docs: Ontotext GraphDB QA Chain Update Documentation (Fix versions of libraries) (#27783)

- **Description:** Update versions of libraries in the Ontotext GraphDB
QA Chain Documentation
 - **Issue:** N/A
 - **Dependencies:** N/A
 - **Twitter handle:** @OntotextGraphDB

Author: nelly-hateva

docs/docs/integrations/graphs/ontotext.ipynb

@@ -84,16 +84,20 @@
     "  You need to wait a couple of seconds for the database to start on `http://localhost:7200/`. The Star Wars dataset `starwars-data.trig` is automatically loaded into the `langchain` repository. The local SPARQL endpoint `http://localhost:7200/repositories/langchain` can be used to run queries against. You can also open the GraphDB Workbench from your favourite web browser `http://localhost:7200/sparql` where you can make queries interactively.\n",
     "* Set up working environment\n",
     "\n",
-    "If you use `conda`, create and activate a new conda env (e.g. `conda create -n graph_ontotext_graphdb_qa python=3.9.18`).\n",
+    "If you use `conda`, create and activate a new conda environment, e.g.:\n",
+    "\n",
+    "```\n",
+    "conda create -n graph_ontotext_graphdb_qa python=3.12\n",
+    "conda activate graph_ontotext_graphdb_qa\n",
+    "```\n",
     "\n",
     "Install the following libraries:\n",
     "\n",
     "```\n",
-    "pip install jupyter==1.0.0\n",
-    "pip install openai==1.6.1\n",
-    "pip install rdflib==7.0.0\n",
-    "pip install langchain-openai==0.0.2\n",
-    "pip install langchain>=0.1.5\n",
+    "pip install jupyter==1.1.1\n",
+    "pip install rdflib==7.1.1\n",
+    "pip install langchain-community==0.3.4\n",
+    "pip install langchain-openai==0.2.4\n",
     "```\n",
     "\n",
     "Run Jupyter with\n",
@@ -255,6 +259,7 @@
     "    ChatOpenAI(temperature=0, model_name=\"gpt-4-1106-preview\"),\n",
     "    graph=graph,\n",
     "    verbose=True,\n",
+    "    allow_dangerous_requests=True,\n",
     ")"
    ]
   },
@@ -332,6 +337,7 @@
       "\u001b[32;1m\u001b[1;3mPREFIX : <https://swapi.co/vocabulary/>\n",
       "PREFIX owl: <http://www.w3.org/2002/07/owl#>\n",
       "PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>\n",
+      "PREFIX xsd: <http://www.w3.org/2001/XMLSchema#>\n",
       "\n",
       "SELECT ?climate\n",
       "WHERE {\n",
@@ -383,11 +389,9 @@
       "\u001b[1m> Entering new OntotextGraphDBQAChain chain...\u001b[0m\n",
       "Generated SPARQL:\n",
       "\u001b[32;1m\u001b[1;3mPREFIX : <https://swapi.co/vocabulary/>\n",
-      "PREFIX owl: <http://www.w3.org/2002/07/owl#>\n",
-      "PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>\n",
       "PREFIX xsd: <http://www.w3.org/2001/XMLSchema#>\n",
       "\n",
-      "SELECT (AVG(?boxOffice) AS ?averageBoxOffice)\n",
+      "SELECT (AVG(?boxOffice) AS ?averageBoxOfficeRevenue)\n",
       "WHERE {\n",
       "  ?film a :Film .\n",
       "  ?film :boxOffice ?boxOfficeValue .\n",
@@ -559,7 +563,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.12.7"
   }
  },
  "nbformat": 4,