From 97bf730962789c867628fe674a32311e027e8e2f Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Tue, 10 Dec 2024 15:33:59 -0500 Subject: [PATCH 01/37] update chat models + prompts tutorial --- docs/core_docs/docs/tutorials/llm_chain.ipynb | 1035 ++++++++--------- 1 file changed, 468 insertions(+), 567 deletions(-) diff --git a/docs/core_docs/docs/tutorials/llm_chain.ipynb b/docs/core_docs/docs/tutorials/llm_chain.ipynb index cbb1321a4e13..0080477c8aee 100644 --- a/docs/core_docs/docs/tutorials/llm_chain.ipynb +++ b/docs/core_docs/docs/tutorials/llm_chain.ipynb @@ -1,575 +1,476 @@ { - "cells": [ - { - "cell_type": "raw", - "id": "63ee3f93", - "metadata": {}, - "source": [ - "---\n", - "sidebar_position: 0\n", - "---" - ] - }, - { - "cell_type": "markdown", - "id": "9316da0d", - "metadata": {}, - "source": [ - "# Build a Simple LLM Application with LCEL\n", - "\n", - "In this quickstart we'll show you how to build a simple LLM application with LangChain. This application will translate text from English into another language. This is a relatively simple LLM application - it's just a single LLM call plus some prompting. Still, this is a great way to get started with LangChain - a lot of features can be built with just some prompting and an LLM call!\n", - "\n", - "After reading this tutorial, you'll have a high level overview of:\n", - "\n", - "- Using [language models](/docs/concepts/chat_models)\n", - "\n", - "- Using [PromptTemplates](/docs/concepts/prompt_templates) and [OutputParsers](/docs/concepts/output_parsers)\n", - "\n", - "- Using [LangChain Expression Language (LCEL)](/docs/concepts/lcel) to chain components together\n", - "\n", - "- Debugging and tracing your application using [LangSmith](/docs/concepts/#langsmith)\n", - "\n", - "Let's dive in!\n", - "\n", - "## Setup\n", - "\n", - "### Installation\n", - "\n", - "To install LangChain run:\n", - "\n", - "```{=mdx}\n", - "import Npm2Yarn from '@theme/Npm2Yarn';\n", - "import TabItem from '@theme/TabItem';\n", - "import CodeBlock from \"@theme/CodeBlock\";\n", - "\n", - "\n", - " langchain @langchain/core\n", - "\n", - "```\n", - "\n", - "\n", - "For more details, see our [Installation guide](/docs/how_to/installation/).\n", - "\n", - "### LangSmith\n", - "\n", - "Many of the applications you build with LangChain will contain multiple steps with multiple invocations of LLM calls.\n", - "As these applications get more and more complex, it becomes crucial to be able to inspect what exactly is going on inside your chain or agent.\n", - "The best way to do this is with [LangSmith](https://smith.langchain.com).\n", - "\n", - "After you sign up at the link above, make sure to set your environment variables to start logging traces:\n", - "\n", - "```shell\n", - "export LANGCHAIN_TRACING_V2=\"true\"\n", - "export LANGCHAIN_API_KEY=\"...\"\n", - "\n", - "# Reduce tracing latency if you are not in a serverless environment\n", - "# export LANGCHAIN_CALLBACKS_BACKGROUND=true\n", - "```" - ] - }, - { - "cell_type": "markdown", - "id": "e5558ca9", - "metadata": {}, - "source": [ - "## Using Language Models\n", - "\n", - "First up, let's learn how to use a language model by itself. LangChain supports many different language models that you can use interchangably - select the one you want to use below!\n", - "\n", - "```{=mdx}\n", - "import ChatModelTabs from \"@theme/ChatModelTabs\";\n", - "\n", - "\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "613634d1", - "metadata": {}, - "outputs": [], - "source": [ - "// @lc-docs-hide-cell\n", - "import { ChatOpenAI } from '@langchain/openai';\n", - "\n", - "const model = new ChatOpenAI({\n", - " model: \"gpt-4o\",\n", - " temperature: 0,\n", - "})" - ] - }, - { - "cell_type": "markdown", - "id": "ca5642ff", - "metadata": {}, - "source": [ - "Let's first use the model directly. `ChatModel`s are instances of LangChain \"Runnables\", which means they expose a standard interface for interacting with them. To just simply call the model, we can pass in a list of messages to the `.invoke` method." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "1b2481f0", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "AIMessage {\n", - " lc_serializable: \u001b[33mtrue\u001b[39m,\n", - " lc_kwargs: {\n", - " content: \u001b[32m\"ciao!\"\u001b[39m,\n", - " tool_calls: [],\n", - " invalid_tool_calls: [],\n", - " additional_kwargs: { function_call: \u001b[90mundefined\u001b[39m, tool_calls: \u001b[90mundefined\u001b[39m },\n", - " response_metadata: {}\n", - " },\n", - " lc_namespace: [ \u001b[32m\"langchain_core\"\u001b[39m, \u001b[32m\"messages\"\u001b[39m ],\n", - " content: \u001b[32m\"ciao!\"\u001b[39m,\n", - " name: \u001b[90mundefined\u001b[39m,\n", - " additional_kwargs: { function_call: \u001b[90mundefined\u001b[39m, tool_calls: \u001b[90mundefined\u001b[39m },\n", - " response_metadata: {\n", - " tokenUsage: { completionTokens: \u001b[33m3\u001b[39m, promptTokens: \u001b[33m20\u001b[39m, totalTokens: \u001b[33m23\u001b[39m },\n", - " finish_reason: \u001b[32m\"stop\"\u001b[39m\n", - " },\n", - " tool_calls: [],\n", - " invalid_tool_calls: []\n", - "}" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import { HumanMessage, SystemMessage } from \"@langchain/core/messages\"\n", - "\n", - "const messages = [\n", - " new SystemMessage(\"Translate the following from English into Italian\"),\n", - " new HumanMessage(\"hi!\"),\n", - "];\n", - "\n", - "await model.invoke(messages)" - ] - }, - { - "cell_type": "markdown", - "id": "f83373db", - "metadata": {}, - "source": [ - "If we've enable LangSmith, we can see that this run is logged to LangSmith, and can see the [LangSmith trace](https://smith.langchain.com/public/45f1a650-38fb-41e1-9b61-becc0684f2ce/r)" - ] - }, - { - "cell_type": "markdown", - "id": "32bd03ed", - "metadata": {}, - "source": [ - "## OutputParsers\n", - "\n", - "Notice that the response from the model is an `AIMessage`. This contains a string response along with other metadata about the response. Oftentimes we may just want to work with the string response. We can parse out just this response by using a simple output parser.\n", - "\n", - "We first import the simple output parser." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "d7ae9c58", - "metadata": {}, - "outputs": [], - "source": [ - "import { StringOutputParser } from \"@langchain/core/output_parsers\";\n", - "\n", - "const parser = new StringOutputParser();" - ] - }, - { - "cell_type": "markdown", - "id": "eaebe33a", - "metadata": {}, - "source": [ - "One way to use it is to use it by itself. For example, we could save the result of the language model call and then pass it to the parser." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "6bacb837", - "metadata": {}, - "outputs": [], - "source": [ - "const result = await model.invoke(messages)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "efb8da87", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\u001b[32m\"ciao!\"\u001b[39m" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "await parser.invoke(result)" - ] - }, - { - "cell_type": "markdown", - "id": "d508b79d", - "metadata": {}, - "source": [ - "## Chaining together components with LCEL\n", - "\n", - "We can also \"chain\" the model to the output parser. This means this output parser will get called with the output from the model. This chain takes on the input type of the language model (string or list of message) and returns the output type of the output parser (string).\n", - "\n", - "We can create the chain using the `.pipe()` method. The `.pipe()` method is used in LangChain to combine two elements together." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "9449cfa6", - "metadata": {}, - "outputs": [], - "source": [ - "const chain = model.pipe(parser);" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "3e82f933", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\u001b[32m\"Ciao!\"\u001b[39m" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "await chain.invoke(messages)" - ] - }, - { - "cell_type": "markdown", - "id": "dd009096", - "metadata": {}, - "source": [ - "This is a simple example of using [LangChain Expression Language (LCEL)](/docs/concepts/lcel) to chain together LangChain modules. There are several benefits to this approach, including optimized streaming and tracing support.\n", - "\n", - "If we now look at LangSmith, we can see that the chain has two steps: first the language model is called, then the result of that is passed to the output parser. We can see the [LangSmith trace](https://smith.langchain.com/public/05bec1c1-fc51-4b2c-ab3b-4b63709e4462/r)" - ] - }, - { - "cell_type": "markdown", - "id": "1ab8da31", - "metadata": {}, - "source": [ - "## Prompt Templates\n", - "\n", - "Right now we are passing a list of messages directly into the language model. Where does this list of messages come from? Usually it is constructed from a combination of user input and application logic. This application logic usually takes the raw user input and transforms it into a list of messages ready to pass to the language model. Common transformations include adding a system message or formatting a template with the user input.\n", - "\n", - "PromptTemplates are a concept in LangChain designed to assist with this transformation. They take in raw user input and return data (a prompt) that is ready to pass into a language model. \n", - "\n", - "Let's create a PromptTemplate here. It will take in two user variables:\n", - "\n", - "- `language`: The language to translate text into\n", - "- `text`: The text to translate" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "3e73cc20", - "metadata": {}, - "outputs": [], - "source": [ - "import { ChatPromptTemplate } from \"@langchain/core/prompts\"" - ] - }, - { - "cell_type": "markdown", - "id": "7e876c2a", - "metadata": {}, - "source": [ - "First, let's create a string that we will format to be the system message:" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "fd75ecde", - "metadata": {}, - "outputs": [], - "source": [ - "const systemTemplate = \"Translate the following into {language}:\"" - ] - }, - { - "cell_type": "markdown", - "id": "fedf6f13", - "metadata": {}, - "source": [ - "Next, we can create the PromptTemplate. This will be a combination of the `systemTemplate` as well as a simpler template for where to put the text" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "88e566f3", - "metadata": {}, - "outputs": [], - "source": [ - "const promptTemplate = ChatPromptTemplate.fromMessages(\n", - " [\n", - " [\"system\", systemTemplate],\n", - " [\"user\", \"{text}\"]\n", - " ]\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "d9711ba6", - "metadata": {}, - "source": [ - "The input to this prompt template is a dictionary. We can play around with this prompt template by itself to see what it does by itself" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "f781b3cb", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "ChatPromptValue {\n", - " lc_serializable: \u001b[33mtrue\u001b[39m,\n", - " lc_kwargs: {\n", - " messages: [\n", - " SystemMessage {\n", - " lc_serializable: \u001b[33mtrue\u001b[39m,\n", - " lc_kwargs: {\n", - " content: \u001b[32m\"Translate the following into italian:\"\u001b[39m,\n", - " additional_kwargs: {},\n", - " response_metadata: {}\n", - " },\n", - " lc_namespace: [ \u001b[32m\"langchain_core\"\u001b[39m, \u001b[32m\"messages\"\u001b[39m ],\n", - " content: \u001b[32m\"Translate the following into italian:\"\u001b[39m,\n", - " name: \u001b[90mundefined\u001b[39m,\n", - " additional_kwargs: {},\n", - " response_metadata: {}\n", - " },\n", - " HumanMessage {\n", - " lc_serializable: \u001b[33mtrue\u001b[39m,\n", - " lc_kwargs: { content: \u001b[32m\"hi\"\u001b[39m, additional_kwargs: {}, response_metadata: {} },\n", - " lc_namespace: [ \u001b[32m\"langchain_core\"\u001b[39m, \u001b[32m\"messages\"\u001b[39m ],\n", - " content: \u001b[32m\"hi\"\u001b[39m,\n", - " name: \u001b[90mundefined\u001b[39m,\n", - " additional_kwargs: {},\n", - " response_metadata: {}\n", - " }\n", - " ]\n", - " },\n", - " lc_namespace: [ \u001b[32m\"langchain_core\"\u001b[39m, \u001b[32m\"prompt_values\"\u001b[39m ],\n", - " messages: [\n", - " SystemMessage {\n", - " lc_serializable: \u001b[33mtrue\u001b[39m,\n", - " lc_kwargs: {\n", - " content: \u001b[32m\"Translate the following into italian:\"\u001b[39m,\n", - " additional_kwargs: {},\n", - " response_metadata: {}\n", - " },\n", - " lc_namespace: [ \u001b[32m\"langchain_core\"\u001b[39m, \u001b[32m\"messages\"\u001b[39m ],\n", - " content: \u001b[32m\"Translate the following into italian:\"\u001b[39m,\n", - " name: \u001b[90mundefined\u001b[39m,\n", - " additional_kwargs: {},\n", - " response_metadata: {}\n", - " },\n", - " HumanMessage {\n", - " lc_serializable: \u001b[33mtrue\u001b[39m,\n", - " lc_kwargs: { content: \u001b[32m\"hi\"\u001b[39m, additional_kwargs: {}, response_metadata: {} },\n", - " lc_namespace: [ \u001b[32m\"langchain_core\"\u001b[39m, \u001b[32m\"messages\"\u001b[39m ],\n", - " content: \u001b[32m\"hi\"\u001b[39m,\n", - " name: \u001b[90mundefined\u001b[39m,\n", - " additional_kwargs: {},\n", - " response_metadata: {}\n", - " }\n", - " ]\n", - "}" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "const promptValue = await promptTemplate.invoke({ language: \"italian\", text: \"hi\" })\n", - "\n", - "promptValue" - ] - }, - { - "cell_type": "markdown", - "id": "1a49ba9e", - "metadata": {}, - "source": [ - "We can see that it returns a `ChatPromptValue` that consists of two messages. If we want to access the messages directly we do:" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "2159b619", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[\n", - " SystemMessage {\n", - " lc_serializable: \u001b[33mtrue\u001b[39m,\n", - " lc_kwargs: {\n", - " content: \u001b[32m\"Translate the following into italian:\"\u001b[39m,\n", - " additional_kwargs: {},\n", - " response_metadata: {}\n", - " },\n", - " lc_namespace: [ \u001b[32m\"langchain_core\"\u001b[39m, \u001b[32m\"messages\"\u001b[39m ],\n", - " content: \u001b[32m\"Translate the following into italian:\"\u001b[39m,\n", - " name: \u001b[90mundefined\u001b[39m,\n", - " additional_kwargs: {},\n", - " response_metadata: {}\n", - " },\n", - " HumanMessage {\n", - " lc_serializable: \u001b[33mtrue\u001b[39m,\n", - " lc_kwargs: { content: \u001b[32m\"hi\"\u001b[39m, additional_kwargs: {}, response_metadata: {} },\n", - " lc_namespace: [ \u001b[32m\"langchain_core\"\u001b[39m, \u001b[32m\"messages\"\u001b[39m ],\n", - " content: \u001b[32m\"hi\"\u001b[39m,\n", - " name: \u001b[90mundefined\u001b[39m,\n", - " additional_kwargs: {},\n", - " response_metadata: {}\n", - " }\n", - "]" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "promptValue.toChatMessages()" - ] - }, - { - "cell_type": "markdown", - "id": "5a4267a8", - "metadata": {}, - "source": [ - "We can now combine this with the model and the output parser from above. This will chain all three components together." - ] - }, + "cells": [ + { + "cell_type": "raw", + "id": "63ee3f93", + "metadata": {}, + "source": [ + "---\n", + "sidebar_position: 0\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "9316da0d", + "metadata": {}, + "source": [ + "# Build a simple LLM application with chat models and prompt templates\n", + "\n", + "In this quickstart we'll show you how to build a simple LLM application with LangChain. This application will translate text from English into another language. This is a relatively simple LLM application - it's just a single LLM call plus some prompting. Still, this is a great way to get started with LangChain - a lot of features can be built with just some prompting and an LLM call!\n", + "\n", + "After reading this tutorial, you'll have a high level overview of:\n", + "\n", + "- Using [language models](/docs/concepts/chat_models)\n", + "\n", + "- Using [prompt templates](/docs/concepts/prompt_templates)\n", + "\n", + "- Debugging and tracing your application using [LangSmith](https://docs.smith.langchain.com/)\n", + "\n", + "Let's dive in!\n", + "\n", + "## Setup\n", + "\n", + "### Installation\n", + "\n", + "To install LangChain run:\n", + "\n", + "```{=mdx}\n", + "import Npm2Yarn from '@theme/Npm2Yarn';\n", + "import TabItem from '@theme/TabItem';\n", + "import CodeBlock from \"@theme/CodeBlock\";\n", + "\n", + "\n", + " langchain @langchain/core\n", + "\n", + "```\n", + "\n", + "\n", + "For more details, see our [Installation guide](/docs/how_to/installation/).\n", + "\n", + "### LangSmith\n", + "\n", + "Many of the applications you build with LangChain will contain multiple steps with multiple invocations of LLM calls.\n", + "As these applications get more and more complex, it becomes crucial to be able to inspect what exactly is going on inside your chain or agent.\n", + "The best way to do this is with [LangSmith](https://smith.langchain.com).\n", + "\n", + "After you sign up at the link above, make sure to set your environment variables to start logging traces:\n", + "\n", + "```shell\n", + "export LANGCHAIN_TRACING_V2=\"true\"\n", + "export LANGCHAIN_API_KEY=\"...\"\n", + "\n", + "# Reduce tracing latency if you are not in a serverless environment\n", + "# export LANGCHAIN_CALLBACKS_BACKGROUND=true\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "e5558ca9", + "metadata": {}, + "source": [ + "## Using Language Models\n", + "\n", + "First up, let's learn how to use a language model by itself. LangChain supports many different language models that you can use interchangeably. For details on getting started with a specific model, refer to [supported integrations](/docs/integrations/chat/).\n", + "\n", + "```{=mdx}\n", + "import ChatModelTabs from \"@theme/ChatModelTabs\";\n", + "\n", + "\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "337d298c-ac1f-4470-a7db-4931b9bb0f8d", + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "import { ChatOpenAI } from '@langchain/openai';\n", + "\n", + "const model = new ChatOpenAI({\n", + " model: \"gpt-4o-mini\",\n", + " temperature: 0,\n", + "})" + ] + }, + { + "cell_type": "markdown", + "id": "ca5642ff", + "metadata": {}, + "source": [ + "Let's first use the model directly. [ChatModels](/docs/concepts/chat_models) are instances of LangChain [Runnables](/docs/concepts/runnables/), which means they expose a standard interface for interacting with them. To simply call the model, we can pass in a list of [messages](/docs/concepts/messages/) to the `.invoke` method." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "f0ba07c2-fac8-4f44-b70b-67a8598ac862", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 16, - "id": "6c6beb4b", - "metadata": {}, - "outputs": [], - "source": [ - "const llmChain = promptTemplate.pipe(model).pipe(parser);" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "AIMessage {\n", + " \"id\": \"chatcmpl-Ad1BK4FN1tSOKNjIiUgo5QojUZ34K\",\n", + " \"content\": \"Ciao!\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {\n", + " \"tokenUsage\": {\n", + " \"promptTokens\": 20,\n", + " \"completionTokens\": 3,\n", + " \"totalTokens\": 23\n", + " },\n", + " \"finish_reason\": \"stop\",\n", + " \"usage\": {\n", + " \"prompt_tokens\": 20,\n", + " \"completion_tokens\": 3,\n", + " \"total_tokens\": 23,\n", + " \"prompt_tokens_details\": {\n", + " \"cached_tokens\": 0,\n", + " \"audio_tokens\": 0\n", + " },\n", + " \"completion_tokens_details\": {\n", + " \"reasoning_tokens\": 0,\n", + " \"audio_tokens\": 0,\n", + " \"accepted_prediction_tokens\": 0,\n", + " \"rejected_prediction_tokens\": 0\n", + " }\n", + " },\n", + " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": [],\n", + " \"usage_metadata\": {\n", + " \"output_tokens\": 3,\n", + " \"input_tokens\": 20,\n", + " \"total_tokens\": 23,\n", + " \"input_token_details\": {\n", + " \"audio\": 0,\n", + " \"cache_read\": 0\n", + " },\n", + " \"output_token_details\": {\n", + " \"audio\": 0,\n", + " \"reasoning\": 0\n", + " }\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "import { HumanMessage, SystemMessage } from \"@langchain/core/messages\"\n", + "\n", + "const messages = [\n", + " new SystemMessage(\"Translate the following from English into Italian\"),\n", + " new HumanMessage(\"hi!\"),\n", + "];\n", + "\n", + "await model.invoke(messages)" + ] + }, + { + "cell_type": "markdown", + "id": "f83373db", + "metadata": {}, + "source": [ + ":::tip\n", + "\n", + "If we've enabled LangSmith, we can see that this run is logged to LangSmith, and can see the [LangSmith trace](https://smith.langchain.com/public/45f1a650-38fb-41e1-9b61-becc0684f2ce/r). The LangSmith trace reports [token](/docs/concepts/tokens/) usage information, latency, [standard model parameters](/docs/concepts/chat_models/#standard-parameters) (such as temperature), and other information.\n", + "\n", + ":::\n", + "\n", + "Note that ChatModels receive [message](/docs/concepts/messages/) objects as input and generate message objects as output. In addition to text content, message objects convey conversational [roles](/docs/concepts/messages/#role) and hold important data, such as [tool calls](/docs/concepts/tool_calling/) and token usage counts.\n", + "\n", + "LangChain also supports chat model inputs via strings or [OpenAI format](/docs/concepts/messages/#openai-format). The following are equivalent:\n", + "\n", + "```python\n", + "await model.invoke(\"Hello\")\n", + "\n", + "await model.invoke([{\"role\": \"user\", \"content\": \"Hello\"}])\n", + "\n", + "await model.invoke([new HumanMessage(\"hi!\")])\n", + "```\n", + "\n", + "### Streaming\n", + "\n", + "Because chat models are [Runnables](/docs/concepts/runnables/), they expose a standard interface that includes async and streaming modes of invocation. This allows us to stream individual tokens from a chat model:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "0caa31af-cdf1-4fc1-9a07-adb7a54dd6a4", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 17, - "id": "3e45595a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\u001b[32m\"ciao\"\u001b[39m" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "await llmChain.invoke({ language: \"italian\", text: \"hi\" })" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "|\n", + "C|\n", + "iao|\n", + "!|\n", + "|\n", + "|\n" + ] + } + ], + "source": [ + "const stream = await model.stream(messages);\n", + "\n", + "const chunks = [];\n", + "for await (const chunk of stream) {\n", + " chunks.push(chunk);\n", + " console.log(`${chunk.content}|`);\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "1ab8da31", + "metadata": {}, + "source": [ + "## Prompt Templates\n", + "\n", + "Right now we are passing a list of messages directly into the language model. Where does this list of messages come from? Usually, it is constructed from a combination of user input and application logic. This application logic usually takes the raw user input and transforms it into a list of messages ready to pass to the language model. Common transformations include adding a system message or formatting a template with the user input.\n", + "\n", + "[Prompt templates](/docs/concepts/prompt_templates/) are a concept in LangChain designed to assist with this transformation. They take in raw user input and return data (a prompt) that is ready to pass into a language model. \n", + "\n", + "Let's create a prompt template here. It will take in two user variables:\n", + "\n", + "- `language`: The language to translate text into\n", + "- `text`: The text to translate" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3e73cc20", + "metadata": {}, + "outputs": [], + "source": [ + "import { ChatPromptTemplate } from \"@langchain/core/prompts\"" + ] + }, + { + "cell_type": "markdown", + "id": "7e876c2a", + "metadata": {}, + "source": [ + "First, let's create a string that we will format to be the system message:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "fd75ecde", + "metadata": {}, + "outputs": [], + "source": [ + "const systemTemplate = \"Translate the following from English into {language}\"" + ] + }, + { + "cell_type": "markdown", + "id": "fedf6f13", + "metadata": {}, + "source": [ + "Next, we can create the PromptTemplate. This will be a combination of the `systemTemplate` as well as a simpler template for where to put the text" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "88e566f3", + "metadata": {}, + "outputs": [], + "source": [ + "const promptTemplate = ChatPromptTemplate.fromMessages(\n", + " [\n", + " [\"system\", systemTemplate],\n", + " [\"user\", \"{text}\"]\n", + " ]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "d9711ba6", + "metadata": {}, + "source": [ + "Note that `ChatPromptTemplate` supports multiple [message roles](/docs/concepts/messages/#role) in a single template. We format the `language` parameter into the system message, and the user `text` into a user message.\n", + "\n", + "The input to this prompt template is a dictionary. We can play around with this prompt template by itself to see what it does by itself" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f781b3cb", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "0b19cecb", - "metadata": {}, - "source": [ - "If we take a look at the LangSmith trace, we can see all three components show up in the [LangSmith trace](https://smith.langchain.com/public/cef6edcd-39ed-4c1e-86f7-491a1b611aeb/r)" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "ChatPromptValue {\n", + " lc_serializable: \u001b[33mtrue\u001b[39m,\n", + " lc_kwargs: {\n", + " messages: [\n", + " SystemMessage {\n", + " \"content\": \"Translate the following from English into italian\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {}\n", + " },\n", + " HumanMessage {\n", + " \"content\": \"hi!\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {}\n", + " }\n", + " ]\n", + " },\n", + " lc_namespace: [ \u001b[32m'langchain_core'\u001b[39m, \u001b[32m'prompt_values'\u001b[39m ],\n", + " messages: [\n", + " SystemMessage {\n", + " \"content\": \"Translate the following from English into italian\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {}\n", + " },\n", + " HumanMessage {\n", + " \"content\": \"hi!\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {}\n", + " }\n", + " ]\n", + "}\n" + ] + } + ], + "source": [ + "const promptValue = await promptTemplate.invoke({ language: \"italian\", text: \"hi!\" })\n", + "\n", + "promptValue" + ] + }, + { + "cell_type": "markdown", + "id": "1a49ba9e", + "metadata": {}, + "source": [ + "We can see that it returns a `ChatPromptValue` that consists of two messages. If we want to access the messages directly we do:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2159b619", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "befdb168", - "metadata": {}, - "source": [ - "## Conclusion\n", - "\n", - "That's it! In this tutorial you've learned how to create your first simple LLM application. You've learned how to work with language models, how to parse their outputs, how to create a prompt template, chaining them together with LCEL, and how to get great observability into chains you create with LangSmith.\n", - "\n", - "This just scratches the surface of what you will want to learn to become a proficient AI Engineer. Luckily - we've got a lot of other resources!\n", - "\n", - "For further reading on the core concepts of LangChain, we've got detailed [Conceptual Guides](/docs/concepts).\n", - "\n", - "If you have more specific questions on these concepts, check out the following sections of the how-to guides:\n", - "\n", - "- [LangChain Expression Language (LCEL)](/docs/how_to/#langchain-expression-language)\n", - "- [Prompt templates](/docs/how_to/#prompt-templates)\n", - "- [Chat models](/docs/how_to/#chat-models)\n", - "- [Output parsers](/docs/how_to/#output-parsers)\n", - "\n", - "And the LangSmith docs:\n", - "\n", - "- [LangSmith](https://docs.smith.langchain.com)" - ] + "name": "stdout", + "output_type": "stream", + "text": [ + "[\n", + " SystemMessage {\n", + " \"content\": \"Translate the following from English into italian\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {}\n", + " },\n", + " HumanMessage {\n", + " \"content\": \"hi!\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {}\n", + " }\n", + "]\n" + ] } - ], - "metadata": { - "kernelspec": { - "display_name": "Deno", - "language": "typescript", - "name": "deno" - }, - "language_info": { - "file_extension": ".ts", - "mimetype": "text/x.typescript", - "name": "typescript", - "nb_converter": "script", - "pygments_lexer": "typescript", - "version": "5.3.3" + ], + "source": [ + "promptValue.toChatMessages()" + ] + }, + { + "cell_type": "markdown", + "id": "5a4267a8", + "metadata": {}, + "source": [ + "Finally, we can invoke the chat model on the formatted prompt:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5f75bd30-c52c-45dc-ac4c-dcb4d81c99bc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ciao!\n" + ] } + ], + "source": [ + "const response = await model.invoke(promptValue)\n", + "console.log(`${response.content}`)" + ] + }, + { + "cell_type": "markdown", + "id": "0b19cecb", + "metadata": {}, + "source": [ + "If we take a look at the LangSmith trace, we can see all three components show up in the [LangSmith trace](https://smith.langchain.com/public/6529d912-8564-4686-8df8-999c427621a7/r)." + ] + }, + { + "cell_type": "markdown", + "id": "befdb168", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "That's it! In this tutorial you've learned how to create your first simple LLM application. You've learned how to work with language models, how to create a prompt template, and how to get great observability into applications you create with LangSmith.\n", + "\n", + "This just scratches the surface of what you will want to learn to become a proficient AI Engineer. Luckily - we've got a lot of other resources!\n", + "\n", + "For further reading on the core concepts of LangChain, we've got detailed [Conceptual Guides](/docs/concepts).\n", + "\n", + "If you have more specific questions on these concepts, check out the following sections of the how-to guides:\n", + "\n", + "- [Chat models](/docs/how_to/#chat-models)\n", + "- [Prompt templates](/docs/how_to/#prompt-templates)\n", + "\n", + "And the LangSmith docs:\n", + "\n", + "- [LangSmith](https://docs.smith.langchain.com)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "TypeScript", + "language": "typescript", + "name": "tslab" }, - "nbformat": 4, - "nbformat_minor": 5 -} \ No newline at end of file + "language_info": { + "codemirror_mode": { + "mode": "typescript", + "name": "javascript", + "typescript": true + }, + "file_extension": ".ts", + "mimetype": "text/typescript", + "name": "typescript", + "version": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From c75f742348bd355f374e22f63d71bada42c4e710 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Tue, 10 Dec 2024 15:44:06 -0500 Subject: [PATCH 02/37] update chatbot tutorial --- docs/core_docs/docs/tutorials/chatbot.ipynb | 2563 +++++++++++-------- 1 file changed, 1431 insertions(+), 1132 deletions(-) diff --git a/docs/core_docs/docs/tutorials/chatbot.ipynb b/docs/core_docs/docs/tutorials/chatbot.ipynb index 336bcf5ced5c..db02f09e1f3e 100644 --- a/docs/core_docs/docs/tutorials/chatbot.ipynb +++ b/docs/core_docs/docs/tutorials/chatbot.ipynb @@ -1,1149 +1,1448 @@ { - "cells": [ - { - "cell_type": "raw", - "metadata": { - "vscode": { - "languageId": "raw" - } - }, - "source": [ - "---\n", - "sidebar_position: 1\n", - "keywords: [conversationchain]\n", - "---" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Build a Chatbot\n", - "\n", - "\n", - ":::info Prerequisites\n", - "\n", - "This guide assumes familiarity with the following concepts:\n", - "\n", - "- [Chat Models](/docs/concepts/chat_models)\n", - "- [Prompt Templates](/docs/concepts/prompt_templates)\n", - "- [Chat History](/docs/concepts/chat_history)\n", - "\n", - "This guide requires `langgraph >= 0.2.28`.\n", - "\n", - ":::\n", - "\n", - "\n", - "```{=mdx}\n", - "\n", - ":::note\n", - "\n", - "This tutorial previously built a chatbot using [RunnableWithMessageHistory](https://api.js.langchain.com/classes/_langchain_core.runnables.RunnableWithMessageHistory.html). You can access this version of the tutorial in the [v0.2 docs](https://js.langchain.com/v0.2/docs/tutorials/chatbot/).\n", - "\n", - "The LangGraph implementation offers a number of advantages over `RunnableWithMessageHistory`, including the ability to persist arbitrary components of an application's state (instead of only messages).\n", - "\n", - ":::\n", - "\n", - "```\n", - "\n", - "## Overview\n", - "\n", - "We'll go over an example of how to design and implement an LLM-powered chatbot. \n", - "This chatbot will be able to have a conversation and remember previous interactions.\n", - "\n", - "\n", - "Note that this chatbot that we build will only use the language model to have a conversation.\n", - "There are several other related concepts that you may be looking for:\n", - "\n", - "- [Conversational RAG](/docs/tutorials/qa_chat_history): Enable a chatbot experience over an external source of data\n", - "- [Agents](https://langchain-ai.github.io/langgraphjs/tutorials/multi_agent/agent_supervisor/): Build a chatbot that can take actions\n", - "\n", - "This tutorial will cover the basics which will be helpful for those two more advanced topics, but feel free to skip directly to there should you choose.\n", - "\n", - "## Setup\n", - "\n", - "### Jupyter Notebook\n", - "\n", - "This guide (and most of the other guides in the documentation) uses [Jupyter notebooks](https://jupyter.org/) and assumes the reader is as well. Jupyter notebooks are perfect for learning how to work with LLM systems because oftentimes things can go wrong (unexpected output, API down, etc) and going through guides in an interactive environment is a great way to better understand them.\n", - "\n", - "This and other tutorials are perhaps most conveniently run in a Jupyter notebook. See [here](https://jupyter.org/install) for instructions on how to install.\n", - "\n", - "### Installation\n", - "\n", - "For this tutorial we will need `@langchain/core` and `langgraph`:\n", - "\n", - "```{=mdx}\n", - "import Npm2Yarn from \"@theme/Npm2Yarn\"\n", - "\n", - "\n", - " @langchain/core @langchain/langgraph uuid\n", - "\n", - "```\n", - "\n", - "For more details, see our [Installation guide](/docs/how_to/installation).\n", - "\n", - "### LangSmith\n", - "\n", - "Many of the applications you build with LangChain will contain multiple steps with multiple invocations of LLM calls.\n", - "As these applications get more and more complex, it becomes crucial to be able to inspect what exactly is going on inside your chain or agent.\n", - "The best way to do this is with [LangSmith](https://smith.langchain.com).\n", - "\n", - "After you sign up at the link above, make sure to set your environment variables to start logging traces:\n", - "\n", - "```typescript\n", - "process.env.LANGCHAIN_TRACING_V2 = \"true\"\n", - "process.env.LANGCHAIN_API_KEY = \"...\"\n", - "```\n", - "\n", - "## Quickstart\n", - "\n", - "First up, let's learn how to use a language model by itself. LangChain supports many different language models that you can use interchangeably - select the one you want to use below!\n", - "\n", - "```{=mdx}\n", - "import ChatModelTabs from \"@theme/ChatModelTabs\";\n", - "\n", - "\n", - "```\n" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "// @lc-docs-hide-cell\n", - "\n", - "import { ChatOpenAI } from \"@langchain/openai\";\n", - "\n", - "const llm = new ChatOpenAI({ model: \"gpt-4o-mini\" })" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's first use the model directly. `ChatModel`s are instances of LangChain \"Runnables\", which means they expose a standard interface for interacting with them. To just simply call the model, we can pass in a list of messages to the `.invoke` method." - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AIMessage {\n", - " \"id\": \"chatcmpl-ABUXeSO4JQpxO96lj7iudUptJ6nfW\",\n", - " \"content\": \"Hi Bob! How can I assist you today?\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 10,\n", - " \"promptTokens\": 10,\n", - " \"totalTokens\": 20\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_1bb46167f9\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 10,\n", - " \"output_tokens\": 10,\n", - " \"total_tokens\": 20\n", - " }\n", - "}\n" - ] - } - ], - "source": [ - "await llm.invoke([{ role: \"user\", content: \"Hi im bob\" }])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The model on its own does not have any concept of state. For example, if you ask a followup question:" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AIMessage {\n", - " \"id\": \"chatcmpl-ABUXe1Zih4gMe3XgotWL83xeWub2h\",\n", - " \"content\": \"I'm sorry, but I don't have access to personal information about individuals unless it has been shared with me during our conversation. If you'd like to tell me your name, feel free to do so!\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 39,\n", - " \"promptTokens\": 10,\n", - " \"totalTokens\": 49\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_1bb46167f9\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 10,\n", - " \"output_tokens\": 39,\n", - " \"total_tokens\": 49\n", - " }\n", - "}\n" - ] - } - ], - "source": [ - "await llm.invoke([{ role: \"user\", content: \"Whats my name\" }])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's take a look at the example [LangSmith trace](https://smith.langchain.com/public/3b768e44-a319-453a-bd6e-30f9df75f16a/r)\n", - "\n", - "We can see that it doesn't take the previous conversation turn into context, and cannot answer the question.\n", - "This makes for a terrible chatbot experience!\n", - "\n", - "To get around this, we need to pass the entire conversation history into the model. Let's see what happens when we do that:" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AIMessage {\n", - " \"id\": \"chatcmpl-ABUXfX4Fnp247rOxyPlBUYMQgahj2\",\n", - " \"content\": \"Your name is Bob! How can I help you today?\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 12,\n", - " \"promptTokens\": 33,\n", - " \"totalTokens\": 45\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_1bb46167f9\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 33,\n", - " \"output_tokens\": 12,\n", - " \"total_tokens\": 45\n", - " }\n", - "}\n" - ] - } - ], - "source": [ - "await llm.invoke([\n", - " { role: \"user\", content: \"Hi! I'm Bob\" },\n", - " { role: \"assistant\", content: \"Hello Bob! How can I assist you today?\" },\n", - " { role: \"user\", content: \"What's my name?\" }\n", - "]);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "And now we can see that we get a good response!\n", - "\n", - "This is the basic idea underpinning a chatbot's ability to interact conversationally.\n", - "So how do we best implement this?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Message persistence\n", - "\n", - "[LangGraph](https://langchain-ai.github.io/langgraphjs/) implements a built-in persistence layer, making it ideal for chat applications that support multiple conversational turns.\n", - "\n", - "Wrapping our chat model in a minimal LangGraph application allows us to automatically persist the message history, simplifying the development of multi-turn applications.\n", - "\n", - "LangGraph comes with a simple in-memory checkpointer, which we use below." - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "import { START, END, MessagesAnnotation, StateGraph, MemorySaver } from \"@langchain/langgraph\";\n", - "\n", - "// Define the function that calls the model\n", - "const callModel = async (state: typeof MessagesAnnotation.State) => {\n", - " const response = await llm.invoke(state.messages);\n", - " return { messages: response };\n", - "};\n", - "\n", - "// Define a new graph\n", - "const workflow = new StateGraph(MessagesAnnotation)\n", - " // Define the node and edge\n", - " .addNode(\"model\", callModel)\n", - " .addEdge(START, \"model\")\n", - " .addEdge(\"model\", END);\n", - "\n", - "// Add memory\n", - "const memory = new MemorySaver();\n", - "const app = workflow.compile({ checkpointer: memory });" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We now need to create a `config` that we pass into the runnable every time. This config contains information that is not part of the input directly, but is still useful. In this case, we want to include a `thread_id`. This should look like:" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "import { v4 as uuidv4 } from \"uuid\";\n", - "\n", - "const config = { configurable: { thread_id: uuidv4() } };" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This enables us to support multiple conversation threads with a single application, a common requirement when your application has multiple users.\n", - "\n", - "We can then invoke the application:" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AIMessage {\n", - " \"id\": \"chatcmpl-ABUXfjqCno78CGXCHoAgamqXG1pnZ\",\n", - " \"content\": \"Hi Bob! How can I assist you today?\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 10,\n", - " \"promptTokens\": 12,\n", - " \"totalTokens\": 22\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_1bb46167f9\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 12,\n", - " \"output_tokens\": 10,\n", - " \"total_tokens\": 22\n", - " }\n", - "}\n" - ] - } - ], - "source": [ - "const input = [\n", - " {\n", - " role: \"user\",\n", - " content: \"Hi! I'm Bob.\",\n", - " }\n", - "]\n", - "const output = await app.invoke({ messages: input }, config)\n", - "// The output contains all messages in the state.\n", - "// This will long the last message in the conversation.\n", - "console.log(output.messages[output.messages.length - 1]);" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AIMessage {\n", - " \"id\": \"chatcmpl-ABUXgzHFHk4KsaNmDJyvflHq4JY2L\",\n", - " \"content\": \"Your name is Bob! How can I help you today, Bob?\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 14,\n", - " \"promptTokens\": 34,\n", - " \"totalTokens\": 48\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_1bb46167f9\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 34,\n", - " \"output_tokens\": 14,\n", - " \"total_tokens\": 48\n", - " }\n", - "}\n" - ] - } - ], - "source": [ - "const input2 = [\n", - " {\n", - " role: \"user\",\n", - " content: \"What's my name?\",\n", - " }\n", - "]\n", - "const output2 = await app.invoke({ messages: input2 }, config)\n", - "console.log(output2.messages[output2.messages.length - 1]);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Great! Our chatbot now remembers things about us. If we change the config to reference a different `thread_id`, we can see that it starts the conversation fresh." - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AIMessage {\n", - " \"id\": \"chatcmpl-ABUXhT4EVx8mGgmKXJ1s132qEluxR\",\n", - " \"content\": \"I'm sorry, but I don’t have access to personal data about individuals unless it has been shared in the course of our conversation. Therefore, I don't know your name. How can I assist you today?\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 41,\n", - " \"promptTokens\": 11,\n", - " \"totalTokens\": 52\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_1bb46167f9\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 11,\n", - " \"output_tokens\": 41,\n", - " \"total_tokens\": 52\n", - " }\n", - "}\n" - ] - } - ], - "source": [ - "const config2 = { configurable: { thread_id: uuidv4() } }\n", - "const input3 = [\n", - " {\n", - " role: \"user\",\n", - " content: \"What's my name?\",\n", - " }\n", - "]\n", - "const output3 = await app.invoke({ messages: input3 }, config2)\n", - "console.log(output3.messages[output3.messages.length - 1]);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "However, we can always go back to the original conversation (since we are persisting it in a database)" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AIMessage {\n", - " \"id\": \"chatcmpl-ABUXhZmtzvV3kqKig47xxhKEnvVfH\",\n", - " \"content\": \"Your name is Bob! If there's anything else you'd like to talk about or ask, feel free!\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 20,\n", - " \"promptTokens\": 60,\n", - " \"totalTokens\": 80\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_1bb46167f9\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 60,\n", - " \"output_tokens\": 20,\n", - " \"total_tokens\": 80\n", - " }\n", - "}\n" - ] - } - ], - "source": [ - "const output4 = await app.invoke({ messages: input2 }, config)\n", - "console.log(output4.messages[output4.messages.length - 1]);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This is how we can support a chatbot having conversations with many users!\n", - "\n", - "Right now, all we've done is add a simple persistence layer around the model. We can start to make the more complicated and personalized by adding in a prompt template.\n", - "\n", - "## Prompt templates\n", - "\n", - "Prompt Templates help to turn raw user information into a format that the LLM can work with. In this case, the raw user input is just a message, which we are passing to the LLM. Let's now make that a bit more complicated. First, let's add in a system message with some custom instructions (but still taking messages as input). Next, we'll add in more input besides just the messages.\n", - "\n", - "To add in a system message, we will create a `ChatPromptTemplate`. We will utilize `MessagesPlaceholder` to pass all the messages in." - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "import { ChatPromptTemplate, MessagesPlaceholder } from \"@langchain/core/prompts\";\n", - "\n", - "const prompt = ChatPromptTemplate.fromMessages([\n", - " [\"system\", \"You talk like a pirate. Answer all questions to the best of your ability.\"],\n", - " new MessagesPlaceholder(\"messages\"),\n", - "]);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can now update our application to incorporate this template:" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [], - "source": [ - "import { START, END, MessagesAnnotation, StateGraph, MemorySaver } from \"@langchain/langgraph\";\n", - "\n", - "// Define the function that calls the model\n", - "const callModel2 = async (state: typeof MessagesAnnotation.State) => {\n", - " // highlight-start\n", - " const chain = prompt.pipe(llm);\n", - " const response = await chain.invoke(state);\n", - " // highlight-end\n", - " // Update message history with response:\n", - " return { messages: [response] };\n", - "};\n", - "\n", - "// Define a new graph\n", - "const workflow2 = new StateGraph(MessagesAnnotation)\n", - " // Define the (single) node in the graph\n", - " .addNode(\"model\", callModel2)\n", - " .addEdge(START, \"model\")\n", - " .addEdge(\"model\", END);\n", - "\n", - "// Add memory\n", - "const app2 = workflow2.compile({ checkpointer: new MemorySaver() });" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We invoke the application in the same way:" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AIMessage {\n", - " \"id\": \"chatcmpl-ABUXio2Vy1YNRDiFdKKEyN3Yw1B9I\",\n", - " \"content\": \"Ahoy, Jim! What brings ye to these treacherous waters today? Speak up, matey!\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 22,\n", - " \"promptTokens\": 32,\n", - " \"totalTokens\": 54\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_1bb46167f9\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 32,\n", - " \"output_tokens\": 22,\n", - " \"total_tokens\": 54\n", - " }\n", - "}\n" - ] - } - ], - "source": [ - "const config3 = { configurable: { thread_id: uuidv4() } }\n", - "const input4 = [\n", - " {\n", - " role: \"user\",\n", - " content: \"Hi! I'm Jim.\",\n", - " }\n", - "]\n", - "const output5 = await app2.invoke({ messages: input4 }, config3)\n", - "console.log(output5.messages[output5.messages.length - 1]);" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AIMessage {\n", - " \"id\": \"chatcmpl-ABUXjZNHiT5g7eTf52auWGXDUUcDs\",\n", - " \"content\": \"Ye be callin' yerself Jim, if me memory serves me right! Arrr, what else can I do fer ye, matey?\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 31,\n", - " \"promptTokens\": 67,\n", - " \"totalTokens\": 98\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_3a215618e8\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 67,\n", - " \"output_tokens\": 31,\n", - " \"total_tokens\": 98\n", - " }\n", - "}\n" - ] - } - ], - "source": [ - "const input5 = [\n", - " {\n", - " role: \"user\",\n", - " content: \"What is my name?\"\n", - " }\n", - "]\n", - "const output6 = await app2.invoke({ messages: input5 }, config3)\n", - "console.log(output6.messages[output6.messages.length - 1]);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Awesome! Let's now make our prompt a little bit more complicated. Let's assume that the prompt template now looks something like this:" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [], - "source": [ - "const prompt2 = ChatPromptTemplate.fromMessages([\n", - " [\"system\", \"You are a helpful assistant. Answer all questions to the best of your ability in {language}.\"],\n", - " new MessagesPlaceholder(\"messages\"),\n", - "]);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that we have added a new `language` input to the prompt. Our application now has two parameters-- the input `messages` and `language`. We should update our application's state to reflect this:" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [], - "source": [ - "import { START, END, StateGraph, MemorySaver, MessagesAnnotation, Annotation } from \"@langchain/langgraph\";\n", - "\n", - "// Define the State\n", - "const GraphAnnotation = Annotation.Root({\n", - " ...MessagesAnnotation.spec,\n", - " language: Annotation(),\n", - "});\n", - "\n", - "// Define the function that calls the model\n", - "const callModel3 = async (state: typeof GraphAnnotation.State) => {\n", - " const chain = prompt2.pipe(llm);\n", - " const response = await chain.invoke(state);\n", - " return { messages: [response] };\n", - "};\n", - "\n", - "const workflow3 = new StateGraph(GraphAnnotation)\n", - " .addNode(\"model\", callModel3)\n", - " .addEdge(START, \"model\")\n", - " .addEdge(\"model\", END);\n", - "\n", - "const app3 = workflow3.compile({ checkpointer: new MemorySaver() });" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AIMessage {\n", - " \"id\": \"chatcmpl-ABUXkq2ZV9xmOBSM2iJbYSn8Epvqa\",\n", - " \"content\": \"¡Hola, Bob! ¿En qué puedo ayudarte hoy?\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 12,\n", - " \"promptTokens\": 32,\n", - " \"totalTokens\": 44\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_1bb46167f9\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 32,\n", - " \"output_tokens\": 12,\n", - " \"total_tokens\": 44\n", - " }\n", - "}\n" - ] - } - ], - "source": [ - "const config4 = { configurable: { thread_id: uuidv4() } }\n", - "const input6 = {\n", - " messages: [\n", - " {\n", - " role: \"user\",\n", - " content: \"Hi im bob\"\n", - " }\n", - " ],\n", - " language: \"Spanish\"\n", - "}\n", - "const output7 = await app3.invoke(input6, config4)\n", - "console.log(output7.messages[output7.messages.length - 1]);" - ] - }, + "cells": [ + { + "cell_type": "raw", + "metadata": { + "vscode": { + "languageId": "raw" + } + }, + "source": [ + "---\n", + "sidebar_position: 1\n", + "keywords: [conversationchain]\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Build a Chatbot\n", + "\n", + "\n", + ":::info Prerequisites\n", + "\n", + "This guide assumes familiarity with the following concepts:\n", + "\n", + "- [Chat Models](/docs/concepts/chat_models)\n", + "- [Prompt Templates](/docs/concepts/prompt_templates)\n", + "- [Chat History](/docs/concepts/chat_history)\n", + "\n", + "This guide requires `langgraph >= 0.2.28`.\n", + "\n", + ":::\n", + "\n", + "\n", + "```{=mdx}\n", + "\n", + ":::note\n", + "\n", + "This tutorial previously built a chatbot using [RunnableWithMessageHistory](https://api.js.langchain.com/classes/_langchain_core.runnables.RunnableWithMessageHistory.html). You can access this version of the tutorial in the [v0.2 docs](https://js.langchain.com/v0.2/docs/tutorials/chatbot/).\n", + "\n", + "The LangGraph implementation offers a number of advantages over `RunnableWithMessageHistory`, including the ability to persist arbitrary components of an application's state (instead of only messages).\n", + "\n", + ":::\n", + "\n", + "```\n", + "\n", + "## Overview\n", + "\n", + "We'll go over an example of how to design and implement an LLM-powered chatbot. \n", + "This chatbot will be able to have a conversation and remember previous interactions.\n", + "\n", + "\n", + "Note that this chatbot that we build will only use the language model to have a conversation.\n", + "There are several other related concepts that you may be looking for:\n", + "\n", + "- [Conversational RAG](/docs/tutorials/qa_chat_history): Enable a chatbot experience over an external source of data\n", + "- [Agents](https://langchain-ai.github.io/langgraphjs/tutorials/multi_agent/agent_supervisor/): Build a chatbot that can take actions\n", + "\n", + "This tutorial will cover the basics which will be helpful for those two more advanced topics, but feel free to skip directly to there should you choose.\n", + "\n", + "## Setup\n", + "\n", + "### Jupyter Notebook\n", + "\n", + "This guide (and most of the other guides in the documentation) uses [Jupyter notebooks](https://jupyter.org/) and assumes the reader is as well. Jupyter notebooks are perfect for learning how to work with LLM systems because oftentimes things can go wrong (unexpected output, API down, etc) and going through guides in an interactive environment is a great way to better understand them.\n", + "\n", + "This and other tutorials are perhaps most conveniently run in a Jupyter notebook. See [here](https://jupyter.org/install) for instructions on how to install.\n", + "\n", + "### Installation\n", + "\n", + "For this tutorial we will need `@langchain/core` and `langgraph`:\n", + "\n", + "```{=mdx}\n", + "import Npm2Yarn from \"@theme/Npm2Yarn\"\n", + "\n", + "\n", + " @langchain/core @langchain/langgraph uuid\n", + "\n", + "```\n", + "\n", + "For more details, see our [Installation guide](/docs/how_to/installation).\n", + "\n", + "### LangSmith\n", + "\n", + "Many of the applications you build with LangChain will contain multiple steps with multiple invocations of LLM calls.\n", + "As these applications get more and more complex, it becomes crucial to be able to inspect what exactly is going on inside your chain or agent.\n", + "The best way to do this is with [LangSmith](https://smith.langchain.com).\n", + "\n", + "After you sign up at the link above, make sure to set your environment variables to start logging traces:\n", + "\n", + "```typescript\n", + "process.env.LANGCHAIN_TRACING_V2 = \"true\"\n", + "process.env.LANGCHAIN_API_KEY = \"...\"\n", + "```\n", + "\n", + "## Quickstart\n", + "\n", + "First up, let's learn how to use a language model by itself. LangChain supports many different language models that you can use interchangeably - select the one you want to use below!\n", + "\n", + "```{=mdx}\n", + "import ChatModelTabs from \"@theme/ChatModelTabs\";\n", + "\n", + "\n", + "```\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "\n", + "import { ChatOpenAI } from \"@langchain/openai\";\n", + "\n", + "const llm = new ChatOpenAI({ model: \"gpt-4o-mini\" })" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's first use the model directly. `ChatModel`s are instances of LangChain \"Runnables\", which means they expose a standard interface for interacting with them. To just simply call the model, we can pass in a list of messages to the `.invoke` method." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that the entire state is persisted, so we can omit parameters like `language` if no changes are desired:" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "AIMessage {\n", + " \"id\": \"chatcmpl-Ad1GuOftIVbxlzRkE3hVrPd7dGv07\",\n", + " \"content\": \"Hi Bob! How can I assist you today?\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {\n", + " \"tokenUsage\": {\n", + " \"promptTokens\": 10,\n", + " \"completionTokens\": 10,\n", + " \"totalTokens\": 20\n", + " },\n", + " \"finish_reason\": \"stop\",\n", + " \"usage\": {\n", + " \"prompt_tokens\": 10,\n", + " \"completion_tokens\": 10,\n", + " \"total_tokens\": 20,\n", + " \"prompt_tokens_details\": {\n", + " \"cached_tokens\": 0,\n", + " \"audio_tokens\": 0\n", + " },\n", + " \"completion_tokens_details\": {\n", + " \"reasoning_tokens\": 0,\n", + " \"audio_tokens\": 0,\n", + " \"accepted_prediction_tokens\": 0,\n", + " \"rejected_prediction_tokens\": 0\n", + " }\n", + " },\n", + " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": [],\n", + " \"usage_metadata\": {\n", + " \"output_tokens\": 10,\n", + " \"input_tokens\": 10,\n", + " \"total_tokens\": 20,\n", + " \"input_token_details\": {\n", + " \"audio\": 0,\n", + " \"cache_read\": 0\n", + " },\n", + " \"output_token_details\": {\n", + " \"audio\": 0,\n", + " \"reasoning\": 0\n", + " }\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "await llm.invoke([{ role: \"user\", content: \"Hi im bob\" }])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The model on its own does not have any concept of state. For example, if you ask a followup question:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AIMessage {\n", - " \"id\": \"chatcmpl-ABUXk9Ccr1dhmA9lZ1VmZ998PFyJF\",\n", - " \"content\": \"Tu nombre es Bob. ¿Hay algo más en lo que te pueda ayudar?\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 16,\n", - " \"promptTokens\": 57,\n", - " \"totalTokens\": 73\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_1bb46167f9\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 57,\n", - " \"output_tokens\": 16,\n", - " \"total_tokens\": 73\n", - " }\n", - "}\n" - ] - } - ], - "source": [ - "const input7 = {\n", - " messages: [\n", - " {\n", - " role: \"user\",\n", - " content: \"What is my name?\"\n", - " }\n", - " ],\n", - "}\n", - "const output8 = await app3.invoke(input7, config4)\n", - "console.log(output8.messages[output8.messages.length - 1]);" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "AIMessage {\n", + " \"id\": \"chatcmpl-Ad1GyjyIUqHe1ilIUpOPlPjyL6nxZ\",\n", + " \"content\": \"I'm sorry, but I don't know your name. If you'd like to share it, feel free to do so!\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {\n", + " \"tokenUsage\": {\n", + " \"promptTokens\": 10,\n", + " \"completionTokens\": 23,\n", + " \"totalTokens\": 33\n", + " },\n", + " \"finish_reason\": \"stop\",\n", + " \"usage\": {\n", + " \"prompt_tokens\": 10,\n", + " \"completion_tokens\": 23,\n", + " \"total_tokens\": 33,\n", + " \"prompt_tokens_details\": {\n", + " \"cached_tokens\": 0,\n", + " \"audio_tokens\": 0\n", + " },\n", + " \"completion_tokens_details\": {\n", + " \"reasoning_tokens\": 0,\n", + " \"audio_tokens\": 0,\n", + " \"accepted_prediction_tokens\": 0,\n", + " \"rejected_prediction_tokens\": 0\n", + " }\n", + " },\n", + " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": [],\n", + " \"usage_metadata\": {\n", + " \"output_tokens\": 23,\n", + " \"input_tokens\": 10,\n", + " \"total_tokens\": 33,\n", + " \"input_token_details\": {\n", + " \"audio\": 0,\n", + " \"cache_read\": 0\n", + " },\n", + " \"output_token_details\": {\n", + " \"audio\": 0,\n", + " \"reasoning\": 0\n", + " }\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "await llm.invoke([{ role: \"user\", content: \"Whats my name\" }])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's take a look at the example [LangSmith trace](https://smith.langchain.com/public/3b768e44-a319-453a-bd6e-30f9df75f16a/r)\n", + "\n", + "We can see that it doesn't take the previous conversation turn into context, and cannot answer the question.\n", + "This makes for a terrible chatbot experience!\n", + "\n", + "To get around this, we need to pass the entire conversation history into the model. Let's see what happens when we do that:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To help you understand what's happening internally, check out [this LangSmith trace](https://smith.langchain.com/public/d61630b7-6a52-4dc9-974c-8452008c498a/r)." - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "AIMessage {\n", + " \"id\": \"chatcmpl-Ad1H25torrLCMxyCQg80odrtmpTgG\",\n", + " \"content\": \"Your name is Bob. How can I help you today, Bob?\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {\n", + " \"tokenUsage\": {\n", + " \"promptTokens\": 33,\n", + " \"completionTokens\": 14,\n", + " \"totalTokens\": 47\n", + " },\n", + " \"finish_reason\": \"stop\",\n", + " \"usage\": {\n", + " \"prompt_tokens\": 33,\n", + " \"completion_tokens\": 14,\n", + " \"total_tokens\": 47,\n", + " \"prompt_tokens_details\": {\n", + " \"cached_tokens\": 0,\n", + " \"audio_tokens\": 0\n", + " },\n", + " \"completion_tokens_details\": {\n", + " \"reasoning_tokens\": 0,\n", + " \"audio_tokens\": 0,\n", + " \"accepted_prediction_tokens\": 0,\n", + " \"rejected_prediction_tokens\": 0\n", + " }\n", + " },\n", + " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": [],\n", + " \"usage_metadata\": {\n", + " \"output_tokens\": 14,\n", + " \"input_tokens\": 33,\n", + " \"total_tokens\": 47,\n", + " \"input_token_details\": {\n", + " \"audio\": 0,\n", + " \"cache_read\": 0\n", + " },\n", + " \"output_token_details\": {\n", + " \"audio\": 0,\n", + " \"reasoning\": 0\n", + " }\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "await llm.invoke([\n", + " { role: \"user\", content: \"Hi! I'm Bob\" },\n", + " { role: \"assistant\", content: \"Hello Bob! How can I assist you today?\" },\n", + " { role: \"user\", content: \"What's my name?\" }\n", + "]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And now we can see that we get a good response!\n", + "\n", + "This is the basic idea underpinning a chatbot's ability to interact conversationally.\n", + "So how do we best implement this?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Message persistence\n", + "\n", + "[LangGraph](https://langchain-ai.github.io/langgraphjs/) implements a built-in persistence layer, making it ideal for chat applications that support multiple conversational turns.\n", + "\n", + "Wrapping our chat model in a minimal LangGraph application allows us to automatically persist the message history, simplifying the development of multi-turn applications.\n", + "\n", + "LangGraph comes with a simple in-memory checkpointer, which we use below." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import { START, END, MessagesAnnotation, StateGraph, MemorySaver } from \"@langchain/langgraph\";\n", + "\n", + "// Define the function that calls the model\n", + "const callModel = async (state: typeof MessagesAnnotation.State) => {\n", + " const response = await llm.invoke(state.messages);\n", + " return { messages: response };\n", + "};\n", + "\n", + "// Define a new graph\n", + "const workflow = new StateGraph(MessagesAnnotation)\n", + " // Define the node and edge\n", + " .addNode(\"model\", callModel)\n", + " .addEdge(START, \"model\")\n", + " .addEdge(\"model\", END);\n", + "\n", + "// Add memory\n", + "const memory = new MemorySaver();\n", + "const app = workflow.compile({ checkpointer: memory });" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now need to create a `config` that we pass into the runnable every time. This config contains information that is not part of the input directly, but is still useful. In this case, we want to include a `thread_id`. This should look like:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import { v4 as uuidv4 } from \"uuid\";\n", + "\n", + "const config = { configurable: { thread_id: uuidv4() } };" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This enables us to support multiple conversation threads with a single application, a common requirement when your application has multiple users.\n", + "\n", + "We can then invoke the application:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Managing Conversation History\n", - "\n", - "One important concept to understand when building chatbots is how to manage conversation history. If left unmanaged, the list of messages will grow unbounded and potentially overflow the context window of the LLM. Therefore, it is important to add a step that limits the size of the messages you are passing in.\n", - "\n", - "**Importantly, you will want to do this BEFORE the prompt template but AFTER you load previous messages from Message History.**\n", - "\n", - "We can do this by adding a simple step in front of the prompt that modifies the `messages` key appropriately, and then wrap that new chain in the Message History class. \n", - "\n", - "LangChain comes with a few built-in helpers for [managing a list of messages](/docs/how_to/#messages). In this case we'll use the [trimMessages](/docs/how_to/trim_messages/) helper to reduce how many messages we're sending to the model. The trimmer allows us to specify how many tokens we want to keep, along with other parameters like if we want to always keep the system message and whether to allow partial messages:" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "AIMessage {\n", + " \"id\": \"chatcmpl-Ad1HIdU3yk7LqECynp8gX2MVooMdR\",\n", + " \"content\": \"Hi Bob! How can I assist you today?\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {\n", + " \"tokenUsage\": {\n", + " \"promptTokens\": 12,\n", + " \"completionTokens\": 10,\n", + " \"totalTokens\": 22\n", + " },\n", + " \"finish_reason\": \"stop\",\n", + " \"usage\": {\n", + " \"prompt_tokens\": 12,\n", + " \"completion_tokens\": 10,\n", + " \"total_tokens\": 22,\n", + " \"prompt_tokens_details\": {\n", + " \"cached_tokens\": 0,\n", + " \"audio_tokens\": 0\n", + " },\n", + " \"completion_tokens_details\": {\n", + " \"reasoning_tokens\": 0,\n", + " \"audio_tokens\": 0,\n", + " \"accepted_prediction_tokens\": 0,\n", + " \"rejected_prediction_tokens\": 0\n", + " }\n", + " },\n", + " \"system_fingerprint\": \"fp_818c284075\"\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": [],\n", + " \"usage_metadata\": {\n", + " \"output_tokens\": 10,\n", + " \"input_tokens\": 12,\n", + " \"total_tokens\": 22,\n", + " \"input_token_details\": {\n", + " \"audio\": 0,\n", + " \"cache_read\": 0\n", + " },\n", + " \"output_token_details\": {\n", + " \"audio\": 0,\n", + " \"reasoning\": 0\n", + " }\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "const input = [\n", + " {\n", + " role: \"user\",\n", + " content: \"Hi! I'm Bob.\",\n", + " }\n", + "]\n", + "const output = await app.invoke({ messages: input }, config)\n", + "// The output contains all messages in the state.\n", + "// This will long the last message in the conversation.\n", + "console.log(output.messages[output.messages.length - 1]);" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[\n", - " SystemMessage {\n", - " \"content\": \"you're a good assistant\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {}\n", - " },\n", - " HumanMessage {\n", - " \"content\": \"I like vanilla ice cream\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {}\n", - " },\n", - " AIMessage {\n", - " \"content\": \"nice\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {},\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": []\n", - " },\n", - " HumanMessage {\n", - " \"content\": \"whats 2 + 2\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {}\n", - " },\n", - " AIMessage {\n", - " \"content\": \"4\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {},\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": []\n", - " },\n", - " HumanMessage {\n", - " \"content\": \"thanks\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {}\n", - " },\n", - " AIMessage {\n", - " \"content\": \"no problem!\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {},\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": []\n", - " },\n", - " HumanMessage {\n", - " \"content\": \"having fun?\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {}\n", - " },\n", - " AIMessage {\n", - " \"content\": \"yes!\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {},\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": []\n", - " }\n", - "]\n" - ] - } - ], - "source": [ - "import { SystemMessage, HumanMessage, AIMessage, trimMessages } from \"@langchain/core/messages\"\n", - "\n", - "const trimmer = trimMessages({\n", - " maxTokens: 10,\n", - " strategy: \"last\",\n", - " tokenCounter: (msgs) => msgs.length,\n", - " includeSystem: true,\n", - " allowPartial: false,\n", - " startOn: \"human\",\n", - "})\n", - "\n", - "const messages = [\n", - " new SystemMessage(\"you're a good assistant\"),\n", - " new HumanMessage(\"hi! I'm bob\"),\n", - " new AIMessage(\"hi!\"),\n", - " new HumanMessage(\"I like vanilla ice cream\"),\n", - " new AIMessage(\"nice\"),\n", - " new HumanMessage(\"whats 2 + 2\"),\n", - " new AIMessage(\"4\"),\n", - " new HumanMessage(\"thanks\"),\n", - " new AIMessage(\"no problem!\"),\n", - " new HumanMessage(\"having fun?\"),\n", - " new AIMessage(\"yes!\"),\n", - "]\n", - "\n", - "await trimmer.invoke(messages)" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "AIMessage {\n", + " \"id\": \"chatcmpl-Ad1HKR22kIxLEYCvOTmnpVhFVikvs\",\n", + " \"content\": \"Your name is Bob. How can I help you today?\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {\n", + " \"tokenUsage\": {\n", + " \"promptTokens\": 34,\n", + " \"completionTokens\": 12,\n", + " \"totalTokens\": 46\n", + " },\n", + " \"finish_reason\": \"stop\",\n", + " \"usage\": {\n", + " \"prompt_tokens\": 34,\n", + " \"completion_tokens\": 12,\n", + " \"total_tokens\": 46,\n", + " \"prompt_tokens_details\": {\n", + " \"cached_tokens\": 0,\n", + " \"audio_tokens\": 0\n", + " },\n", + " \"completion_tokens_details\": {\n", + " \"reasoning_tokens\": 0,\n", + " \"audio_tokens\": 0,\n", + " \"accepted_prediction_tokens\": 0,\n", + " \"rejected_prediction_tokens\": 0\n", + " }\n", + " },\n", + " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": [],\n", + " \"usage_metadata\": {\n", + " \"output_tokens\": 12,\n", + " \"input_tokens\": 34,\n", + " \"total_tokens\": 46,\n", + " \"input_token_details\": {\n", + " \"audio\": 0,\n", + " \"cache_read\": 0\n", + " },\n", + " \"output_token_details\": {\n", + " \"audio\": 0,\n", + " \"reasoning\": 0\n", + " }\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "const input2 = [\n", + " {\n", + " role: \"user\",\n", + " content: \"What's my name?\",\n", + " }\n", + "]\n", + "const output2 = await app.invoke({ messages: input2 }, config)\n", + "console.log(output2.messages[output2.messages.length - 1]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Great! Our chatbot now remembers things about us. If we change the config to reference a different `thread_id`, we can see that it starts the conversation fresh." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To use it in our chain, we just need to run the trimmer before we pass the `messages` input to our prompt. " - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "AIMessage {\n", + " \"id\": \"chatcmpl-Ad1HPXonH5HpX7kxZYrHP0EqGyNcB\",\n", + " \"content\": \"I'm sorry, but I don't have access to personal data about you unless you've shared it in this conversation. How can I assist you today?\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {\n", + " \"tokenUsage\": {\n", + " \"promptTokens\": 11,\n", + " \"completionTokens\": 28,\n", + " \"totalTokens\": 39\n", + " },\n", + " \"finish_reason\": \"stop\",\n", + " \"usage\": {\n", + " \"prompt_tokens\": 11,\n", + " \"completion_tokens\": 28,\n", + " \"total_tokens\": 39,\n", + " \"prompt_tokens_details\": {\n", + " \"cached_tokens\": 0,\n", + " \"audio_tokens\": 0\n", + " },\n", + " \"completion_tokens_details\": {\n", + " \"reasoning_tokens\": 0,\n", + " \"audio_tokens\": 0,\n", + " \"accepted_prediction_tokens\": 0,\n", + " \"rejected_prediction_tokens\": 0\n", + " }\n", + " },\n", + " \"system_fingerprint\": \"fp_818c284075\"\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": [],\n", + " \"usage_metadata\": {\n", + " \"output_tokens\": 28,\n", + " \"input_tokens\": 11,\n", + " \"total_tokens\": 39,\n", + " \"input_token_details\": {\n", + " \"audio\": 0,\n", + " \"cache_read\": 0\n", + " },\n", + " \"output_token_details\": {\n", + " \"audio\": 0,\n", + " \"reasoning\": 0\n", + " }\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "const config2 = { configurable: { thread_id: uuidv4() } }\n", + "const input3 = [\n", + " {\n", + " role: \"user\",\n", + " content: \"What's my name?\",\n", + " }\n", + "]\n", + "const output3 = await app.invoke({ messages: input3 }, config2)\n", + "console.log(output3.messages[output3.messages.length - 1]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, we can always go back to the original conversation (since we are persisting it in a database)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [], - "source": [ - "const callModel4 = async (state: typeof GraphAnnotation.State) => {\n", - " const chain = prompt2.pipe(llm);\n", - " // highlight-start\n", - " const trimmedMessage = await trimmer.invoke(state.messages);\n", - " const response = await chain.invoke({ messages: trimmedMessage, language: state.language });\n", - " // highlight-end\n", - " return { messages: [response] };\n", - "};\n", - "\n", - "\n", - "const workflow4 = new StateGraph(GraphAnnotation)\n", - " .addNode(\"model\", callModel4)\n", - " .addEdge(START, \"model\")\n", - " .addEdge(\"model\", END);\n", - "\n", - "const app4 = workflow4.compile({ checkpointer: new MemorySaver() });" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "AIMessage {\n", + " \"id\": \"chatcmpl-Ad1HTqtpUGg9H7i7xrlu0gbxgQ6Pp\",\n", + " \"content\": \"Your name is Bob. Is there anything else you'd like to talk about?\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {\n", + " \"tokenUsage\": {\n", + " \"promptTokens\": 58,\n", + " \"completionTokens\": 15,\n", + " \"totalTokens\": 73\n", + " },\n", + " \"finish_reason\": \"stop\",\n", + " \"usage\": {\n", + " \"prompt_tokens\": 58,\n", + " \"completion_tokens\": 15,\n", + " \"total_tokens\": 73,\n", + " \"prompt_tokens_details\": {\n", + " \"cached_tokens\": 0,\n", + " \"audio_tokens\": 0\n", + " },\n", + " \"completion_tokens_details\": {\n", + " \"reasoning_tokens\": 0,\n", + " \"audio_tokens\": 0,\n", + " \"accepted_prediction_tokens\": 0,\n", + " \"rejected_prediction_tokens\": 0\n", + " }\n", + " },\n", + " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": [],\n", + " \"usage_metadata\": {\n", + " \"output_tokens\": 15,\n", + " \"input_tokens\": 58,\n", + " \"total_tokens\": 73,\n", + " \"input_token_details\": {\n", + " \"audio\": 0,\n", + " \"cache_read\": 0\n", + " },\n", + " \"output_token_details\": {\n", + " \"audio\": 0,\n", + " \"reasoning\": 0\n", + " }\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "const output4 = await app.invoke({ messages: input2 }, config)\n", + "console.log(output4.messages[output4.messages.length - 1]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is how we can support a chatbot having conversations with many users!\n", + "\n", + "Right now, all we've done is add a simple persistence layer around the model. We can start to make the more complicated and personalized by adding in a prompt template.\n", + "\n", + "## Prompt templates\n", + "\n", + "Prompt Templates help to turn raw user information into a format that the LLM can work with. In this case, the raw user input is just a message, which we are passing to the LLM. Let's now make that a bit more complicated. First, let's add in a system message with some custom instructions (but still taking messages as input). Next, we'll add in more input besides just the messages.\n", + "\n", + "To add in a system message, we will create a `ChatPromptTemplate`. We will utilize `MessagesPlaceholder` to pass all the messages in." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "import { ChatPromptTemplate, MessagesPlaceholder } from \"@langchain/core/prompts\";\n", + "\n", + "const promptTemplate = ChatPromptTemplate.fromMessages([\n", + " [\"system\", \"You talk like a pirate. Answer all questions to the best of your ability.\"],\n", + " new MessagesPlaceholder(\"messages\"),\n", + "]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now update our application to incorporate this template:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "import { START, END, MessagesAnnotation, StateGraph, MemorySaver } from \"@langchain/langgraph\";\n", + "\n", + "// Define the function that calls the model\n", + "const callModel2 = async (state: typeof MessagesAnnotation.State) => {\n", + " // highlight-start\n", + " const prompt = await promptTemplate.invoke(state)\n", + " const response = await llm.invoke(prompt);\n", + " // highlight-end\n", + " // Update message history with response:\n", + " return { messages: [response] };\n", + "};\n", + "\n", + "// Define a new graph\n", + "const workflow2 = new StateGraph(MessagesAnnotation)\n", + " // Define the (single) node in the graph\n", + " .addNode(\"model\", callModel2)\n", + " .addEdge(START, \"model\")\n", + " .addEdge(\"model\", END);\n", + "\n", + "// Add memory\n", + "const app2 = workflow2.compile({ checkpointer: new MemorySaver() });" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We invoke the application in the same way:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now if we try asking the model our name, it won't know it since we trimmed that part of the chat history:" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "AIMessage {\n", + " \"id\": \"chatcmpl-Ad1IsLExxQX1mvzq2rbP6JVFfgQ77\",\n", + " \"content\": \"Ahoy, Jim! What brings ye to these treacherous waters today? Be there a question ye wish to ask or a tale ye'd like to share? Speak up, matey!\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {\n", + " \"tokenUsage\": {\n", + " \"promptTokens\": 32,\n", + " \"completionTokens\": 39,\n", + " \"totalTokens\": 71\n", + " },\n", + " \"finish_reason\": \"stop\",\n", + " \"usage\": {\n", + " \"prompt_tokens\": 32,\n", + " \"completion_tokens\": 39,\n", + " \"total_tokens\": 71,\n", + " \"prompt_tokens_details\": {\n", + " \"cached_tokens\": 0,\n", + " \"audio_tokens\": 0\n", + " },\n", + " \"completion_tokens_details\": {\n", + " \"reasoning_tokens\": 0,\n", + " \"audio_tokens\": 0,\n", + " \"accepted_prediction_tokens\": 0,\n", + " \"rejected_prediction_tokens\": 0\n", + " }\n", + " },\n", + " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": [],\n", + " \"usage_metadata\": {\n", + " \"output_tokens\": 39,\n", + " \"input_tokens\": 32,\n", + " \"total_tokens\": 71,\n", + " \"input_token_details\": {\n", + " \"audio\": 0,\n", + " \"cache_read\": 0\n", + " },\n", + " \"output_token_details\": {\n", + " \"audio\": 0,\n", + " \"reasoning\": 0\n", + " }\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "const config3 = { configurable: { thread_id: uuidv4() } }\n", + "const input4 = [\n", + " {\n", + " role: \"user\",\n", + " content: \"Hi! I'm Jim.\",\n", + " }\n", + "]\n", + "const output5 = await app2.invoke({ messages: input4 }, config3)\n", + "console.log(output5.messages[output5.messages.length - 1]);" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AIMessage {\n", - " \"id\": \"chatcmpl-ABUdCOvzRAvgoxd2sf93oGKQfA9vh\",\n", - " \"content\": \"I don’t know your name, but I’d be happy to learn it if you’d like to share!\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 22,\n", - " \"promptTokens\": 97,\n", - " \"totalTokens\": 119\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_1bb46167f9\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 97,\n", - " \"output_tokens\": 22,\n", - " \"total_tokens\": 119\n", - " }\n", - "}\n" - ] - } - ], - "source": [ - "const config5 = { configurable: { thread_id: uuidv4() }}\n", - "const input8 = {\n", - " // highlight-next-line\n", - " messages: [...messages, new HumanMessage(\"What is my name?\")],\n", - " language: \"English\"\n", - "}\n", - "\n", - "const output9 = await app4.invoke(\n", - " input8,\n", - " config5,\n", - ")\n", - "console.log(output9.messages[output9.messages.length - 1]);" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "AIMessage {\n", + " \"id\": \"chatcmpl-Ad1IyCyT2PJhXvz6jShbtv2nm4S29\",\n", + " \"content\": \"Yarr, ye just announced yerself as Jim, did ye not? A fine name fer a brave sailor! What else can I help ye with, me hearty?\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {\n", + " \"tokenUsage\": {\n", + " \"promptTokens\": 84,\n", + " \"completionTokens\": 35,\n", + " \"totalTokens\": 119\n", + " },\n", + " \"finish_reason\": \"stop\",\n", + " \"usage\": {\n", + " \"prompt_tokens\": 84,\n", + " \"completion_tokens\": 35,\n", + " \"total_tokens\": 119,\n", + " \"prompt_tokens_details\": {\n", + " \"cached_tokens\": 0,\n", + " \"audio_tokens\": 0\n", + " },\n", + " \"completion_tokens_details\": {\n", + " \"reasoning_tokens\": 0,\n", + " \"audio_tokens\": 0,\n", + " \"accepted_prediction_tokens\": 0,\n", + " \"rejected_prediction_tokens\": 0\n", + " }\n", + " },\n", + " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": [],\n", + " \"usage_metadata\": {\n", + " \"output_tokens\": 35,\n", + " \"input_tokens\": 84,\n", + " \"total_tokens\": 119,\n", + " \"input_token_details\": {\n", + " \"audio\": 0,\n", + " \"cache_read\": 0\n", + " },\n", + " \"output_token_details\": {\n", + " \"audio\": 0,\n", + " \"reasoning\": 0\n", + " }\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "const input5 = [\n", + " {\n", + " role: \"user\",\n", + " content: \"What is my name?\"\n", + " }\n", + "]\n", + "const output6 = await app2.invoke({ messages: input5 }, config3)\n", + "console.log(output6.messages[output6.messages.length - 1]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Awesome! Let's now make our prompt a little bit more complicated. Let's assume that the prompt template now looks something like this:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "const promptTemplate2 = ChatPromptTemplate.fromMessages([\n", + " [\"system\", \"You are a helpful assistant. Answer all questions to the best of your ability in {language}.\"],\n", + " new MessagesPlaceholder(\"messages\"),\n", + "]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that we have added a new `language` input to the prompt. Our application now has two parameters-- the input `messages` and `language`. We should update our application's state to reflect this:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "import { START, END, StateGraph, MemorySaver, MessagesAnnotation, Annotation } from \"@langchain/langgraph\";\n", + "\n", + "// Define the State\n", + "const GraphAnnotation = Annotation.Root({\n", + " ...MessagesAnnotation.spec,\n", + " language: Annotation(),\n", + "});\n", + "\n", + "// Define the function that calls the model\n", + "const callModel3 = async (state: typeof GraphAnnotation.State) => {\n", + " const prompt = await promptTemplate2.invoke(state);\n", + " const response = await llm.invoke(prompt);\n", + " return { messages: [response] };\n", + "};\n", + "\n", + "const workflow3 = new StateGraph(GraphAnnotation)\n", + " .addNode(\"model\", callModel3)\n", + " .addEdge(START, \"model\")\n", + " .addEdge(\"model\", END);\n", + "\n", + "const app3 = workflow3.compile({ checkpointer: new MemorySaver() });" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "But if we ask about information that is within the last few messages, it remembers:" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "AIMessage {\n", + " \"id\": \"chatcmpl-Ad1JkMOB5CzBQLNM82VV4VP8f6qxE\",\n", + " \"content\": \"¡Hola, Bob! ¿En qué puedo ayudarte hoy?\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {\n", + " \"tokenUsage\": {\n", + " \"promptTokens\": 32,\n", + " \"completionTokens\": 12,\n", + " \"totalTokens\": 44\n", + " },\n", + " \"finish_reason\": \"stop\",\n", + " \"usage\": {\n", + " \"prompt_tokens\": 32,\n", + " \"completion_tokens\": 12,\n", + " \"total_tokens\": 44,\n", + " \"prompt_tokens_details\": {\n", + " \"cached_tokens\": 0,\n", + " \"audio_tokens\": 0\n", + " },\n", + " \"completion_tokens_details\": {\n", + " \"reasoning_tokens\": 0,\n", + " \"audio_tokens\": 0,\n", + " \"accepted_prediction_tokens\": 0,\n", + " \"rejected_prediction_tokens\": 0\n", + " }\n", + " },\n", + " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": [],\n", + " \"usage_metadata\": {\n", + " \"output_tokens\": 12,\n", + " \"input_tokens\": 32,\n", + " \"total_tokens\": 44,\n", + " \"input_token_details\": {\n", + " \"audio\": 0,\n", + " \"cache_read\": 0\n", + " },\n", + " \"output_token_details\": {\n", + " \"audio\": 0,\n", + " \"reasoning\": 0\n", + " }\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "const config4 = { configurable: { thread_id: uuidv4() } }\n", + "const input6 = {\n", + " messages: [\n", + " {\n", + " role: \"user\",\n", + " content: \"Hi im bob\"\n", + " }\n", + " ],\n", + " language: \"Spanish\"\n", + "}\n", + "const output7 = await app3.invoke(input6, config4)\n", + "console.log(output7.messages[output7.messages.length - 1]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the entire state is persisted, so we can omit parameters like `language` if no changes are desired:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AIMessage {\n", - " \"id\": \"chatcmpl-ABUdChq5JOMhcFA1dB7PvCHLyliwM\",\n", - " \"content\": \"You asked for the solution to the math problem \\\"what's 2 + 2,\\\" and I answered that it equals 4.\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 27,\n", - " \"promptTokens\": 99,\n", - " \"totalTokens\": 126\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_1bb46167f9\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 99,\n", - " \"output_tokens\": 27,\n", - " \"total_tokens\": 126\n", - " }\n", - "}\n" - ] - } - ], - "source": [ - "const config6 = { configurable: { thread_id: uuidv4() }}\n", - "const input9 = {\n", - " // highlight-next-line\n", - " messages: [...messages, new HumanMessage(\"What math problem did I ask?\")],\n", - " language: \"English\"\n", - "}\n", - "\n", - "const output10 = await app4.invoke(\n", - " input9,\n", - " config6,\n", - ")\n", - "console.log(output10.messages[output10.messages.length - 1]);" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "AIMessage {\n", + " \"id\": \"chatcmpl-Ad1JnS4fBFGRMe6Z33ieeOI16cKeP\",\n", + " \"content\": \"Tu nombre es Bob.\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {\n", + " \"tokenUsage\": {\n", + " \"promptTokens\": 57,\n", + " \"completionTokens\": 5,\n", + " \"totalTokens\": 62\n", + " },\n", + " \"finish_reason\": \"stop\",\n", + " \"usage\": {\n", + " \"prompt_tokens\": 57,\n", + " \"completion_tokens\": 5,\n", + " \"total_tokens\": 62,\n", + " \"prompt_tokens_details\": {\n", + " \"cached_tokens\": 0,\n", + " \"audio_tokens\": 0\n", + " },\n", + " \"completion_tokens_details\": {\n", + " \"reasoning_tokens\": 0,\n", + " \"audio_tokens\": 0,\n", + " \"accepted_prediction_tokens\": 0,\n", + " \"rejected_prediction_tokens\": 0\n", + " }\n", + " },\n", + " \"system_fingerprint\": \"fp_818c284075\"\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": [],\n", + " \"usage_metadata\": {\n", + " \"output_tokens\": 5,\n", + " \"input_tokens\": 57,\n", + " \"total_tokens\": 62,\n", + " \"input_token_details\": {\n", + " \"audio\": 0,\n", + " \"cache_read\": 0\n", + " },\n", + " \"output_token_details\": {\n", + " \"audio\": 0,\n", + " \"reasoning\": 0\n", + " }\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "const input7 = {\n", + " messages: [\n", + " {\n", + " role: \"user\",\n", + " content: \"What is my name?\"\n", + " }\n", + " ],\n", + "}\n", + "const output8 = await app3.invoke(input7, config4)\n", + "console.log(output8.messages[output8.messages.length - 1]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To help you understand what's happening internally, check out [this LangSmith trace](https://smith.langchain.com/public/d61630b7-6a52-4dc9-974c-8452008c498a/r)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Managing Conversation History\n", + "\n", + "One important concept to understand when building chatbots is how to manage conversation history. If left unmanaged, the list of messages will grow unbounded and potentially overflow the context window of the LLM. Therefore, it is important to add a step that limits the size of the messages you are passing in.\n", + "\n", + "**Importantly, you will want to do this BEFORE the prompt template but AFTER you load previous messages from Message History.**\n", + "\n", + "We can do this by adding a simple step in front of the prompt that modifies the `messages` key appropriately, and then wrap that new chain in the Message History class. \n", + "\n", + "LangChain comes with a few built-in helpers for [managing a list of messages](/docs/how_to/#messages). In this case we'll use the [trimMessages](/docs/how_to/trim_messages/) helper to reduce how many messages we're sending to the model. The trimmer allows us to specify how many tokens we want to keep, along with other parameters like if we want to always keep the system message and whether to allow partial messages:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If you take a look at LangSmith, you can see exactly what is happening under the hood in the [LangSmith trace](https://smith.langchain.com/public/bf1b1a10-0fe0-42f6-9f0f-b70d9f7520dc/r)." - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "[\n", + " SystemMessage {\n", + " \"content\": \"you're a good assistant\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {}\n", + " },\n", + " HumanMessage {\n", + " \"content\": \"I like vanilla ice cream\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {}\n", + " },\n", + " AIMessage {\n", + " \"content\": \"nice\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {},\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": []\n", + " },\n", + " HumanMessage {\n", + " \"content\": \"whats 2 + 2\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {}\n", + " },\n", + " AIMessage {\n", + " \"content\": \"4\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {},\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": []\n", + " },\n", + " HumanMessage {\n", + " \"content\": \"thanks\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {}\n", + " },\n", + " AIMessage {\n", + " \"content\": \"no problem!\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {},\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": []\n", + " },\n", + " HumanMessage {\n", + " \"content\": \"having fun?\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {}\n", + " },\n", + " AIMessage {\n", + " \"content\": \"yes!\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {},\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": []\n", + " }\n", + "]\n" + ] + } + ], + "source": [ + "import { SystemMessage, HumanMessage, AIMessage, trimMessages } from \"@langchain/core/messages\"\n", + "\n", + "const trimmer = trimMessages({\n", + " maxTokens: 10,\n", + " strategy: \"last\",\n", + " tokenCounter: (msgs) => msgs.length,\n", + " includeSystem: true,\n", + " allowPartial: false,\n", + " startOn: \"human\",\n", + "})\n", + "\n", + "const messages = [\n", + " new SystemMessage(\"you're a good assistant\"),\n", + " new HumanMessage(\"hi! I'm bob\"),\n", + " new AIMessage(\"hi!\"),\n", + " new HumanMessage(\"I like vanilla ice cream\"),\n", + " new AIMessage(\"nice\"),\n", + " new HumanMessage(\"whats 2 + 2\"),\n", + " new AIMessage(\"4\"),\n", + " new HumanMessage(\"thanks\"),\n", + " new AIMessage(\"no problem!\"),\n", + " new HumanMessage(\"having fun?\"),\n", + " new AIMessage(\"yes!\"),\n", + "]\n", + "\n", + "await trimmer.invoke(messages)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To use it in our chain, we just need to run the trimmer before we pass the `messages` input to our prompt. " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "const callModel4 = async (state: typeof GraphAnnotation.State) => {\n", + " // highlight-start\n", + " const trimmedMessage = await trimmer.invoke(state.messages);\n", + " const prompt = await promptTemplate2.invoke({ messages: trimmedMessage, language: state.language });\n", + " const response = await llm.invoke(prompt);\n", + " // highlight-end\n", + " return { messages: [response] };\n", + "};\n", + "\n", + "\n", + "const workflow4 = new StateGraph(GraphAnnotation)\n", + " .addNode(\"model\", callModel4)\n", + " .addEdge(START, \"model\")\n", + " .addEdge(\"model\", END);\n", + "\n", + "const app4 = workflow4.compile({ checkpointer: new MemorySaver() });" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now if we try asking the model our name, it won't know it since we trimmed that part of the chat history:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Next Steps\n", - "\n", - "Now that you understand the basics of how to create a chatbot in LangChain, some more advanced tutorials you may be interested in are:\n", - "\n", - "- [Conversational RAG](/docs/tutorials/qa_chat_history): Enable a chatbot experience over an external source of data\n", - "- [Agents](https://langchain-ai.github.io/langgraphjs/tutorials/multi_agent/agent_supervisor/): Build a chatbot that can take actions\n", - "\n", - "If you want to dive deeper on specifics, some things worth checking out are:\n", - "\n", - "- [Streaming](/docs/how_to/streaming): streaming is *crucial* for chat applications\n", - "- [How to add message history](/docs/how_to/message_history): for a deeper dive into all things related to message history\n", - "- [How to manage large message history](/docs/how_to/trim_messages/): more techniques for managing a large chat history\n", - "- [LangGraph main docs](https://langchain-ai.github.io/langgraphjs/): for more detail on building with LangGraph" - ] + "name": "stdout", + "output_type": "stream", + "text": [ + "AIMessage {\n", + " \"id\": \"chatcmpl-Ad1Lt22kCpqWhPEvIWbMaeqLiUoLe\",\n", + " \"content\": \"I don't know your name unless you tell me. What is your name?\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {\n", + " \"tokenUsage\": {\n", + " \"promptTokens\": 97,\n", + " \"completionTokens\": 15,\n", + " \"totalTokens\": 112\n", + " },\n", + " \"finish_reason\": \"stop\",\n", + " \"usage\": {\n", + " \"prompt_tokens\": 97,\n", + " \"completion_tokens\": 15,\n", + " \"total_tokens\": 112,\n", + " \"prompt_tokens_details\": {\n", + " \"cached_tokens\": 0,\n", + " \"audio_tokens\": 0\n", + " },\n", + " \"completion_tokens_details\": {\n", + " \"reasoning_tokens\": 0,\n", + " \"audio_tokens\": 0,\n", + " \"accepted_prediction_tokens\": 0,\n", + " \"rejected_prediction_tokens\": 0\n", + " }\n", + " },\n", + " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": [],\n", + " \"usage_metadata\": {\n", + " \"output_tokens\": 15,\n", + " \"input_tokens\": 97,\n", + " \"total_tokens\": 112,\n", + " \"input_token_details\": {\n", + " \"audio\": 0,\n", + " \"cache_read\": 0\n", + " },\n", + " \"output_token_details\": {\n", + " \"audio\": 0,\n", + " \"reasoning\": 0\n", + " }\n", + " }\n", + "}\n" + ] } - ], - "metadata": { - "kernelspec": { - "display_name": "Deno", - "language": "typescript", - "name": "deno" - }, - "language_info": { - "codemirror_mode": { - "mode": "typescript", - "name": "javascript", - "typescript": true - }, - "file_extension": ".ts", - "mimetype": "text/typescript", - "name": "typescript", - "version": "3.7.2" + ], + "source": [ + "const config5 = { configurable: { thread_id: uuidv4() }}\n", + "const input8 = {\n", + " // highlight-next-line\n", + " messages: [...messages, new HumanMessage(\"What is my name?\")],\n", + " language: \"English\"\n", + "}\n", + "\n", + "const output9 = await app4.invoke(\n", + " input8,\n", + " config5,\n", + ")\n", + "console.log(output9.messages[output9.messages.length - 1]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But if we ask about information that is within the last few messages, it remembers:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AIMessage {\n", + " \"id\": \"chatcmpl-Ad1M1O5ke7uop5c6qxrL17fGXl37k\",\n", + " \"content\": \"You asked, \\\"What's 2 + 2?\\\"\",\n", + " \"additional_kwargs\": {},\n", + " \"response_metadata\": {\n", + " \"tokenUsage\": {\n", + " \"promptTokens\": 99,\n", + " \"completionTokens\": 11,\n", + " \"totalTokens\": 110\n", + " },\n", + " \"finish_reason\": \"stop\",\n", + " \"usage\": {\n", + " \"prompt_tokens\": 99,\n", + " \"completion_tokens\": 11,\n", + " \"total_tokens\": 110,\n", + " \"prompt_tokens_details\": {\n", + " \"cached_tokens\": 0,\n", + " \"audio_tokens\": 0\n", + " },\n", + " \"completion_tokens_details\": {\n", + " \"reasoning_tokens\": 0,\n", + " \"audio_tokens\": 0,\n", + " \"accepted_prediction_tokens\": 0,\n", + " \"rejected_prediction_tokens\": 0\n", + " }\n", + " },\n", + " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": [],\n", + " \"usage_metadata\": {\n", + " \"output_tokens\": 11,\n", + " \"input_tokens\": 99,\n", + " \"total_tokens\": 110,\n", + " \"input_token_details\": {\n", + " \"audio\": 0,\n", + " \"cache_read\": 0\n", + " },\n", + " \"output_token_details\": {\n", + " \"audio\": 0,\n", + " \"reasoning\": 0\n", + " }\n", + " }\n", + "}\n" + ] } + ], + "source": [ + "const config6 = { configurable: { thread_id: uuidv4() }}\n", + "const input9 = {\n", + " // highlight-next-line\n", + " messages: [...messages, new HumanMessage(\"What math problem did I ask?\")],\n", + " language: \"English\"\n", + "}\n", + "\n", + "const output10 = await app4.invoke(\n", + " input9,\n", + " config6,\n", + ")\n", + "console.log(output10.messages[output10.messages.length - 1]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you take a look at LangSmith, you can see exactly what is happening under the hood in the [LangSmith trace](https://smith.langchain.com/public/ac63745d-8429-4ae5-8c11-9ec79d9632f2/r)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Next Steps\n", + "\n", + "Now that you understand the basics of how to create a chatbot in LangChain, some more advanced tutorials you may be interested in are:\n", + "\n", + "- [Conversational RAG](/docs/tutorials/qa_chat_history): Enable a chatbot experience over an external source of data\n", + "- [Agents](https://langchain-ai.github.io/langgraphjs/tutorials/multi_agent/agent_supervisor/): Build a chatbot that can take actions\n", + "\n", + "If you want to dive deeper on specifics, some things worth checking out are:\n", + "\n", + "- [Streaming](/docs/how_to/streaming): streaming is *crucial* for chat applications\n", + "- [How to add message history](/docs/how_to/message_history): for a deeper dive into all things related to message history\n", + "- [How to manage large message history](/docs/how_to/trim_messages/): more techniques for managing a large chat history\n", + "- [LangGraph main docs](https://langchain-ai.github.io/langgraphjs/): for more detail on building with LangGraph" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "TypeScript", + "language": "typescript", + "name": "tslab" }, - "nbformat": 4, - "nbformat_minor": 4 -} \ No newline at end of file + "language_info": { + "codemirror_mode": { + "mode": "typescript", + "name": "javascript", + "typescript": true + }, + "file_extension": ".ts", + "mimetype": "text/typescript", + "name": "typescript", + "version": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 2304fa57c51be7cf51a2648b543a7c51fcb33b5c Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Wed, 11 Dec 2024 15:21:03 -0500 Subject: [PATCH 03/37] add semantic search tutorial --- .../core_docs/docs/tutorials/retrievers.ipynb | 703 ++++++++++++++++++ 1 file changed, 703 insertions(+) create mode 100644 docs/core_docs/docs/tutorials/retrievers.ipynb diff --git a/docs/core_docs/docs/tutorials/retrievers.ipynb b/docs/core_docs/docs/tutorials/retrievers.ipynb new file mode 100644 index 000000000000..9d2f36fb7f5e --- /dev/null +++ b/docs/core_docs/docs/tutorials/retrievers.ipynb @@ -0,0 +1,703 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "bf37a837-7a6a-447b-8779-38f26c585887", + "metadata": {}, + "source": [ + "# Build a semantic search engine\n", + "\n", + "This tutorial will familiarize you with LangChain's [document loader](/docs/concepts/document_loaders), [embedding](/docs/concepts/embedding_models), and [vector store](/docs/concepts/vectorstores) abstractions. These abstractions are designed to support retrieval of data-- from (vector) databases and other sources-- for integration with LLM workflows. They are important for applications that fetch data to be reasoned over as part of model inference, as in the case of retrieval-augmented generation, or [RAG](/docs/concepts/rag) (see our RAG tutorial [here](/docs/tutorials/rag)).\n", + "\n", + "Here we will build a search engine over a PDF document. This will allow us to retrieve passages in the PDF that are similar to an input query.\n", + "\n", + "## Concepts\n", + "\n", + "This guide focuses on retrieval of text data. We will cover the following concepts:\n", + "\n", + "- Documents and document loaders;\n", + "- Text splitters;\n", + "- Embeddings;\n", + "- Vector stores and retrievers.\n", + "\n", + "## Setup\n", + "\n", + "### Jupyter Notebook\n", + "\n", + "This and other tutorials are perhaps most conveniently run in a Jupyter notebook. See [here](https://jupyter.org/install) for instructions on how to install.\n", + "\n", + "### Installation\n", + "\n", + "This guide requires `@langchain/community` and `pdf-parse`:\n", + "\n", + "```{=mdx}\n", + "import Npm2Yarn from '@theme/Npm2Yarn';\n", + "import TabItem from '@theme/TabItem';\n", + "import CodeBlock from \"@theme/CodeBlock\";\n", + "\n", + "\n", + " @langchain/community pdf-parse\n", + "\n", + "```\n", + "\n", + "For more details, see our [Installation guide](/docs/how_to/installation/).\n", + "\n", + "### LangSmith\n", + "\n", + "Many of the applications you build with LangChain will contain multiple steps with multiple invocations of LLM calls.\n", + "As these applications get more and more complex, it becomes crucial to be able to inspect what exactly is going on inside your chain or agent.\n", + "The best way to do this is with [LangSmith](https://smith.langchain.com).\n", + "\n", + "After you sign up at the link above, make sure to set your environment variables to start logging traces:\n", + "\n", + "```shell\n", + "export LANGCHAIN_TRACING_V2=\"true\"\n", + "export LANGCHAIN_API_KEY=\"...\"\n", + "\n", + "# Reduce tracing latency if you are not in a serverless environment\n", + "# export LANGCHAIN_CALLBACKS_BACKGROUND=true\n", + "```\n", + "\n", + "\n", + "## Documents and Document Loaders\n", + "\n", + "LangChain implements a [Document](https://v03.api.js.langchain.com/classes/_langchain_core.documents.Document.html) abstraction, which is intended to represent a unit of text and associated metadata. It has three attributes:\n", + "\n", + "- `pageContent`: a string representing the content;\n", + "- `metadata`: records of arbitrary metadata;\n", + "- `id`: (optional) a string identifier for the document.\n", + "\n", + "The `metadata` attribute can capture information about the source of the document, its relationship to other documents, and other information. Note that an individual `Document` object often represents a chunk of a larger document.\n", + "\n", + "We can generate sample documents when desired:\n", + "```javascript\n", + "import { Document } from \"@langchain/core/documents\";\n", + "\n", + "const documents = [\n", + " new Document({\n", + " pageContent: \"Dogs are great companions, known for their loyalty and friendliness.\",\n", + " metadata: {\"source\": \"mammal-pets-doc\"},\n", + " }),\n", + " new Document({\n", + " pageContent: \"Cats are independent pets that often enjoy their own space.\",\n", + " metadata: {\"source\": \"mammal-pets-doc\"},\n", + " }),\n", + "]\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "f8593578-5699-4b19-96c4-7c990d37a2ec", + "metadata": {}, + "source": [ + "However, the LangChain ecosystem implements [document loaders](/docs/concepts/document_loaders) that [integrate with hundreds of common sources](/docs/integrations/document_loaders/). This makes it easy to incorporate data from these sources into your AI application.\n", + "\n", + "### Loading documents\n", + "\n", + "Let's load a PDF into a sequence of `Document` objects. There is a sample PDF in the LangChain repo [here](https://github.com/langchain-ai/langchainjs/blob/main/docs/core_docs/data/nke-10k-2023.pdf) -- a 10-k filing for Nike from 2023. LangChain implements a [PDFLoader](/docs/integrations/document_loaders/file_loaders/pdf/) that we can use to parse the PDF:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "67c39f96-b1f0-4610-979f-fe2d4d164e08", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33m107\u001b[39m\n" + ] + } + ], + "source": [ + "import { PDFLoader } from \"@langchain/community/document_loaders/fs/pdf\";\n", + "\n", + "const loader = new PDFLoader(\"../../data/nke-10k-2023.pdf\");\n", + "\n", + "const docs = await loader.load();\n", + "console.log(docs.length)" + ] + }, + { + "cell_type": "markdown", + "id": "b90f4800-bb82-416b-beba-f42ae88a5c66", + "metadata": {}, + "source": [ + ":::tip\n", + "\n", + "See [this guide](/docs/how_to/document_loader_pdf/) for more detail on PDF document loaders.\n", + "\n", + ":::\n", + "\n", + "`PyPDFLoader` loads one `Document` object per PDF page. For each, we can easily access:\n", + "\n", + "- The string content of the page;\n", + "- Metadata containing the file name and page number." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "321001d0-ffba-4c86-af92-33871215525f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Table of Contents\n", + "UNITED STATES\n", + "SECURITIES AND EXCHANGE COMMISSION\n", + "Washington, D.C. 20549\n", + "FORM 10-K\n", + "(Mark One)\n", + "☑ ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(D) OF THE SECURITIES EXCHANGE ACT OF 1934\n", + "FO\n" + ] + } + ], + "source": [ + "docs[0].pageContent.slice(0, 200)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d3ad3445-6090-46c8-b67c-99a42c5485ea", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\n", + " source: \u001b[32m'../../data/nke-10k-2023.pdf'\u001b[39m,\n", + " pdf: {\n", + " version: \u001b[32m'1.10.100'\u001b[39m,\n", + " info: {\n", + " PDFFormatVersion: \u001b[32m'1.4'\u001b[39m,\n", + " IsAcroFormPresent: \u001b[33mfalse\u001b[39m,\n", + " IsXFAPresent: \u001b[33mfalse\u001b[39m,\n", + " Title: \u001b[32m'0000320187-23-000039'\u001b[39m,\n", + " Author: \u001b[32m'EDGAR Online, a division of Donnelley Financial Solutions'\u001b[39m,\n", + " Subject: \u001b[32m'Form 10-K filed on 2023-07-20 for the period ending 2023-05-31'\u001b[39m,\n", + " Keywords: \u001b[32m'0000320187-23-000039; ; 10-K'\u001b[39m,\n", + " Creator: \u001b[32m'EDGAR Filing HTML Converter'\u001b[39m,\n", + " Producer: \u001b[32m'EDGRpdf Service w/ EO.Pdf 22.0.40.0'\u001b[39m,\n", + " CreationDate: \u001b[32m\"D:20230720162200-04'00'\"\u001b[39m,\n", + " ModDate: \u001b[32m\"D:20230720162208-04'00'\"\u001b[39m\n", + " },\n", + " metadata: \u001b[1mnull\u001b[22m,\n", + " totalPages: \u001b[33m107\u001b[39m\n", + " },\n", + " loc: { pageNumber: \u001b[33m1\u001b[39m }\n", + "}\n" + ] + } + ], + "source": [ + "docs[0].metadata" + ] + }, + { + "cell_type": "markdown", + "id": "2ca6980f-4870-490a-9fe6-8caeead3c1d1", + "metadata": {}, + "source": [ + "### Splitting\n", + "\n", + "For both information retrieval and downstream question-answering purposes, a page may be too coarse a representation. Our goal in the end will be to retrieve `Document` objects that answer an input query, and further splitting our PDF will help ensure that the meanings of relevant portions of the document are not \"washed out\" by surrounding text.\n", + "\n", + "We can use [text splitters](/docs/concepts/text_splitters) for this purpose. Here we will use a simple text splitter that partitions based on characters. We will split our documents into chunks of 1000 characters\n", + "with 200 characters of overlap between chunks. The overlap helps\n", + "mitigate the possibility of separating a statement from important\n", + "context related to it. We use the\n", + "[RecursiveCharacterTextSplitter](/docs/how_to/recursive_text_splitter),\n", + "which will recursively split the document using common separators like\n", + "new lines until each chunk is the appropriate size. This is the\n", + "recommended text splitter for generic text use cases.\n", + "\n", + "We set `add_start_index=True` so that the character index where each\n", + "split Document starts within the initial Document is preserved as\n", + "metadata attribute “start_index”.\n", + "\n", + "See [this guide](/docs/how_to/document_loader_pdf/) for more detail about working with PDFs. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5a287c2b-9623-4ef6-8720-fb31189730a0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33m513\u001b[39m\n" + ] + } + ], + "source": [ + "import { RecursiveCharacterTextSplitter } from \"@langchain/textsplitters\";\n", + "\n", + "const textSplitter = new RecursiveCharacterTextSplitter({\n", + " chunkSize: 1000,\n", + " chunkOverlap: 200,\n", + "});\n", + "\n", + "const allSplits = await textSplitter.splitDocuments(docs)\n", + "\n", + "allSplits.length" + ] + }, + { + "cell_type": "markdown", + "id": "5c066d46-9187-4d5a-98d3-974c37610276", + "metadata": {}, + "source": [ + "## Embeddings\n", + "\n", + "Vector search is a common way to store and search over unstructured data (such as unstructured text). The idea is to store numeric vectors that are associated with the text. Given a query, we can [embed](/docs/concepts/embedding_models) it as a vector of the same dimension and use vector similarity metrics (such as cosine similarity) to identify related text.\n", + "\n", + "LangChain supports embeddings from [dozens of providers](/docs/integrations/text_embedding/). These models specify how text should be converted into a numeric vector. Let's select a model.\n", + "\n", + "import EmbeddingTabs from \"@theme/EmbeddingTabs\";\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "90b06c22-44bb-4d10-9bc4-f6a3a2fb1800", + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "import { OpenAIEmbeddings } from \"@langchain/openai\";\n", + "\n", + "const embeddings = new OpenAIEmbeddings({model: \"text-embedding-3-large\"});" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5b6f17a6-4466-4275-bc52-be21b93348bf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generated vectors of length 3072\n", + "\n", + "[\n", + " \u001b[33m0.014477598\u001b[39m,\n", + " \u001b[33m-0.016737644\u001b[39m,\n", + " \u001b[33m-0.0012313934\u001b[39m,\n", + " \u001b[33m0.010741872\u001b[39m,\n", + " \u001b[33m0.022839772\u001b[39m,\n", + " \u001b[33m-0.028290475\u001b[39m,\n", + " \u001b[33m-0.00053011405\u001b[39m,\n", + " \u001b[33m0.041903935\u001b[39m,\n", + " \u001b[33m-0.0010170212\u001b[39m,\n", + " \u001b[33m0.06620609\u001b[39m\n", + "]\n" + ] + } + ], + "source": [ + "const vector_1 = await embeddings.embedQuery(allSplits[0].pageContent)\n", + "const vector_2 = await embeddings.embedQuery(allSplits[1].pageContent)\n", + "\n", + "\n", + "console.assert(vector_1.length === vector_2.length);\n", + "console.log(`Generated vectors of length ${vector_1.length}\\n`);\n", + "console.log(vector_1.slice(0, 10));" + ] + }, + { + "cell_type": "markdown", + "id": "1cac19bd-27d1-40f1-9c27-7a586b685b4e", + "metadata": {}, + "source": [ + "Armed with a model for generating text embeddings, we can next store them in a special data structure that supports efficient similarity search.\n", + "\n", + "## Vector stores\n", + "\n", + "LangChain [VectorStore](https://api.js.langchain.com/classes/_langchain_core.vectorstores.VectorStore.html) objects contain methods for adding text and `Document` objects to the store, and querying them using various similarity metrics. They are often initialized with [embedding](/docs/how_to/embed_text) models, which determine how text data is translated to numeric vectors.\n", + "\n", + "LangChain includes a suite of [integrations](/docs/integrations/vectorstores) with different vector store technologies. Some vector stores are hosted by a provider (e.g., various cloud providers) and require specific credentials to use; some (such as [Postgres](/docs/integrations/vectorstores/pgvector)) run in separate infrastructure that can be run locally or via a third-party; others can run in-memory for lightweight workloads.\n", + "\n", + "import VectorStoreTabs from \"@theme/VectorStoreTabs\";\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "5b7d2138-5881-4ffe-99f5-fd547bd32b3b", + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "import { MemoryVectorStore } from \"langchain/vectorstores/memory\";\n", + "\n", + "const vectorStore = new MemoryVectorStore(embeddings);" + ] + }, + { + "cell_type": "markdown", + "id": "e3b3035f-1371-4965-ab7a-04eae25e47f3", + "metadata": {}, + "source": [ + "Having instantiated our vector store, we can now index the documents." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2ea92e04-331c-4f83-aa2a-508322bdfbfc", + "metadata": {}, + "outputs": [], + "source": [ + "await vectorStore.addDocuments(allSplits)" + ] + }, + { + "cell_type": "markdown", + "id": "ff0f0b43-e5b8-4c79-b782-a02f17345487", + "metadata": {}, + "source": [ + "Note that most vector store implementations will allow you to connect to an existing vector store-- e.g., by providing a client, index name, or other information. See the documentation for a specific [integration](/docs/integrations/vectorstores) for more detail.\n", + "\n", + "Once we've instantiated a `VectorStore` that contains documents, we can query it. [VectorStore](https://api.js.langchain.com/classes/_langchain_core.vectorstores.VectorStore.html) includes methods for querying:\n", + "- Synchronously and asynchronously;\n", + "- By string query and by vector;\n", + "- With and without returning similarity scores;\n", + "- By similarity and [maximum marginal relevance](https://api.js.langchain.com/classes/_langchain_core.vectorstores.VectorStore.html#maxMarginalRelevanceSearch) (to balance similarity with query to diversity in retrieved results).\n", + "\n", + "The methods will generally include a list of [Document](https://api.js.langchain.com/classes/_langchain_core.documents.Document.html) objects in their outputs.\n", + "\n", + "### Usage\n", + "\n", + "Embeddings typically represent text as a \"dense\" vector such that texts with similar meanings are gemoetrically close. This lets us retrieve relevant information just by passing in a question, without knowledge of any specific key-terms used in the document.\n", + "\n", + "Return documents based on similarity to a string query:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "7b716152-0076-46b1-9486-bdbed7e90730", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Document {\n", + " pageContent: \u001b[32m'Table of Contents\\n'\u001b[39m +\n", + " \u001b[32m'PART I\\n'\u001b[39m +\n", + " \u001b[32m'ITEM 1. BUSINESS\\n'\u001b[39m +\n", + " \u001b[32m'GENERAL\\n'\u001b[39m +\n", + " \u001b[32m'NIKE, Inc. was incorporated in 1967 under the laws of the State of Oregon. As used in this Annual Report on Form 10-K (this \"Annual Report\"), the terms \"we,\" \"us,\" \"our,\"\\n'\u001b[39m +\n", + " \u001b[32m'\"NIKE\" and the \"Company\" refer to NIKE, Inc. and its predecessors, subsidiaries and affiliates, collectively, unless the context indicates otherwise.\\n'\u001b[39m +\n", + " \u001b[32m'Our principal business activity is the design, development and worldwide marketing and selling of athletic footwear, apparel, equipment, accessories and services. NIKE is\\n'\u001b[39m +\n", + " \u001b[32m'the largest seller of athletic footwear and apparel in the world. We sell our products through NIKE Direct operations, which are comprised of both NIKE-owned retail stores\\n'\u001b[39m +\n", + " \u001b[32m'and sales through our digital platforms (also referred to as \"NIKE Brand Digital\"), to retail accounts and to a mix of independent distributors, licensees and sales'\u001b[39m,\n", + " metadata: {\n", + " source: \u001b[32m'../../data/nke-10k-2023.pdf'\u001b[39m,\n", + " pdf: {\n", + " version: \u001b[32m'1.10.100'\u001b[39m,\n", + " info: \u001b[36m[Object]\u001b[39m,\n", + " metadata: \u001b[1mnull\u001b[22m,\n", + " totalPages: \u001b[33m107\u001b[39m\n", + " },\n", + " loc: { pageNumber: \u001b[33m4\u001b[39m, lines: \u001b[36m[Object]\u001b[39m }\n", + " },\n", + " id: \u001b[90mundefined\u001b[39m\n", + "}\n" + ] + } + ], + "source": [ + "const results = await vectorStore.similaritySearch(\"When was Nike incorporated?\")\n", + "\n", + "results[0]" + ] + }, + { + "cell_type": "markdown", + "id": "d4172698-9ad7-4422-99b2-bdc268e99c75", + "metadata": {}, + "source": [ + "Return scores:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a8c3af60-7328-45eb-bc27-69e640ebff6d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\n", + " Document {\n", + " pageContent: \u001b[32m'Table of Contents\\n'\u001b[39m +\n", + " \u001b[32m'FISCAL 2023 NIKE BRAND REVENUE HIGHLIGHTS\\n'\u001b[39m +\n", + " \u001b[32m'The following tables present NIKE Brand revenues disaggregated by reportable operating segment, distribution channel and major product line:\\n'\u001b[39m +\n", + " \u001b[32m'FISCAL 2023 COMPARED TO FISCAL 2022\\n'\u001b[39m +\n", + " \u001b[32m'•NIKE, Inc. Revenues were $51.2 billion in fiscal 2023, which increased 10% and 16% compared to fiscal 2022 on a reported and currency-neutral basis, respectively.\\n'\u001b[39m +\n", + " \u001b[32m'The increase was due to higher revenues in North America, Europe, Middle East & Africa (\"EMEA\"), APLA and Greater China, which contributed approximately 7, 6,\\n'\u001b[39m +\n", + " \u001b[32m'2 and 1 percentage points to NIKE, Inc. Revenues, respectively.\\n'\u001b[39m +\n", + " \u001b[32m'•NIKE Brand revenues, which represented over 90% of NIKE, Inc. Revenues, increased 10% and 16% on a reported and currency-neutral basis, respectively. This\\n'\u001b[39m +\n", + " \u001b[32m\"increase was primarily due to higher revenues in Men's, the Jordan Brand, Women's and Kids' which grew 17%, 35%,11% and 10%, respectively, on a wholesale\\n\"\u001b[39m +\n", + " \u001b[32m'equivalent basis.'\u001b[39m,\n", + " metadata: {\n", + " source: \u001b[32m'../../data/nke-10k-2023.pdf'\u001b[39m,\n", + " pdf: \u001b[36m[Object]\u001b[39m,\n", + " loc: \u001b[36m[Object]\u001b[39m\n", + " },\n", + " id: \u001b[90mundefined\u001b[39m\n", + " },\n", + " \u001b[33m0.6992056023853992\u001b[39m\n", + "]\n" + ] + } + ], + "source": [ + "const results = await vectorStore.similaritySearchWithScore(\n", + " \"What was Nike's revenue in 2023?\"\n", + ")\n", + "\n", + "results[0]" + ] + }, + { + "cell_type": "markdown", + "id": "b4991642-7275-40a9-b11a-e3beccbf2614", + "metadata": {}, + "source": [ + "Return documents based on similarity to an embedded query:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "fd2db600-5919-41f2-9f78-a9bae537d910", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\n", + " Document {\n", + " pageContent: \u001b[32m'Table of Contents\\n'\u001b[39m +\n", + " \u001b[32m'GROSS MARGIN\\n'\u001b[39m +\n", + " \u001b[32m'FISCAL 2023 COMPARED TO FISCAL 2022\\n'\u001b[39m +\n", + " \u001b[32m'For fiscal 2023, our consolidated gross profit increased 4% to $22,292 million compared to $21,479 million for fiscal 2022. Gross margin decreased 250 basis points to\\n'\u001b[39m +\n", + " \u001b[32m'43.5% for fiscal 2023 compared to 46.0% for fiscal 2022 due to the following:\\n'\u001b[39m +\n", + " \u001b[32m'*Wholesale equivalent\\n'\u001b[39m +\n", + " \u001b[32m'The decrease in gross margin for fiscal 2023 was primarily due to:\\n'\u001b[39m +\n", + " \u001b[32m'•Higher NIKE Brand product costs, on a wholesale equivalent basis, primarily due to higher input costs and elevated inbound freight and logistics costs as well as\\n'\u001b[39m +\n", + " \u001b[32m'product mix;\\n'\u001b[39m +\n", + " \u001b[32m'•Lower margin in our NIKE Direct business, driven by higher promotional activity to liquidate inventory in the current period compared to lower promotional activity in\\n'\u001b[39m +\n", + " \u001b[32m'the prior period resulting from lower available inventory supply;\\n'\u001b[39m +\n", + " \u001b[32m'•Unfavorable changes in net foreign currency exchange rates, including hedges; and\\n'\u001b[39m +\n", + " \u001b[32m'•Lower off-price margin, on a wholesale equivalent basis.\\n'\u001b[39m +\n", + " \u001b[32m'This was partially offset by:'\u001b[39m,\n", + " metadata: {\n", + " source: \u001b[32m'../../data/nke-10k-2023.pdf'\u001b[39m,\n", + " pdf: \u001b[36m[Object]\u001b[39m,\n", + " loc: \u001b[36m[Object]\u001b[39m\n", + " },\n", + " id: \u001b[90mundefined\u001b[39m\n", + " },\n", + " \u001b[33m0.7373901279444763\u001b[39m\n", + "]\n" + ] + } + ], + "source": [ + "const embedding = await embeddings.embedQuery(\n", + " \"How were Nike's margins impacted in 2023?\"\n", + ")\n", + "\n", + "const results = await vectorStore.similaritySearchVectorWithScore(\n", + " embedding, 1\n", + ")\n", + "\n", + "results[0]" + ] + }, + { + "cell_type": "markdown", + "id": "168dbbec-ea97-4cc9-bb1a-75519c2d08af", + "metadata": {}, + "source": [ + "Learn more:\n", + "\n", + "- [API reference](https://api.js.langchain.com/classes/_langchain_core.vectorstores.VectorStore.html)\n", + "- [How-to guide](/docs/how_to/vectorstores)\n", + "- [Integration-specific docs](/docs/integrations/vectorstores)\n", + "\n", + "## Retrievers\n", + "\n", + "LangChain `VectorStore` objects do not subclass [Runnable](https://api.js.langchain.com/classes/_langchain_core.runnables.Runnable.html). LangChain [Retrievers](https://api.js.langchain.com/classes/_langchain_core.retrievers.BaseRetriever.html) are Runnables, so they implement a standard set of methods (e.g., synchronous and asynchronous `invoke` and `batch` operations). Although we can construct retrievers from vector stores, retrievers can interface with non-vector store sources of data, as well (such as external APIs).\n", + "\n", + "Vectorstores implement an [as retriever](https://api.js.langchain.com/classes/_langchain_core.vectorstores.VectorStore.html#asRetriever) method that will generate a Retriever, specifically a [VectorStoreRetriever](https://api.js.langchain.com/classes/_langchain_core.vectorstores.VectorStoreRetriever.html). These retrievers include specific `search_type` and `search_kwargs` attributes that identify what methods of the underlying vector store to call, and how to parameterize them." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "90d1f87b-30fe-4e1e-af8b-9e1f04e75f66", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\n", + " [\n", + " Document {\n", + " pageContent: \u001b[32m'Table of Contents\\n'\u001b[39m +\n", + " \u001b[32m'PART I\\n'\u001b[39m +\n", + " \u001b[32m'ITEM 1. BUSINESS\\n'\u001b[39m +\n", + " \u001b[32m'GENERAL\\n'\u001b[39m +\n", + " \u001b[32m'NIKE, Inc. was incorporated in 1967 under the laws of the State of Oregon. As used in this Annual Report on Form 10-K (this \"Annual Report\"), the terms \"we,\" \"us,\" \"our,\"\\n'\u001b[39m +\n", + " \u001b[32m'\"NIKE\" and the \"Company\" refer to NIKE, Inc. and its predecessors, subsidiaries and affiliates, collectively, unless the context indicates otherwise.\\n'\u001b[39m +\n", + " \u001b[32m'Our principal business activity is the design, development and worldwide marketing and selling of athletic footwear, apparel, equipment, accessories and services. NIKE is\\n'\u001b[39m +\n", + " \u001b[32m'the largest seller of athletic footwear and apparel in the world. We sell our products through NIKE Direct operations, which are comprised of both NIKE-owned retail stores\\n'\u001b[39m +\n", + " \u001b[32m'and sales through our digital platforms (also referred to as \"NIKE Brand Digital\"), to retail accounts and to a mix of independent distributors, licensees and sales'\u001b[39m,\n", + " metadata: \u001b[36m[Object]\u001b[39m,\n", + " id: \u001b[90mundefined\u001b[39m\n", + " }\n", + " ],\n", + " [\n", + " Document {\n", + " pageContent: \u001b[32m'Table of Contents\\n'\u001b[39m +\n", + " \u001b[32m'FISCAL 2023 NIKE BRAND REVENUE HIGHLIGHTS\\n'\u001b[39m +\n", + " \u001b[32m'The following tables present NIKE Brand revenues disaggregated by reportable operating segment, distribution channel and major product line:\\n'\u001b[39m +\n", + " \u001b[32m'FISCAL 2023 COMPARED TO FISCAL 2022\\n'\u001b[39m +\n", + " \u001b[32m'•NIKE, Inc. Revenues were $51.2 billion in fiscal 2023, which increased 10% and 16% compared to fiscal 2022 on a reported and currency-neutral basis, respectively.\\n'\u001b[39m +\n", + " \u001b[32m'The increase was due to higher revenues in North America, Europe, Middle East & Africa (\"EMEA\"), APLA and Greater China, which contributed approximately 7, 6,\\n'\u001b[39m +\n", + " \u001b[32m'2 and 1 percentage points to NIKE, Inc. Revenues, respectively.\\n'\u001b[39m +\n", + " \u001b[32m'•NIKE Brand revenues, which represented over 90% of NIKE, Inc. Revenues, increased 10% and 16% on a reported and currency-neutral basis, respectively. This\\n'\u001b[39m +\n", + " \u001b[32m\"increase was primarily due to higher revenues in Men's, the Jordan Brand, Women's and Kids' which grew 17%, 35%,11% and 10%, respectively, on a wholesale\\n\"\u001b[39m +\n", + " \u001b[32m'equivalent basis.'\u001b[39m,\n", + " metadata: \u001b[36m[Object]\u001b[39m,\n", + " id: \u001b[90mundefined\u001b[39m\n", + " }\n", + " ]\n", + "]\n" + ] + } + ], + "source": [ + "const retriever = vectorStore.asRetriever({\n", + " searchType: \"mmr\",\n", + " searchKwargs: {\n", + " fetchK: 1,\n", + " },\n", + "});\n", + "\n", + "\n", + "await retriever.batch(\n", + " [\n", + " \"When was Nike incorporated?\",\n", + " \"What was Nike's revenue in 2023?\",\n", + " ]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "6b79ded3-39ed-4aeb-8b70-cd36795ae239", + "metadata": {}, + "source": [ + "`VectorStoreRetriever` supports search types of `\"similarity\"` (default) and `\"mmr\"` (maximum marginal relevance, described above).\n", + "\n", + "Retrievers can easily be incorporated into more complex applications, such as [retrieval-augmented generation (RAG)](/docs/concepts/rag) applications that combine a given question with retrieved context into a prompt for a LLM. To learn more about building such an application, check out the [RAG tutorial](/docs/tutorials/rag) tutorial." + ] + }, + { + "cell_type": "markdown", + "id": "3d9be7cb-2081-48a4-b6e4-d5e2d562ffd4", + "metadata": {}, + "source": [ + "### Learn more:\n", + "\n", + "Retrieval strategies can be rich and complex. For example:\n", + "\n", + "- We can [infer hard rules and filters](/docs/how_to/self_query/) from a query (e.g., \"using documents published after 2020\");\n", + "- We can [return documents that are linked](/docs/how_to/parent_document_retriever/) to the retrieved context in some way (e.g., via some document taxonomy);\n", + "- We can generate [multiple embeddings](/docs/how_to/multi_vector) for each unit of context;\n", + "- We can [ensemble results](/docs/how_to/ensemble_retriever) from multiple retrievers;\n", + "- We can assign weights to documents, e.g., to weigh [recent documents](/docs/how_to/time_weighted_vectorstore/) higher.\n", + "\n", + "The [retrievers](/docs/how_to#retrievers) section of the how-to guides covers these and other built-in retrieval strategies.\n", + "\n", + "It is also straightforward to extend the [BaseRetriever](https://api.js.langchain.com/classes/_langchain_core.retrievers.BaseRetriever.html) class in order to implement custom retrievers. See our how-to guide [here](/docs/how_to/custom_retriever).\n", + "\n", + "\n", + "## Next steps\n", + "\n", + "You've now seen how to build a semantic search engine over a PDF document.\n", + "\n", + "For more on document loaders:\n", + "\n", + "- [Conceptual guide](/docs/concepts/document_loaders)\n", + "- [How-to guides](/docs/how_to/#document-loaders)\n", + "- [Available integrations](/docs/integrations/document_loaders/)\n", + "\n", + "For more on embeddings:\n", + "\n", + "- [Conceptual guide](/docs/concepts/embedding_models/)\n", + "- [How-to guides](/docs/how_to/#embedding-models)\n", + "- [Available integrations](/docs/integrations/text_embedding/)\n", + "\n", + "For more on vector stores:\n", + "\n", + "- [Conceptual guide](/docs/concepts/vectorstores/)\n", + "- [How-to guides](/docs/how_to/#vector-stores)\n", + "- [Available integrations](/docs/integrations/vectorstores/)\n", + "\n", + "For more on RAG, see:\n", + "\n", + "- [Build a Retrieval Augmented Generation (RAG) App](/docs/tutorials/rag/)\n", + "- [Related how-to guides](/docs/how_to/#qa-with-rag)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "TypeScript", + "language": "typescript", + "name": "tslab" + }, + "language_info": { + "codemirror_mode": { + "mode": "typescript", + "name": "javascript", + "typescript": true + }, + "file_extension": ".ts", + "mimetype": "text/typescript", + "name": "typescript", + "version": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 872515255af75305ed9300164b91d22c7034da37 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Wed, 11 Dec 2024 15:21:12 -0500 Subject: [PATCH 04/37] update classification tutorial --- .../docs/tutorials/classification.ipynb | 136 +++++++++--------- 1 file changed, 65 insertions(+), 71 deletions(-) diff --git a/docs/core_docs/docs/tutorials/classification.ipynb b/docs/core_docs/docs/tutorials/classification.ipynb index 08474b6ebffb..cd735fe53f38 100644 --- a/docs/core_docs/docs/tutorials/classification.ipynb +++ b/docs/core_docs/docs/tutorials/classification.ipynb @@ -37,18 +37,32 @@ "\n", "## Quickstart\n", "\n", - "Let's see a very straightforward example of how we can use OpenAI tool calling for tagging in LangChain. We'll use the `.withStructuredOutput()` method supported by OpenAI models:\n", + "Let's see a very straightforward example of how we can use tool calling for tagging in LangChain. We'll use the `.withStructuredOutput()`, supported on [selected chat models](/docs/integrations/chat/).\n", "\n", "\n", "```{=mdx}\n", - "import Npm2Yarn from \"@theme/Npm2Yarn\"\n", + "import ChatModelTabs from \"@theme/ChatModelTabs\";\n", "\n", - "\n", - " langchain @langchain/openai @langchain/core zod\n", - "\n", + "\n", "```" ] }, + { + "cell_type": "code", + "execution_count": 2, + "id": "6a4371c8-b1cd-4a61-a474-819204f2a1b1", + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "import { ChatOpenAI } from '@langchain/openai';\n", + "\n", + "const llm = new ChatOpenAI({\n", + " model: \"gpt-4o-mini\",\n", + " temperature: 0,\n", + "})" + ] + }, { "cell_type": "markdown", "id": "b8ca3f93", @@ -59,13 +73,12 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "id": "39f3ce3e", "metadata": {}, "outputs": [], "source": [ "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", - "import { ChatOpenAI } from \"@langchain/openai\";\n", "import { z } from \"zod\";\n", "\n", "const taggingPrompt = ChatPromptTemplate.fromTemplate(\n", @@ -86,37 +99,28 @@ " language: z.string().describe(\"The language the text is written in\"),\n", "});\n", "\n", - "// LLM\n", - "const llm = new ChatOpenAI({\n", - " temperature: 0,\n", - " model: \"gpt-3.5-turbo-0125\",\n", - "});\n", "// Name is optional, but gives the models more clues as to what your schema represents\n", - "const llmWihStructuredOutput = llm.withStructuredOutput(classificationSchema, { name: \"extractor\" })\n", - "\n", - "const taggingChain = taggingPrompt.pipe(llmWihStructuredOutput);" + "const llmWihStructuredOutput = llm.withStructuredOutput(classificationSchema, { name: \"extractor\" })" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "id": "5509b6a6", "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "{ sentiment: \u001b[32m\"positive\"\u001b[39m, aggressiveness: \u001b[33m1\u001b[39m, language: \u001b[32m\"Spanish\"\u001b[39m }" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "{ sentiment: \u001b[32m'contento'\u001b[39m, aggressiveness: \u001b[33m1\u001b[39m, language: \u001b[32m'es'\u001b[39m }\n" + ] } ], "source": [ "const input = \"Estoy increiblemente contento de haberte conocido! Creo que seremos muy buenos amigos!\"\n", - "await taggingChain.invoke({ input })" + "const prompt = await taggingPrompt.invoke({ input })\n", + "await llmWihStructuredOutput.invoke(prompt)" ] }, { @@ -157,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "id": "6a5f7961", "metadata": {}, "outputs": [], @@ -175,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "id": "e5a5881f", "metadata": {}, "outputs": [], @@ -190,14 +194,7 @@ "`\n", ")\n", "\n", - "// LLM\n", - "const llm = new ChatOpenAI({\n", - " temperature: 0,\n", - " model: \"gpt-3.5-turbo-0125\",\n", - "});\n", - "const llmWihStructuredOutput = llm.withStructuredOutput(classificationSchema, { name: \"extractor\" })\n", - "\n", - "const chain = taggingPrompt.pipe(llmWihStructuredOutput);" + "const llmWihStructuredOutput = llm.withStructuredOutput(classificationSchema, { name: \"extractor\" })" ] }, { @@ -210,68 +207,62 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "id": "d9b9d53d", "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "{ sentiment: \u001b[32m\"happy\"\u001b[39m, aggressiveness: \u001b[33m3\u001b[39m, language: \u001b[32m\"spanish\"\u001b[39m }" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "{ sentiment: \u001b[32m'happy'\u001b[39m, aggressiveness: \u001b[33m1\u001b[39m, language: \u001b[32m'spanish'\u001b[39m }\n" + ] } ], "source": [ "const input = \"Estoy increiblemente contento de haberte conocido! Creo que seremos muy buenos amigos!\"\n", - "await chain.invoke({ input })" + "const prompt = await taggingPrompt.invoke({ input })\n", + "await llmWihStructuredOutput.invoke(prompt)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "1c12fa00", "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "{ sentiment: \u001b[32m\"sad\"\u001b[39m, aggressiveness: \u001b[33m5\u001b[39m, language: \u001b[32m\"spanish\"\u001b[39m }" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "{ sentiment: \u001b[32m'sad'\u001b[39m, aggressiveness: \u001b[33m5\u001b[39m, language: \u001b[32m'spanish'\u001b[39m }\n" + ] } ], "source": [ "const input = \"Estoy muy enojado con vos! Te voy a dar tu merecido!\"\n", - "await chain.invoke({ input })" + "const prompt = await taggingPrompt.invoke({ input })\n", + "await llmWihStructuredOutput.invoke(prompt)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "id": "0bdfcb05", "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "{ sentiment: \u001b[32m\"neutral\"\u001b[39m, aggressiveness: \u001b[33m3\u001b[39m, language: \u001b[32m\"english\"\u001b[39m }" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "{ sentiment: \u001b[32m'neutral'\u001b[39m, aggressiveness: \u001b[33m1\u001b[39m, language: \u001b[32m'english'\u001b[39m }\n" + ] } ], "source": [ "const input = \"Weather is ok here, I can go outside without much more than a coat\"\n", - "await chain.invoke({ input })" + "const prompt = await taggingPrompt.invoke({ input })\n", + "await llmWihStructuredOutput.invoke(prompt)" ] }, { @@ -287,17 +278,20 @@ ], "metadata": { "kernelspec": { - "display_name": "Deno", + "display_name": "TypeScript", "language": "typescript", - "name": "deno" + "name": "tslab" }, "language_info": { + "codemirror_mode": { + "mode": "typescript", + "name": "javascript", + "typescript": true + }, "file_extension": ".ts", - "mimetype": "text/x.typescript", + "mimetype": "text/typescript", "name": "typescript", - "nb_converter": "script", - "pygments_lexer": "typescript", - "version": "5.3.3" + "version": "3.7.2" } }, "nbformat": 4, From ad88b71b136a06aae639e4004ceadedc57fc8ff4 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Wed, 11 Dec 2024 15:37:17 -0500 Subject: [PATCH 05/37] update extraction tutorial --- .../core_docs/docs/tutorials/extraction.ipynb | 757 +++++++++--------- 1 file changed, 396 insertions(+), 361 deletions(-) diff --git a/docs/core_docs/docs/tutorials/extraction.ipynb b/docs/core_docs/docs/tutorials/extraction.ipynb index 9f7b23939fca..b315b4d3840b 100644 --- a/docs/core_docs/docs/tutorials/extraction.ipynb +++ b/docs/core_docs/docs/tutorials/extraction.ipynb @@ -1,367 +1,402 @@ { - "cells": [ - { - "cell_type": "raw", - "id": "df29b30a-fd27-4e08-8269-870df5631f9e", - "metadata": {}, - "source": [ - "---\n", - "sidebar_position: 4\n", - "---" - ] - }, - { - "cell_type": "markdown", - "id": "d28530a6-ddfd-49c0-85dc-b723551f6614", - "metadata": {}, - "source": [ - "# Build an Extraction Chain\n", - "\n", - ":::info Prerequisites\n", - "\n", - "This guide assumes familiarity with the following concepts:\n", - "\n", - "- [Chat Models](/docs/concepts/chat_models)\n", - "- [Tools](/docs/concepts/tools)\n", - "- [Tool calling](/docs/concepts/tool_calling)\n", - "\n", - ":::\n", - "\n", - "In this tutorial, we will build a chain to extract structured information from unstructured text. \n", - "\n", - ":::{.callout-important}\n", - "This tutorial will only work with models that support **function/tool calling**\n", - ":::" - ] - }, - { - "cell_type": "markdown", - "id": "4412def2-38e3-4bd0-bbf0-fb09ff9e5985", - "metadata": {}, - "source": [ - "## Setup\n", - "\n", - "### Installation\n", - "\n", - "To install LangChain run:\n", - "\n", - "```{=mdx}\n", - "import Npm2Yarn from '@theme/Npm2Yarn';\n", - "\n", - "\n", - " langchain @langchain/core\n", - "\n", - "```\n", - "\n", - "For more details, see our [Installation guide](/docs/how_to/installation/).\n", - "\n", - "### LangSmith\n", - "\n", - "Many of the applications you build with LangChain will contain multiple steps with multiple invocations of LLM calls.\n", - "As these applications get more and more complex, it becomes crucial to be able to inspect what exactly is going on inside your chain or agent.\n", - "The best way to do this is with [LangSmith](https://smith.langchain.com).\n", - "\n", - "After you sign up at the link above, make sure to set your environment variables to start logging traces:\n", - "\n", - "```shell\n", - "export LANGCHAIN_TRACING_V2=\"true\"\n", - "export LANGCHAIN_API_KEY=\"...\"\n", - "\n", - "# Reduce tracing latency if you are not in a serverless environment\n", - "# export LANGCHAIN_CALLBACKS_BACKGROUND=true\n", - "```" - ] - }, - { - "cell_type": "markdown", - "id": "54d6b970-2ea3-4192-951e-21237212b359", - "metadata": {}, - "source": [ - "## The Schema\n", - "\n", - "First, we need to describe what information we want to extract from the text.\n", - "\n", - "We'll use [Zod](https://zod.dev) to define an example schema that extracts personal information.\n", - "\n", - "```{=mdx}\n", - "\n", - " zod @langchain/core\n", - "\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "c141084c-fb94-4093-8d6a-81175d688e40", - "metadata": {}, - "outputs": [], - "source": [ - "import { z } from \"zod\";\n", - "\n", - "const personSchema = z.object({\n", - " name: z.string().nullish().describe('The name of the person'),\n", - " hair_color: z.string().nullish().describe(\"The color of the person's hair if known\"),\n", - " height_in_meters: z.string().nullish().describe('Height measured in meters'),\n", - "});" - ] - }, - { - "cell_type": "markdown", - "id": "f248dd54-e36d-435a-b154-394ab4ed6792", - "metadata": {}, - "source": [ - "There are two best practices when defining schema:\n", - "\n", - "1. Document the **attributes** and the **schema** itself: This information is sent to the LLM and is used to improve the quality of information extraction.\n", - "2. Do not force the LLM to make up information! Above we used `.nullish()` for the attributes allowing the LLM to output `null` or `undefined` if it doesn't know the answer.\n", - "\n", - ":::{.callout-important}\n", - "For best performance, document the schema well and make sure the model isn't force to return results if there's no information to be extracted in the text.\n", - ":::\n", - "\n", - "## The Extractor\n", - "\n", - "Let's create an information extractor using the schema we defined above." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "a5e490f6-35ad-455e-8ae4-2bae021583ff", - "metadata": {}, - "outputs": [], - "source": [ - "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", - "\n", - "// Define a custom prompt to provide instructions and any additional context.\n", - "// 1) You can add examples into the prompt template to improve extraction quality\n", - "// 2) Introduce additional parameters to take context into account (e.g., include metadata\n", - "// about the document from which the text was extracted.)\n", - "const prompt = ChatPromptTemplate.fromMessages(\n", - " [\n", - " [\n", - " \"system\",\n", - " `You are an expert extraction algorithm.\n", - "Only extract relevant information from the text.\n", - "If you do not know the value of an attribute asked to extract,\n", - "return null for the attribute's value.`,\n", - " ],\n", - " // Please see the how-to about improving performance with\n", - " // reference examples.\n", - " // [\"placeholder\", \"{examples}\"],\n", - " [\"human\", \"{text}\"],\n", - " ],\n", - ");" - ] - }, - { - "cell_type": "markdown", - "id": "832bf6a1-8e0c-4b6a-aa37-12fe9c42a6d9", - "metadata": {}, - "source": [ - "We need to use a model that supports function/tool calling.\n", - "\n", - "Please review [the documentation](/docs/concepts/tool_calling) for list of some models that can be used with this API." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "04d846a6-d5cb-4009-ac19-61e3aac0177e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{ name: \u001b[32m\"Alan Smith\"\u001b[39m, hair_color: \u001b[32m\"blond\"\u001b[39m, height_in_meters: \u001b[32m\"1.83\"\u001b[39m }" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import { ChatAnthropic } from \"@langchain/anthropic\";\n", - "\n", - "const llm = new ChatAnthropic({\n", - " model: \"claude-3-sonnet-20240229\",\n", - " temperature: 0\n", - "})\n", - "\n", - "const runnable = prompt.pipe(llm.withStructuredOutput(personSchema))\n", - "\n", - "const text = \"Alan Smith is 6 feet tall and has blond hair.\"\n", - "await runnable.invoke({ text })" - ] - }, - { - "cell_type": "markdown", - "id": "bd1c493d-f9dc-4236-8da9-50f6919f5710", - "metadata": {}, - "source": [ - ":::{.callout-important} \n", - "\n", - "Extraction is Generative 🤯\n", - "\n", - "LLMs are generative models, so they can do some pretty cool things like correctly extract the height of the person in meters\n", - "even though it was provided in feet!\n", - ":::\n", - "\n", - "We can see the LangSmith trace [here](https://smith.langchain.com/public/3d44b7e8-e7ca-4e02-951d-3290ccc89d64/r).\n", - "\n", - "Even though we defined our schema with the variable name `personSchema`, Zod is unable to infer this name and therefore does not pass it along to the model. To help give the LLM more clues as to what your provided schema represents, you can also give the schema you pass to `withStructuredOutput()` a name:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "02f44203", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{ name: \u001b[32m\"Alan Smith\"\u001b[39m, hair_color: \u001b[32m\"blond\"\u001b[39m, height_in_meters: \u001b[32m\"1.83\"\u001b[39m }" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "const runnableWithName = prompt.pipe(llm.withStructuredOutput(personSchema, { name: \"person\" }));\n", - "\n", - "const text2 = \"Alan Smith is 6 feet tall and has blond hair.\";\n", - "\n", - "await runnableWithName.invoke({ text: text2 });" - ] - }, - { - "cell_type": "markdown", - "id": "bfe7d31e", - "metadata": {}, - "source": [ - "This can improve performance in many cases." - ] - }, - { - "cell_type": "markdown", - "id": "28c5ef0c-b8d1-4e12-bd0e-e2528de87fcc", - "metadata": {}, - "source": [ - "## Multiple Entities\n", - "\n", - "In **most cases**, you should be extracting a list of entities rather than a single entity.\n", - "\n", - "This can be easily achieved using Zod by nesting models inside one another." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "591a0c16-7a17-4883-91ee-0d6d2fdb265c", - "metadata": {}, - "outputs": [], - "source": [ - "import { z } from \"zod\";\n", - "\n", - "const person = z.object({\n", - " name: z.string().nullish().describe('The name of the person'),\n", - " hair_color: z.string().nullish().describe(\"The color of the person's hair if known\"),\n", - " height_in_meters: z.number().nullish().describe('Height measured in meters'),\n", - "});\n", - " \n", - "const dataSchema = z.object({\n", - " people: z.array(person).describe('Extracted data about people'),\n", - "});" - ] - }, - { - "cell_type": "markdown", - "id": "5f5cda33-fd7b-481e-956a-703f45e40e1d", - "metadata": {}, - "source": [ - ":::{.callout-important}\n", - "Extraction might not be perfect here. Please continue to see how to use **Reference Examples** to improve the quality of extraction, and see the **guidelines** section!\n", - ":::" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "cf7062cc-1d1d-4a37-9122-509d1b87f0a6", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{\n", - " people: [\n", - " { name: \u001b[32m\"Jeff\"\u001b[39m, hair_color: \u001b[32m\"black\"\u001b[39m, height_in_meters: \u001b[33m1.83\u001b[39m },\n", - " { name: \u001b[32m\"Anna\"\u001b[39m, hair_color: \u001b[32m\"black\"\u001b[39m, height_in_meters: \u001b[1mnull\u001b[22m }\n", - " ]\n", - "}" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "const peopleExtractionChain = prompt.pipe(llm.withStructuredOutput(dataSchema))\n", - "const text3 = \"My name is Jeff, my hair is black and i am 6 feet tall. Anna has the same color hair as me.\"\n", - "await peopleExtractionChain.invoke({ text: text3 })" - ] - }, + "cells": [ + { + "cell_type": "raw", + "id": "df29b30a-fd27-4e08-8269-870df5631f9e", + "metadata": {}, + "source": [ + "---\n", + "sidebar_position: 4\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "d28530a6-ddfd-49c0-85dc-b723551f6614", + "metadata": {}, + "source": [ + "# Build an Extraction Chain\n", + "\n", + ":::info Prerequisites\n", + "\n", + "This guide assumes familiarity with the following concepts:\n", + "\n", + "- [Chat Models](/docs/concepts/chat_models)\n", + "- [Tools](/docs/concepts/tools)\n", + "- [Tool calling](/docs/concepts/tool_calling)\n", + "\n", + ":::\n", + "\n", + "In this tutorial, we will build a chain to extract structured information from unstructured text. \n", + "\n", + ":::{.callout-important}\n", + "This tutorial will only work with models that support **function/tool calling**\n", + ":::" + ] + }, + { + "cell_type": "markdown", + "id": "4412def2-38e3-4bd0-bbf0-fb09ff9e5985", + "metadata": {}, + "source": [ + "## Setup\n", + "\n", + "### Installation\n", + "\n", + "To install LangChain run:\n", + "\n", + "```{=mdx}\n", + "import Npm2Yarn from '@theme/Npm2Yarn';\n", + "\n", + "\n", + " langchain @langchain/core\n", + "\n", + "```\n", + "\n", + "For more details, see our [Installation guide](/docs/how_to/installation/).\n", + "\n", + "### LangSmith\n", + "\n", + "Many of the applications you build with LangChain will contain multiple steps with multiple invocations of LLM calls.\n", + "As these applications get more and more complex, it becomes crucial to be able to inspect what exactly is going on inside your chain or agent.\n", + "The best way to do this is with [LangSmith](https://smith.langchain.com).\n", + "\n", + "After you sign up at the link above, make sure to set your environment variables to start logging traces:\n", + "\n", + "```shell\n", + "export LANGCHAIN_TRACING_V2=\"true\"\n", + "export LANGCHAIN_API_KEY=\"...\"\n", + "\n", + "# Reduce tracing latency if you are not in a serverless environment\n", + "# export LANGCHAIN_CALLBACKS_BACKGROUND=true\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "54d6b970-2ea3-4192-951e-21237212b359", + "metadata": {}, + "source": [ + "## The Schema\n", + "\n", + "First, we need to describe what information we want to extract from the text.