1 files changed, 4 insertions, 3 deletions
diff --git a/rag/llm/encoder.py b/rag/llm/encoder.py
index d5e0566..095c6af 100644
--- a/rag/llm/encoder.py
+++ b/rag/llm/encoder.py
@@ -3,6 +3,7 @@ from typing import List
 
 import numpy as np
 import ollama
+from langchain_core.documents import Document
 
 
 class Encoder:
@@ -11,12 +12,12 @@ class Encoder:
         self.query_prompt = "Represent this sentence for searching relevant passages: "
 
     def __encode(self, prompt: str) -> np.ndarray:
-        x = ollama.embeddings(model=ENCODER_MODEL, prompt=prompt)
+        x = ollama.embeddings(model=self.model, prompt=prompt)
         x = np.array([x["embedding"]]).astype("float32")
         return x
 
-    def encode(self, doc: List[str]) -> List[np.ndarray]:
-        return [self.__encode(chunk) for chunk in doc]
+    def encode_document(self, chunks: List[Document]) -> np.ndarray:
+        return np.concatenate([self.__encode(chunk.page_content) for chunk in chunks])
 
     def query(self, query: str) -> np.ndarray:
         query = self.query_prompt + query