优化重写查询

src/core/operators.py

@@ -0,0 +1,48 @@
+"""
+这里面存放是 RAG 相关的一些组件
+"""
+
+from src.utils import prompts
+
+class BaseOperator:
+    """
+    基类
+    """
+    template = None
+
+    def __init__(self):
+        pass
+
+    def call(self, **kwargs):
+        pass
+
+    def __call__(self, **kwargs):
+        """
+        所有 RAG 相关组件的调用接口
+        """
+        return self.call(**kwargs)
+
+
+
+class HyDEOperator(BaseOperator):
+    """
+    HyDE 重写查询
+    """
+    template = prompts.HYDE_PROMPT_TEMPLATE
+
+    def __init__(self):
+        super().__init__()
+
+    @classmethod
+    def call(cls, model_callable, query, context_str, **kwargs):
+        """
+        重写查询
+
+        Args:
+            model_callable: 模型调用函数
+            query: 查询
+            context_str: 上下文
+        """
+        prompt = cls.template.format(query=query, context_str=context_str)
+        response = model_callable(prompt)
+        return response

src/core/retriever.py

@@ -2,6 +2,8 @@ from src import config, knowledge_base, graph_base
 from src.models.rerank_model import get_reranker
 from src.utils.logging_config import logger
 from src.models import select_model
+from src.core.operators import HyDEOperator
+
 
 class Retriever:
 
@@ -151,8 +153,8 @@ class Retriever:
             rewritten_query = model.predict(rewritten_query_prompt).content
 
         if rewrite_query_span == "hyde":
-            hy_doc = model.predict(rewritten_query).content
+            res = HyDEOperator.call(model_callable=model.predict, query=query, context_str=history_query)
-            rewritten_query = f"{rewritten_query} {hy_doc}"
+            rewritten_query = res.content
 
         return rewritten_query
 

src/utils/prompts.py

@@ -56,4 +56,16 @@ keywords_prompt_template = """
 返回的实体使用<->隔开。如：关键词1<->关键词<->关键词3
 不要改变关键词的语言
 <文本>{text}</文本>
-"""
+"""
+
+HYDE_PROMPT_TEMPLATE = (
+    "Please write a passage to answer the question\n"
+    "Try to include as many key details as possible.\n"
+    "\n"
+    "\n"
+    "{context_str}\n"
+    "\n"
+    "{query}\n"
+    "\n"
+    'Passage:\n'
+)