chore(docs): bump langgraph in docs & reformat all docs (#32044)

Trying to unblock documentation build pipeline

* Bump langgraph dep in docs
* Update langgraph in lock file (resolves an issue in API reference
generation)

Author: eyurtsev

cookbook/cql_agent.ipynb

@@ -229,9 +229,9 @@
     "    \"smoke\",\n",
     "    \"temp\",\n",
     "]\n",
-    "assert all(\n",
-    "    [column in df.columns for column in expected_columns]\n",
-    "), \"DataFrame does not have the expected columns\""
+    "assert all([column in df.columns for column in expected_columns]), (\n",
+    "    \"DataFrame does not have the expected columns\"\n",
+    ")"
    ]
   },
   {

cookbook/generative_agents_interactive_simulacra_of_human_behavior.ipynb

@@ -487,7 +487,7 @@
     "        print(\"*\" * 40)\n",
     "        print(\n",
     "            colored(\n",
-    "                f\"After {i+1} observations, Tommie's summary is:\\n{tommie.get_summary(force_refresh=True)}\",\n",
+    "                f\"After {i + 1} observations, Tommie's summary is:\\n{tommie.get_summary(force_refresh=True)}\",\n",
     "                \"blue\",\n",
     "            )\n",
     "        )\n",

cookbook/img-to_img-search_CLIP_ChromaDB.ipynb

@@ -389,7 +389,7 @@
     "        ax = axs[idx]\n",
     "        ax.imshow(img)\n",
     "        # Assuming similarity is not available in the new data, removed sim_score\n",
-    "        ax.title.set_text(f\"\\nProduct ID: {data[\"id\"]}\\n Score: {score}\")\n",
+    "        ax.title.set_text(f\"\\nProduct ID: {data['id']}\\n Score: {score}\")\n",
     "        ax.axis(\"off\")  # Turn off axis\n",
     "\n",
     "    # Hide any remaining empty subplots\n",

cookbook/meta_prompt.ipynb

@@ -148,11 +148,11 @@
     "\n",
     "    instructions = \"None\"\n",
     "    for i in range(max_meta_iters):\n",
-    "        print(f\"[Episode {i+1}/{max_meta_iters}]\")\n",
+    "        print(f\"[Episode {i + 1}/{max_meta_iters}]\")\n",
     "        chain = initialize_chain(instructions, memory=None)\n",
     "        output = chain.predict(human_input=task)\n",
     "        for j in range(max_iters):\n",
-    "            print(f\"(Step {j+1}/{max_iters})\")\n",
+    "            print(f\"(Step {j + 1}/{max_iters})\")\n",
     "            print(f\"Assistant: {output}\")\n",
     "            print(\"Human: \")\n",
     "            human_input = input()\n",

cookbook/multi_player_dnd.ipynb

@@ -183,7 +183,7 @@
    "outputs": [],
    "source": [
     "game_description = f\"\"\"Here is the topic for a Dungeons & Dragons game: {quest}.\n",
-    "        The characters are: {*character_names,}.\n",
+    "        The characters are: {(*character_names,)}.\n",
     "        The story is narrated by the storyteller, {storyteller_name}.\"\"\"\n",
     "\n",
     "player_descriptor_system_message = SystemMessage(\n",
@@ -334,7 +334,7 @@
     "        You are the storyteller, {storyteller_name}.\n",
     "        Please make the quest more specific. Be creative and imaginative.\n",
     "        Please reply with the specified quest in {word_limit} words or less. \n",
-    "        Speak directly to the characters: {*character_names,}.\n",
+    "        Speak directly to the characters: {(*character_names,)}.\n",
     "        Do not add anything else.\"\"\"\n",
     "    ),\n",
     "]\n",

