included doc URLS and alias for vectorstore

Author: mogith-pn

clarifai_llm_retriever_example.ipynb

@@ -85,14 +85,14 @@
     "\n",
     "from langchain.text_splitter import CharacterTextSplitter\n",
     "from langchain.document_loaders import TextLoader\n",
-    "from langchain.vectorstores import Clarifai \n",
+    "from langchain.vectorstores import Clarifai as clarifaivectorstore\n",
     "\n",
     "loader = TextLoader(\"YOUR_TEXT_FILE_PATH\") #replace with your file path\n",
     "documents = loader.load()\n",
     "text_splitter = CharacterTextSplitter(chunk_size=1024, chunk_overlap=200)\n",
     "docs = text_splitter.split_documents(documents)\n",
     "\n",
-    "clarifai_vector_db = Clarifai.from_documents(\n",
+    "clarifai_vector_db = clarifaivectorstore.from_documents(\n",
     "    user_id=USER_ID,\n",
     "    app_id=APP_ID,\n",
     "    documents=docs,\n",
@@ -190,7 +190,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Example: Quick glimpse into how our retriever works when a query is passed to the dspy.Retrieve class"
+    "### Example: Quick glimpse into how our retriever works when a query is passed to the dspy.Retrieve class\n",
+    "\n",
+    "Here we have used a guideline manual for procurement of works.\n",
+    "\n",
+    "link : https://doe.gov.in/sites/default/files/Manual%20for%20Procurement%20of%20Works_0.pdf"
    ]
   },
   {