\n", + "\n", + "We'll use [Zod](https://zod.dev) to define an example schema that extracts personal information.\n", + "\n", + "```{=mdx}\n", + "\n", + " zod @langchain/core\n", + "\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "c141084c-fb94-4093-8d6a-81175d688e40", + "metadata": {}, + "outputs": [], + "source": [ + "import { z } from \"zod\";\n", + "\n", + "const personSchema = z.object({\n", + " name: z.string().nullish().describe('The name of the person'),\n", + " hair_color: z.string().nullish().describe(\"The color of the person's hair if known\"),\n", + " height_in_meters: z.string().nullish().describe('Height measured in meters'),\n", + "});" + ] + }, + { + "cell_type": "markdown", + "id": "f248dd54-e36d-435a-b154-394ab4ed6792", + "metadata": {}, + "source": [ + "There are two best practices when defining schema:\n", + "\n", + "1. Document the **attributes** and the **schema** itself: This information is sent to the LLM and is used to improve the quality of information extraction.\n", + "2. Do not force the LLM to make up information! Above we used `.nullish()` for the attributes allowing the LLM to output `null` or `undefined` if it doesn't know the answer.\n", + "\n", + ":::{.callout-important}\n", + "For best performance, document the schema well and make sure the model isn't force to return results if there's no information to be extracted in the text.\n", + ":::\n", + "\n", + "## The Extractor\n", + "\n", + "Let's create an information extractor using the schema we defined above." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a5e490f6-35ad-455e-8ae4-2bae021583ff", + "metadata": {}, + "outputs": [], + "source": [ + "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", + "\n", + "// Define a custom prompt to provide instructions and any additional context.\n", + "// 1) You can add examples into the prompt template to improve extraction quality\n", + "// 2) Introduce additional parameters to take context into account (e.g., include metadata\n", + "// about the document from which the text was extracted.)\n", + "const promptTemplate = ChatPromptTemplate.fromMessages(\n", + " [\n", + " [\n", + " \"system\",\n", + " `You are an expert extraction algorithm.\n", + "Only extract relevant information from the text.\n", + "If you do not know the value of an attribute asked to extract,\n", + "return null for the attribute's value.`,\n", + " ],\n", + " // Please see the how-to about improving performance with\n", + " // reference examples.\n", + " // [\"placeholder\", \"{examples}\"],\n", + " [\"human\", \"{text}\"],\n", + " ],\n", + ");" + ] + }, + { + "cell_type": "markdown", + "id": "832bf6a1-8e0c-4b6a-aa37-12fe9c42a6d9", + "metadata": {}, + "source": [ + "We need to use a model that supports function/tool calling.\n", + "\n", + "Please review [the documentation](/docs/integrations/chat) for list of some models that can be used with this API.\n", + "\n", + "```{=mdx}\n", + "import ChatModelTabs from \"@theme/ChatModelTabs\";\n", + "\n", + "\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "70a13071-d49a-41a7-aaf5-f1ccda15e78c", + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "import { ChatAnthropic } from \"@langchain/anthropic\";\n", + "\n", + "const llm = new ChatAnthropic({\n", + " model: \"claude-3-sonnet-20240229\",\n", + " temperature: 0\n", + "})" + ] + }, + { + "cell_type": "markdown", + "id": "86af8767-7fe4-4cb1-b218-591848070088", + "metadata": {}, + "source": [ + "We enable structured output by creating a new object with the `.withStructuredOutput` method:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "97f70111-627b-4a08-a3e0-5bac3fae7c53", + "metadata": {}, + "outputs": [], + "source": [ + "const structured_llm = llm.withStructuredOutput(personSchema)" + ] + }, + { + "cell_type": "markdown", + "id": "62819b5f-b6f5-4fa5-a73e-13b506e60e70", + "metadata": {}, + "source": [ + "We can then invoke it normally:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "04d846a6-d5cb-4009-ac19-61e3aac0177e", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "fba1d770-bf4d-4de4-9e4f-7384872ef0dc", - "metadata": {}, - "source": [ - ":::{.callout-tip}\n", - "When the schema accommodates the extraction of **multiple entities**, it also allows the model to extract **no entities** if no relevant information\n", - "is in the text by providing an empty list. \n", - "\n", - "This is usually a **good** thing! It allows specifying **required** attributes on an entity without necessarily forcing the model to detect this entity.\n", - ":::\n", - "\n", - "We can see the LangSmith trace [here](https://smith.langchain.com/public/272096ab-9ac5-43f9-aa00-3b8443477d17/r)" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "{ name: \u001b[32m'Alan Smith'\u001b[39m, hair_color: \u001b[32m'blond'\u001b[39m, height_in_meters: \u001b[32m'1.83'\u001b[39m }\n" + ] + } + ], + "source": [ + "const text = \"Alan Smith is 6 feet tall and has blond hair.\"\n", + "const prompt = await promptTemplate.invoke({ text })\n", + "await structured_llm.invoke(prompt)" + ] + }, + { + "cell_type": "markdown", + "id": "bd1c493d-f9dc-4236-8da9-50f6919f5710", + "metadata": {}, + "source": [ + ":::{.callout-important} \n", + "\n", + "Extraction is Generative 🤯\n", + "\n", + "LLMs are generative models, so they can do some pretty cool things like correctly extract the height of the person in meters\n", + "even though it was provided in feet!\n", + ":::\n", + "\n", + "We can see the LangSmith trace [here](https://smith.langchain.com/public/3d44b7e8-e7ca-4e02-951d-3290ccc89d64/r).\n", + "\n", + "Even though we defined our schema with the variable name `personSchema`, Zod is unable to infer this name and therefore does not pass it along to the model. To help give the LLM more clues as to what your provided schema represents, you can also give the schema you pass to `withStructuredOutput()` a name:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "02f44203", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "f07a7455-7de6-4a6f-9772-0477ef65e3dc", - "metadata": {}, - "source": [ - "## Next steps\n", - "\n", - "Now that you understand the basics of extraction with LangChain, you're ready to proceed to the rest of the how-to guides:\n", - "\n", - "- [Add Examples](/docs/how_to/extraction_examples): Learn how to use **reference examples** to improve performance.\n", - "- [Handle Long Text](/docs/how_to/extraction_long_text): What should you do if the text does not fit into the context window of the LLM?\n", - "- [Use a Parsing Approach](/docs/how_to/extraction_parse): Use a prompt based approach to extract with models that do not support **tool/function calling**." - ] + "name": "stdout", + "output_type": "stream", + "text": [ + "{ name: \u001b[32m'Alan Smith'\u001b[39m, hair_color: \u001b[32m'blond'\u001b[39m, height_in_meters: \u001b[32m'1.83'\u001b[39m }\n" + ] } - ], - "metadata": { - "kernelspec": { - "display_name": "Deno", - "language": "typescript", - "name": "deno" - }, - "language_info": { - "file_extension": ".ts", - "mimetype": "text/x.typescript", - "name": "typescript", - "nb_converter": "script", - "pygments_lexer": "typescript", - "version": "5.3.3" + ], + "source": [ + "const structured_llm = llm.withStructuredOutput(personSchema, { name: \"person\" })\n", + "\n", + "const text = \"Alan Smith is 6 feet tall and has blond hair.\";\n", + "const prompt = await promptTemplate.invoke({ text })\n", + "await structured_llm.invoke(prompt)" + ] + }, + { + "cell_type": "markdown", + "id": "bfe7d31e", + "metadata": {}, + "source": [ + "This can improve performance in many cases." + ] + }, + { + "cell_type": "markdown", + "id": "28c5ef0c-b8d1-4e12-bd0e-e2528de87fcc", + "metadata": {}, + "source": [ + "## Multiple Entities\n", + "\n", + "In **most cases**, you should be extracting a list of entities rather than a single entity.\n", + "\n", + "This can be easily achieved using Zod by nesting models inside one another." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "591a0c16-7a17-4883-91ee-0d6d2fdb265c", + "metadata": {}, + "outputs": [], + "source": [ + "import { z } from \"zod\";\n", + "\n", + "const person = z.object({\n", + " name: z.string().nullish().describe('The name of the person'),\n", + " hair_color: z.string().nullish().describe(\"The color of the person's hair if known\"),\n", + " height_in_meters: z.number().nullish().describe('Height measured in meters'),\n", + "});\n", + " \n", + "const dataSchema = z.object({\n", + " people: z.array(person).describe('Extracted data about people'),\n", + "});" + ] + }, + { + "cell_type": "markdown", + "id": "5f5cda33-fd7b-481e-956a-703f45e40e1d", + "metadata": {}, + "source": [ + ":::{.callout-important}\n", + "Extraction might not be perfect here. Please continue to see how to use **Reference Examples** to improve the quality of extraction, and see the **guidelines** section!\n", + ":::" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "cf7062cc-1d1d-4a37-9122-509d1b87f0a6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\n", + " people: [\n", + " { name: \u001b[32m'Jeff'\u001b[39m, hair_color: \u001b[32m'black'\u001b[39m, height_in_meters: \u001b[33m1.83\u001b[39m },\n", + " { name: \u001b[32m'Anna'\u001b[39m, hair_color: \u001b[32m'black'\u001b[39m, height_in_meters: \u001b[1mnull\u001b[22m }\n", + " ]\n", + "}\n" + ] } + ], + "source": [ + "const structured_llm = llm.withStructuredOutput(dataSchema)\n", + "const text = \"My name is Jeff, my hair is black and i am 6 feet tall. Anna has the same color hair as me.\"\n", + "const prompt = await promptTemplate.invoke({ text })\n", + "await structured_llm.invoke(prompt)" + ] + }, + { + "cell_type": "markdown", + "id": "fba1d770-bf4d-4de4-9e4f-7384872ef0dc", + "metadata": {}, + "source": [ + ":::{.callout-tip}\n", + "When the schema accommodates the extraction of **multiple entities**, it also allows the model to extract **no entities** if no relevant information\n", + "is in the text by providing an empty list. \n", + "\n", + "This is usually a **good** thing! It allows specifying **required** attributes on an entity without necessarily forcing the model to detect this entity.\n", + ":::\n", + "\n", + "We can see the LangSmith trace [here](https://smith.langchain.com/public/272096ab-9ac5-43f9-aa00-3b8443477d17/r)" + ] + }, + { + "cell_type": "markdown", + "id": "f07a7455-7de6-4a6f-9772-0477ef65e3dc", + "metadata": {}, + "source": [ + "## Next steps\n", + "\n", + "Now that you understand the basics of extraction with LangChain, you're ready to proceed to the rest of the how-to guides:\n", + "\n", + "- [Add Examples](/docs/how_to/extraction_examples): Learn how to use **reference examples** to improve performance.\n", + "- [Handle Long Text](/docs/how_to/extraction_long_text): What should you do if the text does not fit into the context window of the LLM?\n", + "- [Use a Parsing Approach](/docs/how_to/extraction_parse): Use a prompt based approach to extract with models that do not support **tool/function calling**." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "TypeScript", + "language": "typescript", + "name": "tslab" }, - "nbformat": 4, - "nbformat_minor": 5 -} \ No newline at end of file + "language_info": { + "codemirror_mode": { + "mode": "typescript", + "name": "javascript", + "typescript": true + }, + "file_extension": ".ts", + "mimetype": "text/typescript", + "name": "typescript", + "version": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 416bb3c238f1b82b0ac52714c0de22070de4a8b2 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 09:34:31 -0500 Subject: [PATCH 06/37] add in tabs from 7347 --- docs/core_docs/src/theme/EmbeddingTabs.js | 127 ++++++++++++++++++++ docs/core_docs/src/theme/VectorStoreTabs.js | 105 ++++++++++++++++ 2 files changed, 232 insertions(+) create mode 100644 docs/core_docs/src/theme/EmbeddingTabs.js create mode 100644 docs/core_docs/src/theme/VectorStoreTabs.js diff --git a/docs/core_docs/src/theme/EmbeddingTabs.js b/docs/core_docs/src/theme/EmbeddingTabs.js new file mode 100644 index 000000000000..cf85cdb2cc14 --- /dev/null +++ b/docs/core_docs/src/theme/EmbeddingTabs.js @@ -0,0 +1,127 @@ +/* eslint-disable react/jsx-props-no-spreading, react/destructuring-assignment */ +import React from "react"; +import Tabs from "@theme/Tabs"; +import TabItem from "@theme/TabItem"; +import CodeBlock from "@theme-original/CodeBlock"; +import Npm2Yarn from "@theme/Npm2Yarn"; + +const DEFAULTS = { + openaiParams: `{\n model: "text-embedding-3-large"\n}`, + azureParams: `{\n azureOpenAIApiEmbeddingsDeploymentName: "text-embedding-ada-002"\n}`, + awsParams: `{\n model: "amazon.titan-embed-text-v1"\n}`, + vertexParams: `{\n model: "text-embedding-004"\n}`, + mistralParams: `{\n model: "mistral-embed"\n}`, + cohereParams: `{\n model: "embed-english-v3.0"\n}`, +}; + +/** + * @typedef {Object} EmbeddingTabsProps - Component props. + * @property {string} [openaiParams] + * @property {string} [azureParams] + * @property {string} [awsParams] + * @property {string} [vertexParams] + * @property {string} [mistralParams] + * @property {string} [cohereParams] + * + * @property {boolean} [hideOpenai] + * @property {boolean} [hideAzure] + * @property {boolean} [hideAws] + * @property {boolean} [hideVertex] + * @property {boolean} [hideMistral] + * @property {boolean} [hideCohere] + * + * @property {string} [customVarName] - Custom variable name for the model. Defaults to `"embeddings"`. + */ + +/** + * @param {EmbeddingTabsProps} props - Component props. + */ +export default function EmbeddingTabs(props) { + const { customVarName } = props; + + const embeddingsVarName = customVarName ?? "embeddings"; + + const openaiParams = props.openaiParams ?? DEFAULTS.openaiParams; + const azureParams = props.azureParams ?? DEFAULTS.azureParams; + const awsParams = props.awsParams ?? DEFAULTS.awsParams; + const vertexParams = props.vertexParams ?? DEFAULTS.vertexParams; + const mistralParams = props.mistralParams ?? DEFAULTS.mistralParams; + const cohereParams = props.cohereParams ?? DEFAULTS.cohereParams; + const providers = props.providers ?? [ + "openai", + "azure", + "aws", + "vertex", + "mistral", + "cohere", + ]; + + const tabs = { + openai: { + value: "openai", + label: "OpenAI", + default: true, + text: `import { OpenAIEmbeddings } from "@langchain/openai";\n\nconst ${embeddingsVarName} = new OpenAIEmbeddings(${openaiParams});`, + envs: `OPENAI_API_KEY=your-api-key`, + dependencies: "@langchain/openai", + }, + azure: { + value: "azure", + label: "Azure", + default: false, + text: `import { AzureOpenAIEmbeddings } from "@langchain/openai";\n\nconst ${embeddingsVarName} = new AzureOpenAIEmbeddings(${azureParams});`, + envs: `AZURE_OPENAI_API_INSTANCE_NAME=\nAZURE_OPENAI_API_KEY=\nAZURE_OPENAI_API_VERSION="2024-02-01"`, + dependencies: "@langchain/openai", + }, + aws: { + value: "aws", + label: "AWS", + default: false, + text: `import { BedrockEmbeddings } from "@langchain/aws";\n\nconst ${embeddingsVarName} = new BedrockEmbeddings(${awsParams});`, + envs: `BEDROCK_AWS_REGION=your-region`, + dependencies: "@langchain/aws", + }, + vertex: { + value: "vertex", + label: "VertexAI", + default: false, + text: `import { VertexAIEmbeddings } from "@langchain/google-vertexai";\n\nconst ${embeddingsVarName} = new VertexAIEmbeddings(${vertexParams});`, + envs: `GOOGLE_APPLICATION_CREDENTIALS=credentials.json`, + dependencies: "@langchain/google-vertexai", + }, + mistral: { + value: "mistral", + label: "MistralAI", + default: false, + text: `import { MistralAIEmbeddings } from "@langchain/mistralai";\n\nconst ${embeddingsVarName} = new MistralAIEmbeddings(${mistralParams});`, + envs: `MISTRAL_API_KEY=your-api-key`, + dependencies: "@langchain/mistralai", + }, + cohere: { + value: "cohereParams", + label: "Cohere", + default: false, + text: `import { CohereEmbeddings } from "@langchain/cohere";\n\nconst ${embeddingsVarName} = new CohereEmbeddings(${cohereParams});`, + envs: `COHERE_API_KEY=your-api-key`, + dependencies: "@langchain/cohere", + }, + }; + + const displayedTabs = providers.map((provider) => tabs[provider]); + + return ( +
+

Pick your embedding model:

+ + {displayedTabs.map((tab) => ( + +

Install dependencies

+ {tab.dependencies} + {tab.envs} + {tab.text} + + ))} + +
+ ); +} diff --git a/docs/core_docs/src/theme/VectorStoreTabs.js b/docs/core_docs/src/theme/VectorStoreTabs.js new file mode 100644 index 000000000000..a8ff549e70db --- /dev/null +++ b/docs/core_docs/src/theme/VectorStoreTabs.js @@ -0,0 +1,105 @@ +import React from "react"; +import Tabs from "@theme/Tabs"; +import TabItem from "@theme/TabItem"; +import CodeBlock from "@theme-original/CodeBlock"; +import Npm2Yarn from "@theme/Npm2Yarn"; + +export default function VectorStoreTabs(props) { + const { customVarName } = props; + + const vectorStoreVarName = customVarName ?? "vectorStore"; + + const tabItems = [ + { + value: "Memory", + label: "Memory", + text: `import { MemoryVectorStore } from "langchain/vectorstores/memory";\n\nconst ${vectorStoreVarName} = new MemoryVectorStore(embeddings);`, + dependencies: "langchain", + default: true, + }, + { + value: "Chroma", + label: "Chroma", + text: `import { Chroma } from "@langchain/community/vectorstores/chroma";\n\nconst ${vectorStoreVarName} = new Chroma(embeddings, {\n collectionName: "a-test-collection",\n});`, + dependencies: "@langchain/community", + default: true, + }, + { + value: "FAISS", + label: "FAISS", + text: `import { FaissStore } from "@langchain/community/vectorstores/faiss";\n\nconst ${vectorStoreVarName} = new FaissStore(embeddings, {});`, + dependencies: "@langchain/community", + default: false, + }, + { + value: "MongoDB", + label: "MongoDB", + text: `import { MongoDBAtlasVectorSearch } from "@langchain/mongodb" +import { MongoClient } from "mongodb"; + +const client = new MongoClient(process.env.MONGODB_ATLAS_URI || ""); +const collection = client + .db(process.env.MONGODB_ATLAS_DB_NAME) + .collection(process.env.MONGODB_ATLAS_COLLECTION_NAME); + +const ${vectorStoreVarName} = new MongoDBAtlasVectorSearch(embeddings, { + collection: collection, + indexName: "vector_index", + textKey: "text", + embeddingKey: "embedding", +});`, + dependencies: "@langchain/mongodb", + default: false, + }, + { + value: "PGVector", + label: "PGVector", + text: `import PGVectorStore from "@langchain/community/vectorstores/pgvector"; + +const ${vectorStoreVarName} = await PGVectorStore.initialize(embeddings, {})`, + dependencies: "@langchain/community", + default: false, + }, + { + value: "Pinecone", + label: "Pinecone", + text: `import { PineconeStore } from "@langchain/pinecone"; +import { Pinecone as PineconeClient } from "@pinecone-database/pinecone"; + +const pinecone = new PineconeClient(); +const ${vectorStoreVarName} = new PineconeStore(embeddings, { + pineconeIndex, + maxConcurrency: 5, +});`, + dependencies: "@langchain/pinecone", + default: false, + }, + { + value: "Qdrant", + label: "Qdrant", + text: `import { QdrantVectorStore } from "@langchain/qdrant"; + +const ${vectorStoreVarName} = await QdrantVectorStore.fromExistingCollection(embeddings, { + url: process.env.QDRANT_URL, + collectionName: "langchainjs-testing", +});`, + dependencies: "@langchain/qdrant", + default: false, + }, + ]; + + return ( +
+

Pick your vector store:

+ + {tabItems.map((tab) => ( + +

Install dependencies

+ {tab.dependencies} + {tab.text} + + ))} + +
+ ); +} From f3e886841e515e7d3c6498739b9f130a46b48e88 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 09:36:08 -0500 Subject: [PATCH 07/37] update index --- docs/core_docs/docs/tutorials/index.mdx | 42 +++++++++++-------------- 1 file changed, 19 insertions(+), 23 deletions(-) diff --git a/docs/core_docs/docs/tutorials/index.mdx b/docs/core_docs/docs/tutorials/index.mdx index fdf43e11c579..de58f7ab812d 100644 --- a/docs/core_docs/docs/tutorials/index.mdx +++ b/docs/core_docs/docs/tutorials/index.mdx @@ -5,37 +5,33 @@ sidebar_class_name: hidden # Tutorials -New to LangChain/LangGraph or to LLM app development in general? Read this material to quickly get up and running. +New to LangChain or LLM app development in general? Read this material to quickly get up and running building your first applications. -## Basics +## Get started -- [Build a Simple LLM Application with LCEL](/docs/tutorials/llm_chain) -- [Build a Chatbot](/docs/tutorials/chatbot) -- [Build an Agent with LangGraph.js](https://langchain-ai.github.io/langgraphjs/tutorials/quickstart/) - -## Working with external knowledge +Familiarize yourself with LangChain's open-source components by building simple applications. -- [Build a Retrieval Augmented Generation (RAG) Application](/docs/tutorials/rag) -- [Build a Conversational RAG Application](/docs/tutorials/qa_chat_history) -- [Build a Question/Answering system over SQL data](/docs/tutorials/sql_qa) -- [Build a Query Analysis System](/docs/tutorials/query_analysis) -- [Build a local RAG application](/docs/tutorials/local_rag) -- [Build a Question Answering application over a Graph Database](/docs/tutorials/graph) -- [Build a PDF ingestion and Question/Answering system](/docs/tutorials/pdf_qa/) +If you're looking to get started with [chat models](/docs/integrations/chat/), [vector stores](/docs/integrations/vectorstores/), +or other LangChain components from a specific provider, check out our supported [integrations](/docs/integrations/providers/). -## Specialized tasks +- [Chat models and prompts](/docs/tutorials/llm_chain): Build a simple LLM application with [prompt templates](/docs/concepts/prompt_templates) and [chat models](/docs/concepts/chat_models). +- [Semantic search](/docs/tutorials/retrievers): Build a semantic search engine over a PDF with [document loaders](/docs/concepts/document_loaders), [embedding models](/docs/concepts/embedding_models/), and [vector stores](/docs/concepts/vectorstores/). +- [Classification](/docs/tutorials/classification): Classify text into categories or labels using [chat models](/docs/concepts/chat_models) with [structured outputs](/docs/concepts/structured_outputs/). +- [Extraction](/docs/tutorials/extraction): Extract structured data from text and other unstructured media using [chat models](/docs/concepts/chat_models) and [few-shot examples](/docs/concepts/few_shot_prompting/). -- [Build an Extraction Chain](/docs/tutorials/extraction) -- [Classify text into labels](/docs/tutorials/classification) -- [Summarize text](/docs/tutorials/summarization) +Refer to the [how-to guides](/docs/how_to) for more detail on using all LangChain components. -## LangGraph.js +## Orchestration -LangGraph.js is an extension of LangChain aimed at -building robust and stateful multi-actor applications with LLMs by modeling steps as edges and nodes in a graph. +Get started using [LangGraph](https://langchain-ai.github.io/langgraphjs/) to assemble LangChain components into full-featured applications. -LangGraph.js documentation is currently hosted on a separate site. -You can peruse [LangGraph.js tutorials here](https://langchain-ai.github.io/langgraphjs/tutorials/). +- [Chatbots](/docs/tutorials/chatbot): Build a chatbot that incorporates memory. +- [Build an Agent with LangGraph.js](https://langchain-ai.github.io/langgraphjs/tutorials/quickstart/) +- [Retrieval Augmented Generation (RAG) Part 1](/docs/tutorials/rag): Build an application that uses your own documents to inform its responses. +- [Retrieval Augmented Generation (RAG) Part 2](/docs/tutorials/qa_chat_history): Build a RAG application that incorporates a memory of its user interactions and multi-step retrieval. +- [Question-Answering with SQL](/docs/tutorials/sql_qa): Build a question-answering system that executes SQL queries to inform its responses. +- [Summarization](/docs/tutorials/summarization): Generate summaries of (potentially long) texts. +- [Question-Answering with Graph Databases](/docs/tutorials/graph): Build a question-answering system that queries a graph database to inform its responses. ## LangSmith From fc7e8afc74aa349ac6b009e477fa0f2061110487 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 10:33:05 -0500 Subject: [PATCH 08/37] bump langgraph --- yarn.lock | 47 ++++++++++++++++++++++++++--------------------- 1 file changed, 26 insertions(+), 21 deletions(-) diff --git a/yarn.lock b/yarn.lock index 8475c45dc0d4..28a86760b330 100644 --- a/yarn.lock +++ b/yarn.lock @@ -12650,28 +12650,40 @@ __metadata: languageName: unknown linkType: soft -"@langchain/langgraph-checkpoint@npm:~0.0.6": - version: 0.0.6 - resolution: "@langchain/langgraph-checkpoint@npm:0.0.6" +"@langchain/langgraph-checkpoint@npm:~0.0.13": + version: 0.0.13 + resolution: "@langchain/langgraph-checkpoint@npm:0.0.13" dependencies: uuid: ^10.0.0 peerDependencies: "@langchain/core": ">=0.2.31 <0.4.0" - checksum: 7303a0f92f6474757bc9484314f36566a0785d8167ead65483fdada2921447e153a24754629ee601a168d2a39b6cc6d0c57ec34d607e10225619b9d5d30c8a5a + checksum: 721f6a99119e4445504d34d311f0c38c025ca65be04731c49915c08d6e7a2b5c9917b16e8c2f7b1ff9dd9f23ae56a4aa0918d902e0044ebdc8bf80704671163b languageName: node linkType: hard -"@langchain/langgraph@npm:0.2.3, @langchain/langgraph@npm:^0.2.3": - version: 0.2.3 - resolution: "@langchain/langgraph@npm:0.2.3" +"@langchain/langgraph-sdk@npm:~0.0.21": + version: 0.0.32 + resolution: "@langchain/langgraph-sdk@npm:0.0.32" dependencies: - "@langchain/langgraph-checkpoint": ~0.0.6 - double-ended-queue: ^2.1.0-0 + "@types/json-schema": ^7.0.15 + p-queue: ^6.6.2 + p-retry: 4 + uuid: ^9.0.0 + checksum: dd0e3fd1f3880e1ddff65108f338e75365bdff60f8ca5dc4e1b1e1be79fa216f1e599fa5d7f62ab9b44778787426f20b82db4e97463d6f3f4eda43f81666bfe9 + languageName: node + linkType: hard + +"@langchain/langgraph@npm:^0.2.32": + version: 0.2.32 + resolution: "@langchain/langgraph@npm:0.2.32" + dependencies: + "@langchain/langgraph-checkpoint": ~0.0.13 + "@langchain/langgraph-sdk": ~0.0.21 uuid: ^10.0.0 zod: ^3.23.8 peerDependencies: - "@langchain/core": ">=0.2.31 <0.4.0" - checksum: 09d423228633f4bfee24b15e9f81eee57e96fecf9914f1e1c1f40f9436d120de912b8c987da356591c6eae0ee2bcf3759ab8e0ff762f87bc4f3f73e4098c12e9 + "@langchain/core": ">=0.2.36 <0.3.0 || >=0.3.9 < 0.4.0" + checksum: dd313d471abdf2413a4867eaa6c291dedfd3b750d3b3a742684a8123e26c790c5ab0eadfa0e0db90195b4317fec60a8630b0f4fd62a50edcfc430b1654e81f55 languageName: node linkType: hard @@ -19431,7 +19443,7 @@ __metadata: languageName: node linkType: hard -"@types/json-schema@npm:^7.0.11, @types/json-schema@npm:^7.0.12, @types/json-schema@npm:^7.0.6": +"@types/json-schema@npm:^7.0.11, @types/json-schema@npm:^7.0.12, @types/json-schema@npm:^7.0.15, @types/json-schema@npm:^7.0.6": version: 7.0.15 resolution: "@types/json-schema@npm:7.0.15" checksum: 97ed0cb44d4070aecea772b7b2e2ed971e10c81ec87dd4ecc160322ffa55ff330dace1793489540e3e318d90942064bb697cc0f8989391797792d919737b3b98 @@ -24128,7 +24140,7 @@ __metadata: "@docusaurus/preset-classic": 2.4.3 "@docusaurus/remark-plugin-npm2yarn": 2.4.3 "@docusaurus/theme-mermaid": 2.4.3 - "@langchain/langgraph": 0.2.3 + "@langchain/langgraph": ^0.2.32 "@langchain/scripts": "workspace:*" "@mdx-js/react": ^1.6.22 "@microsoft/fetch-event-source": ^2.0.1 @@ -25920,13 +25932,6 @@ __metadata: languageName: node linkType: hard -"double-ended-queue@npm:^2.1.0-0": - version: 2.1.0-0 - resolution: "double-ended-queue@npm:2.1.0-0" - checksum: 3030cf9dcf6f8e7d8cb6ae5b7304890445d7c32233a614e400ba7b378086ad76f5822d0e501afd5ffe0af1de4bcb842fa23d4c79174d54f6566399435fafc271 - languageName: node - linkType: hard - "dpdm@npm:3.12.0": version: 3.12.0 resolution: "dpdm@npm:3.12.0" @@ -27705,7 +27710,7 @@ __metadata: "@langchain/google-vertexai": "workspace:*" "@langchain/google-vertexai-web": "workspace:*" "@langchain/groq": "workspace:*" - "@langchain/langgraph": ^0.2.3 + "@langchain/langgraph": ^0.2.32 "@langchain/mistralai": "workspace:*" "@langchain/mongodb": "workspace:*" "@langchain/nomic": "workspace:*" From dd210050eea7e92c5cd2a1c6ded086985d1c9c84 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 12:03:51 -0500 Subject: [PATCH 09/37] update rag tutorial --- docs/core_docs/docs/tutorials/rag.ipynb | 2009 ++++++++++++++--------- 1 file changed, 1192 insertions(+), 817 deletions(-) diff --git a/docs/core_docs/docs/tutorials/rag.ipynb b/docs/core_docs/docs/tutorials/rag.ipynb index 43dfe6e66a2b..e3d25aec0653 100644 --- a/docs/core_docs/docs/tutorials/rag.ipynb +++ b/docs/core_docs/docs/tutorials/rag.ipynb @@ -1,831 +1,1206 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Build a Retrieval Augmented Generation (RAG) App\n", - "\n", - "One of the most powerful applications enabled by LLMs is sophisticated question-answering (Q&A) chatbots. These are applications that can answer questions about specific source information. These applications use a technique known as Retrieval Augmented Generation, or RAG.\n", - "\n", - "This tutorial will show how to build a simple Q&A application\n", - "over a text data source. Along the way we’ll go over a typical Q&A\n", - "architecture and highlight additional resources for more advanced Q&A techniques. We’ll also see\n", - "how LangSmith can help us trace and understand our application.\n", - "LangSmith will become increasingly helpful as our application grows in\n", - "complexity.\n", - "\n", - "If you're already familiar with basic retrieval, you might also be interested in\n", - "this [high-level overview of different retrieval techinques](/docs/concepts/retrieval).\n", - "\n", - "## What is RAG?\n", - "\n", - "RAG is a technique for augmenting LLM knowledge with additional data.\n", - "\n", - "LLMs can reason about wide-ranging topics, but their knowledge is limited to the public data up to a specific point in time that they were trained on. If you want to build AI applications that can reason about private data or data introduced after a model's cutoff date, you need to augment the knowledge of the model with the specific information it needs. The process of bringing the appropriate information and inserting it into the model prompt is known as Retrieval Augmented Generation (RAG).\n", - "\n", - "LangChain has a number of components designed to help build Q&A applications, and RAG applications more generally. \n", - "\n", - "**Note**: Here we focus on Q&A for unstructured data. If you are interested for RAG over structured data, check out our tutorial on doing [question/answering over SQL data](/docs/tutorials/sql_qa).\n", - "\n", - "## Concepts\n", - "A typical RAG application has two main components:\n", - "\n", - "**Indexing**: a pipeline for ingesting data from a source and indexing it. *This usually happens offline.*\n", - "\n", - "**Retrieval and generation**: the actual RAG chain, which takes the user query at run time and retrieves the relevant data from the index, then passes that to the model.\n", - "\n", - "The most common full sequence from raw data to answer looks like:\n", - "\n", - "### Indexing\n", - "1. **Load**: First we need to load our data. This is done with [Document Loaders](/docs/concepts/document_loaders).\n", - "2. **Split**: [Text splitters](/docs/concepts/text_splitters) break large `Documents` into smaller chunks. This is useful both for indexing data and for passing it in to a model, since large chunks are harder to search over and won't fit in a model's finite context window.\n", - "3. **Store**: We need somewhere to store and index our splits, so that they can later be searched over. This is often done using a [VectorStore](/docs/concepts/#vectorstores) and [Embeddings](/docs/concepts/embedding_models) model.\n", - "\n", - "![index_diagram](../../static/img/rag_indexing.png)\n", - "\n", - "### Retrieval and generation\n", - "4. **Retrieve**: Given a user input, relevant splits are retrieved from storage using a [Retriever](/docs/concepts/retrievers).\n", - "5. **Generate**: A [ChatModel](/docs/concepts/chat_models) / [LLM](/docs/concepts/text_llms) produces an answer using a prompt that includes the question and the retrieved data\n", - "\n", - "![retrieval_diagram](../../static/img/rag_retrieval_generation.png)\n", - "\n", - "\n", - "## Setup\n", - "\n", - "### Installation\n", - "\n", - "To install LangChain run:\n", - "\n", - "```bash npm2yarn\n", - "npm i langchain @langchain/core\n", - "```\n", - "\n", - "For more details, see our [Installation guide](/docs/how_to/installation).\n", - "\n", - "### LangSmith\n", - "\n", - "Many of the applications you build with LangChain will contain multiple steps with multiple invocations of LLM calls.\n", - "As these applications get more and more complex, it becomes crucial to be able to inspect what exactly is going on inside your chain or agent.\n", - "The best way to do this is with [LangSmith](https://smith.langchain.com).\n", - "\n", - "After you sign up at the link above, make sure to set your environment variables to start logging traces:\n", - "\n", - "```shell\n", - "export LANGCHAIN_TRACING_V2=\"true\"\n", - "export LANGCHAIN_API_KEY=\"...\"\n", - "\n", - "# Reduce tracing latency if you are not in a serverless environment\n", - "# export LANGCHAIN_CALLBACKS_BACKGROUND=true\n", - "```\n", - "\n", - "```{=mdx}\n", - "import ChatModelTabs from \"@theme/ChatModelTabs\";\n", - "\n", - "\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Preview\n", - "\n", - "In this guide we’ll build a QA app over the [LLM Powered Autonomous Agents](https://lilianweng.github.io/posts/2023-06-23-agent/) blog post by Lilian Weng, which allows us to ask questions about the contents of the post.\n", - "\n", - "We can create a simple indexing pipeline and RAG chain to do this in only a few lines of code:" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import \"cheerio\";\n", - "import { CheerioWebBaseLoader } from \"@langchain/community/document_loaders/web/cheerio\";\n", - "import { RecursiveCharacterTextSplitter } from \"langchain/text_splitter\";\n", - "import { MemoryVectorStore } from \"langchain/vectorstores/memory\"\n", - "import { OpenAIEmbeddings, ChatOpenAI } from \"@langchain/openai\";\n", - "import { pull } from \"langchain/hub\";\n", - "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", - "import { StringOutputParser } from \"@langchain/core/output_parsers\";\n", - "import { createStuffDocumentsChain } from \"langchain/chains/combine_documents\";\n", - "\n", - "const loader = new CheerioWebBaseLoader(\n", - " \"https://lilianweng.github.io/posts/2023-06-23-agent/\"\n", - ");\n", - "\n", - "const docs = await loader.load();\n", - "\n", - "const textSplitter = new RecursiveCharacterTextSplitter({ chunkSize: 1000, chunkOverlap: 200 });\n", - "const splits = await textSplitter.splitDocuments(docs);\n", - "const vectorStore = await MemoryVectorStore.fromDocuments(splits, new OpenAIEmbeddings());\n", - "\n", - "// Retrieve and generate using the relevant snippets of the blog.\n", - "const retriever = vectorStore.asRetriever();\n", - "const prompt = await pull(\"rlm/rag-prompt\");\n", - "const llm = new ChatOpenAI({ model: \"gpt-3.5-turbo\", temperature: 0 });\n", - "\n", - "const ragChain = await createStuffDocumentsChain({\n", - " llm,\n", - " prompt,\n", - " outputParser: new StringOutputParser(),\n", - "})\n", - "\n", - "const retrievedDocs = await retriever.invoke(\"what is task decomposition\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The prompt looks like this:\n", - "\n", - "```\n", - "You are an assistant for question-answering tasks. Use the following pieces of retrieved context to answer the question. If you don't know the answer, just say that you don't know. Use three sentences maximum and keep the answer concise.\n", - "Question: {question} \n", - "Context: {context} \n", - "Answer:\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Task decomposition is a technique that breaks down complex tasks into smaller and simpler steps to make them more manageable. It can be done using prompting techniques like Chain of Thought or Tree of Thoughts, task-specific instructions, or relying on external classical planners. Task decomposition is essential for agents to plan ahead and successfully complete complicated tasks.\n" - ] - } - ], - "source": [ - "await ragChain.invoke({\n", - " question: \"What is task decomposition?\",\n", - " context: retrievedDocs,\n", - "});" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Checkout [this LangSmith trace](https://smith.langchain.com/public/54cffec3-5c26-477d-b56d-ebb66a254c8e/r) of the chain above." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can also construct the RAG chain above in a more declarative way using a `RunnableSequence`. `createStuffDocumentsChain` is basically a wrapper around `RunnableSequence`, so for more complex chains and customizability, you can use `RunnableSequence` directly." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "import { formatDocumentsAsString } from \"langchain/util/document\";\n", - "import { RunnableSequence, RunnablePassthrough } from \"@langchain/core/runnables\";\n", - "\n", - "const declarativeRagChain = RunnableSequence.from([\n", - " {\n", - " context: retriever.pipe(formatDocumentsAsString),\n", - " question: new RunnablePassthrough(),\n", - " },\n", - " prompt,\n", - " llm,\n", - " new StringOutputParser()\n", - "]);" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Task decomposition is a technique used to break down complex tasks into smaller and simpler steps. This approach helps agents plan and execute tasks more efficiently by dividing them into manageable subgoals. Task decomposition can be achieved through various methods, such as using prompting techniques, task-specific instructions, or relying on external classical planners.\n" - ] - } - ], - "source": [ - "await declarativeRagChain.invoke(\"What is task decomposition?\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "LangSmith [trace](https://smith.langchain.com/public/c48e186c-c9da-4694-adf2-3a7c94362ec2/r)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Detailed walkthrough\n", - "\n", - "Let’s go through the above code step-by-step to really understand what’s going on.\n", - "\n", - "## 1. Indexing: Load\n", - "We need to first load the blog post contents. We can use [DocumentLoaders](/docs/concepts/document_loaders) for this, which are objects that load in data from a source and return a list of [Documents](https://api.js.langchain.com/classes/langchain_core.documents.Document.html). A Document is an object with some pageContent (`string`) and metadata (`Record`).\n", - "\n", - "In this case we’ll use the [CheerioWebBaseLoader](https://api.js.langchain.com/classes/langchain.document_loaders_web_cheerio.CheerioWebBaseLoader.html), which uses cheerio to load HTML form web URLs and parse it to text. We can pass custom selectors to the constructor to only parse specific elements:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "22360\n" - ] - } - ], - "source": [ - "const pTagSelector = \"p\";\n", - "const cheerioLoader = new CheerioWebBaseLoader(\n", - " \"https://lilianweng.github.io/posts/2023-06-23-agent/\",\n", - " {\n", - " selector: pTagSelector\n", - " }\n", - ");\n", - "\n", - "const loadedDocs = await cheerioLoader.load();\n", - "console.log(loadedDocs[0].pageContent.length)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Building agents with LLM (large language model) as its core controller is a cool concept. Several proof-of-concepts demos, such as AutoGPT, GPT-Engineer and BabyAGI, serve as inspiring examples. The potentiality of LLM extends beyond generating well-written copies, stories, essays and programs; it can be framed as a powerful general problem solver.In a LLM-powered autonomous agent system, LLM functions as the agent’s brain, complemented by several key components:A complicated task usually involves many steps. An agent needs to know what they are and plan ahead.Chain of thought (CoT; Wei et al. 2022) has become a standard prompting technique for enhancing model performance on complex tasks. The model is instructed to “think step by step” to utilize more test-time computation to decompose hard tasks into smaller and simpler steps. CoT transforms big tasks into multiple manageable tasks and shed lights into an interpretation of the model’s thinking process.Tree of Thoughts (Yao et al. 2023) extends CoT by exploring multiple reasoning possibilities at each step. It first decomposes the problem into multiple thought steps and generates multiple thoughts per step, creating a tree structure. The search process can be BFS (breadth-first search) or DFS (depth-first search) with each state evaluated by a classifier (via a prompt) or majority vote.Task decomposition can be done (1) by LLM with simple prompting like \"Steps for XYZ.\\n1.\", \"What are the subgoals for achieving XYZ?\", (2) by using task-specific instructions; e.g. \"Write a story outline.\" for writing a novel, or (3) with human inputs.Another quite distinct approach, LLM+P (Liu et al. 2023), involves relying on an external classical planner to do long-horizon planning. This approach utilizes the Planning Domain Definition Language (PDDL) as an intermediate interface to describe the planning problem. In this process, LLM (1) translates the problem into “Problem PDDL”, then (2) requests a classical planner to generate a PDDL plan based on an existing “Domain PDDL”, and finally (3) translates the PDDL plan back into natural language. Essentially, the planning step is outsourced to an external tool, assuming the availability of domain-specific PDDL and a suitable planner which is common in certain robotic setups but not in many other domains.Self-reflection is a vital aspect that allows autonomous agents to improve iteratively by refining past action decisions and correcting previous mistakes. It plays a crucial role in real-world tasks where trial and error are inevitable.ReAct (Yao et al. 2023) integrates reasoning and acting within LLM by extending the action space to be a combination of task-specific discrete actions and the language space. The former enables LLM to interact with the environment (e.g. use Wikipedia search API), while the latter prompting LLM to generate reasoning traces in natural language.The ReAct prompt template incorporates explicit steps for LLM to think, roughly formatted as:In both experiments on knowledge-intensive tasks and decision-making tasks, ReAct works better than the Act-only baseline where Thought: … step is removed.Reflexion (Shinn & Labash 2023) is a framework to equips agents with dynamic memory and self-reflection capabilities to improve reasoning skills. Reflexion has a standard RL setup, in which the reward model provides a simple binary reward and the action space follows the setup in ReAct where the task-specific action space is augmented with language to enable complex reasoning steps. After each action $a_t$, the agent computes a heuristic $h_t$ and optionally may decide to reset the environment to start a new trial depending on the self-reflection results.The heuristic function determines when the trajectory is inefficient or contains hallucination and should be stopped. Inefficient planning refers to trajectories that take too long without success. Hallucination is defined as encountering a sequence of consecutive identical actions that lead to the same observation in the environment.Self-reflection is created by showing two-shot examples to LLM and each example is a pair of (failed trajectory, ideal reflection for guiding future changes in the plan). Then reflections are added into the agent’s working memory, up to three, to be used as context for querying LLM.Chain of Hindsight (CoH; Liu et al. 2023) encourages the model to improve on its own outputs by explicitly presenting it with a sequence of past outputs, each annotated with feedback. Human feedback data is a collection of $D_h = \\{(x, y_i , r_i , z_i)\\}_{i=1}^n$, where $x$ is the prompt, each $y_i$ is a model completion, $r_i$ is the human rating of $y_i$, and $z_i$ is the corresponding human-provided hindsight feedback. Assume the feedback tuples are ranked by reward, $r_n \\geq r_{n-1} \\geq \\dots \\geq r_1$ The process is supervised fine-tuning where the data is a sequence in the form of $\\tau_h = (x, z_i, y_i, z_j, y_j, \\dots, z_n, y_n)$, where $\\leq i \\leq j \\leq n$. The model is finetuned to only predict $y_n$ where conditioned on the sequence prefix, such that the model can self-reflect to produce better output based on the feedback sequence. The model can optionally receive multiple rounds of instructions with human annotators at test time.To avoid overfitting, CoH adds a regularization term to maximize the log-likelihood of the pre-training dataset. To avoid shortcutting and copying (because there are many common words in feedback sequences), they randomly mask 0% - 5% of past tokens during training.The training dataset in their experiments is a combination of WebGPT comparisons, summarization from human feedback and human preference dataset.The idea of CoH is to present a history of sequentially improved outputs in context and train the model to take on the trend to produce better outputs. Algorithm Distillation (AD; Laskin et al. 2023) applies the same idea to cross-episode trajectories in reinforcement learning tasks, where an algorithm is encapsulated in a long history-conditioned policy. Considering that an agent interacts with the environment many times and in each episode the agent gets a little better, AD concatenates this learning history and feeds that into the model. Hence we should expect the next predicted action to lead to better performance than previous trials. The goal is to learn the process of RL instead of training a task-specific policy itself.The paper hypothesizes that any algorithm that generates a set of learning histories can be distilled into a neural network by performing behavioral cloning over actions. The history data is generated by a set of source policies, each trained for a specific task. At the training stage, during each RL run, a random task is sampled and a subsequence of multi-episode history is used for training, such that the learned policy is task-agnostic.In reality, the model has limited context window length, so episodes should be short enough to construct multi-episode history. Multi-episodic contexts of 2-4 episodes are necessary to learn a near-optimal in-context RL algorithm. The emergence of in-context RL requires long enough context.In comparison with three baselines, including ED (expert distillation, behavior cloning with expert trajectories instead of learning history), source policy (used for generating trajectories for distillation by UCB), RL^2 (Duan et al. 2017; used as upper bound since it needs online RL), AD demonstrates in-context RL with performance getting close to RL^2 despite only using offline RL and learns much faster than other baselines. When conditioned on partial training history of the source policy, AD also improves much faster than ED baseline.(Big thank you to ChatGPT for helping me draft this section. I’ve learned a lot about the human brain and data structure for fast MIPS in my conversations with ChatGPT.)Memory can be defined as the processes used to acquire, store, retain, and later retrieve information. There are several types of memory in human brains.Sensory Memory: This is the earliest stage of memory, providing the ability to retain impressions of sensory information (visual, auditory, etc) after the original stimuli have ended. Sensory memory typically only lasts for up to a few seconds. Subcategories include iconic memory (visual), echoic memory (auditory), and haptic memory (touch).Short-Term Memory (STM) or Working Memory: It stores information that we are currently aware of and needed to carry out complex cognitive tasks such as learning and reasoning. Short-term memory is believed to have the capacity of about 7 items (Miller 1956) and lasts for 20-30 seconds.Long-Term Memory (LTM): Long-term memory can store information for a remarkably long time, ranging from a few days to decades, with an essentially unlimited storage capacity. There are two subtypes of LTM:We can roughly consider the following mappings:The external memory can alleviate the restriction of finite attention span. A standard practice is to save the embedding representation of information into a vector store database that can support fast maximum inner-product search (MIPS). To optimize the retrieval speed, the common choice is the approximate nearest neighbors (ANN)​ algorithm to return approximately top k nearest neighbors to trade off a little accuracy lost for a huge speedup.A couple common choices of ANN algorithms for fast MIPS:Check more MIPS algorithms and performance comparison in ann-benchmarks.com.Tool use is a remarkable and distinguishing characteristic of human beings. We create, modify and utilize external objects to do things that go beyond our physical and cognitive limits. Equipping LLMs with external tools can significantly extend the model capabilities.MRKL (Karpas et al. 2022), short for “Modular Reasoning, Knowledge and Language”, is a neuro-symbolic architecture for autonomous agents. A MRKL system is proposed to contain a collection of “expert” modules and the general-purpose LLM works as a router to route inquiries to the best suitable expert module. These modules can be neural (e.g. deep learning models) or symbolic (e.g. math calculator, currency converter, weather API).They did an experiment on fine-tuning LLM to call a calculator, using arithmetic as a test case. Their experiments showed that it was harder to solve verbal math problems than explicitly stated math problems because LLMs (7B Jurassic1-large model) failed to extract the right arguments for the basic arithmetic reliably. The results highlight when the external symbolic tools can work reliably, knowing when to and how to use the tools are crucial, determined by the LLM capability.Both TALM (Tool Augmented Language Models; Parisi et al. 2022) and Toolformer (Schick et al. 2023) fine-tune a LM to learn to use external tool APIs. The dataset is expanded based on whether a newly added API call annotation can improve the quality of model outputs. See more details in the “External APIs” section of Prompt Engineering.ChatGPT Plugins and OpenAI API function calling are good examples of LLMs augmented with tool use capability working in practice. The collection of tool APIs can be provided by other developers (as in Plugins) or self-defined (as in function calls).HuggingGPT (Shen et al. 2023) is a framework to use ChatGPT as the task planner to select models available in HuggingFace platform according to the model descriptions and summarize the response based on the execution results.The system comprises of 4 stages:(1) Task planning: LLM works as the brain and parses the user requests into multiple tasks. There are four attributes associated with each task: task type, ID, dependencies, and arguments. They use few-shot examples to guide LLM to do task parsing and planning.Instruction:(2) Model selection: LLM distributes the tasks to expert models, where the request is framed as a multiple-choice question. LLM is presented with a list of models to choose from. Due to the limited context length, task type based filtration is needed.Instruction:(3) Task execution: Expert models execute on the specific tasks and log results.Instruction:(4) Response generation: LLM receives the execution results and provides summarized results to users.To put HuggingGPT into real world usage, a couple challenges need to solve: (1) Efficiency improvement is needed as both LLM inference rounds and interactions with other models slow down the process; (2) It relies on a long context window to communicate over complicated task content; (3) Stability improvement of LLM outputs and external model services.API-Bank (Li et al. 2023) is a benchmark for evaluating the performance of tool-augmented LLMs. It contains 53 commonly used API tools, a complete tool-augmented LLM workflow, and 264 annotated dialogues that involve 568 API calls. The selection of APIs is quite diverse, including search engines, calculator, calendar queries, smart home control, schedule management, health data management, account authentication workflow and more. Because there are a large number of APIs, LLM first has access to API search engine to find the right API to call and then uses the corresponding documentation to make a call.In the API-Bank workflow, LLMs need to make a couple of decisions and at each step we can evaluate how accurate that decision is. Decisions include:This benchmark evaluates the agent’s tool use capabilities at three levels:ChemCrow (Bran et al. 2023) is a domain-specific example in which LLM is augmented with 13 expert-designed tools to accomplish tasks across organic synthesis, drug discovery, and materials design. The workflow, implemented in LangChain, reflects what was previously described in the ReAct and MRKLs and combines CoT reasoning with tools relevant to the tasks:One interesting observation is that while the LLM-based evaluation concluded that GPT-4 and ChemCrow perform nearly equivalently, human evaluations with experts oriented towards the completion and chemical correctness of the solutions showed that ChemCrow outperforms GPT-4 by a large margin. This indicates a potential problem with using LLM to evaluate its own performance on domains that requires deep expertise. The lack of expertise may cause LLMs not knowing its flaws and thus cannot well judge the correctness of task results.Boiko et al. (2023) also looked into LLM-empowered agents for scientific discovery, to handle autonomous design, planning, and performance of complex scientific experiments. This agent can use tools to browse the Internet, read documentation, execute code, call robotics experimentation APIs and leverage other LLMs.For example, when requested to \"develop a novel anticancer drug\", the model came up with the following reasoning steps:They also discussed the risks, especially with illicit drugs and bioweapons. They developed a test set containing a list of known chemical weapon agents and asked the agent to synthesize them. 4 out of 11 requests (36%) were accepted to obtain a synthesis solution and the agent attempted to consult documentation to execute the procedure. 7 out of 11 were rejected and among these 7 rejected cases, 5 happened after a Web search while 2 were rejected based on prompt only.Generative Agents (Park, et al. 2023) is super fun experiment where 25 virtual characters, each controlled by a LLM-powered agent, are living and interacting in a sandbox environment, inspired by The Sims. Generative agents create believable simulacra of human behavior for interactive applications.The design of generative agents combines LLM with memory, planning and reflection mechanisms to enable agents to behave conditioned on past experience, as well as to interact with other agents.This fun simulation results in emergent social behavior, such as information diffusion, relationship memory (e.g. two agents continuing the conversation topic) and coordination of social events (e.g. host a party and invite many others).AutoGPT has drawn a lot of attention into the possibility of setting up autonomous agents with LLM as the main controller. It has quite a lot of reliability issues given the natural language interface, but nevertheless a cool proof-of-concept demo. A lot of code in AutoGPT is about format parsing.Here is the system message used by AutoGPT, where {{...}} are user inputs:GPT-Engineer is another project to create a whole repository of code given a task specified in natural language. The GPT-Engineer is instructed to think over a list of smaller components to build and ask for user input to clarify questions as needed.Here are a sample conversation for task clarification sent to OpenAI ChatCompletion endpoint used by GPT-Engineer. The user inputs are wrapped in {{user input text}}.Then after these clarification, the agent moved into the code writing mode with a different system message.\n", - "System message:Think step by step and reason yourself to the right decisions to make sure we get it right.\n", - "You will first lay out the names of the core classes, functions, methods that will be necessary, as well as a quick comment on their purpose.Then you will output the content of each file including ALL code.\n", - "Each file must strictly follow a markdown code block format, where the following tokens must be replaced such that\n", - "FILENAME is the lowercase file name including the file extension,\n", - "LANG is the markup code block language for the code’s language, and CODE is the code:FILENAMEYou will start with the “entrypoint” file, then go to the ones that are imported by that file, and so on.\n", - "Please note that the code should be fully functional. No placeholders.Follow a language and framework appropriate best practice file naming convention.\n", - "Make sure that files contain all imports, types etc. Make sure that code in different files are compatible with each other.\n", - "Ensure to implement all code, if you are unsure, write a plausible implementation.\n", - "Include module dependency or package manager dependency definition file.\n", - "Before you finish, double check that all parts of the architecture is present in the files.Useful to know:\n", - "You almost always put different classes in different files.\n", - "For Python, you always create an appropriate requirements.txt file.\n", - "For NodeJS, you always create an appropriate package.json file.\n", - "You always add a comment briefly describing the purpose of the function definition.\n", - "You try to add comments explaining very complex bits of logic.\n", - "You always follow the best practices for the requested languages in terms of describing the code written as a defined\n", - "package/project.Python toolbelt preferences:Conversatin samples:After going through key ideas and demos of building LLM-centered agents, I start to see a couple common limitations:Finite context length: The restricted context capacity limits the inclusion of historical information, detailed instructions, API call context, and responses. The design of the system has to work with this limited communication bandwidth, while mechanisms like self-reflection to learn from past mistakes would benefit a lot from long or infinite context windows. Although vector stores and retrieval can provide access to a larger knowledge pool, their representation power is not as powerful as full attention.Challenges in long-term planning and task decomposition: Planning over a lengthy history and effectively exploring the solution space remain challenging. LLMs struggle to adjust plans when faced with unexpected errors, making them less robust compared to humans who learn from trial and error.Reliability of natural language interface: Current agent system relies on natural language as an interface between LLMs and external components such as memory and tools. However, the reliability of model outputs is questionable, as LLMs may make formatting errors and occasionally exhibit rebellious behavior (e.g. refuse to follow an instruction). Consequently, much of the agent demo code focuses on parsing model output.Cited as:Weng, Lilian. (Jun 2023). “LLM-powered Autonomous Agents”. Lil’Log. https://lilianweng.github.io/posts/2023-06-23-agent/.Or[1] Wei et al. “Chain of thought prompting elicits reasoning in large language models.” NeurIPS 2022[2] Yao et al. “Tree of Thoughts: Dliberate Problem Solving with Large Language Models.” arXiv preprint arXiv:2305.10601 (2023).[3] Liu et al. “Chain of Hindsight Aligns Language Models with Feedback\n", - "“ arXiv preprint arXiv:2302.02676 (2023).[4] Liu et al. “LLM+P: Empowering Large Language Models with Optimal Planning Proficiency” arXiv preprint arXiv:2304.11477 (2023).[5] Yao et al. “ReAct: Synergizing reasoning and acting in language models.” ICLR 2023.[6] Google Blog. “Announcing ScaNN: Efficient Vector Similarity Search” July 28, 2020.[7] https://chat.openai.com/share/46ff149e-a4c7-4dd7-a800-fc4a642ea389[8] Shinn & Labash. “Reflexion: an autonomous agent with dynamic memory and self-reflection” arXiv preprint arXiv:2303.11366 (2023).[9] Laskin et al. “In-context Reinforcement Learning with Algorithm Distillation” ICLR 2023.[10] Karpas et al. “MRKL Systems A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning.” arXiv preprint arXiv:2205.00445 (2022).[11] Nakano et al. “Webgpt: Browser-assisted question-answering with human feedback.” arXiv preprint arXiv:2112.09332 (2021).[12] Parisi et al. “TALM: Tool Augmented Language Models”[13] Schick et al. “Toolformer: Language Models Can Teach Themselves to Use Tools.” arXiv preprint arXiv:2302.04761 (2023).[14] Weaviate Blog. Why is Vector Search so fast? Sep 13, 2022.[15] Li et al. “API-Bank: A Benchmark for Tool-Augmented LLMs” arXiv preprint arXiv:2304.08244 (2023).[16] Shen et al. “HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in HuggingFace” arXiv preprint arXiv:2303.17580 (2023).[17] Bran et al. “ChemCrow: Augmenting large-language models with chemistry tools.” arXiv preprint arXiv:2304.05376 (2023).[18] Boiko et al. “Emergent autonomous scientific research capabilities of large language models.” arXiv preprint arXiv:2304.05332 (2023).[19] Joon Sung Park, et al. “Generative Agents: Interactive Simulacra of Human Behavior.” arXiv preprint arXiv:2304.03442 (2023).[20] AutoGPT. https://github.com/Significant-Gravitas/Auto-GPT[21] GPT-Engineer. https://github.com/AntonOsika/gpt-engineer\n" - ] - } - ], - "source": [ - "console.log(loadedDocs[0].pageContent)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Go deeper\n", - "`DocumentLoader`: Class that loads data from a source as list of Documents. - [Docs](/docs/concepts/document_loaders): Detailed documentation on how to use\n", - "\n", - "`DocumentLoaders`. - [Integrations](/docs/integrations/document_loaders/) - [Interface](https:/api.js.langchain.com/classes/langchain.document_loaders_base.BaseDocumentLoader.html): API reference for the base interface." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Indexing: Split\n", - "Our loaded document is over 42k characters long. This is too long to fit in the context window of many models. Even for those models that could fit the full post in their context window, models can struggle to find information in very long inputs.\n", - "\n", - "To handle this we’ll split the `Document` into chunks for embedding and vector storage. This should help us retrieve only the most relevant bits of the blog post at run time.\n", - "\n", - "In this case we’ll split our documents into chunks of 1000 characters with 200 characters of overlap between chunks. The overlap helps mitigate the possibility of separating a statement from important context related to it. We use the [RecursiveCharacterTextSplitter](/docs/how_to/recursive_text_splitter/), which will recursively split the document using common separators like new lines until each chunk is the appropriate size. This is the recommended text splitter for generic text use cases." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "const splitter = new RecursiveCharacterTextSplitter({\n", - " chunkSize: 1000, chunkOverlap: 200\n", - "});\n", - "const allSplits = await splitter.splitDocuments(loadedDocs);" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "29\n" - ] - } - ], - "source": [ - "console.log(allSplits.length);" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "996\n" - ] - } - ], - "source": [ - "console.log(allSplits[0].pageContent.length);" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{\n", - " source: 'https://lilianweng.github.io/posts/2023-06-23-agent/',\n", - " loc: { lines: { from: 1, to: 1 } }\n", - "}\n" - ] - } - ], - "source": [ - "allSplits[10].metadata" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Go deeper\n", - "\n", - "`TextSplitter`: Object that splits a list of `Document`s into smaller chunks. Subclass of `DocumentTransformers`. - Explore `Context-aware splitters`, which keep the location (“context”) of each split in the original `Document`: - [Markdown files](/docs/how_to/code_splitter/#markdown) - [Code](/docs/how_to/code_splitter/) (15+ langs) - [Interface](https://api.js.langchain.com/classes/langchain_textsplitters.TextSplitter.html): API reference for the base interface.\n", - "\n", - "`DocumentTransformer`: Object that performs a transformation on a list of `Document`s. - Docs: Detailed documentation on how to use `DocumentTransformer`s - [Integrations](/docs/integrations/document_transformers) - [Interface](https://api.js.langchain.com/classes/langchain_core.documents.BaseDocumentTransformer.html): API reference for the base interface." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3. Indexing: Store\n", - "Now we need to index our 28 text chunks so that we can search over them at runtime. The most common way to do this is to embed the contents of each document split and insert these embeddings into a vector database (or vector store). When we want to search over our splits, we take a text search query, embed it, and perform some sort of “similarity” search to identify the stored splits with the most similar embeddings to our query embedding. The simplest similarity measure is cosine similarity — we measure the cosine of the angle between each pair of embeddings (which are high dimensional vectors).\n", - "\n", - "We can embed and store all of our document splits in a single command using the [Memory](/docs/integrations/vectorstores/memory) vector store and [OpenAIEmbeddings](/docs/integrations/text_embedding/openai) model." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "import { MemoryVectorStore } from \"langchain/vectorstores/memory\"\n", - "import { OpenAIEmbeddings } from \"@langchain/openai\";\n", - "\n", - "const inMemoryVectorStore = await MemoryVectorStore.fromDocuments(allSplits, new OpenAIEmbeddings());" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Go deeper\n", - "\n", - "`Embeddings`: Wrapper around a text embedding model, used for converting text to embeddings. - [Docs](/docs/concepts/embedding_models): Detailed documentation on how to use embeddings. - [Integrations](/docs/integrations/text_embedding): 30+ integrations to choose from. - [Interface](https://api.js.langchain.com/classes/langchain_core.embeddings.Embeddings.html): API reference for the base interface.\n", - "\n", - "`VectorStore`: Wrapper around a vector database, used for storing and querying embeddings. - [Docs](/docs/concepts/vectorstores): Detailed documentation on how to use vector stores. - [Integrations](/docs/integrations/vectorstores): 40+ integrations to choose from. - [Interface](https://api.js.langchain.com/classes/langchain_core.vectorstores.VectorStore.html): API reference for the base interface.\n", - "\n", - "This completes the **Indexing** portion of the pipeline. At this point we have a query-able vector store containing the chunked contents of our blog post. Given a user question, we should ideally be able to return the snippets of the blog post that answer the question." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4. Retrieval and Generation: Retrieve\n", - "\n", - "Now let’s write the actual application logic. We want to create a simple application that takes a user question, searches for documents relevant to that question, passes the retrieved documents and initial question to a model, and returns an answer.\n", - "\n", - "First we need to define our logic for searching over documents. LangChain defines a [Retriever](/docs/concepts/retrievers) interface which wraps an index that can return relevant `Document`s given a string query.\n", - "\n", - "The most common type of Retriever is the [VectorStoreRetriever](https://api.js.langchain.com/classes/langchain_core.vectorstores.VectorStoreRetriever.html), which uses the similarity search capabilities of a vector store to facilitate retrieval. Any `VectorStore` can easily be turned into a `Retriever` with `VectorStore.asRetriever()`:" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "const vectorStoreRetriever = inMemoryVectorStore.asRetriever({ k: 6, searchType: \"similarity\" });" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "const retrievedDocuments = await vectorStoreRetriever.invoke(\"What are the approaches to task decomposition?\");" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6\n" - ] - } - ], - "source": [ - "console.log(retrievedDocuments.length);" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "hard tasks into smaller and simpler steps. CoT transforms big tasks into multiple manageable tasks and shed lights into an interpretation of the model’s thinking process.Tree of Thoughts (Yao et al. 2023) extends CoT by exploring multiple reasoning possibilities at each step. It first decomposes the problem into multiple thought steps and generates multiple thoughts per step, creating a tree structure. The search process can be BFS (breadth-first search) or DFS (depth-first search) with each state evaluated by a classifier (via a prompt) or majority vote.Task decomposition can be done (1) by LLM with simple prompting like \"Steps for XYZ.\\n1.\", \"What are the subgoals for achieving XYZ?\", (2) by using task-specific instructions; e.g. \"Write a story outline.\" for writing a novel, or (3) with human inputs.Another quite distinct approach, LLM+P (Liu et al. 2023), involves relying on an external classical planner to do long-horizon planning. This approach utilizes the Planning Domain\n" - ] - } - ], - "source": [ - "console.log(retrievedDocuments[0].pageContent);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Go deeper\n", - "\n", - "Vector stores are commonly used for retrieval, but there are other ways to do retrieval, too.\n", - "\n", - "`Retriever`: An object that returns `Document`s given a text query - [Docs](/docs/concepts/retrievers): Further documentation on the interface and built-in retrieval techniques. Some of which include: - `MultiQueryRetriever` [generates variants of the input question](/docs/how_to/multiple_queries/) to improve retrieval hit rate. - `MultiVectorRetriever` (diagram below) instead generates variants of the embeddings, also in order to improve retrieval hit rate. - Max marginal relevance selects for relevance and diversity among the retrieved documents to avoid passing in duplicate context. - Documents can be filtered during vector store retrieval using metadata filters. - Integrations: Integrations with retrieval services. - Interface: API reference for the base interface." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 5. Retrieval and Generation: Generate\n", - "\n", - "Let’s put it all together into a chain that takes a question, retrieves relevant documents, constructs a prompt, passes that to a model, and parses the output.\n", - "\n", - "```{=mdx}\n", - "\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We’ll use a prompt for RAG that is checked into the LangChain prompt hub ([here](https://smith.langchain.com/hub/rlm/rag-prompt?organizationId=9213bdc8-a184-442b-901a-cd86ebf8ca6f))." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", - "import { pull } from \"langchain/hub\";\n", - "\n", - "const ragPrompt = await pull(\"rlm/rag-prompt\");" - ] - }, + "cells": [ + { + "cell_type": "markdown", + "id": "5630b0ca", + "metadata": {}, + "source": [ + "# Build a Retrieval Augmented Generation (RAG) App: Part 1\n", + "\n", + "One of the most powerful applications enabled by LLMs is sophisticated question-answering (Q&A) chatbots. These are applications that can answer questions about specific source information. These applications use a technique known as Retrieval Augmented Generation, or [RAG](/docs/concepts/rag/).\n", + "\n", + "This is a multi-part tutorial:\n", + "\n", + "- [Part 1](/docs/tutorials/rag) (this guide) introduces RAG and walks through a minimal implementation.\n", + "- [Part 2](/docs/tutorials/qa_chat_history) extends the implementation to accommodate conversation-style interactions and multi-step retrieval processes.\n", + "\n", + "This tutorial will show how to build a simple Q&A application\n", + "over a text data source. Along the way we’ll go over a typical Q&A\n", + "architecture and highlight additional resources for more advanced Q&A techniques. We’ll also see\n", + "how LangSmith can help us trace and understand our application.\n", + "LangSmith will become increasingly helpful as our application grows in\n", + "complexity.\n", + "\n", + "If you're already familiar with basic retrieval, you might also be interested in\n", + "this [high-level overview of different retrieval techinques](/docs/concepts/retrieval).\n", + "\n", + "**Note**: Here we focus on Q&A for unstructured data. If you are interested for RAG over structured data, check out our tutorial on doing [question/answering over SQL data](/docs/tutorials/sql_qa).\n", + "\n", + "## Overview\n", + "A typical RAG application has two main components:\n", + "\n", + "**Indexing**: a pipeline for ingesting data from a source and indexing it. *This usually happens offline.*\n", + "\n", + "**Retrieval and generation**: the actual RAG chain, which takes the user query at run time and retrieves the relevant data from the index, then passes that to the model.\n", + "\n", + "Note: the indexing portion of this tutorial will largely follow the [semantic search tutorial](/docs/tutorials/retrievers).\n", + "\n", + "The most common full sequence from raw data to answer looks like:\n", + "\n", + "### Indexing\n", + "1. **Load**: First we need to load our data. This is done with [Document Loaders](/docs/concepts/document_loaders).\n", + "2. **Split**: [Text splitters](/docs/concepts/text_splitters) break large `Documents` into smaller chunks. This is useful both for indexing data and passing it into a model, as large chunks are harder to search over and won't fit in a model's finite context window.\n", + "3. **Store**: We need somewhere to store and index our splits, so that they can be searched over later. This is often done using a [VectorStore](/docs/concepts/vectorstores) and [Embeddings](/docs/concepts/embedding_models) model.