From 35c3ba0104804bee045675ee8bce754deccacfc2 Mon Sep 17 00:00:00 2001 From: Vadym Barda Date: Fri, 10 Jan 2025 11:05:15 -0500 Subject: [PATCH] docs: update how to for passing config to tools (#2986) --- .../pass-config-to-tools_14.msgpack.zlib | 2 +- .../pass-config-to-tools_15.msgpack.zlib | 1 + .../pass-config-to-tools_16.msgpack.zlib | 2 +- .../pass-config-to-tools_17.msgpack.zlib | 1 - .../pass-config-to-tools_18.msgpack.zlib | 1 - docs/docs/how-tos/pass-config-to-tools.ipynb | 124 +++++++----------- 6 files changed, 51 insertions(+), 80 deletions(-) create mode 100644 docs/cassettes/pass-config-to-tools_15.msgpack.zlib delete mode 100644 docs/cassettes/pass-config-to-tools_17.msgpack.zlib delete mode 100644 docs/cassettes/pass-config-to-tools_18.msgpack.zlib diff --git a/docs/cassettes/pass-config-to-tools_14.msgpack.zlib b/docs/cassettes/pass-config-to-tools_14.msgpack.zlib index a7648d902..3362c58b5 100644 --- a/docs/cassettes/pass-config-to-tools_14.msgpack.zlib +++ b/docs/cassettes/pass-config-to-tools_14.msgpack.zlib @@ -1 +1 @@ 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\ No newline at end of file diff --git a/docs/cassettes/pass-config-to-tools_17.msgpack.zlib b/docs/cassettes/pass-config-to-tools_17.msgpack.zlib deleted file mode 100644 index 2c5b4cf60..000000000 --- a/docs/cassettes/pass-config-to-tools_17.msgpack.zlib +++ /dev/null @@ -1 +0,0 @@ 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\ No newline at end of file diff --git a/docs/cassettes/pass-config-to-tools_18.msgpack.zlib b/docs/cassettes/pass-config-to-tools_18.msgpack.zlib deleted file mode 100644 index 0a6baa230..000000000 --- a/docs/cassettes/pass-config-to-tools_18.msgpack.zlib +++ /dev/null @@ -1 +0,0 @@ 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\ No newline at end of file diff --git a/docs/docs/how-tos/pass-config-to-tools.ipynb b/docs/docs/how-tos/pass-config-to-tools.ipynb index 609d9fd45..dec54fa1e 100644 --- a/docs/docs/how-tos/pass-config-to-tools.ipynb +++ b/docs/docs/how-tos/pass-config-to-tools.ipynb @@ -49,7 +49,7 @@ "\n", "At runtime, you may need to pass values to a tool, like a user ID, which should be set by the application logic, not controlled by the LLM, for security reasons. The LLM should only manage its intended parameters.\n", "\n", - "LangChain tools use the `Runnable` interface, where methods like `invoke` accept runtime information through the `RunnableConfig` argument.\n", + "LangChain tools use the `Runnable` interface, where methods like `invoke` accept runtime information through the config argument with a `RunnableConfig` type annotation.\n", "\n", "In the following example, we’ll set up an agent with tools to manage a user's favorite pets—adding, reading, and deleting entries—while fixing the user ID through application logic and letting the chat model control other parameters" ] @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -110,6 +110,20 @@ "## Define tools and model" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "!!! warning \"Config type annotations\"\n", + "\n", + " Each tool function can take a `config` argument. In order for the config to be correctly propagated to the function, you MUST always add a `RunnableConfig` type annotation for your `config` argument. For example:\n", + "\n", + " ```python\n", + " def my_tool(tool_arg: str, config: RunnableConfig):\n", + " ...\n", + " ```" + ] + }, { "cell_type": "code", "execution_count": 3, @@ -151,31 +165,24 @@ "\n", "@tool\n", "def list_favorite_pets(config: RunnableConfig) -> None:\n", - " \"\"\"List favorite pets if any.\"\"\"\n", + " \"\"\"List favorite pets if asked to.