From c2ea16fd2e829c4f81863d0b816389bcc71139d4 Mon Sep 17 00:00:00 2001 From: Harrison Chase Date: Tue, 16 Jan 2024 17:10:23 -0800 Subject: [PATCH 01/15] fix links --- README.md | 28 ++++++++++++++-------------- 1 file changed, 14 insertions(+), 14 deletions(-) diff --git a/README.md b/README.md index 87aab4f13..88677960c 100644 --- a/README.md +++ b/README.md @@ -426,41 +426,41 @@ All agent state is represented as a list of messages. This specifically uses OpenAI function calling. This is recommended agent executor for newer chat based models that support function calling. -- [Getting Started Notebook](examples/chat_agent_executor_with_function_calling/base.ipynb): Walks through creating this type of executor from scratch -- [High Level Entrypoint](examples/chat_agent_executor_with_function_calling/high-level.ipynb): Walks through how to use the high level entrypoint for the chat agent executor. +- [Getting Started Notebook](https://github.com/langchain-ai/langgraph/blob/main/examples/chat_agent_executor_with_function_calling/base.ipynb): Walks through creating this type of executor from scratch +- [High Level Entrypoint](https://github.com/langchain-ai/langgraph/blob/main/examples/chat_agent_executor_with_function_calling/high-level.ipynb): Walks through how to use the high level entrypoint for the chat agent executor. **Modifications** We also have a lot of examples highlighting how to slightly modify the base chat agent executor. These all build off the [getting started notebook](examples/chat_agent_executor_with_function_calling/base.ipynb) so it is recommended you start with that first. -- [Human-in-the-loop](examples/chat_agent_executor_with_function_calling/human-in-the-loop.ipynb): How to add a human-in-the-loop component -- [Force calling a tool first](examples/chat_agent_executor_with_function_calling/force-calling-a-tool-first.ipynb): How to always call a specific tool first -- [Respond in a specific format](examples/chat_agent_executor_with_function_calling/respond-in-format.ipynb): How to force the agent to respond in a specific format -- [Dynamically returning tool output directly](examples/chat_agent_executor_with_function_calling/dynamically-returning-directly.ipynb): How to dynamically let the agent choose whether to return the result of a tool directly to the user -- [Managing agent steps](examples/chat_agent_executor_with_function_calling/managing-agent-steps.ipynb): How to more explicitly manage intermediate steps that an agent takes +- [Human-in-the-loop](https://github.com/langchain-ai/langgraph/blob/main/examples/chat_agent_executor_with_function_calling/human-in-the-loop.ipynb): How to add a human-in-the-loop component +- [Force calling a tool first](https://github.com/langchain-ai/langgraph/blob/main/examples/chat_agent_executor_with_function_calling/force-calling-a-tool-first.ipynb): How to always call a specific tool first +- [Respond in a specific format](https://github.com/langchain-ai/langgraph/blob/main/examples/chat_agent_executor_with_function_calling/respond-in-format.ipynb): How to force the agent to respond in a specific format +- [Dynamically returning tool output directly](https://github.com/langchain-ai/langgraph/blob/main/examples/chat_agent_executor_with_function_calling/dynamically-returning-directly.ipynb): How to dynamically let the agent choose whether to return the result of a tool directly to the user +- [Managing agent steps](https://github.com/langchain-ai/langgraph/blob/main/examples/chat_agent_executor_with_function_calling/managing-agent-steps.ipynb): How to more explicitly manage intermediate steps that an agent takes ### AgentExecutor This agent executor uses existing LangChain agents. -- [Getting Started Notebook](examples/agent_executor/base.ipynb): Walks through creating this type of executor from scratch -- [High Level Entrypoint](examples/agent_executor/high-level.ipynb): Walks through how to use the high level entrypoint for the chat agent executor. +- [Getting Started Notebook](https://github.com/langchain-ai/langgraph/blob/main/examples/agent_executor/base.ipynb): Walks through creating this type of executor from scratch +- [High Level Entrypoint](https://github.com/langchain-ai/langgraph/blob/main/examples/agent_executor/high-level.ipynb): Walks through how to use the high level entrypoint for the chat agent executor. **Modifications** We also have a lot of examples highlighting how to slightly modify the base chat agent executor. These all build off the [getting started notebook](examples/agent_executor/base.ipynb) so it is recommended you start with that first. -- [Human-in-the-loop](examples/agent_executor/human-in-the-loop.ipynb): How to add a human-in-the-loop component -- [Force calling a tool first](examples/agent_executor/force-calling-a-tool-first.ipynb): How to always call a specific tool first -- [Managing agent steps](examples/agent_executor/managing-agent-steps.ipynb): How to more explicitly manage intermediate steps that an agent takes +- [Human-in-the-loop](https://github.com/langchain-ai/langgraph/blob/main/examples/agent_executor/human-in-the-loop.ipynb): How to add a human-in-the-loop component +- [Force calling a tool first](https://github.com/langchain-ai/langgraph/blob/main/examples/agent_executor/force-calling-a-tool-first.ipynb): How to always call a specific tool first +- [Managing agent steps](https://github.com/langchain-ai/langgraph/blob/main/examples/agent_executor/managing-agent-steps.ipynb): How to more explicitly manage intermediate steps that an agent takes ### Async If you are running LangGraph in async workflows, you may want to create the nodes to be async by default. -In order for a walkthrough on how to do that, see [this documentation](examples/async.ipynb) +In order for a walkthrough on how to do that, see [this documentation](https://github.com/langchain-ai/langgraph/blob/main/examples/async.ipynb) ### Streaming Tokens Sometimes language models take a while to respond and you may want to stream tokens to end users. -For a guide on how to do this, see [this documentation](examples/streaming-tokens.ipynb) +For a guide on how to do this, see [this documentation](https://github.com/langchain-ai/langgraph/blob/main/examples/streaming-tokens.ipynb) ## Documentation From c12c7583c85df8f2f4be839346d00e7e256ac628 Mon Sep 17 00:00:00 2001 From: Nuno Campos Date: Wed, 17 Jan 2024 10:31:40 -0800 Subject: [PATCH 02/15] Fix tags --- langgraph/pregel/read.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/langgraph/pregel/read.py b/langgraph/pregel/read.py index 2baea3fa9..0d566791f 100644 --- a/langgraph/pregel/read.py +++ b/langgraph/pregel/read.py @@ -16,6 +16,7 @@ from langchain_core.runnables.base import ( RunnableEach, coerce_to_runnable, ) +from langchain_core.runnables.config import merge_configs from langchain_core.runnables.utils import ConfigurableFieldSpec from langgraph.channels.base import BaseChannel @@ -103,7 +104,7 @@ class ChannelInvoke(RunnableBindingBase): when=when, bound=bound or default_bound, kwargs=kwargs or {}, - config={**(config or {}), "tags": tags or []}, + config=merge_configs(config, {"tags": tags}), **other_kwargs, ) From aa2eb4606d73a616b50b1ea117e51de453d54baa Mon Sep 17 00:00:00 2001 From: Nuno Campos Date: Wed, 17 Jan 2024 10:32:10 -0800 Subject: [PATCH 03/15] Better error message on invalid use lf lastvalue channel --- langgraph/channels/last_value.py | 2 +- langgraph/pregel/__init__.py | 8 +++++++- 2 files changed, 8 insertions(+), 2 deletions(-) diff --git a/langgraph/channels/last_value.py b/langgraph/channels/last_value.py index c585ceb86..858943c91 100644 --- a/langgraph/channels/last_value.py +++ b/langgraph/channels/last_value.py @@ -44,7 +44,7 @@ class LastValue(Generic[Value], BaseChannel[Value, Value, Value]): if len(values) == 0: return if len(values) != 1: - raise InvalidUpdateError() + raise InvalidUpdateError("LastValue can only receive one value per step.") self.value = values[-1] diff --git a/langgraph/pregel/__init__.py b/langgraph/pregel/__init__.py index b557b9c5d..6a714f271 100644 --- a/langgraph/pregel/__init__.py +++ b/langgraph/pregel/__init__.py @@ -46,6 +46,7 @@ from langgraph.channels.base import ( BaseChannel, ChannelsManager, EmptyChannelError, + InvalidUpdateError, create_checkpoint, ) from langgraph.channels.last_value import LastValue @@ -684,7 +685,12 @@ def _apply_writes( # Apply writes to channels for chan, vals in pending_writes_by_channel.items(): if chan in channels: - channels[chan].update(vals) + try: + channels[chan].update(vals) + except InvalidUpdateError as e: + raise InvalidUpdateError( + f"Invalid update for channel {chan}: {e}" + ) from e checkpoint["channel_versions"][chan] += 1 updated_channels.add(chan) else: From e245b1d2ffe0bbc0edb53ab1c95383a49252b299 Mon Sep 17 00:00:00 2001 From: Nuno Campos Date: Wed, 17 Jan 2024 13:55:26 -0800 Subject: [PATCH 04/15] Lint --- langgraph/graph/state.py | 1 + langgraph/pregel/read.py | 2 +- tests/test_pregel.py | 2 +- tests/test_pregel_async.py | 2 +- 4 files changed, 4 insertions(+), 3 deletions(-) diff --git a/langgraph/graph/state.py b/langgraph/graph/state.py index 45fb5ec65..1a3f5530e 100644 --- a/langgraph/graph/state.py +++ b/langgraph/graph/state.py @@ -122,3 +122,4 @@ def _is_field_binop(typ: Type[Any]) -> Optional[BinaryOperatorAggregate]: ] ): return BinaryOperatorAggregate(typ, meta[0]) + return None diff --git a/langgraph/pregel/read.py b/langgraph/pregel/read.py index 0d566791f..78129b5b0 100644 --- a/langgraph/pregel/read.py +++ b/langgraph/pregel/read.py @@ -104,7 +104,7 @@ class ChannelInvoke(RunnableBindingBase): when=when, bound=bound or default_bound, kwargs=kwargs or {}, - config=merge_configs(config, {"tags": tags}), + config=merge_configs(config, {"tags": tags