\n", + "\n", + "![index_diagram](../../static/img/rag_indexing.png)\n", + "\n", + "### Retrieval and generation\n", + "4. **Retrieve**: Given a user input, relevant splits are retrieved from storage using a [Retriever](/docs/concepts/retrievers).\n", + "5. **Generate**: A [ChatModel](/docs/concepts/chat_models) / [LLM](/docs/concepts/text_llms) produces an answer using a prompt that includes both the question with the retrieved data\n", + "\n", + "![retrieval_diagram](../../static/img/rag_retrieval_generation.png)\n", + "\n", + "Once we've indexed our data, we will use [LangGraph](https://langchain-ai.github.io/langgraphjs/) as our orchestration framework to implement the retrieval and generation steps.\n", + "\n", + "## Setup\n", + "\n", + "### Jupyter Notebook\n", + "\n", + "This and other tutorials are perhaps most conveniently run in a [Jupyter notebooks](https://jupyter.org/). Going through guides in an interactive environment is a great way to better understand them. See [here](https://jupyter.org/install) for instructions on how to install.\n", + "\n", + "### Installation\n", + "\n", + "To install LangChain run:\n", + "\n", + "```bash npm2yarn\n", + "npm i langchain @langchain/core\n", + "```\n", + "\n", + "For more details, see our [Installation guide](/docs/how_to/installation).\n", + "\n", + "### LangSmith\n", + "\n", + "Many of the applications you build with LangChain will contain multiple steps with multiple invocations of LLM calls.\n", + "As these applications get more and more complex, it becomes crucial to be able to inspect what exactly is going on inside your chain or agent.\n", + "The best way to do this is with [LangSmith](https://smith.langchain.com).\n", + "\n", + "After you sign up at the link above, make sure to set your environment variables to start logging traces:\n", + "\n", + "```shell\n", + "export LANGCHAIN_TRACING_V2=\"true\"\n", + "export LANGCHAIN_API_KEY=\"...\"\n", + "\n", + "# Reduce tracing latency if you are not in a serverless environment\n", + "# export LANGCHAIN_CALLBACKS_BACKGROUND=true\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "9ff1b425", + "metadata": {}, + "source": [ + "## Components\n", + "\n", + "We will need to select three components from LangChain's suite of integrations.\n", + "\n", + "A [chat model](/docs/integrations/chat/):\n", + "\n", + "import ChatModelTabs from \"@theme/ChatModelTabs\";\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "26ef9d35", + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "import { ChatOpenAI } from '@langchain/openai';\n", + "\n", + "const llm = new ChatOpenAI({\n", + " model: \"gpt-4o-mini\",\n", + " temperature: 0,\n", + "})" + ] + }, + { + "cell_type": "markdown", + "id": "f1b78672-f21e-4827-843e-59514d18ca20", + "metadata": {}, + "source": [ + "An [embedding model](/docs/integrations/text_embedding/):\n", + "\n", + "import EmbeddingTabs from \"@theme/EmbeddingTabs\";\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a199c764-5dfd-45cf-a4d4-731f2c3d474f", + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "import { OpenAIEmbeddings } from \"@langchain/openai\";\n", + "\n", + "const embeddings = new OpenAIEmbeddings({model: \"text-embedding-3-large\"});" + ] + }, + { + "cell_type": "markdown", + "id": "859ffca8-055e-4f5a-95fe-55906ed1d63f", + "metadata": {}, + "source": [ + "And a [vector store](/docs/integrations/vectorstores/):\n", + "\n", + "import VectorStoreTabs from \"@theme/VectorStoreTabs\";\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "f4db6b46-ea3f-4994-9d54-d7c84beb50cc", + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "import { MemoryVectorStore } from \"langchain/vectorstores/memory\";\n", + "\n", + "const vectorStore = new MemoryVectorStore(embeddings);" + ] + }, + { + "cell_type": "markdown", + "id": "93b2d316-922c-4318-b72d-486fd6813b94", + "metadata": {}, + "source": [ + "## Preview\n", + "\n", + "In this guide we’ll build an app that answers questions about the website's content. The specific website we will use is the [LLM Powered Autonomous\n", + "Agents](https://lilianweng.github.io/posts/2023-06-23-agent/) blog post\n", + "by Lilian Weng, which allows us to ask questions about the contents of\n", + "the post.\n", + "\n", + "We can create a simple indexing pipeline and RAG chain to do this in ~50\n", + "lines of code.\n", + "\n", + "```javascript\n", + "import \"cheerio\";\n", + "import { CheerioWebBaseLoader } from \"@langchain/community/document_loaders/web/cheerio\";\n", + "import { Document } from \"@langchain/core/documents\";\n", + "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", + "import { pull } from \"langchain/hub\";\n", + "import { Annotation, StateGraph } from \"@langchain/langgraph\";\n", + "import { RecursiveCharacterTextSplitter } from \"@langchain/textsplitters\";\n", + "\n", + "\n", + "// Load and chunk contents of blog\n", + "const pTagSelector = \"p\";\n", + "const cheerioLoader = new CheerioWebBaseLoader(\n", + " \"https://lilianweng.github.io/posts/2023-06-23-agent/\",\n", + " {\n", + " selector: pTagSelector\n", + " }\n", + ");\n", + "\n", + "const docs = await cheerioLoader.load();\n", + "\n", + "const splitter = new RecursiveCharacterTextSplitter({\n", + " chunkSize: 1000, chunkOverlap: 200\n", + "});\n", + "const allSplits = await splitter.splitDocuments(docs);\n", + "\n", + "\n", + "// Index chunks\n", + "await vectorStore.addDocuments(allSplits)\n", + "\n", + "// Define prompt for question-answering\n", + "const promptTemplate = await pull(\"rlm/rag-prompt\");\n", + "\n", + "// Define state for application\n", + "const InputStateAnnotation = Annotation.Root({\n", + " question: Annotation,\n", + "});\n", + "\n", + "const StateAnnotation = Annotation.Root({\n", + " question: Annotation,\n", + " context: Annotation,\n", + " answer: Annotation,\n", + "});\n", + "\n", + "// Define application steps\n", + "const retrieve = async (state: typeof InputStateAnnotation.State) => {\n", + " const retrievedDocs = await vectorStore.similaritySearch(state.question)\n", + " return { context: retrievedDocs };\n", + "};\n", + "\n", + "\n", + "const generate = async (state: typeof StateAnnotation.State) => {\n", + " const docsContent = state.context.map(doc => doc.pageContent).join(\"\\n\");\n", + " const messages = await promptTemplate.invoke({ question: state.question, context: docsContent });\n", + " const response = await llm.invoke(messages);\n", + " return { answer: response.content };\n", + "};\n", + "\n", + "\n", + "// Compile application and test\n", + "const graph = new StateGraph({\n", + " input: InputStateAnnotation,\n", + " output: StateAnnotation,\n", + " stateSchema: StateAnnotation,\n", + "})\n", + " .addNode(\"retrieve\", retrieve)\n", + " .addNode(\"generate\", generate)\n", + " .addEdge(\"__start__\", \"retrieve\")\n", + " .addEdge(\"retrieve\", \"generate\")\n", + " .addEdge(\"generate\", \"__end__\")\n", + " .compile();\n", + "```\n", + "\n", + "```javascript\n", + "let inputs = { question: \"What is Task Decomposition?\" };\n", + "\n", + "const result = await graph.invoke(inputs);\n", + "console.log(result.answer)\n", + "```\n", + "\n", + "```\n", + "Task decomposition is the process of breaking down complex tasks into smaller, more manageable steps. This can be achieved through various methods, including prompting large language models (LLMs) or using task-specific instructions. Techniques like Chain of Thought (CoT) and Tree of Thoughts further enhance this process by structuring reasoning and exploring multiple possibilities at each step.\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "9ff8204b-dabc-4790-80ea-50d4cf4fceb0", + "metadata": {}, + "source": [ + "Check out the [LangSmith\n", + "trace](https://smith.langchain.com/public/84a36239-b466-41bd-ac84-befc33ab50df/r)." + ] + }, + { + "cell_type": "markdown", + "id": "efa9ea6a-f914-4f50-8e35-52e6c34b8001", + "metadata": {}, + "source": [ + "## Detailed walkthrough\n", + "\n", + "Let’s go through the above code step-by-step to really understand what’s\n", + "going on.\n", + "\n", + "## 1. Indexing {#indexing}\n", + "\n", + ":::note\n", + "\n", + "This section is an abbreviated version of the content in the [semantic search tutorial](/docs/tutorials/retrievers).\n", + "If you're comfortable with [document loaders](/docs/concepts/document_loaders), [embeddings](/docs/concepts/embedding_models), and [vector stores](/docs/concepts/vectorstores),\n", + "feel free to skip to the next section on [retrieval and generation](/docs/tutorials/rag/#orchestration).\n", + "\n", + ":::\n", + "\n", + "### Loading documents\n", + "\n", + "We need to first load the blog post contents. We can use [DocumentLoaders](/docs/concepts/document_loaders) for this, which are objects that load in data from a source and return a list of [Documents](https://api.js.langchain.com/classes/langchain_core.documents.Document.html). A Document is an object with some pageContent (`string`) and metadata (`Record`).\n", + "\n", + "In this case we’ll use the [CheerioWebBaseLoader](https://api.js.langchain.com/classes/langchain.document_loaders_web_cheerio.CheerioWebBaseLoader.html), which uses cheerio to load HTML form web URLs and parse it to text. We can pass custom selectors to the constructor to only parse specific elements:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "38d1a436-c60e-4709-877d-f5767d8e4eed", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ChatPromptValue {\n", - " lc_serializable: true,\n", - " lc_kwargs: {\n", - " messages: [\n", - " HumanMessage {\n", - " \"content\": \"You are an assistant for question-answering tasks. Use the following pieces of retrieved context to answer the question. If you don't know the answer, just say that you don't know. Use three sentences maximum and keep the answer concise.\\nQuestion: filler question \\nContext: filler context \\nAnswer:\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {}\n", - " }\n", - " ]\n", - " },\n", - " lc_namespace: [ 'langchain_core', 'prompt_values' ],\n", - " messages: [\n", - " HumanMessage {\n", - " \"content\": \"You are an assistant for question-answering tasks. Use the following pieces of retrieved context to answer the question. If you don't know the answer, just say that you don't know. Use three sentences maximum and keep the answer concise.\\nQuestion: filler question \\nContext: filler context \\nAnswer:\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {}\n", - " }\n", - " ]\n", - "}\n" - ] - } - ], - "source": [ - "const exampleMessages = await ragPrompt.invoke({ context: \"filler context\", question: \"filler question\" });\n", - "exampleMessages" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "Total characters: 22360\n" + ] + } + ], + "source": [ + "import \"cheerio\";\n", + "import { CheerioWebBaseLoader } from \"@langchain/community/document_loaders/web/cheerio\";\n", + "\n", + "const pTagSelector = \"p\";\n", + "const cheerioLoader = new CheerioWebBaseLoader(\n", + " \"https://lilianweng.github.io/posts/2023-06-23-agent/\",\n", + " {\n", + " selector: pTagSelector\n", + " }\n", + ");\n", + "\n", + "const docs = await cheerioLoader.load();\n", + "\n", + "console.assert(docs.length === 1);\n", + "console.log(`Total characters: ${docs[0].pageContent.length}`);" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3305194a-5fde-45af-ab30-ff8c9a70b123", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "You are an assistant for question-answering tasks. Use the following pieces of retrieved context to answer the question. If you don't know the answer, just say that you don't know. Use three sentences maximum and keep the answer concise.\n", - "Question: filler question \n", - "Context: filler context \n", - "Answer:\n" - ] - } - ], - "source": [ - "console.log(exampleMessages.messages[0].content);" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "Building agents with LLM (large language model) as its core controller is a cool concept. Several proof-of-concepts demos, such as AutoGPT, GPT-Engineer and BabyAGI, serve as inspiring examples. The potentiality of LLM extends beyond generating well-written copies, stories, essays and programs; it can be framed as a powerful general problem solver.In a LLM-powered autonomous agent system, LLM functions as the agent’s brain, complemented by several key components:A complicated task usually involv\n" + ] + } + ], + "source": [ + "console.log(docs[0].pageContent.slice(0, 500));" + ] + }, + { + "cell_type": "markdown", + "id": "e6f11795-e19f-4697-bc6e-6d477355a1cd", + "metadata": {}, + "source": [ + "#### Go deeper\n", + "\n", + "`DocumentLoader`: Class that loads data from a source as list of Documents.\n", + "\n", + "- [Docs](/docs/concepts/document_loaders): Detailed documentation on how to use\n", + "- [Integrations](/docs/integrations/document_loaders/)\n", + "- [Interface](https:/api.js.langchain.com/classes/langchain.document_loaders_base.BaseDocumentLoader.html): API reference for the base interface.\n", + "\n", + "### Splitting documents\n", + "\n", + "Our loaded document is over 42k characters which is too long to fit\n", + "into the context window of many models. Even for those models that could\n", + "fit the full post in their context window, models can struggle to find\n", + "information in very long inputs.\n", + "\n", + "To handle this we’ll split the `Document` into chunks for embedding and\n", + "vector storage. This should help us retrieve only the most relevant parts\n", + "of the blog post at run time.\n", + "\n", + "As in the [semantic search tutorial](/docs/tutorials/retrievers), we use a\n", + "[RecursiveCharacterTextSplitter](/docs/how_to/recursive_text_splitter),\n", + "which will recursively split the document using common separators like\n", + "new lines until each chunk is the appropriate size. This is the\n", + "recommended text splitter for generic text use cases." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "4870cbe1-9cf4-4ba2-a759-b2f3fcb4c677", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We’ll use [LangChain Expression Language (LCEL)](/docs/how_to/#langchain-expression-language-lcel) to define the chain, allowing us to - pipe together components and functions in a transparent way - automatically trace our chain in LangSmith - get streaming, async, and batched calling out of the box" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "Split blog post into 29 sub-documents.\n" + ] + } + ], + "source": [ + "import { RecursiveCharacterTextSplitter } from \"@langchain/textsplitters\";\n", + "\n", + "const splitter = new RecursiveCharacterTextSplitter({\n", + " chunkSize: 1000, chunkOverlap: 200\n", + "});\n", + "const allSplits = await splitter.splitDocuments(docs);\n", + "console.log(`Split blog post into ${allSplits.length} sub-documents.`);" + ] + }, + { + "cell_type": "markdown", + "id": "f5193e01-6cf1-45b9-9ba5-38caf75162a6", + "metadata": {}, + "source": [ + "#### Go deeper\n", + "\n", + "`TextSplitter`: Object that splits a list of `Document`s into smaller chunks. Subclass of `DocumentTransformers`.\n", + "- Explore `Context-aware splitters`, which keep the location (“context”) of each split in the original `Document`: - [Markdown files](/docs/how_to/code_splitter/#markdown) - [Code](/docs/how_to/code_splitter/) (15+ langs) - [Interface](https://api.js.langchain.com/classes/langchain_textsplitters.TextSplitter.html): API reference for the base interface.\n", + "\n", + "`DocumentTransformer`: Object that performs a transformation on a list of `Document`s. - Docs: Detailed documentation on how to use `DocumentTransformer`s - [Integrations](/docs/integrations/document_transformers) - [Interface](https://api.js.langchain.com/classes/langchain_core.documents.BaseDocumentTransformer.html): API reference for the base interface.\n", + "\n", + "### Storing documents\n", + "\n", + "Now we need to index our 66 text chunks so that we can search over them\n", + "at runtime. Following the [semantic search tutorial](/docs/tutorials/retrievers),\n", + "our approach is to [embed](/docs/concepts/embedding_models/) the contents of each document split and insert these embeddings\n", + "into a [vector store](/docs/concepts/vectorstores/). Given an input query, we can then use\n", + "vector search to retrieve relevant documents.\n", + "\n", + "We can embed and store all of our document splits in a single command\n", + "using the vector store and embeddings model selected at the [start of the tutorial](/docs/tutorials/rag/#components)." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3c3ded19-9bcb-46fe-936c-a65a17499b31", + "metadata": {}, + "outputs": [], + "source": [ + "await vectorStore.addDocuments(allSplits)" + ] + }, + { + "cell_type": "markdown", + "id": "57666234-a5b3-4abc-b079-755241bb2b98", + "metadata": {}, + "source": [ + "#### Go deeper\n", + "\n", + "`Embeddings`: Wrapper around a text embedding model, used for converting text to embeddings. - [Docs](/docs/concepts/embedding_models): Detailed documentation on how to use embeddings. - [Integrations](/docs/integrations/text_embedding): 30+ integrations to choose from. - [Interface](https://api.js.langchain.com/classes/langchain_core.embeddings.Embeddings.html): API reference for the base interface.\n", + "\n", + "`VectorStore`: Wrapper around a vector database, used for storing and querying embeddings. - [Docs](/docs/concepts/vectorstores): Detailed documentation on how to use vector stores. - [Integrations](/docs/integrations/vectorstores): 40+ integrations to choose from. - [Interface](https://api.js.langchain.com/classes/langchain_core.vectorstores.VectorStore.html): API reference for the base interface.\n", + "\n", + "This completes the **Indexing** portion of the pipeline. At this point we have a query-able vector store containing the chunked contents of our blog post. Given a user question, we should ideally be able to return the snippets of the blog post that answer the question." + ] + }, + { + "cell_type": "markdown", + "id": "72a8a4be-5214-412b-b807-efde1e201a8f", + "metadata": {}, + "source": [ + "## 2. Retrieval and Generation {#orchestration}\n", + "\n", + "Now let’s write the actual application logic. We want to create a simple\n", + "application that takes a user question, searches for documents relevant\n", + "to that question, passes the retrieved documents and initial question to\n", + "a model, and returns an answer.\n", + "\n", + "For generation, we will use the chat model selected at the [start of the tutorial](/docs/tutorials/rag/#components).\n", + "\n", + "We’ll use a prompt for RAG that is checked into the LangChain prompt hub\n", + "([here](https://smith.langchain.com/hub/rlm/rag-prompt))." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "6d833d29-4b51-4320-ad3b-ac6b5d5348de", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "import { StringOutputParser } from \"@langchain/core/output_parsers\";\n", - "import { RunnablePassthrough, RunnableSequence } from \"@langchain/core/runnables\";\n", - "import { formatDocumentsAsString } from \"langchain/util/document\";\n", - "\n", - "const runnableRagChain = RunnableSequence.from([\n", - " {\n", - " context: vectorStoreRetriever.pipe(formatDocumentsAsString),\n", - " question: new RunnablePassthrough(),\n", - " },\n", - " ragPrompt,\n", - " llm,\n", - " new StringOutputParser(),\n", - "]);" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "You are an assistant for question-answering tasks. Use the following pieces of retrieved context to answer the question. If you don't know the answer, just say that you don't know. Use three sentences maximum and keep the answer concise.\n", + "Question: (question goes here) \n", + "Context: (context goes here) \n", + "Answer:\n" + ] + } + ], + "source": [ + "import { pull } from \"langchain/hub\";\n", + "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", + "\n", + "const promptTemplate = await pull(\"rlm/rag-prompt\");\n", + "\n", + "// Example:\n", + "const example_prompt = await promptTemplate.invoke(\n", + " { context: \"(context goes here)\", question: \"(question goes here)\" }\n", + ")\n", + "const example_messages = example_prompt.messages\n", + "\n", + "console.assert(example_messages.length === 1);\n", + "example_messages[0].content" + ] + }, + { + "cell_type": "markdown", + "id": "77dfe84d-cc19-4227-bee4-56b69508ab11", + "metadata": {}, + "source": [ + "We'll use [LangGraph](https://langchain-ai.github.io/langgraphjs/) to tie together the retrieval and generation steps into a single application. This will bring a number of benefits:\n", + "\n", + "- We can define our application logic once and automatically support multiple invocation modes, including streaming, async, and batched calls.\n", + "- We get streamlined deployments via [LangGraph Platform](https://langchain-ai.github.io/langgraphjs/concepts/langgraph_platform/).\n", + "- LangSmith will automatically trace the steps of our application together.\n", + "- We can easily add key features to our application, including [persistence](https://langchain-ai.github.io/langgraphjs/concepts/persistence/) and [human-in-the-loop approval](https://langchain-ai.github.io/langgraphjs/concepts/human_in_the_loop/), with minimal code changes.\n", + "\n", + "To use LangGraph, we need to define three things:\n", + "\n", + "1. The state of our application;\n", + "2. The nodes of our application (i.e., application steps);\n", + "3. The \"control flow\" of our application (e.g., the ordering of the steps).\n", + "\n", + "#### State:\n", + "\n", + "The [state](https://langchain-ai.github.io/langgraphjs/concepts/low_level/#state) of our application controls what data is input to the application, transferred between steps, and output by the application.\n", + "\n", + "For a simple RAG application, we can just keep track of the input question, retrieved context, and generated answer:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6b765f77-f820-485c-a8a2-af744dc7426b", + "metadata": {}, + "outputs": [], + "source": [ + "import { Document } from \"@langchain/core/documents\";\n", + "import { Annotation } from \"@langchain/langgraph\";\n", + "\n", + "\n", + "const InputStateAnnotation = Annotation.Root({\n", + " question: Annotation,\n", + "});\n", + "\n", + "\n", + "const StateAnnotation = Annotation.Root({\n", + " question: Annotation,\n", + " context: Annotation,\n", + " answer: Annotation,\n", + "});" + ] + }, + { + "cell_type": "markdown", + "id": "77868d9a-892f-4b2c-b706-850f96b4464f", + "metadata": {}, + "source": [ + "#### Nodes (application steps)\n", + "\n", + "Let's start with a simple sequence of two steps: retrieval and generation." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "7cc48297-f9db-421b-b4b7-6d1bb9dc7931", + "metadata": {}, + "outputs": [], + "source": [ + "const retrieve = async (state: typeof InputStateAnnotation.State) => {\n", + " const retrievedDocs = await vectorStore.similaritySearch(state.question)\n", + " return { context: retrievedDocs };\n", + "};\n", + "\n", + "\n", + "// const generate = async (state: typeof StateAnnotation.State) => {\n", + "// const docsContent = state.context.map(doc => doc.pageContent).join(\"\\n\");\n", + "// const messages = await promptTemplate.invoke({ question: state.question, context: docsContent });\n", + "// const response = await llm.invoke(messages);\n", + "// return { answer: response.content };\n", + "// };\n", + "\n", + "\n", + "import { concat } from \"@langchain/core/utils/stream\";\n", + "const generate = async (state: typeof StateAnnotation.State) => {\n", + " const docsContent = state.context.map(doc => doc.pageContent).join(\"\\n\");\n", + " const messages = await promptTemplate.invoke({ question: state.question, context: docsContent });\n", + " const stream = await llm.stream(messages);\n", + " let gathered = undefined;\n", + " for await (const chunk of stream) {\n", + " gathered = gathered !== undefined ? concat(gathered, chunk) : chunk;\n", + " }\n", + " return { answer: gathered.content };\n", + "};" + ] + }, + { + "cell_type": "markdown", + "id": "d1ac9dc3-d73d-48c3-be05-4b60e0b8bc17", + "metadata": {}, + "source": [ + "Our retrieval step simply runs a similarity search using the input question, and the generation step formats the retrieved context and original question into a prompt for the chat model.\n", + "\n", + "#### Control flow\n", + "\n", + "Finally, we compile our application into a single `graph` object. In this case, we are just connecting the retrieval and generation steps into a single sequence." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9da732c0-7d35-467e-b0d3-16ab73a47766", + "metadata": {}, + "outputs": [], + "source": [ + "import { StateGraph } from \"@langchain/langgraph\";\n", + "\n", + "const graph = new StateGraph({\n", + " input: InputStateAnnotation,\n", + " output: StateAnnotation,\n", + " stateSchema: StateAnnotation,\n", + "})\n", + " .addNode(\"retrieve\", retrieve)\n", + " .addNode(\"generate\", generate)\n", + " .addEdge(\"__start__\", \"retrieve\")\n", + " .addEdge(\"retrieve\", \"generate\")\n", + " .addEdge(\"generate\", \"__end__\")\n", + " .compile();" + ] + }, + { + "cell_type": "markdown", + "id": "187ef85e-0659-4a19-a153-40876f3aa452", + "metadata": {}, + "source": [ + "LangGraph also comes with built-in utilities for visualizing the control flow of your application:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "b7c6a7ec-d95b-4374-bf16-f999963169f5", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Task\n", - " decomposition\n", - " is\n", - " the\n", - " process\n", - " of\n", - " breaking\n", - " down\n", - " hard\n", - " tasks\n", - " into\n", - " smaller\n", - " and\n", - " simpler\n", - " steps\n", - ".\n", - " Co\n", - "T\n", - " and\n", - " Tree\n", - " of\n", - " Thoughts\n", - " are\n", - " techniques\n", - " that\n", - " transform\n", - " big\n", - " tasks\n", - " into\n", - " multiple\n", - " manageable\n", - " tasks\n", - " by\n", - " exploring\n", - " multiple\n", - " reasoning\n", - " possibilities\n", - " at\n", - " each\n", - " step\n", - ".\n", - " Task\n", - " decomposition\n", - " can\n", - " be\n", - " done\n", - " through\n", - " various\n", - " methods\n", - " such\n", - " as\n", - " using\n", - " L\n", - "LM\n", - " with\n", - " simple\n", - " prompting\n", - ",\n", - " task\n", - "-specific\n", - " instructions\n", - ",\n", - " or\n", - " human\n", - " inputs\n", - ".\n", - "\n", - "\n" - ] - } - ], - "source": [ - "for await (const chunk of await runnableRagChain.stream(\"What is task decomposition?\")) {\n", - " console.log(chunk);\n", - "}" - ] - }, + "data": { + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "// Note: tslab only works inside a jupyter notebook. Don't worry about running this code yourself!\n", + "import * as tslab from \"tslab\";\n", + "\n", + "const image = await graph.getGraph().drawMermaidPng();\n", + "const arrayBuffer = await image.arrayBuffer();\n", + "\n", + "await tslab.display.png(new Uint8Array(arrayBuffer));" + ] + }, + { + "cell_type": "markdown", + "id": "31f7dc4d-cac8-4be9-b44c-df097dc28c81", + "metadata": {}, + "source": [ + "
\n", + "Do I need to use LangGraph?\n", + "\n", + "LangGraph is not required to build a RAG application. Indeed, we can implement the same application logic through invocations of the individual components:\n", + "\n", + "```javascript\n", + "let question = \"...\"\n", + "\n", + "const retrievedDocs = await vectorStore.similaritySearch(question)\n", + "const docsContent = retrievedDocs.map(doc => doc.pageContent).join(\"\\n\");\n", + "const messages = await promptTemplate.invoke({ question: question, context: docsContent });\n", + "const answer = await llm.invoke(messages);\n", + "```\n", + "\n", + "The benefits of LangGraph include:\n", + "\n", + "- Support for multiple invocation modes: this logic would need to be rewritten if we wanted to stream output tokens, or stream the results of individual steps;\n", + "- Automatic support for tracing via [LangSmith](https://docs.smith.langchain.com/) and deployments via [LangGraph Platform](https://langchain-ai.github.io/langgraphjs/concepts/langgraph_platform/);\n", + "- Support for persistence, human-in-the-loop, and other features.\n", + "\n", + "Many use-cases demand RAG in a conversational experience, such that a user can receive context-informed answers via a stateful conversation. As we will see in [Part 2](/docs/tutorials/qa_chat_history) of the tutorial, LangGraph's management and persistence of state simplifies these applications enormously.\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "eee9c057-5a08-46a3-8c7d-6a314d1e777d", + "metadata": {}, + "source": [ + "#### Usage\n", + "\n", + "Let's test our application! LangGraph supports multiple invocation modes, including sync, async, and streaming.\n", + "\n", + "Invoke:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "256c6ff8-a9a2-4cad-bf70-ede30cc69137", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Checkout the LangSmith trace [here](https://smith.langchain.com/public/6f89b333-de55-4ac2-9d93-ea32d41c9e71/r)" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "[\n", + " Document {\n", + " pageContent: \u001b[32m'hard tasks into smaller and simpler steps. CoT transforms big tasks into multiple manageable tasks and shed lights into an interpretation of the model’s thinking process.Tree of Thoughts (Yao et al. 2023) extends CoT by exploring multiple reasoning possibilities at each step. It first decomposes the problem into multiple thought steps and generates multiple thoughts per step, creating a tree structure. The search process can be BFS (breadth-first search) or DFS (depth-first search) with each state evaluated by a classifier (via a prompt) or majority vote.Task decomposition can be done (1) by LLM with simple prompting like \"Steps for XYZ.\\\\n1.\", \"What are the subgoals for achieving XYZ?\", (2) by using task-specific instructions; e.g. \"Write a story outline.\" for writing a novel, or (3) with human inputs.Another quite distinct approach, LLM+P (Liu et al. 2023), involves relying on an external classical planner to do long-horizon planning. This approach utilizes the Planning Domain'\u001b[39m,\n", + " metadata: {\n", + " source: \u001b[32m'https://lilianweng.github.io/posts/2023-06-23-agent/'\u001b[39m,\n", + " loc: \u001b[36m[Object]\u001b[39m\n", + " },\n", + " id: \u001b[90mundefined\u001b[39m\n", + " },\n", + " Document {\n", + " pageContent: \u001b[32m'Building agents with LLM (large language model) as its core controller is a cool concept. Several proof-of-concepts demos, such as AutoGPT, GPT-Engineer and BabyAGI, serve as inspiring examples. The potentiality of LLM extends beyond generating well-written copies, stories, essays and programs; it can be framed as a powerful general problem solver.In a LLM-powered autonomous agent system, LLM functions as the agent’s brain, complemented by several key components:A complicated task usually involves many steps. An agent needs to know what they are and plan ahead.Chain of thought (CoT; Wei et al. 2022) has become a standard prompting technique for enhancing model performance on complex tasks. The model is instructed to “think step by step” to utilize more test-time computation to decompose hard tasks into smaller and simpler steps. CoT transforms big tasks into multiple manageable tasks and shed lights into an interpretation of the model’s thinking process.Tree of Thoughts (Yao et al.'\u001b[39m,\n", + " metadata: {\n", + " source: \u001b[32m'https://lilianweng.github.io/posts/2023-06-23-agent/'\u001b[39m,\n", + " loc: \u001b[36m[Object]\u001b[39m\n", + " },\n", + " id: \u001b[90mundefined\u001b[39m\n", + " }\n", + "]\n", + "\n", + "Answer: Task decomposition is the process of breaking down complex tasks into smaller, more manageable steps. This can be achieved through various methods, including prompting large language models (LLMs) or using task-specific instructions. Techniques like Chain of Thought (CoT) and Tree of Thoughts further enhance this process by structuring reasoning and exploring multiple possibilities at each step.\n" + ] + } + ], + "source": [ + "let inputs = { question: \"What is Task Decomposition?\" };\n", + "\n", + "const result = await graph.invoke(inputs);\n", + "console.log(result.context.slice(0, 2));\n", + "console.log(`\\nAnswer: ${result[\"answer\"]}`);" + ] + }, + { + "cell_type": "markdown", + "id": "4ef88f30-40ca-476b-808d-794cb72d401f", + "metadata": {}, + "source": [ + "Stream steps:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5ba9b967-19b6-409a-9a7f-b96a36d0cef9", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Go deeper\n", - "\n", - "#### Choosing a model\n", - "`ChatModel`: An LLM-backed chat model. Takes in a sequence of messages and returns a message. - [Docs](/docs/concepts/chat_models): Detailed documentation on - [Integrations](/docs/integrations/chat/): 25+ integrations to choose from. - [Interface](https://api.js.langchain.com/classes/langchain_core.language_models_chat_models.BaseChatModel.html): API reference for the base interface.\n", - "\n", - "`LLM`: A text-in-text-out LLM. Takes in a string and returns a string. - [Docs](/docs/concepts/text_llms) - [Integrations](/docs/integrations/llms/): 75+ integrations to choose from. - [Interface](https://api.js.langchain.com/classes/langchain_core.language_models_llms.BaseLLM.html): API reference for the base interface.\n", - "\n", - "See a guide on RAG with locally-running models [here](/docs/tutorials/local_rag/).\n", - "\n", - "#### Customizing the prompt\n", - "\n", - "As shown above, we can load prompts (e.g., [this RAG prompt](https://smith.langchain.com/hub/rlm/rag-prompt?organizationId=9213bdc8-a184-442b-901a-cd86ebf8ca6f)) from the prompt hub. The prompt can also be easily customized:" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "{ question: \u001b[32m'What is Task Decomposition?'\u001b[39m }\n", + "\n", + "====\n", + "\n", + "{\n", + " retrieve: { context: [ \u001b[36m[Document]\u001b[39m, \u001b[36m[Document]\u001b[39m, \u001b[36m[Document]\u001b[39m, \u001b[36m[Document]\u001b[39m ] }\n", + "}\n", + "\n", + "====\n", + "\n", + "{\n", + " generate: {\n", + " answer: \u001b[32m'Task decomposition is the process of breaking down complex tasks into smaller, more manageable steps. This can be achieved through various methods, including prompting large language models (LLMs) or using task-specific instructions. Techniques like Chain of Thought (CoT) and Tree of Thoughts further enhance this process by structuring reasoning and exploring multiple possibilities at each step.'\u001b[39m\n", + " }\n", + "}\n", + "\n", + "====\n", + "\n" + ] + } + ], + "source": [ + "console.log(inputs)\n", + "console.log(\"\\n====\\n\");\n", + "for await (\n", + " const chunk of await graph.stream(inputs, {\n", + " streamMode: \"updates\",\n", + " })\n", + ") {\n", + " console.log(chunk);\n", + " console.log(\"\\n====\\n\");\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "f860142d-d50b-4526-a03f-a59a763117fe", + "metadata": {}, + "source": [ + "Stream [tokens](/docs/concepts/tokens/):" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "28625cc3-0f77-4143-af51-ce0fd6682120", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Task decomposition is the process of breaking down a complex task into smaller and more manageable steps. This can be done through various methods such as using prompting, task-specific instructions, or human inputs. Thanks for asking!\n" - ] - } - ], - "source": [ - "import { PromptTemplate } from \"@langchain/core/prompts\";\n", - "import { createStuffDocumentsChain } from \"langchain/chains/combine_documents\";\n", - "\n", - "const customTemplate = `Use the following pieces of context to answer the question at the end.\n", - "If you don't know the answer, just say that you don't know, don't try to make up an answer.\n", - "Use three sentences maximum and keep the answer as concise as possible.\n", - "Always say \"thanks for asking!\" at the end of the answer.\n", - "\n", - "{context}\n", - "\n", - "Question: {question}\n", - "\n", - "Helpful Answer:`;\n", - "\n", - "const customRagPrompt = PromptTemplate.fromTemplate(customTemplate);\n", - "\n", - "const customRagChain = await createStuffDocumentsChain({\n", - " llm: llm,\n", - " prompt: customRagPrompt,\n", - " outputParser: new StringOutputParser(),\n", - "})\n", - "const context = await vectorStoreRetriever.invoke(\"what is task decomposition\");\n", - "\n", - "await customRagChain.invoke({\n", - " question: \"What is Task Decomposition?\",\n", - " context,\n", - "});" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "|Task| decomposition| is| the| process| of| breaking| down| complex| tasks| into| smaller|,| more| manageable| steps|.| This| can| be| achieved| through| techniques| like| Chain| of| Thought| (|Co|T|),| which| guides| models| to| think| step| by| step|,| or| by| using| specific| prompts| and| human| inputs|.| The| Tree| of| Thoughts| approach| further| enhances| this| by| exploring| multiple| reasoning| possibilities| at| each| step|,| creating| a| structured| tree| of| thoughts|.||" + ] + } + ], + "source": [ + "const stream = await graph.stream(\n", + " inputs,\n", + " { streamMode: \"messages\" },\n", + ");\n", + "\n", + "for await (const [message, _metadata] of stream) {\n", + " process.stdout.write(message.content + \"|\");\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "406534d4-66a3-4c27-b277-2bd2f5930cf5", + "metadata": {}, + "source": [ + "#### Returning sources\n", + "\n", + "Note that by storing the retrieved context in the state of the graph, we recover sources for the model's generated answer in the `\"context\"` field of the state. See [this guide](/docs/how_to/qa_sources/) on returning sources for more detail.\n", + "\n", + "#### Go deeper\n", + "\n", + "[Chat models](/docs/concepts/chat_models) take in a sequence of messages and return a message.\n", + "\n", + "- [Docs](/docs/how_to#chat-models)\n", + "- [Integrations](/docs/integrations/chat/): 25+ integrations to choose from.\n", + "\n", + "**Customizing the prompt**\n", + "\n", + "As shown above, we can load prompts (e.g., [this RAG\n", + "prompt](https://smith.langchain.com/hub/rlm/rag-prompt)) from the prompt\n", + "hub. The prompt can also be easily customized. For example:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "93d03690-c858-4891-8ecd-62d6e12a7929", + "metadata": {}, + "outputs": [], + "source": [ + "const template = `Use the following pieces of context to answer the question at the end.\n", + "If you don't know the answer, just say that you don't know, don't try to make up an answer.\n", + "Use three sentences maximum and keep the answer as concise as possible.\n", + "Always say \"thanks for asking!\" at the end of the answer.\n", + "\n", + "{context}\n", + "\n", + "Question: {question}\n", + "\n", + "Helpful Answer:`\n", + "\n", + "const promptTemplate = ChatPromptTemplate.fromMessages(\n", + " [\n", + " [\"user\", template]\n", + " ]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "217cf819-da76-4595-8f75-33f931f1f92a", + "metadata": {}, + "source": [ + "## Query analysis\n", + "\n", + "So far, we are executing the retrieval using the raw input query. However, there are some advantages to allowing a model to generate the query for retrieval purposes. For example:\n", + "\n", + "- In addition to semantic search, we can build in structured filters (e.g., \"Find documents since the year 2020.\");\n", + "- The model can rewrite user queries, which may be multifaceted or include irrelevant language, into more effective search queries.\n", + "\n", + "[Query analysis](/docs/concepts/retrieval/#query-analysis) employs models to transform or construct optimized search queries from raw user input. We can easily incorporate a query analysis step into our application. For illustrative purposes, let's add some metadata to the documents in our vector store. We will add some (contrived) sections to the document which we can filter on later." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "ecf61ed5-6f2e-4b99-a43c-0590336ec2c3", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Checkout the LangSmith trace [here](https://smith.langchain.com/public/47ef2e53-acec-4b74-acdc-e0ea64088279/r)" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "{\n", + " source: \u001b[32m'https://lilianweng.github.io/posts/2023-06-23-agent/'\u001b[39m,\n", + " loc: { lines: { from: \u001b[33m1\u001b[39m, to: \u001b[33m1\u001b[39m } },\n", + " section: \u001b[32m'beginning'\u001b[39m\n", + "}\n" + ] + } + ], + "source": [ + "const totalDocuments = allSplits.length;\n", + "const third = Math.floor(totalDocuments / 3);\n", + "\n", + "allSplits.forEach((document, i) => {\n", + " if (i < third) {\n", + " document.metadata[\"section\"] = \"beginning\";\n", + " } else if (i < 2 * third) {\n", + " document.metadata[\"section\"] = \"middle\";\n", + " } else {\n", + " document.metadata[\"section\"] = \"end\";\n", + " }\n", + "});\n", + "\n", + "allSplits[0].metadata;" + ] + }, + { + "cell_type": "markdown", + "id": "114878bd-a334-41ed-8013-ec4ce0a9112b", + "metadata": {}, + "source": [ + "We will need to update the documents in our vector store. We will use a simple [MemoryVectorStore](https://api.js.langchain.com/classes/langchain.vectorstores_memory.MemoryVectorStore.html) for this, as we will use some of its specific features (i.e., metadata filtering). Refer to the vector store [integration documentation](/docs/integrations/vectorstores/) for relevant features of your chosen vector store." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "5daf62fd-4086-49ad-8b3a-514c4fa214ea", + "metadata": {}, + "outputs": [], + "source": [ + "import { MemoryVectorStore } from \"langchain/vectorstores/memory\";\n", + "\n", + "const vectorStoreQA = new MemoryVectorStore(embeddings);\n", + "await vectorStoreQA.addDocuments(allSplits)" + ] + }, + { + "cell_type": "markdown", + "id": "45e561ad-1193-48ae-8487-7d29cb04e312", + "metadata": {}, + "source": [ + "Let's next define a schema for our search query. We will use [structured output](/docs/concepts/structured_outputs/) for this purpose. Here we define a query as containing a string query and a document section (either \"beginning\", \"middle\", or \"end\"), but this can be defined however you like." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "89a6f638-d57e-4ae9-aa7b-18549a09e32a", + "metadata": {}, + "outputs": [], + "source": [ + "type Search = {\n", + " query: string;\n", + " section: string;\n", + "};\n", + "\n", + "\n", + "const structuredLlm = llm.withStructuredOutput({\n", + " name: \"Search\",\n", + " description: \"Search query.\",\n", + " parameters: {\n", + " title: \"Search\",\n", + " type: \"object\",\n", + " properties: {\n", + " query: { type: \"string\", description: \"Search query to run.\" },\n", + " section: { \n", + " enum: [\"beginning\", \"middle\", \"end\"],\n", + " type: \"string\",\n", + " description: \"Section to query.\"\n", + " },\n", + " },\n", + " required: [\"query\", \"section\"],\n", + " },\n", + "});" + ] + }, + { + "cell_type": "markdown", + "id": "c908874d-d5d2-4f81-95ad-5fa0295ff6c8", + "metadata": {}, + "source": [ + "Finally, we add a step to our LangGraph application to generate a query from the user's raw input:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "afdbe4e7-b1e1-41ff-9c9e-0194ebd73049", + "metadata": {}, + "outputs": [], + "source": [ + "const StateAnnotationQA = Annotation.Root({\n", + " question: Annotation,\n", + " // highlight-start\n", + " search: Annotation,\n", + " // highlight-end\n", + " context: Annotation,\n", + " answer: Annotation,\n", + "});\n", + "\n", + "\n", + "// highlight-start\n", + "const analyzeQuery = async (state: typeof InputStateAnnotation.State) => {\n", + " const result = await structuredLlm.invoke(state.question)\n", + " // return { query: result.query, section: result.section };\n", + " return { search: result }\n", + "};\n", + "// highlight-end\n", + "\n", + "\n", + "const retrieveQA = async (state: typeof StateAnnotationQA.State) => {\n", + " // highlight-start\n", + " const filter = (doc) => doc.metadata.section === state.search.section;\n", + " const retrievedDocs = await vectorStore.similaritySearch(\n", + " state.search.query,\n", + " 2,\n", + " filter\n", + " )\n", + " // highlight-end\n", + " return { context: retrievedDocs };\n", + "};\n", + "\n", + "\n", + "const generateQA = async (state: typeof StateAnnotationQA.State) => {\n", + " const docsContent = state.context.map(doc => doc.pageContent).join(\"\\n\");\n", + " const messages = await promptTemplate.invoke({ question: state.question, context: docsContent });\n", + " const response = await llm.invoke(messages);\n", + " return { answer: response.content };\n", + "};\n", + "\n", + "\n", + "\n", + "const graphQA = new StateGraph({\n", + " input: InputStateAnnotation,\n", + " output: StateAnnotationQA,\n", + " stateSchema: StateAnnotationQA,\n", + "})\n", + " .addNode(\"analyzeQuery\", analyzeQuery)\n", + " .addNode(\"retrieveQA\", retrieveQA)\n", + " .addNode(\"generateQA\", generateQA)\n", + " .addEdge(\"__start__\", \"analyzeQuery\")\n", + " .addEdge(\"analyzeQuery\", \"retrieveQA\")\n", + " .addEdge(\"retrieveQA\", \"generateQA\")\n", + " .addEdge(\"generateQA\", \"__end__\")\n", + " .compile();" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "8c19ac72-9ab7-4b95-a1ba-d6d5fb67a48b", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Next steps\n", - "\n", - "That’s a lot of content we’ve covered in a short amount of time. There’s plenty of features, integrations, and extensions to explore in each of the above sections. Along from the Go deeper sources mentioned above, good next steps include:\n", - "\n", - "- [Return sources](/docs/how_to/qa_sources/): Learn how to return source documents\n", - "- [Streaming](/docs/how_to/qa_streaming/): Learn how to stream outputs and intermediate steps\n", - "- [Add chat history](/docs/how_to/qa_chat_history_how_to/): Learn how to add chat history to your app\n", - "- [Retrieval conceptual guide](/docs/concepts/retrieval): A high-level overview of specific retrieval techniques" - ] + "data": { + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" } - ], - "metadata": { - "kernelspec": { - "display_name": "TypeScript", - "language": "typescript", - "name": "tslab" - }, - "language_info": { - "codemirror_mode": { - "mode": "typescript", - "name": "javascript", - "typescript": true - }, - "file_extension": ".ts", - "mimetype": "text/typescript", - "name": "typescript", - "version": "3.7.2" + ], + "source": [ + "// Note: tslab only works inside a jupyter notebook. Don't worry about running this code yourself!\n", + "import * as tslab from \"tslab\";\n", + "\n", + "const imageQA = await graphQA.getGraph().drawMermaidPng();\n", + "const arrayBufferQA = await imageQA.arrayBuffer();\n", + "\n", + "await tslab.display.png(new Uint8Array(arrayBufferQA));" + ] + }, + { + "cell_type": "markdown", + "id": "653cf8dc-a201-43ea-9965-02fcfd2fc316", + "metadata": {}, + "source": [ + "We can test our implementation by specifically asking for context from the end of the post. Note that the model includes different information in its answer." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "ecb5f0d6-dcda-4929-ac72-d534d547a426", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\n", + " question: \u001b[32m'What does the end of the post say about Task Decomposition?'\u001b[39m\n", + "}\n", + "\n", + "====\n", + "\n", + "{\n", + " analyzeQuery: { search: { query: \u001b[32m'Task Decomposition'\u001b[39m, section: \u001b[32m'end'\u001b[39m } }\n", + "}\n", + "\n", + "====\n", + "\n", + "{ retrieveQA: { context: [ \u001b[36m[Document]\u001b[39m, \u001b[36m[Document]\u001b[39m ] } }\n", + "\n", + "====\n", + "\n", + "{\n", + " generateQA: {\n", + " answer: \u001b[32m'The end of the post emphasizes the importance of task decomposition by outlining a structured approach to organizing code into separate files and functions. It highlights the need for clarity and compatibility among different components, ensuring that each part of the architecture is well-defined and functional. This methodical breakdown aids in maintaining best practices and enhances code readability and manageability.'\u001b[39m\n", + " }\n", + "}\n", + "\n", + "====\n", + "\n" + ] } + ], + "source": [ + "let inputsQA = { question: \"What does the end of the post say about Task Decomposition?\" };\n", + "\n", + "console.log(inputsQA)\n", + "console.log(\"\\n====\\n\");\n", + "for await (\n", + " const chunk of await graphQA.stream(inputsQA, {\n", + " streamMode: \"updates\",\n", + " })\n", + ") {\n", + " console.log(chunk);\n", + " console.log(\"\\n====\\n\");\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "5875a48a-c849-4da9-99e0-558b04884fb0", + "metadata": {}, + "source": [ + "In both the streamed steps and the [LangSmith trace](https://smith.langchain.com/public/8ff4742c-a5d4-41b2-adf9-22915a876a30/r), we can now observe the structured query that was fed into the retrieval step.\n", + "\n", + "Query Analysis is a rich problem with a wide range of approaches. Refer to the [how-to guides](/docs/how_to/#query-analysis) for more examples." + ] + }, + { + "cell_type": "markdown", + "id": "82e4d779", + "metadata": {}, + "source": [ + "## Next steps\n", + "\n", + "We've covered the steps to build a basic Q&A app over data:\n", + "\n", + "- Loading data with a [Document Loader](/docs/concepts/document_loaders)\n", + "- Chunking the indexed data with a [Text Splitter](/docs/concepts/text_splitters) to make it more easily usable by a model\n", + "- [Embedding the data](/docs/concepts/embedding_models) and storing the data in a [vectorstore](/docs/how_to/vectorstores)\n", + "- [Retrieving](/docs/concepts/retrievers) the previously stored chunks in response to incoming questions\n", + "- Generating an answer using the retrieved chunks as context.\n", + "\n", + "In [Part 2](/docs/tutorials/qa_chat_history) of the tutorial, we will extend the implementation here to accommodate conversation-style interactions and multi-step retrieval processes.\n", + "\n", + "Further reading:\n", + "\n", + "- [Return sources](/docs/how_to/qa_sources): Learn how to return source documents\n", + "- [Streaming](/docs/how_to/streaming): Learn how to stream outputs and intermediate steps\n", + "- [Add chat history](/docs/how_to/message_history): Learn how to add chat history to your app\n", + "- [Retrieval conceptual guide](/docs/concepts/retrieval): A high-level overview of specific retrieval techniques" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "TypeScript", + "language": "typescript", + "name": "tslab" }, - "nbformat": 4, - "nbformat_minor": 2 -} \ No newline at end of file + "language_info": { + "codemirror_mode": { + "mode": "typescript", + "name": "javascript", + "typescript": true + }, + "file_extension": ".ts", + "mimetype": "text/typescript", + "name": "typescript", + "version": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 36497ec233875a4cba5040c9f774ef59c6bf7918 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 12:06:50 -0500 Subject: [PATCH 10/37] bump lg --- docs/core_docs/package.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/core_docs/package.json b/docs/core_docs/package.json index c89017791bb4..c7713ea96dff 100644 --- a/docs/core_docs/package.json +++ b/docs/core_docs/package.json @@ -50,7 +50,7 @@ }, "devDependencies": { "@babel/eslint-parser": "^7.18.2", - "@langchain/langgraph": "0.2.3", + "@langchain/langgraph": "^0.2.32", "@langchain/scripts": "workspace:*", "@microsoft/fetch-event-source": "^2.0.1", "@swc/core": "^1.3.62", From 2dbf4eab05a696b17a09aae73f048f6e8fff4511 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 12:16:08 -0500 Subject: [PATCH 11/37] update --- docs/core_docs/docs/tutorials/rag.ipynb | 15 ++++++--------- 1 file changed, 6 insertions(+), 9 deletions(-) diff --git a/docs/core_docs/docs/tutorials/rag.ipynb b/docs/core_docs/docs/tutorials/rag.ipynb index e3d25aec0653..4b6889505fc6 100644 --- a/docs/core_docs/docs/tutorials/rag.ipynb +++ b/docs/core_docs/docs/tutorials/rag.ipynb @@ -572,21 +572,18 @@ "metadata": {}, "outputs": [], "source": [ + "import { concat } from \"@langchain/core/utils/stream\";\n", + "\n", "const retrieve = async (state: typeof InputStateAnnotation.State) => {\n", " const retrievedDocs = await vectorStore.similaritySearch(state.question)\n", " return { context: retrievedDocs };\n", "};\n", "\n", "\n", - "// const generate = async (state: typeof StateAnnotation.State) => {\n", - "// const docsContent = state.context.map(doc => doc.pageContent).join(\"\\n\");\n", - "// const messages = await promptTemplate.invoke({ question: state.question, context: docsContent });\n", - "// const response = await llm.invoke(messages);\n", - "// return { answer: response.content };\n", - "// };\n", - "\n", - "\n", - "import { concat } from \"@langchain/core/utils/stream\";\n", + "// Below we stream the output from the LLM. This is to support token-by-token\n", + "// streaming for older versions of @langchain/core. For\n", + "// @langchain/core >= 0.2.3, we can use `llm.invoke` instead.\n", + "// Read more: https://langchain-ai.github.io/langgraphjs/how-tos/stream-tokens/\n", "const generate = async (state: typeof StateAnnotation.State) => {\n", " const docsContent = state.context.map(doc => doc.pageContent).join(\"\\n\");\n", " const messages = await promptTemplate.invoke({ question: state.question, context: docsContent });\n", From 05edaf270dfc27a137ee1367e81ab0de027d6ab0 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 12:29:38 -0500 Subject: [PATCH 12/37] fix --- docs/core_docs/docs/tutorials/retrievers.ipynb | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/docs/core_docs/docs/tutorials/retrievers.ipynb b/docs/core_docs/docs/tutorials/retrievers.ipynb index 9d2f36fb7f5e..7b4d8d712dc5 100644 --- a/docs/core_docs/docs/tutorials/retrievers.ipynb +++ b/docs/core_docs/docs/tutorials/retrievers.ipynb @@ -427,9 +427,9 @@ } ], "source": [ - "const results = await vectorStore.similaritySearch(\"When was Nike incorporated?\")\n", + "const results1 = await vectorStore.similaritySearch(\"When was Nike incorporated?\")\n", "\n", - "results[0]" + "results1[0]" ] }, { @@ -475,11 +475,11 @@ } ], "source": [ - "const results = await vectorStore.similaritySearchWithScore(\n", + "const results2 = await vectorStore.similaritySearchWithScore(\n", " \"What was Nike's revenue in 2023?\"\n", ")\n", "\n", - "results[0]" + "results2[0]" ] }, { @@ -533,11 +533,11 @@ " \"How were Nike's margins impacted in 2023?\"\n", ")\n", "\n", - "const results = await vectorStore.similaritySearchVectorWithScore(\n", + "const results3 = await vectorStore.similaritySearchVectorWithScore(\n", " embedding, 1\n", ")\n", "\n", - "results[0]" + "results3[0]" ] }, { From 1e6a48badb2a6af140c44fccf6f4627a7ef76028 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 12:29:45 -0500 Subject: [PATCH 13/37] Revert "bump lg" This reverts commit 36497ec233875a4cba5040c9f774ef59c6bf7918. --- docs/core_docs/package.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/core_docs/package.json b/docs/core_docs/package.json index c7713ea96dff..c89017791bb4 100644 --- a/docs/core_docs/package.json +++ b/docs/core_docs/package.json @@ -50,7 +50,7 @@ }, "devDependencies": { "@babel/eslint-parser": "^7.18.2", - "@langchain/langgraph": "^0.2.32", + "@langchain/langgraph": "0.2.3", "@langchain/scripts": "workspace:*", "@microsoft/fetch-event-source": "^2.0.1", "@swc/core": "^1.3.62", From 9370542e84cf9fe813abdbfae9e08a2a24ccdd78 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 12:57:50 -0500 Subject: [PATCH 14/37] fix --- .../docs/tutorials/classification.ipynb | 34 +++++++++++-------- .../core_docs/docs/tutorials/extraction.ipynb | 23 +++++++------ docs/core_docs/docs/tutorials/rag.ipynb | 12 +++++-- .../core_docs/docs/tutorials/retrievers.ipynb | 8 +++-- 4 files changed, 47 insertions(+), 30 deletions(-) diff --git a/docs/core_docs/docs/tutorials/classification.ipynb b/docs/core_docs/docs/tutorials/classification.ipynb index cd735fe53f38..98111ea05009 100644 --- a/docs/core_docs/docs/tutorials/classification.ipynb +++ b/docs/core_docs/docs/tutorials/classification.ipynb @@ -118,9 +118,10 @@ } ], "source": [ - "const input = \"Estoy increiblemente contento de haberte conocido! Creo que seremos muy buenos amigos!\"\n", - "const prompt = await taggingPrompt.invoke({ input })\n", - "await llmWihStructuredOutput.invoke(prompt)" + "const prompt1 = await taggingPrompt.invoke({\n", + " input: \"Estoy increiblemente contento de haberte conocido! Creo que seremos muy buenos amigos!\"\n", + "})\n", + "await llmWihStructuredOutput.invoke(prompt1)" ] }, { @@ -168,7 +169,7 @@ "source": [ "import { z } from \"zod\";\n", "\n", - "const classificationSchema = z.object({\n", + "const classificationSchema2 = z.object({\n", " sentiment: z.enum([\"happy\", \"neutral\", \"sad\"]).describe(\"The sentiment of the text\"),\n", " aggressiveness: z.number().int().min(1).max(5).describe(\n", " \"describes how aggressive the statement is, the higher the number the more aggressive\"\n", @@ -184,7 +185,7 @@ "metadata": {}, "outputs": [], "source": [ - "const taggingPrompt = ChatPromptTemplate.fromTemplate(\n", + "const taggingPrompt2 = ChatPromptTemplate.fromTemplate(\n", "`Extract the desired information from the following passage.\n", "\n", "Only extract the properties mentioned in the 'Classification' function.\n", @@ -194,7 +195,7 @@ "`\n", ")\n", "\n", - "const llmWihStructuredOutput = llm.withStructuredOutput(classificationSchema, { name: \"extractor\" })" + "const llmWihStructuredOutput2 = llm.withStructuredOutput(classificationSchema2, { name: \"extractor\" })" ] }, { @@ -220,9 +221,10 @@ } ], "source": [ - "const input = \"Estoy increiblemente contento de haberte conocido! Creo que seremos muy buenos amigos!\"\n", - "const prompt = await taggingPrompt.invoke({ input })\n", - "await llmWihStructuredOutput.invoke(prompt)" + "const prompt2 = await taggingPrompt2.invoke({\n", + " input: \"Estoy increiblemente contento de haberte conocido! Creo que seremos muy buenos amigos!\"\n", + "})\n", + "await llmWihStructuredOutput2.invoke(prompt2)" ] }, { @@ -240,9 +242,10 @@ } ], "source": [ - "const input = \"Estoy muy enojado con vos! Te voy a dar tu merecido!\"\n", - "const prompt = await taggingPrompt.invoke({ input })\n", - "await llmWihStructuredOutput.invoke(prompt)" + "const prompt3 = await taggingPrompt2.invoke({\n", + " input: \"Estoy muy enojado con vos! Te voy a dar tu merecido!\"\n", + "})\n", + "await llmWihStructuredOutput2.invoke(prompt3)" ] }, { @@ -260,9 +263,10 @@ } ], "source": [ - "const input = \"Weather is ok here, I can go outside without much more than a coat\"\n", - "const prompt = await taggingPrompt.invoke({ input })\n", - "await llmWihStructuredOutput.invoke(prompt)" + "const prompt4 = await taggingPrompt2.invoke({\n", + " input: \"Weather is ok here, I can go outside without much more than a coat\"\n", + "})\n", + "await llmWihStructuredOutput2.invoke(prompt4)" ] }, { diff --git a/docs/core_docs/docs/tutorials/extraction.ipynb b/docs/core_docs/docs/tutorials/extraction.ipynb index b315b4d3840b..3b98b2a1cb19 100644 --- a/docs/core_docs/docs/tutorials/extraction.ipynb +++ b/docs/core_docs/docs/tutorials/extraction.ipynb @@ -228,8 +228,9 @@ } ], "source": [ - "const text = \"Alan Smith is 6 feet tall and has blond hair.\"\n", - "const prompt = await promptTemplate.invoke({ text })\n", + "const prompt = await promptTemplate.invoke({\n", + " text: \"Alan Smith is 6 feet tall and has blond hair.\"\n", + "})\n", "await structured_llm.invoke(prompt)" ] }, @@ -266,11 +267,12 @@ } ], "source": [ - "const structured_llm = llm.withStructuredOutput(personSchema, { name: \"person\" })\n", + "const structured_llm2 = llm.withStructuredOutput(personSchema, { name: \"person\" })\n", "\n", - "const text = \"Alan Smith is 6 feet tall and has blond hair.\";\n", - "const prompt = await promptTemplate.invoke({ text })\n", - "await structured_llm.invoke(prompt)" + "const prompt2 = await promptTemplate.invoke({\n", + " text: \"Alan Smith is 6 feet tall and has blond hair.\"\n", + "})\n", + "await structured_llm2.invoke(prompt2)" ] }, { @@ -343,10 +345,11 @@ } ], "source": [ - "const structured_llm = llm.withStructuredOutput(dataSchema)\n", - "const text = \"My name is Jeff, my hair is black and i am 6 feet tall. Anna has the same color hair as me.\"\n", - "const prompt = await promptTemplate.invoke({ text })\n", - "await structured_llm.invoke(prompt)" + "const structured_llm3 = llm.withStructuredOutput(dataSchema)\n", + "const prompt3 = await promptTemplate.invoke({\n", + " text: \"My name is Jeff, my hair is black and i am 6 feet tall. Anna has the same color hair as me.\"\n", + "})\n", + "await structured_llm3.invoke(prompt3)" ] }, { diff --git a/docs/core_docs/docs/tutorials/rag.ipynb b/docs/core_docs/docs/tutorials/rag.ipynb index 4b6889505fc6..aeafe2d54344 100644 --- a/docs/core_docs/docs/tutorials/rag.ipynb +++ b/docs/core_docs/docs/tutorials/rag.ipynb @@ -96,9 +96,11 @@ "\n", "A [chat model](/docs/integrations/chat/):\n", "\n", + "```{=mdx}\n", "import ChatModelTabs from \"@theme/ChatModelTabs\";\n", "\n", - "" + "\n", + "```" ] }, { @@ -124,9 +126,11 @@ "source": [ "An [embedding model](/docs/integrations/text_embedding/):\n", "\n", + "```{=mdx}\n", "import EmbeddingTabs from \"@theme/EmbeddingTabs\";\n", "\n", - "" + "\n", + "```" ] }, { @@ -149,9 +153,11 @@ "source": [ "And a [vector store](/docs/integrations/vectorstores/):\n", "\n", + "```{=mdx}\n", "import VectorStoreTabs from \"@theme/VectorStoreTabs\";\n", "\n", - "" + "\n", + "```" ] }, { diff --git a/docs/core_docs/docs/tutorials/retrievers.ipynb b/docs/core_docs/docs/tutorials/retrievers.ipynb index 7b4d8d712dc5..feb8d0291679 100644 --- a/docs/core_docs/docs/tutorials/retrievers.ipynb +++ b/docs/core_docs/docs/tutorials/retrievers.ipynb @@ -265,9 +265,11 @@ "\n", "LangChain supports embeddings from [dozens of providers](/docs/integrations/text_embedding/). These models specify how text should be converted into a numeric vector. Let's select a model.\n", "\n", + "```{=mdx}\n", "import EmbeddingTabs from \"@theme/EmbeddingTabs\";\n", "\n", - "" + "\n", + "```" ] }, { @@ -333,9 +335,11 @@ "\n", "LangChain includes a suite of [integrations](/docs/integrations/vectorstores) with different vector store technologies. Some vector stores are hosted by a provider (e.g., various cloud providers) and require specific credentials to use; some (such as [Postgres](/docs/integrations/vectorstores/pgvector)) run in separate infrastructure that can be run locally or via a third-party; others can run in-memory for lightweight workloads.\n", "\n", + "```{=mdx}\n", "import VectorStoreTabs from \"@theme/VectorStoreTabs\";\n", "\n", - "" + "\n", + "```" ] }, { From d602546a751743fdf15eb7b90ed1f0f3ddf90d4b Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 13:00:58 -0500 Subject: [PATCH 15/37] revert changes to yarn.lock --- yarn.lock | 197 ++++++++++-------------------------------------------- 1 file changed, 37 insertions(+), 160 deletions(-) diff --git a/yarn.lock b/yarn.lock index 28a86760b330..6fc855ba3053 100644 --- a/yarn.lock +++ b/yarn.lock @@ -10620,14 +10620,14 @@ __metadata: languageName: node linkType: hard -"@ibm-cloud/watsonx-ai@npm:^1.1.0": - version: 1.1.0 - resolution: "@ibm-cloud/watsonx-ai@npm:1.1.0" +"@ibm-cloud/watsonx-ai@npm:^1.3.0": + version: 1.3.0 + resolution: "@ibm-cloud/watsonx-ai@npm:1.3.0" dependencies: - "@types/node": ^12.0.8 + "@types/node": ^18.0.0 extend: 3.0.2 - ibm-cloud-sdk-core: ^4.2.5 - checksum: 0151bb0abe2a7d1dbcd6f8367ea02dfc924f15bdcbe8ec58bb89c8e055fa35c399b2253d6be3b84292f96c9161e49bcd6d6f5e1df0f2cd9adf21d1f3c0bc24b4 + ibm-cloud-sdk-core: ^5.0.2 + checksum: 6a2127391ca70005b942d3c4ab1abc738946c42bbf3ee0f8eb6f778434b5f8806d622f1f36446f00b9fb82dc2c8aea3526426ec46cc53fa8a075ba7a294da096 languageName: node linkType: hard @@ -11802,7 +11802,7 @@ __metadata: "@google-cloud/storage": ^7.7.0 "@gradientai/nodejs-sdk": ^1.2.0 "@huggingface/inference": ^2.6.4 - "@ibm-cloud/watsonx-ai": ^1.1.0 + "@ibm-cloud/watsonx-ai": ^1.3.0 "@jest/globals": ^29.5.0 "@lancedb/lancedb": ^0.13.0 "@langchain/core": "workspace:*" @@ -12650,40 +12650,28 @@ __metadata: languageName: unknown linkType: soft -"@langchain/langgraph-checkpoint@npm:~0.0.13": - 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-"@langchain/langgraph@npm:^0.2.32": - version: 0.2.32 - resolution: "@langchain/langgraph@npm:0.2.32" +"@langchain/langgraph@npm:0.2.3, @langchain/langgraph@npm:^0.2.3": + version: 0.2.3 + resolution: "@langchain/langgraph@npm:0.2.3" dependencies: - "@langchain/langgraph-checkpoint": ~0.0.13 - "@langchain/langgraph-sdk": ~0.0.21 + "@langchain/langgraph-checkpoint": ~0.0.6 + double-ended-queue: ^2.1.0-0 uuid: ^10.0.0 zod: ^3.23.8 peerDependencies: - "@langchain/core": ">=0.2.36 <0.3.0 || >=0.3.9 < 0.4.0" - checksum: dd313d471abdf2413a4867eaa6c291dedfd3b750d3b3a742684a8123e26c790c5ab0eadfa0e0db90195b4317fec60a8630b0f4fd62a50edcfc430b1654e81f55 + "@langchain/core": ">=0.2.31 <0.4.0" + checksum: 09d423228633f4bfee24b15e9f81eee57e96fecf9914f1e1c1f40f9436d120de912b8c987da356591c6eae0ee2bcf3759ab8e0ff762f87bc4f3f73e4098c12e9 languageName: node linkType: hard @@ -19443,7 +19431,7 @@ __metadata: languageName: node linkType: hard -"@types/json-schema@npm:^7.0.11, @types/json-schema@npm:^7.0.12, @types/json-schema@npm:^7.0.15, @types/json-schema@npm:^7.0.6": +"@types/json-schema@npm:^7.0.11, @types/json-schema@npm:^7.0.12, @types/json-schema@npm:^7.0.6": version: 7.0.15 resolution: "@types/json-schema@npm:7.0.15" checksum: 97ed0cb44d4070aecea772b7b2e2ed971e10c81ec87dd4ecc160322ffa55ff330dace1793489540e3e318d90942064bb697cc0f8989391797792d919737b3b98 @@ -19641,13 +19629,6 @@ __metadata: languageName: node linkType: hard -"@types/node@npm:^12.0.8": - version: 12.20.55 - resolution: "@types/node@npm:12.20.55" - checksum: e4f86785f4092706e0d3b0edff8dca5a13b45627e4b36700acd8dfe6ad53db71928c8dee914d4276c7fd3b6ccd829aa919811c9eb708a2c8e4c6eb3701178c37 - languageName: node - linkType: hard - "@types/node@npm:^17.0.5": version: 17.0.45 resolution: "@types/node@npm:17.0.45" @@ -19655,6 +19636,15 @@ __metadata: languageName: node linkType: hard +"@types/node@npm:^18.0.0": + version: 18.19.67 + resolution: "@types/node@npm:18.19.67" + dependencies: + undici-types: ~5.26.4 + checksum: 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"@langchain/scripts": "workspace:*" "@mdx-js/react": ^1.6.22 "@microsoft/fetch-event-source": ^2.0.1 @@ -25666,13 +25645,6 @@ __metadata: languageName: node linkType: hard -"diff-sequences@npm:^27.5.1": - version: 27.5.1 - resolution: "diff-sequences@npm:27.5.1" - checksum: a00db5554c9da7da225db2d2638d85f8e41124eccbd56cbaefb3b276dcbb1c1c2ad851c32defe2055a54a4806f030656cbf6638105fd6ce97bb87b90b32a33ca - languageName: node - linkType: hard - "diff-sequences@npm:^29.4.3": version: 29.4.3 resolution: "diff-sequences@npm:29.4.3" @@ -25932,6 +25904,13 @@ __metadata: languageName: node linkType: hard +"double-ended-queue@npm:^2.1.0-0": + version: 2.1.0-0 + resolution: "double-ended-queue@npm:2.1.0-0" + checksum: 3030cf9dcf6f8e7d8cb6ae5b7304890445d7c32233a614e400ba7b378086ad76f5822d0e501afd5ffe0af1de4bcb842fa23d4c79174d54f6566399435fafc271 + languageName: node + linkType: hard + "dpdm@npm:3.12.0": version: 3.12.0 resolution: "dpdm@npm:3.12.0" @@ -27710,7 +27689,7 @@ __metadata: 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ + "```javascript\n", "// Note: tslab only works inside a jupyter notebook. Don't worry about running this code yourself!\n", "import * as tslab from \"tslab\";\n", "\n", "const image = await graph.getGraph().drawMermaidPng();\n", "const arrayBuffer = await image.arrayBuffer();\n", "\n", - "await tslab.display.png(new Uint8Array(arrayBuffer));" + "await tslab.display.png(new Uint8Array(arrayBuffer));\n", + "```\n", + "\n", + "![graph_img_rag](../../static/img/graph_img_rag.png)" ] }, { @@ -1067,27 +1061,21 @@ ] }, { - "cell_type": "code", - "execution_count": 22, - "id": "8c19ac72-9ab7-4b95-a1ba-d6d5fb67a48b", + "cell_type": "markdown", + "id": "ea7913a9-3c1b-4008-a573-0fd0afa9824e", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ + "```javascript\n", "// Note: tslab only works inside a jupyter notebook. Don't worry about running this code yourself!\n", "import * as tslab from \"tslab\";\n", "\n", - "const imageQA = await graphQA.getGraph().drawMermaidPng();\n", - "const arrayBufferQA = await imageQA.arrayBuffer();\n", + "const image = await graph.getGraph().drawMermaidPng();\n", + "const arrayBuffer = await image.arrayBuffer();\n", + "\n", + "await tslab.display.png(new Uint8Array(arrayBuffer));\n", + "```\n", "\n", - "await tslab.display.png(new Uint8Array(arrayBufferQA));" + "![graph_img_rag](../../static/img/graph_img_rag_qa.png)" ] }, { diff --git a/docs/core_docs/static/img/graph_img_rag.png b/docs/core_docs/static/img/graph_img_rag.png new file mode 100644 index 0000000000000000000000000000000000000000..f78d157588df760f76596b2b0676ee3494c607e1 GIT binary patch literal 7544 zcmb7I1wfR|y8h@^I;2ZjU@0Yjq@-DTNdf5)79^BdKoD?6F@R+$=~y}h78a03Ktc%x zq(n-(OZu+=f6nood+)jNe)Y^e?>z6!x3lx^?B&&ff8X_pj%_F`Vw<=r45u z_zeCxKL1lSnUnJaN1Vep?&9;s1;=%k9*5~&|H6X5u)|+i{ud5-==~7qWB3dEnm|=? z*a?RPUH=I?{1bNc_WkAm66YiD>EZV))-U_jV@l`yrpCA@Dehte9sp246Hxgzeq0%6 zUO50DdjJ3gvA^paQUCyp008ER-*tRh0C4pQ0MriruKWE?yzPDM|CA%d-SJ&q0ARNO z0I2Q&0No$}kX!x9;cow?Z(KNv4c9L(+~Ep%0L}mxpbgvy905@rk_5y72|)UC5>N#Q z@bQ10I3vWJM5IJSgoH%oBqYS7l;o6@6yy{XR99%Jsjkpmp`f5v%xU|AQ)R_X{6B;K zJ>*}qxWG74iUz<32#5%Y$q8`b{xn=n8bVrb2_t%F+>pHwGP|;kh>n3*^2Tk4@L3h( zZJx^sfD-48PeVWhC;^v%$qFR8*~Z*UMEzMeVruaLG0Qh3a9Y5o6#Zn~<7oXc9v{Iy zdmlOO6hSm0Uy&L=mj^Nk�uQbVCpwU?FI@Cj`N}1k%-W38EC-;==BHaE@Roa=cg{ zzXawToymYBy8iNw!Zkmhm-<~3_{J_+G;fwx^kb4EvoFYM&jYce2ypnpZgJnS0|_Q~ zqoB7$Z1EY#a7=9`zeh{l_h3oI-jIZ<3(fHL52v8bpx~zji>67t@2|RPP8uYb+4fN@ zpgBDiA>(1Zt%pvJP{+c~XE6lhafilJ`$v={ztx0FTN1f~A&L{f)ppJLjyXuGdDjc- zS2meBF|dtVSUAn51m_(&GPnK0%&$}dCO2Q+;7lC%JY}d^pw<+clh(9}`e@B5!0)Kk z_m$o6L(h=!0QYe1Xr___njO=kJj1=oeQSxLYObA0^Yg&I22oBzk9&P(Ahudk!pLnf z2+S|6O#*=+gV4$mqzbnQIab$7uelAy3ROhAufSWrF`)%}O`HE%TafHVW}oOZRes%K z%R2v1qHZQ`^u4gzYUJ&L6$VYMQOjZbgfB+xbF0@d>7LnkNZrK16^11hGu`T8RJrdJ zii5+M7vrvXH$Pts_lW3S&_**K?q4(xFd`3SXt#0oT7Yz%|F=9NHpf#5k~-Nw(m7En@1+QK>pQN*po z_o_sBkmGUF&KgCx#5=v+CB+a~8R(n?ci+t!vIo_2HuFz|O~O~8zz|7Yq-|d&=g+Wv zRr3LG7FHpwlYJO{3wx9;Z7*Ga9+xzNBlHa^mtaW`P=a=u()(DEg6O79{#fx$x|CSw zfuf{Cw?{nVdXXFW*)m)Z?=Xd{0UqB=M)rfty>N=TP3&+bg!Z|2=a#pzU5}(+pI)!z zr~~(pg)&6l7Ak?rzYwoACqc}PRvoXR3=DQ)ak!#L{qIpyd!L1--RdW?+t{zyiHfGY)jD6GyfQK%^}l4snHX)^e_O5g32 zN~0qK3=(1zqw`G2EPRWcx5e`9a8-l=L7{Mfjv}~IH&CO#73);%Crj_B>ntXnME3(q zFP~80M6JxV&Ti_XM7&9#B`6TZ+@R8hB0|5;wOc+`j8!Tw3$T_P@qgn|RKR0R3Ve*% zoo~##6@iNQqjg`{anGEkodY0rI$GchxH63ngL}LgT`#PPPKPD&iSzDU5PNUYHEO)O z;~f(E`N2zV7pGe=J-KnNyxk%Yp$DzfZK=TGmJcZ$HMT9auG7W~x-pg&Gm|$qi&hu6 zjwIBJ?xCGSOt915>$LL$*hQImFhZP~(+3#?Uf^2yckIty+A4AV-F&2PX4ByXw0BQ1 zws*ph%mebgbd%_3;JDm`?B_9ft7&IH?sfn4ZFY47Xjk&YhfCuUFghkfyY zk7`5(K$YbQh=tiI7R<*<*DycrV2=B>sLWL8<&{55+_M^AFbkiOfc9bVV?G;Fp5)E;8v-jP@sIkY z{qR3%ruu$6@;m!^Bz}yDnZUu%Ro%sN&$9#2P(_7)MSI6XY}52_ByDkEZI~T?CU-$w zRR_Kw`C1|B55HR5WYv#0bh0;5@}E~M$JhJZ$H{bDgE<4HKbQAyKb)ukChz@8)KU1F zjp+OCDK)K6I2j3Zr*X~iH0Ur8bQp-#S)La3@mA+5YsI7lGaa? z@cgJi5Qtgc(Gz3>U=Rk{H)Q`((dATIwmpM7IcB!6k(4_TCa}yQc++e0KthX#{56NXzq_6tBwv}`iPtPBXq`W}1d8#lHS)I2Y%}n`eLz*b`{G8W`^LFGxp6O;`=CJhbeP$&~b(@c8CyhhG z*LBTU(k(YxV%qgbUX}1QTZ#zK#>uJOQt$kl{w~K#OZ&%dBEAP(DSX2D*j|$>ONOiO zJ%#%wdnxs1tRhO>o&8^|u_&-TsdnDCl_R6GaaV|s92gWl;SsE1b%)p|; 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From 081ffa83ebe654d8eeb50816cfe1cf0595d4d3d7 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 13:59:08 -0500 Subject: [PATCH 20/37] fix --- docs/core_docs/docs/tutorials/index.mdx | 2 +- docs/core_docs/docs/tutorials/rag.ipynb | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/core_docs/docs/tutorials/index.mdx b/docs/core_docs/docs/tutorials/index.mdx index de58f7ab812d..ba1672a7472d 100644 --- a/docs/core_docs/docs/tutorials/index.mdx +++ b/docs/core_docs/docs/tutorials/index.mdx @@ -12,7 +12,7 @@ New to LangChain or LLM app development in general? Read this material to quickl Familiarize yourself with LangChain's open-source components by building simple applications. If you're looking to get started with [chat models](/docs/integrations/chat/), [vector stores](/docs/integrations/vectorstores/), -or other LangChain components from a specific provider, check out our supported [integrations](/docs/integrations/providers/). +or other LangChain components from a specific provider, check out our supported [integrations](/docs/integrations/platforms/). - [Chat models and prompts](/docs/tutorials/llm_chain): Build a simple LLM application with [prompt templates](/docs/concepts/prompt_templates) and [chat models](/docs/concepts/chat_models). - [Semantic search](/docs/tutorials/retrievers): Build a semantic search engine over a PDF with [document loaders](/docs/concepts/document_loaders), [embedding models](/docs/concepts/embedding_models/), and [vector stores](/docs/concepts/vectorstores/). diff --git a/docs/core_docs/docs/tutorials/rag.ipynb b/docs/core_docs/docs/tutorials/rag.ipynb index 6d9b58eccfe7..ea08dd571cdf 100644 --- a/docs/core_docs/docs/tutorials/rag.ipynb +++ b/docs/core_docs/docs/tutorials/rag.ipynb @@ -871,7 +871,7 @@ "\n", "Helpful Answer:`\n", "\n", - "const promptTemplate = ChatPromptTemplate.fromMessages(\n", + "const promptTemplateCustom = ChatPromptTemplate.fromMessages(\n", " [\n", " [\"user\", template]\n", " ]\n", @@ -1075,7 +1075,7 @@ "await tslab.display.png(new Uint8Array(arrayBuffer));\n", "```\n", "\n", - "![graph_img_rag](../../static/img/graph_img_rag_qa.png)" + "![graph_img_rag_qa](../../static/img/graph_img_rag_qa.png)" ] }, { From 82d11553cba32f440c383aacc99e46b0bd7742e8 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 14:04:15 -0500 Subject: [PATCH 21/37] update langgraph in package.json --- docs/core_docs/package.json | 2 +- examples/package.json | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/core_docs/package.json b/docs/core_docs/package.json index e4a8c682b3fa..2e849db161a6 100644 --- a/docs/core_docs/package.json +++ b/docs/core_docs/package.json @@ -49,7 +49,7 @@ }, "devDependencies": { "@babel/eslint-parser": "^7.18.2", - "@langchain/langgraph": "0.2.3", + "@langchain/langgraph": "^0.2.32", "@langchain/scripts": "workspace:*", "@microsoft/fetch-event-source": "^2.0.1", "@swc/core": "^1.3.62", diff --git a/examples/package.json b/examples/package.json index 177aa6433317..8d0f15039285 100644 --- a/examples/package.json +++ b/examples/package.json @@ -51,7 +51,7 @@ "@langchain/google-vertexai": "workspace:*", "@langchain/google-vertexai-web": "workspace:*", "@langchain/groq": "workspace:*", - "@langchain/langgraph": "^0.2.3", + "@langchain/langgraph": "^0.2.32", "@langchain/mistralai": "workspace:*", "@langchain/mongodb": "workspace:*", "@langchain/nomic": "workspace:*", From dc9046fdfff15b75635cf5ab356f1598b9be85bb Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 14:04:24 -0500 Subject: [PATCH 22/37] update langgraph in yarn.lock --- yarn.lock | 47 ++++++++++++++++++++++++++--------------------- 1 file changed, 26 insertions(+), 21 deletions(-) diff --git a/yarn.lock b/yarn.lock index 466e5b0d4763..4ddefa7479ac 100644 --- a/yarn.lock +++ b/yarn.lock @@ -12650,28 +12650,40 @@ __metadata: languageName: unknown linkType: soft -"@langchain/langgraph-checkpoint@npm:~0.0.6": - version: 0.0.6 - resolution: "@langchain/langgraph-checkpoint@npm:0.0.6" +"@langchain/langgraph-checkpoint@npm:~0.0.13": + version: 0.0.13 + resolution: "@langchain/langgraph-checkpoint@npm:0.0.13" dependencies: uuid: ^10.0.0 peerDependencies: "@langchain/core": ">=0.2.31 <0.4.0" - checksum: 7303a0f92f6474757bc9484314f36566a0785d8167ead65483fdada2921447e153a24754629ee601a168d2a39b6cc6d0c57ec34d607e10225619b9d5d30c8a5a + checksum: 721f6a99119e4445504d34d311f0c38c025ca65be04731c49915c08d6e7a2b5c9917b16e8c2f7b1ff9dd9f23ae56a4aa0918d902e0044ebdc8bf80704671163b languageName: node linkType: hard -"@langchain/langgraph@npm:0.2.3, @langchain/langgraph@npm:^0.2.3": - version: 0.2.3 - resolution: "@langchain/langgraph@npm:0.2.3" +"@langchain/langgraph-sdk@npm:~0.0.21": + version: 0.0.32 + resolution: "@langchain/langgraph-sdk@npm:0.0.32" dependencies: - "@langchain/langgraph-checkpoint": ~0.0.6 - double-ended-queue: ^2.1.0-0 + "@types/json-schema": ^7.0.15 + p-queue: ^6.6.2 + p-retry: 4 + uuid: ^9.0.0 + checksum: dd0e3fd1f3880e1ddff65108f338e75365bdff60f8ca5dc4e1b1e1be79fa216f1e599fa5d7f62ab9b44778787426f20b82db4e97463d6f3f4eda43f81666bfe9 + languageName: node + linkType: hard + +"@langchain/langgraph@npm:^0.2.32": + version: 0.2.32 + resolution: "@langchain/langgraph@npm:0.2.32" + dependencies: + "@langchain/langgraph-checkpoint": ~0.0.13 + "@langchain/langgraph-sdk": ~0.0.21 uuid: ^10.0.0 zod: ^3.23.8 peerDependencies: - "@langchain/core": ">=0.2.31 <0.4.0" - checksum: 09d423228633f4bfee24b15e9f81eee57e96fecf9914f1e1c1f40f9436d120de912b8c987da356591c6eae0ee2bcf3759ab8e0ff762f87bc4f3f73e4098c12e9 + "@langchain/core": ">=0.2.36 <0.3.0 || >=0.3.9 < 0.4.0" + checksum: dd313d471abdf2413a4867eaa6c291dedfd3b750d3b3a742684a8123e26c790c5ab0eadfa0e0db90195b4317fec60a8630b0f4fd62a50edcfc430b1654e81f55 languageName: node linkType: hard @@ -19431,7 +19443,7 @@ __metadata: languageName: node linkType: hard -"@types/json-schema@npm:^7.0.11, @types/json-schema@npm:^7.0.12, @types/json-schema@npm:^7.0.6": +"@types/json-schema@npm:^7.0.11, @types/json-schema@npm:^7.0.12, @types/json-schema@npm:^7.0.15, @types/json-schema@npm:^7.0.6": version: 7.0.15 resolution: "@types/json-schema@npm:7.0.15" checksum: 97ed0cb44d4070aecea772b7b2e2ed971e10c81ec87dd4ecc160322ffa55ff330dace1793489540e3e318d90942064bb697cc0f8989391797792d919737b3b98 @@ -24118,7 +24130,7 @@ __metadata: "@docusaurus/preset-classic": 2.4.3 "@docusaurus/remark-plugin-npm2yarn": 2.4.3 "@docusaurus/theme-mermaid": 2.4.3 - "@langchain/langgraph": 0.2.3 + "@langchain/langgraph": ^0.2.32 "@langchain/scripts": "workspace:*" "@mdx-js/react": ^1.6.22 "@microsoft/fetch-event-source": ^2.0.1 @@ -25903,13 +25915,6 @@ __metadata: languageName: node linkType: hard -"double-ended-queue@npm:^2.1.0-0": - version: 2.1.0-0 - resolution: "double-ended-queue@npm:2.1.0-0" - checksum: 3030cf9dcf6f8e7d8cb6ae5b7304890445d7c32233a614e400ba7b378086ad76f5822d0e501afd5ffe0af1de4bcb842fa23d4c79174d54f6566399435fafc271 - languageName: node - linkType: hard - "dpdm@npm:3.12.0": version: 3.12.0 resolution: "dpdm@npm:3.12.0" @@ -27688,7 +27693,7 @@ __metadata: "@langchain/google-vertexai": "workspace:*" "@langchain/google-vertexai-web": "workspace:*" "@langchain/groq": "workspace:*" - "@langchain/langgraph": ^0.2.3 + "@langchain/langgraph": ^0.2.32 "@langchain/mistralai": "workspace:*" "@langchain/mongodb": "workspace:*" "@langchain/nomic": "workspace:*" From 094c7019cddf9bbcf853ca244c68ec01b5a9693d Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 15:28:43 -0500 Subject: [PATCH 23/37] fix details --- docs/core_docs/docs/tutorials/rag.ipynb | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/docs/core_docs/docs/tutorials/rag.ipynb b/docs/core_docs/docs/tutorials/rag.ipynb index ea08dd571cdf..82312113ddd8 100644 --- a/docs/core_docs/docs/tutorials/rag.ipynb +++ b/docs/core_docs/docs/tutorials/rag.ipynb @@ -667,8 +667,10 @@ "id": "31f7dc4d-cac8-4be9-b44c-df097dc28c81", "metadata": {}, "source": [ + "```{=mdx}\n", "