cookbook/multiagent_bidding.ipynb

@@ -200,7 +200,7 @@
    "outputs": [],
    "source": [
     "game_description = f\"\"\"Here is the topic for the presidential debate: {topic}.\n",
-    "The presidential candidates are: {', '.join(character_names)}.\"\"\"\n",
+    "The presidential candidates are: {\", \".join(character_names)}.\"\"\"\n",
     "\n",
     "player_descriptor_system_message = SystemMessage(\n",
     "    content=\"You can add detail to the description of each presidential candidate.\"\n",
@@ -595,7 +595,7 @@
     "        Frame the debate topic as a problem to be solved.\n",
     "        Be creative and imaginative.\n",
     "        Please reply with the specified topic in {word_limit} words or less. \n",
-    "        Speak directly to the presidential candidates: {*character_names,}.\n",
+    "        Speak directly to the presidential candidates: {(*character_names,)}.\n",
     "        Do not add anything else.\"\"\"\n",
     "    ),\n",
     "]\n",

cookbook/openai_functions_retrieval_qa.ipynb

@@ -395,8 +395,7 @@
     "prompt_messages = [\n",
     "    SystemMessage(\n",
     "        content=(\n",
-    "            \"You are a world class algorithm to answer \"\n",
-    "            \"questions in a specific format.\"\n",
+    "            \"You are a world class algorithm to answer questions in a specific format.\"\n",
     "        )\n",
     "    ),\n",
     "    HumanMessage(content=\"Answer question using the following context\"),\n",

cookbook/two_agent_debate_tools.ipynb

@@ -227,7 +227,7 @@
    "outputs": [],
    "source": [
     "conversation_description = f\"\"\"Here is the topic of conversation: {topic}\n",
-    "The participants are: {', '.join(names.keys())}\"\"\"\n",
+    "The participants are: {\", \".join(names.keys())}\"\"\"\n",
     "\n",
     "agent_descriptor_system_message = SystemMessage(\n",
     "    content=\"You can add detail to the description of the conversation participant.\"\n",
@@ -396,7 +396,7 @@
     "        You are the moderator.\n",
     "        Please make the topic more specific.\n",
     "        Please reply with the specified quest in {word_limit} words or less. \n",
-    "        Speak directly to the participants: {*names,}.\n",
+    "        Speak directly to the participants: {(*names,)}.\n",
     "        Do not add anything else.\"\"\"\n",
     "    ),\n",
     "]\n",

docs/api_reference/_extensions/gallery_directive.py

@@ -108,7 +108,7 @@ def run(self) -> List[nodes.Node]:
 
         # Parse the template with Sphinx Design to create an output container
         # Prep the options for the template grid
-        class_ = "gallery-directive" + f' {self.options.get("class-container", "")}'
+        class_ = "gallery-directive" + f" {self.options.get('class-container', '')}"
         options = {"gutter": 2, "class-container": class_}
         options_str = "\n".join(f":{k}: {v}" for k, v in options.items())
 

docs/api_reference/create_api_rst.py

@@ -267,7 +267,7 @@ def _construct_doc(
 .. _{package_namespace}:
 
 ======================================
-{package_namespace.replace('_', '-')}: {package_version}
+{package_namespace.replace("_", "-")}: {package_version}
 ======================================
 
 .. automodule:: {package_namespace}
@@ -325,7 +325,7 @@ def _construct_doc(
 
         index_autosummary += f"""
 :ref:`{package_namespace}_{module}`
-{'^' * (len(package_namespace) + len(module) + 8)}
+{"^" * (len(package_namespace) + len(module) + 8)}
 """
 
         if classes:
@@ -364,7 +364,7 @@ def _construct_doc(
     
 """
                 index_autosummary += f"""
-    {class_['qualified_name']}
+    {class_["qualified_name"]}
 """
 
         if functions:
@@ -427,7 +427,7 @@ def _construct_doc(
 
 """
                 index_autosummary += f"""
-    {class_['qualified_name']}
+    {class_["qualified_name"]}
 """
 
         if deprecated_functions: