources/刑法.pdf",
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stores=criminal_store_list
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)
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law_knowledge.insert_knowledge(
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source_path="../resources/民法典.pdf",
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stores=civil_store_list
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)
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```
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### Law Agent
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This agent involves the following file:
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- [law_rag_agent.yaml](../../../../examples/sample_apps/rag_app/intelligence/agentic/agent/agent_instance/rag_agent_case/law_rag_agent.yaml): Defines the agent's related prompts
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### Demonstration Code
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[CodeLink](../../../../examples/sample_apps/rag_app/intelligence/test/legal_advice_rag_agent.py)
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## Demonstration
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