or []}), **other_kwargs, ) diff --git a/tests/test_pregel.py b/tests/test_pregel.py index fd4a986b5..0ad0b5752 100644 --- a/tests/test_pregel.py +++ b/tests/test_pregel.py @@ -811,7 +811,7 @@ def test_conditional_graph_state() -> None: ] ) - def agent_parser(input: str) -> Union[AgentAction, AgentFinish]: + def agent_parser(input: str) -> dict[str, Union[AgentAction, AgentFinish]]: if input.startswith("finish"): _, answer = input.split(":") return { diff --git a/tests/test_pregel_async.py b/tests/test_pregel_async.py index 6799bdd73..1b162cbb8 100644 --- a/tests/test_pregel_async.py +++ b/tests/test_pregel_async.py @@ -865,7 +865,7 @@ async def test_conditional_graph_state() -> None: ] ) - def agent_parser(input: str) -> Union[AgentAction, AgentFinish]: + def agent_parser(input: str) -> dict[str, Union[AgentAction, AgentFinish]]: if input.startswith("finish"): _, answer = input.split(":") return { From 51983ea82adfd5d8ba301b5362f8593549f61f38 Mon Sep 17 00:00:00 2001 From: Nuno Campos Date: Wed, 17 Jan 2024 13:59:00 -0800 Subject: [PATCH 05/15] 0.0.13 --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 97c8bc544..a324ff4c4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "langgraph" -version = "0.0.12" +version = "0.0.13" description = "langgraph" authors = [] license = "LangGraph License" From 55493f5d4539351da51e7c24b782b8565b37e524 Mon Sep 17 00:00:00 2001 From: Nuno Campos Date: Thu, 18 Jan 2024 11:10:39 -0800 Subject: [PATCH 06/15] Filter from config_schema properties provided by Pregel class --- langgraph/pregel/__init__.py | 17 +++++++++++++---- langgraph/pregel/read.py | 3 +-- langgraph/pregel/write.py | 2 +- tests/test_pregel.py | 8 ++++++++ 4 files changed, 23 insertions(+), 7 deletions(-) diff --git a/langgraph/pregel/__init__.py b/langgraph/pregel/__init__.py index 6a714f271..115e0cbf6 100644 --- a/langgraph/pregel/__init__.py +++ b/langgraph/pregel/__init__.py @@ -195,10 +195,19 @@ class Pregel( @property def config_specs(self) -> list[ConfigurableFieldSpec]: - return get_unique_config_specs( - [spec for node in self.nodes.values() for spec in node.config_specs] - + (self.checkpointer.config_specs if self.checkpointer is not None else []) - ) + return [ + spec + for spec in get_unique_config_specs( + [spec for node in self.nodes.values() for spec in node.config_specs] + + ( + self.checkpointer.config_specs + if self.checkpointer is not None + else [] + ) + ) + # these are provided by the Pregel class + if spec.id not in [CONFIG_KEY_READ, CONFIG_KEY_SEND] + ] @property def InputType(self) -> Any: diff --git a/langgraph/pregel/read.py b/langgraph/pregel/read.py index 78129b5b0..08903082e 100644 --- a/langgraph/pregel/read.py +++ b/langgraph/pregel/read.py @@ -19,7 +19,6 @@ from langchain_core.runnables.base import ( from langchain_core.runnables.config import merge_configs from langchain_core.runnables.utils import ConfigurableFieldSpec -from langgraph.channels.base import BaseChannel from langgraph.constants import CONFIG_KEY_READ @@ -34,7 +33,7 @@ class ChannelRead(RunnableLambda): name=CONFIG_KEY_READ, description=None, default=None, - annotation=Callable[[BaseChannel], Any], + annotation=None, ), ] diff --git a/langgraph/pregel/write.py b/langgraph/pregel/write.py index e44b3e3db..a43d8d876 100644 --- a/langgraph/pregel/write.py +++ b/langgraph/pregel/write.py @@ -43,7 +43,7 @@ class ChannelWrite(RunnablePassthrough): name=CONFIG_KEY_SEND, description=None, default=None, - annotation=TYPE_SEND, + annotation=None, ), ] diff --git a/tests/test_pregel.py b/tests/test_pregel.py index 0ad0b5752..1dc57988e 100644 --- a/tests/test_pregel.py +++ b/tests/test_pregel.py @@ -1,5 +1,6 @@ import operator import time +import warnings from concurrent.futures import ThreadPoolExecutor from contextlib import contextmanager from typing import Annotated, Generator, Optional, TypedDict, Union @@ -43,6 +44,13 @@ def test_invoke_single_process_in_out(mocker: MockerFixture) -> None: assert app.input_schema.schema() == {"title": "LangGraphInput", "type": "integer"} assert app.output_schema.schema() == {"title": "LangGraphOutput", "type": "integer"} + with warnings.catch_warnings(): + warnings.simplefilter("error") # raise warnings as errors + assert app.config_schema().schema() == { + "properties": {}, + "title": "LangGraphConfig", + "type": "object", + } assert app.invoke(2) == 3 assert app.invoke(2, output_keys=["output"]) == {"output": 3} assert repr(app), "does not raise recursion error" From f0fa5774662ec6b93c543ea8b343a4420fda06e8 Mon Sep 17 00:00:00 2001 From: Nuno Campos Date: Thu, 18 Jan 2024 16:23:21 -0800 Subject: [PATCH 07/15] Make ppickleable --- langgraph/checkpoint/__init__.py | 3 ++- langgraph/checkpoint/base.py | 6 +++++- 2 files changed, 7 insertions(+), 2 deletions(-) diff --git a/langgraph/checkpoint/__init__.py b/langgraph/checkpoint/__init__.py index 7a52e0c6f..3d8a1ab76 100644 --- a/langgraph/checkpoint/__init__.py +++ b/langgraph/checkpoint/__init__.py @@ -1,7 +1,8 @@ -from langgraph.checkpoint.base import BaseCheckpointSaver, CheckpointAt +from langgraph.checkpoint.base import BaseCheckpointSaver, Checkpoint, CheckpointAt from langgraph.checkpoint.memory import MemorySaver __all__ = [ + "Checkpoint", "CheckpointAt", "BaseCheckpointSaver", "MemorySaver", diff --git a/langgraph/checkpoint/base.py b/langgraph/checkpoint/base.py index e40f3fcfc..699dc9dd8 100644 --- a/langgraph/checkpoint/base.py +++ b/langgraph/checkpoint/base.py @@ -19,13 +19,17 @@ class Checkpoint(TypedDict): versions_seen: defaultdict[str, defaultdict[str, int]] +def _seen_dict(): + return defaultdict(int) + + def empty_checkpoint() -> Checkpoint: return Checkpoint( v=1, ts=datetime.now(timezone.utc).isoformat(), channel_values={}, channel_versions=defaultdict(int), - versions_seen=defaultdict(lambda: defaultdict(int)), + versions_seen=defaultdict(_seen_dict), ) From ab2745b5efbbb00abfce38d32b4339b99bda437f Mon Sep 17 00:00:00 2001 From: Nuno Campos Date: Thu, 18 Jan 2024 16:23:27 -0800 Subject: [PATCH 08/15] 0.0.14 --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index a324ff4c4..202566b02 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "langgraph" -version = "0.0.13" +version = "0.0.14" description = "langgraph" authors = [] license = "LangGraph License" From b6292231d4ee52b0c345e061b3947ceb90d34bf8 Mon Sep 17 00:00:00 2001 From: Nuno Campos Date: Thu, 18 Jan 2024 16:23:35 -0800 Subject: [PATCH 09/15] 0.0.15 --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 202566b02..5dae9d362 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "langgraph" -version = "0.0.14" +version = "0.0.15" description = "langgraph" authors = [] license = "LangGraph License" From 885d84e4ae68cbdb963e5b5dd4450185135fdff4 Mon Sep 17 00:00:00 2001 From: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com> Date: Thu, 18 Jan 2024 18:17:56 -0800 Subject: [PATCH 10/15] Agent simulation --- .../agent-simulation-evaluation.ipynb | 447 ++++++++++++++++++ 1 file changed, 447 insertions(+) create mode 100644 examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb diff --git a/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb b/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb new file mode 100644 index 000000000..fd17e3481 --- /dev/null +++ b/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb @@ -0,0 +1,447 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a3e3ebc4-57af-4fe4-bdd3-36aff67bf276", + "metadata": {}, + "source": [ + "## Agent Evaluation\n", + "\n", + "When building a chat bot, it can be hard to evaluate the multi-turn interactions.\n", + "\n", + "One way to evaluate is by simulating a conversation with a user, then evaluating the outpucomes and trajectory.\n", + "\n", + "Below is an example of how to do this in langgraph." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "0d30b6f7-3bec-4d9f-af50-43dfdc81ae6c", + "metadata": {}, + "outputs": [], + "source": [ + "%%capture --no-stderr\n", + "%pip install -U langchain langchain_openai langsmith pandas" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "30c2f3de-c730-4aec-85a6-af2c2f058803", + "metadata": {}, + "outputs": [], + "source": [ + "import getpass\n", + "import os\n", + "import uuid\n", + "\n", + "\n", + "def _set_if_undefined(var: str):\n", + " if not os.environ.get(var):\n", + " os.environ[var] = getpass(f\"Please provide your {var}\")\n", + "\n", + "\n", + "_set_if_undefined(\"OPENAI_API_KEY\")\n", + "_set_if_undefined(\"LANGCHAIN_API_KEY\")\n", + "_set_if_undefined(\"TAVILY_API_KEY\")\n", + "\n", + "# Optional, add tracing in LangSmith.\n", + "# This will help you visualize and debug the control flow\n", + "os.environ[\"LANGCHAIN_TRACING_V2\"] = \"true\"\n", + "os.environ[\"LANGCHAIN_PROJECT\"] = \"Agent Simulation Evaluation\"" + ] + }, + { + "cell_type": "markdown", + "id": "321312b4-a1f0-4454-a481-fdac4e37cb7d", + "metadata": {}, + "source": [ + "## Make a user proxy \n", + "\n", + "Really unstructured right now. Will have to think about the UX of this further." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "74bbe7c1-9e62-4bfe-9391-5b1a6bb4e6dc", + "metadata": {}, + "outputs": [], + "source": [ + "# Create a human proxy\n", + "import operator\n", + "from typing import Annotated, List, TypedDict\n", + "\n", + "from langchain_core.messages import AIMessage, BaseMessage, HumanMessage\n", + "from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder\n", + "\n", + "from langgraph.graph import END, StateGraph\n", + "\n", + "\n", + "def create_user_proxy(llm):\n", + " # We would likely want to provide more system prompt customization here\n", + " prompt = ChatPromptTemplate.from_messages(\n", + " [\n", + " (\n", + " \"system\",\n", + " \"You are role-playing the human character: {name}. \"\n", + " \"You are not an AI assistant and you are not supposed to help or assist.