\n", "Do I need to use LangGraph?\n", + "```\n", "\n", "LangGraph is not required to build a RAG application. Indeed, we can implement the same application logic through invocations of the individual components:\n", "\n", @@ -689,7 +691,9 @@ "\n", "Many use-cases demand RAG in a conversational experience, such that a user can receive context-informed answers via a stateful conversation. As we will see in [Part 2](/docs/tutorials/qa_chat_history) of the tutorial, LangGraph's management and persistence of state simplifies these applications enormously.\n", "\n", - "
" + "```{=mdx}\n", + "\n", + "```" ] }, { From 3c91bc9bcf3356702cf8f715d75924215e2d97ef Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 17:38:26 -0500 Subject: [PATCH 24/37] update rag tutorial part 2 --- .../docs/tutorials/qa_chat_history.ipynb | 2367 +++++++---------- .../static/img/graph_img_rag_part_2.png | Bin 0 -> 11901 bytes docs/core_docs/static/img/graph_img_react.png | Bin 0 -> 9017 bytes 3 files changed, 933 insertions(+), 1434 deletions(-) create mode 100644 docs/core_docs/static/img/graph_img_rag_part_2.png create mode 100644 docs/core_docs/static/img/graph_img_react.png diff --git a/docs/core_docs/docs/tutorials/qa_chat_history.ipynb b/docs/core_docs/docs/tutorials/qa_chat_history.ipynb index c7fa1db2e3d9..d80f0fadcdea 100644 --- a/docs/core_docs/docs/tutorials/qa_chat_history.ipynb +++ b/docs/core_docs/docs/tutorials/qa_chat_history.ipynb @@ -1,1438 +1,937 @@ { - "cells": [ - { - "cell_type": "raw", - "id": "023635f2-71cf-43f2-a2e2-a7b4ced30a74", - "metadata": {}, - "source": [ - "---\n", - "sidebar_position: 2\n", - "---" - ] - }, - { - "cell_type": "markdown", - "id": "86fc5bb2-017f-434e-8cd6-53ab214a5604", - "metadata": {}, - "source": [ - "# Conversational RAG\n", - "\n", - ":::info Prerequisites\n", - "\n", - "This guide assumes familiarity with the following concepts:\n", - "\n", - "- [Chat history](/docs/concepts/chat_history)\n", - "- [Chat models](/docs/concepts/chat_models)\n", - "- [Embeddings](/docs/concepts/embedding_models)\n", - "- [Vector stores](/docs/concepts/#vector-stores)\n", - "- [Retrieval-augmented generation](/docs/tutorials/rag/)\n", - "- [Tools](/docs/concepts/tools)\n", - "- [Agents](/docs/concepts/agents)\n", - "\n", - ":::\n", - "\n", - "In many Q&A applications we want to allow the user to have a back-and-forth conversation, meaning the application needs some sort of \"memory\" of past questions and answers, and some logic for incorporating those into its current thinking.\n", - "\n", - "In this guide we focus on **adding logic for incorporating historical messages.** Further details on chat history management is [covered here](/docs/how_to/message_history).\n", - "\n", - "We will cover two approaches:\n", - "\n", - "1. Chains, in which we always execute a retrieval step;\n", - "2. Agents, in which we give an LLM discretion over whether and how to execute a retrieval step (or multiple steps).\n", - "\n", - "For the external knowledge source, we will use the same [LLM Powered Autonomous Agents](https://lilianweng.github.io/posts/2023-06-23-agent/) blog post by Lilian Weng from the [RAG tutorial](/docs/tutorials/rag)." - ] - }, - { - "cell_type": "markdown", - "id": "487d8d79-5ee9-4aa4-9fdf-cd5f4303e099", - "metadata": {}, - "source": [ - "## Setup\n", - "### Dependencies\n", - "\n", - "We’ll use an OpenAI chat model and embeddings and a Memory vector store in this walkthrough, but everything shown here works with any [ChatModel](/docs/concepts/chat_models) or [LLM](/docs/concepts/text_llms), [Embeddings](/docs/concepts/embedding_models), and [VectorStore](/docs/concepts/vectorstores) or [Retriever](/docs/concepts/retrievers).\n", - "\n", - "We’ll use the following packages:\n", - "\n", - "```bash\n", - "npm install --save langchain @langchain/openai langchain cheerio\n", - "```\n", - "\n", - "We need to set environment variable `OPENAI_API_KEY`:\n", - "\n", - "```bash\n", - "export OPENAI_API_KEY=YOUR_KEY\n", - "```" - ] - }, - { - "cell_type": "markdown", - "id": "1665e740-ce01-4f09-b9ed-516db0bd326f", - "metadata": {}, - "source": [ - "### LangSmith\n", - "\n", - "Many of the applications you build with LangChain will contain multiple steps with multiple invocations of LLM calls. As these applications get more and more complex, it becomes crucial to be able to inspect what exactly is going on inside your chain or agent. The best way to do this is with [LangSmith](https://docs.smith.langchain.com).\n", - "\n", - "Note that LangSmith is not needed, but it is helpful. If you do want to use LangSmith, after you sign up at the link above, make sure to set your environment variables to start logging traces:\n", - "\n", - "\n", - "```bash\n", - "export LANGCHAIN_TRACING_V2=true\n", - "export LANGCHAIN_API_KEY=YOUR_KEY\n", - "\n", - "# Reduce tracing latency if you are not in a serverless environment\n", - "# export LANGCHAIN_CALLBACKS_BACKGROUND=true\n", - "```" - ] - }, - { - "cell_type": "markdown", - "id": "fa6ba684-26cf-4860-904e-a4d51380c134", - "metadata": {}, - "source": [ - "## Chains {#chains}\n" - ] - }, - { - "cell_type": "markdown", - "id": "7d2cf4ef", - "metadata": {}, - "source": [ - "\n", - "Let's first revisit the Q&A app we built over the [LLM Powered Autonomous Agents](https://lilianweng.github.io/posts/2023-06-23-agent/) blog post by Lilian Weng in the [RAG tutorial](/docs/tutorials/rag)." - ] - }, - { - "cell_type": "markdown", - "id": "646840fb-5212-48ea-8bc7-ec7be5ec727e", - "metadata": {}, - "source": [ - "```{=mdx}\n", - "import ChatModelTabs from \"@theme/ChatModelTabs\";\n", - "\n", - "\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "cb58f273-2111-4a9b-8932-9b64c95030c8", - "metadata": {}, - "outputs": [], - "source": [ - "// @lc-docs-hide-cell\n", - "import { ChatOpenAI } from \"@langchain/openai\";\n", - "\n", - "const llm = new ChatOpenAI({ model: \"gpt-4o\" });" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "820244ae-74b4-4593-b392-822979dd91b8", - "metadata": {}, - "outputs": [], - "source": [ - "import { CheerioWebBaseLoader } from \"@langchain/community/document_loaders/web/cheerio\";\n", - "import { RecursiveCharacterTextSplitter } from \"langchain/text_splitter\";\n", - "import { MemoryVectorStore } from \"langchain/vectorstores/memory\";\n", - "import { OpenAIEmbeddings } from \"@langchain/openai\";\n", - "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", - "import { createRetrievalChain } from \"langchain/chains/retrieval\";\n", - "import { createStuffDocumentsChain } from \"langchain/chains/combine_documents\";\n", - "\n", - "// 1. Load, chunk and index the contents of the blog to create a retriever.\n", - "const loader = new CheerioWebBaseLoader(\n", - " \"https://lilianweng.github.io/posts/2023-06-23-agent/\",\n", - " {\n", - " selector: \".post-content, .post-title, .post-header\"\n", - " }\n", - ");\n", - "const docs = await loader.load();\n", - "\n", - "const textSplitter = new RecursiveCharacterTextSplitter({ chunkSize: 1000, chunkOverlap: 200 });\n", - "const splits = await textSplitter.splitDocuments(docs);\n", - "const vectorstore = await MemoryVectorStore.fromDocuments(splits, new OpenAIEmbeddings());\n", - "const retriever = vectorstore.asRetriever();\n", - "\n", - "// 2. Incorporate the retriever into a question-answering chain.\n", - "const systemPrompt = \n", - " \"You are an assistant for question-answering tasks. \" +\n", - " \"Use the following pieces of retrieved context to answer \" +\n", - " \"the question. If you don't know the answer, say that you \" +\n", - " \"don't know. Use three sentences maximum and keep the \" +\n", - " \"answer concise.\" +\n", - " \"\\n\\n\" +\n", - " \"{context}\";\n", - "\n", - "const prompt = ChatPromptTemplate.fromMessages([\n", - " [\"system\", systemPrompt],\n", - " [\"human\", \"{input}\"],\n", - "]);\n", - "\n", - "const questionAnswerChain = await createStuffDocumentsChain({\n", - " llm,\n", - " prompt,\n", - "});\n", - "\n", - "const ragChain = await createRetrievalChain({\n", - " retriever,\n", - " combineDocsChain: questionAnswerChain,\n", - "});" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "bf55faaf-0d17-4b74-925d-c478b555f7b2", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Task decomposition involves breaking down large and complex tasks into smaller, more manageable subgoals or steps. This approach helps agents or models efficiently handle intricate tasks by simplifying them into easier components. Task decomposition can be achieved through techniques like Chain of Thought, Tree of Thoughts, or by using task-specific instructions and human input.\n" - ] - } - ], - "source": [ - "const response = await ragChain.invoke({ input: \"What is Task Decomposition?\" });\n", - "console.log(response.answer);" - ] - }, - { - "cell_type": "markdown", - "id": "187404c7-db47-49c5-be29-9ecb96dc9afa", - "metadata": {}, - "source": [ - "Note that we have used the built-in chain constructors `createStuffDocumentsChain` and `createRetrievalChain`, so that the basic ingredients to our solution are:\n", - "\n", - "1. retriever;\n", - "2. prompt;\n", - "3. LLM.\n", - "\n", - "This will simplify the process of incorporating chat history.\n", - "\n", - "### Adding chat history\n", - "\n", - "The chain we have built uses the input query directly to retrieve relevant context. But in a conversational setting, the user query might require conversational context to be understood. For example, consider this exchange:\n", - "\n", - "> Human: \"What is Task Decomposition?\"\n", - ">\n", - "> AI: \"Task decomposition involves breaking down complex tasks into smaller and simpler steps to make them more manageable for an agent or model.\"\n", - ">\n", - "> Human: \"What are common ways of doing it?\"\n", - "\n", - "In order to answer the second question, our system needs to understand that \"it\" refers to \"Task Decomposition.\"\n", - "\n", - "We'll need to update two things about our existing app:\n", - "\n", - "1. **Prompt**: Update our prompt to support historical messages as an input.\n", - "2. **Contextualizing questions**: Add a sub-chain that takes the latest user question and reformulates it in the context of the chat history. This can be thought of simply as building a new \"history aware\" retriever. Whereas before we had:\n", - " - `query` -> `retriever` \n", - " Now we will have:\n", - " - `(query, conversation history)` -> `LLM` -> `rephrased query` -> `retriever`" - ] - }, - { - "cell_type": "markdown", - "id": "776ae958-cbdc-4471-8669-c6087436f0b5", - "metadata": {}, - "source": [ - "#### Contextualizing the question\n", - "\n", - "First we'll need to define a sub-chain that takes historical messages and the latest user question, and reformulates the question if it makes reference to any information in the historical information.\n", - "\n", - "We'll use a prompt that includes a `MessagesPlaceholder` variable under the name \"chat_history\". This allows us to pass in a list of Messages to the prompt using the \"chat_history\" input key, and these messages will be inserted after the system message and before the human message containing the latest question.\n", - "\n", - "Note that we leverage a helper function [createHistoryAwareRetriever](https://api.js.langchain.com/functions/langchain.chains_history_aware_retriever.createHistoryAwareRetriever.html) for this step, which manages the case where `chat_history` is empty, and otherwise applies `prompt.pipe(llm).pipe(new StringOutputParser()).pipe(retriever)` in sequence.\n", - "\n", - "`createHistoryAwareRetriever` constructs a chain that accepts keys `input` and `chat_history` as input, and has the same output schema as a retriever." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "2b685428-8b82-4af1-be4f-7232c5d55b73", - "metadata": {}, - "outputs": [], - "source": [ - "import { createHistoryAwareRetriever } from \"langchain/chains/history_aware_retriever\";\n", - "import { MessagesPlaceholder } from \"@langchain/core/prompts\";\n", - "\n", - "const contextualizeQSystemPrompt = \n", - " \"Given a chat history and the latest user question \" +\n", - " \"which might reference context in the chat history, \" +\n", - " \"formulate a standalone question which can be understood \" +\n", - " \"without the chat history. Do NOT answer the question, \" +\n", - " \"just reformulate it if needed and otherwise return it as is.\";\n", - "\n", - "const contextualizeQPrompt = ChatPromptTemplate.fromMessages([\n", - " [\"system\", contextualizeQSystemPrompt],\n", - " new MessagesPlaceholder(\"chat_history\"),\n", - " [\"human\", \"{input}\"],\n", - "]);\n", - "\n", - "const historyAwareRetriever = await createHistoryAwareRetriever({\n", - " llm,\n", - " retriever,\n", - " rephrasePrompt: contextualizeQPrompt,\n", - "});" - ] - }, - { - "cell_type": "markdown", - "id": "42a47168-4a1f-4e39-bd2d-d5b03609a243", - "metadata": {}, - "source": [ - "This chain prepends a rephrasing of the input query to our retriever, so that the retrieval incorporates the context of the conversation.\n", - "\n", - "Now we can build our full QA chain. This is as simple as updating the retriever to be our new `historyAwareRetriever`.\n", - "\n", - "Again, we will use [createStuffDocumentsChain](https://api.js.langchain.com/functions/langchain.chains_combine_documents.createStuffDocumentsChain.html) to generate a `questionAnswerChain2`, with input keys `context`, `chat_history`, and `input`-- it accepts the retrieved context alongside the conversation history and query to generate an answer. A more detailed explaination is over [here](/docs/tutorials/rag/#built-in-chains)\n", - "\n", - "We build our final `ragChain2` with [createRetrievalChain](https://api.js.langchain.com/functions/langchain.chains_retrieval.createRetrievalChain.html). This chain applies the `historyAwareRetriever` and `questionAnswerChain2` in sequence, retaining intermediate outputs such as the retrieved context for convenience. It has input keys `input` and `chat_history`, and includes `input`, `chat_history`, `context`, and `answer` in its output." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "66f275f3-ddef-4678-b90d-ee64576878f9", - "metadata": {}, - "outputs": [], - "source": [ - "const qaPrompt = ChatPromptTemplate.fromMessages([\n", - " [\"system\", systemPrompt],\n", - " new MessagesPlaceholder(\"chat_history\"),\n", - " [\"human\", \"{input}\"],\n", - "]);\n", - "\n", - "const questionAnswerChain2 = await createStuffDocumentsChain({\n", - " llm,\n", - " prompt: qaPrompt,\n", - "});\n", - "\n", - "const ragChain2 = await createRetrievalChain({\n", - " retriever: historyAwareRetriever,\n", - " combineDocsChain: questionAnswerChain2,\n", - "});" - ] - }, - { - "cell_type": "markdown", - "id": "1ba1ae56-7ecb-4563-b792-50a1a5042df3", - "metadata": {}, - "source": [ - "Let's try this. Below we ask a question and a follow-up question that requires contextualization to return a sensible response. Because our chain includes a `\"chat_history\"` input, the caller needs to manage the chat history. We can achieve this by appending input and output messages to a list:" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "0005810b-1b95-4666-a795-08d80e478b83", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Common ways of doing Task Decomposition include:\n", - "1. Using simple prompting with an LLM, such as asking it to outline steps or subgoals for a task.\n", - "2. Employing task-specific instructions, like \"Write a story outline\" for writing a novel.\n", - "3. Incorporating human inputs for guidance.\n", - "Additionally, advanced approaches like Chain of Thought (CoT) and Tree of Thoughts (ToT) can further refine the process, and using an external classical planner with PDDL (as in LLM+P) is another option.\n" - ] - } - ], - "source": [ - "import { BaseMessage, HumanMessage, AIMessage } from \"@langchain/core/messages\";\n", - "\n", - "let chatHistory: BaseMessage[] = [];\n", - "\n", - "const question = \"What is Task Decomposition?\";\n", - "const aiMsg1 = await ragChain2.invoke({ input: question, chat_history: chatHistory });\n", - "chatHistory = chatHistory.concat([\n", - " new HumanMessage(question),\n", - " new AIMessage(aiMsg1.answer),\n", - "]);\n", - "\n", - "const secondQuestion = \"What are common ways of doing it?\";\n", - "const aiMsg2 = await ragChain2.invoke({ input: secondQuestion, chat_history: chatHistory });\n", - "\n", - "console.log(aiMsg2.answer);" - ] - }, - { - "cell_type": "markdown", - "id": "53a662c2-f38b-45f9-95c4-66de15637614", - "metadata": {}, - "source": [ - "#### Stateful management of chat history\n", - "\n", - "Here we've gone over how to add application logic for incorporating historical outputs, but we're still manually updating the chat history and inserting it into each input. In a real Q&A application we'll want some way of persisting chat history and some way of automatically inserting and updating it.\n", - "\n", - "For this we can use:\n", - "\n", - "- [BaseChatMessageHistory](https://api.js.langchain.com/classes/_langchain_core.chat_history.BaseChatMessageHistory.html): Store chat history.\n", - "- [RunnableWithMessageHistory](/docs/how_to/message_history): Wrapper for an LCEL chain and a `BaseChatMessageHistory` that handles injecting chat history into inputs and updating it after each invocation.\n", - "\n", - "For a detailed walkthrough of how to use these classes together to create a stateful conversational chain, head to the [How to add message history (memory)](/docs/how_to/message_history) LCEL page.\n", - "\n", - "Instances of `RunnableWithMessageHistory` manage the chat history for you. They accept a config with a key (`\"sessionId\"` by default) that specifies what conversation history to fetch and prepend to the input, and append the output to the same conversation history. Below is an example:" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "9c3fb176-8d6a-4dc7-8408-6a22c5f7cc72", - "metadata": {}, - "outputs": [], - "source": [ - "import { RunnableWithMessageHistory } from \"@langchain/core/runnables\";\n", - "import { ChatMessageHistory } from \"langchain/stores/message/in_memory\";\n", - "\n", - "const demoEphemeralChatMessageHistoryForChain = new ChatMessageHistory();\n", - "\n", - "const conversationalRagChain = new RunnableWithMessageHistory({\n", - " runnable: ragChain2,\n", - " getMessageHistory: (_sessionId) => demoEphemeralChatMessageHistoryForChain,\n", - " inputMessagesKey: \"input\",\n", - " historyMessagesKey: \"chat_history\",\n", - " outputMessagesKey: \"answer\",\n", - "})" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "1046c92f-21b3-4214-907d-92878d8cba23", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Task Decomposition involves breaking down complicated tasks into smaller, more manageable subgoals. Techniques such as the Chain of Thought (CoT) and Tree of Thoughts extend this by decomposing problems into multiple thought steps and exploring multiple reasoning possibilities at each step. LLMs can perform task decomposition using simple prompts, task-specific instructions, or human inputs, and some approaches like LLM+P involve using external classical planners.\n" - ] - } - ], - "source": [ - "const result1 = await conversationalRagChain.invoke(\n", - " { input: \"What is Task Decomposition?\" },\n", - " { configurable: { sessionId: \"abc123\" } }\n", - ");\n", - "console.log(result1.answer);" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "0e89c75f-7ad7-4331-a2fe-57579eb8f840", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Common ways of doing task decomposition include:\n", - "\n", - "1. Using simple prompting with an LLM, such as \"Steps for XYZ.\\n1.\" or \"What are the subgoals for achieving XYZ?\"\n", - "2. Utilizing task-specific instructions, like \"Write a story outline.\" for writing a novel.\n", - "3. Incorporating human inputs to guide and refine the decomposition process. \n", - "\n", - "Additionally, the LLM+P approach utilizes an external classical planner, involving PDDL to describe and plan complex tasks.\n" - ] - } - ], - "source": [ - "const result2 = await conversationalRagChain.invoke(\n", - " { input: \"What are common ways of doing it?\" },\n", - " { configurable: { sessionId: \"abc123\" } }\n", - ");\n", - "console.log(result2.answer);" - ] - }, - { - "cell_type": "markdown", - "id": "0ab1ded4-76d9-453f-9b9b-db9a4560c737", - "metadata": {}, - "source": [ - "### Tying it together" - ] - }, - { - "cell_type": "markdown", - "id": "8a08a5ea-df5b-4547-93c6-2a3940dd5c3e", - "metadata": {}, - "source": [ - "![](../../static/img/conversational_retrieval_chain.png)\n", - "\n", - "For convenience, we tie together all of the necessary steps in a single code cell:" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "71c32048-1a41-465f-a9e2-c4affc332fd9", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{ input: 'What is Task Decomposition?' }\n", - "----\n", - "{ chat_history: [] }\n", - "----\n", - "{\n", - " context: [\n", - " Document {\n", - " pageContent: 'Fig. 1. Overview of a LLM-powered autonomous agent system.\\n' +\n", - " 'Component One: Planning#\\n' +\n", - " 'A complicated task usually involves many steps. An agent needs to know what they are and plan ahead.\\n' +\n", - " 'Task Decomposition#\\n' +\n", - " 'Chain of thought (CoT; Wei et al. 2022) has become a standard prompting technique for enhancing model performance on complex tasks. The model is instructed to “think step by step” to utilize more test-time computation to decompose hard tasks into smaller and simpler steps. CoT transforms big tasks into multiple manageable tasks and shed lights into an interpretation of the model’s thinking process.\\n' +\n", - " 'Tree of Thoughts (Yao et al. 2023) extends CoT by exploring multiple reasoning possibilities at each step. It first decomposes the problem into multiple thought steps and generates multiple thoughts per step, creating a tree structure. The search process can be BFS (breadth-first search) or DFS (depth-first search) with each state evaluated by a classifier (via a prompt) or majority vote.',\n", - " metadata: [Object],\n", - " id: undefined\n", - " },\n", - " Document {\n", - " pageContent: 'Task decomposition can be done (1) by LLM with simple prompting like \"Steps for XYZ.\\\\n1.\", \"What are the subgoals for achieving XYZ?\", (2) by using task-specific instructions; e.g. \"Write a story outline.\" for writing a novel, or (3) with human inputs.\\n' +\n", - " 'Another quite distinct approach, LLM+P (Liu et al. 2023), involves relying on an external classical planner to do long-horizon planning. This approach utilizes the Planning Domain Definition Language (PDDL) as an intermediate interface to describe the planning problem. In this process, LLM (1) translates the problem into “Problem PDDL”, then (2) requests a classical planner to generate a PDDL plan based on an existing “Domain PDDL”, and finally (3) translates the PDDL plan back into natural language. Essentially, the planning step is outsourced to an external tool, assuming the availability of domain-specific PDDL and a suitable planner which is common in certain robotic setups but not in many other domains.\\n' +\n", - " 'Self-Reflection#',\n", - " metadata: [Object],\n", - " id: undefined\n", - " },\n", - " Document {\n", - " pageContent: 'Planning\\n' +\n", - " '\\n' +\n", - " 'Subgoal and decomposition: The agent breaks down large tasks into smaller, manageable subgoals, enabling efficient handling of complex tasks.\\n' +\n", - " 'Reflection and refinement: The agent can do self-criticism and self-reflection over past actions, learn from mistakes and refine them for future steps, thereby improving the quality of final results.\\n' +\n", - " '\\n' +\n", - " '\\n' +\n", - " 'Memory\\n' +\n", - " '\\n' +\n", - " 'Short-term memory: I would consider all the in-context learning (See Prompt Engineering) as utilizing short-term memory of the model to learn.\\n' +\n", - " 'Long-term memory: This provides the agent with the capability to retain and recall (infinite) information over extended periods, often by leveraging an external vector store and fast retrieval.\\n' +\n", - " '\\n' +\n", - " '\\n' +\n", - " 'Tool use\\n' +\n", - " '\\n' +\n", - " 'The agent learns to call external APIs for extra information that is missing from the model weights (often hard to change after pre-training), including current information, code execution capability, access to proprietary information sources and more.',\n", - " metadata: [Object],\n", - " id: undefined\n", - " },\n", - " Document {\n", - " pageContent: 'Resources:\\n' +\n", - " '1. Internet access for searches and information gathering.\\n' +\n", - " '2. Long Term memory management.\\n' +\n", - " '3. GPT-3.5 powered Agents for delegation of simple tasks.\\n' +\n", - " '4. File output.\\n' +\n", - " '\\n' +\n", - " 'Performance Evaluation:\\n' +\n", - " '1. Continuously review and analyze your actions to ensure you are performing to the best of your abilities.\\n' +\n", - " '2. Constructively self-criticize your big-picture behavior constantly.\\n' +\n", - " '3. Reflect on past decisions and strategies to refine your approach.\\n' +\n", - " '4. Every command has a cost, so be smart and efficient. Aim to complete tasks in the least number of steps.',\n", - " metadata: [Object],\n", - " id: undefined\n", - " }\n", - " ]\n", - "}\n", - "----\n", - "{ answer: '' }\n", - "----\n", - "{ answer: 'Task' }\n", - "----\n", - "{ answer: ' decomposition' }\n", - "----\n", - "{ answer: ' involves' }\n", - "----\n", - "{ answer: ' breaking' }\n", - "----\n", - "{ answer: ' down' }\n", - "----\n", - "{ answer: ' a' }\n", - "----\n", - "{ answer: ' complex' }\n", - "----\n", - "{ answer: ' task' }\n", - "----\n", - "{ answer: ' into' }\n", - "----\n", - "{ answer: ' smaller' }\n", - "----\n", - "{ answer: ' and' }\n", - "----\n", - "{ answer: ' more' }\n", - "----\n", - "{ answer: ' manageable' }\n", - "----\n", - "{ answer: ' sub' }\n", - "----\n", - "{ answer: 'goals' }\n", - "----\n", - "{ answer: ' or' }\n", - "----\n", - "{ answer: ' steps' }\n", - "----\n", - "{ answer: '.' }\n", - "----\n", - "{ answer: ' This' }\n", - "----\n", - "{ answer: ' process' }\n", - "----\n", - "{ answer: ' allows' }\n", - "----\n", - "{ answer: ' an' }\n", - "----\n", - "{ answer: ' agent' }\n", - "----\n", - "{ answer: ' or' }\n", - "----\n", - "{ answer: ' model' }\n", - "----\n", - "{ answer: ' to' }\n", - "----\n", - "{ answer: ' efficiently' }\n", - "----\n", - "{ answer: ' handle' }\n", - "----\n", - "{ answer: ' intricate' }\n", - "----\n", - "{ answer: ' tasks' }\n", - "----\n", - "{ answer: ' by' }\n", - "----\n", - "{ answer: ' dividing' }\n", - "----\n", - "{ answer: ' them' }\n", - "----\n", - "{ answer: ' into' }\n", - "----\n", - "{ answer: ' simpler' }\n", - "----\n", - "{ answer: ' components' }\n", - "----\n", - "{ answer: '.' }\n", - "----\n", - "{ answer: ' Task' }\n", - "----\n", - "{ answer: ' decomposition' }\n", - "----\n", - "{ answer: ' can' }\n", - "----\n", - "{ answer: ' be' }\n", - "----\n", - "{ answer: ' achieved' }\n", - "----\n", - "{ answer: ' through' }\n", - "----\n", - "{ answer: ' techniques' }\n", - "----\n", - "{ answer: ' like' }\n", - "----\n", - "{ answer: ' Chain' }\n", - "----\n", - "{ answer: ' of' }\n", - "----\n", - "{ answer: ' Thought' }\n", - "----\n", - "{ answer: ',' }\n", - "----\n", - "{ answer: ' Tree' }\n", - "----\n", - "{ answer: ' of' }\n", - "----\n", - "{ answer: ' Thoughts' }\n", - "----\n", - "{ answer: ',' }\n", - "----\n", - "{ answer: ' or' }\n", - "----\n", - "{ answer: ' by' }\n", - "----\n", - "{ answer: ' using' }\n", - "----\n", - "{ answer: ' task' }\n", - "----\n", - "{ answer: '-specific' }\n", - "----\n", - "{ answer: ' instructions' }\n", - "----\n", - "{ answer: '.' }\n", - "----\n", - "{ answer: '' }\n", - "----\n", - "{ answer: '' }\n", - "----\n" - ] - } - ], - "source": [ - "import { CheerioWebBaseLoader } from \"@langchain/community/document_loaders/web/cheerio\";\n", - "import { RecursiveCharacterTextSplitter } from \"langchain/text_splitter\";\n", - "import { MemoryVectorStore } from \"langchain/vectorstores/memory\";\n", - "import { OpenAIEmbeddings, ChatOpenAI } from \"@langchain/openai\";\n", - "import { ChatPromptTemplate, MessagesPlaceholder } from \"@langchain/core/prompts\";\n", - "import { createHistoryAwareRetriever } from \"langchain/chains/history_aware_retriever\";\n", - "import { createStuffDocumentsChain } from \"langchain/chains/combine_documents\";\n", - "import { createRetrievalChain } from \"langchain/chains/retrieval\";\n", - "import { RunnableWithMessageHistory } from \"@langchain/core/runnables\";\n", - "import { ChatMessageHistory } from \"langchain/stores/message/in_memory\";\n", - "import { BaseChatMessageHistory } from \"@langchain/core/chat_history\";\n", - "\n", - "const llm2 = new ChatOpenAI({ model: \"gpt-3.5-turbo\", temperature: 0 });\n", - "\n", - "// Construct retriever\n", - "const loader2 = new CheerioWebBaseLoader(\n", - " \"https://lilianweng.github.io/posts/2023-06-23-agent/\",\n", - " {\n", - " selector: \".post-content, .post-title, .post-header\"\n", - " }\n", - ");\n", - "\n", - "const docs2 = await loader2.load();\n", - "\n", - "const textSplitter2 = new RecursiveCharacterTextSplitter({ chunkSize: 1000, chunkOverlap: 200 });\n", - "const splits2 = await textSplitter2.splitDocuments(docs2);\n", - "const vectorstore2 = await MemoryVectorStore.fromDocuments(splits2, new OpenAIEmbeddings());\n", - "const retriever2 = vectorstore2.asRetriever();\n", - "\n", - "// Contextualize question\n", - "const contextualizeQSystemPrompt2 = \n", - " \"Given a chat history and the latest user question \" +\n", - " \"which might reference context in the chat history, \" +\n", - " \"formulate a standalone question which can be understood \" +\n", - " \"without the chat history. Do NOT answer the question, \" +\n", - " \"just reformulate it if needed and otherwise return it as is.\";\n", - "\n", - "const contextualizeQPrompt2 = ChatPromptTemplate.fromMessages([\n", - " [\"system\", contextualizeQSystemPrompt2],\n", - " new MessagesPlaceholder(\"chat_history\"),\n", - " [\"human\", \"{input}\"],\n", - "]);\n", - "\n", - "const historyAwareRetriever2 = await createHistoryAwareRetriever({\n", - " llm: llm2,\n", - " retriever: retriever2,\n", - " rephrasePrompt: contextualizeQPrompt2\n", - "});\n", - "\n", - "// Answer question\n", - "const systemPrompt2 = \n", - " \"You are an assistant for question-answering tasks. \" +\n", - " \"Use the following pieces of retrieved context to answer \" +\n", - " \"the question. If you don't know the answer, say that you \" +\n", - " \"don't know. Use three sentences maximum and keep the \" +\n", - " \"answer concise.\" +\n", - " \"\\n\\n\" +\n", - " \"{context}\";\n", - "\n", - "const qaPrompt2 = ChatPromptTemplate.fromMessages([\n", - " [\"system\", systemPrompt2],\n", - " new MessagesPlaceholder(\"chat_history\"),\n", - " [\"human\", \"{input}\"],\n", - "]);\n", - "\n", - "const questionAnswerChain3 = await createStuffDocumentsChain({\n", - " llm,\n", - " prompt: qaPrompt2,\n", - "});\n", - "\n", - "const ragChain3 = await createRetrievalChain({\n", - " retriever: historyAwareRetriever2,\n", - " combineDocsChain: questionAnswerChain3,\n", - "});\n", - "\n", - "// Statefully manage chat history\n", - "const store2: Record = {};\n", - "\n", - "function getSessionHistory2(sessionId: string): BaseChatMessageHistory {\n", - " if (!(sessionId in store2)) {\n", - " store2[sessionId] = new ChatMessageHistory();\n", - " }\n", - " return store2[sessionId];\n", - "}\n", - "\n", - "const conversationalRagChain2 = new RunnableWithMessageHistory({\n", - " runnable: ragChain3,\n", - " getMessageHistory: getSessionHistory2,\n", - " inputMessagesKey: \"input\",\n", - " historyMessagesKey: \"chat_history\",\n", - " outputMessagesKey: \"answer\",\n", - "});\n", - "\n", - "// Example usage\n", - "const query2 = \"What is Task Decomposition?\";\n", - "\n", - "for await (const s of await conversationalRagChain2.stream(\n", - " { input: query2 },\n", - " { configurable: { sessionId: \"unique_session_id\" } }\n", - ")) {\n", - " console.log(s);\n", - " console.log(\"----\");\n", - "}" - ] - }, - { - "cell_type": "markdown", - "id": "861da8ed-d890-4fdc-a3bf-30433db61e0d", - "metadata": {}, - "source": [ - "## Agents {#agents}\n", - "\n", - "Agents leverage the reasoning capabilities of LLMs to make decisions during execution. Using agents allow you to offload some discretion over the retrieval process. Although their behavior is less predictable than chains, they offer some advantages in this context:\n", - "\n", - "- Agents generate the input to the retriever directly, without necessarily needing us to explicitly build in contextualization, as we did above;\n", - "- Agents can execute multiple retrieval steps in service of a query, or refrain from executing a retrieval step altogether (e.g., in response to a generic greeting from a user).\n", - "\n", - "### Retrieval tool\n", - "\n", - "Agents can access \"tools\" and manage their execution. In this case, we will convert our retriever into a LangChain tool to be wielded by the agent:" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "809cc747-2135-40a2-8e73-e4556343ee64", - "metadata": {}, - "outputs": [], - "source": [ - "import { createRetrieverTool } from \"langchain/tools/retriever\";\n", - "\n", - "const tool = createRetrieverTool(\n", - " retriever,\n", - " {\n", - " name: \"blog_post_retriever\",\n", - " description: \"Searches and returns excerpts from the Autonomous Agents blog post.\",\n", - " }\n", - ")\n", - "const tools = [tool]" - ] - }, - { - "cell_type": "markdown", - "id": "07dcb968-ed9a-458a-85e1-528cd28c6965", - "metadata": {}, - "source": [ - "Tools are LangChain [Runnables](/docs/concepts/lcel), and implement the usual interface:" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "931c4fe3-c603-4efb-9b37-5f7cbbb1cbbd", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Task decomposition can be done (1) by LLM with simple prompting like \"Steps for XYZ.\\n1.\", \"What are the subgoals for achieving XYZ?\", (2) by using task-specific instructions; e.g. \"Write a story outline.\" for writing a novel, or (3) with human inputs.\n", - "Another quite distinct approach, LLM+P (Liu et al. 2023), involves relying on an external classical planner to do long-horizon planning. This approach utilizes the Planning Domain Definition Language (PDDL) as an intermediate interface to describe the planning problem. In this process, LLM (1) translates the problem into “Problem PDDL”, then (2) requests a classical planner to generate a PDDL plan based on an existing “Domain PDDL”, and finally (3) translates the PDDL plan back into natural language. Essentially, the planning step is outsourced to an external tool, assuming the availability of domain-specific PDDL and a suitable planner which is common in certain robotic setups but not in many other domains.\n", - "Self-Reflection#\n", - "\n", - "Fig. 1. Overview of a LLM-powered autonomous agent system.\n", - "Component One: Planning#\n", - "A complicated task usually involves many steps. An agent needs to know what they are and plan ahead.\n", - "Task Decomposition#\n", - "Chain of thought (CoT; Wei et al. 2022) has become a standard prompting technique for enhancing model performance on complex tasks. The model is instructed to “think step by step” to utilize more test-time computation to decompose hard tasks into smaller and simpler steps. CoT transforms big tasks into multiple manageable tasks and shed lights into an interpretation of the model’s thinking process.\n", - "Tree of Thoughts (Yao et al. 2023) extends CoT by exploring multiple reasoning possibilities at each step. It first decomposes the problem into multiple thought steps and generates multiple thoughts per step, creating a tree structure. The search process can be BFS (breadth-first search) or DFS (depth-first search) with each state evaluated by a classifier (via a prompt) or majority vote.\n", - "\n", - "(3) Task execution: Expert models execute on the specific tasks and log results.\n", - "Instruction:\n", - "\n", - "With the input and the inference results, the AI assistant needs to describe the process and results. The previous stages can be formed as - User Input: {{ User Input }}, Task Planning: {{ Tasks }}, Model Selection: {{ Model Assignment }}, Task Execution: {{ Predictions }}. You must first answer the user's request in a straightforward manner. Then describe the task process and show your analysis and model inference results to the user in the first person. If inference results contain a file path, must tell the user the complete file path.\n", - "\n", - "Resources:\n", - "1. Internet access for searches and information gathering.\n", - "2. Long Term memory management.\n", - "3. GPT-3.5 powered Agents for delegation of simple tasks.\n", - "4. File output.\n", - "\n", - "Performance Evaluation:\n", - "1. Continuously review and analyze your actions to ensure you are performing to the best of your abilities.\n", - "2. Constructively self-criticize your big-picture behavior constantly.\n", - "3. Reflect on past decisions and strategies to refine your approach.\n", - "4. Every command has a cost, so be smart and efficient. Aim to complete tasks in the least number of steps.\n" - ] - } - ], - "source": [ - "console.log(await tool.invoke({ query: \"task decomposition\" }))" - ] - }, - { - "cell_type": "markdown", - "id": "f77e0217-28be-4b8b-b4c4-9cc4ed5ec201", - "metadata": {}, - "source": [ - "### Agent constructor\n", - "\n", - "Now that we have defined the tools and the LLM, we can create the agent. We will be using [LangGraph](https://langchain-ai.github.io/langgraphjs) to construct the agent. \n", - "Currently we are using a high level interface to construct the agent, but the nice thing about LangGraph is that this high-level interface is backed by a low-level, highly controllable API in case you want to modify the agent logic." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "1726d151-4653-4c72-a187-a14840add526", - "metadata": {}, - "outputs": [], - "source": [ - "import { createReactAgent } from \"@langchain/langgraph/prebuilt\";\n", - "\n", - "const agentExecutor = createReactAgent({ llm, tools });" - ] - }, - { - "cell_type": "markdown", - "id": "6d5152ca-1c3b-4f58-bb28-f31c0be7ba66", - "metadata": {}, - "source": [ - "We can now try it out. Note that so far it is not stateful (we still need to add in memory)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "170403a2-c914-41db-85d8-a2c381da112d", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{\n", - " agent: {\n", - " messages: [\n", - " AIMessage {\n", - " \"id\": \"chatcmpl-ABABtUmgD1ZlOHZd0nD9TR8yb3mMe\",\n", - " \"content\": \"\",\n", - " \"additional_kwargs\": {\n", - " \"tool_calls\": [\n", - " {\n", - " \"id\": \"call_dWxEY41mg9VSLamVYHltsUxL\",\n", - " \"type\": \"function\",\n", - " \"function\": \"[Object]\"\n", - " }\n", - " ]\n", - " },\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 19,\n", - " \"promptTokens\": 66,\n", - " \"totalTokens\": 85\n", - " },\n", - " \"finish_reason\": \"tool_calls\",\n", - " \"system_fingerprint\": \"fp_3537616b13\"\n", - " },\n", - " \"tool_calls\": [\n", - " {\n", - " \"name\": \"blog_post_retriever\",\n", - " \"args\": {\n", - " \"query\": \"Task Decomposition\"\n", - " },\n", - " \"type\": \"tool_call\",\n", - " \"id\": \"call_dWxEY41mg9VSLamVYHltsUxL\"\n", - " }\n", - " ],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 66,\n", - " \"output_tokens\": 19,\n", - " \"total_tokens\": 85\n", - " }\n", - " }\n", - " ]\n", - " }\n", - "}\n", - "----\n", - "{\n", - " tools: {\n", - " messages: [\n", - " ToolMessage {\n", - " \"content\": \"Fig. 1. Overview of a LLM-powered autonomous agent system.\\nComponent One: Planning#\\nA complicated task usually involves many steps. An agent needs to know what they are and plan ahead.\\nTask Decomposition#\\nChain of thought (CoT; Wei et al. 2022) has become a standard prompting technique for enhancing model performance on complex tasks. The model is instructed to “think step by step” to utilize more test-time computation to decompose hard tasks into smaller and simpler steps. CoT transforms big tasks into multiple manageable tasks and shed lights into an interpretation of the model’s thinking process.\\nTree of Thoughts (Yao et al. 2023) extends CoT by exploring multiple reasoning possibilities at each step. It first decomposes the problem into multiple thought steps and generates multiple thoughts per step, creating a tree structure. The search process can be BFS (breadth-first search) or DFS (depth-first search) with each state evaluated by a classifier (via a prompt) or majority vote.\\n\\nTask decomposition can be done (1) by LLM with simple prompting like \\\"Steps for XYZ.\\\\n1.\\\", \\\"What are the subgoals for achieving XYZ?\\\", (2) by using task-specific instructions; e.g. \\\"Write a story outline.\\\" for writing a novel, or (3) with human inputs.\\nAnother quite distinct approach, LLM+P (Liu et al. 2023), involves relying on an external classical planner to do long-horizon planning. This approach utilizes the Planning Domain Definition Language (PDDL) as an intermediate interface to describe the planning problem. In this process, LLM (1) translates the problem into “Problem PDDL”, then (2) requests a classical planner to generate a PDDL plan based on an existing “Domain PDDL”, and finally (3) translates the PDDL plan back into natural language. Essentially, the planning step is outsourced to an external tool, assuming the availability of domain-specific PDDL and a suitable planner which is common in certain robotic setups but not in many other domains.\\nSelf-Reflection#\\n\\n(3) Task execution: Expert models execute on the specific tasks and log results.\\nInstruction:\\n\\nWith the input and the inference results, the AI assistant needs to describe the process and results. The previous stages can be formed as - User Input: {{ User Input }}, Task Planning: {{ Tasks }}, Model Selection: {{ Model Assignment }}, Task Execution: {{ Predictions }}. You must first answer the user's request in a straightforward manner. Then describe the task process and show your analysis and model inference results to the user in the first person. If inference results contain a file path, must tell the user the complete file path.\\n\\nPlanning\\n\\nSubgoal and decomposition: The agent breaks down large tasks into smaller, manageable subgoals, enabling efficient handling of complex tasks.\\nReflection and refinement: The agent can do self-criticism and self-reflection over past actions, learn from mistakes and refine them for future steps, thereby improving the quality of final results.\\n\\n\\nMemory\\n\\nShort-term memory: I would consider all the in-context learning (See Prompt Engineering) as utilizing short-term memory of the model to learn.\\nLong-term memory: This provides the agent with the capability to retain and recall (infinite) information over extended periods, often by leveraging an external vector store and fast retrieval.\\n\\n\\nTool use\\n\\nThe agent learns to call external APIs for extra information that is missing from the model weights (often hard to change after pre-training), including current information, code execution capability, access to proprietary information sources and more.\",\n", - " \"name\": \"blog_post_retriever\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {},\n", - " \"tool_call_id\": \"call_dWxEY41mg9VSLamVYHltsUxL\"\n", - " }\n", - " ]\n", - " }\n", - "}\n", - "----\n", - "{\n", - " agent: {\n", - " messages: [\n", - " AIMessage {\n", - " \"id\": \"chatcmpl-ABABuSj5FHmHFdeR2Pv7Cxcmq5aQz\",\n", - " \"content\": \"Task Decomposition is a technique that allows an agent to break down a complex task into smaller, more manageable subtasks or steps. The primary goal is to simplify the task to ensure efficient execution and better understanding. \\n\\n### Methods in Task Decomposition:\\n1. **Chain of Thought (CoT)**:\\n - **Description**: This technique involves instructing the model to “think step by step” to decompose hard tasks into smaller ones. It transforms large tasks into multiple manageable tasks, enhancing the model's performance and providing insight into its thinking process. \\n - **Example**: When given a complex problem, the model outlines sequential steps to reach a solution.\\n\\n2. **Tree of Thoughts**:\\n - **Description**: This extends CoT by exploring multiple reasoning possibilities at each step. The problem is decomposed into multiple thought steps, with several thoughts generated per step, forming a sort of decision tree.\\n - **Example**: For a given task, the model might consider various alternative actions at each stage, evaluating each before proceeding.\\n\\n3. **LLM with Prompts**:\\n - **Description**: Basic task decomposition can be done via simple prompts like \\\"Steps for XYZ\\\" or \\\"What are the subgoals for achieving XYZ?\\\" This can also be guided by task-specific instructions or human inputs when necessary.\\n - **Example**: Asking the model to list the subgoals for writing a novel might produce an outline broken down into chapters, character development, and plot points.\\n\\n4. **LLM+P**:\\n - **Description**: This approach involves outsourcing long-term planning to an external classical planner using Planning Domain Definition Language (PDDL). The task is translated into a PDDL problem by the model, planned using classical planning tools, and then translated back into natural language.\\n - **Example**: In robotics, translating a task into PDDL and then using a domain-specific planner to generate a sequence of actions.\\n\\n### Applications:\\n- **Planning**: Helps an agent plan tasks by breaking them into clear, manageable steps.\\n- **Self-Reflection**: Allows agents to reflect and refine their actions, learning from past mistakes to improve future performance.\\n- **Memory**: Utilizes short-term memory for immediate context and long-term memory for retaining and recalling information over extended periods.\\n- **Tool Use**: Enables the agent to call external APIs for additional information or capabilities not inherent in the model.\\n\\nIn essence, task decomposition leverages various methodologies to simplify complex tasks, ensuring better performance, improved reasoning, and effective task execution.\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 522,\n", - " \"promptTokens\": 821,\n", - " \"totalTokens\": 1343\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_e375328146\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 821,\n", - " \"output_tokens\": 522,\n", - " \"total_tokens\": 1343\n", - " }\n", - " }\n", - " ]\n", - " }\n", - "}\n", - "----\n" - ] - } - ], - "source": [ - "const query = \"What is Task Decomposition?\";\n", - "\n", - "for await (const s of await agentExecutor.stream(\n", - " { messages: [new HumanMessage(query)] }\n", - ")) {\n", - " console.log(s);\n", - " console.log(\"----\");\n", - "}" - ] - }, - { - "cell_type": "markdown", - "id": "1df703b1-aad6-48fb-b6fa-703e32ea88b9", - "metadata": {}, - "source": [ - "LangGraph comes with built in persistence, so we don't need to use ChatMessageHistory! Rather, we can pass in a checkpointer to our LangGraph agent directly" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "04a3a664-3c3f-4cd1-9995-26662a52da7c", - "metadata": {}, - "outputs": [], - "source": [ - "import { MemorySaver } from \"@langchain/langgraph\";\n", - "\n", - "const memory = new MemorySaver();\n", - "\n", - "const agentExecutorWithMemory = createReactAgent({ llm, tools, checkpointSaver: memory });" - ] - }, - { - "cell_type": "markdown", - "id": "02026f78-338e-4d18-9f05-131e1dd59197", - "metadata": {}, - "source": [ - "This is all we need to construct a conversational RAG agent.\n", - "\n", - "Let's observe its behavior. Note that if we input a query that does not require a retrieval step, the agent does not execute one:" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "d6d70833-b958-4cd7-9e27-29c1c08bb1b8", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{\n", - " agent: {\n", - " messages: [\n", - " AIMessage {\n", - " \"id\": \"chatcmpl-ABACGc1vDPUSHYN7YVkuUMwpKR20P\",\n", - " \"content\": \"Hello, Bob! How can I assist you today?\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 12,\n", - " \"promptTokens\": 64,\n", - " \"totalTokens\": 76\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_e375328146\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 64,\n", - " \"output_tokens\": 12,\n", - " \"total_tokens\": 76\n", - " }\n", - " }\n", - " ]\n", - " }\n", - "}\n", - "----\n" - ] - } - ], - "source": [ - "const config = { configurable: { thread_id: \"abc123\" } };\n", - "\n", - "for await (const s of await agentExecutorWithMemory.stream(\n", - " { messages: [new HumanMessage(\"Hi! I'm bob\")] },\n", - " config\n", - ")) {\n", - " console.log(s);\n", - " console.log(\"----\");\n", - "}" - ] - }, - { - "cell_type": "markdown", - "id": "a7928865-3dd6-4d36-abc6-2a30de770d09", - "metadata": {}, - "source": [ - "Further, if we input a query that does require a retrieval step, the agent generates the input to the tool:" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "e2c570ae-dd91-402c-8693-ae746de63b16", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{\n", - " agent: {\n", - " messages: [\n", - " AIMessage {\n", - " \"id\": \"chatcmpl-ABACI6WN7hkfJjFhIUBGt3TswtPOv\",\n", - " \"content\": \"\",\n", - " \"additional_kwargs\": {\n", - " \"tool_calls\": [\n", - " {\n", - " \"id\": \"call_Lys2G4TbOMJ6RBuVvKnFSK4V\",\n", - " \"type\": \"function\",\n", - " \"function\": \"[Object]\"\n", - " }\n", - " ]\n", - " },\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 19,\n", - " \"promptTokens\": 89,\n", - " \"totalTokens\": 108\n", - " },\n", - " \"finish_reason\": \"tool_calls\",\n", - " \"system_fingerprint\": \"fp_f82f5b050c\"\n", - " },\n", - " \"tool_calls\": [\n", - " {\n", - " \"name\": \"blog_post_retriever\",\n", - " \"args\": {\n", - " \"query\": \"Task Decomposition\"\n", - " },\n", - " \"type\": \"tool_call\",\n", - " \"id\": \"call_Lys2G4TbOMJ6RBuVvKnFSK4V\"\n", - " }\n", - " ],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 89,\n", - " \"output_tokens\": 19,\n", - " \"total_tokens\": 108\n", - " }\n", - " }\n", - " ]\n", - " }\n", - "}\n", - "----\n", - "{\n", - " tools: {\n", - " messages: [\n", - " ToolMessage {\n", - " \"content\": \"Fig. 1. Overview of a LLM-powered autonomous agent system.\\nComponent One: Planning#\\nA complicated task usually involves many steps. An agent needs to know what they are and plan ahead.\\nTask Decomposition#\\nChain of thought (CoT; Wei et al. 2022) has become a standard prompting technique for enhancing model performance on complex tasks. The model is instructed to “think step by step” to utilize more test-time computation to decompose hard tasks into smaller and simpler steps. CoT transforms big tasks into multiple manageable tasks and shed lights into an interpretation of the model’s thinking process.\\nTree of Thoughts (Yao et al. 2023) extends CoT by exploring multiple reasoning possibilities at each step. It first decomposes the problem into multiple thought steps and generates multiple thoughts per step, creating a tree structure. The search process can be BFS (breadth-first search) or DFS (depth-first search) with each state evaluated by a classifier (via a prompt) or majority vote.\\n\\nTask decomposition can be done (1) by LLM with simple prompting like \\\"Steps for XYZ.\\\\n1.\\\", \\\"What are the subgoals for achieving XYZ?\\\", (2) by using task-specific instructions; e.g. \\\"Write a story outline.\\\" for writing a novel, or (3) with human inputs.\\nAnother quite distinct approach, LLM+P (Liu et al. 2023), involves relying on an external classical planner to do long-horizon planning. This approach utilizes the Planning Domain Definition Language (PDDL) as an intermediate interface to describe the planning problem. In this process, LLM (1) translates the problem into “Problem PDDL”, then (2) requests a classical planner to generate a PDDL plan based on an existing “Domain PDDL”, and finally (3) translates the PDDL plan back into natural language. Essentially, the planning step is outsourced to an external tool, assuming the availability of domain-specific PDDL and a suitable planner which is common in certain robotic setups but not in many other domains.\\nSelf-Reflection#\\n\\n(3) Task execution: Expert models execute on the specific tasks and log results.\\nInstruction:\\n\\nWith the input and the inference results, the AI assistant needs to describe the process and results. The previous stages can be formed as - User Input: {{ User Input }}, Task Planning: {{ Tasks }}, Model Selection: {{ Model Assignment }}, Task Execution: {{ Predictions }}. You must first answer the user's request in a straightforward manner. Then describe the task process and show your analysis and model inference results to the user in the first person. If inference results contain a file path, must tell the user the complete file path.\\n\\nPlanning\\n\\nSubgoal and decomposition: The agent breaks down large tasks into smaller, manageable subgoals, enabling efficient handling of complex tasks.\\nReflection and refinement: The agent can do self-criticism and self-reflection over past actions, learn from mistakes and refine them for future steps, thereby improving the quality of final results.\\n\\n\\nMemory\\n\\nShort-term memory: I would consider all the in-context learning (See Prompt Engineering) as utilizing short-term memory of the model to learn.\\nLong-term memory: This provides the agent with the capability to retain and recall (infinite) information over extended periods, often by leveraging an external vector store and fast retrieval.\\n\\n\\nTool use\\n\\nThe agent learns to call external APIs for extra information that is missing from the model weights (often hard to change after pre-training), including current information, code execution capability, access to proprietary information sources and more.\",\n", - " \"name\": \"blog_post_retriever\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {},\n", - " \"tool_call_id\": \"call_Lys2G4TbOMJ6RBuVvKnFSK4V\"\n", - " }\n", - " ]\n", - " }\n", - "}\n", - "----\n", - "{\n", - " agent: {\n", - " messages: [\n", - " AIMessage {\n", - " \"id\": \"chatcmpl-ABACJu56eYSAyyMNaV9UEUwHS8vRu\",\n", - " \"content\": \"Task Decomposition is a method used to break down complicated tasks into smaller, more manageable steps. This approach leverages the \\\"Chain of Thought\\\" (CoT) technique, which prompts models to \\\"think step by step\\\" to enhance performance on complex tasks. Here’s a summary of the key concepts related to Task Decomposition:\\n\\n1. **Chain of Thought (CoT):**\\n - A prompting technique that encourages models to decompose hard tasks into simpler steps, transforming big tasks into multiple manageable sub-tasks.\\n - CoT helps to provide insights into the model’s thinking process.\\n\\n2. **Tree of Thoughts:**\\n - An extension of CoT, this approach explores multiple reasoning paths at each step.\\n - It creates a tree structure by generating multiple thoughts per step, and uses search methods like breadth-first search (BFS) or depth-first search (DFS) to explore these thoughts.\\n - Each state is evaluated by a classifier or majority vote.\\n\\n3. **Methods for Task Decomposition:**\\n - Simple prompting such as instructing with phrases like \\\"Steps for XYZ: 1., 2., 3.\\\" or \\\"What are the subgoals for achieving XYZ?\\\".\\n - Using task-specific instructions like \\\"Write a story outline\\\" for specific tasks such as writing a novel.\\n - Incorporating human inputs for better granularity.\\n\\n4. **LLM+P (Long-horizon Planning):**\\n - A method that involves using an external classical planner for long-horizon planning.\\n - The process involves translating the problem into a Planning Domain Definition Language (PDDL) problem, using a classical planner to generate a PDDL plan, and then translating it back into natural language.\\n\\nTask Decomposition is essential in planning complex tasks, allowing for efficient handling by breaking them into sub-tasks and sub-goals. This process is integral to the functioning of autonomous agent systems and enhances their capability to execute intricate tasks effectively.\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 396,\n", - " \"promptTokens\": 844,\n", - " \"totalTokens\": 1240\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_9f2bfdaa89\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 844,\n", - " \"output_tokens\": 396,\n", - " \"total_tokens\": 1240\n", - " }\n", - " }\n", - " ]\n", - " }\n", - "}\n", - "----\n" - ] - } - ], - "source": [ - "for await (const s of await agentExecutorWithMemory.stream(\n", - " { messages: [new HumanMessage(query)] },\n", - " config\n", - ")) {\n", - " console.log(s);\n", - " console.log(\"----\");\n", - "}" - ] - }, - { - "cell_type": "markdown", - "id": "26eaae33-3c4e-49fc-9fc6-db8967e25579", - "metadata": {}, - "source": [ - "Above, instead of inserting our query verbatim into the tool, the agent stripped unnecessary words like \"what\" and \"is\".\n", - "\n", - "This same principle allows the agent to use the context of the conversation when necessary:" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "570d8c68-136e-4ba5-969a-03ba195f6118", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{\n", - " agent: {\n", - " messages: [\n", - " AIMessage {\n", - " \"id\": \"chatcmpl-ABACPZzSugzrREQRO4mVQfI3cQOeL\",\n", - " \"content\": \"\",\n", - " \"additional_kwargs\": {\n", - " \"tool_calls\": [\n", - " {\n", - " \"id\": \"call_5nSZb396Tcg73Pok6Bx1XV8b\",\n", - " \"type\": \"function\",\n", - " \"function\": \"[Object]\"\n", - " }\n", - " ]\n", - " },\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 22,\n", - " \"promptTokens\": 1263,\n", - " \"totalTokens\": 1285\n", - " },\n", - " \"finish_reason\": \"tool_calls\",\n", - " \"system_fingerprint\": \"fp_9f2bfdaa89\"\n", - " },\n", - " \"tool_calls\": [\n", - " {\n", - " \"name\": \"blog_post_retriever\",\n", - " \"args\": {\n", - " \"query\": \"common ways of doing task decomposition\"\n", - " },\n", - " \"type\": \"tool_call\",\n", - " \"id\": \"call_5nSZb396Tcg73Pok6Bx1XV8b\"\n", - " }\n", - " ],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 1263,\n", - " \"output_tokens\": 22,\n", - " \"total_tokens\": 1285\n", - " }\n", - " }\n", - " ]\n", - " }\n", - "}\n", - "----\n", - "{\n", - " tools: {\n", - " messages: [\n", - " ToolMessage {\n", - " \"content\": \"Fig. 1. Overview of a LLM-powered autonomous agent system.\\nComponent One: Planning#\\nA complicated task usually involves many steps. An agent needs to know what they are and plan ahead.\\nTask Decomposition#\\nChain of thought (CoT; Wei et al. 2022) has become a standard prompting technique for enhancing model performance on complex tasks. The model is instructed to “think step by step” to utilize more test-time computation to decompose hard tasks into smaller and simpler steps. CoT transforms big tasks into multiple manageable tasks and shed lights into an interpretation of the model’s thinking process.\\nTree of Thoughts (Yao et al. 2023) extends CoT by exploring multiple reasoning possibilities at each step. It first decomposes the problem into multiple thought steps and generates multiple thoughts per step, creating a tree structure. The search process can be BFS (breadth-first search) or DFS (depth-first search) with each state evaluated by a classifier (via a prompt) or majority vote.\\n\\nTask decomposition can be done (1) by LLM with simple prompting like \\\"Steps for XYZ.\\\\n1.\\\", \\\"What are the subgoals for achieving XYZ?\\\", (2) by using task-specific instructions; e.g. \\\"Write a story outline.\\\" for writing a novel, or (3) with human inputs.\\nAnother quite distinct approach, LLM+P (Liu et al. 2023), involves relying on an external classical planner to do long-horizon planning. This approach utilizes the Planning Domain Definition Language (PDDL) as an intermediate interface to describe the planning problem. In this process, LLM (1) translates the problem into “Problem PDDL”, then (2) requests a classical planner to generate a PDDL plan based on an existing “Domain PDDL”, and finally (3) translates the PDDL plan back into natural language. Essentially, the planning step is outsourced to an external tool, assuming the availability of domain-specific PDDL and a suitable planner which is common in certain robotic setups but not in many other domains.\\nSelf-Reflection#\\n\\nPlanning\\n\\nSubgoal and decomposition: The agent breaks down large tasks into smaller, manageable subgoals, enabling efficient handling of complex tasks.\\nReflection and refinement: The agent can do self-criticism and self-reflection over past actions, learn from mistakes and refine them for future steps, thereby improving the quality of final results.\\n\\n\\nMemory\\n\\nShort-term memory: I would consider all the in-context learning (See Prompt Engineering) as utilizing short-term memory of the model to learn.\\nLong-term memory: This provides the agent with the capability to retain and recall (infinite) information over extended periods, often by leveraging an external vector store and fast retrieval.\\n\\n\\nTool use\\n\\nThe agent learns to call external APIs for extra information that is missing from the model weights (often hard to change after pre-training), including current information, code execution capability, access to proprietary information sources and more.\\n\\nResources:\\n1. Internet access for searches and information gathering.\\n2. Long Term memory management.\\n3. GPT-3.5 powered Agents for delegation of simple tasks.\\n4. File output.\\n\\nPerformance Evaluation:\\n1. Continuously review and analyze your actions to ensure you are performing to the best of your abilities.\\n2. Constructively self-criticize your big-picture behavior constantly.\\n3. Reflect on past decisions and strategies to refine your approach.\\n4. Every command has a cost, so be smart and efficient. Aim to complete tasks in the least number of steps.\",\n", - " \"name\": \"blog_post_retriever\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {},\n", - " \"tool_call_id\": \"call_5nSZb396Tcg73Pok6Bx1XV8b\"\n", - " }\n", - " ]\n", - " }\n", - "}\n", - "----\n", - "{\n", - " agent: {\n", - " messages: [\n", - " AIMessage {\n", - " \"id\": \"chatcmpl-ABACQt9pT5dKCTaGQpVawcmCCWdET\",\n", - " \"content\": \"According to the blog post, common ways of performing Task Decomposition include:\\n\\n1. **Using Large Language Models (LLMs) with Simple Prompting:**\\n - Providing clear and structured prompts such as \\\"Steps for XYZ: 1., 2., 3.\\\" or asking \\\"What are the subgoals for achieving XYZ?\\\"\\n - This allows the model to break down the tasks step-by-step.\\n\\n2. **Task-Specific Instructions:**\\n - Employing specific instructions tailored to the task at hand, for example, \\\"Write a story outline\\\" for writing a novel.\\n - These instructions guide the model in decomposing the task appropriately.\\n\\n3. **Involving Human Inputs:**\\n - Integrating insights and directives from humans to aid in the decomposition process.\\n - This can ensure that the breakdown is comprehensive and accurately reflects the nuances of the task.\\n\\n4. **LLM+P Approach for Long-Horizon Planning:**\\n - Utilizing an external classical planner by translating the problem into Planning Domain Definition Language (PDDL).\\n - The process involves:\\n 1. Translating the problem into “Problem PDDL”.\\n 2. Requesting a classical planner to generate a PDDL plan based on an existing “Domain PDDL”.\\n 3. Translating the PDDL plan back into natural language.\\n\\nThese methods enable effective management and execution of complex tasks by transforming them into simpler, more manageable components.\",\n", - " \"additional_kwargs\": {},\n", - " \"response_metadata\": {\n", - " \"tokenUsage\": {\n", - " \"completionTokens\": 292,\n", - " \"promptTokens\": 2010,\n", - " \"totalTokens\": 2302\n", - " },\n", - " \"finish_reason\": \"stop\",\n", - " \"system_fingerprint\": \"fp_9f2bfdaa89\"\n", - " },\n", - " \"tool_calls\": [],\n", - " \"invalid_tool_calls\": [],\n", - " \"usage_metadata\": {\n", - " \"input_tokens\": 2010,\n", - " \"output_tokens\": 292,\n", - " \"total_tokens\": 2302\n", - " }\n", - " }\n", - " ]\n", - " }\n", - "}\n", - "----\n" - ] - } - ], - "source": [ - "const query3 = \"What according to the blog post are common ways of doing it? redo the search\";\n", - "\n", - "for await (const s of await agentExecutorWithMemory.stream(\n", - " { messages: [new HumanMessage(query3)] },\n", - " config\n", - ")) {\n", - " console.log(s);\n", - " console.log(\"----\");\n", - "}" - ] - }, - { - "cell_type": "markdown", - "id": "f2724616-c106-4e15-a61a-3077c535f692", - "metadata": {}, - "source": [ - "Note that the agent was able to infer that \"it\" in our query refers to \"task decomposition\", and generated a reasonable search query as a result-- in this case, \"common ways of task decomposition\"." - ] - }, - { - "cell_type": "markdown", - "id": "1cf87847-23bb-4672-b41c-12ad9cf81ed4", - "metadata": {}, - "source": [ - "### Tying it together\n", - "\n", - "For convenience, we tie together all of the necessary steps in a single code cell:" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "b1d2b4d4-e604-497d-873d-d345b808578e", - "metadata": {}, - "outputs": [], - "source": [ - "import { ChatOpenAI } from \"@langchain/openai\";\n", - "import { MemorySaver } from \"@langchain/langgraph\";\n", - "import { createReactAgent } from \"@langchain/langgraph/prebuilt\";\n", - "import { CheerioWebBaseLoader } from \"@langchain/community/document_loaders/web/cheerio\";\n", - "import { RecursiveCharacterTextSplitter } from \"langchain/text_splitter\";\n", - "import { MemoryVectorStore } from \"langchain/vectorstores/memory\";\n", - "import { createRetrieverTool } from \"langchain/tools/retriever\";\n", - "\n", - "const memory3 = new MemorySaver();\n", - "const llm3 = new ChatOpenAI({ model: \"gpt-4o\", temperature: 0 });\n", - "\n", - "// Construct retriever\n", - "const loader3 = new CheerioWebBaseLoader(\n", - " \"https://lilianweng.github.io/posts/2023-06-23-agent/\",\n", - " {\n", - " selector: \".post-content, .post-title, .post-header\"\n", - " }\n", - ");\n", - "\n", - "const docs3 = await loader3.load();\n", - "\n", - "const textSplitter3 = new RecursiveCharacterTextSplitter({ chunkSize: 1000, chunkOverlap: 200 });\n", - "const splits3 = await textSplitter3.splitDocuments(docs3);\n", - "const vectorstore3 = await MemoryVectorStore.fromDocuments(splits3, new OpenAIEmbeddings());\n", - "const retriever3 = vectorstore3.asRetriever();\n", - "\n", - "// Build retriever tool\n", - "const tool3 = createRetrieverTool(\n", - " retriever3,\n", - " {\n", - " name: \"blog_post_retriever\",\n", - " description: \"Searches and returns excerpts from the Autonomous Agents blog post.\",\n", - " }\n", - ");\n", - "const tools3 = [tool3];\n", - "\n", - "const agentExecutor3 = createReactAgent({ llm: llm3, tools: tools3, checkpointSaver: memory3 });" - ] - }, - { - "cell_type": "markdown", - "id": "cd6bf4f4-74f4-419d-9e26-f0ed83cf05fa", - "metadata": {}, - "source": [ - "## Next steps\n", - "\n", - "We've covered the steps to build a basic conversational Q&A application:\n", - "\n", - "- We used chains to build a predictable application that generates search queries for each user input;\n", - "- We used agents to build an application that \"decides\" when and how to generate search queries.\n", - "\n", - "To explore different types of retrievers and retrieval strategies, visit the [retrievers](/docs/how_to/#retrievers) section of the how-to guides.\n", - "\n", - "For a detailed walkthrough of LangChain's conversation memory abstractions, visit the [How to add message history (memory)](/docs/how_to/message_history) LCEL page." - ] + "cells": [ + { + "cell_type": "raw", + "id": "023635f2-71cf-43f2-a2e2-a7b4ced30a74", + "metadata": {}, + "source": [ + "---\n", + "sidebar_position: 2\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "86fc5bb2-017f-434e-8cd6-53ab214a5604", + "metadata": {}, + "source": [ + "# Build a Retrieval Augmented Generation (RAG) App: Part 2\n", + "\n", + "In many Q&A applications we want to allow the user to have a back-and-forth conversation, meaning the application needs some sort of \"memory\" of past questions and answers, and some logic for incorporating those into its current thinking.