updated Dockerfile

Dockerfile

@@ -5,8 +5,9 @@ ENV HOME=/home/user \
     PATH=/home/user/.local/bin:$PATH
 WORKDIR /home/user/app
 COPY --chown=user . $HOME/app
+RUN python -m pip install --upgrade pip setuptools
 COPY ./requirements.txt ~/app/requirements.txt
-RUN pip install -r requirements.txt
+RUN pip install --no-cache-dir -r requirements.txt
 COPY . .
 CMD ["chainlit", "run", "app.py", "--port", "7860"]
 

semantic.py

@@ -64,19 +64,20 @@ class SemanticStoreFactory:
         # check if path exists and if it is not empty
         if path.exists() and path.is_dir() and any(path.iterdir()):
             _logger.info(f"\tQdrant loading ...")
-            # store = Qdrant.from_documents(
-            #     [],
-            #     embeddings=embeddings, 
-            #     path=VECTOR_STORE_PATH,
-            #     prefer_grpc=True,
-            #     collection_name=META_SEMANTIC_COLLECTION,
-            # )
-
-            store = Qdrant(
-                client=qclient, 
+            store = Qdrant.from_documents(
+                [],
                 embeddings=embeddings, 
+                location=":memory:",
+                # path=META_10K_FILE_PATH,
+                prefer_grpc=True,
                 collection_name=META_SEMANTIC_COLLECTION,
             )
+
+            # store = Qdrant(
+            #     client=qclient, 
+            #     embeddings=embeddings, 
+            #     collection_name=META_SEMANTIC_COLLECTION,
+            # )
         else:
             _logger.info(f"\tQdrant creating ...")
             store = cls.__create_semantic_store()