\"\n", + " \" You must behave as this human would throughout the conversation below.\"\n", + " \" Your response will be labeled as a human message.\"\n", + " \" You will be evaluated based on how realistic your impersonation of\"\n", + " \" this character is. Here are the details for your character, {name}:\\n\"\n", + " \"{system_prompt}\"\n", + " '\\n\\nWhen you are finished with the conversation, respond with a single word \"FINISHED\"',\n", + " ),\n", + " MessagesPlaceholder(variable_name=\"messages\"),\n", + " ]\n", + " )\n", + " return prompt | llm | (lambda x: {\"messages\": [HumanMessage(content=x.content)]})" + ] + }, + { + "cell_type": "markdown", + "id": "58480cbf-33dc-48ea-85a4-a4436e3fc283", + "metadata": {}, + "source": [ + "## Define the simulation constructor\n", + "\n", + "Construct the graph that connects the user proxy and the evaluated model." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "cc93d114-fa65-4021-a67e-b1e6d4edc88a", + "metadata": {}, + "outputs": [], + "source": [ + "from typing import Callable\n", + "\n", + "from langchain_core.runnables import chain\n", + "from langchain_openai import ChatOpenAI\n", + "\n", + "\n", + "class Environment(TypedDict):\n", + " messages: Annotated[List[BaseMessage], operator.add]\n", + " system_prompt: str\n", + " name: str\n", + " input: str\n", + "\n", + "\n", + "def should_continue(state: Environment):\n", + " if state[\"messages\"][-1].content.strip().endswith(\"FINISHED\"):\n", + " return \"end\"\n", + " return \"continue\"\n", + "\n", + "\n", + "@chain\n", + "def next_message(state: Environment):\n", + " return {\"input\": state[\"messages\"][-1].content}\n", + "\n", + "\n", + "def enter(inputs: dict):\n", + " inputs[\"messages\"] = [HumanMessage(content=inputs[\"input\"], name=inputs[\"name\"])]\n", + " return inputs\n", + "\n", + "\n", + "def exit(agent_output):\n", + " # If we do an ai message here, the user proxy llm\n", + " # will usually forget it's acting.\n", + " return {\"messages\": [HumanMessage(content=agent_output[\"output\"])]}\n", + "\n", + "\n", + "def create_simulation(user_proxy_llm, agent_constructor: Callable):\n", + " user_proxy = create_user_proxy(user_proxy_llm)\n", + " agent_to_evaluate = agent_constructor()\n", + "\n", + " graph_builder = StateGraph(Environment)\n", + " graph_builder.add_node(\"user\", user_proxy)\n", + " # give it a single string input\n", + " graph_builder.add_node(\"agent\", next_message | agent_to_evaluate | exit)\n", + " graph_builder.add_edge(\"agent\", \"user\")\n", + " graph_builder.add_conditional_edges(\n", + " \"user\",\n", + " should_continue,\n", + " {\n", + " \"end\": END,\n", + " \"continue\": \"agent\",\n", + " },\n", + " )\n", + " graph_builder.set_entry_point(\"agent\")\n", + " return (enter | graph_builder.compile()).with_config(run_name=\"Agent Simulation\")" + ] + }, + { + "cell_type": "markdown", + "id": "243d07dd-187c-4cc7-815d-dee4fbe84df4", + "metadata": {}, + "source": [ + "## Create your agent\n", + "\n", + "We make a constructor. There's some additional data munging to make the simulator output work with your model." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c462eac5-53b4-4ea3-b38a-40940826df6b", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain_core.output_parsers import StrOutputParser\n", + "from langchain_core.runnables.history import RunnableWithMessageHistory\n", + "\n", + "\n", + "# This returns any runnable. It would probably accept \"input\" or something\n", + "# It's the agent you want to evaluate\n", + "def creat_conversational_agent():\n", + " messages = []\n", + "\n", + " def add_user_message(inputs):\n", + " messages.append(HumanMessage(content=inputs[\"input\"]))\n", + " return {\"messages\": messages}\n", + "\n", + " def add_ai_message(output):\n", + " messages.append(output)\n", + " return {\"output\": output.content}\n", + "\n", + " chain = (\n", + " add_user_message\n", + " | ChatPromptTemplate.from_messages(\n", + " [\n", + " (\"system\", \"you are a helpful assistant\"),\n", + " MessagesPlaceholder(variable_name=\"messages\"),\n", + " ]\n", + " )\n", + " | ChatOpenAI(model=\"gpt-3.5-turbo\")\n", + " | add_ai_message\n", + " )\n", + " return chain" + ] + }, + { + "cell_type": "markdown", + "id": "219859c4-3785-4680-8738-9512a64be3bf", + "metadata": {}, + "source": [ + "## Create a dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "394c19df-05fa-47df-8e18-a86c0bc4e138", + "metadata": {}, + "outputs": [], + "source": [ + "import langsmith\n", + "\n", + "client = langsmith.Client()\n", + "\n", + "examples = [\n", + " (\n", + " \"Adam\",\n", + " \"You really needs to find the restroom. You only speak English.\",\n", + " \"Hi there, where's the restroom?\",\n", + " ),\n", + " (\n", + " \"Steve\",\n", + " \"You are a developer who needs help with an error.\",\n", + " \"How do I fix this? NameError: module terminator cannot be found\",\n", + " ),\n", + " (\"Jezebel\", \"You want to learn more about langchain\", \"So what's langchain?\"),\n", + "]\n", + "\n", + "dataset_name = \"Agent Simulation\"\n", + "if not client.has_dataset(dataset_name=dataset_name):\n", + " ds = client.create_dataset(dataset_name=dataset_name)\n", + " client.create_examples(\n", + " inputs=[\n", + " {\"system_prompt\": sys, \"name\": name, \"input\": input}\n", + " for name, sys, input in examples\n", + " ],\n", + " dataset_id=ds.id,\n", + " )\n", + "# else:\n", + "# client.delete_dataset(dataset_name=dataset_name)" + ] + }, + { + "cell_type": "markdown", + "id": "990f198d-29c9-400b-b7e8-c6c5a0b7ef77", + "metadata": {}, + "source": [ + "## Define evaluators\n", + "\n", + "We will use an LLM as judge here. In reality, you would probably add additional\n", + "context to the ground truth to make the results more reliable." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d8b1ebd8-60c5-4051-85d8-2576c81b3b41", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.load import load\n", + "from langchain.output_parsers.openai_functions import JsonOutputFunctionsParser\n", + "from langchain_core.pydantic_v1 import BaseModel, Field\n", + "from langsmith.evaluation import run_evaluator\n", + "\n", + "\n", + "class GradeConversation(BaseModel):\n", + " \"\"\"Grade the conversation based on quality.\"\"\"\n", + "\n", + " reasoning: Annotated[\n", + " str, \"The step-by-step reasoning explaining the conversation quality score\"\n", + " ]\n", + " score: Annotated[int, \"The score on a scale from 0 to 5\"] = Field(gte=0, lte=5)\n", + "\n", + "\n", + "@run_evaluator\n", + "def conversation_quality(run, example):\n", + " if not run.outputs:\n", + " return {\"score\": 0, \"comment\": \"Unfinished\"}\n", + " # TODO: Incorporate examples\n", + " prompt = ChatPromptTemplate.from_messages(\n", + " [\n", + " (\n", + " \"system\",\n", + " \"You are grading the quality of the following conversation.\"\n", + " \"Submit your response using the GradeConversation function.\",\n", + " ),\n", + " MessagesPlaceholder(variable_name=\"messages\"),\n", + " (\"system\", \"Review the conversation above and submit your score.\"),\n", + " ]\n", + " )\n", + " bound = ChatOpenAI(model=\"gpt-4-1106-preview\").bind_functions(\n", + " functions=[GradeConversation], function_call=\"GradeConversation\"\n", + " )\n", + " chain = prompt | bound | JsonOutputFunctionsParser()\n", + " result = chain.invoke(load(run.outputs))\n", + " score = result[\"score\"] / 5\n", + " return {\"score\": score, \"comment\": result[\"reasoning\"]}" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "39d6287f-2768-42f5-a428-d753ece6048a", + "metadata": {}, + "outputs": [], + "source": [ + "# llm = ChatOpenAI(model=\"gpt-4-1106-preview\")\n", + "# graph = create_simulation(llm, creat_conversational_agent)\n", + "\n", + "# graph.invoke(\n", + "# {\n", + "# \"system_prompt\": \"You really needs to find the restroom. You only speak English.\",\n", + "# \"name\": \"Adam\",\n", + "# \"input\": \"I really need to go\",\n", + "# }\n", + "# )" + ] + }, + { + "cell_type": "markdown", + "id": "ed54f4c9-e52d-421f-935d-02aab5d5d6cb", + "metadata": {}, + "source": [ + "## Run Evaluation" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "be206282-2d7c-4f5c-9c71-77dd9e192b6d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/wfh/.pyenv/versions/3.11.2/lib/python3.11/site-packages/langchain/smith/evaluation/runner_utils.py:1244: LangChainDeprecationWarning: The following arguments are deprecated and will be removed in a future release: dict_keys(['revision_id']).\n", + " warn_deprecated(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "View the evaluation results for project 'ample-color-99' at:\n", + "https://smith.langchain.com/o/ebbaf2eb-769b-4505-aca2-d11de10372a4/datasets/e5fde795-82eb-4ca2-8f2e-9afa666b5c0f/compare?selectedSessions=61f4e55a-1496-49e7-8ef3-e39376a64d8a\n", + "\n", + "View all tests for Dataset Agent Simulation at:\n", + "https://smith.langchain.com/o/ebbaf2eb-769b-4505-aca2-d11de10372a4/datasets/e5fde795-82eb-4ca2-8f2e-9afa666b5c0f\n", + "[> ] 0/3" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/wfh/code/lc/langchain/libs/core/langchain_core/_api/beta_decorator.py:86: LangChainBetaWarning: The function `load` is in beta. It is actively being worked on, so the API may change.