better docs, no full stop allowed in collection_name

Author: Alvin Ryanputra

demo/langchain_demo.ipynb

@@ -91,8 +91,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# Under the hood, this becomes a SQL table. CANNOT have '.' in the name\n",
     "COLLECTION_NAME = \"state_of_the_union_test\"\n",
     "\n",
+    "# This creates a table(or vector store). You should run this ONCE only\n",
     "db = IRISVector.from_documents(\n",
     "    embedding=embeddings,\n",
     "    documents=docs,\n",
@@ -107,7 +109,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# If reconnecting to the database, use this:\n",
+    "# Subsequent calls to reconnect to the database and make searches should use this. Do not run from_documents every time.TimeoutError \n",
     "\n",
     "# db = IRISVector(\n",
     "#     embedding_function=embeddings,\n",
@@ -123,7 +125,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# To add documents to existing vector store:\n",
+    "# To add documents to an EXISTING vector store:\n",
     "\n",
     "# db.add_documents(docs)"
    ]
@@ -288,7 +290,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.10.14"
   }
  },
  "nbformat": 4,