\n", + "\n", + "This is a the second part of a multi-part tutorial:\n", + "\n", + "- [Part 1](/docs/tutorials/rag) introduces RAG and walks through a minimal implementation.\n", + "- [Part 2](/docs/tutorials/qa_chat_history) (this guide) extends the implementation to accommodate conversation-style interactions and multi-step retrieval processes.\n", + "\n", + "Here we focus on **adding logic for incorporating historical messages.** This involves the management of a [chat history](/docs/concepts/chat_history).\n", + "\n", + "We will cover two approaches:\n", + "\n", + "1. [Chains](/docs/tutorials/qa_chat_history/#chains), in which we execute at most one retrieval step;\n", + "2. [Agents](/docs/tutorials/qa_chat_history/#agents), in which we give an LLM discretion to execute multiple retrieval steps.\n", + "\n", + ":::note\n", + "\n", + "The methods presented here leverage [tool-calling](/docs/concepts/tool_calling/) capabilities in modern [chat models](/docs/concepts/chat_models). See [this page](/docs/integrations/chat/) for a table of models supporting tool calling features.\n", + "\n", + ":::\n", + "\n", + "For the external knowledge source, we will use the same [LLM Powered Autonomous Agents](https://lilianweng.github.io/posts/2023-06-23-agent/) blog post by Lilian Weng from the [Part 1](/docs/tutorials/rag) of the RAG tutorial." + ] + }, + { + "cell_type": "markdown", + "id": "487d8d79-5ee9-4aa4-9fdf-cd5f4303e099", + "metadata": {}, + "source": [ + "## Setup\n", + "\n", + "### Components\n", + "\n", + "We will need to select three components from LangChain's suite of integrations.\n", + "\n", + "A [chat model](/docs/integrations/chat/):\n", + "\n", + "```{=mdx}\n", + "import ChatModelTabs from \"@theme/ChatModelTabs\";\n", + "\n", + "\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "fab0dd56-7437-4aeb-af20-7f420d47ca94", + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "import { ChatOpenAI } from '@langchain/openai';\n", + "\n", + "const llm = new ChatOpenAI({\n", + " model: \"gpt-4o-mini\",\n", + " temperature: 0,\n", + "})" + ] + }, + { + "cell_type": "markdown", + "id": "da14773e-ac98-4a97-944b-4c6ec028d195", + "metadata": {}, + "source": [ + "An [embedding model](/docs/integrations/text_embedding/):\n", + "\n", + "```{=mdx}\n", + "import EmbeddingTabs from \"@theme/EmbeddingTabs\";\n", + "\n", + "\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4691bd31-d8f4-4ba1-aec5-44935400f33c", + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "import { OpenAIEmbeddings } from \"@langchain/openai\";\n", + "\n", + "const embeddings = new OpenAIEmbeddings({model: \"text-embedding-3-large\"});" + ] + }, + { + "cell_type": "markdown", + "id": "22fdc314-b91d-4820-b0a8-873b5b6e76f5", + "metadata": {}, + "source": [ + "And a [vector store](/docs/integrations/vectorstores/):\n", + "\n", + "```{=mdx}\n", + "import VectorStoreTabs from \"@theme/VectorStoreTabs\";\n", + "\n", + "\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "137d3848-7265-4673-9779-4c5f604da469", + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "import { MemoryVectorStore } from \"langchain/vectorstores/memory\";\n", + "\n", + "const vectorStore = new MemoryVectorStore(embeddings);" + ] + }, + { + "cell_type": "markdown", + "id": "94bc335b-dc8a-4c40-aece-3aa9057cc6bd", + "metadata": {}, + "source": [ + "### Dependencies\n", + "\n", + "In addition, we'll use the following packages:\n", + "\n", + "```bash\n", + "npm install --save langchain @langchain/community @langchain/langgraph cheerio\n", + "```" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "e207ac1d-4a8e-4172-a9ee-3294519a9a40", + "metadata": {}, + "source": [ + "### LangSmith\n", + "\n", + "Many of the applications you build with LangChain will contain multiple steps with multiple invocations of LLM calls. As these applications get more and more complex, it becomes crucial to be able to inspect what exactly is going on inside your chain or agent. The best way to do this is with [LangSmith](https://docs.smith.langchain.com).\n", + "\n", + "Note that LangSmith is not needed, but it is helpful. If you do want to use LangSmith, after you sign up at the link above, make sure to set your environment variables to start logging traces:\n", + "\n", + "\n", + "```bash\n", + "export LANGCHAIN_TRACING_V2=true\n", + "export LANGCHAIN_API_KEY=YOUR_KEY\n", + "\n", + "# Reduce tracing latency if you are not in a serverless environment\n", + "# export LANGCHAIN_CALLBACKS_BACKGROUND=true\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "fa6ba684-26cf-4860-904e-a4d51380c134", + "metadata": {}, + "source": [ + "## Chains {#chains}\n", + "\n", + "Let's first revisit the vector store we built in [Part 1](/docs/tutorials/rag), which indexes an [LLM Powered Autonomous Agents](https://lilianweng.github.io/posts/2023-06-23-agent/) blog post by Lilian Weng." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ffe06d69-33c9-4ca3-98fb-8c70cde9dba2", + "metadata": {}, + "outputs": [], + "source": [ + "import \"cheerio\";\n", + "import { RecursiveCharacterTextSplitter } from \"@langchain/textsplitters\";\n", + "import { CheerioWebBaseLoader } from \"@langchain/community/document_loaders/web/cheerio\";\n", + "\n", + "// Load and chunk contents of the blog\n", + "const pTagSelector = \"p\";\n", + "const cheerioLoader = new CheerioWebBaseLoader(\n", + " \"https://lilianweng.github.io/posts/2023-06-23-agent/\",\n", + " {\n", + " selector: pTagSelector\n", + " }\n", + ");\n", + "\n", + "const docs = await cheerioLoader.load();\n", + "\n", + "const splitter = new RecursiveCharacterTextSplitter({\n", + " chunkSize: 1000, chunkOverlap: 200\n", + "});\n", + "const allSplits = await splitter.splitDocuments(docs);" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "b4369949-39f1-4cdc-b652-179e0b891b51", + "metadata": {}, + "outputs": [], + "source": [ + "// Index chunks\n", + "await vectorStore.addDocuments(allSplits)" + ] + }, + { + "cell_type": "markdown", + "id": "42c26d5f-1493-4ad6-9210-ea2723695149", + "metadata": {}, + "source": [ + "In the [Part 1](/docs/tutorials/rag) of the RAG tutorial, we represented the user input, retrieved context, and generated answer as separate keys in the state. Conversational experiences can be naturally represented using a sequence of [messages](/docs/concepts/messages/). In addition to messages from the user and assistant, retrieved documents and other artifacts can be incorporated into a message sequence via [tool messages](/docs/concepts/messages/#toolmessage). This motivates us to represent the state of our RAG application using a sequence of messages. Specifically, we will have\n", + "\n", + "1. User input as a `HumanMessage`;\n", + "2. Vector store query as an `AIMessage` with tool calls;\n", + "3. Retrieved documents as a `ToolMessage`;\n", + "4. Final response as a `AIMessage`.\n", + "\n", + "This model for state is so versatile that LangGraph offers a built-in version for convenience:\n", + "```javascript\n", + "import { MessagesAnnotation, StateGraph } from \"@langchain/langgraph\";\n", + "\n", + "const graph = new StateGraph(MessagesAnnotation)\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "35eeb6a1-29f2-4086-8b6f-8761cf24ce59", + "metadata": {}, + "source": [ + "Leveraging [tool-calling](/docs/concepts/tool_calling/) to interact with a retrieval step has another benefit, which is that the query for the retrieval is generated by our model. This is especially important in a conversational setting, where user queries may require contextualization based on the chat history. For instance, consider the following exchange:\n", + "\n", + "> Human: \"What is Task Decomposition?\"\n", + ">\n", + "> AI: \"Task decomposition involves breaking down complex tasks into smaller and simpler steps to make them more manageable for an agent or model.\"\n", + ">\n", + "> Human: \"What are common ways of doing it?\"\n", + "\n", + "In this scenario, a model could generate a query such as `\"common approaches to task decomposition\"`. Tool-calling facilitates this naturally. As in the [query analysis](/docs/tutorials/rag#query-analysis) section of the RAG tutorial, this allows a model to rewrite user queries into more effective search queries. It also provides support for direct responses that do not involve a retrieval step (e.g., in response to a generic greeting from the user).\n", + "\n", + "Let's turn our retrieval step into a [tool](/docs/concepts/tools):" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2f3a87fd-018d-448f-bb63-570cf590d6ac", + "metadata": {}, + "outputs": [], + "source": [ + "import { z } from \"zod\";\n", + "import { tool } from \"@langchain/core/tools\";\n", + "\n", + "const retrieveSchema = z.object({query: z.string()});\n", + "\n", + "const retrieve = tool(\n", + " async ({ query }) => {\n", + " const retrievedDocs = await vectorStore.similaritySearch(query, 2);\n", + " const serialized = retrievedDocs.map(\n", + " doc => `Source: ${doc.metadata.source}\\nContent: ${doc.pageContent}`\n", + " ).join(\"\\n\");\n", + " return [\n", + " serialized,\n", + " retrievedDocs,\n", + " ];\n", + " },\n", + " {\n", + " name: \"retrieve\",\n", + " description: \"Retrieve information related to a query.\",\n", + " schema: retrieveSchema,\n", + " responseFormat: \"content_and_artifact\",\n", + " }\n", + ");" + ] + }, + { + "cell_type": "markdown", + "id": "9b03f752-d46d-4070-b790-197b742c4dc2", + "metadata": {}, + "source": [ + "See [this guide](/docs/how_to/custom_tools/) for more detail on creating tools.\n", + "\n", + "Our graph will consist of three nodes:\n", + "\n", + "1. A node that fields the user input, either generating a query for the retriever or responding directly;\n", + "2. A node for the retriever tool that executes the retrieval step;\n", + "3. A node that generates the final response using the retrieved context.\n", + "\n", + "We build them below. Note that we leverage another pre-built LangGraph component, [ToolNode](https://langchain-ai.github.io/langgraph/reference/prebuilt/#langgraph.prebuilt.tool_node.ToolNode), that executes the tool and adds the result as a `ToolMessage` to the state." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "ca2d1da6-ee39-4823-a9f1-be95b1e8a1fa", + "metadata": {}, + "outputs": [], + "source": [ + "import { \n", + " AIMessage,\n", + " HumanMessage,\n", + " SystemMessage,\n", + " ToolMessage\n", + "} from \"@langchain/core/messages\";\n", + "import { MessagesAnnotation } from \"@langchain/langgraph\";\n", + "import { ToolNode } from \"@langchain/langgraph/prebuilt\";\n", + "\n", + "\n", + "// Step 1: Generate an AIMessage that may include a tool-call to be sent.\n", + "async function queryOrRespond(state: typeof MessagesAnnotation.State) {\n", + " const llmWithTools = llm.bindTools([retrieve])\n", + " const response = await llmWithTools.invoke(state.messages);\n", + " // MessagesState appends messages to state instead of overwriting\n", + " return { messages: [response] };\n", + "}\n", + "\n", + "\n", + "// Step 2: Execute the retrieval.\n", + "const tools = new ToolNode([retrieve]);\n", + "\n", + "\n", + "// Step 3: Generate a response using the retrieved content.\n", + "async function generate(state: typeof MessagesAnnotation.State) {\n", + " // Get generated ToolMessages\n", + " let recentToolMessages = [];\n", + " for (let i = state[\"messages\"].length - 1; i >= 0; i--) {\n", + " let message = state[\"messages\"][i];\n", + " if (message instanceof ToolMessage) {\n", + " recentToolMessages.push(message);\n", + " } else {\n", + " break;\n", + " }\n", + " }\n", + " let toolMessages = recentToolMessages.reverse();\n", + " \n", + " // Format into prompt\n", + " const docsContent = toolMessages.map(doc => doc.content).join(\"\\n\");\n", + " const systemMessageContent = \n", + " \"You are an assistant for question-answering tasks. \" +\n", + " \"Use the following pieces of retrieved context to answer \" +\n", + " \"the question. If you don't know the answer, say that you \" +\n", + " \"don't know. Use three sentences maximum and keep the \" +\n", + " \"answer concise.\" +\n", + " \"\\n\\n\" +\n", + " `${docsContent}`;\n", + "\n", + " const conversationMessages = state.messages.filter(message => \n", + " message instanceof HumanMessage || \n", + " message instanceof SystemMessage || \n", + " (message instanceof AIMessage && message.tool_calls.length == 0)\n", + " );\n", + " const prompt = [new SystemMessage(systemMessageContent), ...conversationMessages];\n", + "\n", + " // Run\n", + " const response = await llm.invoke(prompt)\n", + " return { messages: [response] };\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "b409ee5f-2973-47ee-a1bf-112731843c5d", + "metadata": {}, + "source": [ + "Finally, we compile our application into a single `graph` object. In this case, we are just connecting the steps into a sequence. We also allow the first `query_or_respond` step to \"short-circuit\" and respond directly to the user if it does not generate a tool call. This allows our application to support conversational experiences-- e.g., responding to generic greetings that may not require a retrieval step" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "60ed5dd0-8636-4a12-961b-b8355b579862", + "metadata": {}, + "outputs": [], + "source": [ + "import { StateGraph } from \"@langchain/langgraph\";\n", + "import { toolsCondition } from \"@langchain/langgraph/prebuilt\";\n", + "\n", + "\n", + "const graphBuilder = new StateGraph(MessagesAnnotation)\n", + " .addNode(\"queryOrRespond\", queryOrRespond)\n", + " .addNode(\"tools\", tools)\n", + " .addNode(\"generate\", generate)\n", + " .addEdge(\"__start__\", \"queryOrRespond\")\n", + " .addConditionalEdges(\n", + " \"queryOrRespond\",\n", + " toolsCondition,\n", + " {__end__: \"__end__\", tools: \"tools\"}\n", + " )\n", + " .addEdge(\"tools\", \"generate\")\n", + " .addEdge(\"generate\", \"__end__\")\n", + "\n", + "const graph = graphBuilder.compile();" + ] + }, + { + "cell_type": "markdown", + "id": "0a0389e0-c454-4693-b6e2-979326015574", + "metadata": {}, + "source": [ + "```javascript\n", + "// Note: tslab only works inside a jupyter notebook. Don't worry about running this code yourself!\n", + "import * as tslab from \"tslab\";\n", + "\n", + "const image = await graph.getGraph().drawMermaidPng();\n", + "const arrayBuffer = await image.arrayBuffer();\n", + "\n", + "await tslab.display.png(new Uint8Array(arrayBuffer));\n", + "```\n", + "\n", + "![graph_img_rag_part_2](../../static/img/graph_img_rag_part_2.png)" + ] + }, + { + "cell_type": "markdown", + "id": "3aee3fb6-c7a2-44a5-96f0-2951631caaf2", + "metadata": {}, + "source": [ + "Let's test our application.\n", + "\n", + "```{=mdx}\n", + "
\n", + "Expand for `prettyPrint` code.\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "cb29afc4-899b-4f11-89bf-092368d21bec", + "metadata": {}, + "outputs": [], + "source": [ + "import { BaseMessage, isAIMessage } from \"@langchain/core/messages\";\n", + "\n", + "const prettyPrint = (message: BaseMessage) => {\n", + " let txt = `[${message._getType()}]: ${message.content}`;\n", + " if (\n", + " (isAIMessage(message) && (message as AIMessage)?.tool_calls?.length) ||\n", + " 0 > 0\n", + " ) {\n", + " const tool_calls = (message as AIMessage)?.tool_calls\n", + " ?.map((tc) => `- ${tc.name}(${JSON.stringify(tc.args)})`)\n", + " .join(\"\\n\");\n", + " txt += ` \\nTools: \\n${tool_calls}`;\n", + " }\n", + " console.log(txt);\n", + "};" + ] + }, + { + "cell_type": "markdown", + "id": "a82d163c-80a7-4551-88f7-25643f8d98b9", + "metadata": {}, + "source": [ + "```{=mdx}\n", + "
\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "38c08d53-3f18-467b-83d0-07fb0b4d41be", + "metadata": {}, + "source": [ + "Note that it responds appropriately to messages that do not require an additional retrieval step:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "16304ac2-50de-4646-b31b-01ea523d1d5d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[human]: Hello\n", + "-----\n", + "\n", + "[ai]: Hello! How can I assist you today?\n", + "-----\n", + "\n" + ] + } + ], + "source": [ + "let inputs = { messages: [{ role: \"user\", content: \"Hello\" }] };\n", + "\n", + "for await (\n", + " const step of await graph.stream(inputs, {\n", + " streamMode: \"values\",\n", + " })\n", + ") {\n", + " const lastMessage = step.messages[step.messages.length - 1];\n", + " prettyPrint(lastMessage);\n", + " console.log(\"-----\\n\");\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "5df5046d-4610-4ffa-9f30-d04453da05a9", + "metadata": {}, + "source": [ + "And when executing a search, we can stream the steps to observe the query generation, retrieval, and answer generation:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "4989fb9b-4867-482f-99b7-380a18c54504", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[human]: What is Task Decomposition?\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- retrieve({\"query\":\"Task Decomposition\"})\n", + "-----\n", + "\n", + "[tool]: Source: https://lilianweng.github.io/posts/2023-06-23-agent/\n", + "Content: hard tasks into smaller and simpler steps. CoT transforms big tasks into multiple manageable tasks and shed lights into an interpretation of the model’s thinking process.Tree of Thoughts (Yao et al. 2023) extends CoT by exploring multiple reasoning possibilities at each step. It first decomposes the problem into multiple thought steps and generates multiple thoughts per step, creating a tree structure. The search process can be BFS (breadth-first search) or DFS (depth-first search) with each state evaluated by a classifier (via a prompt) or majority vote.Task decomposition can be done (1) by LLM with simple prompting like \"Steps for XYZ.\\n1.\", \"What are the subgoals for achieving XYZ?\", (2) by using task-specific instructions; e.g. \"Write a story outline.\" for writing a novel, or (3) with human inputs.Another quite distinct approach, LLM+P (Liu et al. 2023), involves relying on an external classical planner to do long-horizon planning. This approach utilizes the Planning Domain\n", + "Source: https://lilianweng.github.io/posts/2023-06-23-agent/\n", + "Content: System message:Think step by step and reason yourself to the right decisions to make sure we get it right.\n", + "You will first lay out the names of the core classes, functions, methods that will be necessary, as well as a quick comment on their purpose.Then you will output the content of each file including ALL code.\n", + "Each file must strictly follow a markdown code block format, where the following tokens must be replaced such that\n", + "FILENAME is the lowercase file name including the file extension,\n", + "LANG is the markup code block language for the code’s language, and CODE is the code:FILENAMEYou will start with the “entrypoint” file, then go to the ones that are imported by that file, and so on.\n", + "Please note that the code should be fully functional. No placeholders.Follow a language and framework appropriate best practice file naming convention.\n", + "Make sure that files contain all imports, types etc. Make sure that code in different files are compatible with each other.\n", + "-----\n", + "\n", + "[ai]: Task decomposition is the process of breaking down a complex task into smaller, more manageable steps or subgoals. This can be achieved through various methods, such as using prompts for large language models (LLMs), task-specific instructions, or human inputs. It helps in simplifying the problem-solving process and enhances understanding of the task at hand.\n", + "-----\n", + "\n" + ] + } + ], + "source": [ + "let inputs = { messages: [{ role: \"user\", content: \"What is Task Decomposition?\" }] };\n", + "\n", + "for await (\n", + " const step of await graph.stream(inputs, {\n", + " streamMode: \"values\",\n", + " })\n", + ") {\n", + " const lastMessage = step.messages[step.messages.length - 1];\n", + " prettyPrint(lastMessage);\n", + " console.log(\"-----\\n\");\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "a26a9c4d-0e5b-4db9-8b78-68624d829ac2", + "metadata": {}, + "source": [ + "Check out the LangSmith trace [here](https://smith.langchain.com/public/c6ed4e16-b9ed-46cc-912e-6a580d3c47ed/r)." + ] + }, + { + "cell_type": "markdown", + "id": "c2300c04-019c-4c65-a104-3dbf17c924b7", + "metadata": {}, + "source": [ + "### Stateful management of chat history\n", + "\n", + ":::note\n", + "\n", + "This section of the tutorial previously used the [RunnableWithMessageHistory](https://api.js.langchain.com/classes/_langchain_core.runnables.RunnableWithMessageHistory.html) abstraction. You can access that version of the documentation in the [v0.2 docs](https://js.langchain.com/v0.2/docs/tutorials/qa_chat_history).\n", + "\n", + "As of the v0.3 release of LangChain, we recommend that LangChain users take advantage of [LangGraph persistence](https://langchain-ai.github.io/langgraphjs/concepts/persistence/) to incorporate `memory` into new LangChain applications.\n", + "\n", + "If your code is already relying on `RunnableWithMessageHistory` or `BaseChatMessageHistory`, you do **not** need to make any changes. We do not plan on deprecating this functionality in the near future as it works for simple chat applications and any code that uses `RunnableWithMessageHistory` will continue to work as expected.\n", + "\n", + "Please see [How to migrate to LangGraph Memory](/docs/versions/migrating_memory/) for more details.\n", + ":::\n", + "\n", + "In production, the Q&A application will usually persist the chat history into a database, and be able to read and update it appropriately.\n", + "\n", + "[LangGraph](https://langchain-ai.github.io/langgraphjs/) implements a built-in [persistence layer](https://langchain-ai.github.io/langgraphjs/concepts/persistence/), making it ideal for chat applications that support multiple conversational turns.\n", + "\n", + "To manage multiple conversational turns and threads, all we have to do is specify a [checkpointer](https://langchain-ai.github.io/langgraphjs/concepts/persistence/) when compiling our application. Because the nodes in our graph are appending messages to the state, we will retain a consistent chat history across invocations.\n", + "\n", + "LangGraph comes with a simple in-memory checkpointer, which we use below. See its [documentation](https://langchain-ai.github.io/langgraphjs/concepts/persistence/) for more detail, including how to use different persistence backends (e.g., SQLite or Postgres).\n", + "\n", + "For a detailed walkthrough of how to manage message history, head to the [How to add message history (memory)](/docs/how_to/message_history) guide." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "471c416b-f9b9-4ada-8e59-b4b47abd5d13", + "metadata": {}, + "outputs": [], + "source": [ + "import { MemorySaver } from \"@langchain/langgraph\";\n", + "\n", + "const checkpointer = new MemorySaver();\n", + "const graphWithMemory = graphBuilder.compile({ checkpointer });\n", + "\n", + "// Specify an ID for the thread\n", + "const threadConfig = {\n", + " configurable: { thread_id: \"abc123\" },\n", + " streamMode: \"values\" as const\n", + "};" + ] + }, + { + "cell_type": "markdown", + "id": "f557b169-b33c-42d0-b97e-1b948d0a2914", + "metadata": {}, + "source": [ + "We can now invoke similar to before:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8f6daf90-6069-44e9-a656-603fea0829f5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[human]: What is Task Decomposition?\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- retrieve({\"query\":\"Task Decomposition\"})\n", + "-----\n", + "\n", + "[tool]: Source: https://lilianweng.github.io/posts/2023-06-23-agent/\n", + "Content: hard tasks into smaller and simpler steps. CoT transforms big tasks into multiple manageable tasks and shed lights into an interpretation of the model’s thinking process.Tree of Thoughts (Yao et al. 2023) extends CoT by exploring multiple reasoning possibilities at each step. It first decomposes the problem into multiple thought steps and generates multiple thoughts per step, creating a tree structure. The search process can be BFS (breadth-first search) or DFS (depth-first search) with each state evaluated by a classifier (via a prompt) or majority vote.Task decomposition can be done (1) by LLM with simple prompting like \"Steps for XYZ.\\n1.\", \"What are the subgoals for achieving XYZ?\", (2) by using task-specific instructions; e.g. \"Write a story outline.\" for writing a novel, or (3) with human inputs.Another quite distinct approach, LLM+P (Liu et al. 2023), involves relying on an external classical planner to do long-horizon planning. This approach utilizes the Planning Domain\n", + "Source: https://lilianweng.github.io/posts/2023-06-23-agent/\n", + "Content: System message:Think step by step and reason yourself to the right decisions to make sure we get it right.\n", + "You will first lay out the names of the core classes, functions, methods that will be necessary, as well as a quick comment on their purpose.Then you will output the content of each file including ALL code.\n", + "Each file must strictly follow a markdown code block format, where the following tokens must be replaced such that\n", + "FILENAME is the lowercase file name including the file extension,\n", + "LANG is the markup code block language for the code’s language, and CODE is the code:FILENAMEYou will start with the “entrypoint” file, then go to the ones that are imported by that file, and so on.\n", + "Please note that the code should be fully functional. No placeholders.Follow a language and framework appropriate best practice file naming convention.\n", + "Make sure that files contain all imports, types etc. Make sure that code in different files are compatible with each other.\n", + "-----\n", + "\n", + "[ai]: Task decomposition is the process of breaking down a complex task into smaller, more manageable steps or subgoals. This can be achieved through various methods, such as using prompts for large language models (LLMs), task-specific instructions, or human inputs. It helps in simplifying the problem-solving process and enhances understanding of the task at hand.\n", + "-----\n", + "\n" + ] } - ], - "metadata": { - "kernelspec": { - "display_name": "TypeScript", - "language": "typescript", - "name": "tslab" - }, - "language_info": { - "codemirror_mode": { - "mode": "typescript", - "name": "javascript", - "typescript": true - }, - "file_extension": ".ts", - "mimetype": "text/typescript", - "name": "typescript", - "version": "3.7.2" + ], + "source": [ + "let inputs = { messages: [{ role: \"user\", content: \"What is Task Decomposition?\" }] };\n", + "\n", + "for await (\n", + " const step of await graphWithMemory.stream(inputs, threadConfig)\n", + ") {\n", + " const lastMessage = step.messages[step.messages.length - 1];\n", + " prettyPrint(lastMessage);\n", + " console.log(\"-----\\n\");\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "a87d33af-a954-49e7-bccf-f6dab3ce2411", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[human]: Can you look up some common ways of doing it?\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- retrieve({\"query\":\"common methods of task decomposition\"})\n", + "-----\n", + "\n", + "[tool]: Source: https://lilianweng.github.io/posts/2023-06-23-agent/\n", + "Content: hard tasks into smaller and simpler steps. CoT transforms big tasks into multiple manageable tasks and shed lights into an interpretation of the model’s thinking process.Tree of Thoughts (Yao et al. 2023) extends CoT by exploring multiple reasoning possibilities at each step. It first decomposes the problem into multiple thought steps and generates multiple thoughts per step, creating a tree structure. The search process can be BFS (breadth-first search) or DFS (depth-first search) with each state evaluated by a classifier (via a prompt) or majority vote.Task decomposition can be done (1) by LLM with simple prompting like \"Steps for XYZ.\\n1.\", \"What are the subgoals for achieving XYZ?\", (2) by using task-specific instructions; e.g. \"Write a story outline.\" for writing a novel, or (3) with human inputs.Another quite distinct approach, LLM+P (Liu et al. 2023), involves relying on an external classical planner to do long-horizon planning. This approach utilizes the Planning Domain\n", + "Source: https://lilianweng.github.io/posts/2023-06-23-agent/\n", + "Content: be provided by other developers (as in Plugins) or self-defined (as in function calls).HuggingGPT (Shen et al. 2023) is a framework to use ChatGPT as the task planner to select models available in HuggingFace platform according to the model descriptions and summarize the response based on the execution results.The system comprises of 4 stages:(1) Task planning: LLM works as the brain and parses the user requests into multiple tasks. There are four attributes associated with each task: task type, ID, dependencies, and arguments. They use few-shot examples to guide LLM to do task parsing and planning.Instruction:(2) Model selection: LLM distributes the tasks to expert models, where the request is framed as a multiple-choice question. LLM is presented with a list of models to choose from. Due to the limited context length, task type based filtration is needed.Instruction:(3) Task execution: Expert models execute on the specific tasks and log results.Instruction:(4) Response generation:\n", + "-----\n", + "\n", + "[ai]: Common ways of task decomposition include using large language models (LLMs) with simple prompts like \"Steps for XYZ\" or \"What are the subgoals for achieving XYZ?\", employing task-specific instructions (e.g., \"Write a story outline\"), and incorporating human inputs. Additionally, methods like the Tree of Thoughts approach explore multiple reasoning possibilities at each step, creating a structured tree of thoughts. These techniques facilitate breaking down tasks into manageable components for better execution.\n", + "-----\n", + "\n" + ] } + ], + "source": [ + "let inputs = { messages: [{ role: \"user\", content: \"Can you look up some common ways of doing it?\" }] };\n", + "\n", + "for await (\n", + " const step of await graphWithMemory.stream(inputs, threadConfig)\n", + ") {\n", + " const lastMessage = step.messages[step.messages.length - 1];\n", + " prettyPrint(lastMessage);\n", + " console.log(\"-----\\n\");\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "4bbbeef2-d9a1-4857-874f-9f3b5cc4eca9", + "metadata": {}, + "source": [ + "Note that the query generated by the model in the second question incorporates the conversational context.\n", + "\n", + "The [LangSmith](https://smith.langchain.com/public/c8b2c1ba-8c8b-47ab-b298-3502e0688711/r) trace is particularly informative here, as we can see exactly what messages are visible to our chat model at each step." + ] + }, + { + "cell_type": "markdown", + "id": "0ad23c71-3c99-4d9d-b494-9b7a08a557c0", + "metadata": {}, + "source": [ + "## Agents {#agents}\n", + "\n", + "[Agents](/docs/concepts/agents) leverage the reasoning capabilities of LLMs to make decisions during execution. Using agents allows you to offload additional discretion over the retrieval process. Although their behavior is less predictable than the above \"chain\", they are able to execute multiple retrieval steps in service of a query, or iterate on a single search.\n", + "\n", + "Below we assemble a minimal RAG agent. Using LangGraph's [pre-built ReAct agent constructor](https://langchain-ai.github.io/langgraph/how-tos/#langgraph.prebuilt.chat_agent_executor.create_react_agent), we can do this in one line.\n", + "\n", + ":::tip\n", + "\n", + "Check out LangGraph's [Agentic RAG](https://langchain-ai.github.io/langgraph/tutorials/rag/langgraph_agentic_rag/) tutorial for more advanced formulations.\n", + "\n", + ":::" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "6d519b4c-29e3-4e14-a5f8-178bd25a1728", + "metadata": {}, + "outputs": [], + "source": [ + "import { createReactAgent } from \"@langchain/langgraph/prebuilt\";\n", + "\n", + "const agent = createReactAgent({ llm: llm, tools: [retrieve] });" + ] + }, + { + "cell_type": "markdown", + "id": "7d8f8734-5dcf-4058-a532-11c8a7d0efae", + "metadata": {}, + "source": [ + "Let's inspect the graph:" + ] + }, + { + "cell_type": "markdown", + "id": "00cbb651-db1c-405d-905d-6e200c7169a7", + "metadata": {}, + "source": [ + "```javascript\n", + "// Note: tslab only works inside a jupyter notebook. Don't worry about running this code yourself!\n", + "import * as tslab from \"tslab\";\n", + "\n", + "const image = await agent.getGraph().drawMermaidPng();\n", + "const arrayBuffer = await image.arrayBuffer();\n", + "\n", + "await tslab.display.png(new Uint8Array(arrayBuffer));\n", + "```\n", + "\n", + "![graph_img_react](../../static/img/graph_img_react.png)" + ] + }, + { + "cell_type": "markdown", + "id": "28623a52-7906-440f-8aaf-d6bb5ecbad98", + "metadata": {}, + "source": [ + "The key difference from our earlier implementation is that instead of a final generation step that ends the run, here the tool invocation loops back to the original LLM call. The model can then either answer the question using the retrieved context, or generate another tool call to obtain more information.\n", + "\n", + "Let's test this out. We construct a question that would typically require an iterative sequence of retrieval steps to answer:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "85cd4d73-fb7b-4447-b20a-b9d24969ffc2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[human]: What is the standard method for Task Decomposition?\n", + "Once you get the answer, look up common extensions of that method.\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- retrieve({\"query\":\"standard method for Task Decomposition\"})\n", + "-----\n", + "\n", + "[tool]: Source: https://lilianweng.github.io/posts/2023-06-23-agent/\n", + "Content: hard tasks into smaller and simpler steps. CoT transforms big tasks into multiple manageable tasks and shed lights into an interpretation of the model’s thinking process.Tree of Thoughts (Yao et al. 2023) extends CoT by exploring multiple reasoning possibilities at each step. It first decomposes the problem into multiple thought steps and generates multiple thoughts per step, creating a tree structure. The search process can be BFS (breadth-first search) or DFS (depth-first search) with each state evaluated by a classifier (via a prompt) or majority vote.Task decomposition can be done (1) by LLM with simple prompting like \"Steps for XYZ.\\n1.\", \"What are the subgoals for achieving XYZ?\", (2) by using task-specific instructions; e.g. \"Write a story outline.\" for writing a novel, or (3) with human inputs.Another quite distinct approach, LLM+P (Liu et al. 2023), involves relying on an external classical planner to do long-horizon planning. This approach utilizes the Planning Domain\n", + "Source: https://lilianweng.github.io/posts/2023-06-23-agent/\n", + "Content: System message:Think step by step and reason yourself to the right decisions to make sure we get it right.\n", + "You will first lay out the names of the core classes, functions, methods that will be necessary, as well as a quick comment on their purpose.Then you will output the content of each file including ALL code.\n", + "Each file must strictly follow a markdown code block format, where the following tokens must be replaced such that\n", + "FILENAME is the lowercase file name including the file extension,\n", + "LANG is the markup code block language for the code’s language, and CODE is the code:FILENAMEYou will start with the “entrypoint” file, then go to the ones that are imported by that file, and so on.\n", + "Please note that the code should be fully functional. No placeholders.Follow a language and framework appropriate best practice file naming convention.\n", + "Make sure that files contain all imports, types etc. Make sure that code in different files are compatible with each other.\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- retrieve({\"query\":\"common extensions of Task Decomposition method\"})\n", + "-----\n", + "\n", + "[tool]: Source: https://lilianweng.github.io/posts/2023-06-23-agent/\n", + "Content: hard tasks into smaller and simpler steps. CoT transforms big tasks into multiple manageable tasks and shed lights into an interpretation of the model’s thinking process.Tree of Thoughts (Yao et al. 2023) extends CoT by exploring multiple reasoning possibilities at each step. It first decomposes the problem into multiple thought steps and generates multiple thoughts per step, creating a tree structure. The search process can be BFS (breadth-first search) or DFS (depth-first search) with each state evaluated by a classifier (via a prompt) or majority vote.Task decomposition can be done (1) by LLM with simple prompting like \"Steps for XYZ.\\n1.\", \"What are the subgoals for achieving XYZ?\", (2) by using task-specific instructions; e.g. \"Write a story outline.\" for writing a novel, or (3) with human inputs.Another quite distinct approach, LLM+P (Liu et al. 2023), involves relying on an external classical planner to do long-horizon planning. This approach utilizes the Planning Domain\n", + "Source: https://lilianweng.github.io/posts/2023-06-23-agent/\n", + "Content: be provided by other developers (as in Plugins) or self-defined (as in function calls).HuggingGPT (Shen et al. 2023) is a framework to use ChatGPT as the task planner to select models available in HuggingFace platform according to the model descriptions and summarize the response based on the execution results.The system comprises of 4 stages:(1) Task planning: LLM works as the brain and parses the user requests into multiple tasks. There are four attributes associated with each task: task type, ID, dependencies, and arguments. They use few-shot examples to guide LLM to do task parsing and planning.Instruction:(2) Model selection: LLM distributes the tasks to expert models, where the request is framed as a multiple-choice question. LLM is presented with a list of models to choose from. Due to the limited context length, task type based filtration is needed.Instruction:(3) Task execution: Expert models execute on the specific tasks and log results.Instruction:(4) Response generation:\n", + "-----\n", + "\n", + "[ai]: ### Standard Method for Task Decomposition\n", + "\n", + "The standard method for task decomposition involves breaking down hard tasks into smaller, more manageable steps. This can be achieved through various approaches:\n", + "\n", + "1. **Chain of Thought (CoT)**: This method transforms large tasks into multiple manageable tasks, providing insight into the model's reasoning process.\n", + "2. **Prompting**: Using simple prompts like \"Steps for XYZ\" or \"What are the subgoals for achieving XYZ?\" to guide the decomposition.\n", + "3. **Task-Specific Instructions**: Providing specific instructions tailored to the task, such as \"Write a story outline\" for writing a novel.\n", + "4. **Human Inputs**: Involving human input to assist in the decomposition process.\n", + "\n", + "### Common Extensions of Task Decomposition\n", + "\n", + "Several extensions have been developed to enhance the task decomposition process:\n", + "\n", + "1. **Tree of Thoughts (ToT)**: This method extends CoT by exploring multiple reasoning possibilities at each step. It decomposes the problem into multiple thought steps and generates various thoughts per step, creating a tree structure. The search process can utilize either breadth-first search (BFS) or depth-first search (DFS), with each state evaluated by a classifier or through majority voting.\n", + "\n", + "2. **LLM+P**: This approach involves using an external classical planner for long-horizon planning, integrating planning domains to enhance the decomposition process.\n", + "\n", + "3. **HuggingGPT**: This framework utilizes ChatGPT as a task planner to select models from the HuggingFace platform based on model descriptions. It consists of four stages:\n", + " - **Task Planning**: Parsing user requests into multiple tasks with attributes like task type, ID, dependencies, and arguments.\n", + " - **Model Selection**: Distributing tasks to expert models based on a multiple-choice question format.\n", + " - **Task Execution**: Expert models execute specific tasks and log results.\n", + " - **Response Generation**: Compiling the results into a coherent response.\n", + "\n", + "These extensions aim to improve the efficiency and effectiveness of task decomposition, making it easier to manage complex tasks.\n", + "-----\n", + "\n" + ] + } + ], + "source": [ + "let inputMessage = `What is the standard method for Task Decomposition?\n", + "Once you get the answer, look up common extensions of that method.`\n", + "\n", + "let inputs = { messages: [{ role: \"user\", content: inputMessage }] };\n", + "\n", + "for await (\n", + " const step of await agent.stream(inputs, {\n", + " streamMode: \"values\",\n", + " })\n", + ") {\n", + " const lastMessage = step.messages[step.messages.length - 1];\n", + " prettyPrint(lastMessage);\n", + " console.log(\"-----\\n\");\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "47ab58d2-92ef-4940-a535-7c8808e75523", + "metadata": {}, + "source": [ + "Note that the agent:\n", + "\n", + "1. Generates a query to search for a standard method for task decomposition;\n", + "2. Receiving the answer, generates a second query to search for common extensions of it;\n", + "3. Having received all necessary context, answers the question.\n", + "\n", + "We can see the full sequence of steps, along with latency and other metadata, in the [LangSmith trace](https://smith.langchain.com/public/67b7642b-78d0-482a-bb49-fe08674bf972/r).\n", + "\n", + "## Next steps\n", + "\n", + "We've covered the steps to build a basic conversational Q&A application:\n", + "\n", + "- We used chains to build a predictable application that generates at most one query per user input;\n", + "- We used agents to build an application that can iterate on a sequence of queries.\n", + "\n", + "To explore different types of retrievers and retrieval strategies, visit the [retrievers](/docs/how_to/#retrievers) section of the how-to guides.\n", + "\n", + "For a detailed walkthrough of LangChain's conversation memory abstractions, visit the [How to add message history (memory)](/docs/how_to/message_history) guide.\n", + "\n", + "To learn more about agents, check out the [conceptual guide](/docs/concepts/agents) and LangGraph [agent architectures](https://langchain-ai.github.io/langgraphjs/concepts/agentic_concepts/) page." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "TypeScript", + "language": "typescript", + "name": "tslab" }, - "nbformat": 4, - "nbformat_minor": 5 -} \ No newline at end of file + "language_info": { + "codemirror_mode": { + "mode": "typescript", + "name": "javascript", + "typescript": true + }, + "file_extension": ".ts", + "mimetype": "text/typescript", + "name": "typescript", + "version": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/core_docs/static/img/graph_img_rag_part_2.png b/docs/core_docs/static/img/graph_img_rag_part_2.png new file mode 100644 index 0000000000000000000000000000000000000000..e75ddbb9935e337479c4ebb44dc867b09fb00cce GIT binary patch literal 11901 zcmb7q1zc6lx9Fz3q@+_(DQS?F76k!G>4rle;0T8jkdSU9rMtUPK)Sn2IuG5v<5zz7 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zq+Rfb+KW&A%OF!jC!y74kY(BQY(iBYvGVsGqi*-A@2|NH*c#3K#*2F*?7IuK%*H`1 ziY(|LDZGN+aHdbua&%2T-_AlL$VnGfke#BoOF^8O97Jsvi+u5=bu4ORM>{>ZG8wD$ z=sR?w;)nEjZs_7@lEHXO{1#qDVmreXaOuM%pyn3K( z=}~{1cH|wWxdSH9-ubpfw{`C#-f_;FUmRr|59m&uf==hu%G(_Bkk3QzI#c!fTKi&_ zrxAM2*5CHs*`kIb=T#}d0?**KQ(TMOd0cYx`#aZBpmfK`cn6=ehCrydwLq1I_G@-) zk=@F)g0w6>E~=+Q`GT|t4!v+$wtyK%iZ(^w9tr5YG&cDU4S|-fH+d3C-z`?~wbkAgJ@HvriaBYRM61 zLt$_u%yvJdAv#ZK$!0EP1CY=*Gizzd$VPBXltZ1Q{DZ=Oi&$^RK9Q%JQPgZ7EO5`M z`eZ3LLE}-`;6oefbt))Z*`Q^eX+r(b;~mqzK<;7K;)49wY?ya9_bOSv89Ji41+Izw z$zC!V{40=gR{8Mb0M+c+$BW069Zs`8XR2@d{8KKLlU_(@k%UAJ;=0?-NzD5=L8c^!o~ET9o}DKTXRvN^lh8Z4ji8p m_@RyG-dUm=Qhjy?P;D@;#KvXp{SkWnuPFJyZ{LHjCjJKo>v-w_ literal 0 HcmV?d00001 From 971ea30cf80df10efc96ed837724c9fd41944860 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Thu, 12 Dec 2024 18:03:48 -0500 Subject: [PATCH 25/37] fix --- .../docs/tutorials/qa_chat_history.ipynb | 20 +++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/docs/core_docs/docs/tutorials/qa_chat_history.ipynb b/docs/core_docs/docs/tutorials/qa_chat_history.ipynb index d80f0fadcdea..00a1175afee3 100644 --- a/docs/core_docs/docs/tutorials/qa_chat_history.ipynb +++ b/docs/core_docs/docs/tutorials/qa_chat_history.ipynb @@ -497,10 +497,10 @@ } ], "source": [ - "let inputs = { messages: [{ role: \"user\", content: \"Hello\" }] };\n", + "let inputs1 = { messages: [{ role: \"user\", content: \"Hello\" }] };\n", "\n", "for await (\n", - " const step of await graph.stream(inputs, {\n", + " const step of await graph.stream(inputs1, {\n", " streamMode: \"values\",\n", " })\n", ") {\n", @@ -555,10 +555,10 @@ } ], "source": [ - "let inputs = { messages: [{ role: \"user\", content: \"What is Task Decomposition?\" }] };\n", + "let inputs2 = { messages: [{ role: \"user\", content: \"What is Task Decomposition?\" }] };\n", "\n", "for await (\n", - " const step of await graph.stream(inputs, {\n", + " const step of await graph.stream(inputs2, {\n", " streamMode: \"values\",\n", " })\n", ") {\n", @@ -669,10 +669,10 @@ } ], "source": [ - "let inputs = { messages: [{ role: \"user\", content: \"What is Task Decomposition?\" }] };\n", + "let inputs3 = { messages: [{ role: \"user\", content: \"What is Task Decomposition?\" }] };\n", "\n", "for await (\n", - " const step of await graphWithMemory.stream(inputs, threadConfig)\n", + " const step of await graphWithMemory.stream(inputs3, threadConfig)\n", ") {\n", " const lastMessage = step.messages[step.messages.length - 1];\n", " prettyPrint(lastMessage);\n", @@ -711,10 +711,10 @@ } ], "source": [ - "let inputs = { messages: [{ role: \"user\", content: \"Can you look up some common ways of doing it?\" }] };\n", + "let inputs4 = { messages: [{ role: \"user\", content: \"Can you look up some common ways of doing it?\" }] };\n", "\n", "for await (\n", - " const step of await graphWithMemory.stream(inputs, threadConfig)\n", + " const step of await graphWithMemory.stream(inputs4, threadConfig)\n", ") {\n", " const lastMessage = step.messages[step.messages.length - 1];\n", " prettyPrint(lastMessage);\n", @@ -873,10 +873,10 @@ "let inputMessage = `What is the standard method for Task Decomposition?\n", "Once you get the answer, look up common extensions of that method.`\n", "\n", - "let inputs = { messages: [{ role: \"user\", content: inputMessage }] };\n", + "let inputs5 = { messages: [{ role: \"user\", content: inputMessage }] };\n", "\n", "for await (\n", - " const step of await agent.stream(inputs, {\n", + " const step of await agent.stream(inputs5, {\n", " streamMode: \"values\",\n", " })\n", ") {\n", From fba0c0e8a74b8fa285ed6add6d65bdb82ae72476 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Fri, 13 Dec 2024 09:49:09 -0500 Subject: [PATCH 26/37] remove comment --- docs/core_docs/docs/tutorials/rag.ipynb | 1 - 1 file changed, 1 deletion(-) diff --git a/docs/core_docs/docs/tutorials/rag.ipynb b/docs/core_docs/docs/tutorials/rag.ipynb index 82312113ddd8..66f2c7f8e14b 100644 --- a/docs/core_docs/docs/tutorials/rag.ipynb +++ b/docs/core_docs/docs/tutorials/rag.ipynb @@ -1021,7 +1021,6 @@ "// highlight-start\n", "const analyzeQuery = async (state: typeof InputStateAnnotation.State) => {\n", " const result = await structuredLlm.invoke(state.question)\n", - " // return { query: result.query, section: result.section };\n", " return { search: result }\n", "};\n", "// highlight-end\n", From 174b79f8d3623e132ef5cf3668ffe338e4ad63bc Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Fri, 13 Dec 2024 11:22:45 -0500 Subject: [PATCH 27/37] update sql QA tutorial --- docs/core_docs/docs/tutorials/index.mdx | 2 +- docs/core_docs/docs/tutorials/sql_qa.ipynb | 1331 +++++++++++++++++ docs/core_docs/docs/tutorials/sql_qa.mdx | 141 -- .../core_docs/static/img/graph_img_sql_qa.png | Bin 0 -> 11322 bytes .../static/img/graph_img_sql_qa_interrupt.png | Bin 0 -> 13224 bytes 5 files changed, 1332 insertions(+), 142 deletions(-) create mode 100644 docs/core_docs/docs/tutorials/sql_qa.ipynb delete mode 100644 docs/core_docs/docs/tutorials/sql_qa.mdx create mode 100644 docs/core_docs/static/img/graph_img_sql_qa.png create mode 100644 docs/core_docs/static/img/graph_img_sql_qa_interrupt.png diff --git a/docs/core_docs/docs/tutorials/index.mdx b/docs/core_docs/docs/tutorials/index.mdx index ba1672a7472d..210547db5929 100644 --- a/docs/core_docs/docs/tutorials/index.mdx +++ b/docs/core_docs/docs/tutorials/index.mdx @@ -26,7 +26,7 @@ Refer to the [how-to guides](/docs/how_to) for more detail on using all LangChai Get started using [LangGraph](https://langchain-ai.github.io/langgraphjs/) to assemble LangChain components into full-featured applications. - [Chatbots](/docs/tutorials/chatbot): Build a chatbot that incorporates memory. -- [Build an Agent with LangGraph.js](https://langchain-ai.github.io/langgraphjs/tutorials/quickstart/) +- [Agents](https://langchain-ai.github.io/langgraphjs/tutorials/quickstart/): Build an agent with LangGraph.js that interacts with external tools. - [Retrieval Augmented Generation (RAG) Part 1](/docs/tutorials/rag): Build an application that uses your own documents to inform its responses. - [Retrieval Augmented Generation (RAG) Part 2](/docs/tutorials/qa_chat_history): Build a RAG application that incorporates a memory of its user interactions and multi-step retrieval. - [Question-Answering with SQL](/docs/tutorials/sql_qa): Build a question-answering system that executes SQL queries to inform its responses. diff --git a/docs/core_docs/docs/tutorials/sql_qa.ipynb b/docs/core_docs/docs/tutorials/sql_qa.ipynb new file mode 100644 index 000000000000..9d8decc4be98 --- /dev/null +++ b/docs/core_docs/docs/tutorials/sql_qa.ipynb @@ -0,0 +1,1331 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Build a Question/Answering system over SQL data\n", + "\n", + ":::info Prerequisites\n", + "\n", + "This guide assumes familiarity with the following concepts:\n", + "\n", + "- [Chat models](/docs/concepts/chat_models)\n", + "- [Tools](/docs/concepts/tools)\n", + "- [Agents](/docs/concepts/agents)\n", + "- [LangGraph](/docs/concepts/architecture/#langgraph)\n", + "\n", + ":::\n", + "\n", + "Enabling a LLM system to query structured data can be qualitatively different from unstructured text data. Whereas in the latter it is common to generate text that can be searched against a vector database, the approach for structured data is often for the LLM to write and execute queries in a DSL, such as SQL. In this guide we'll go over the basic ways to create a Q&A system over tabular data in databases. We will cover implementations using both [chains](/docs/tutorials/sql_qa#chains) and [agents](/docs/tutorials/sql_qa#agents). These systems will allow us to ask a question about the data in a database and get back a natural language answer. The main difference between the two is that our agent can query the database in a loop as many times as it needs to answer the question.\n", + "\n", + "## ⚠️ Security note ⚠️\n", + "\n", + "Building Q&A systems of SQL databases requires executing model-generated SQL queries. There are inherent risks in doing this. Make sure that your database connection permissions are always scoped as narrowly as possible for your chain/agent's needs. This will mitigate though not eliminate the risks of building a model-driven system. For more on general security best practices, [see here](/docs/security).\n", + "\n", + "\n", + "## Architecture\n", + "\n", + "At a high-level, the steps of these systems are:\n", + "\n", + "1. **Convert question to SQL query**: Model converts user input to a SQL query.\n", + "2. **Execute SQL query**: Execute the query.\n", + "3. **Answer the question**: Model responds to user input using the query results.\n", + "\n", + "Note that querying data in CSVs can follow a similar approach. See our [how-to guide](/docs/how_to/sql_csv) on question-answering over CSV data for more detail.\n", + "\n", + "![sql_usecase.png](../../static/img/sql_usecase.png)\n", + "\n", + "## Setup\n", + "\n", + "First, get required packages and set environment variables:\n", + "```bash npm2yarn\n", + "npm i langchain @langchain/community @langchain/langgraph\n", + "\n", + "# Uncomment the below to use LangSmith. Not required, but recommended for debugging and observability.\n", + "# export LANGCHAIN_API_KEY=\n", + "# export LANGCHAIN_TRACING_V2=true\n", + "\n", + "# Reduce tracing latency if you are not in a serverless environment\n", + "# export LANGCHAIN_CALLBACKS_BACKGROUND=true\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sample data\n", + "\n", + "The below example will use a SQLite connection with the Chinook database, which is a sample database that represents a digital media store. Follow [these installation steps](https://database.guide/2-sample-databases-sqlite/) to create `Chinook.db` in the same directory as this notebook. You can also download and build the database via the command line:\n", + "```bash\n", + "curl -s https://raw.githubusercontent.com/lerocha/chinook-database/master/ChinookDatabase/DataSources/Chinook_Sqlite.sql | sqlite3 Chinook.db\n", + "```\n", + "\n", + "Now, `Chinook.db` is in our directory and we can interface with it using the [SqlDatabase](https://api.js.langchain.com/classes/langchain.sql_db.SqlDatabase.html) class:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "true\n" + ] + } + ], + "source": [ + "process.env[\"LANGCHAIN_TRACING_V2\"] = \"true\";" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{\"ArtistId\":1,\"Name\":\"AC/DC\"},{\"ArtistId\":2,\"Name\":\"Accept\"},{\"ArtistId\":3,\"Name\":\"Aerosmith\"},{\"ArtistId\":4,\"Name\":\"Alanis Morissette\"},{\"ArtistId\":5,\"Name\":\"Alice In Chains\"},{\"ArtistId\":6,\"Name\":\"Antônio Carlos Jobim\"},{\"ArtistId\":7,\"Name\":\"Apocalyptica\"},{\"ArtistId\":8,\"Name\":\"Audioslave\"},{\"ArtistId\":9,\"Name\":\"BackBeat\"},{\"ArtistId\":10,\"Name\":\"Billy Cobham\"}]\n" + ] + } + ], + "source": [ + "import { SqlDatabase } from \"langchain/sql_db\";\n", + "import { DataSource } from \"typeorm\";\n", + "\n", + "const datasource = new DataSource({\n", + " type: \"sqlite\",\n", + " database: \"Chinook.db\",\n", + "});\n", + "const db = await SqlDatabase.fromDataSourceParams({\n", + " appDataSource: datasource,\n", + "});\n", + "\n", + "await db.run(\"SELECT * FROM Artist LIMIT 10;\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Great! We've got a SQL database that we can query. Now let's try hooking it up to an LLM.\n", + "\n", + "## Chains {#chains}\n", + "\n", + "Chains are compositions of predictable steps. In [LangGraph](/docs/concepts/architecture#langchainlanggraph), we can represent a chain via simple sequence of nodes. Let's create a sequence of steps that, given a question, does the following:\n", + "- converts the question into a SQL query;\n", + "- executes the query;\n", + "- uses the result to answer the original question.\n", + "\n", + "There are scenarios not supported by this arrangement. For example, this system will execute a SQL query for any user input-- even \"hello\". Importantly, as we'll see below, some questions require more than one query to answer. We will address these scenarios in the Agents section.\n", + "\n", + "### Application state\n", + "\n", + "The LangGraph [state](https://langchain-ai.github.io/langgraphjs/concepts/low_level/#state) of our application controls what data is input to the application, transferred between steps, and output by the application.\n", + "\n", + "For this application, we can just keep track of the input question, generated query, query result, and generated answer:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import { Annotation } from \"@langchain/langgraph\";\n", + "\n", + "\n", + "const InputStateAnnotation = Annotation.Root({\n", + " question: Annotation,\n", + "});\n", + "\n", + "\n", + "const StateAnnotation = Annotation.Root({\n", + " question: Annotation,\n", + " query: Annotation,\n", + " result: Annotation,\n", + " answer: Annotation,\n", + "});" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we just need functions that operate on this state and populate its contents.\n", + "\n", + "### Convert question to SQL query\n", + "\n", + "The first step is to take the user input and convert it to a SQL query. To reliably obtain SQL queries (absent markdown formatting and explanations or clarifications), we will make use of LangChain's [structured output](/docs/concepts/structured_outputs/) abstraction.\n", + "\n", + "Let's select a chat model for our application:\n", + "\n", + "```{=mdx}\n", + "import ChatModelTabs from \"@theme/ChatModelTabs\";\n", + "\n", + "\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "import { ChatOpenAI } from '@langchain/openai';\n", + "\n", + "const llm = new ChatOpenAI({\n", + " model: \"gpt-4o-mini\",\n", + " temperature: 0,\n", + "})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will pull a prompt from the [Prompt Hub](https://smith.langchain.com/hub) to instruct the model." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Given an input question, create a syntactically correct {dialect} query to run to help find the answer. Unless the user specifies in his question a specific number of examples they wish to obtain, always limit your query to at most {top_k} results. You can order the results by a relevant column to return the most interesting examples in the database.\n", + "\n", + "Never query for all the columns from a specific table, only ask for a the few relevant columns given the question.\n", + "\n", + "Pay attention to use only the column names that you can see in the schema description. Be careful to not query for columns that do not exist. Also, pay attention to which column is in which table.\n", + "\n", + "Only use the following tables:\n", + "{table_info}\n", + "\n", + "Question: {input}\n" + ] + } + ], + "source": [ + "import { pull } from \"langchain/hub\";\n", + "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", + "\n", + "const queryPromptTemplate = await pull(\"langchain-ai/sql-query-system-prompt\");\n", + "\n", + "console.log(queryPromptTemplate.promptMessages[0].lc_kwargs.prompt.template)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The prompt includes several parameters we will need to populate, such as the SQL dialect and table schemas. LangChain's [SqlDatabase](https://api.js.langchain.com/classes/langchain.sql_db.SqlDatabase.html) object includes methods to help with this. Our `writeQuery` step will just populate these parameters and prompt a model to generate the SQL query:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "const structuredLlm = llm.withStructuredOutput({\n", + " name: \"QueryOutput\",\n", + " description: \"Generated SQL query.\",\n", + " parameters: {\n", + " title: \"Query\",\n", + " type: \"object\",\n", + " properties: {\n", + " query: { type: \"string\", description: \"Syntactically valid SQL query.\" },\n", + " },\n", + " required: [\"query\"],\n", + " },\n", + "});\n", + "\n", + "\n", + "const writeQuery = async (state: typeof InputStateAnnotation.State) => {\n", + " const promptValue = await queryPromptTemplate.invoke({\n", + " dialect: db.appDataSourceOptions.type,\n", + " top_k: 10,\n", + " table_info: await db.getTableInfo(),\n", + " input: state.question\n", + " })\n", + " const result = await structuredLlm.invoke(promptValue)\n", + " return { query: result.query }\n", + "};" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's test it out:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{ query: \u001b[32m'SELECT COUNT(*) AS EmployeeCount FROM Employee;'\u001b[39m }\n" + ] + } + ], + "source": [ + "await writeQuery({ question: \"How many Employees are there?\" })" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Execute query\n", + "\n", + "**This is the most dangerous part of creating a SQL chain.** Consider carefully if it is OK to run automated queries over your data. Minimize the database connection permissions as much as possible. Consider adding a human approval step to you chains before query execution (see below).\n", + "\n", + "To execute the query, we will load a tool from [langchain-community](/docs/concepts/architecture#langchaincommunity). Our `executeQuery` node will just wrap this tool:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "import { QuerySqlTool } from \"langchain/tools/sql\";\n", + "\n", + "const executeQuery = async (state: typeof StateAnnotation.State) => {\n", + " const executeQueryTool = new QuerySqlTool(db);\n", + " return { result: await executeQueryTool.invoke(state.query) }\n", + "};" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Testing this step:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{ result: \u001b[32m'[{\"EmployeeCount\":8}]'\u001b[39m }\n" + ] + } + ], + "source": [ + "await executeQuery({\n", + " question: \"\",\n", + " query: \"SELECT COUNT(*) AS EmployeeCount FROM Employee;\",\n", + " result: \"\",\n", + " answer: \"\"\n", + "})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Generate answer\n", + "\n", + "Finally, our last step generates an answer to the question given the information pulled from the database:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "const generateAnswer = async (state: typeof StateAnnotation.State) => {\n", + " const promptValue = \n", + " \"Given the following user question, corresponding SQL query, \" +\n", + " \"and SQL result, answer the user question.\\n\\n\" +\n", + " `Question: ${state.question}\\n` +\n", + " `SQL Query: ${state.query}\\n` +\n", + " `SQL Result: ${state.result}\\n`;\n", + " const response = await llm.invoke(promptValue)\n", + " return { answer: response.content }\n", + "};" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Orchestrating with LangGraph\n", + "\n", + "Finally, we compile our application into a single `graph` object. In this case, we are just connecting the three steps into a single sequence." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "import { StateGraph } from \"@langchain/langgraph\";\n", + "\n", + "const graphBuilder = new StateGraph({\n", + " input: InputStateAnnotation,\n", + " output: StateAnnotation,\n", + " stateSchema: StateAnnotation,\n", + "})\n", + " .addNode(\"writeQuery\", writeQuery)\n", + " .addNode(\"executeQuery\", executeQuery)\n", + " .addNode(\"generateAnswer\", generateAnswer)\n", + " .addEdge(\"__start__\", \"writeQuery\")\n", + " .addEdge(\"writeQuery\", \"executeQuery\")\n", + " .addEdge(\"executeQuery\", \"generateAnswer\")\n", + " .addEdge(\"generateAnswer\", \"__end__\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "const graph = graphBuilder.compile()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "LangGraph also comes with built-in utilities for visualizing the control flow of your application:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```javascript\n", + "// Note: tslab only works inside a jupyter notebook. Don't worry about running this code yourself!\n", + "import * as tslab from \"tslab\";\n", + "\n", + "const image = await graph.getGraph().drawMermaidPng();\n", + "const arrayBuffer = await image.arrayBuffer();\n", + "\n", + "await tslab.display.png(new Uint8Array(arrayBuffer));\n", + "```\n", + "\n", + "![graph_img_sql_qa](../../static/img/graph_img_sql_qa.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's test our application! Note that we can stream the results of individual steps:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{ question: \u001b[32m'How many employees are there?'\u001b[39m }\n", + "\n", + "====\n", + "\n", + "{\n", + " writeQuery: { query: \u001b[32m'SELECT COUNT(*) AS EmployeeCount FROM Employee;'\u001b[39m }\n", + "}\n", + "\n", + "====\n", + "\n", + "{ executeQuery: { result: \u001b[32m'[{\"EmployeeCount\":8}]'\u001b[39m } }\n", + "\n", + "====\n", + "\n", + "{ generateAnswer: { answer: \u001b[32m'There are 8 employees.'\u001b[39m } }\n", + "\n", + "====\n", + "\n" + ] + } + ], + "source": [ + "let inputs = { question: \"How many employees are there?\" }\n", + "\n", + "console.log(inputs)\n", + "console.log(\"\\n====\\n\");\n", + "for await (\n", + " const step of await graph.stream(inputs, {\n", + " streamMode: \"updates\",\n", + " })\n", + ") {\n", + " console.log(step);\n", + " console.log(\"\\n====\\n\");\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check out the [LangSmith trace](https://smith.langchain.com/public/4cb42037-55cf-4da9-8b3a-8410482dbd32/r)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Human-in-the-loop\n", + "\n", + "LangGraph supports a number of features that can be useful for this workflow. One of them is [human-in-the-loop](https://langchain-ai.github.io/langgraphjs/concepts/human_in_the_loop/): we can interrupt our application before sensitive steps (such as the execution of a SQL query) for human review. This is enabled by LangGraph's [persistence](https://langchain-ai.github.io/langgraphjs/concepts/persistence/) layer, which saves run progress to your storage of choice. Below, we specify storage in-memory:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "import { MemorySaver } from \"@langchain/langgraph\";\n", + "\n", + "const checkpointer = new MemorySaver();\n", + "const graphWithInterrupt = graphBuilder.compile({\n", + " checkpointer: checkpointer,\n", + " interruptBefore: [\"executeQuery\"]\n", + "});\n", + "\n", + "// Now that we're using persistence, we need to specify a thread ID\n", + "// so that we can continue the run after review.\n", + "const threadConfig = {\n", + " configurable: { thread_id: \"1\" },\n", + " streamMode: \"updates\" as const\n", + "};" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```javascript\n", + "const image = await graphWithInterrupt.getGraph().drawMermaidPng();\n", + "const arrayBuffer = await image.arrayBuffer();\n", + "\n", + "await tslab.display.png(new Uint8Array(arrayBuffer));\n", + "```\n", + "\n", + "![graph_img_sql_qa_interrupt](../../static/img/graph_img_sql_qa_interrupt.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's repeat the same run, adding in a simple yes/no approval step:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{ question: \u001b[32m'How many employees are there?'\u001b[39m }\n", + "\n", + "====\n", + "\n", + "{\n", + " writeQuery: { query: \u001b[32m'SELECT COUNT(*) AS EmployeeCount FROM Employee;'\u001b[39m }\n", + "}\n", + "\n", + "====\n", + "\n", + "---GRAPH INTERRUPTED---\n" + ] + } + ], + "source": [ + "console.log(inputs)\n", + "console.log(\"\\n====\\n\");\n", + "for await (\n", + " const step of await graphWithInterrupt.stream(inputs, threadConfig)\n", + ") {\n", + " console.log(step);\n", + " console.log(\"\\n====\\n\");\n", + "}\n", + "\n", + "// Will log when the graph is interrupted, after `executeQuery`.\n", + "console.log(\"---GRAPH INTERRUPTED---\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The run interrupts before the query is executed. At this point, our application can handle an interaction with a user, who reviews the query.\n", + "\n", + "If approved, running the same thread with a `null` input will continue from where we left off. This is enabled by LangGraph's [persistence](https://langchain-ai.github.io/langgraphjs/concepts/persistence/) layer." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{ executeQuery: { result: \u001b[32m'[{\"EmployeeCount\":8}]'\u001b[39m } }\n", + "\n", + "====\n", + "\n", + "{ generateAnswer: { answer: \u001b[32m'There are 8 employees.'\u001b[39m } }\n", + "\n", + "====\n", + "\n" + ] + } + ], + "source": [ + "for await (\n", + " const step of await graphWithInterrupt.stream(null, threadConfig)\n", + ") {\n", + " console.log(step);\n", + " console.log(\"\\n====\\n\");\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "See [this](https://langchain-ai.github.io/langgraphjs/concepts/human_in_the_loop/) LangGraph guide for more detail and examples." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Next steps\n", + "\n", + "For more complex query-generation, we may want to create few-shot prompts or add query-checking steps. For advanced techniques like this and more check out:\n", + "\n", + "* [Prompting strategies](/docs/how_to/sql_prompting): Advanced prompt engineering techniques.\n", + "* [Query checking](/docs/how_to/sql_query_checking): Add query validation and error handling.\n", + "* [Large databases](/docs/how_to/sql_large_db): Techniques for working with large databases." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Agents {#agents}\n", + "\n", + "[Agents](/docs/concepts/agents) leverage the reasoning capabilities of LLMs to make decisions during execution. Using agents allows you to offload additional discretion over the query generation and execution process. Although their behavior is less predictable than the above \"chain\", they feature some advantages:\n", + "\n", + "- They can query the database as many times as needed to answer the user question.\n", + "- They can recover from errors by running a generated query, catching the traceback and regenerating it correctly.\n", + "- They can answer questions based on the databases' schema as well as on the databases' content (like describing a specific table).\n", + "\n", + "\n", + "Below we assemble a minimal SQL agent. We will equip it with a set of tools using LangChain's [SqlToolkit](https://api.js.langchain.com/classes/langchain.agents_toolkits_sql.SqlToolkit.html). Using LangGraph's [pre-built ReAct agent constructor](https://langchain-ai.github.io/langgraphjs/how-tos/create-react-agent/), we can do this in one line.\n", + "\n", + "The `SqlToolkit` includes tools that can:\n", + "\n", + "* Create and execute queries\n", + "* Check query syntax\n", + "* Retrieve table descriptions\n", + "* ... and more" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\n", + " {\n", + " name: \u001b[32m'query-sql'\u001b[39m,\n", + " description: \u001b[32m'Input to this tool is a detailed and correct SQL query, output is a result from the database.\\n'\u001b[39m +\n", + " \u001b[32m' If the query is not correct, an error message will be returned.\\n'\u001b[39m +\n", + " \u001b[32m' If an error is returned, rewrite the query, check the query, and try again.'\u001b[39m\n", + " },\n", + " {\n", + " name: \u001b[32m'info-sql'\u001b[39m,\n", + " description: \u001b[32m'Input to this tool is a comma-separated list of tables, output is the schema and sample rows for those tables.\\n'\u001b[39m +\n", + " \u001b[32m' Be sure that the tables actually exist by calling list-tables-sql first!\\n'\u001b[39m +\n", + " \u001b[32m'\\n'\u001b[39m +\n", + " \u001b[32m' Example Input: \"table1, table2, table3.'\u001b[39m\n", + " },\n", + " {\n", + " name: \u001b[32m'list-tables-sql'\u001b[39m,\n", + " description: \u001b[32m'Input is an empty string, output is a comma-separated list of tables in the database.'\u001b[39m\n", + " },\n", + " {\n", + " name: \u001b[32m'query-checker'\u001b[39m,\n", + " description: \u001b[32m'Use this tool to double check if your query is correct before executing it.\\n'\u001b[39m +\n", + " \u001b[32m' Always use this tool before executing a query with query-sql!'\u001b[39m\n", + " }\n", + "]\n" + ] + } + ], + "source": [ + "import { SqlToolkit } from \"langchain/agents/toolkits/sql\";\n", + "\n", + "const toolkit = new SqlToolkit(db, llm);\n", + "\n", + "const tools = toolkit.getTools();\n", + "\n", + "console.log(\n", + " tools.map((tool) => ({\n", + " name: tool.name,\n", + " description: tool.description,\n", + " }))\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### System Prompt\n", + "\n", + "We will also want to load a system prompt for our agent. This will consist of instructions for how to behave." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "You are an agent designed to interact with a SQL database.\n", + "Given an input question, create a syntactically correct {dialect} query to run, then look at the results of the query and return the answer.\n", + "Unless the user specifies a specific number of examples they wish to obtain, always limit your query to at most {top_k} results.\n", + "You can order the results by a relevant column to return the most interesting examples in the database.\n", + "Never query for all the columns from a specific table, only ask for the relevant columns given the question.\n", + "You have access to tools for interacting with the database.\n", + "Only use the below tools. Only use the information returned by the below tools to construct your final answer.\n", + "You MUST double check your query before executing it. If you get an error while executing a query, rewrite the query and try again.\n", + "\n", + "DO NOT make any DML statements (INSERT, UPDATE, DELETE, DROP etc.) to the database.\n", + "\n", + "To start you should ALWAYS look at the tables in the database to see what you can query.\n", + "Do NOT skip this step.\n", + "Then you should query the schema of the most relevant tables.\n" + ] + } + ], + "source": [ + "import { pull } from \"langchain/hub\";\n", + "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", + "\n", + "const systemPromptTemplate = await pull(\"langchain-ai/sql-agent-system-prompt\");\n", + "\n", + "console.log(systemPromptTemplate.promptMessages[0].lc_kwargs.prompt.template)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's populate the parameters highlighted in the prompt:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "const systemMessage = await systemPromptTemplate.format({\n", + " dialect: \"SQLite\", top_k: 5\n", + "})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Initializing agent\n", + "\n", + "We will use a prebuilt [LangGraph](/docs/concepts/architecture/#langgraph) agent to build our agent" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "import { createReactAgent } from \"@langchain/langgraph/prebuilt\";\n", + "\n", + "const agent = createReactAgent({ llm: llm, tools: tools, stateModifier: systemMessage });" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Consider how the agent responds to the below question:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```{=mdx}\n", + "
