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https://git.mirrors.martin98.com/https://github.com/langgenius/dify.git
synced 2025-07-25 03:04:28 +08:00
Co-authored-by: Yuanbo Li <ybalbert@amazon.com>
This commit is contained in:
parent
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@ -14,14 +14,38 @@ class BedrockRetrieveTool(BuiltinTool):
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topk: int = None
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def _bedrock_retrieve(
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self, query_input: str, knowledge_base_id: str, num_results: int, metadata_filter: Optional[dict] = None
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self,
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query_input: str,
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knowledge_base_id: str,
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num_results: int,
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search_type: str,
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rerank_model_id: str,
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metadata_filter: Optional[dict] = None,
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):
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try:
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retrieval_query = {"text": query_input}
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retrieval_configuration = {"vectorSearchConfiguration": {"numberOfResults": num_results}}
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if search_type not in ["HYBRID", "SEMANTIC"]:
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raise RuntimeException("search_type should be HYBRID or SEMANTIC")
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# Add metadata filter to retrieval configuration if present
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retrieval_configuration = {
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"vectorSearchConfiguration": {"numberOfResults": num_results, "overrideSearchType": search_type}
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}
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if rerank_model_id != "default":
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model_for_rerank_arn = f"arn:aws:bedrock:us-west-2::foundation-model/{rerank_model_id}"
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rerankingConfiguration = {
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"bedrockRerankingConfiguration": {
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"numberOfRerankedResults": num_results,
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"modelConfiguration": {"modelArn": model_for_rerank_arn},
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},
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"type": "BEDROCK_RERANKING_MODEL",
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}
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retrieval_configuration["vectorSearchConfiguration"]["rerankingConfiguration"] = rerankingConfiguration
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retrieval_configuration["vectorSearchConfiguration"]["numberOfResults"] = num_results * 5
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# 如果有元数据过滤条件,则添加到检索配置中
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if metadata_filter:
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retrieval_configuration["vectorSearchConfiguration"]["filter"] = metadata_filter
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@ -77,15 +101,20 @@ class BedrockRetrieveTool(BuiltinTool):
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if not query:
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return self.create_text_message("Please input query")
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# Get metadata filter conditions (if they exist)
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# 获取元数据过滤条件(如果存在)
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metadata_filter_str = tool_parameters.get("metadata_filter")
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metadata_filter = json.loads(metadata_filter_str) if metadata_filter_str else None
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search_type = tool_parameters.get("search_type")
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rerank_model_id = tool_parameters.get("rerank_model_id")
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line = 4
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retrieved_docs = self._bedrock_retrieve(
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query_input=query,
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knowledge_base_id=self.knowledge_base_id,
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num_results=self.topk,
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search_type=search_type,
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rerank_model_id=rerank_model_id,
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metadata_filter=metadata_filter,
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)
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@ -109,7 +138,7 @@ class BedrockRetrieveTool(BuiltinTool):
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if not parameters.get("query"):
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raise ValueError("query is required")
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# Optional: Validate if metadata filter is a valid JSON string (if provided)
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# 可选:可以验证元数据过滤条件是否为有效的 JSON 字符串(如果提供)
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metadata_filter_str = parameters.get("metadata_filter")
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if metadata_filter_str and not isinstance(json.loads(metadata_filter_str), dict):
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raise ValueError("metadata_filter must be a valid JSON object")
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@ -59,6 +59,57 @@ parameters:
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max: 10
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default: 5
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- name: search_type
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type: select
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required: false
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label:
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en_US: search type
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zh_Hans: 搜索类型
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pt_BR: search type
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human_description:
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en_US: search type
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zh_Hans: 搜索类型
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pt_BR: search type
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llm_description: search type
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default: SEMANTIC
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options:
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- value: SEMANTIC
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label:
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en_US: SEMANTIC
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zh_Hans: 语义搜索
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- value: HYBRID
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label:
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en_US: HYBRID
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zh_Hans: 混合搜索
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form: form
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- name: rerank_model_id
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type: select
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required: false
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label:
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en_US: rerank model id
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zh_Hans: 重拍模型ID
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pt_BR: rerank model id
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human_description:
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en_US: rerank model id
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zh_Hans: 重拍模型ID
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pt_BR: rerank model id
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llm_description: rerank model id
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options:
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- value: default
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label:
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en_US: default
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zh_Hans: 默认
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- value: cohere.rerank-v3-5:0
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label:
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en_US: cohere.rerank-v3-5:0
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zh_Hans: cohere.rerank-v3-5:0
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- value: amazon.rerank-v1:0
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label:
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en_US: amazon.rerank-v1:0
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zh_Hans: amazon.rerank-v1:0
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form: form
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- name: aws_region
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type: string
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required: false
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