记录一下，便于待会核对更改

embedding_ollama.py

@@ -0,0 +1,45 @@
+# embedding_ollama.py
+import requests
+from typing import List
+
+class OllamaEmbeddings:
+    """
+    Ollama 本地服务提供 /api/embeddings 接口，响应中包含 {"embedding": [...]}。
+    """
+
+    def __init__(self, model_name: str, base_url: str):
+        self.model_name = model_name
+        self.base_url = base_url
+
+    def embed_documents(self, texts: List[str]) -> List[List[float]]:
+        """
+        将多段文本转换为向量列表
+        """
+        embeddings = []
+        for text in texts:
+            emb = self.embed_single_document(text)
+            embeddings.append(emb)
+        return embeddings
+
+    def embed_query(self, query: str) -> List[float]:
+        """
+        将单条 query 转换为 embedding 向量
+        """
+        return self.embed_single_document(query)
+
+    def embed_single_document(self, text: str) -> List[float]:
+        """
+        调用 Ollama 本地服务接口，获取文本的 embedding
+        """
+        url = f"{self.base_url}/api/embeddings"
+        data = {
+            "model": self.model_name,
+            "prompt": text
+        }
+        try:
+            response = requests.post(url, json=data)
+            response.raise_for_status()
+            result = response.json()
+            return result["embedding"]
+        except requests.exceptions.RequestException as e:
+            raise Exception(f"Ollama embeddings request error: {e}")