Update notebooks for 2.0 (#1785)

* Update API overview

* Fix global search example

* Fix local search example

* Fix global dynamic example

* Fix drift example

* Update multi-index example

* Semver

Author: natoverse

.semversioner/next-release/patch-20250304195925818723.json

@@ -0,0 +1,4 @@
+{
+  "type": "patch",
+  "description": "Update llm args for consistency."
+}

docs/examples_notebooks/api_overview.ipynb

@@ -25,20 +25,14 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import graphrag.api as api\n",
-    "from graphrag.index.typing import PipelineRunResult"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Prerequisite\n",
-    "As a prerequisite to all API operations, a `GraphRagConfig` object is required. It is the primary means to control the behavior of graphrag and can be instantiated from a `settings.yaml` configuration file.\n",
+    "from pathlib import Path\n",
+    "from pprint import pprint\n",
     "\n",
-    "Please refer to the [CLI docs](https://microsoft.github.io/graphrag/cli/#init) for more detailed information on how to generate the `settings.yaml` file.\n",
+    "import pandas as pd\n",
     "\n",
-    "#### Load `settings.yaml` configuration"
+    "import graphrag.api as api\n",
+    "from graphrag.config.load_config import load_config\n",
+    "from graphrag.index.typing.pipeline_run_result import PipelineRunResult"
    ]
   },
   {
@@ -47,17 +41,17 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import yaml\n",
-    "\n",
-    "PROJECT_DIRECTORY = \"<project_directory>\"\n",
-    "settings = yaml.safe_load(open(f\"{PROJECT_DIRECTORY}/settings.yaml\"))  # noqa: PTH123, SIM115"
+    "PROJECT_DIRECTORY = \"<your project directory>\""
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "At this point, you can modify the imported settings to align with your application's requirements. For example, if building a UI application, the application might need to change the input and/or storage destinations dynamically in order to enable users to build and query different indexes."
+    "## Prerequisite\n",
+    "As a prerequisite to all API operations, a `GraphRagConfig` object is required. It is the primary means to control the behavior of graphrag and can be instantiated from a `settings.yaml` configuration file.\n",
+    "\n",
+    "Please refer to the [CLI docs](https://microsoft.github.io/graphrag/cli/#init) for more detailed information on how to generate the `settings.yaml` file."
    ]
   },
   {
@@ -73,9 +67,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from graphrag.config.create_graphrag_config import create_graphrag_config\n",
-    "\n",
-    "graphrag_config = create_graphrag_config(values=settings, root_dir=PROJECT_DIRECTORY)"
+    "graphrag_config = load_config(Path(PROJECT_DIRECTORY))"
    ]
   },
   {
@@ -123,19 +115,17 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import pandas as pd\n",
-    "\n",
-    "final_entities = pd.read_parquet(f\"{PROJECT_DIRECTORY}/output/entities.parquet\")\n",
-    "final_communities = pd.read_parquet(f\"{PROJECT_DIRECTORY}/output/communities.parquet\")\n",
-    "final_community_reports = pd.read_parquet(\n",
+    "entities = pd.read_parquet(f\"{PROJECT_DIRECTORY}/output/entities.parquet\")\n",
+    "communities = pd.read_parquet(f\"{PROJECT_DIRECTORY}/output/communities.parquet\")\n",
+    "community_reports = pd.read_parquet(\n",
     "    f\"{PROJECT_DIRECTORY}/output/community_reports.parquet\"\n",
     ")\n",
     "\n",
     "response, context = await api.global_search(\n",
     "    config=graphrag_config,\n",
-    "    entities=final_entities,\n",
-    "    communities=final_communities,\n",
-    "    community_reports=final_community_reports,\n",
+    "    entities=entities,\n",
+    "    communities=communities,\n",
+    "    community_reports=community_reports,\n",
     "    community_level=2,\n",
     "    dynamic_community_selection=False,\n",
     "    response_type=\"Multiple Paragraphs\",\n",
@@ -172,15 +162,13 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from pprint import pprint\n",
-    "\n",
     "pprint(context)  # noqa: T203"
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "graphrag-venv",
+   "display_name": ".venv",
    "language": "python",
    "name": "python3"
   },
@@ -194,7 +182,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.15"
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,