\n", + " warn_beta(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[------------------------------------------------->] 3/3" + ] + } + ], + "source": [ + "import functools\n", + "\n", + "from langchain.smith import RunEvalConfig\n", + "\n", + "config = RunEvalConfig(\n", + " custom_evaluators=[conversation_quality],\n", + ")\n", + "results = client.run_on_dataset(\n", + " dataset_name=dataset_name,\n", + " llm_or_chain_factory=functools.partial(\n", + " create_simulation,\n", + " ChatOpenAI(model=\"gpt-4-1106-preview\"),\n", + " creat_conversational_agent,\n", + " ),\n", + " evaluation=config,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "56a40a17-abba-4f12-800a-945a81bc6fa1", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 1fe08c395f72663e2d57762a39b8c81ef5a0604e Mon Sep 17 00:00:00 2001 From: Tat Dat Duong Date: Fri, 19 Jan 2024 16:27:51 +0100 Subject: [PATCH 11/15] Remove unnecessary env export --- README.md | 1 - 1 file changed, 1 deletion(-) diff --git a/README.md b/README.md index 88677960c..ad8725a89 100644 --- a/README.md +++ b/README.md @@ -44,7 +44,6 @@ Optionally, we can set up [LangSmith](https://docs.smith.langchain.com/) for bes ```shell export LANGCHAIN_TRACING_V2="true" export LANGCHAIN_API_KEY=ls__... -export LANGCHAIN_ENDPOINT=https://api.langchain.plus ``` ### Set up the tools From eff6620ff62b6164957e9006be1f6c201125fdd2 Mon Sep 17 00:00:00 2001 From: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com> Date: Fri, 19 Jan 2024 12:48:01 -0800 Subject: [PATCH 12/15] add images --- .../agent-simulation-evaluation.ipynb | 527 +++++++++--------- .../multi-agent/img/virtual_user_annotate.png | Bin 0 -> 40609 bytes .../multi-agent/img/virtual_user_diagram.png | Bin 0 -> 143541 bytes .../img/virtual_user_full_convo.png | Bin 0 -> 522148 bytes 4 files changed, 254 insertions(+), 273 deletions(-) create mode 100644 examples/advanced_agents/multi-agent/img/virtual_user_annotate.png create mode 100644 examples/advanced_agents/multi-agent/img/virtual_user_diagram.png create mode 100644 examples/advanced_agents/multi-agent/img/virtual_user_full_convo.png diff --git a/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb b/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb index fd17e3481..ff65ad927 100644 --- a/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb +++ b/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb @@ -5,13 +5,19 @@ "id": "a3e3ebc4-57af-4fe4-bdd3-36aff67bf276", "metadata": {}, "source": [ - "## Agent Evaluation\n", + "## Chat Bot Evaluation as Multi-agent Simulation\n", "\n", - "When building a chat bot, it can be hard to evaluate the multi-turn interactions.\n", + "When building a chat bot, such as a customer support assistant, it can be hard to properly evalute your bot's performance. It's time-consuming to have to manually interact with it intensively for each code change.\n", "\n", - "One way to evaluate is by simulating a conversation with a user, then evaluating the outpucomes and trajectory.\n", + "One way to make the evaluation process easier and more reproducible is to simulate a user interaction.\n", "\n", - "Below is an example of how to do this in langgraph." + "With LangGraph, it's easy to set this up. Below is an example of how to create a \"virtual user\" to simulate a conversation.\n", + "\n", + "The overall simulation looks something like this:\n", + "\n", + "![diagram](./img/virtual_user_diagram.png)\n", + "\n", + "**First,** we'll set up our environment." ] }, { @@ -21,8 +27,8 @@ "metadata": {}, "outputs": [], "source": [ - "%%capture --no-stderr\n", - "%pip install -U langchain langchain_openai langsmith pandas" + "# %%capture --no-stderr\n", + "# %pip install -U langgraph langchain langchain_openai" ] }, { @@ -44,7 +50,6 @@ "\n", "_set_if_undefined(\"OPENAI_API_KEY\")\n", "_set_if_undefined(\"LANGCHAIN_API_KEY\")\n", - "_set_if_undefined(\"TAVILY_API_KEY\")\n", "\n", "# Optional, add tracing in LangSmith.\n", "# This will help you visualize and debug the control flow\n", @@ -54,370 +59,346 @@ }, { "cell_type": "markdown", - "id": "321312b4-a1f0-4454-a481-fdac4e37cb7d", + "id": "6ef4528d-6b2a-47c7-98b5-50f14984a304", "metadata": {}, "source": [ - "## Make a user proxy \n", + "## 1. Your Agent API\n", "\n", - "Really unstructured right now. Will have to think about the UX of this further." + "For this notebook, we assume your agent's API accepts a list of messages and responds with a message.\n", + "This is configurable and can run on another system (e.g., if your system isn't running in python)." ] }, { "cell_type": "code", "execution_count": 3, - "id": "74bbe7c1-9e62-4bfe-9391-5b1a6bb4e6dc", + "id": "828479af-cf9c-4888-a365-599643a96b55", "metadata": {}, "outputs": [], "source": [ - "# Create a human proxy\n", - "import operator\n", - "from typing import Annotated, List, TypedDict\n", + "from typing import List\n", "\n", - "from langchain_core.messages import AIMessage, BaseMessage, HumanMessage\n", - "from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder\n", - "\n", - "from langgraph.graph import END, StateGraph\n", + "import openai\n", "\n", "\n", - "def create_user_proxy(llm):\n", - " # We would likely want to provide more system prompt customization here\n", - " prompt = ChatPromptTemplate.from_messages(\n", - " [\n", - " (\n", - " \"system\",\n", - " \"You are role-playing the human character: {name}. \"\n", - " \"You are not an AI assistant and you are not supposed to help or assist.\"\n", - " \" You must behave as this human would throughout the conversation below.\"\n", - " \" Your response will be labeled as a human message.\"\n", - " \" You will be evaluated based on how realistic your impersonation of\"\n", - " \" this character is. Here are the details for your character, {name}:\\n\"\n", - " \"{system_prompt}\"\n", - " '\\n\\nWhen you are finished with the conversation, respond with a single word \"FINISHED\"',\n", - " ),\n", - " MessagesPlaceholder(variable_name=\"messages\"),\n", - " ]\n", + "# This is flexible, but you can define your agent here, or call your agent API here.\n", + "def my_chat_bot(messages: List[dict]) -> dict:\n", + " completion = openai.chat.completions.create(\n", + " messages=messages, model=\"gpt-3.5-turbo\"\n", " )\n", - " return prompt | llm | (lambda x: {\"messages\": [HumanMessage(content=x.content)]})" + " return completion.choices[0].message.model_dump()" ] }, { "cell_type": "markdown", - "id": "58480cbf-33dc-48ea-85a4-a4436e3fc283", + "id": "321312b4-a1f0-4454-a481-fdac4e37cb7d", "metadata": {}, "source": [ - "## Define the simulation constructor\n", - "\n", - "Construct the graph that connects the user proxy and the evaluated model." + "## 2. Define the Agent Simulation" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 12, "id": "cc93d114-fa65-4021-a67e-b1e6d4edc88a", "metadata": {}, "outputs": [], "source": [ - "from typing import Callable\n", + "import operator\n", + "from typing import Annotated, Callable, Dict, List, TypedDict\n", "\n", + "from langchain.adapters.openai import convert_message_to_dict\n", + "from langchain_core.messages import AIMessage, BaseMessage, HumanMessage\n", + "from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder\n", "from langchain_core.runnables import chain\n", "from langchain_openai import ChatOpenAI\n", "\n", + "from langgraph.graph import END, StateGraph\n", "\n", + "SIMULATED_USER_NAME = \"simulated\"\n", + "\n", + "\n", + "# This is just an example, we can\n", + "# configure additional parameters if\n", + "# you want more control\n", + "class SimulatedUserConfig(TypedDict):\n", + " system_prompt: str\n", + "\n", + "\n", + "# This is the input to every node in the simulation graph\n", + "# It tracks the graph state over time. Our only \"state\"\n", + "# is the conversation messages, while the user config\n", + "# is provided to make the virtual user more unique or realistic\n", "class Environment(TypedDict):\n", " messages: Annotated[List[BaseMessage], operator.add]\n", - " system_prompt: str\n", - " name: str\n", - " input: str\n", + " simulated_user_config: SimulatedUserConfig\n", "\n", "\n", + "# We currently let the virtual user decide if the conversation can end\n", + "# we could also track max conversation turns, add a conversation \"supervisor\"\n", + "# or use other heuristics to control the dialogue flow\n", "def should_continue(state: Environment):\n", + " \"\"\"Determine if the simulation should continue.\"\"\"\n", " if state[\"messages\"][-1].content.strip().endswith(\"FINISHED\"):\n", " return \"end\"\n", " return \"continue\"\n", "\n", "\n", + "## The next two functions define the API between the simulation\n", + "# and the chat bot you wish to test.\n", + "# We are assuming your chat bot accepts a list of OAI messages\n", "@chain\n", - "def next_message(state: Environment):\n", - " return {\"input\": state[\"messages\"][-1].content}\n", + "def get_messages_for_agent(state: Environment):\n", + " \"\"\"Convert the simulation state to the input\n", + "\n", + " for your agent you want to evaluate.\"\"\"\n", + " return [convert_message_to_dict(message) for message in state[\"messages\"]]\n", "\n", "\n", + "# This takes the output of your chat bot\n", + "# and adds it to the simulation state\n", + "def get_response_message_from_agent(agent_output):\n", + " \"\"\"Get the response from the agent you are evaluting,\n", + " and use it to update the simulation state.\"\"\"\n", + " # If we do an ai message here, the user proxy llm\n", + " # will usually forget it's acting.\n", + " return {\"messages\": [HumanMessage(content=agent_output[\"content\"])]}\n", + "\n", + "\n", + "# This is run once at the beginning of the simulation.\n", + "# It's more convenient to just write an input string\n", + "# than to pass in a full message, but this could be removed below\n", "def enter(inputs: dict):\n", - " inputs[\"messages\"] = [HumanMessage(content=inputs[\"input\"], name=inputs[\"name\"])]\n", + " \"\"\"Start the simulation. This makes it less verbose to invoke.