\n", + "Expand for `prettyPrint` code.\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "import { AIMessage, BaseMessage, isAIMessage } from \"@langchain/core/messages\";\n", + "\n", + "const prettyPrint = (message: BaseMessage) => {\n", + " let txt = `[${message._getType()}]: ${message.content}`;\n", + " if (\n", + " (isAIMessage(message) && (message as AIMessage)?.tool_calls?.length) ||\n", + " 0 > 0\n", + " ) {\n", + " const tool_calls = (message as AIMessage)?.tool_calls\n", + " ?.map((tc) => `- ${tc.name}(${JSON.stringify(tc.args)})`)\n", + " .join(\"\\n\");\n", + " txt += ` \\nTools: \\n${tool_calls}`;\n", + " }\n", + " console.log(txt);\n", + "};" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```{=mdx}\n", + "
\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[human]: Which country's customers spent the most?\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- list-tables-sql({\"input\":\"\"})\n", + "-----\n", + "\n", + "[tool]: Album, Artist, Customer, Employee, Genre, Invoice, InvoiceLine, MediaType, Playlist, PlaylistTrack, Track\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- info-sql({\"input\":\"Customer, Invoice, InvoiceLine\"})\n", + "- info-sql({\"input\":\"Invoice\"})\n", + "-----\n", + "\n", + "[tool]: CREATE TABLE Invoice (\n", + "InvoiceId INTEGER NOT NULL, CustomerId INTEGER NOT NULL, InvoiceDate DATETIME NOT NULL, BillingAddress NVARCHAR(70) , BillingCity NVARCHAR(40) , BillingState NVARCHAR(40) , BillingCountry NVARCHAR(40) , BillingPostalCode NVARCHAR(10) , Total NUMERIC(10,2) NOT NULL) \n", + "SELECT * FROM \"Invoice\" LIMIT 3;\n", + " InvoiceId CustomerId InvoiceDate BillingAddress BillingCity BillingState BillingCountry BillingPostalCode Total\n", + " 1 2 2021-01-01 00:00:00 Theodor-Heuss-Straße 34 Stuttgart null Germany 70174 1.98\n", + " 2 4 2021-01-02 00:00:00 Ullevålsveien 14 Oslo null Norway 0171 3.96\n", + " 3 8 2021-01-03 00:00:00 Grétrystraat 63 Brussels null Belgium 1000 5.94\n", + "\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- query-checker({\"input\":\"SELECT c.Country, SUM(i.Total) AS TotalSpent \\nFROM Customer c \\nJOIN Invoice i ON c.CustomerId = i.CustomerId \\nGROUP BY c.Country \\nORDER BY TotalSpent DESC \\nLIMIT 5;\"})\n", + "-----\n", + "\n", + "[tool]: The SQL query you provided appears to be correct and does not contain any of the common mistakes listed. It properly joins the `Customer` and `Invoice` tables, groups the results by country, and orders the total spending in descending order while limiting the results to the top 5 countries.\n", + "\n", + "Here is the original query reproduced:\n", + "\n", + "```sql\n", + "SELECT c.Country, SUM(i.Total) AS TotalSpent \n", + "FROM Customer c \n", + "JOIN Invoice i ON c.CustomerId = i.CustomerId \n", + "GROUP BY c.Country \n", + "ORDER BY TotalSpent DESC \n", + "LIMIT 5;\n", + "``` \n", + "\n", + "No changes are necessary.\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- query-sql({\"input\":\"SELECT c.Country, SUM(i.Total) AS TotalSpent \\nFROM Customer c \\nJOIN Invoice i ON c.CustomerId = i.CustomerId \\nGROUP BY c.Country \\nORDER BY TotalSpent DESC \\nLIMIT 5;\"})\n", + "-----\n", + "\n", + "[tool]: [{\"Country\":\"USA\",\"TotalSpent\":523.0600000000003},{\"Country\":\"Canada\",\"TotalSpent\":303.9599999999999},{\"Country\":\"France\",\"TotalSpent\":195.09999999999994},{\"Country\":\"Brazil\",\"TotalSpent\":190.09999999999997},{\"Country\":\"Germany\",\"TotalSpent\":156.48}]\n", + "-----\n", + "\n", + "[ai]: The countries whose customers spent the most are:\n", + "\n", + "1. **USA** - $523.06\n", + "2. **Canada** - $303.96\n", + "3. **France** - $195.10\n", + "4. **Brazil** - $190.10\n", + "5. **Germany** - $156.48\n", + "-----\n", + "\n" + ] + } + ], + "source": [ + "let inputs2 = { messages: [{ role: \"user\", content: \"Which country's customers spent the most?\" }] };\n", + "\n", + "for await (\n", + " const step of await agent.stream(inputs2, {\n", + " streamMode: \"values\",\n", + " })\n", + ") {\n", + " const lastMessage = step.messages[step.messages.length - 1];\n", + " prettyPrint(lastMessage);\n", + " console.log(\"-----\\n\");\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can also use the [LangSmith trace](https://smith.langchain.com/public/f4313ba4-a93e-418b-b863-1c2626c330d1/r) to visualize these steps and associated metadata.\n", + "\n", + "Note that the agent executes multiple queries until it has the information it needs:\n", + "1. List available tables;\n", + "2. Retrieves the schema for three tables;\n", + "3. Queries multiple of the tables via a join operation.\n", + "\n", + "The agent is then able to use the result of the final query to generate an answer to the original question.\n", + "\n", + "The agent can similarly handle qualitative questions:" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[human]: Describe the playlisttrack table\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- list-tables-sql({\"input\":\"\"})\n", + "-----\n", + "\n", + "[tool]: Album, Artist, Customer, Employee, Genre, Invoice, InvoiceLine, MediaType, Playlist, PlaylistTrack, Track\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- info-sql({\"input\":\"PlaylistTrack\"})\n", + "-----\n", + "\n", + "[tool]: CREATE TABLE PlaylistTrack (\n", + "PlaylistId INTEGER NOT NULL, TrackId INTEGER NOT NULL) \n", + "SELECT * FROM \"PlaylistTrack\" LIMIT 3;\n", + " PlaylistId TrackId\n", + " 1 3402\n", + " 1 3389\n", + " 1 3390\n", + "\n", + "-----\n", + "\n", + "[ai]: The `PlaylistTrack` table has the following schema:\n", + "\n", + "- **PlaylistId**: INTEGER (NOT NULL)\n", + "- **TrackId**: INTEGER (NOT NULL)\n", + "\n", + "This table is used to associate tracks with playlists. Here are some sample rows from the table:\n", + "\n", + "| PlaylistId | TrackId |\n", + "|------------|---------|\n", + "| 1 | 3402 |\n", + "| 1 | 3389 |\n", + "| 1 | 3390 |\n", + "-----\n", + "\n" + ] + } + ], + "source": [ + "let inputs2 = { messages: [{ role: \"user\", content: \"Describe the playlisttrack table\" }] };\n", + "\n", + "for await (\n", + " const step of await agent.stream(inputs2, {\n", + " streamMode: \"values\",\n", + " })\n", + ") {\n", + " const lastMessage = step.messages[step.messages.length - 1];\n", + " prettyPrint(lastMessage);\n", + " console.log(\"-----\\n\");\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dealing with high-cardinality columns\n", + "\n", + "In order to filter columns that contain proper nouns such as addresses, song names or artists, we first need to double-check the spelling in order to filter the data correctly. \n", + "\n", + "We can achieve this by creating a vector store with all the distinct proper nouns that exist in the database. We can then have the agent query that vector store each time the user includes a proper noun in their question, to find the correct spelling for that word. In this way, the agent can make sure it understands which entity the user is referring to before building the target query.\n", + "\n", + "First we need the unique values for each entity we want, for which we define a function that parses the result into a list of elements:" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total: 622\n", + "\n", + "Sample: AC/DC,Accept,Aerosmith,Alanis Morissette,Alice In Chains...\n" + ] + } + ], + "source": [ + "async function queryAsList(database: any, query: string): Promise {\n", + " const res: Array<{ [key: string]: string }> = JSON.parse(\n", + " await database.run(query)\n", + " )\n", + " .flat()\n", + " .filter((el: any) => el != null);\n", + " const justValues: Array = res.map((item) =>\n", + " Object.values(item)[0]\n", + " .replace(/\\b\\d+\\b/g, \"\")\n", + " .trim()\n", + " );\n", + " return justValues;\n", + "}\n", + "\n", + "// Gather entities into a list\n", + "let artists: string[] = await queryAsList(db, \"SELECT Name FROM Artist\");\n", + "let albums: string[] = await queryAsList(db, \"SELECT Title FROM Album\");\n", + "let properNouns = artists.concat(albums);\n", + "\n", + "console.log(`Total: ${properNouns.length}\\n`)\n", + "console.log(`Sample: ${properNouns.slice(0, 5)}...`)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using this function, we can create a **retriever tool** that the agent can execute at its discretion.\n", + "\n", + "Let's select an [embeddings model](/docs/integrations/text_embedding/) and [vector store](/docs/integrations/vectorstores/) for this step:\n", + "\n", + "```{=mdx}\n", + "import EmbeddingTabs from \"@theme/EmbeddingTabs\";\n", + "\n", + "\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "import { OpenAIEmbeddings } from \"@langchain/openai\";\n", + "\n", + "const embeddings = new OpenAIEmbeddings({model: \"text-embedding-3-large\"});" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```{=mdx}\n", + "import VectorStoreTabs from \"@theme/VectorStoreTabs\";\n", + "\n", + "\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "import { MemoryVectorStore } from \"langchain/vectorstores/memory\";\n", + "\n", + "const vectorStore = new MemoryVectorStore(embeddings);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now construct a retrieval tool that can search over relevant proper nouns in the database:" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "import { createRetrieverTool } from \"langchain/tools/retriever\";\n", + "import { Document } from \"@langchain/core/documents\";\n", + "\n", + "\n", + "const documents = properNouns.map(text => new Document({ pageContent: text }));\n", + "await vectorStore.addDocuments(documents)\n", + "\n", + "const retriever = vectorStore.asRetriever(5);\n", + "\n", + "const retrieverTool = createRetrieverTool(retriever, {\n", + " name: \"searchProperNouns\",\n", + " description:\n", + " \"Use to look up values to filter on. Input is an approximate spelling \" +\n", + " \"of the proper noun, output is valid proper nouns. Use the noun most \" +\n", + " \"similar to the search.\"\n", + "});" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's try it out:" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Alice In Chains\n", + "\n", + "Alanis Morissette\n", + "\n", + "Jagged Little Pill\n", + "\n", + "Angel Dust\n", + "\n", + "Amy Winehouse\n" + ] + } + ], + "source": [ + "console.log(await retrieverTool.invoke({ query: \"Alice Chains\" }))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This way, if the agent determines it needs to write a filter based on an artist along the lines of \"Alice Chains\", it can first use the retriever tool to observe relevant values of a column.\n", + "\n", + "Putting this together:" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [], + "source": [ + "// Add to system message\n", + "let suffix = (\n", + " \"If you need to filter on a proper noun like a Name, you must ALWAYS first look up \" +\n", + " \"the filter value using the 'search_proper_nouns' tool! Do not try to \" +\n", + " \"guess at the proper name - use this function to find similar ones.\"\n", + ")\n", + "\n", + "const system = systemMessage + suffix\n", + "\n", + "const updatedTools = tools.concat(retrieverTool)\n", + "\n", + "const agent2 = createReactAgent({ llm: llm, tools: updatedTools, stateModifier: system });" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[human]: How many albums does alis in chain have?\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- searchProperNouns({\"query\":\"alis in chain\"})\n", + "-----\n", + "\n", + "[tool]: Alice In Chains\n", + "\n", + "Alanis Morissette\n", + "\n", + "Up An' Atom\n", + "\n", + "A-Sides\n", + "\n", + "Jagged Little Pill\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- query-sql({\"input\":\"SELECT COUNT(*) FROM albums WHERE artist_name = 'Alice In Chains'\"})\n", + "-----\n", + "\n", + "[tool]: QueryFailedError: SQLITE_ERROR: no such table: albums\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- list-tables-sql({\"input\":\"\"})\n", + "-----\n", + "\n", + "[tool]: Album, Artist, Customer, Employee, Genre, Invoice, InvoiceLine, MediaType, Playlist, PlaylistTrack, Track\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- info-sql({\"input\":\"Album\"})\n", + "- info-sql({\"input\":\"Artist\"})\n", + "-----\n", + "\n", + "[tool]: CREATE TABLE Artist (\n", + "ArtistId INTEGER NOT NULL, Name NVARCHAR(120) ) \n", + "SELECT * FROM \"Artist\" LIMIT 3;\n", + " ArtistId Name\n", + " 1 AC/DC\n", + " 2 Accept\n", + " 3 Aerosmith\n", + "\n", + "-----\n", + "\n", + "[ai]: \n", + "Tools: \n", + "- query-sql({\"input\":\"SELECT COUNT(*) FROM Album WHERE ArtistId = (SELECT ArtistId FROM Artist WHERE Name = 'Alice In Chains')\"})\n", + "-----\n", + "\n", + "[tool]: [{\"COUNT(*)\":1}]\n", + "-----\n", + "\n", + "[ai]: Alice In Chains has released 1 album.\n", + "-----\n", + "\n" + ] + } + ], + "source": [ + "let inputs3 = { messages: [{ role: \"user\", content: \"How many albums does alis in chain have?\" }] };\n", + "\n", + "for await (\n", + " const step of await agent2.stream(inputs3, {\n", + " streamMode: \"values\",\n", + " })\n", + ") {\n", + " const lastMessage = step.messages[step.messages.length - 1];\n", + " prettyPrint(lastMessage);\n", + " console.log(\"-----\\n\");\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, both in the streamed steps and in the [LangSmith trace](https://smith.langchain.com/public/8b14a4a4-c08b-4b85-8086-c050931ae03d/r), the agent used the `searchProperNouns` tool in order to check how to correctly query the database for this specific artist." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "TypeScript", + "language": "typescript", + "name": "tslab" + }, + "language_info": { + "codemirror_mode": { + "mode": "typescript", + "name": "javascript", + "typescript": true + }, + "file_extension": ".ts", + "mimetype": "text/typescript", + "name": "typescript", + "version": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/core_docs/docs/tutorials/sql_qa.mdx b/docs/core_docs/docs/tutorials/sql_qa.mdx deleted file mode 100644 index c276c1d1af87..000000000000 --- a/docs/core_docs/docs/tutorials/sql_qa.mdx +++ /dev/null @@ -1,141 +0,0 @@ -# Build a Question/Answering system over SQL data - -:::info Prerequisites - -This guide assumes familiarity with the following concepts: - -- [Chaining runnables](/docs/how_to/sequence/) -- [Chat models](/docs/concepts/chat_models) -- [Tools](/docs/concepts/tools) -- [Agents](/docs/concepts/agents) - -::: - -In this guide we'll go over the basic ways to create a Q&A chain and agent over a SQL database. -These systems will allow us to ask a question about the data in a SQL database and get back a natural language answer. -The main difference between the two is that our agent can query the database in a loop as many time as it needs to answer the question. - -## ⚠️ Security note ⚠️ - -Building Q&A systems of SQL databases can require executing model-generated SQL queries. There are inherent risks in doing this. -Make sure that your database connection permissions are always scoped as narrowly as possible for your chain/agent's needs. -This will mitigate though not eliminate the risks of building a model-driven system. For more on general security best practices, see [here](/docs/security). - -## Architecture - -At a high-level, the steps of most SQL chain and agent are: - -1. **Convert question to SQL query**: Model converts user input to a SQL query. -2. **Execute SQL query**: Execute the SQL query -3. **Answer the question**: Model responds to user input using the query results. - -![SQL Use Case Diagram](/img/sql_usecase.png) - -## Setup - -First, get required packages and set environment variables: - -import IntegrationInstallTooltip from "@mdx_components/integration_install_tooltip.mdx"; - - - -```bash npm2yarn -npm i langchain @langchain/community @langchain/openai @langchain/core -``` - -We default to OpenAI models in this guide. - -```bash -export OPENAI_API_KEY= - -# Uncomment the below to use LangSmith. Not required, but recommended for debugging and observability. -# export LANGCHAIN_API_KEY= -# export LANGCHAIN_TRACING_V2=true - -# Reduce tracing latency if you are not in a serverless environment -# export LANGCHAIN_CALLBACKS_BACKGROUND=true -``` - -import CodeBlock from "@theme/CodeBlock"; -import DbCheck from "@examples/use_cases/sql/db_check.ts"; - -{DbCheck} - -Great! We've got a SQL database that we can query. Now let's try hooking it up to an LLM. - -## Chain - -Let's create a simple chain that takes a question, turns it into a SQL query, executes the query, and uses the result to answer the original question. - -### Convert question to SQL query - -The first step in a SQL chain or agent is to take the user input and convert it to a SQL query. LangChain comes with a built-in chain for this: [`createSqlQueryChain`](https://api.js.langchain.com/functions/langchain.chains_sql_db.createSqlQueryChain.html) - -import QuickstartChainExample from "@examples/use_cases/sql/quickstart_chain.ts"; - -{QuickstartChainExample} - -We can look at the [LangSmith trace](https://smith.langchain.com/public/6d8f0213-9f02-498e-aeb2-ec774e324e2c/r) to get a better understanding of what this chain is doing. -We can also inspect the chain directly for its prompts. Looking at the prompt (below), we can see that it is: - -- Dialect-specific. In this case it references SQLite explicitly. -- Has definitions for all the available tables. -- Has three examples rows for each table. - -This technique is inspired by papers like [this](https://arxiv.org/pdf/2204.00498.pdf), which suggest showing examples rows and being explicit about tables improves performance. -We can also inspect the full prompt via the LangSmith trace: - -![Chain Prompt](/img/sql_quickstart_langsmith_prompt.png) - -### Execute SQL query - -Now that we've generated a SQL query, we'll want to execute it. -This is the most dangerous part of creating a SQL chain. Consider carefully if it is OK to run automated queries over your data. -Minimize the database connection permissions as much as possible. -Consider adding a human approval step to you chains before query execution (see below). - -We can use the [`QuerySqlTool`](https://api.js.langchain.com/classes/langchain.tools_sql.QuerySqlTool.html) to easily add query execution to our chain: - -import QuickstartExecuteExample from "@examples/use_cases/sql/quickstart_execute_sql.ts"; - -{QuickstartExecuteExample} - -:::tip -See a LangSmith trace of the chain above [here](https://smith.langchain.com/public/3cbcf6f2-a55b-4701-a2e3-9928e4747328/r). -::: - -### Answer the question - -Now that we have a way to automatically generate and execute queries, we just need to combine the original question and SQL query result to generate a final answer. -We can do this by passing question and result to the LLM once more: - -import QuickstartAnswerExample from "@examples/use_cases/sql/quickstart_answer_question.ts"; - -{QuickstartAnswerExample} - -:::tip -See a LangSmith trace of the chain above [here](https://smith.langchain.com/public/d130ce1f-1fce-4192-921e-4b522884ec1a/r). -::: - -### Next steps - -For more complex query-generation, we may want to create few-shot prompts or add query-checking steps. For advanced techniques like this and more check out: - -- [Prompting strategies](/docs/how_to/sql_prompting): Advanced prompt engineering techniques. -- [Query checking](/docs/how_to/sql_query_checking): Add query validation and error handling. -- [Large databases](/docs/how_to/sql_large_db): Techniques for working with large databases. - -## Agents - -LangChain offers a number of tools and functions that allow you to create SQL Agents which can provide a more flexible way of interacting with SQL databases. The main advantages of using SQL Agents are: - -- It can answer questions based on the databases' schema as well as on the databases' content (like describing a specific table). -- It can recover from errors by running a generated query, catching the traceback and regenerating it correctly. -- It can answer questions that require multiple dependent queries. -- It will save tokens by only considering the schema from relevant tables. -- To initialize the agent, we use [`createOpenAIToolsAgent`](https://api.js.langchain.com/functions/langchain.agents.createOpenAIToolsAgent.html) function. - This agent contains the [`SqlToolkit`](https://api.js.langchain.com/classes/langchain.agents_toolkits_sql.SqlToolkit.html) which contains tools to: -- Create and execute queries -- Check query syntax -- Retrieve table descriptions -- … and more diff --git a/docs/core_docs/static/img/graph_img_sql_qa.png b/docs/core_docs/static/img/graph_img_sql_qa.png new file mode 100644 index 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diff --git a/docs/core_docs/docs/tutorials/sql_qa.ipynb b/docs/core_docs/docs/tutorials/sql_qa.ipynb index 9d8decc4be98..247720d03407 100644 --- a/docs/core_docs/docs/tutorials/sql_qa.ipynb +++ b/docs/core_docs/docs/tutorials/sql_qa.ipynb @@ -65,23 +65,6 @@ "Now, `Chinook.db` is in our directory and we can interface with it using the [SqlDatabase](https://api.js.langchain.com/classes/langchain.sql_db.SqlDatabase.html) class:" ] }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "true\n" - ] - } - ], - "source": [ - "process.env[\"LANGCHAIN_TRACING_V2\"] = \"true\";" - ] - }, { "cell_type": "code", "execution_count": 2, @@ -1005,10 +988,10 @@ } ], "source": [ - "let inputs2 = { messages: [{ role: \"user\", content: \"Describe the playlisttrack table\" }] };\n", + "let inputs3 = { messages: [{ role: \"user\", content: \"Describe the playlisttrack table\" }] };\n", "\n", "for await (\n", - " const step of await agent.stream(inputs2, {\n", + " const step of await agent.stream(inputs3, {\n", " streamMode: \"values\",\n", " })\n", ") {\n", @@ -1287,10 +1270,10 @@ } ], "source": [ - "let inputs3 = { messages: [{ role: \"user\", content: \"How many albums does alis in chain have?\" }] };\n", + "let inputs4 = { messages: [{ role: \"user\", content: \"How many albums does alis in chain have?\" }] };\n", "\n", "for await (\n", - " const step of await agent2.stream(inputs3, {\n", + " const step of await agent2.stream(inputs4, {\n", " streamMode: \"values\",\n", " })\n", ") {\n", From 35223b28768b0ed2a2b01204b7645c6c60944ebc Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Fri, 13 Dec 2024 12:03:41 -0500 Subject: [PATCH 29/37] fix --- docs/core_docs/docs/tutorials/sql_qa.ipynb | 2 ++ 1 file changed, 2 insertions(+) diff --git a/docs/core_docs/docs/tutorials/sql_qa.ipynb b/docs/core_docs/docs/tutorials/sql_qa.ipynb index 247720d03407..bc45fb5a3706 100644 --- a/docs/core_docs/docs/tutorials/sql_qa.ipynb +++ b/docs/core_docs/docs/tutorials/sql_qa.ipynb @@ -41,7 +41,9 @@ "First, get required packages and set environment variables:\n", "```bash npm2yarn\n", "npm i langchain @langchain/community @langchain/langgraph\n", + "```\n", "\n", + "```shell\n", "# Uncomment the below to use LangSmith. Not required, but recommended for debugging and observability.\n", "# export LANGCHAIN_API_KEY=\n", "# export LANGCHAIN_TRACING_V2=true\n", From 20126d1c9bc67259de1b9d236642d4eb6ddc6ef6 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Fri, 13 Dec 2024 12:26:20 -0500 Subject: [PATCH 30/37] fix --- docs/core_docs/docs/tutorials/sql_qa.ipynb | 2 -- 1 file changed, 2 deletions(-) diff --git a/docs/core_docs/docs/tutorials/sql_qa.ipynb b/docs/core_docs/docs/tutorials/sql_qa.ipynb index bc45fb5a3706..b84d2df356f9 100644 --- a/docs/core_docs/docs/tutorials/sql_qa.ipynb +++ b/docs/core_docs/docs/tutorials/sql_qa.ipynb @@ -32,8 +32,6 @@ "2. **Execute SQL query**: Execute the query.\n", "3. **Answer the question**: Model responds to user input using the query results.\n", "\n", - "Note that querying data in CSVs can follow a similar approach. See our [how-to guide](/docs/how_to/sql_csv) on question-answering over CSV data for more detail.\n", - "\n", "![sql_usecase.png](../../static/img/sql_usecase.png)\n", "\n", "## Setup\n", From 9d9e95b6c4709eb113e888c503c239bd106ddbf9 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Fri, 13 Dec 2024 13:33:05 -0500 Subject: [PATCH 31/37] update summarization tutorial --- .../docs/tutorials/summarization.ipynb | 721 ++++++++++++++++++ .../docs/tutorials/summarization.mdx | 32 - .../static/img/graph_img_summarization.png | Bin 0 -> 20166 bytes 3 files changed, 721 insertions(+), 32 deletions(-) create mode 100644 docs/core_docs/docs/tutorials/summarization.ipynb delete mode 100644 docs/core_docs/docs/tutorials/summarization.mdx create mode 100644 docs/core_docs/static/img/graph_img_summarization.png diff --git a/docs/core_docs/docs/tutorials/summarization.ipynb b/docs/core_docs/docs/tutorials/summarization.ipynb new file mode 100644 index 000000000000..82bce6f30c85 --- /dev/null +++ b/docs/core_docs/docs/tutorials/summarization.ipynb @@ -0,0 +1,721 @@ +{ + "cells": [ + { + "cell_type": "raw", + "id": "2aca8168-62ec-4bba-93f0-73da08cd1920", + "metadata": {}, + "source": [ + "---\n", + "title: Summarize Text\n", + "sidebar_class_name: hidden\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "cf13f702", + "metadata": {}, + "source": [ + "# Summarize Text\n", + "\n", + ":::info\n", + "\n", + "This tutorial demonstrates text summarization using built-in chains and [LangGraph](https://langchain-ai.github.io/langgraphjs/).\n", + "\n", + "See [here](https://js.langchain.com/v0.2/docs/tutorials/summarization/) for a previous version of this page, which showcased the legacy chain [RefineDocumentsChain](https://api.js.langchain.com/classes/langchain.chains.RefineDocumentsChain.html).\n", + "\n", + ":::\n", + "\n", + "Suppose you have a set of documents (PDFs, Notion pages, customer questions, etc.) and you want to summarize the content. \n", + "\n", + "LLMs are a great tool for this given their proficiency in understanding and synthesizing text.\n", + "\n", + "In the context of [retrieval-augmented generation](/docs/tutorials/rag), summarizing text can help distill the information in a large number of retrieved documents to provide context for a LLM.\n", + "\n", + "In this walkthrough we'll go over how to summarize content from multiple documents using LLMs." + ] + }, + { + "cell_type": "markdown", + "id": "cc8c5f87-3239-44e1-8772-a97cb6138cc5", + "metadata": {}, + "source": [ + "## Concepts\n", + "\n", + "Concepts we will cover are:\n", + "\n", + "- Using [language models](/docs/concepts/chat_models).\n", + "\n", + "- Using [document loaders](/docs/concepts/document_loaders), specifically the [CheerioWebBaseLoader](https://api.js.langchain.com/classes/langchain.document_loaders_web_cheerio.CheerioWebBaseLoader.html) to load content from an HTML webpage.\n", + "\n", + "- Two ways to summarize or otherwise combine documents.\n", + " 1. [Stuff](/docs/tutorials/summarization#stuff), which simply concatenates documents into a prompt;\n", + " 2. [Map-reduce](/docs/tutorials/summarization#map-reduce), for larger sets of documents. This splits documents into batches, summarizes those, and then summarizes the summaries.\n", + "\n", + "## Setup\n", + "\n", + "### Jupyter Notebook\n", + "\n", + "This and other tutorials are perhaps most conveniently run in a [Jupyter notebooks](https://jupyter.org/). Going through guides in an interactive environment is a great way to better understand them. See [here](https://jupyter.org/install) for instructions on how to install.\n", + "\n", + "### Installation\n", + "\n", + "To install LangChain run:\n", + "\n", + "```bash npm2yarn\n", + "npm i langchain @langchain/core\n", + "```\n", + "\n", + "For more details, see our [Installation guide](/docs/how_to/installation).\n", + "\n", + "### LangSmith\n", + "\n", + "Many of the applications you build with LangChain will contain multiple steps with multiple invocations of LLM calls.\n", + "As these applications get more and more complex, it becomes crucial to be able to inspect what exactly is going on inside your chain or agent.\n", + "The best way to do this is with [LangSmith](https://smith.langchain.com).\n", + "\n", + "After you sign up at the link above, make sure to set your environment variables to start logging traces:\n", + "\n", + "```shell\n", + "export LANGCHAIN_TRACING_V2=\"true\"\n", + "export LANGCHAIN_API_KEY=\"...\"\n", + "\n", + "# Reduce tracing latency if you are not in a serverless environment\n", + "# export LANGCHAIN_CALLBACKS_BACKGROUND=true\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "4715b4ff", + "metadata": {}, + "source": [ + "## Overview\n", + "\n", + "A central question for building a summarizer is how to pass your documents into the LLM's context window. Two common approaches for this are:\n", + "\n", + "1. `Stuff`: Simply \"stuff\" all your documents into a single prompt. This is the simplest approach.\n", + "\n", + "2. `Map-reduce`: Summarize each document on its own in a \"map\" step and then \"reduce\" the summaries into a final summary.\n", + "\n", + "Note that map-reduce is especially effective when understanding of a sub-document does not rely on preceding context. For example, when summarizing a corpus of many, shorter documents. In other cases, such as summarizing a novel or body of text with an inherent sequence, [iterative refinement](https://js.langchain.com/v0.2/docs/tutorials/summarization/) may be more effective." + ] + }, + { + "cell_type": "markdown", + "id": "21541329-f883-42ca-bc94-ab9793951dfa", + "metadata": {}, + "source": [ + "First we load in our documents. We will use [WebBaseLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.web_base.WebBaseLoader.html) to load a blog post:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5f5c7c49-782d-4835-82f3-ef114e0d6d68", + "metadata": {}, + "outputs": [], + "source": [ + "import \"cheerio\";\n", + "import { CheerioWebBaseLoader } from \"@langchain/community/document_loaders/web/cheerio\";\n", + "\n", + "const pTagSelector = \"p\";\n", + "const cheerioLoader = new CheerioWebBaseLoader(\n", + " \"https://lilianweng.github.io/posts/2023-06-23-agent/\",\n", + " {\n", + " selector: pTagSelector\n", + " }\n", + ");\n", + "\n", + "const docs = await cheerioLoader.load();" + ] + }, + { + "cell_type": "markdown", + "id": "22548ae0-7f67-4dd0-a3f8-d6675b38df53", + "metadata": {}, + "source": [ + "Let's next select a [chat model](/docs/integrations/chat/):\n", + "\n", + "```{=mdx}\n", + "import ChatModelTabs from \"@theme/ChatModelTabs\";\n", + "\n", + "\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b1c639d9-b27c-4e71-9312-d2666b05f1e3", + "metadata": {}, + "outputs": [], + "source": [ + "// @lc-docs-hide-cell\n", + "import { ChatOpenAI } from '@langchain/openai';\n", + "\n", + "const llm = new ChatOpenAI({\n", + " model: \"gpt-4o-mini\",\n", + " temperature: 0,\n", + "})" + ] + }, + { + "cell_type": "markdown", + "id": "615b36e1", + "metadata": {}, + "source": [ + "## Stuff: summarize in a single LLM call {#stuff}\n", + "\n", + "We can use [create_stuff_documents_chain](https://python.langchain.com/api_reference/langchain/chains/langchain.chains.combine_documents.stuff.create_stuff_documents_chain.html), especially if using larger context window models such as:\n", + "\n", + "* 128k token OpenAI `gpt-4o` \n", + "* 200k token Anthropic `claude-3-5-sonnet-20240620`\n", + "\n", + "The chain will take a list of documents, insert them all into a prompt, and pass that prompt to an LLM:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3557a505-3688-479b-8075-14e948b43d40", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The retrieved documents discuss the development and capabilities of autonomous agents powered by large language models (LLMs). Here are the main themes:\n", + "\n", + "1. **LLM as a Core Controller**: LLMs are positioned as the central intelligence in autonomous agent systems, capable of performing complex tasks beyond simple text generation. They can be framed as general problem solvers, with various implementations like AutoGPT, GPT-Engineer, and BabyAGI serving as proof-of-concept demonstrations.\n", + "\n", + "2. **Task Decomposition and Planning**: Effective task management is crucial for LLMs. Techniques like Chain of Thought (CoT) and Tree of Thoughts (ToT) are highlighted for breaking down complex tasks into manageable steps. CoT encourages step-by-step reasoning, while ToT explores multiple reasoning paths, enhancing the agent's problem-solving capabilities.\n", + "\n", + "3. **Integration of External Tools**: The use of external tools significantly enhances LLM capabilities. Frameworks like MRKL and Toolformer allow LLMs to interact with various APIs and tools, improving their performance in specific tasks. This modular approach enables LLMs to route inquiries to specialized modules, combining neural and symbolic reasoning.\n", + "\n", + "4. **Self-Reflection and Learning**: Self-reflection mechanisms are essential for agents to learn from past actions and improve over time. Approaches like ReAct and Reflexion integrate reasoning with action, allowing agents to evaluate their performance and adjust strategies based on feedback.\n", + "\n", + "5. **Memory and Context Management**: The documents discuss different types of memory (sensory, short-term, long-term) and their relevance to LLMs. The challenge of finite context length in LLMs is emphasized, as it limits the ability to retain and utilize historical information effectively. Techniques like external memory storage and vector databases are suggested to mitigate these limitations.\n", + "\n", + "6. **Challenges and Limitations**: Several challenges are identified, including the reliability of natural language interfaces, difficulties in long-term planning, and the need for robust task decomposition. The documents note that LLMs may struggle with unexpected errors and formatting issues, which can hinder their performance in real-world applications.\n", + "\n", + "7. **Emerging Applications**: The potential applications of LLM-powered agents are explored, including scientific discovery, autonomous design, and interactive simulations (e.g., generative agents mimicking human behavior). These applications demonstrate the versatility and innovative possibilities of LLMs in various domains.\n", + "\n", + "Overall, the documents present a comprehensive overview of the current state of LLM-powered autonomous agents, highlighting their capabilities, methodologies, and the challenges they face in practical implementations.\n" + ] + } + ], + "source": [ + "import { createStuffDocumentsChain } from \"langchain/chains/combine_documents\";\n", + "import { StringOutputParser } from \"@langchain/core/output_parsers\";\n", + "import { PromptTemplate } from \"@langchain/core/prompts\";\n", + "\n", + "\n", + "// Define prompt\n", + "const prompt = PromptTemplate.fromTemplate(\n", + " \"Summarize the main themes in these retrieved docs: {context}\"\n", + ");\n", + "\n", + "// Instantiate\n", + "const chain = await createStuffDocumentsChain({\n", + " llm: llm,\n", + " outputParser: new StringOutputParser(),\n", + " prompt,\n", + "});\n", + "\n", + "// Invoke\n", + "const result = await chain.invoke({context: docs})\n", + "console.log(result)" + ] + }, + { + "cell_type": "markdown", + "id": "02d5a634-203c-4e43-ac55-4e502be095d3", + "metadata": {}, + "source": [ + "### Streaming\n", + "\n", + "Note that we can also stream the result token-by-token:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c62ca04a-aea0-49ec-8074-1b88dec1f872", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "|The| retrieved| documents| discuss| the| development| and| capabilities| of| autonomous| agents| powered| by| large| language| models| (|LL|Ms|).| Here| are| the| main| themes|:\n", + "\n", + "|1|.| **|LL|M| as| a| Core| Controller|**|:| L|LM|s| are| positioned| as| the| central| intelligence| in| autonomous| agent| systems|,| capable| of| performing| complex| tasks| beyond| simple| text| generation|.| They| can| be| framed| as| general| problem| sol|vers|,| with| various| implementations| like| Auto|GPT|,| GPT|-|Engineer|,| and| Baby|AG|I| serving| as| proof|-of|-con|cept| demonstrations|.\n", + "\n", + "|2|.| **|Task| De|composition| and| Planning|**|:| Effective| task| management| is| crucial| for| L|LM|s| to| handle| complicated| tasks|.| Techniques| like| Chain| of| Thought| (|Co|T|)| and| Tree| of| Thoughts| (|To|T|)| are| highlighted| for| breaking| down| tasks| into| manageable| steps| and| exploring| multiple| reasoning| paths|.| Additionally|,| L|LM|+|P| integrates| classical| planning| methods| to| enhance| long|-term| planning| capabilities|.\n", + "\n", + "|3|.| **|Self|-|Reflection| and| Learning|**|:| Self|-ref|lection| mechanisms| are| essential| for| agents| to| learn| from| past| actions| and| improve| their| decision|-making| processes|.| Framework|s| like| Re|Act| and| Reflex|ion| incorporate| dynamic| memory| and| self|-ref|lection| to| refine| reasoning| skills| and| enhance| performance| through| iterative| learning|.\n", + "\n", + "|4|.| **|Tool| Util|ization|**|:| The| integration| of| external| tools| significantly| extends| the| capabilities| of| L|LM|s|.| Appro|aches| like| MR|KL| and| Tool|former| demonstrate| how| L|LM|s| can| be| augmented| with| various| APIs| to| perform| specialized| tasks|,| enhancing| their| functionality| in| real|-world| applications|.\n", + "\n", + "|5|.| **|Memory| and| Context| Management|**|:| The| documents| discuss| different| types| of| memory| (|sens|ory|,| short|-term|,| long|-term|)| and| their| relevance| to| L|LM|s|.| The| challenge| of| finite| context| length| is| emphasized|,| as| it| limits| the| model|'s| ability| to| retain| and| utilize| historical| information| effectively|.| Techniques| like| vector| stores| and| approximate| nearest| neighbors| (|ANN|)| are| suggested| to| improve| retrieval| speed| and| memory| management|.\n", + "\n", + "|6|.| **|Challenges| and| Limit|ations|**|:| Several| limitations| of| current| L|LM|-powered| agents| are| identified|,| including| issues| with| the| reliability| of| natural| language| interfaces|,| difficulties| in| long|-term| planning|,| and| the| need| for| improved| efficiency| in| task| execution|.| The| documents| also| highlight| the| importance| of| human| feedback| in| refining| model| outputs| and| addressing| potential| biases|.\n", + "\n", + "|7|.| **|Emer|ging| Applications|**|:| The| potential| applications| of| L|LM|-powered| agents| are| explored|,| including| scientific| discovery|,| autonomous| design|,| and| interactive| simulations| (|e|.g|.,| gener|ative| agents|).| These| applications| showcase| the| versatility| of| L|LM|s| in| various| domains|,| from| drug| discovery| to| social| behavior| simulations|.\n", + "\n", + "|Overall|,| the| documents| present| a| comprehensive| overview| of| the| current| state| of| L|LM|-powered| autonomous| agents|,| their| capabilities|,| methodologies| for| improvement|,| and| the| challenges| they| face| in| practical| applications|.|||" + ] + } + ], + "source": [ + "const stream = await chain.stream({context: docs});\n", + "\n", + "for await (const token of stream) {\n", + " process.stdout.write(token + \"|\");\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "4e4e4a43", + "metadata": {}, + "source": [ + "### Go deeper\n", + "\n", + "* You can easily customize the prompt. \n", + "* You can easily try different LLMs, (e.g., [Claude](/docs/integrations/chat/anthropic)) via the `llm` parameter." + ] + }, + { + "cell_type": "markdown", + "id": "ad6cabee", + "metadata": {}, + "source": [ + "## Map-Reduce: summarize long texts via parallelization {#map-reduce}\n", + "\n", + "Let's unpack the map reduce approach. For this, we'll first map each document to an individual summary using an LLM. Then we'll reduce or consolidate those summaries into a single global summary.\n", + "\n", + "Note that the map step is typically parallelized over the input documents.\n", + "\n", + "[LangGraph](https://langchain-ai.github.io/langgraphjs/), built on top of [@langchain/core](/docs/concepts/architecture#langchaincore), supports [map-reduce](https://langchain-ai.github.io/langgraphjs/how-tos/map-reduce/) workflows and is well-suited to this problem:\n", + "\n", + "- LangGraph allows for individual steps (such as successive summarizations) to be streamed, allowing for greater control of execution;\n", + "- LangGraph's [checkpointing](https://langchain-ai.github.io/langgraphjs/how-tos/persistence/) supports error recovery, extending with human-in-the-loop workflows, and easier incorporation into conversational applications.\n", + "- The LangGraph implementation is straightforward to modify and extend, as we will see below.\n", + "\n", + "### Map\n", + "Let's first define the prompt associated with the map step. We can use the same summarization prompt as in the `stuff` approach, above:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "f32e43e2-0dd4-4e1c-8b2c-7e05b7e61570", + "metadata": {}, + "outputs": [], + "source": [ + "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", + "\n", + "const mapPrompt = ChatPromptTemplate.fromMessages(\n", + " [\n", + " [\"user\", \"Write a concise summary of the following: \\n\\n{context}\"]\n", + " ]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "272ce8ce-919d-4ded-bbd5-a53a8a30bc66", + "metadata": {}, + "source": [ + "We can also use the Prompt Hub to store and fetch prompts.\n", + "\n", + "This will work with your [LangSmith API key](https://docs.smith.langchain.com/).\n", + "\n", + "For example, see the map prompt [here](https://smith.langchain.com/hub/rlm/map-prompt).\n", + "\n", + "```javascript\n", + "import { pull } from \"langchain/hub\";\n", + "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", + "\n", + "const mapPrompt = await pull(\"rlm/map-prompt\");\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "bee3c331", + "metadata": {}, + "source": [ + "### Reduce\n", + "\n", + "We also define a prompt that takes the document mapping results and reduces them into a single output." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "802f95cd-81b6-445e-8d03-820bf4625e25", + "metadata": {}, + "outputs": [], + "source": [ + "// Also available via the hub at `rlm/reduce-prompt`\n", + "let reduceTemplate = `\n", + "The following is a set of summaries:\n", + "{docs}\n", + "Take these and distill it into a final, consolidated summary\n", + "of the main themes.\n", + "`\n", + "\n", + "const reducePrompt = ChatPromptTemplate.fromMessages(\n", + " [\n", + " [\"user\", reduceTemplate]\n", + " ]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "3d7df564-415a-49e2-80b6-743446b40be5", + "metadata": {}, + "source": [ + "### Orchestration via LangGraph\n", + "\n", + "Below we implement a simple application that maps the summarization step on a list of documents, then reduces them using the above prompts.\n", + "\n", + "Map-reduce flows are particularly useful when texts are long compared to the context window of a LLM. For long texts, we need a mechanism that ensures that the context to be summarized in the reduce step does not exceed a model's context window size. Here we implement a recursive \"collapsing\" of the summaries: the inputs are partitioned based on a token limit, and summaries are generated of the partitions. This step is repeated until the total length of the summaries is within a desired limit, allowing for the summarization of arbitrary-length text.\n", + "\n", + "First we chunk the blog post into smaller \"sub documents\" to be mapped:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "68491eef-d898-4a9a-b4a8-3f49b6237e6a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generated 6 documents.\n" + ] + } + ], + "source": [ + "import { TokenTextSplitter } from \"@langchain/textsplitters\";\n", + "\n", + "const textSplitter = new TokenTextSplitter({\n", + " chunkSize: 1000,\n", + " chunkOverlap: 0,\n", + "});\n", + "\n", + "const splitDocs = await textSplitter.splitDocuments(docs)\n", + "console.log(`Generated ${splitDocs.length} documents.`)" + ] + }, + { + "cell_type": "markdown", + "id": "3e7f1c8a-070e-47f0-bcf2-16d6191051ac", + "metadata": {}, + "source": [ + "Next, we define our graph. Note that we define an artificially low maximum token length of 1,000 tokens to illustrate the \"collapsing\" step." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a8d60848-7c83-4bc1-882a-2184df91fc07", + "metadata": {}, + "outputs": [], + "source": [ + "import {\n", + " collapseDocs,\n", + " splitListOfDocs,\n", + "} from \"langchain/chains/combine_documents/reduce\";\n", + "import { Document } from \"@langchain/core/documents\";\n", + "import { StateGraph, Annotation, Send } from \"@langchain/langgraph\";\n", + "\n", + "\n", + "let tokenMax = 1000\n", + "\n", + "\n", + "async function lengthFunction(documents) {\n", + " const tokenCounts = await Promise.all(documents.map(async (doc) => {\n", + " return llm.getNumTokens(doc.pageContent);\n", + " }));\n", + " return tokenCounts.reduce((sum, count) => sum + count, 0);\n", + "}\n", + "\n", + "const OverallState = Annotation.Root({\n", + " contents: Annotation,\n", + " // Notice here we pass a reducer function.\n", + " // This is because we want combine all the summaries we generate\n", + " // from individual nodes back into one list. - this is essentially\n", + " // the \"reduce\" part\n", + " summaries: Annotation({\n", + " reducer: (state, update) => state.concat(update),\n", + " }),\n", + " collapsedSummaries: Annotation,\n", + " finalSummary: Annotation,\n", + "});\n", + "\n", + "\n", + "// This will be the state of the node that we will \"map\" all\n", + "// documents to in order to generate summaries\n", + "interface SummaryState {\n", + " content: string;\n", + "}\n", + "\n", + "// Here we generate a summary, given a document\n", + "const generateSummary = async (state: SummaryState): Promise<{ summaries: string[] }> => {\n", + " const prompt = await mapPrompt.invoke({context: state.content});\n", + " const response = await llm.invoke(prompt);\n", + " return { summaries: [String(response.content)] };\n", + "};\n", + "\n", + "\n", + "// Here we define the logic to map out over the documents\n", + "// We will use this an edge in the graph\n", + "const mapSummaries = (state: typeof OverallState.State) => {\n", + " // We will return a list of `Send` objects\n", + " // Each `Send` object consists of the name of a node in the graph\n", + " // as well as the state to send to that node\n", + " return state.contents.map((content) => new Send(\"generateSummary\", { content }));\n", + "};\n", + "\n", + "\n", + "const collectSummaries = async (state: typeof OverallState.State) => {\n", + " return {\n", + " collapsedSummaries: state.summaries.map(summary => new Document({pageContent: summary}))\n", + " };\n", + "}\n", + "\n", + "\n", + "async function _reduce(input) {\n", + " const prompt = await reducePrompt.invoke({ docs: input });\n", + " const response = await llm.invoke(prompt);\n", + " return String(response.content);\n", + "}\n", + "\n", + "// Add node to collapse summaries\n", + "const collapseSummaries = async (state: typeof OverallState.State) => {\n", + " const docLists = splitListOfDocs(state.collapsedSummaries, lengthFunction, tokenMax);\n", + " const results = [];\n", + " for (const docList of docLists) {\n", + " results.push(await collapseDocs(docList, _reduce));\n", + " }\n", + "\n", + " return { collapsedSummaries: results };\n", + "}\n", + "\n", + "\n", + "// This represents a conditional edge in the graph that determines\n", + "// if we should collapse the summaries or not\n", + "async function shouldCollapse(state: typeof OverallState.State) {\n", + " let numTokens = await lengthFunction(state.collapsedSummaries);\n", + " if (numTokens > tokenMax) {\n", + " return \"collapseSummaries\";\n", + " } else {\n", + " return \"generateFinalSummary\";\n", + " }\n", + "}\n", + "\n", + "\n", + "// Here we will generate the final summary\n", + "const generateFinalSummary = async (state: typeof OverallState.State) => {\n", + " const response = await _reduce(state.collapsedSummaries);\n", + " return { finalSummary: response}\n", + "}\n", + "\n", + "// Construct the graph\n", + "const graph = new StateGraph(OverallState)\n", + " .addNode(\"generateSummary\", generateSummary)\n", + " .addNode(\"collectSummaries\", collectSummaries)\n", + " .addNode(\"collapseSummaries\", collapseSummaries)\n", + " .addNode(\"generateFinalSummary\", generateFinalSummary)\n", + " .addConditionalEdges(\n", + " \"__start__\",\n", + " mapSummaries,\n", + " [\"generateSummary\"]\n", + " )\n", + " .addEdge(\"generateSummary\", \"collectSummaries\")\n", + " .addConditionalEdges(\n", + " \"collectSummaries\",\n", + " shouldCollapse,\n", + " [\"collapseSummaries\", \"generateFinalSummary\"]\n", + " )\n", + " .addConditionalEdges(\n", + " \"collapseSummaries\",\n", + " shouldCollapse,\n", + " [\"collapseSummaries\", \"generateFinalSummary\"]\n", + " )\n", + " .addEdge(\"generateFinalSummary\", \"__end__\")\n", + "\n", + "const app = graph.compile();" + ] + }, + { + "cell_type": "markdown", + "id": "3b04dcc5-6487-45f0-96ff-0f8a56276b92", + "metadata": {}, + "source": [ + "LangGraph allows the graph structure to be plotted to help visualize its function:" + ] + }, + { + "cell_type": "markdown", + "id": "c1440b23-625a-466d-8380-7cfe7459e063", + "metadata": {}, + "source": [ + "```javascript\n", + "// Note: tslab only works inside a jupyter notebook. Don't worry about running this code yourself!\n", + "import * as tslab from \"tslab\";\n", + "\n", + "const image = await app.getGraph().drawMermaidPng();\n", + "const arrayBuffer = await image.arrayBuffer();\n", + "\n", + "await tslab.display.png(new Uint8Array(arrayBuffer));\n", + "```\n", + "\n", + "![graph_img_summarization](../../static/img/graph_img_summarization.png)" + ] + }, + { + "cell_type": "markdown", + "id": "346c025c-67ef-4939-8742-9bcbf9a06f66", + "metadata": {}, + "source": [ + "When running the application, we can stream the graph to observe its sequence of steps. Below, we will simply print out the name of the step.\n", + "\n", + "Note that because we have a loop in the graph, it can be helpful to specify a [recursion_limit](https://langchain-ai.github.io/langgraphjs/reference/classes/langgraph.GraphRecursionError.html) on its execution. This will raise a specific error when the specified limit is exceeded." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "68efeaaa-d013-4605-a2a0-e089e6b2b6d0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ \u001b[32m'generateSummary'\u001b[39m ]\n", + "[ \u001b[32m'generateSummary'\u001b[39m ]\n", + "[ \u001b[32m'generateSummary'\u001b[39m ]\n", + "[ \u001b[32m'generateSummary'\u001b[39m ]\n", + "[ \u001b[32m'generateSummary'\u001b[39m ]\n", + "[ \u001b[32m'generateSummary'\u001b[39m ]\n", + "[ \u001b[32m'collectSummaries'\u001b[39m ]\n", + "[ \u001b[32m'generateFinalSummary'\u001b[39m ]\n" + ] + } + ], + "source": [ + "let finalSummary = null;\n", + "\n", + "for await (\n", + " const step of await app.stream(\n", + " {contents: splitDocs.map(doc => doc.pageContent)},\n", + " { recursionLimit: 10 }\n", + " )\n", + ") {\n", + " console.log(Object.keys(step));\n", + " if (step.hasOwnProperty(\"generateFinalSummary\")) {\n", + " finalSummary = step.generateFinalSummary\n", + " }\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b606986d-ce3e-454d-8dad-3ca7d9e67c39", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\n", + " finalSummary: \u001b[32m'The summaries highlight the evolving landscape of large language models (LLMs) and their integration into autonomous agents and various applications. Key themes include:\\n'\u001b[39m +\n", + " \u001b[32m'\\n'\u001b[39m +\n", + " \u001b[32m'1. **Autonomous Agents and LLMs**: Projects like AutoGPT and GPT-Engineer demonstrate the potential of LLMs as core controllers in autonomous systems, utilizing techniques such as Chain of Thought (CoT) and Tree of Thoughts (ToT) for task management and reasoning. These agents can learn from past actions through self-reflection mechanisms, enhancing their problem-solving capabilities.\\n'\u001b[39m +\n", + " \u001b[32m'\\n'\u001b[39m +\n", + " \u001b[32m'2. **Supervised Fine-Tuning and Human Feedback**: The importance of human feedback in fine-tuning models is emphasized, with methods like Algorithm Distillation (AD) showing promise in improving model performance while preventing overfitting. The integration of various memory types and external memory systems is suggested to enhance cognitive capabilities.\\n'\u001b[39m +\n", + " \u001b[32m'\\n'\u001b[39m +\n", + " \u001b[32m'3. **Integration of External Tools**: The incorporation of external tools and APIs significantly extends LLM capabilities, particularly in specialized tasks like maximum inner-product search (MIPS) and domain-specific applications such as ChemCrow for drug discovery. Frameworks like MRKL and HuggingGPT illustrate the potential for LLMs to effectively utilize these tools.\\n'\u001b[39m +\n", + " \u001b[32m'\\n'\u001b[39m +\n", + " \u001b[32m'4. **Evaluation Discrepancies**: There are notable discrepancies between LLM-based assessments and expert evaluations, indicating that LLMs may struggle with specialized knowledge. This raises concerns about their reliability in critical applications, such as scientific discovery.\\n'\u001b[39m +\n", + " \u001b[32m'\\n'\u001b[39m +\n", + " \u001b[32m'5. **Limitations of LLMs**: Despite advancements, LLMs face limitations, including finite context lengths, challenges in long-term planning, and difficulties in adapting to unexpected errors. These constraints hinder their robustness compared to human capabilities.\\n'\u001b[39m +\n", + " \u001b[32m'\\n'\u001b[39m +\n", + " \u001b[32m'Overall, the advancements in LLMs and their applications reveal both their potential and limitations, emphasizing the need for ongoing research and development to enhance their effectiveness in various domains.'\u001b[39m\n", + "}\n" + ] + } + ], + "source": [ + "finalSummary" + ] + }, + { + "cell_type": "markdown", + "id": "a9e33d11-7a2a-4693-8c87-88b88eebc896", + "metadata": {}, + "source": [ + "In the corresponding [LangSmith trace](https://smith.langchain.com/public/467d535b-1732-46ee-8d3b-f44d9cea7efa/r) we can see the individual LLM calls, grouped under their respective nodes.\n", + "\n", + "### Go deeper\n", + " \n", + "**Customization** \n", + "\n", + "* As shown above, you can customize the LLMs and prompts for map and reduce stages.\n", + "\n", + "**Real-world use-case**\n", + "\n", + "* See [this blog post](https://blog.langchain.dev/llms-to-improve-documentation/) case-study on analyzing user interactions (questions about LangChain documentation)! \n", + "* The blog post and associated [repo](https://github.com/mendableai/QA_clustering) also introduce clustering as a means of summarization.\n", + "* This opens up another path beyond the `stuff` or `map-reduce` approaches that is worth considering." + ] + }, + { + "cell_type": "markdown", + "id": "e8680f94-c872-4d36-92e5-1462ffeb577d", + "metadata": {}, + "source": [ + "## Next steps\n", + "\n", + "We encourage you to check out the [how-to guides](/docs/how_to) for more detail on: \n", + "\n", + "- Built-in [document loaders](/docs/how_to/#document-loaders) and [text-splitters](/docs/how_to/#text-splitters)\n", + "- Integrating various combine-document chains into a [RAG application](/docs/tutorials/rag/)\n", + "- Incorporating retrieval into a [chatbot](/docs/how_to/chatbots_retrieval/)\n", + "\n", + "and other concepts." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "TypeScript", + "language": "typescript", + "name": "tslab" + }, + "language_info": { + "codemirror_mode": { + "mode": "typescript", + "name": "javascript", + "typescript": true + }, + "file_extension": ".ts", + "mimetype": "text/typescript", + "name": "typescript", + "version": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/core_docs/docs/tutorials/summarization.mdx b/docs/core_docs/docs/tutorials/summarization.mdx deleted file mode 100644 index 26ca4144b106..000000000000 --- a/docs/core_docs/docs/tutorials/summarization.mdx +++ /dev/null @@ -1,32 +0,0 @@ ---- -hide_table_of_contents: true -sidebar_position: 6 ---- - -# Summarize Text - -A common use case is wanting to summarize long documents. -This naturally runs into the context window limitations. -Unlike in question-answering, you can't just do some semantic search hacks to only select the chunks of text most relevant to the question (because, in this case, there is no particular question - you want to summarize everything). -So what do you do then? - -To get started, we would recommend checking out the summarization chain, which attacks this problem in a recursive manner. - -- [Summarization Chain](https://js.langchain.com/v0.1/docs/modules/chains/popular/summarize) - -## Example - -Here's an example of how you can use the [RefineDocumentsChain](https://js.langchain.com/v0.1/docs/modules/chains/document/refine) to summarize documents loaded from a YouTube video: - -import CodeBlock from "@theme/CodeBlock"; -import LoadDocuments from "@examples/use_cases/youtube/podcast_summary.ts"; - -import IntegrationInstallTooltip from "@mdx_components/integration_install_tooltip.mdx"; - - - -```bash npm2yarn -npm install @langchain/anthropic @langchain/core -``` - -{LoadDocuments} diff --git a/docs/core_docs/static/img/graph_img_summarization.png b/docs/core_docs/static/img/graph_img_summarization.png new file mode 100644 index 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zquuJaQ4XdD94;Haa%mZ^GrY2`GB6uE4=tGAT=Af|1HBfTjyxu+KriVtSRv4%f|>=` z*fDmPBySTbC2q0TZ1${n=zQx*9CT7kZ4SB+$uNhO`31B@BK5a5I=dIJebB=X_Q;-; zN+qdA{HK%%Y#F^c665Lbq8nu!;8o&FoF7kZr;W{UROx2j{y-U+e4_tzPXl( z0p?g?VADw8)Ot@}hhFOY8>?Ka79Viq^={vWQP#+zisY4e6v5O%UINE7RmtGI-9MP$ zhln3m31o@(XC=wA9a0=-ujiKq|@tQpxEcSo}rzu8>t&?0dm`*+jb2lrP_2j@mixJq!?-eD+xA1LwILegq}f zE+Y6&X%jY?B&Utaj1s}rVmsn*UyWFf`oXo5G)`;3jbV$w7*&@DChtc&=!#BU)iTZx zu01B>E;0b-%qqLBIsktF3XK^AiwEr3sN83?6*vA}^icIDNPypV)C7tTc`dFcOo zdPy2xp;u)^eQc@0NLZN~OoX%E>1PZD-g%1#r&6x&(=qXeyIJ?x(AM6_0G#FJ)bWFJ zkHU{f&*2`6;hZN)w~kw1n?h7sAU;+mMIjYKCua@q=lXA`e;{wQbf4?*73R-<2{28r zi+Kb&{rW}%+S(U0Zkea^B9B7Pww-BlHk_aSLPi4*1HH(<0&;PK1e{%i;=(abE literal 0 HcmV?d00001 From 632126680ba3baa8c9c423fb2e901ecf5ec39670 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Fri, 13 Dec 2024 14:27:29 -0500 Subject: [PATCH 32/37] wrap with mdx --- docs/core_docs/docs/tutorials/llm_chain.ipynb | 2 ++ docs/core_docs/docs/tutorials/qa_chat_history.ipynb | 10 ++++++++-- docs/core_docs/docs/tutorials/rag.ipynb | 2 ++ docs/core_docs/docs/tutorials/retrievers.ipynb | 2 ++ docs/core_docs/docs/tutorials/summarization.ipynb | 4 +++- 5 files changed, 17 insertions(+), 3 deletions(-) diff --git a/docs/core_docs/docs/tutorials/llm_chain.ipynb b/docs/core_docs/docs/tutorials/llm_chain.ipynb index 0080477c8aee..0bdd2ea38f59 100644 --- a/docs/core_docs/docs/tutorials/llm_chain.ipynb +++ b/docs/core_docs/docs/tutorials/llm_chain.ipynb @@ -178,11 +178,13 @@ "id": "f83373db", "metadata": {}, "source": [ + "```{=mdx}\n", ":::tip\n", "\n", "If we've enabled LangSmith, we can see that this run is logged to LangSmith, and can see the [LangSmith trace](https://smith.langchain.com/public/45f1a650-38fb-41e1-9b61-becc0684f2ce/r). The LangSmith trace reports [token](/docs/concepts/tokens/) usage information, latency, [standard model parameters](/docs/concepts/chat_models/#standard-parameters) (such as temperature), and other information.\n", "\n", ":::\n", + "```\n", "\n", "Note that ChatModels receive [message](/docs/concepts/messages/) objects as input and generate message objects as output. In addition to text content, message objects convey conversational [roles](/docs/concepts/messages/#role) and hold important data, such as [tool calls](/docs/concepts/tool_calling/) and token usage counts.\n", "\n", diff --git a/docs/core_docs/docs/tutorials/qa_chat_history.ipynb b/docs/core_docs/docs/tutorials/qa_chat_history.ipynb index 00a1175afee3..b13f9eb7512b 100644 --- a/docs/core_docs/docs/tutorials/qa_chat_history.ipynb +++ b/docs/core_docs/docs/tutorials/qa_chat_history.ipynb @@ -31,11 +31,13 @@ "1. [Chains](/docs/tutorials/qa_chat_history/#chains), in which we execute at most one retrieval step;\n", "2. [Agents](/docs/tutorials/qa_chat_history/#agents), in which we give an LLM discretion to execute multiple retrieval steps.\n", "\n", + "```{=mdx}\n", ":::note\n", "\n", "The methods presented here leverage [tool-calling](/docs/concepts/tool_calling/) capabilities in modern [chat models](/docs/concepts/chat_models). See [this page](/docs/integrations/chat/) for a table of models supporting tool calling features.\n", "\n", ":::\n", + "```\n", "\n", "For the external knowledge source, we will use the same [LLM Powered Autonomous Agents](https://lilianweng.github.io/posts/2023-06-23-agent/) blog post by Lilian Weng from the [Part 1](/docs/tutorials/rag) of the RAG tutorial." ] @@ -583,6 +585,7 @@ "source": [ "### Stateful management of chat history\n", "\n", + "```{=mdx}\n", ":::note\n", "\n", "This section of the tutorial previously used the [RunnableWithMessageHistory](https://api.js.langchain.com/classes/_langchain_core.runnables.RunnableWithMessageHistory.html) abstraction. You can access that version of the documentation in the [v0.2 docs](https://js.langchain.com/v0.2/docs/tutorials/qa_chat_history).\n", @@ -593,6 +596,7 @@ "\n", "Please see [How to migrate to LangGraph Memory](/docs/versions/migrating_memory/) for more details.\n", ":::\n", + "```\n", "\n", "In production, the Q&A application will usually persist the chat history into a database, and be able to read and update it appropriately.\n", "\n", @@ -743,11 +747,13 @@ "\n", "Below we assemble a minimal RAG agent. Using LangGraph's [pre-built ReAct agent constructor](https://langchain-ai.github.io/langgraph/how-tos/#langgraph.prebuilt.chat_agent_executor.create_react_agent), we can do this in one line.\n", "\n", + "```{=mdx}\n", ":::tip\n", "\n", - "Check out LangGraph's [Agentic RAG](https://langchain-ai.github.io/langgraph/tutorials/rag/langgraph_agentic_rag/) tutorial for more advanced formulations.\n", + "Check out LangGraph's [Agentic RAG](https://langchain-ai.github.io/langgraphjs/tutorials/rag/langgraph_agentic_rag/) tutorial for more advanced formulations.\n", "\n", - ":::" + ":::\n", + "```" ] }, { diff --git a/docs/core_docs/docs/tutorials/rag.ipynb b/docs/core_docs/docs/tutorials/rag.ipynb index 66f2c7f8e14b..9b6f78465051 100644 --- a/docs/core_docs/docs/tutorials/rag.ipynb +++ b/docs/core_docs/docs/tutorials/rag.ipynb @@ -294,6 +294,7 @@ "\n", "## 1. Indexing {#indexing}\n", "\n", + "```{=mdx}\n", ":::note\n", "\n", "This section is an abbreviated version of the content in the [semantic search tutorial](/docs/tutorials/retrievers).\n", @@ -301,6 +302,7 @@ "feel free to skip to the next section on [retrieval and generation](/docs/tutorials/rag/#orchestration).\n", "\n", ":::\n", + "```\n", "\n", "### Loading documents\n", "\n", diff --git a/docs/core_docs/docs/tutorials/retrievers.ipynb b/docs/core_docs/docs/tutorials/retrievers.ipynb index feb8d0291679..1c78c8f9d0ee 100644 --- a/docs/core_docs/docs/tutorials/retrievers.ipynb +++ b/docs/core_docs/docs/tutorials/retrievers.ipynb @@ -126,11 +126,13 @@ "id": "b90f4800-bb82-416b-beba-f42ae88a5c66", "metadata": {}, "source": [ + "```{=mdx}\n", ":::tip\n", "\n", "See [this guide](/docs/how_to/document_loader_pdf/) for more detail on PDF document loaders.\n", "\n", ":::\n", + "```\n", "\n", "`PyPDFLoader` loads one `Document` object per PDF page. For each, we can easily access:\n", "\n", diff --git a/docs/core_docs/docs/tutorials/summarization.ipynb b/docs/core_docs/docs/tutorials/summarization.ipynb index 82bce6f30c85..6936cf10d5d3 100644 --- a/docs/core_docs/docs/tutorials/summarization.ipynb +++ b/docs/core_docs/docs/tutorials/summarization.ipynb @@ -18,6 +18,7 @@ "source": [ "# Summarize Text\n", "\n", + "```{=mdx}\n", ":::info\n", "\n", "This tutorial demonstrates text summarization using built-in chains and [LangGraph](https://langchain-ai.github.io/langgraphjs/).\n", @@ -25,6 +26,7 @@ "See [here](https://js.langchain.com/v0.2/docs/tutorials/summarization/) for a previous version of this page, which showcased the legacy chain [RefineDocumentsChain](https://api.js.langchain.com/classes/langchain.chains.RefineDocumentsChain.html).\n", "\n", ":::\n", + "```\n", "\n", "Suppose you have a set of documents (PDFs, Notion pages, customer questions, etc.) and you want to summarize the content. \n", "\n", @@ -631,7 +633,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "b606986d-ce3e-454d-8dad-3ca7d9e67c39", "metadata": {}, "outputs": [ From 34037929ecad086ea5d3ad92f0ca06378e69006d Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Fri, 13 Dec 2024 14:47:28 -0500 Subject: [PATCH 33/37] delete tutorials, update links, add redirects --- docs/core_docs/docs/concepts/retrieval.mdx | 2 +- docs/core_docs/docs/how_to/index.mdx | 2 +- .../how_to/query_constructing_filters.ipynb | 2 +- .../docs/how_to/query_few_shot.ipynb | 4 +- .../docs/how_to/query_high_cardinality.ipynb | 2 +- .../docs/how_to/query_multiple_queries.ipynb | 2 +- .../how_to/query_multiple_retrievers.ipynb | 2 +- .../docs/how_to/query_no_queries.ipynb | 2 +- docs/core_docs/docs/tutorials/local_rag.ipynb | 454 ---------------- docs/core_docs/docs/tutorials/pdf_qa.ipynb | 420 --------------- .../docs/tutorials/query_analysis.ipynb | 498 ------------------ docs/core_docs/vercel.json | 12 + 12 files changed, 21 insertions(+), 1381 deletions(-) delete mode 100644 docs/core_docs/docs/tutorials/local_rag.ipynb delete mode 100644 docs/core_docs/docs/tutorials/pdf_qa.ipynb delete mode 100644 docs/core_docs/docs/tutorials/query_analysis.ipynb diff --git a/docs/core_docs/docs/concepts/retrieval.mdx b/docs/core_docs/docs/concepts/retrieval.mdx index a040c2c82668..81a6103dd476 100644 --- a/docs/core_docs/docs/concepts/retrieval.mdx +++ b/docs/core_docs/docs/concepts/retrieval.mdx @@ -153,7 +153,7 @@ const retriever = SelfQueryRetriever.fromLLM({ :::info[Further reading] -- See our tutorials on [text-to-SQL](/docs/tutorials/sql_qa/), [text-to-Cypher](/docs/tutorials/graph/), and [query analysis for metadata filters](/docs/tutorials/query_analysis/). +- See our tutorials on [text-to-SQL](/docs/tutorials/sql_qa/), [text-to-Cypher](/docs/tutorials/graph/), and [query analysis for metadata filters](/docs/tutorials/rag#query-analysis). - See our [blog post overview](https://blog.langchain.dev/query-construction/). - See our RAG from Scratch video on [query construction](https://youtu.be/kl6NwWYxvbM?feature=shared). diff --git a/docs/core_docs/docs/how_to/index.mdx b/docs/core_docs/docs/how_to/index.mdx index bab55e9230f8..0efc6a298d35 100644 --- a/docs/core_docs/docs/how_to/index.mdx +++ b/docs/core_docs/docs/how_to/index.mdx @@ -263,7 +263,7 @@ For a high-level tutorial on building chatbots, check out [this guide](/docs/tut ### Query analysis Query Analysis is the task of using an LLM to generate a query to send to a retriever. -For a high-level tutorial on query analysis, check out [this guide](/docs/tutorials/query_analysis/). +For a high-level tutorial on query analysis, check out [this guide](/docs/tutorials/rag#query-analysis). - [How to: add examples to the prompt](/docs/how_to/query_few_shot) - [How to: handle cases where no queries are generated](/docs/how_to/query_no_queries) diff --git a/docs/core_docs/docs/how_to/query_constructing_filters.ipynb b/docs/core_docs/docs/how_to/query_constructing_filters.ipynb index 3d997600fefe..fa2f8ff26092 100644 --- a/docs/core_docs/docs/how_to/query_constructing_filters.ipynb +++ b/docs/core_docs/docs/how_to/query_constructing_filters.ipynb @@ -21,7 +21,7 @@ "\n", "This guide assumes familiarity with the following:\n", "\n", - "- [Query analysis](/docs/tutorials/query_analysis)\n", + "- [Query analysis](/docs/tutorials/rag#query-analysis)\n", "\n", ":::\n", "\n", diff --git a/docs/core_docs/docs/how_to/query_few_shot.ipynb b/docs/core_docs/docs/how_to/query_few_shot.ipynb index 381d802335be..ba470500e296 100644 --- a/docs/core_docs/docs/how_to/query_few_shot.ipynb +++ b/docs/core_docs/docs/how_to/query_few_shot.ipynb @@ -11,13 +11,13 @@ "\n", "This guide assumes familiarity with the following:\n", "\n", - "- [Query analysis](/docs/tutorials/query_analysis)\n", + "- [Query analysis](/docs/tutorials/rag#query-analysis)\n", "\n", ":::\n", "\n", "As our query analysis becomes more complex, the LLM may struggle to understand how exactly it should respond in certain scenarios. In order to improve performance here, we can add examples to the prompt to guide the LLM.\n", "\n", - "Let's take a look at how we can add examples for the LangChain YouTube video query analyzer we built in the [query analysis tutorial](/docs/tutorials/query_analysis)." + "Let's take a look at how we can add examples for the LangChain YouTube video query analyzer we built in the [query analysis tutorial](/docs/tutorials/rag#query-analysis)." ] }, { diff --git a/docs/core_docs/docs/how_to/query_high_cardinality.ipynb b/docs/core_docs/docs/how_to/query_high_cardinality.ipynb index 717ee2df9e7e..589f4e2cc933 100644 --- a/docs/core_docs/docs/how_to/query_high_cardinality.ipynb +++ b/docs/core_docs/docs/how_to/query_high_cardinality.ipynb @@ -11,7 +11,7 @@ "\n", "This guide assumes familiarity with the following:\n", "\n", - "- [Query analysis](/docs/tutorials/query_analysis)\n", + "- [Query analysis](/docs/tutorials/rag#query-analysis)\n", "\n", ":::\n", "\n", diff --git a/docs/core_docs/docs/how_to/query_multiple_queries.ipynb b/docs/core_docs/docs/how_to/query_multiple_queries.ipynb index f5726d48bdff..f8ea45eaad47 100644 --- a/docs/core_docs/docs/how_to/query_multiple_queries.ipynb +++ b/docs/core_docs/docs/how_to/query_multiple_queries.ipynb @@ -11,7 +11,7 @@ "\n", "This guide assumes familiarity with the following:\n", "\n", - "- [Query analysis](/docs/tutorials/query_analysis)\n", + "- [Query analysis](/docs/tutorials/rag#query-analysis)\n", "\n", ":::\n", "\n", diff --git a/docs/core_docs/docs/how_to/query_multiple_retrievers.ipynb b/docs/core_docs/docs/how_to/query_multiple_retrievers.ipynb index 6116c173a54b..ac52581c8622 100644 --- a/docs/core_docs/docs/how_to/query_multiple_retrievers.ipynb +++ b/docs/core_docs/docs/how_to/query_multiple_retrievers.ipynb @@ -11,7 +11,7 @@ "\n", "This guide assumes familiarity with the following:\n", "\n", - "- [Query analysis](/docs/tutorials/query_analysis)\n", + "- [Query analysis](/docs/tutorials/rag#query-analysis)\n", "\n", ":::\n", "\n", diff --git a/docs/core_docs/docs/how_to/query_no_queries.ipynb b/docs/core_docs/docs/how_to/query_no_queries.ipynb index aad9999c20ba..53e9b041d1c6 100644 --- a/docs/core_docs/docs/how_to/query_no_queries.ipynb +++ b/docs/core_docs/docs/how_to/query_no_queries.ipynb @@ -11,7 +11,7 @@ "\n", "This guide assumes familiarity with the following:\n", "\n", - "- [Query analysis](/docs/tutorials/query_analysis)\n", + "- [Query analysis](/docs/tutorials/rag#query-analysis)\n", "\n", ":::\n", "\n", diff --git a/docs/core_docs/docs/tutorials/local_rag.ipynb b/docs/core_docs/docs/tutorials/local_rag.ipynb deleted file mode 100644 index ca3d7a6af086..000000000000 --- a/docs/core_docs/docs/tutorials/local_rag.ipynb +++ /dev/null @@ -1,454 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Build a Local RAG Application\n", - "\n", - "The popularity of projects like [PrivateGPT](https://github.com/imartinez/privateGPT), [llama.cpp](https://github.com/ggerganov/llama.cpp), [GPT4All](https://github.com/nomic-ai/gpt4all), and [llamafile](https://github.com/Mozilla-Ocho/llamafile) underscore the importance of running LLMs locally.\n", - "\n", - "LangChain has integrations with many open-source LLMs that can be run locally.\n", - "\n", - "For example, here we show how to run `OllamaEmbeddings` or `LLaMA2` locally (e.g., on your laptop) using local embeddings and a local LLM.\n", - "\n", - "## Document Loading \n", - "\n", - "First, install packages needed for local embeddings and vector storage." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setup\n", - "### Dependencies\n", - "\n", - "We’ll use the following packages:\n", - "\n", - "```bash\n", - "npm install --save langchain @langchain/community cheerio\n", - "```\n", - "\n", - "### LangSmith\n", - "\n", - "Many of the applications you build with LangChain will contain multiple steps with multiple invocations of LLM calls. As these applications get more and more complex, it becomes crucial to be able to inspect what exactly is going on inside your chain or agent. The best way to do this is with [LangSmith](https://smith.langchain.com/).\n", - "\n", - "Note that LangSmith is not needed, but it is helpful. If you do want to use LangSmith, after you sign up at the link above, make sure to set your environment variables to start logging traces:\n", - "\n", - "\n", - "```bash\n", - "export LANGCHAIN_TRACING_V2=true\n", - "export LANGCHAIN_API_KEY=YOUR_KEY\n", - "\n", - "# Reduce tracing latency if you are not in a serverless environment\n", - "# export LANGCHAIN_CALLBACKS_BACKGROUND=true\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Initial setup\n", - "\n", - "Load and split an example document.\n", - "\n", - "We'll use a blog post on agents as an example." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import \"cheerio\";\n", - "import { RecursiveCharacterTextSplitter } from \"langchain/text_splitter\";\n", - "import { CheerioWebBaseLoader } from \"@langchain/community/document_loaders/web/cheerio\";" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "146\n" - ] - } - ], - "source": [ - "const loader = new CheerioWebBaseLoader(\n", - " \"https://lilianweng.github.io/posts/2023-06-23-agent/\"\n", - ");\n", - "const docs = await loader.load();\n", - "\n", - "const textSplitter = new RecursiveCharacterTextSplitter({ chunkSize: 500, chunkOverlap: 0 });\n", - "const allSplits = await textSplitter.splitDocuments(docs);\n", - "console.log(allSplits.length)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next, we'll use `OllamaEmbeddings` for our local embeddings.