\"\"\"\n", " user_id = config.get(\"configurable\", {}).get(\"user_id\")\n", - " return \", \".join(user_to_pets.get(user_id, []))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "tools = [update_favorite_pets, delete_favorite_pets, list_favorite_pets]\n", - "tool_node = ToolNode(tools)" + " return \", \".join(user_to_pets.get(user_id, []))\n", + "\n", + "\n", + "tools = [update_favorite_pets, delete_favorite_pets, list_favorite_pets]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We'll be using a small chat model from Anthropic in our example. To use chat models with tool calling, we need to first ensure that the model is aware of the available tools. We do this by calling `.bind_tools` method on `ChatAnthropic` moodel" + "We'll be using a small chat model from Anthropic in our example." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -184,9 +191,7 @@ "from langgraph.prebuilt import ToolNode\n", "\n", "\n", - "model_with_tools = ChatAnthropic(\n", - " model=\"claude-3-haiku-20240307\", temperature=0\n", - ").bind_tools(tools)" + "model = ChatAnthropic(model=\"claude-3-5-haiku-latest\")" ] }, { @@ -196,55 +201,17 @@ "source": [ "## ReAct Agent\n", "\n", - "Let's set up a graph implementation of the [ReAct agent](https://langchain-ai.github.io/langgraph/concepts/agentic_concepts/#react-agent). This agent takes some query as input, then repeatedly call tools until it has enough information to resolve the query. We'll be using prebuilt `ToolNode` and the Anthropic model with tools we just defined." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "from typing import Literal\n", - "\n", - "from langgraph.graph import StateGraph, MessagesState, START, END\n", - "\n", - "\n", - "def should_continue(state: MessagesState):\n", - " messages = state[\"messages\"]\n", - " last_message = messages[-1]\n", - " if last_message.tool_calls:\n", - " return \"tools\"\n", - " return END\n", - "\n", - "\n", - "def call_model(state: MessagesState):\n", - " messages = state[\"messages\"]\n", - " response = model_with_tools.invoke(messages)\n", - " return {\"messages\": [response]}\n", - "\n", - "\n", - "builder = StateGraph(MessagesState)\n", - "\n", - "# Define the two nodes we will cycle between\n", - "builder.add_node(\"agent\", call_model)\n", - "builder.add_node(\"tools\", tool_node)\n", - "\n", - "builder.add_edge(START, \"agent\")\n", - "builder.add_conditional_edges(\"agent\", should_continue, [\"tools\", END])\n", - "builder.add_edge(\"tools\", \"agent\")\n", - "\n", - "graph = builder.compile()" + "Let's set up a graph implementation of the [ReAct agent](https://langchain-ai.github.io/langgraph/concepts/agentic_concepts/#react-agent). This agent takes some query as input, then repeatedly call tools until it has enough information to resolve the query. We'll be using prebuilt [`create_react_agent`][langgraph.prebuilt.chat_agent_executor.create_react_agent] and the Anthropic model with tools we just defined. Note: the tools are automatically added to the model via `model.bind_tools` inside the `create_react_agent` implementation." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/jpeg": 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", 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", "text/plain": [ "" ] @@ -254,8 +221,11 @@ } ], "source": [ + "from langgraph.prebuilt import create_react_agent\n", "from IPython.display import Image, display\n", "\n", + "graph = create_react_agent(model, tools)\n", + "\n", "try:\n", " display(Image(graph.get_graph().draw_mermaid_png()))\n", "except Exception:\n", @@ -272,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -285,10 +255,10 @@ "my favorite pets are cats and dogs\n", "==================================\u001b[1m Ai Message \u001b[0m==================================\n", "\n", - "[{'text': \"Okay, let's update your favorite pets:\", 'type': 'text'}, {'id': 'toolu_01SU6vhbKDjSsPj2z86QA3wy', 'input': {'pets': ['cats', 'dogs']}, 'name': 'update_favorite_pets', 'type': 'tool_use'}]\n", + "[{'text': \"I'll help you update your favorite pets using the `update_favorite_pets` function.