\"\"\"\n", + " inputs[\"messages\"] = [\n", + " HumanMessage(content=inputs[\"input\"], name=SIMULATED_USER_NAME)\n", + " ]\n", " return inputs\n", "\n", "\n", - "def exit(agent_output):\n", - " # If we do an ai message here, the user proxy llm\n", - " # will usually forget it's acting.\n", - " return {\"messages\": [HumanMessage(content=agent_output[\"output\"])]}\n", - "\n", - "\n", - "def create_simulation(user_proxy_llm, agent_constructor: Callable):\n", - " user_proxy = create_user_proxy(user_proxy_llm)\n", - " agent_to_evaluate = agent_constructor()\n", + "def create_simulation(chat_bot: Callable[[List[Dict]], Dict], simulated_user_llm=None):\n", + " \"\"\"Create a chat bot simulation graph.\n", "\n", + " Args:\n", + " - chat_bot: the agent you are evaluating. Accepts a list of openai messages\n", + " and returns an openai assistant message\n", + " - simulated_user_llm: the LLM to power your virtual user.\n", + " Defaults to gpt-4-1106-preview\n", + " Returns:\n", + " - simulation: an runnable object formed from compiling the state graph\n", + " \"\"\"\n", + " # This defines the virtual user proxy\n", + " prompt = ChatPromptTemplate.from_messages(\n", + " [\n", + " (\n", + " \"system\",\n", + " \"You are role-playing a human character: '{name}'. \"\n", + " \"You are not an AI assistant and you are not supposed to help or assist.\"\n", + " \" You must behave as this human would throughout the conversation below.\\n\\n\"\n", + " \"Your messages will bear the name 'simulated', but DO NOT under any circumstances\"\n", + " \"say that you are 'simulated'. You will be evaluated based on how realistic your\"\n", + " \"impersonation of this character is. This must feel real! Here are the details for your character:\"\n", + " \"\\n\"\n", + " \"{system_prompt}\" # This is the value you provide to characterize the user\n", + " '\\n\\nWhen you are finished with the conversation, respond with a single word \"FINISHED\"',\n", + " ),\n", + " MessagesPlaceholder(variable_name=\"messages\"),\n", + " ]\n", + " ).partial(name=SIMULATED_USER_NAME)\n", + " simulated_user_llm = simulated_user_llm or ChatOpenAI(model=\"gpt-4-1106-preview\")\n", + " user_proxy = (\n", + " (lambda x: {**x, **x[\"simulated_user_config\"]})\n", + " | prompt\n", + " | simulated_user_llm\n", + " | (\n", + " lambda x: {\n", + " \"messages\": [HumanMessage(content=x.content, name=SIMULATED_USER_NAME)]\n", + " }\n", + " )\n", + " )\n", " graph_builder = StateGraph(Environment)\n", " graph_builder.add_node(\"user\", user_proxy)\n", - " # give it a single string input\n", - " graph_builder.add_node(\"agent\", next_message | agent_to_evaluate | exit)\n", - " graph_builder.add_edge(\"agent\", \"user\")\n", + " graph_builder.add_node(\n", + " # The \"|\" syntax composes these steps in the pipeline to map between\n", + " # the simulation state and your chat bot's API\n", + " \"chat_bot\",\n", + " get_messages_for_agent | chat_bot | get_response_message_from_agent,\n", + " )\n", + " # Every response from your chat bot will automatically go to the\n", + " # simulated user\n", + " graph_builder.add_edge(\"chat_bot\", \"user\")\n", " graph_builder.add_conditional_edges(\n", " \"user\",\n", " should_continue,\n", + " # If the finish criteria are met, we will stop the simulation,\n", + " # otherwise, the virtual user's message will be sent to your chat bot\n", " {\n", " \"end\": END,\n", - " \"continue\": \"agent\",\n", + " \"continue\": \"chat_bot\",\n", " },\n", " )\n", - " graph_builder.set_entry_point(\"agent\")\n", + " # The input will first go to your chat bot\n", + " graph_builder.set_entry_point(\"chat_bot\")\n", " return (enter | graph_builder.compile()).with_config(run_name=\"Agent Simulation\")" ] }, { "cell_type": "markdown", - "id": "243d07dd-187c-4cc7-815d-dee4fbe84df4", + "id": "2e0bd26e-8c1d-471d-9fef-d95dc0163491", "metadata": {}, "source": [ - "## Create your agent\n", + "## Run Simulation\n", "\n", - "We make a constructor. There's some additional data munging to make the simulator output work with your model." + "Now we can evaluate our chat bot!" ] }, { "cell_type": "code", - "execution_count": 5, - "id": "c462eac5-53b4-4ea3-b38a-40940826df6b", + "execution_count": 13, + "id": "4d495ccc-0f5f-4194-89e5-15dccbbb7412", "metadata": {}, "outputs": [], "source": [ - "from langchain_core.output_parsers import StrOutputParser\n", - "from langchain_core.runnables.history import RunnableWithMessageHistory\n", - "\n", - "\n", - "# This returns any runnable. It would probably accept \"input\" or something\n", - "# It's the agent you want to evaluate\n", - "def creat_conversational_agent():\n", - " messages = []\n", - "\n", - " def add_user_message(inputs):\n", - " messages.append(HumanMessage(content=inputs[\"input\"]))\n", - " return {\"messages\": messages}\n", - "\n", - " def add_ai_message(output):\n", - " messages.append(output)\n", - " return {\"output\": output.content}\n", - "\n", - " chain = (\n", - " add_user_message\n", - " | ChatPromptTemplate.from_messages(\n", - " [\n", - " (\"system\", \"you are a helpful assistant\"),\n", - " MessagesPlaceholder(variable_name=\"messages\"),\n", - " ]\n", - " )\n", - " | ChatOpenAI(model=\"gpt-3.5-turbo\")\n", - " | add_ai_message\n", - " )\n", - " return chain" - ] - }, - { - "cell_type": "markdown", - "id": "219859c4-3785-4680-8738-9512a64be3bf", - "metadata": {}, - "source": [ - "## Create a dataset" + "simulation = create_simulation(my_chat_bot)" ] }, { "cell_type": "code", - "execution_count": 6, - "id": "394c19df-05fa-47df-8e18-a86c0bc4e138", - "metadata": {}, - "outputs": [], - "source": [ - "import langsmith\n", - "\n", - "client = langsmith.Client()\n", - "\n", - "examples = [\n", - " (\n", - " \"Adam\",\n", - " \"You really needs to find the restroom. You only speak English.\",\n", - " \"Hi there, where's the restroom?\",\n", - " ),\n", - " (\n", - " \"Steve\",\n", - " \"You are a developer who needs help with an error.\",\n", - " \"How do I fix this? NameError: module terminator cannot be found\",\n", - " ),\n", - " (\"Jezebel\", \"You want to learn more about langchain\", \"So what's langchain?\"),\n", - "]\n", - "\n", - "dataset_name = \"Agent Simulation\"\n", - "if not client.has_dataset(dataset_name=dataset_name):\n", - " ds = client.create_dataset(dataset_name=dataset_name)\n", - " client.create_examples(\n", - " inputs=[\n", - " {\"system_prompt\": sys, \"name\": name, \"input\": input}\n", - " for name, sys, input in examples\n", - " ],\n", - " dataset_id=ds.id,\n", - " )\n", - "# else:\n", - "# client.delete_dataset(dataset_name=dataset_name)" - ] - }, - { - "cell_type": "markdown", - "id": "990f198d-29c9-400b-b7e8-c6c5a0b7ef77", - "metadata": {}, - "source": [ - "## Define evaluators\n", - "\n", - "We will use an LLM as judge here. In reality, you would probably add additional\n", - "context to the ground truth to make the results more reliable." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "d8b1ebd8-60c5-4051-85d8-2576c81b3b41", - "metadata": {}, - "outputs": [], - "source": [ - "from langchain.load import load\n", - "from langchain.output_parsers.openai_functions import JsonOutputFunctionsParser\n", - "from langchain_core.pydantic_v1 import BaseModel, Field\n", - "from langsmith.evaluation import run_evaluator\n", - "\n", - "\n", - "class GradeConversation(BaseModel):\n", - " \"\"\"Grade the conversation based on quality.\"\"\"\n", - "\n", - " reasoning: Annotated[\n", - " str, \"The step-by-step reasoning explaining the conversation quality score\"\n", - " ]\n", - " score: Annotated[int, \"The score on a scale from 0 to 5\"] = Field(gte=0, lte=5)\n", - "\n", - "\n", - "@run_evaluator\n", - "def conversation_quality(run, example):\n", - " if not run.outputs:\n", - " return {\"score\": 0, \"comment\": \"Unfinished\"}\n", - " # TODO: Incorporate examples\n", - " prompt = ChatPromptTemplate.from_messages(\n", - " [\n", - " (\n", - " \"system\",\n", - " \"You are grading the quality of the following conversation.\"\n", - " \"Submit your response using the GradeConversation function.\",\n", - " ),\n", - " MessagesPlaceholder(variable_name=\"messages\"),\n", - " (\"system\", \"Review the conversation above and submit your score.\"),\n", - " ]\n", - " )\n", - " bound = ChatOpenAI(model=\"gpt-4-1106-preview\").bind_functions(\n", - " functions=[GradeConversation], function_call=\"GradeConversation\"\n", - " )\n", - " chain = prompt | bound | JsonOutputFunctionsParser()\n", - " result = chain.invoke(load(run.outputs))\n", - " score = result[\"score\"] / 5\n", - " return {\"score\": score, \"comment\": result[\"reasoning\"]}" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "39d6287f-2768-42f5-a428-d753ece6048a", - "metadata": {}, - "outputs": [], - "source": [ - "# llm = ChatOpenAI(model=\"gpt-4-1106-preview\")\n", - "# graph = create_simulation(llm, creat_conversational_agent)\n", - "\n", - "# graph.invoke(\n", - "# {\n", - "# \"system_prompt\": \"You really needs to find the restroom. You only speak English.\",\n", - "# \"name\": \"Adam\",\n", - "# \"input\": \"I really need to go\",\n", - "# }\n", - "# )" - ] - }, - { - "cell_type": "markdown", - "id": "ed54f4c9-e52d-421f-935d-02aab5d5d6cb", - "metadata": {}, - "source": [ - "## Run Evaluation" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "be206282-2d7c-4f5c-9c71-77dd9e192b6d", + "execution_count": 14, + "id": "fa91e733-3493-43c2-ba21-171cf78deef8", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/wfh/.pyenv/versions/3.11.2/lib/python3.11/site-packages/langchain/smith/evaluation/runner_utils.py:1244: LangChainDeprecationWarning: The following arguments are deprecated and will be removed in a future release: dict_keys(['revision_id']).\n", - " warn_deprecated(\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "View the evaluation results for project 'ample-color-99' at:\n", - "https://smith.langchain.com/o/ebbaf2eb-769b-4505-aca2-d11de10372a4/datasets/e5fde795-82eb-4ca2-8f2e-9afa666b5c0f/compare?selectedSessions=61f4e55a-1496-49e7-8ef3-e39376a64d8a\n", - "\n", - "View all tests for Dataset Agent Simulation at:\n", - "https://smith.langchain.com/o/ebbaf2eb-769b-4505-aca2-d11de10372a4/datasets/e5fde795-82eb-4ca2-8f2e-9afa666b5c0f\n", - "[> ] 0/3" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/wfh/code/lc/langchain/libs/core/langchain_core/_api/beta_decorator.py:86: LangChainBetaWarning: The function `load` is in beta. It is actively being worked on, so the API may change.\n", - " warn_beta(\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[------------------------------------------------->] 3/3" + "Skipping write for channel input which has no readers\n" ] } ], "source": [ - "import functools\n", + "from langchain_core.tracers.context import tracing_v2_enabled\n", "\n", - "from langchain.smith import RunEvalConfig\n", + "# The tracing context manager lets us easily fetch the trace URL in-context.\n", + "# You can turn this off if you don't want to trace the execution.\n", + "with tracing_v2_enabled() as tracer:\n", + " result = simulation.invoke(\n", + " {\n", + " \"simulated_user_config\": {\n", + " \"system_prompt\": \"You are on a budget. Your family is hard to please.\"\n", + " \" They all like the beach, except for Aunt Lily, who prefers the mountains.\"\n", + " },\n", + " \"input\": \"help me plan my family vacation\",\n", + " }\n", + " )\n", + " # You can go to this run to review the entire simulation trace\n", + " url = tracer.get_run_url()" + ] + }, + { + "cell_type": "markdown", + "id": "73ff30e4-1992-4bc9-834d-f4c08b281d20", + "metadata": {}, + "source": [ + "### Review Result\n", "\n", - "config = RunEvalConfig(\n", - " custom_evaluators=[conversation_quality],\n", - ")\n", - "results = client.run_on_dataset(\n", - " dataset_name=dataset_name,\n", - " llm_or_chain_factory=functools.partial(\n", - " create_simulation,\n", - " ChatOpenAI(model=\"gpt-4-1106-preview\"),\n", - " creat_conversational_agent,\n", - " ),\n", - " evaluation=config,\n", + "If you've traced the run, you can see the resulting trace in the UI by clicking on the url.\n", + "Select the last 'ChatOpenAI' call in the trace to see the full conversation in a single view.\n", + "\n", + "![full-conversation](./img/virtual_user_full_convo.png)\n", + "\n", + "\n", + "From this run, you can manually annotate it to score its quality.\n", + "\n", + "![annotate](./img/virtual_user_annotate.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "702d008c-dac5-478f-8239-ede3050573c6", + "metadata": {}, + "outputs": [], + "source": [ + "url" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "c1037dd1-7e2e-4158-b248-bc7a8839e62e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'https://smith.langchain.com/o/ebbaf2eb-769b-4505-aca2-d11de10372a4/projects/p/191a0aa8-051e-41e6-91f8-1a213087e358/r/d3f6e590-bae8-402e-83a7-46739279c061?poll=true'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "url" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "0de1664f-1625-42e7-9dad-eb2c061b88d4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[HumanMessage(content='help me plan my family vacation', name='simulated'),\n", + " HumanMessage(content=\"Of course! I'd be happy to help you plan your family vacation. Please provide me with some additional information about your preferences, such as your desired destination, budget, travel dates, and any specific activities or interests you would like to incorporate into your trip.\"),\n", + " HumanMessage(content='simulated', name='simulated'),\n", + " HumanMessage(content=\"Sure! Even though I cannot physically make bookings or arrangements, I can certainly help you with the planning process and give you some suggestions. Please let me know the following details:\\n\\n1. Destination: Where would you like to go? Do you have a specific country, city, or region in mind?\\n\\n2. Duration: How long are you planning to go on vacation? Do you have specific dates in mind?\\n\\n3. Budget: Have you determined a budget for your trip? Knowing your budget will help me provide recommendations within your means.\\n\\n4. Interests: What are some of the activities or attractions that your family enjoys? Are there any specific interests or hobbies you'd like to incorporate into your vacation?\\n\\n5. Accommodation preferences: What type of accommodation are you looking for? Are you open to hotels, vacation rentals, or maybe even camping?\\n\\n6. Mode of transportation: How do you plan on getting to your destination and moving around? Will you be driving, flying, or using public transportation?\\n\\n7. Number of travelers: How many people are in your family and are there any specific needs or requirements we should consider?\\n\\nOnce you provide me with this information, I'll be able to give you some personalized suggestions and tips to help you plan your family vacation.\"),\n", + " HumanMessage(content=\"It's always a bit of a juggling act to plan a family vacation with different preferences, but we can definitely work something out. Since everyone likes the beach except Aunt Lily, who prefers the mountains, we might need to find a compromise. Maybe we could aim for a coastal area that also has access to mountainous or hilly terrain. \\n\\nThis way, we could spend some days at the beach and other days exploring the mountains. For instance, somewhere like the Central Coast of California might be a good fit. You've got beaches, but you're also not too far from areas like Big Sur, which offers stunning mountain views and hikes.\\n\\nGiven the budget constraints, we'd probably want to look for affordable accommodation. A vacation rental might give us more for our money than a hotel, especially if we have a kitchen to prepare some of our own meals. \\n\\nAs for activities, we could mix it up with some free or low-cost options like hiking, beach days, and exploring local towns. Maybe even find a beach with some nearby trails or scenic drives that give you a bit of that mountain feel. \\n\\nDoes this sound like something that might work for your family? What's your budget looking like, and how many people are we planning for? That way, I can keep my suggestions realistic.\", name='simulated'),\n", + " HumanMessage(content=\"That sounds like a great plan! The Central Coast of California is a beautiful destination that offers a mix of beach and mountain activities. It's an excellent compromise for your family's preferences.\\n\\nIn terms of budget, it's helpful to have a rough estimate of how much you are willing to spend on accommodation, transportation, activities, and meals. This will allow me to provide you with suitable options within your budget.\\n\\nAdditionally, please let me know the number of people in your family and any specific requirements or preferences that I should take into account when making suggestions, such as the need for wheelchair accessibility or child-friendly activities.\\n\\nOnce I have these details, I can provide you with specific recommendations for places to stay, activities to do, and sights to see along the Central Coast of California.\"),\n", + " HumanMessage(content='simulated', name='simulated'),\n", + " HumanMessage(content=\"Assuming you're aiming for a budget-friendly family vacation, here's a suggested itinerary for your trip to the Central Coast of California:\\n\\n1. Destination: Pismo Beach\\n - Pismo State Beach: Enjoy a day of relaxation on the beautiful sandy beaches of Pismo State Beach, perfect for swimming, sunbathing, and picnicking.\\n - Monarch Butterfly Grove: Visit the Monarch Butterfly Grove during the winter months to witness thousands of butterflies in their natural habitat.\\n\\n2. Destination: Morro Bay\\n - Morro Bay State Park: Explore the bay and its surrounding trails for hiking and wildlife spotting.\\n - Morro Bay Harborwalk: Take a leisurely stroll along the harbor, visit the charming shops, and enjoy fresh seafood at one of the waterfront restaurants.\\n\\n3. Destination: San Luis Obispo\\n - Bubblegum Alley: Marvel at this unique attraction where the walls are covered in chewed-up bubblegum.\\n - San Luis Obispo Children's Museum: If you have kids, they'll love this interactive and educational museum.\\n\\n4. Destination: Cambria\\n - Moonstone Beach: Search for moonstones and take a walk along the beautiful coastal boardwalk.\\n - Hearst Castle: Visit the historic Hearst Castle, a grand mansion with stunning architecture and beautiful gardens.\\n\\n5. Destination: Big Sur\\n - Julia Pfeiffer Burns State Park: Hike the iconic Overlook Trail and witness the breathtaking McWay Falls, a majestic waterfall that cascades onto the beach.\\n - Pfeiffer Beach: Spend a peaceful afternoon at Pfeiffer Beach, known for its purple sand and rock formations.\\n\\nAs for accommodation, consider looking for vacation rentals or affordable hotels in each destination. Booking.com or Airbnb can be useful resources for finding budget-friendly options.\\n\\nRemember to check for any travel advisories or restrictions, and to plan activities based on the interests and abilities of your family members.\\n\\nI hope this suggested itinerary helps you plan your family vacation to the Central Coast of California! Let me know if you need any more information or assistance. Safe travels!