bump version to 0.0.95 (#1324)

docs/modules/indexes/getting_started.ipynb

@@ -95,7 +95,7 @@
    "id": "f3493fa4",
    "metadata": {},
    "source": [
-    "Now that the index is created, we can use it in a VectorDBQAChain to ask questions of the data!"
+    "Now that the index is created, we can use it to ask questions of the data! Note that under the hood this is actually doing a few steps as well, which we will cover later in this guide."
    ]
   },
   {
@@ -107,7 +107,7 @@
     {
      "data": {
       "text/plain": [
-       "\" The president said that Ketanji Brown Jackson is one of the nation's top legal minds, a consensus builder, and has gained a broad range of support. He also said that she is a former top litigator in private practice, a former federal public defender, and from a family of public school educators and police officers.\""
+       "\" The president said that Ketanji Brown Jackson is one of the nation's top legal minds, a former top litigator in private practice, a former federal public defender, and from a family of public school educators and police officers. He also said that she is a consensus builder and has received a broad range of support from the Fraternal Order of Police to former judges appointed by Democrats and Republicans.\""
       ]
      },
      "execution_count": 5,
@@ -116,9 +116,61 @@
     }
    ],
    "source": [
-    "qa = VectorDBQA.from_chain_type(llm=OpenAI(), chain_type=\"stuff\", vectorstore=index)\n",
     "query = \"What did the president say about Ketanji Brown Jackson\"\n",
-    "qa.run(query)"
+    "index.query(query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "ae46b239",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'question': 'What did the president say about Ketanji Brown Jackson',\n",
+       " 'answer': \" The president said that he nominated Circuit Court of Appeals Judge Ketanji Brown Jackson, one of the nation's top legal minds, to continue Justice Breyer's legacy of excellence, and that she has received a broad range of support from the Fraternal Order of Police to former judges appointed by Democrats and Republicans.\\n\",\n",
+       " 'sources': '../state_of_the_union.txt'}"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "query = \"What did the president say about Ketanji Brown Jackson\"\n",
+    "index.query_with_sources(query)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ff100212",
+   "metadata": {},
+   "source": [
+    "What is returned from the `VectorstoreIndexCreator` is `VectorStoreIndexWrapper`, which provides these nice `query` and `query_with_sources` functionality. If we just wanted to access the vectorstore directly, we can also do that."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "b04f3c10",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<langchain.vectorstores.chroma.Chroma at 0x113a3a700>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "index.vectorstore"
    ]
   },
   {
@@ -223,6 +275,7 @@
    "id": "30c4e5c6",
    "metadata": {},
    "source": [
+    "So that's creating the index.\n",
     "Then, as before, we create a chain and use it to answer questions!"
    ]
   },