\", 'type': 'text'}, {'id': 'toolu_015jtecJ4jnosAfXEC3KADS2', 'input': {'pets': ['cats', 'dogs']}, 'name': 'update_favorite_pets', 'type': 'tool_use'}]\n", "Tool Calls:\n", - " update_favorite_pets (toolu_01SU6vhbKDjSsPj2z86QA3wy)\n", - " Call ID: toolu_01SU6vhbKDjSsPj2z86QA3wy\n", + " update_favorite_pets (toolu_015jtecJ4jnosAfXEC3KADS2)\n", + " Call ID: toolu_015jtecJ4jnosAfXEC3KADS2\n", " Args:\n", " pets: ['cats', 'dogs']\n", "=================================\u001b[1m Tool Message \u001b[0m=================================\n", @@ -297,7 +267,7 @@ "null\n", "==================================\u001b[1m Ai Message \u001b[0m==================================\n", "\n", - "Your favorite pets have been updated to cats and dogs.\n", + "Great! I've added cats and dogs to your list of favorite pets. Would you like to confirm the list or do anything else with it?\n", "User information after the run: {'123': ['cats', 'dogs']}\n" ] } @@ -320,7 +290,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -333,10 +303,10 @@ "what are my favorite pets\n", "==================================\u001b[1m Ai Message \u001b[0m==================================\n", "\n", - "[{'id': 'toolu_01DdpiqiCxzbR4RjQdEoR6mJ', 'input': {}, 'name': 'list_favorite_pets', 'type': 'tool_use'}]\n", + "[{'text': \"I'll help you check your favorite pets by using the list_favorite_pets function.\", 'type': 'text'}, {'id': 'toolu_01EMTtX5WtKJXMJ4WqXpxPUw', 'input': {}, 'name': 'list_favorite_pets', 'type': 'tool_use'}]\n", "Tool Calls:\n", - " list_favorite_pets (toolu_01DdpiqiCxzbR4RjQdEoR6mJ)\n", - " Call ID: toolu_01DdpiqiCxzbR4RjQdEoR6mJ\n", + " list_favorite_pets (toolu_01EMTtX5WtKJXMJ4WqXpxPUw)\n", + " Call ID: toolu_01EMTtX5WtKJXMJ4WqXpxPUw\n", " Args:\n", "=================================\u001b[1m Tool Message \u001b[0m=================================\n", "Name: list_favorite_pets\n", @@ -344,7 +314,9 @@ "cats, dogs\n", "==================================\u001b[1m Ai Message \u001b[0m==================================\n", "\n", - "Based on the list_favorite_pets tool, your favorite pets are cats and dogs.\n", + "Based on the results, your favorite pets are cats and dogs.\n", + "\n", + "Is there anything else you'd like to know about your favorite pets, or would you like to update the list?\n", "User information prior to run: {'123': ['cats', 'dogs']}\n" ] } @@ -365,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -378,10 +350,10 @@ "please forget what i told you about my favorite animals\n", "==================================\u001b[1m Ai Message \u001b[0m==================================\n", "\n", - "[{'id': 'toolu_013TXG6yTxvuWiugbdKGTKSF', 'input': {}, 'name': 'delete_favorite_pets', 'type': 'tool_use'}]\n", + "[{'text': \"I'll help you delete the list of favorite pets. I'll use the delete_favorite_pets function to remove any previously saved list.\", 'type': 'text'}, {'id': 'toolu_01JqpxgxdsDJFMzSLeogoRtG', 'input': {}, 'name': 'delete_favorite_pets', 'type': 'tool_use'}]\n", "Tool Calls:\n", - " delete_favorite_pets (toolu_013TXG6yTxvuWiugbdKGTKSF)\n", - " Call ID: toolu_013TXG6yTxvuWiugbdKGTKSF\n", + " delete_favorite_pets (toolu_01JqpxgxdsDJFMzSLeogoRtG)\n", + " Call ID: toolu_01JqpxgxdsDJFMzSLeogoRtG\n", " Args:\n", "=================================\u001b[1m Tool Message \u001b[0m=================================\n", "Name: delete_favorite_pets\n", @@ -389,7 +361,7 @@ "null\n", "==================================\u001b[1m Ai Message \u001b[0m==================================\n", "\n", - "I have deleted the information about your favorite pets. The list of favorite pets has been cleared.\n", + "The list of favorite pets has been deleted. If you'd like to create a new list of favorite pets in the future, just let me know.\n", "User information prior to run: {}\n" ] } @@ -427,7 +399,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.12.3" } }, "nbformat": 4,