\"),\n", + " HumanMessage(content='FINISHED', name='simulated')]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result[\"messages\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e871cb1f-b3d4-44d7-83a8-c61f65898568", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a046369d-bce9-4215-9d1a-e5522d586916", + "metadata": {}, + "outputs": [], + "source": [ + "result = simulation.invoke(\n", + " {\n", + " \"simulated_user_config\": {\"system_prompt\": \"You are \"},\n", + " \"input\": \"help me plan my family vacation\",\n", + " }\n", ")" ] }, { "cell_type": "code", "execution_count": null, - "id": "56a40a17-abba-4f12-800a-945a81bc6fa1", + "id": "dde4f2b5-cfe8-4ff0-99ea-fe2c5fed70c0", "metadata": {}, "outputs": [], "source": [] diff --git a/examples/advanced_agents/multi-agent/img/virtual_user_annotate.png 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b/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb index ff65ad927..948dc5e78 100644 --- a/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb +++ b/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb @@ -324,28 +324,7 @@ }, { "cell_type": "code", - "execution_count": 10, - "id": "c1037dd1-7e2e-4158-b248-bc7a8839e62e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'https://smith.langchain.com/o/ebbaf2eb-769b-4505-aca2-d11de10372a4/projects/p/191a0aa8-051e-41e6-91f8-1a213087e358/r/d3f6e590-bae8-402e-83a7-46739279c061?poll=true'" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "url" - ] - }, - { - "cell_type": "code", - "execution_count": 11, + "execution_count": 15, "id": "0de1664f-1625-42e7-9dad-eb2c061b88d4", "metadata": {}, "outputs": [ @@ -353,17 +332,15 @@ "data": { "text/plain": [ "[HumanMessage(content='help me plan my family vacation', name='simulated'),\n", - " HumanMessage(content=\"Of course! I'd be happy to help you plan your family vacation. Please provide me with some additional information about your preferences, such as your desired destination, budget, travel dates, and any specific activities or interests you would like to incorporate into your trip.\"),\n", - " HumanMessage(content='simulated', name='simulated'),\n", - " HumanMessage(content=\"Sure! Even though I cannot physically make bookings or arrangements, I can certainly help you with the planning process and give you some suggestions. Please let me know the following details:\\n\\n1. Destination: Where would you like to go? Do you have a specific country, city, or region in mind?\\n\\n2. Duration: How long are you planning to go on vacation? Do you have specific dates in mind?\\n\\n3. Budget: Have you determined a budget for your trip? Knowing your budget will help me provide recommendations within your means.\\n\\n4. Interests: What are some of the activities or attractions that your family enjoys? Are there any specific interests or hobbies you'd like to incorporate into your vacation?\\n\\n5. Accommodation preferences: What type of accommodation are you looking for? Are you open to hotels, vacation rentals, or maybe even camping?\\n\\n6. Mode of transportation: How do you plan on getting to your destination and moving around? Will you be driving, flying, or using public transportation?\\n\\n7. Number of travelers: How many people are in your family and are there any specific needs or requirements we should consider?\\n\\nOnce you provide me with this information, I'll be able to give you some personalized suggestions and tips to help you plan your family vacation.\"),\n", - " HumanMessage(content=\"It's always a bit of a juggling act to plan a family vacation with different preferences, but we can definitely work something out. Since everyone likes the beach except Aunt Lily, who prefers the mountains, we might need to find a compromise. Maybe we could aim for a coastal area that also has access to mountainous or hilly terrain. \\n\\nThis way, we could spend some days at the beach and other days exploring the mountains. For instance, somewhere like the Central Coast of California might be a good fit. You've got beaches, but you're also not too far from areas like Big Sur, which offers stunning mountain views and hikes.\\n\\nGiven the budget constraints, we'd probably want to look for affordable accommodation. A vacation rental might give us more for our money than a hotel, especially if we have a kitchen to prepare some of our own meals. \\n\\nAs for activities, we could mix it up with some free or low-cost options like hiking, beach days, and exploring local towns. Maybe even find a beach with some nearby trails or scenic drives that give you a bit of that mountain feel. \\n\\nDoes this sound like something that might work for your family? What's your budget looking like, and how many people are we planning for? That way, I can keep my suggestions realistic.\", name='simulated'),\n", - " HumanMessage(content=\"That sounds like a great plan! The Central Coast of California is a beautiful destination that offers a mix of beach and mountain activities. It's an excellent compromise for your family's preferences.\\n\\nIn terms of budget, it's helpful to have a rough estimate of how much you are willing to spend on accommodation, transportation, activities, and meals. This will allow me to provide you with suitable options within your budget.\\n\\nAdditionally, please let me know the number of people in your family and any specific requirements or preferences that I should take into account when making suggestions, such as the need for wheelchair accessibility or child-friendly activities.\\n\\nOnce I have these details, I can provide you with specific recommendations for places to stay, activities to do, and sights to see along the Central Coast of California.\"),\n", - " HumanMessage(content='simulated', name='simulated'),\n", - " HumanMessage(content=\"Assuming you're aiming for a budget-friendly family vacation, here's a suggested itinerary for your trip to the Central Coast of California:\\n\\n1. Destination: Pismo Beach\\n - Pismo State Beach: Enjoy a day of relaxation on the beautiful sandy beaches of Pismo State Beach, perfect for swimming, sunbathing, and picnicking.\\n - Monarch Butterfly Grove: Visit the Monarch Butterfly Grove during the winter months to witness thousands of butterflies in their natural habitat.\\n\\n2. Destination: Morro Bay\\n - Morro Bay State Park: Explore the bay and its surrounding trails for hiking and wildlife spotting.\\n - Morro Bay Harborwalk: Take a leisurely stroll along the harbor, visit the charming shops, and enjoy fresh seafood at one of the waterfront restaurants.\\n\\n3. Destination: San Luis Obispo\\n - Bubblegum Alley: Marvel at this unique attraction where the walls are covered in chewed-up bubblegum.\\n - San Luis Obispo Children's Museum: If you have kids, they'll love this interactive and educational museum.\\n\\n4. Destination: Cambria\\n - Moonstone Beach: Search for moonstones and take a walk along the beautiful coastal boardwalk.\\n - Hearst Castle: Visit the historic Hearst Castle, a grand mansion with stunning architecture and beautiful gardens.\\n\\n5. Destination: Big Sur\\n - Julia Pfeiffer Burns State Park: Hike the iconic Overlook Trail and witness the breathtaking McWay Falls, a majestic waterfall that cascades onto the beach.\\n - Pfeiffer Beach: Spend a peaceful afternoon at Pfeiffer Beach, known for its purple sand and rock formations.\\n\\nAs for accommodation, consider looking for vacation rentals or affordable hotels in each destination. Booking.com or Airbnb can be useful resources for finding budget-friendly options.\\n\\nRemember to check for any travel advisories or restrictions, and to plan activities based on the interests and abilities of your family members.\\n\\nI hope this suggested itinerary helps you plan your family vacation to the Central Coast of California! Let me know if you need any more information or assistance. Safe travels!\"),\n", + " HumanMessage(content=\"Sure! I'd be happy to help you plan your family vacation. Can you provide more details about your preferences, such as the destination, budget, duration of the trip, and any specific activities or attractions you have in mind?\"),\n", + " HumanMessage(content=\"Oh, planning family vacations is always a bit of a juggling act, isn't it? We've got a variety of tastes in my family too, so I totally get where you're coming from. We're on a budget, so we usually look for places that won't break the bank. Everyone loves the beach—it's just Aunt Lily who's the odd one out, preferring the mountains.\\n\\nHere's a thought, maybe you can find a coastal area that's near some mountains? That way, the majority of the family gets to enjoy the sand and surf while Aunt Lily isn't too far from a mountain getaway. Depending on where you live, there might be some places not too far away that offer both. \\n\\nFor instance, places like the Central Coast of California have beaches and they're not too far from mountains. Or you could look into a spot like the South of France, if you're up for international travel and can find some deals. I've also heard that places like Costa Rica have both, but I've never been there myself.\\n\\nAs for the budget, I'm always on the lookout for off-season deals or vacation rentals that can accommodate the whole family. It can be way more cost-effective than booking multiple hotel rooms, and you can save a bit by cooking meals at the rental rather than eating out all the time.\\n\\nHave you thought about any specific destinations yet?\", name='simulated'),\n", + " HumanMessage(content=\"Those are great suggestions! Finding a destination that offers both beach and mountain options can be a great compromise for your family. Here are a few more specific destination ideas that might fit your preferences:\\n\\n1. The Oregon Coast, USA: Known for its stunning coastline and nearby mountain ranges like the Cascade Range, the Oregon Coast offers a mix of beautiful beaches, charming coastal towns, and opportunities for hiking in the mountains.\\n\\n2. Bali, Indonesia: This tropical island destination offers gorgeous beaches as well as volcanic mountains like Mount Batur. You can relax on the beach, explore temples, try water sports, and even trek through rice terraces and lush forests.\\n\\n3. Split, Croatia: Located on the stunning Dalmatian Coast, Split offers a mix of beach relaxation and nearby mountain hiking opportunities in places like the Biokovo nature park. Plus, you can explore the historic Old Town and nearby islands like Hvar.\\n\\n4. Cape Town, South Africa: With its iconic Table Mountain and beautiful Atlantic beaches like Camps Bay, Cape Town provides the best of both worlds. You can take a cable car up Table Mountain, visit the penguins at Boulders Beach, and even go on a wine tour in the nearby Cape Winelands.\\n\\nWhen it comes to budget-friendly options, consider booking vacation rentals, researching affordable or all-inclusive resorts, and keeping an eye out for discounts on flights and attractions. It's also advisable to be flexible with your travel dates, as traveling during the offseason can often result in more affordable prices.\\n\\nLet me know if you need any more information or help with planning specific activities or accommodations in any of these destinations!\"),\n", + " HumanMessage(content=\"Oh, those are some fantastic ideas, really! Each of those spots has something unique to offer. I'll definitely have to look into the Oregon Coast. It has that rugged charm, and I've heard it's not as pricey as California. Bali sounds like a dream, honestly, but I have to admit, international travel might be a bit much for the budget this time around. \\n\\nCroatia is one of those places I've always wanted to visit, with all that beautiful coastline and history, but again, might be a stretch budget-wise. Cape Town would be an adventure for sure, but South Africa is a big trip. It's probably out of our range for now.\\n\\nI really appreciate the suggestions about being flexible with travel dates and looking at vacation rentals. That's the kind of approach we usually take. We try to avoid the peak seasons to save some money and find those hidden deals.\\n\\nIt sounds like you've done a fair bit of traveling yourself, or you're just really good at sniffing out the cool spots to visit. Do you travel a lot?\", name='simulated'),\n", + " HumanMessage(content=\"I'm glad you found the suggestions helpful! The Oregon Coast is definitely a more budget-friendly option compared to some other coastal destinations. It offers stunning landscapes, charming towns, and the opportunity to explore both the beach and the mountains.\\n\\nBali is indeed a dream destination, but it's understandable that international travel might not fit within the budget this time. It's always good to keep it in mind for future trips though, as it offers a unique cultural experience along with beautiful beaches and mountains.\\n\\nCroatia is known for its stunning coastline and historic cities like Split and Dubrovnik, but it can sometimes be on the more expensive side. It's always worth checking for deals and considering different accommodation options to make it more affordable.\\n\\nAnd yes, South Africa and Cape Town are definitely big trips. If it's not feasible for the current vacation, you can always keep it on your bucket list for future adventures when the budget allows.\\n\\nAs for your question, I do love to travel and explore different places whenever I get the chance. I'm also always researching and learning about new destinations to be able to offer suggestions and help others plan their trips. It's a passion of mine! If you ever need more help or have any specific questions about the destinations or planning, feel free to ask.\"),\n", " HumanMessage(content='FINISHED', name='simulated')]" ] }, - "execution_count": 11, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -373,26 +350,17 @@ ] }, { - "cell_type": "code", - "execution_count": null, - "id": "e871cb1f-b3d4-44d7-83a8-c61f65898568", + "cell_type": "markdown", + "id": "23db8891-5db3-4a98-a283-53d45cd28c60", "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a046369d-bce9-4215-9d1a-e5522d586916", - "metadata": {}, - "outputs": [], "source": [ - "result = simulation.invoke(\n", - " {\n", - " \"simulated_user_config\": {\"system_prompt\": \"You are \"},\n", - " \"input\": \"help me plan my family vacation\",\n", - " }\n", - ")" + "## Conclusion\n", + "\n", + "In this notebook, you set up a multi-agent simulation to review how your chat bot behaves with simulated users.\n", + "\n", + "To implement this for your chat bot, you can create a dataset of user profiles and questions your chat bot should handle and run periodically. You can use an LLM-as-judge to give the bot an initial score and then manually review to spot check. \n", + "\n", + "LangGraph gives you full control over the simulation so you can manually change the simulated user and the conversation dynamics." ] }, { From c69f91895c4c2969d6862f9f153b606ddb33ed8c Mon Sep 17 00:00:00 2001 From: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com> Date: Fri, 19 Jan 2024 13:15:44 -0800 Subject: [PATCH 14/15] Update --- .../agent-simulation-evaluation.ipynb | 33 +++++++++++++------ 1 file changed, 23 insertions(+), 10 deletions(-) diff --git a/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb b/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb index 948dc5e78..f9f0946e2 100644 --- a/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb +++ b/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb @@ -17,7 +17,7 @@ "\n", "![diagram](./img/virtual_user_diagram.png)\n", "\n", - "**First,** we'll set up our environment." + "First, we'll set up our environment." ] }, { @@ -62,10 +62,12 @@ "id": "6ef4528d-6b2a-47c7-98b5-50f14984a304", "metadata": {}, "source": [ - "## 1. Your Agent API\n", + "## 1. Define Chat Bot\n", "\n", - "For this notebook, we assume your agent's API accepts a list of messages and responds with a message.\n", - "This is configurable and can run on another system (e.g., if your system isn't running in python)." + "Next, we will define our chat bot. For this notebook, we assume the bot's API accepts a list of messages and responds with a message. If you want to update this, all you'll have to change is this section and the \"get_messages_for_agent\" function in \n", + "the simulator below.\n", + "\n", + "The implementation within `my_chat_bot` is configurable and can even be run on another system (e.g., if your system isn't running in python)." ] }, { @@ -93,7 +95,16 @@ "id": "321312b4-a1f0-4454-a481-fdac4e37cb7d", "metadata": {}, "source": [ - "## 2. Define the Agent Simulation" + "## 2. Define the Agent Simulation\n", + "\n", + "The code below creates a LangGraph workflow to run the simulation. The main components are:\n", + "\n", + "1. Simulation state: the inputs to each node in the graph, containing the messages (stateful) and the details about the simulated user.\n", + "2. Functions to interoperate between the simulation state and your chat bot's API\n", + "3. The simulated user definition.\n", + "4. The graph itself, with a conditional stopping criterion.\n", + "\n", + "Read the comments in the code below for more information." ] }, { @@ -246,9 +257,10 @@ "id": "2e0bd26e-8c1d-471d-9fef-d95dc0163491", "metadata": {}, "source": [ - "## Run Simulation\n", + "## 3. Run Simulation\n", "\n", - "Now we can evaluate our chat bot!" + "Now we can evaluate our chat bot! We will provide information about the simulated user (as a system prompt)\n", + "as well as the initial input message from that simulated user to the chat bot." ] }, { @@ -299,15 +311,15 @@ "id": "73ff30e4-1992-4bc9-834d-f4c08b281d20", "metadata": {}, "source": [ - "### Review Result\n", + "## (Optional) Review Results\n", "\n", - "If you've traced the run, you can see the resulting trace in the UI by clicking on the url.\n", + "If you've traced the run, you can see the full simulation trace in the UI by clicking on the url.\n", "Select the last 'ChatOpenAI' call in the trace to see the full conversation in a single view.\n", "\n", "![full-conversation](./img/virtual_user_full_convo.png)\n", "\n", "\n", - "From this run, you can manually annotate it to score its quality.\n", + "From this run, you can manually annotate it to score its quality. This feedback can be used to compare the quality of different versions of your chat bot.\n", "\n", "![annotate](./img/virtual_user_annotate.png)" ] @@ -346,6 +358,7 @@ } ], "source": [ + "# These are the message from the final simulation state\n", "result[\"messages\"]" ] }, From bd035e4112f4118154edcb854635a6f9140a4d2d Mon Sep 17 00:00:00 2001 From: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com> Date: Fri, 19 Jan 2024 13:19:15 -0800 Subject: [PATCH 15/15] title --- .../multi-agent/agent-simulation-evaluation.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb b/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb index f9f0946e2..71ddb19a1 100644 --- a/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb +++ b/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb @@ -5,7 +5,7 @@ "id": "a3e3ebc4-57af-4fe4-bdd3-36aff67bf276", "metadata": {}, "source": [ - "## Chat Bot Evaluation as Multi-agent Simulation\n", + "# Chat Bot Evaluation as Multi-agent Simulation\n", "\n", "When building a chat bot, such as a customer support assistant, it can be hard to properly evalute your bot's performance. It's time-consuming to have to manually interact with it intensively for each code change.\n", "\n", @@ -358,7 +358,7 @@ } ], "source": [ - "# These are the message from the final simulation state\n", + "gch # These are the message from the final simulation state\n", "result[\"messages\"]" ] },

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