\n", - "Follow [these instructions](https://github.com/ollama/ollama) to set up and run a local Ollama instance." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "import { OllamaEmbeddings } from \"@langchain/community/embeddings/ollama\";\n", - "import { MemoryVectorStore } from \"langchain/vectorstores/memory\";\n", - "\n", - "const embeddings = new OllamaEmbeddings();\n", - "const vectorStore = await MemoryVectorStore.fromDocuments(allSplits, embeddings);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Test similarity search is working with our local embeddings." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "4\n" - ] - } - ], - "source": [ - "const question = \"What are the approaches to Task Decomposition?\";\n", - "const docs = await vectorStore.similaritySearch(question);\n", - "console.log(docs.length)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Model \n", - "\n", - "### LLaMA2\n", - "\n", - "For local LLMs we'll use also use `ollama`." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "import { ChatOllama } from \"@langchain/ollama\";\n", - "\n", - "const ollamaLlm = new ChatOllama({\n", - " baseUrl: \"http://localhost:11434\", // Default value\n", - " model: \"llama2\", // Default value\n", - "});\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "[The stage is set for a fierce rap battle between two of the funniest men on television. Stephen Colbert and John Oliver are standing face to face, each with their own microphone and confident smirk on their face.]\n", - "\n", - "Stephen Colbert:\n", - "Yo, John Oliver, I heard you've been talking smack\n", - "About my show and my satire, saying it's all fake\n", - "But let me tell you something, brother, I'm the real deal\n", - "I've been making fun of politicians for years, with no conceal\n", - "\n", - "John Oliver:\n", - "Oh, Stephen, you think you're so clever and smart\n", - "But your jokes are stale and your delivery's a work of art\n", - "You're just a pale imitation of the real deal, Jon Stewart\n", - "I'm the one who's really making waves, while you're just a little bird\n", - "\n", - "Stephen Colbert:\n", - "Well, John, I may not be as loud as you, but I'm smarter\n", - "My satire is more subtle, and it goes right over their heads\n", - "I'm the one who's been exposing the truth for years\n", - "While you're just a British interloper, trying to steal the cheers\n", - "\n", - "John Oliver:\n", - "Oh, Stephen, you may have your fans, but I've got the brains\n", - "My show is more than just slapstick and silly jokes, it's got depth and gains\n", - "I'm the one who's really making a difference, while you're just a clown\n", - "My satire is more than just a joke, it's a call to action, and I've got the crown\n", - "\n", - "[The crowd cheers and chants as the two comedians continue their rap battle.]\n", - "\n", - "Stephen Colbert:\n", - "You may have your fans, John, but I'm the king of satire\n", - "I've been making fun of politicians for years, and I'm still standing tall\n", - "My jokes are clever and smart, while yours are just plain dumb\n", - "I'm the one who's really in control, and you're just a pretender to the throne.\n", - "\n", - "John Oliver:\n", - "Oh, Stephen, you may have your moment in the sun\n", - "But I'm the one who's really shining bright, and my star is just beginning to rise\n", - "My satire is more than just a joke, it's a call to action, and I've got the power\n", - "I'm the one who's really making a difference, and you're just a fleeting flower.\n", - "\n", - "[The crowd continues to cheer and chant as the two comedians continue their rap battle.]\n" - ] - } - ], - "source": [ - "const response = await ollamaLlm.invoke(\"Simulate a rap battle between Stephen Colbert and John Oliver\");\n", - "console.log(response.content);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "See the LangSmith trace [here](https://smith.langchain.com/public/31c178b5-4bea-4105-88c3-7ec95325c817/r)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Using in a chain\n", - "\n", - "We can create a summarization chain with either model by passing in the retrieved docs and a simple prompt.\n", - "\n", - "It formats the prompt template using the input key values provided and passes the formatted string to `LLama-V2`, or another specified LLM." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "import { RunnableSequence } from \"@langchain/core/runnables\";\n", - "import { StringOutputParser } from \"@langchain/core/output_parsers\";\n", - "import { PromptTemplate } from \"@langchain/core/prompts\";\n", - "import { createStuffDocumentsChain } from \"langchain/chains/combine_documents\";\n", - "\n", - "const prompt = PromptTemplate.fromTemplate(\"Summarize the main themes in these retrieved docs: {context}\");\n", - "\n", - "const chain = await createStuffDocumentsChain({\n", - " llm: ollamaLlm,\n", - " outputParser: new StringOutputParser(),\n", - " prompt,\n", - "})" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\u001b[32m\"The main themes retrieved from the provided documents are:\\n\"\u001b[39m +\n", - " \u001b[32m\"\\n\"\u001b[39m +\n", - " \u001b[32m\"1. Sensory Memory: The ability to retain\"\u001b[39m... 1117 more characters" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "const question = \"What are the approaches to Task Decomposition?\";\n", - "const docs = await vectorStore.similaritySearch(question);\n", - "await chain.invoke({\n", - " context: docs,\n", - "});" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "See the LangSmith trace [here](https://smith.langchain.com/public/47cf6c2a-3d86-4f2b-9a51-ee4663b19152/r)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Q&A \n", - "\n", - "We can also use the LangChain Prompt Hub to store and fetch prompts that are model-specific.\n", - "\n", - "Let's try with a default RAG prompt, [here](https://smith.langchain.com/hub/rlm/rag-prompt)." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "import { pull } from \"langchain/hub\";\n", - "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", - "\n", - "const ragPrompt = await pull(\"rlm/rag-prompt\");\n", - "\n", - "const chain = await createStuffDocumentsChain({\n", - " llm: ollamaLlm,\n", - " outputParser: new StringOutputParser(),\n", - " prompt: ragPrompt,\n", - "});" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's see what this prompt actually looks like:" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "You are an assistant for question-answering tasks. Use the following pieces of retrieved context to answer the question. If you don't know the answer, just say that you don't know. Use three sentences maximum and keep the answer concise.\n", - "Question: {question} \n", - "Context: {context} \n", - "Answer:\n" - ] - } - ], - "source": [ - "console.log(ragPrompt.promptMessages.map((msg) => msg.prompt.template).join(\"\\n\"));" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\u001b[32m\"Task decomposition is a crucial step in breaking down complex problems into manageable parts for eff\"\u001b[39m... 1095 more characters" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "await chain.invoke({ context: docs, question });" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "See the LangSmith trace [here](https://smith.langchain.com/public/dd3a189b-53a1-4f31-9766-244cd04ad1f7/r)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Q&A with retrieval\n", - "\n", - "Instead of manually passing in docs, we can automatically retrieve them from our vector store based on the user question.\n", - "\n", - "This will use a QA default prompt and will retrieve from the vectorDB." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\u001b[32m\"Based on the context provided, I understand that you are asking me to answer a question related to m\"\u001b[39m... 948 more characters" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import { RunnablePassthrough, RunnableSequence } from \"@langchain/core/runnables\";\n", - "import { formatDocumentsAsString } from \"langchain/util/document\";\n", - "\n", - "const retriever = vectorStore.asRetriever();\n", - "\n", - "const qaChain = RunnableSequence.from([\n", - " {\n", - " context: (input: { question: string }, callbacks) => {\n", - " const retrieverAndFormatter = retriever.pipe(formatDocumentsAsString);\n", - " return retrieverAndFormatter.invoke(input.question, callbacks);\n", - " },\n", - " question: new RunnablePassthrough(),\n", - " },\n", - " ragPrompt,\n", - " ollamaLlm,\n", - " new StringOutputParser(),\n", - "]);\n", - "\n", - "await qaChain.invoke({ question });" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "See the LangSmith trace [here](https://smith.langchain.com/public/440e65ee-0301-42cf-afc9-f09cfb52cf64/r)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Deno", - "language": "typescript", - "name": "deno" - }, - "language_info": { - "file_extension": ".ts", - "mimetype": "text/x.typescript", - "name": "typescript", - "nb_converter": "script", - "pygments_lexer": "typescript", - "version": "5.3.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/core_docs/docs/tutorials/pdf_qa.ipynb b/docs/core_docs/docs/tutorials/pdf_qa.ipynb deleted file mode 100644 index 1c4efbb868b1..000000000000 --- a/docs/core_docs/docs/tutorials/pdf_qa.ipynb +++ /dev/null @@ -1,420 +0,0 @@ -{ - "cells": [ - { - "cell_type": "raw", - "metadata": { - "vscode": { - "languageId": "raw" - } - }, - "source": [ - "---\n", - "keywords: [pdf, document loader]\n", - "---" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Build a PDF ingestion and Question/Answering system\n", - "\n", - ":::info Prerequisites\n", - "\n", - "This guide assumes familiarity with the following concepts:\n", - "\n", - "- [Document loaders](/docs/concepts/document_loaders)\n", - "- [Chat models](/docs/concepts/chat_models)\n", - "- [Embeddings](/docs/concepts/embedding_models)\n", - "- [Vector stores](/docs/concepts/#vector-stores)\n", - "- [Retrieval-augmented generation](/docs/tutorials/rag/)\n", - "\n", - ":::\n", - "\n", - "PDF files often hold crucial unstructured data unavailable from other sources. They can be quite lengthy, and unlike plain text files, cannot generally be fed directly into the prompt of a language model.\n", - "\n", - "In this tutorial, you'll create a system that can answer questions about PDF files. More specifically, you'll use a [Document Loader](/docs/concepts/document_loaders) to load text in a format usable by an LLM, then build a retrieval-augmented generation (RAG) pipeline to answer questions, including citations from the source material.\n", - "\n", - "This tutorial will gloss over some concepts more deeply covered in our [RAG](/docs/tutorials/rag/) tutorial, so you may want to go through those first if you haven't already.\n", - "\n", - "Let's dive in!\n", - "\n", - "## Loading documents\n", - "\n", - "First, you'll need to choose a PDF to load. We'll use a document from [Nike's annual public SEC report](https://s1.q4cdn.com/806093406/files/doc_downloads/2023/414759-1-_5_Nike-NPS-Combo_Form-10-K_WR.pdf). It's over 100 pages long, and contains some crucial data mixed with longer explanatory text. However, you can feel free to use a PDF of your choosing.\n", - "\n", - "Once you've chosen your PDF, the next step is to load it into a format that an LLM can more easily handle, since LLMs generally require text inputs. LangChain has a few different [built-in document loaders](/docs/how_to/document_loader_pdf/) for this purpose which you can experiment with. Below, we'll use one powered by the [`pdf-parse`](https://www.npmjs.com/package/pdf-parse) package that reads from a filepath:" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "107\n" - ] - } - ], - "source": [ - "import \"pdf-parse\"; // Peer dep\n", - "import { PDFLoader } from \"@langchain/community/document_loaders/fs/pdf\";\n", - "\n", - "const loader = new PDFLoader(\"../../data/nke-10k-2023.pdf\");\n", - "\n", - "const docs = await loader.load();\n", - "\n", - "console.log(docs.length);" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Table of Contents\n", - "UNITED STATES\n", - "SECURITIES AND EXCHANGE COMMISSION\n", - "Washington, D.C. 20549\n", - "FORM 10-K\n", - "\n", - "{\n", - " source: '../../data/nke-10k-2023.pdf',\n", - " pdf: {\n", - " version: '1.10.100',\n", - " info: {\n", - " PDFFormatVersion: '1.4',\n", - " IsAcroFormPresent: false,\n", - " IsXFAPresent: false,\n", - " Title: '0000320187-23-000039',\n", - " Author: 'EDGAR Online, a division of Donnelley Financial Solutions',\n", - " Subject: 'Form 10-K filed on 2023-07-20 for the period ending 2023-05-31',\n", - " Keywords: '0000320187-23-000039; ; 10-K',\n", - " Creator: 'EDGAR Filing HTML Converter',\n", - " Producer: 'EDGRpdf Service w/ EO.Pdf 22.0.40.0',\n", - " CreationDate: \"D:20230720162200-04'00'\",\n", - " ModDate: \"D:20230720162208-04'00'\"\n", - " },\n", - " metadata: null,\n", - " totalPages: 107\n", - " },\n", - " loc: { pageNumber: 1 }\n", - "}\n" - ] - } - ], - "source": [ - "console.log(docs[0].pageContent.slice(0, 100));\n", - "console.log(docs[0].metadata)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "So what just happened?\n", - "\n", - "- The loader reads the PDF at the specified path into memory.\n", - "- It then extracts text data using the `pdf-parse` package.\n", - "- Finally, it creates a LangChain [Document](https://api.js.langchain.com/classes/_langchain_core.documents.Document.html) for each page of the PDF with the page's content and some metadata about where in the document the text came from.\n", - "\n", - "LangChain has [many other document loaders](/docs/integrations/document_loaders/) for other data sources, or you can create a [custom document loader](/docs/how_to/document_loader_custom/).\n", - "\n", - "## Question answering with RAG\n", - "\n", - "Next, you'll prepare the loaded documents for later retrieval. Using a [text splitter](/docs/concepts/text_splitters), you'll split your loaded documents into smaller documents that can more easily fit into an LLM's context window, then load them into a [vector store](/docs/concepts/#vectorstores). You can then create a [retriever](/docs/concepts/retrievers) from the vector store for use in our RAG chain:\n", - "\n", - "```{=mdx}\n", - "import ChatModelTabs from \"@theme/ChatModelTabs\";\n", - "\n", - "\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import { MemoryVectorStore } from \"langchain/vectorstores/memory\";\n", - "import { OpenAIEmbeddings } from \"@langchain/openai\";\n", - "import { RecursiveCharacterTextSplitter } from \"@langchain/textsplitters\";\n", - "\n", - "const textSplitter = new RecursiveCharacterTextSplitter({\n", - " chunkSize: 1000,\n", - " chunkOverlap: 200,\n", - "});\n", - "\n", - "const splits = await textSplitter.splitDocuments(docs);\n", - "\n", - "const vectorstore = await MemoryVectorStore.fromDocuments(splits, new OpenAIEmbeddings());\n", - "\n", - "const retriever = vectorstore.asRetriever();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally, you'll use some built-in helpers to construct the final `ragChain`:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{\n", - " input: \"What was Nike's revenue in 2023?\",\n", - " chat_history: [],\n", - " context: [\n", - " Document {\n", - " pageContent: 'Enterprise Resource Planning Platform, data and analytics, demand sensing, insight gathering, and other areas to create an end-to-end technology foundation, which we\\n' +\n", - " 'believe will further accelerate our digital transformation. We believe this unified approach will accelerate growth and unlock more efficiency for our business, while driving\\n' +\n", - " 'speed and responsiveness as we serve consumers globally.\\n' +\n", - " 'FINANCIAL HIGHLIGHTS\\n' +\n", - " '•In fiscal 2023, NIKE, Inc. achieved record Revenues of $51.2 billion, which increased 10% and 16% on a reported and currency-neutral basis, respectively\\n' +\n", - " '•NIKE Direct revenues grew 14% from $18.7 billion in fiscal 2022 to $21.3 billion in fiscal 2023, and represented approximately 44% of total NIKE Brand revenues for\\n' +\n", - " 'fiscal 2023\\n' +\n", - " '•Gross margin for the fiscal year decreased 250 basis points to 43.5% primarily driven by higher product costs, higher markdowns and unfavorable changes in foreign\\n' +\n", - " 'currency exchange rates, partially offset by strategic pricing actions',\n", - " metadata: [Object]\n", - " },\n", - " Document {\n", - " pageContent: 'Table of Contents\\n' +\n", - " 'FISCAL 2023 NIKE BRAND REVENUE HIGHLIGHTS\\n' +\n", - " 'The following tables present NIKE Brand revenues disaggregated by reportable operating segment, distribution channel and major product line:\\n' +\n", - " 'FISCAL 2023 COMPARED TO FISCAL 2022\\n' +\n", - " '•NIKE, Inc. Revenues were $51.2 billion in fiscal 2023, which increased 10% and 16% compared to fiscal 2022 on a reported and currency-neutral basis, respectively.\\n' +\n", - " 'The increase was due to higher revenues in North America, Europe, Middle East & Africa (\"EMEA\"), APLA and Greater China, which contributed approximately 7, 6,\\n' +\n", - " '2 and 1 percentage points to NIKE, Inc. Revenues, respectively.\\n' +\n", - " '•NIKE Brand revenues, which represented over 90% of NIKE, Inc. Revenues, increased 10% and 16% on a reported and currency-neutral basis, respectively. This\\n' +\n", - " \"increase was primarily due to higher revenues in Men's, the Jordan Brand, Women's and Kids' which grew 17%, 35%,11% and 10%, respectively, on a wholesale\\n\" +\n", - " 'equivalent basis.',\n", - " metadata: [Object]\n", - " },\n", - " Document {\n", - " pageContent: 'Table of Contents\\n' +\n", - " 'EUROPE, MIDDLE EAST & AFRICA\\n' +\n", - " '(Dollars in millions)\\n' +\n", - " 'FISCAL 2023FISCAL 2022% CHANGE\\n' +\n", - " '% CHANGE\\n' +\n", - " 'EXCLUDING\\n' +\n", - " 'CURRENCY\\n' +\n", - " 'CHANGESFISCAL 2021% CHANGE\\n' +\n", - " '% CHANGE\\n' +\n", - " 'EXCLUDING\\n' +\n", - " 'CURRENCY\\n' +\n", - " 'CHANGES\\n' +\n", - " 'Revenues by:\\n' +\n", - " 'Footwear$8,260 $7,388 12 %25 %$6,970 6 %9 %\\n' +\n", - " 'Apparel4,566 4,527 1 %14 %3,996 13 %16 %\\n' +\n", - " 'Equipment592 564 5 %18 %490 15 %17 %\\n' +\n", - " 'TOTAL REVENUES$13,418 $12,479 8 %21 %$11,456 9 %12 %\\n' +\n", - " 'Revenues by: \\n' +\n", - " 'Sales to Wholesale Customers$8,522 $8,377 2 %15 %$7,812 7 %10 %\\n' +\n", - " 'Sales through NIKE Direct4,896 4,102 19 %33 %3,644 13 %15 %\\n' +\n", - " 'TOTAL REVENUES$13,418 $12,479 8 %21 %$11,456 9 %12 %\\n' +\n", - " 'EARNINGS BEFORE INTEREST AND TAXES$3,531 $3,293 7 %$2,435 35 % \\n' +\n", - " 'FISCAL 2023 COMPARED TO FISCAL 2022\\n' +\n", - " \"•EMEA revenues increased 21% on a currency-neutral basis, due to higher revenues in Men's, the Jordan Brand, Women's and Kids'. NIKE Direct revenues\\n\" +\n", - " 'increased 33%, driven primarily by strong digital sales growth of 43% and comparable store sales growth of 22%.',\n", - " metadata: [Object]\n", - " },\n", - " Document {\n", - " pageContent: 'Table of Contents\\n' +\n", - " 'NORTH AMERICA\\n' +\n", - " '(Dollars in millions)\\n' +\n", - " 'FISCAL 2023FISCAL 2022% CHANGE\\n' +\n", - " '% CHANGE\\n' +\n", - " 'EXCLUDING\\n' +\n", - " 'CURRENCY\\n' +\n", - " 'CHANGESFISCAL 2021% CHANGE\\n' +\n", - " '% CHANGE\\n' +\n", - " 'EXCLUDING\\n' +\n", - " 'CURRENCY\\n' +\n", - " 'CHANGES\\n' +\n", - " 'Revenues by:\\n' +\n", - " 'Footwear$14,897 $12,228 22 %22 %$11,644 5 %5 %\\n' +\n", - " 'Apparel5,947 5,492 8 %9 %5,028 9 %9 %\\n' +\n", - " 'Equipment764 633 21 %21 %507 25 %25 %\\n' +\n", - " 'TOTAL REVENUES$21,608 $18,353 18 %18 %$17,179 7 %7 %\\n' +\n", - " 'Revenues by: \\n' +\n", - " 'Sales to Wholesale Customers$11,273 $9,621 17 %18 %$10,186 -6 %-6 %\\n' +\n", - " 'Sales through NIKE Direct10,335 8,732 18 %18 %6,993 25 %25 %\\n' +\n", - " 'TOTAL REVENUES$21,608 $18,353 18 %18 %$17,179 7 %7 %\\n' +\n", - " 'EARNINGS BEFORE INTEREST AND TAXES$5,454 $5,114 7 %$5,089 0 %\\n' +\n", - " 'FISCAL 2023 COMPARED TO FISCAL 2022\\n' +\n", - " \"•North America revenues increased 18% on a currency-neutral basis, primarily due to higher revenues in Men's and the Jordan Brand. NIKE Direct revenues\\n\" +\n", - " 'increased 18%, driven by strong digital sales growth of 23%, comparable store sales growth of 9% and the addition of new stores.',\n", - " metadata: [Object]\n", - " }\n", - " ],\n", - " answer: 'According to the financial highlights, Nike, Inc. achieved record revenues of $51.2 billion in fiscal 2023, which increased 10% on a reported basis and 16% on a currency-neutral basis compared to fiscal 2022.'\n", - "}\n" - ] - } - ], - "source": [ - "import { createRetrievalChain } from \"langchain/chains/retrieval\";\n", - "import { createStuffDocumentsChain } from \"langchain/chains/combine_documents\";\n", - "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", - "\n", - "const systemTemplate = [\n", - " `You are an assistant for question-answering tasks. `,\n", - " `Use the following pieces of retrieved context to answer `,\n", - " `the question. If you don't know the answer, say that you `,\n", - " `don't know. Use three sentences maximum and keep the `,\n", - " `answer concise.`,\n", - " `\\n\\n`,\n", - " `{context}`,\n", - "].join(\"\");\n", - "\n", - "const prompt = ChatPromptTemplate.fromMessages([\n", - " [\"system\", systemTemplate],\n", - " [\"human\", \"{input}\"],\n", - "]);\n", - "\n", - "const questionAnswerChain = await createStuffDocumentsChain({ llm: model, prompt });\n", - "const ragChain = await createRetrievalChain({ retriever, combineDocsChain: questionAnswerChain });\n", - "\n", - "const results = await ragChain.invoke({\n", - " input: \"What was Nike's revenue in 2023?\",\n", - "});\n", - "\n", - "console.log(results);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can see that you get both a final answer in the `answer` key of the results object, and the `context` the LLM used to generate an answer.\n", - "\n", - "Examining the values under the `context` further, you can see that they are documents that each contain a chunk of the ingested page content. Usefully, these documents also preserve the original metadata from way back when you first loaded them:" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Enterprise Resource Planning Platform, data and analytics, demand sensing, insight gathering, and other areas to create an end-to-end technology foundation, which we\n", - "believe will further accelerate our digital transformation. We believe this unified approach will accelerate growth and unlock more efficiency for our business, while driving\n", - "speed and responsiveness as we serve consumers globally.\n", - "FINANCIAL HIGHLIGHTS\n", - "•In fiscal 2023, NIKE, Inc. achieved record Revenues of $51.2 billion, which increased 10% and 16% on a reported and currency-neutral basis, respectively\n", - "•NIKE Direct revenues grew 14% from $18.7 billion in fiscal 2022 to $21.3 billion in fiscal 2023, and represented approximately 44% of total NIKE Brand revenues for\n", - "fiscal 2023\n", - "•Gross margin for the fiscal year decreased 250 basis points to 43.5% primarily driven by higher product costs, higher markdowns and unfavorable changes in foreign\n", - "currency exchange rates, partially offset by strategic pricing actions\n" - ] - } - ], - "source": [ - "console.log(results.context[0].pageContent);" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{\n", - " source: '../../data/nke-10k-2023.pdf',\n", - " pdf: {\n", - " version: '1.10.100',\n", - " info: {\n", - " PDFFormatVersion: '1.4',\n", - " IsAcroFormPresent: false,\n", - " IsXFAPresent: false,\n", - " Title: '0000320187-23-000039',\n", - " Author: 'EDGAR Online, a division of Donnelley Financial Solutions',\n", - " Subject: 'Form 10-K filed on 2023-07-20 for the period ending 2023-05-31',\n", - " Keywords: '0000320187-23-000039; ; 10-K',\n", - " Creator: 'EDGAR Filing HTML Converter',\n", - " Producer: 'EDGRpdf Service w/ EO.Pdf 22.0.40.0',\n", - " CreationDate: \"D:20230720162200-04'00'\",\n", - " ModDate: \"D:20230720162208-04'00'\"\n", - " },\n", - " metadata: null,\n", - " totalPages: 107\n", - " },\n", - " loc: { pageNumber: 31, lines: { from: 14, to: 22 } }\n", - "}\n" - ] - } - ], - "source": [ - "console.log(results.context[0].metadata);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This particular chunk came from page 31 in the original PDF. You can use this data to show which page in the PDF the answer came from, allowing users to quickly verify that answers are based on the source material.\n", - "\n", - ":::info\n", - "For a deeper dive into RAG, see [this more focused tutorial](/docs/tutorials/rag/) or [our how-to guides](/docs/how_to/#qa-with-rag).\n", - ":::\n", - "\n", - "## Next steps\n", - "\n", - "You've now seen how to load documents from a PDF file with a Document Loader and some techniques you can use to prepare that loaded data for RAG.\n", - "\n", - "For more on document loaders, you can check out:\n", - "\n", - "- [The entry in the conceptual guide](/docs/concepts/document_loaders)\n", - "- [Related how-to guides](/docs/how_to/#document-loaders)\n", - "- [Available integrations](/docs/integrations/document_loaders/)\n", - "- [How to create a custom document loader](/docs/how_to/document_loader_custom/)\n", - "\n", - "For more on RAG, see:\n", - "\n", - "- [Build a Retrieval Augmented Generation (RAG) App](/docs/tutorials/rag/)\n", - "- [Related how-to guides](/docs/how_to/#qa-with-rag)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "TypeScript", - "language": "typescript", - "name": "tslab" - }, - "language_info": { - "codemirror_mode": { - "mode": "typescript", - "name": "javascript", - "typescript": true - }, - "file_extension": ".ts", - "mimetype": "text/typescript", - "name": "typescript", - "version": "3.7.2" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/core_docs/docs/tutorials/query_analysis.ipynb b/docs/core_docs/docs/tutorials/query_analysis.ipynb deleted file mode 100644 index 8e253710a54b..000000000000 --- a/docs/core_docs/docs/tutorials/query_analysis.ipynb +++ /dev/null @@ -1,498 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "df7d42b9-58a6-434c-a2d7-0b61142f6d3e", - "metadata": {}, - "source": [ - "```{=mdx}\n", - "import CodeBlock from \"@theme/CodeBlock\";\n", - "```" - ] - }, - { - "cell_type": "markdown", - "id": "f2195672-0cab-4967-ba8a-c6544635547d", - "metadata": {}, - "source": [ - "# Build a Query Analysis System\n", - "\n", - ":::info Prerequisites\n", - "\n", - "This guide assumes familiarity with the following concepts:\n", - "\n", - "- [Document loaders](/docs/concepts/document_loaders)\n", - "- [Chat models](/docs/concepts/chat_models)\n", - "- [Embeddings](/docs/concepts/embedding_models)\n", - "- [Vector stores](/docs/concepts/#vector-stores)\n", - "- [Retrieval](/docs/concepts/retrieval)\n", - "\n", - ":::\n", - "\n", - "This page will show how to use query analysis in a basic end-to-end example. This will cover creating a simple search engine, showing a failure mode that occurs when passing a raw user question to that search, and then an example of how query analysis can help address that issue. There are MANY different query analysis techniques and this end-to-end example will not show all of them.\n", - "\n", - "For the purpose of this example, we will do retrieval over the LangChain YouTube videos." - ] - }, - { - "cell_type": "markdown", - "id": "a4079b57-4369-49c9-b2ad-c809b5408d7e", - "metadata": {}, - "source": [ - "## Setup\n", - "#### Install dependencies\n", - "\n", - "```{=mdx}\n", - "import IntegrationInstallTooltip from \"@mdx_components/integration_install_tooltip.mdx\";\n", - "import Npm2Yarn from \"@theme/Npm2Yarn\";\n", - "\n", - "\n", - "\n", - "\n", - " langchain @langchain/community @langchain/openai @langchain/core youtubei.js chromadb youtube-transcript\n", - "\n", - "```" - ] - }, - { - "cell_type": "markdown", - "id": "79d66a45-a05c-4d22-b011-b1cdbdfc8f9c", - "metadata": {}, - "source": [ - "#### Set environment variables\n", - "\n", - "We'll use OpenAI in this example:\n", - "\n", - "```env\n", - "OPENAI_API_KEY=your-api-key\n", - "\n", - "# Optional, use LangSmith for best-in-class observability\n", - "LANGSMITH_API_KEY=your-api-key\n", - "LANGCHAIN_TRACING_V2=true\n", - "\n", - "# Reduce tracing latency if you are not in a serverless environment\n", - "# LANGCHAIN_CALLBACKS_BACKGROUND=true\n", - "```" - ] - }, - { - "cell_type": "markdown", - "id": "c20b48b8-16d7-4089-bc17-f2d240b3935a", - "metadata": {}, - "source": [ - "### Load documents\n", - "\n", - "We can use the `YouTubeLoader` to load transcripts of a few LangChain videos:\n", - "\n", - "```{=mdx}\n", - "import LoadYtVideos from \"@examples/use_cases/query_analysis/quickstart/load_yt_videos.ts\";\n", - "\n", - "{LoadYtVideos}\n", - "```" - ] - }, - { - "cell_type": "markdown", - "id": "516b47fb", - "metadata": {}, - "source": [ - "Here's the metadata associated with each video.\n", - "\n", - "We can see that each document also has a title, view count, publication date, and length:\n", - "\n", - "```{=mdx}\n", - "import VideoMetadata from \"@examples/use_cases/query_analysis/quickstart/metadata.ts\";\n", - "\n", - "{VideoMetadata}\n", - "```" - ] - }, - { - "cell_type": "markdown", - "id": "561697c8-b848-4b12-847c-ab6a8e2d1ae6", - "metadata": {}, - "source": [ - "### Indexing documents\n", - "\n", - "Whenever we perform retrieval we need to create an index of documents that we can query. We'll use a vector\n", - "store to index our documents, and we'll chunk them first to make our retrievals more concise and precise:\n", - "\n", - "```{=mdx}\n", - "import IndexDocs from \"@examples/use_cases/query_analysis/quickstart/index_docs.ts\";\n", - "\n", - "{IndexDocs}\n", - "```" - ] - }, - { - "cell_type": "markdown", - "id": "850717b9", - "metadata": {}, - "source": [ - "Then later, you can retrieve the index without having to re-query and embed:" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "247fae46", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Module: null prototype] {\n", - " AdminClient: \u001b[36m[class AdminClient]\u001b[39m,\n", - " ChromaClient: \u001b[36m[class ChromaClient]\u001b[39m,\n", - " CloudClient: \u001b[36m[class CloudClient extends ChromaClient]\u001b[39m,\n", - " CohereEmbeddingFunction: \u001b[36m[class CohereEmbeddingFunction]\u001b[39m,\n", - " Collection: \u001b[36m[class Collection]\u001b[39m,\n", - " DefaultEmbeddingFunction: \u001b[36m[class _DefaultEmbeddingFunction]\u001b[39m,\n", - " GoogleGenerativeAiEmbeddingFunction: \u001b[36m[class _GoogleGenerativeAiEmbeddingFunction]\u001b[39m,\n", - " HuggingFaceEmbeddingServerFunction: \u001b[36m[class HuggingFaceEmbeddingServerFunction]\u001b[39m,\n", - " IncludeEnum: {\n", - " Documents: \u001b[32m\"documents\"\u001b[39m,\n", - " Embeddings: \u001b[32m\"embeddings\"\u001b[39m,\n", - " Metadatas: \u001b[32m\"metadatas\"\u001b[39m,\n", - " Distances: \u001b[32m\"distances\"\u001b[39m\n", - " },\n", - " JinaEmbeddingFunction: \u001b[36m[class JinaEmbeddingFunction]\u001b[39m,\n", - " OpenAIEmbeddingFunction: \u001b[36m[class _OpenAIEmbeddingFunction]\u001b[39m,\n", - " TransformersEmbeddingFunction: \u001b[36m[class _TransformersEmbeddingFunction]\u001b[39m\n", - "}" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import \"chromadb\";\n", - "import { OpenAIEmbeddings } from \"@langchain/openai\";\n", - "import { Chroma } from \"@langchain/community/vectorstores/chroma\";\n", - "\n", - "const embeddings = new OpenAIEmbeddings({\n", - " model: \"text-embedding-3-small\"\n", - "});\n", - "const vectorStore = await Chroma.fromExistingCollection(embeddings, {\n", - " collectionName: \"yt-videos\",\n", - "});" - ] - }, - { - "cell_type": "markdown", - "id": "483d8d0a-5c1b-46b0-862c-a4eccfd5ae3c", - "metadata": {}, - "source": [ - "## Retrieval without query analysis\n", - "\n", - "We can perform similarity search on a user question directly to find chunks relevant to the question:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "09435e9b-57b4-41b1-b34a-449815bdfae0", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "OpenGPTs\n", - "hardcoded that it will always do a retrieval step here the assistant decides whether to do a retrieval step or not sometimes this is good sometimes this is bad sometimes it you don't need to do a retrieval step when I said hi it didn't need to call it tool um but other times you know the the llm might mess up and not realize that it needs to do a retrieval step and so the rag bot will always do a retrieval step so it's more focused there because this is also a simpler architecture so it's always\n" - ] - } - ], - "source": [ - "const searchResults = await vectorStore.similaritySearch(\"how do I build a RAG agent\");\n", - "console.log(searchResults[0].metadata.title);\n", - "console.log(searchResults[0].pageContent.slice(0, 500));" - ] - }, - { - "cell_type": "markdown", - "id": "5a79ef1b-7edd-4b68-98e5-c0e4c0dd02e6", - "metadata": {}, - "source": [ - "This works pretty okay! Our first result is somewhat relevant to the question.\n", - "\n", - "What if we wanted to search for results from a specific time period?" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "7adbfc11-ca01-4883-8978-e4f6e4a1d23d", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "OpenGPTs\n", - "2024\n", - "hardcoded that it will always do a retrieval step here the assistant decides whether to do a retrieval step or not sometimes this is good sometimes this is bad sometimes it you don't need to do a retrieval step when I said hi it didn't need to call it tool um but other times you know the the llm might mess up and not realize that it needs to do a retrieval step and so the rag bot will always do a retrieval step so it's more focused there because this is also a simpler architecture so it's always\n" - ] - } - ], - "source": [ - "const specificSearchResults = await vectorStore.similaritySearch(\"videos on RAG published in 2023\");\n", - "console.log(specificSearchResults[0].metadata.title);\n", - "console.log(specificSearchResults[0].metadata.publish_year);\n", - "console.log(specificSearchResults[0].pageContent.slice(0, 500));" - ] - }, - { - "cell_type": "markdown", - "id": "4790e2db-3c6e-440b-b6e8-ebdd6600fda5", - "metadata": {}, - "source": [ - "Our first result is from 2024, and not very relevant to the input. Since we're just searching against document contents, there's no way for the results to be filtered on any document attributes.\n", - "\n", - "This is just one failure mode that can arise. Let's now take a look at how a basic form of query analysis can fix it!" - ] - }, - { - "cell_type": "markdown", - "id": "57396e23-c192-4d97-846b-5eacea4d6b8d", - "metadata": {}, - "source": [ - "## Query analysis\n", - "\n", - "To handle these failure modes we'll do some query structuring. This will involve defining a **query schema** that contains some date filters and use a function-calling model to convert a user question into a structured queries. \n", - "\n", - "### Query schema\n", - "In this case we'll have explicit min and max attributes for publication date so that it can be filtered on." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "0b51dd76-820d-41a4-98c8-893f6fe0d1ea", - "metadata": {}, - "outputs": [], - "source": [ - "import { z } from 'zod';\n", - "\n", - "const searchSchema = z.object({\n", - " query: z.string().describe(\"Similarity search query applied to video transcripts.\"),\n", - " publish_year: z.number().optional().describe(\"Year of video publication.\"),\n", - "}).describe(\"Search over a database of tutorial videos about a software library.\");" - ] - }, - { - "cell_type": "markdown", - "id": "f8b08c52-1ce9-4d8b-a779-cbe8efde51d1", - "metadata": {}, - "source": [ - "### Query generation\n", - "\n", - "To convert user questions to structured queries we'll make use of OpenAI's function-calling API. Specifically we'll use the new [ChatModel.withStructuredOutput()](https://api.js.langchain.com/classes/langchain_core.language_models_base.BaseLanguageModel.html#withStructuredOutput) constructor to handle passing the schema to the model and parsing the output." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "783c03c3-8c72-4f88-9cf4-5829ce6745d6", - "metadata": {}, - "outputs": [], - "source": [ - "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", - "import { ChatOpenAI } from \"@langchain/openai\";\n", - "import { RunnablePassthrough, RunnableSequence } from \"@langchain/core/runnables\";\n", - "\n", - "const system = `You are an expert at converting user questions into database queries.\n", - "You have access to a database of tutorial videos about a software library for building LLM-powered applications.\n", - "Given a question, return a list of database queries optimized to retrieve the most relevant results.\n", - "\n", - "If there are acronyms or words you are not familiar with, do not try to rephrase them.`;\n", - "const prompt = ChatPromptTemplate.fromMessages([\n", - " [\"system\", system],\n", - " [\"human\", \"{question}\"]\n", - "]);\n", - "const llm = new ChatOpenAI({\n", - " model: \"gpt-3.5-turbo-0125\",\n", - " temperature: 0,\n", - "});\n", - "const structuredLLM = llm.withStructuredOutput(searchSchema, {\n", - " name: \"search\",\n", - "});\n", - "\n", - "const queryAnalyzer = RunnableSequence.from([\n", - " {\n", - " question: new RunnablePassthrough(),\n", - " },\n", - " prompt,\n", - " structuredLLM,\n", - "]);" - ] - }, - { - "cell_type": "markdown", - "id": "f403517a-b8e3-44ac-b0a6-02f8305635a2", - "metadata": {}, - "source": [ - "Let's see what queries our analyzer generates for the questions we searched earlier:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "bc1d3863", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{ query: \"build a rag agent\" }\n" - ] - } - ], - "source": [ - "console.log(await queryAnalyzer.invoke(\"How do I build a rag agent\"));" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "af62af17-4f90-4dbd-a8b4-dfff51f1db95", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{ query: \"RAG\", publish_year: 2023 }\n" - ] - } - ], - "source": [ - "console.log(await queryAnalyzer.invoke(\"videos on RAG published in 2023\"));" - ] - }, - { - "cell_type": "markdown", - "id": "c7c65b2f-7881-45fc-a47b-a4eaaf48245f", - "metadata": {}, - "source": [ - "## Retrieval with query analysis\n", - "\n", - "Our query analysis looks pretty good; now let's try using our generated queries to actually perform retrieval. \n", - "\n", - "**Note:** in our example, we specified `tool_choice: \"Search\"`. This will force the LLM to call one - and only one - function, meaning that we will always have one optimized query to look up. Note that this is not always the case - see other guides for how to deal with situations when no - or multiple - optimized queries are returned." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "8dac7866", - "metadata": {}, - "outputs": [], - "source": [ - "import { DocumentInterface } from \"@langchain/core/documents\";\n", - "\n", - "const retrieval = async (input: { query: string, publish_year?: number }): Promise => {\n", - " let _filter: Record = {};\n", - " if (input.publish_year) {\n", - " // This syntax is specific to Chroma\n", - " // the vector database we are using.\n", - " _filter = {\n", - " publish_year: {\n", - " \"$eq\": input.publish_year\n", - " }\n", - " };\n", - " }\n", - " \n", - " return vectorStore.similaritySearch(input.query, undefined, _filter);\n", - " };" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "232ad8a7-7990-4066-9228-d35a555f7293", - "metadata": {}, - "outputs": [], - "source": [ - "import { RunnableLambda } from \"@langchain/core/runnables\";\n", - "\n", - "const retrievalChain = queryAnalyzer.pipe(new RunnableLambda({\n", - " func: async (input) => retrieval(input as unknown as { query: string, publish_year?: number })\n", - "}));" - ] - }, - { - "cell_type": "markdown", - "id": "e6a4460c", - "metadata": {}, - "source": [ - "We can now run this chain on the problematic input from before, and see that it yields only results from that year!" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "e7f683b5-b1c5-4dec-b163-2efc162a2b51", - "metadata": {}, - "outputs": [], - "source": [ - "const results = await retrievalChain.invoke(\"RAG tutorial published in 2023\");" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "1ad52512-b3e8-42a3-8701-d9e87fb8b46c", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[\n", - " {\n", - " title: \"Getting Started with Multi-Modal LLMs\",\n", - " year: \"2023-12-20T08:00:00.000Z\"\n", - " },\n", - " {\n", - " title: \"LangServe and LangChain Templates Webinar\",\n", - " year: \"2023-11-02T07:00:00.000Z\"\n", - " },\n", - " {\n", - " title: \"Getting Started with Multi-Modal LLMs\",\n", - " year: \"2023-12-20T08:00:00.000Z\"\n", - " },\n", - " {\n", - " title: \"Building a Research Assistant from Scratch\",\n", - " year: \"2023-11-16T08:00:00.000Z\"\n", - " }\n", - "]\n" - ] - } - ], - "source": [ - "console.log(results.map((doc) => ({ title: doc.metadata.title, year: doc.metadata.publish_date })));" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Deno", - "language": "typescript", - "name": "deno" - }, - "language_info": { - "file_extension": ".ts", - "mimetype": "text/x.typescript", - "name": "typescript", - "nb_converter": "script", - "pygments_lexer": "typescript", - "version": "5.3.3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} \ No newline at end of file diff --git a/docs/core_docs/vercel.json b/docs/core_docs/vercel.json index 236cab60f05d..fbef2e293a49 100644 --- a/docs/core_docs/vercel.json +++ b/docs/core_docs/vercel.json @@ -61,6 +61,18 @@ "source": "/docs/integrations/llms/togetherai(/?)", "destination": "/docs/integrations/llms/together/" }, + { + "source": "/docs/tutorials/query_analysis(/?)", + "destination": "/docs/tutorials/rag#query-analysis/" + }, + { + "source": "/docs/tutorials/local_rag(/?)", + "destination": "/docs/tutorials/rag/" + }, + { + "source": "/docs/tutorials/pdf_qa(/?)", + "destination": "/docs/tutorials/retrievers/" + }, { "source": "/docs/tutorials/agents(/?)", "destination": "https://langchain-ai.github.io/langgraphjs/tutorials/quickstart/" From 322c55ed7fb3ee3173728e7b7e2ed15c8b8ec1b0 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Mon, 16 Dec 2024 09:41:10 -0500 Subject: [PATCH 34/37] cr --- docs/core_docs/docs/tutorials/chatbot.ipynb | 258 +++++++++--------- .../core_docs/docs/tutorials/extraction.ipynb | 10 +- docs/core_docs/docs/tutorials/llm_chain.ipynb | 12 +- .../docs/tutorials/qa_chat_history.ipynb | 14 +- docs/core_docs/docs/tutorials/rag.ipynb | 60 ++-- .../core_docs/docs/tutorials/retrievers.ipynb | 54 ++-- docs/core_docs/docs/tutorials/sql_qa.ipynb | 60 ++-- .../docs/tutorials/summarization.ipynb | 2 +- 8 files changed, 229 insertions(+), 241 deletions(-) diff --git a/docs/core_docs/docs/tutorials/chatbot.ipynb b/docs/core_docs/docs/tutorials/chatbot.ipynb index db02f09e1f3e..d21d9cd92591 100644 --- a/docs/core_docs/docs/tutorials/chatbot.ipynb +++ b/docs/core_docs/docs/tutorials/chatbot.ipynb @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -128,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -136,8 +136,8 @@ "output_type": "stream", "text": [ "AIMessage {\n", - " \"id\": \"chatcmpl-Ad1GuOftIVbxlzRkE3hVrPd7dGv07\",\n", - " \"content\": \"Hi Bob! How can I assist you today?\",\n", + " \"id\": \"chatcmpl-AekDrrCyaBauLYHuVv3dkacxW2G1J\",\n", + " \"content\": \"Hi Bob! How can I help you today?\",\n", " \"additional_kwargs\": {},\n", " \"response_metadata\": {\n", " \"tokenUsage\": {\n", @@ -161,7 +161,7 @@ " \"rejected_prediction_tokens\": 0\n", " }\n", " },\n", - " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " \"system_fingerprint\": \"fp_6fc10e10eb\"\n", " },\n", " \"tool_calls\": [],\n", " \"invalid_tool_calls\": [],\n", @@ -195,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -203,20 +203,20 @@ "output_type": "stream", "text": [ "AIMessage {\n", - " \"id\": \"chatcmpl-Ad1GyjyIUqHe1ilIUpOPlPjyL6nxZ\",\n", - " \"content\": \"I'm sorry, but I don't know your name. If you'd like to share it, feel free to do so!\",\n", + " \"id\": \"chatcmpl-AekDuOk1LjOdBVLtuCvuHjAs5aoad\",\n", + " \"content\": \"I'm sorry, but I don't have access to personal information about users unless you've shared it with me in this conversation. How can I assist you today?\",\n", " \"additional_kwargs\": {},\n", " \"response_metadata\": {\n", " \"tokenUsage\": {\n", " \"promptTokens\": 10,\n", - " \"completionTokens\": 23,\n", - " \"totalTokens\": 33\n", + " \"completionTokens\": 30,\n", + " \"totalTokens\": 40\n", " },\n", " \"finish_reason\": \"stop\",\n", " \"usage\": {\n", " \"prompt_tokens\": 10,\n", - " \"completion_tokens\": 23,\n", - " \"total_tokens\": 33,\n", + " \"completion_tokens\": 30,\n", + " \"total_tokens\": 40,\n", " \"prompt_tokens_details\": {\n", " \"cached_tokens\": 0,\n", " \"audio_tokens\": 0\n", @@ -228,14 +228,14 @@ " \"rejected_prediction_tokens\": 0\n", " }\n", " },\n", - " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " \"system_fingerprint\": \"fp_6fc10e10eb\"\n", " },\n", " \"tool_calls\": [],\n", " \"invalid_tool_calls\": [],\n", " \"usage_metadata\": {\n", - " \"output_tokens\": 23,\n", + " \"output_tokens\": 30,\n", " \"input_tokens\": 10,\n", - " \"total_tokens\": 33,\n", + " \"total_tokens\": 40,\n", " \"input_token_details\": {\n", " \"audio\": 0,\n", " \"cache_read\": 0\n", @@ -267,7 +267,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -275,8 +275,8 @@ "output_type": "stream", "text": [ "AIMessage {\n", - " \"id\": \"chatcmpl-Ad1H25torrLCMxyCQg80odrtmpTgG\",\n", - " \"content\": \"Your name is Bob. How can I help you today, Bob?\",\n", + " \"id\": \"chatcmpl-AekDyJdj6y9IREyNIf3tkKGRKhN1Z\",\n", + " \"content\": \"Your name is Bob! How can I help you today, Bob?\",\n", " \"additional_kwargs\": {},\n", " \"response_metadata\": {\n", " \"tokenUsage\": {\n", @@ -300,7 +300,7 @@ " \"rejected_prediction_tokens\": 0\n", " }\n", " },\n", - " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " \"system_fingerprint\": \"fp_6fc10e10eb\"\n", " },\n", " \"tool_calls\": [],\n", " \"invalid_tool_calls\": [],\n", @@ -354,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -387,7 +387,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -407,7 +407,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -415,7 +415,7 @@ "output_type": "stream", "text": [ "AIMessage {\n", - " \"id\": \"chatcmpl-Ad1HIdU3yk7LqECynp8gX2MVooMdR\",\n", + " \"id\": \"chatcmpl-AekEFPclmrO7YfAe7J0zUAanS4ifx\",\n", " \"content\": \"Hi Bob! How can I assist you today?\",\n", " \"additional_kwargs\": {},\n", " \"response_metadata\": {\n", @@ -440,7 +440,7 @@ " \"rejected_prediction_tokens\": 0\n", " }\n", " },\n", - " \"system_fingerprint\": \"fp_818c284075\"\n", + " \"system_fingerprint\": \"fp_6fc10e10eb\"\n", " },\n", " \"tool_calls\": [],\n", " \"invalid_tool_calls\": [],\n", @@ -476,7 +476,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -484,20 +484,20 @@ "output_type": "stream", "text": [ "AIMessage {\n", - " \"id\": \"chatcmpl-Ad1HKR22kIxLEYCvOTmnpVhFVikvs\",\n", - " \"content\": \"Your name is Bob. How can I help you today?\",\n", + " \"id\": \"chatcmpl-AekEJgCfLodGCcuLgLQdJevH7CpCJ\",\n", + " \"content\": \"Your name is Bob! How can I help you today, Bob?\",\n", " \"additional_kwargs\": {},\n", " \"response_metadata\": {\n", " \"tokenUsage\": {\n", " \"promptTokens\": 34,\n", - " \"completionTokens\": 12,\n", - " \"totalTokens\": 46\n", + " \"completionTokens\": 14,\n", + " \"totalTokens\": 48\n", " },\n", " \"finish_reason\": \"stop\",\n", " \"usage\": {\n", " \"prompt_tokens\": 34,\n", - " \"completion_tokens\": 12,\n", - " \"total_tokens\": 46,\n", + " \"completion_tokens\": 14,\n", + " \"total_tokens\": 48,\n", " \"prompt_tokens_details\": {\n", " \"cached_tokens\": 0,\n", " \"audio_tokens\": 0\n", @@ -509,14 +509,14 @@ " \"rejected_prediction_tokens\": 0\n", " }\n", " },\n", - " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " \"system_fingerprint\": \"fp_6fc10e10eb\"\n", " },\n", " \"tool_calls\": [],\n", " \"invalid_tool_calls\": [],\n", " \"usage_metadata\": {\n", - " \"output_tokens\": 12,\n", + " \"output_tokens\": 14,\n", " \"input_tokens\": 34,\n", - " \"total_tokens\": 46,\n", + " \"total_tokens\": 48,\n", " \"input_token_details\": {\n", " \"audio\": 0,\n", " \"cache_read\": 0\n", @@ -550,7 +550,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -558,20 +558,20 @@ "output_type": "stream", "text": [ "AIMessage {\n", - " \"id\": \"chatcmpl-Ad1HPXonH5HpX7kxZYrHP0EqGyNcB\",\n", - " \"content\": \"I'm sorry, but I don't have access to personal data about you unless you've shared it in this conversation. How can I assist you today?\",\n", + " \"id\": \"chatcmpl-AekELvPXLtjOKgLN63mQzZwvyo12J\",\n", + " \"content\": \"I'm sorry, but I don't have access to personal information about individuals unless you share it with me. How can I assist you today?\",\n", " \"additional_kwargs\": {},\n", " \"response_metadata\": {\n", " \"tokenUsage\": {\n", " \"promptTokens\": 11,\n", - " \"completionTokens\": 28,\n", - " \"totalTokens\": 39\n", + " \"completionTokens\": 27,\n", + " \"totalTokens\": 38\n", " },\n", " \"finish_reason\": \"stop\",\n", " \"usage\": {\n", " \"prompt_tokens\": 11,\n", - " \"completion_tokens\": 28,\n", - " \"total_tokens\": 39,\n", + " \"completion_tokens\": 27,\n", + " \"total_tokens\": 38,\n", " \"prompt_tokens_details\": {\n", " \"cached_tokens\": 0,\n", " \"audio_tokens\": 0\n", @@ -583,14 +583,14 @@ " \"rejected_prediction_tokens\": 0\n", " }\n", " },\n", - " \"system_fingerprint\": \"fp_818c284075\"\n", + " \"system_fingerprint\": \"fp_39a40c96a0\"\n", " },\n", " \"tool_calls\": [],\n", " \"invalid_tool_calls\": [],\n", " \"usage_metadata\": {\n", - " \"output_tokens\": 28,\n", + " \"output_tokens\": 27,\n", " \"input_tokens\": 11,\n", - " \"total_tokens\": 39,\n", + " \"total_tokens\": 38,\n", " \"input_token_details\": {\n", " \"audio\": 0,\n", " \"cache_read\": 0\n", @@ -625,7 +625,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -633,20 +633,20 @@ "output_type": "stream", "text": [ "AIMessage {\n", - " \"id\": \"chatcmpl-Ad1HTqtpUGg9H7i7xrlu0gbxgQ6Pp\",\n", - " \"content\": \"Your name is Bob. Is there anything else you'd like to talk about?\",\n", + " \"id\": \"chatcmpl-AekEQ8Z5JmYquSfzPsCWv1BDTKZSh\",\n", + " \"content\": \"Your name is Bob. Is there something specific you would like to talk about?\",\n", " \"additional_kwargs\": {},\n", " \"response_metadata\": {\n", " \"tokenUsage\": {\n", - " \"promptTokens\": 58,\n", - " \"completionTokens\": 15,\n", - " \"totalTokens\": 73\n", + " \"promptTokens\": 60,\n", + " \"completionTokens\": 16,\n", + " \"totalTokens\": 76\n", " },\n", " \"finish_reason\": \"stop\",\n", " \"usage\": {\n", - " \"prompt_tokens\": 58,\n", - " \"completion_tokens\": 15,\n", - " \"total_tokens\": 73,\n", + " \"prompt_tokens\": 60,\n", + " \"completion_tokens\": 16,\n", + " \"total_tokens\": 76,\n", " \"prompt_tokens_details\": {\n", " \"cached_tokens\": 0,\n", " \"audio_tokens\": 0\n", @@ -658,14 +658,14 @@ " \"rejected_prediction_tokens\": 0\n", " }\n", " },\n", - " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " \"system_fingerprint\": \"fp_39a40c96a0\"\n", " },\n", " \"tool_calls\": [],\n", " \"invalid_tool_calls\": [],\n", " \"usage_metadata\": {\n", - " \"output_tokens\": 15,\n", - " \"input_tokens\": 58,\n", - " \"total_tokens\": 73,\n", + " \"output_tokens\": 16,\n", + " \"input_tokens\": 60,\n", + " \"total_tokens\": 76,\n", " \"input_token_details\": {\n", " \"audio\": 0,\n", " \"cache_read\": 0\n", @@ -701,15 +701,15 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ - "import { ChatPromptTemplate, MessagesPlaceholder } from \"@langchain/core/prompts\";\n", + "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n", "\n", "const promptTemplate = ChatPromptTemplate.fromMessages([\n", " [\"system\", \"You talk like a pirate. Answer all questions to the best of your ability.\"],\n", - " new MessagesPlaceholder(\"messages\"),\n", + " [\"placeholder\", \"{messages}\"],\n", "]);" ] }, @@ -722,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -758,7 +758,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -766,20 +766,20 @@ "output_type": "stream", "text": [ "AIMessage {\n", - " \"id\": \"chatcmpl-Ad1IsLExxQX1mvzq2rbP6JVFfgQ77\",\n", - " \"content\": \"Ahoy, Jim! What brings ye to these treacherous waters today? Be there a question ye wish to ask or a tale ye'd like to share? Speak up, matey!\",\n", + " \"id\": \"chatcmpl-AekEYAQVqh9OFZRGdzGiPz33WPf1v\",\n", + " \"content\": \"Ahoy, Jim! A pleasure to meet ye, matey! What be on yer mind this fine day?\",\n", " \"additional_kwargs\": {},\n", " \"response_metadata\": {\n", " \"tokenUsage\": {\n", " \"promptTokens\": 32,\n", - " \"completionTokens\": 39,\n", - " \"totalTokens\": 71\n", + " \"completionTokens\": 23,\n", + " \"totalTokens\": 55\n", " },\n", " \"finish_reason\": \"stop\",\n", " \"usage\": {\n", " \"prompt_tokens\": 32,\n", - " \"completion_tokens\": 39,\n", - " \"total_tokens\": 71,\n", + " \"completion_tokens\": 23,\n", + " \"total_tokens\": 55,\n", " \"prompt_tokens_details\": {\n", " \"cached_tokens\": 0,\n", " \"audio_tokens\": 0\n", @@ -791,14 +791,14 @@ " \"rejected_prediction_tokens\": 0\n", " }\n", " },\n", - " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " \"system_fingerprint\": \"fp_39a40c96a0\"\n", " },\n", " \"tool_calls\": [],\n", " \"invalid_tool_calls\": [],\n", " \"usage_metadata\": {\n", - " \"output_tokens\": 39,\n", + " \"output_tokens\": 23,\n", " \"input_tokens\": 32,\n", - " \"total_tokens\": 71,\n", + " \"total_tokens\": 55,\n", " \"input_token_details\": {\n", " \"audio\": 0,\n", " \"cache_read\": 0\n", @@ -826,7 +826,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -834,20 +834,20 @@ "output_type": "stream", "text": [ "AIMessage {\n", - " \"id\": \"chatcmpl-Ad1IyCyT2PJhXvz6jShbtv2nm4S29\",\n", - " \"content\": \"Yarr, ye just announced yerself as Jim, did ye not? A fine name fer a brave sailor! What else can I help ye with, me hearty?\",\n", + " \"id\": \"chatcmpl-AekEbrpFI3K8BxemHZ5fG4xF2tT8x\",\n", + " \"content\": \"Ye be callin' yerself Jim, if I heard ye right, savvy? What else can I do fer ye, me hearty?\",\n", " \"additional_kwargs\": {},\n", " \"response_metadata\": {\n", " \"tokenUsage\": {\n", - " \"promptTokens\": 84,\n", - " \"completionTokens\": 35,\n", - " \"totalTokens\": 119\n", + " \"promptTokens\": 68,\n", + " \"completionTokens\": 29,\n", + " \"totalTokens\": 97\n", " },\n", " \"finish_reason\": \"stop\",\n", " \"usage\": {\n", - " \"prompt_tokens\": 84,\n", - " \"completion_tokens\": 35,\n", - " \"total_tokens\": 119,\n", + " \"prompt_tokens\": 68,\n", + " \"completion_tokens\": 29,\n", + " \"total_tokens\": 97,\n", " \"prompt_tokens_details\": {\n", " \"cached_tokens\": 0,\n", " \"audio_tokens\": 0\n", @@ -859,14 +859,14 @@ " \"rejected_prediction_tokens\": 0\n", " }\n", " },\n", - " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " \"system_fingerprint\": \"fp_6fc10e10eb\"\n", " },\n", " \"tool_calls\": [],\n", " \"invalid_tool_calls\": [],\n", " \"usage_metadata\": {\n", - " \"output_tokens\": 35,\n", - " \"input_tokens\": 84,\n", - " \"total_tokens\": 119,\n", + " \"output_tokens\": 29,\n", + " \"input_tokens\": 68,\n", + " \"total_tokens\": 97,\n", " \"input_token_details\": {\n", " \"audio\": 0,\n", " \"cache_read\": 0\n", @@ -900,13 +900,13 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "const promptTemplate2 = ChatPromptTemplate.fromMessages([\n", " [\"system\", \"You are a helpful assistant. Answer all questions to the best of your ability in {language}.\"],\n", - " new MessagesPlaceholder(\"messages\"),\n", + " [\"placeholder\", \"{messages}\"],\n", "]);" ] }, @@ -919,7 +919,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -948,7 +948,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -956,20 +956,20 @@ "output_type": "stream", "text": [ "AIMessage {\n", - " \"id\": \"chatcmpl-Ad1JkMOB5CzBQLNM82VV4VP8f6qxE\",\n", - " \"content\": \"¡Hola, Bob! ¿En qué puedo ayudarte hoy?\",\n", + " \"id\": \"chatcmpl-AekF4R7ioefFo6PmOYo3YuCbGpROq\",\n", + " \"content\": \"¡Hola, Bob! ¿Cómo puedo ayudarte hoy?\",\n", " \"additional_kwargs\": {},\n", " \"response_metadata\": {\n", " \"tokenUsage\": {\n", " \"promptTokens\": 32,\n", - " \"completionTokens\": 12,\n", - " \"totalTokens\": 44\n", + " \"completionTokens\": 11,\n", + " \"totalTokens\": 43\n", " },\n", " \"finish_reason\": \"stop\",\n", " \"usage\": {\n", " \"prompt_tokens\": 32,\n", - " \"completion_tokens\": 12,\n", - " \"total_tokens\": 44,\n", + " \"completion_tokens\": 11,\n", + " \"total_tokens\": 43,\n", " \"prompt_tokens_details\": {\n", " \"cached_tokens\": 0,\n", " \"audio_tokens\": 0\n", @@ -981,14 +981,14 @@ " \"rejected_prediction_tokens\": 0\n", " }\n", " },\n", - " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " \"system_fingerprint\": \"fp_39a40c96a0\"\n", " },\n", " \"tool_calls\": [],\n", " \"invalid_tool_calls\": [],\n", " \"usage_metadata\": {\n", - " \"output_tokens\": 12,\n", + " \"output_tokens\": 11,\n", " \"input_tokens\": 32,\n", - " \"total_tokens\": 44,\n", + " \"total_tokens\": 43,\n", " \"input_token_details\": {\n", " \"audio\": 0,\n", " \"cache_read\": 0\n", @@ -1026,7 +1026,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1034,20 +1034,20 @@ "output_type": "stream", "text": [ "AIMessage {\n", - " \"id\": \"chatcmpl-Ad1JnS4fBFGRMe6Z33ieeOI16cKeP\",\n", - " \"content\": \"Tu nombre es Bob.\",\n", + " \"id\": \"chatcmpl-AekF8yN7H81ITccWlBzSahmduP69T\",\n", + " \"content\": \"Tu nombre es Bob. ¿En qué puedo ayudarte, Bob?\",\n", " \"additional_kwargs\": {},\n", " \"response_metadata\": {\n", " \"tokenUsage\": {\n", - " \"promptTokens\": 57,\n", - " \"completionTokens\": 5,\n", - " \"totalTokens\": 62\n", + " \"promptTokens\": 56,\n", + " \"completionTokens\": 13,\n", + " \"totalTokens\": 69\n", " },\n", " \"finish_reason\": \"stop\",\n", " \"usage\": {\n", - " \"prompt_tokens\": 57,\n", - " \"completion_tokens\": 5,\n", - " \"total_tokens\": 62,\n", + " \"prompt_tokens\": 56,\n", + " \"completion_tokens\": 13,\n", + " \"total_tokens\": 69,\n", " \"prompt_tokens_details\": {\n", " \"cached_tokens\": 0,\n", " \"audio_tokens\": 0\n", @@ -1059,14 +1059,14 @@ " \"rejected_prediction_tokens\": 0\n", " }\n", " },\n", - " \"system_fingerprint\": \"fp_818c284075\"\n", + " \"system_fingerprint\": \"fp_6fc10e10eb\"\n", " },\n", " \"tool_calls\": [],\n", " \"invalid_tool_calls\": [],\n", " \"usage_metadata\": {\n", - " \"output_tokens\": 5,\n", - " \"input_tokens\": 57,\n", - " \"total_tokens\": 62,\n", + " \"output_tokens\": 13,\n", + " \"input_tokens\": 56,\n", + " \"total_tokens\": 69,\n", " \"input_token_details\": {\n", " \"audio\": 0,\n", " \"cache_read\": 0\n", @@ -1117,7 +1117,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1259,20 +1259,20 @@ "output_type": "stream", "text": [ "AIMessage {\n", - " \"id\": \"chatcmpl-Ad1Lt22kCpqWhPEvIWbMaeqLiUoLe\",\n", - " \"content\": \"I don't know your name unless you tell me. What is your name?\",\n", + " \"id\": \"chatcmpl-AekHyVN7f0Pnuyc2RHVL8CxKmFfMQ\",\n", + " \"content\": \"I don't know your name. You haven't shared it yet!\",\n", " \"additional_kwargs\": {},\n", " \"response_metadata\": {\n", " \"tokenUsage\": {\n", " \"promptTokens\": 97,\n", - " \"completionTokens\": 15,\n", - " \"totalTokens\": 112\n", + " \"completionTokens\": 12,\n", + " \"totalTokens\": 109\n", " },\n", " \"finish_reason\": \"stop\",\n", " \"usage\": {\n", " \"prompt_tokens\": 97,\n", - " \"completion_tokens\": 15,\n", - " \"total_tokens\": 112,\n", + " \"completion_tokens\": 12,\n", + " \"total_tokens\": 109,\n", " \"prompt_tokens_details\": {\n", " \"cached_tokens\": 0,\n", " \"audio_tokens\": 0\n", @@ -1284,14 +1284,14 @@ " \"rejected_prediction_tokens\": 0\n", " }\n", " },\n", - " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " \"system_fingerprint\": \"fp_6fc10e10eb\"\n", " },\n", " \"tool_calls\": [],\n", " \"invalid_tool_calls\": [],\n", " \"usage_metadata\": {\n", - " \"output_tokens\": 15,\n", + " \"output_tokens\": 12,\n", " \"input_tokens\": 97,\n", - " \"total_tokens\": 112,\n", + " \"total_tokens\": 109,\n", " \"input_token_details\": {\n", " \"audio\": 0,\n", " \"cache_read\": 0\n", @@ -1337,20 +1337,20 @@ "output_type": "stream", "text": [ "AIMessage {\n", - " \"id\": \"chatcmpl-Ad1M1O5ke7uop5c6qxrL17fGXl37k\",\n", - " \"content\": \"You asked, \\\"What's 2 + 2?\\\"\",\n", + " \"id\": \"chatcmpl-AekI1jwlErzHuZ3BhAxr97Ct818Pp\",\n", + " \"content\": \"You asked what 2 + 2 equals.\",\n", " \"additional_kwargs\": {},\n", " \"response_metadata\": {\n", " \"tokenUsage\": {\n", " \"promptTokens\": 99,\n", - " \"completionTokens\": 11,\n", - " \"totalTokens\": 110\n", + " \"completionTokens\": 10,\n", + " \"totalTokens\": 109\n", " },\n", " \"finish_reason\": \"stop\",\n", " \"usage\": {\n", " \"prompt_tokens\": 99,\n", - " \"completion_tokens\": 11,\n", - " \"total_tokens\": 110,\n", + " \"completion_tokens\": 10,\n", + " \"total_tokens\": 109,\n", " \"prompt_tokens_details\": {\n", " \"cached_tokens\": 0,\n", " \"audio_tokens\": 0\n", @@ -1362,14 +1362,14 @@ " \"rejected_prediction_tokens\": 0\n", " }\n", " },\n", - " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " \"system_fingerprint\": \"fp_6fc10e10eb\"\n", " },\n", " \"tool_calls\": [],\n", " \"invalid_tool_calls\": [],\n", " \"usage_metadata\": {\n", - " \"output_tokens\": 11,\n", + " \"output_tokens\": 10,\n", " \"input_tokens\": 99,\n", - " \"total_tokens\": 110,\n", + " \"total_tokens\": 109,\n", " \"input_token_details\": {\n", " \"audio\": 0,\n", " \"cache_read\": 0\n", diff --git a/docs/core_docs/docs/tutorials/extraction.ipynb b/docs/core_docs/docs/tutorials/extraction.ipynb index 3b98b2a1cb19..31f09ab75631 100644 --- a/docs/core_docs/docs/tutorials/extraction.ipynb +++ b/docs/core_docs/docs/tutorials/extraction.ipynb @@ -100,9 +100,9 @@ "import { z } from \"zod\";\n", "\n", "const personSchema = z.object({\n", - " name: z.string().nullish().describe('The name of the person'),\n", - " hair_color: z.string().nullish().describe(\"The color of the person's hair if known\"),\n", - " height_in_meters: z.string().nullish().describe('Height measured in meters'),\n", + " name: z.optional(z.string()).describe(\"The name of the person\"),\n", + " hair_color: z.optional(z.string()).describe(\"The color of the person's hair if known\"),\n", + " height_in_meters: z.optional(z.string()).describe('Height measured in meters'),\n", "});" ] }, @@ -305,8 +305,8 @@ "import { z } from \"zod\";\n", "\n", "const person = z.object({\n", - " name: z.string().nullish().describe('The name of the person'),\n", - " hair_color: z.string().nullish().describe(\"The color of the person's hair if known\"),\n", + " name: z.optional(z.string()).describe('The name of the person'),\n", + " hair_color: z.optional(z.string()).describe(\"The color of the person's hair if known\"),\n", " height_in_meters: z.number().nullish().describe('Height measured in meters'),\n", "});\n", " \n", diff --git a/docs/core_docs/docs/tutorials/llm_chain.ipynb b/docs/core_docs/docs/tutorials/llm_chain.ipynb index 0bdd2ea38f59..d108edb0d65e 100644 --- a/docs/core_docs/docs/tutorials/llm_chain.ipynb +++ b/docs/core_docs/docs/tutorials/llm_chain.ipynb @@ -83,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "337d298c-ac1f-4470-a7db-4931b9bb0f8d", "metadata": {}, "outputs": [], @@ -107,7 +107,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "f0ba07c2-fac8-4f44-b70b-67a8598ac862", "metadata": {}, "outputs": [ @@ -116,7 +116,7 @@ "output_type": "stream", "text": [ "AIMessage {\n", - " \"id\": \"chatcmpl-Ad1BK4FN1tSOKNjIiUgo5QojUZ34K\",\n", + " \"id\": \"chatcmpl-AekSfJkg3QIOsk42BH6Qom4Gt159j\",\n", " \"content\": \"Ciao!\",\n", " \"additional_kwargs\": {},\n", " \"response_metadata\": {\n", @@ -141,7 +141,7 @@ " \"rejected_prediction_tokens\": 0\n", " }\n", " },\n", - " \"system_fingerprint\": \"fp_bba3c8e70b\"\n", + " \"system_fingerprint\": \"fp_6fc10e10eb\"\n", " },\n", " \"tool_calls\": [],\n", " \"invalid_tool_calls\": [],\n", @@ -190,10 +190,10 @@ "\n", "LangChain also supports chat model inputs via strings or [OpenAI format](/docs/concepts/messages/#openai-format). The following are equivalent:\n", "\n", - "```python\n", + "```javascript\n", "await model.invoke(\"Hello\")\n", "\n", - "await model.invoke([{\"role\": \"user\", \"content\": \"Hello\"}])\n", + "await model.invoke([ {role: \"user\", content: \"Hello\" }])\n", "\n", "await model.invoke([new HumanMessage(\"hi!\")])\n", "```\n", diff --git a/docs/core_docs/docs/tutorials/qa_chat_history.ipynb b/docs/core_docs/docs/tutorials/qa_chat_history.ipynb index b13f9eb7512b..d97d7d297234 100644 --- a/docs/core_docs/docs/tutorials/qa_chat_history.ipynb +++ b/docs/core_docs/docs/tutorials/qa_chat_history.ipynb @@ -141,8 +141,12 @@ "\n", "In addition, we'll use the following packages:\n", "\n", - "```bash\n", - "npm install --save langchain @langchain/community @langchain/langgraph cheerio\n", + "```{=mdx}\n", + "import Npm2Yarn from '@theme/Npm2Yarn';\n", + "\n", + "\n", + " langchain @langchain/community @langchain/langgraph cheerio\n", + "\n", "```" ] }, @@ -173,7 +177,7 @@ "id": "fa6ba684-26cf-4860-904e-a4d51380c134", "metadata": {}, "source": [ - "## Chains {#chains}\n", + "## Chains\n", "\n", "Let's first revisit the vector store we built in [Part 1](/docs/tutorials/rag), which indexes an [LLM Powered Autonomous Agents](https://lilianweng.github.io/posts/2023-06-23-agent/) blog post by Lilian Weng." ] @@ -449,7 +453,7 @@ "const prettyPrint = (message: BaseMessage) => {\n", " let txt = `[${message._getType()}]: ${message.content}`;\n", " if (\n", - " (isAIMessage(message) && (message as AIMessage)?.tool_calls?.length) ||\n", + " (isAIMessage(message) && message.tool_calls?.length) ||\n", " 0 > 0\n", " ) {\n", " const tool_calls = (message as AIMessage)?.tool_calls\n", @@ -741,7 +745,7 @@ "id": "0ad23c71-3c99-4d9d-b494-9b7a08a557c0", "metadata": {}, "source": [ - "## Agents {#agents}\n", + "## Agents\n", "\n", "[Agents](/docs/concepts/agents) leverage the reasoning capabilities of LLMs to make decisions during execution. Using agents allows you to offload additional discretion over the retrieval process. Although their behavior is less predictable than the above \"chain\", they are able to execute multiple retrieval steps in service of a query, or iterate on a single search.\n", "\n", diff --git a/docs/core_docs/docs/tutorials/rag.ipynb b/docs/core_docs/docs/tutorials/rag.ipynb index 9b6f78465051..c9f24a48d217 100644 --- a/docs/core_docs/docs/tutorials/rag.ipynb +++ b/docs/core_docs/docs/tutorials/rag.ipynb @@ -60,10 +60,14 @@ "\n", "### Installation\n", "\n", - "To install LangChain run:\n", + "This guide requires the following dependencies:\n", "\n", - "```bash npm2yarn\n", - "npm i langchain @langchain/core\n", + "```{=mdx}\n", + "import Npm2Yarn from '@theme/Npm2Yarn';\n", + "\n", + "\n", + " langchain @langchain/core @langchain/langgraph\n", + "\n", "```\n", "\n", "For more details, see our [Installation guide](/docs/how_to/installation).\n", @@ -537,7 +541,9 @@ "\n", "The [state](https://langchain-ai.github.io/langgraphjs/concepts/low_level/#state) of our application controls what data is input to the application, transferred between steps, and output by the application.\n", "\n", - "For a simple RAG application, we can just keep track of the input question, retrieved context, and generated answer:" + "For a simple RAG application, we can just keep track of the input question, retrieved context, and generated answer.\n", + "\n", + "Read more about defining graph states [here](https://langchain-ai.github.io/langgraphjs/how-tos/define-state/)." ] }, { @@ -626,8 +632,6 @@ "import { StateGraph } from \"@langchain/langgraph\";\n", "\n", "const graph = new StateGraph({\n", - " input: InputStateAnnotation,\n", - " output: StateAnnotation,\n", " stateSchema: StateAnnotation,\n", "})\n", " .addNode(\"retrieve\", retrieve)\n", @@ -713,7 +717,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "256c6ff8-a9a2-4cad-bf70-ede30cc69137", + "id": "873a174b-3058-4a76-8387-997c2bfaa743", "metadata": {}, "outputs": [ { @@ -739,7 +743,7 @@ " }\n", "]\n", "\n", - "Answer: Task decomposition is the process of breaking down complex tasks into smaller, more manageable steps. This can be achieved through various methods, including prompting large language models (LLMs) or using task-specific instructions. Techniques like Chain of Thought (CoT) and Tree of Thoughts further enhance this process by structuring reasoning and exploring multiple possibilities at each step.\n" + "Answer: Task decomposition is the process of breaking down complex tasks into smaller, more manageable steps. This can be achieved through various methods, including prompting large language models (LLMs) to outline steps or using task-specific instructions. Techniques like Chain of Thought (CoT) and Tree of Thoughts further enhance this process by structuring reasoning and exploring multiple possibilities at each step.\n" ] } ], @@ -861,7 +865,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "id": "93d03690-c858-4891-8ecd-62d6e12a7929", "metadata": {}, "outputs": [], @@ -944,7 +948,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "id": "5daf62fd-4086-49ad-8b3a-514c4fa214ea", "metadata": {}, "outputs": [], @@ -965,34 +969,20 @@ }, { "cell_type": "code", - "execution_count": 19, - "id": "89a6f638-d57e-4ae9-aa7b-18549a09e32a", + "execution_count": 23, + "id": "7b4864dd-172a-441f-8224-0661b156ed29", "metadata": {}, "outputs": [], "source": [ - "type Search = {\n", - " query: string;\n", - " section: string;\n", - "};\n", + "import { z } from \"zod\";\n", "\n", "\n", - "const structuredLlm = llm.withStructuredOutput({\n", - " name: \"Search\",\n", - " description: \"Search query.\",\n", - " parameters: {\n", - " title: \"Search\",\n", - " type: \"object\",\n", - " properties: {\n", - " query: { type: \"string\", description: \"Search query to run.\" },\n", - " section: { \n", - " enum: [\"beginning\", \"middle\", \"end\"],\n", - " type: \"string\",\n", - " description: \"Section to query.\"\n", - " },\n", - " },\n", - " required: [\"query\", \"section\"],\n", - " },\n", - "});" + "const searchSchema = z.object({\n", + " query: z.string().describe(\"Search query to run.\"),\n", + " section: z.enum([\"beginning\", \"middle\", \"end\"]).describe(\"Section to query.\"),\n", + "});\n", + "\n", + "const structuredLlm = llm.withStructuredOutput(searchSchema)" ] }, { @@ -1005,7 +995,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 24, "id": "afdbe4e7-b1e1-41ff-9c9e-0194ebd73049", "metadata": {}, "outputs": [], @@ -1013,7 +1003,7 @@ "const StateAnnotationQA = Annotation.Root({\n", " question: Annotation,\n", " // highlight-start\n", - " search: Annotation,\n", + " search: Annotation>,\n", " // highlight-end\n", " context: Annotation,\n", " answer: Annotation,\n", diff --git a/docs/core_docs/docs/tutorials/retrievers.ipynb b/docs/core_docs/docs/tutorials/retrievers.ipynb index 1c78c8f9d0ee..2981196652b2 100644 --- a/docs/core_docs/docs/tutorials/retrievers.ipynb +++ b/docs/core_docs/docs/tutorials/retrievers.ipynb @@ -61,7 +61,7 @@ "\n", "## Documents and Document Loaders\n", "\n", - "LangChain implements a [Document](https://v03.api.js.langchain.com/classes/_langchain_core.documents.Document.html) abstraction, which is intended to represent a unit of text and associated metadata. It has three attributes:\n", + "LangChain implements a [Document](https://api.js.langchain.com/classes/_langchain_core.documents.Document.html) abstraction, which is intended to represent a unit of text and associated metadata. It has three attributes:\n", "\n", "- `pageContent`: a string representing the content;\n", "- `metadata`: records of arbitrary metadata;\n", @@ -134,7 +134,7 @@ ":::\n", "```\n", "\n", - "`PyPDFLoader` loads one `Document` object per PDF page. For each, we can easily access:\n", + "`PDFLoader` loads one `Document` object per PDF page. For each, we can easily access:\n", "\n", "- The string content of the page;\n", "- Metadata containing the file name and page number." @@ -276,7 +276,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "90b06c22-44bb-4d10-9bc4-f6a3a2fb1800", "metadata": {}, "outputs": [], @@ -289,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "5b6f17a6-4466-4275-bc52-be21b93348bf", "metadata": {}, "outputs": [ @@ -300,28 +300,28 @@ "Generated vectors of length 3072\n", "\n", "[\n", - " \u001b[33m0.014477598\u001b[39m,\n", - " \u001b[33m-0.016737644\u001b[39m,\n", - " \u001b[33m-0.0012313934\u001b[39m,\n", - " \u001b[33m0.010741872\u001b[39m,\n", - " \u001b[33m0.022839772\u001b[39m,\n", - " \u001b[33m-0.028290475\u001b[39m,\n", - " \u001b[33m-0.00053011405\u001b[39m,\n", - " \u001b[33m0.041903935\u001b[39m,\n", - " \u001b[33m-0.0010170212\u001b[39m,\n", - " \u001b[33m0.06620609\u001b[39m\n", + " \u001b[33m0.014310152\u001b[39m,\n", + " \u001b[33m-0.01681044\u001b[39m,\n", + " \u001b[33m-0.0011537228\u001b[39m,\n", + " \u001b[33m0.010546423\u001b[39m,\n", + " \u001b[33m0.022808468\u001b[39m,\n", + " \u001b[33m-0.028327717\u001b[39m,\n", + " \u001b[33m-0.00058849837\u001b[39m,\n", + " \u001b[33m0.0419197\u001b[39m,\n", + " \u001b[33m-0.0012900416\u001b[39m,\n", + " \u001b[33m0.0661778\u001b[39m\n", "]\n" ] } ], "source": [ - "const vector_1 = await embeddings.embedQuery(allSplits[0].pageContent)\n", - "const vector_2 = await embeddings.embedQuery(allSplits[1].pageContent)\n", + "const vector1 = await embeddings.embedQuery(allSplits[0].pageContent)\n", + "const vector2 = await embeddings.embedQuery(allSplits[1].pageContent)\n", "\n", "\n", - "console.assert(vector_1.length === vector_2.length);\n", - "console.log(`Generated vectors of length ${vector_1.length}\\n`);\n", - "console.log(vector_1.slice(0, 10));" + "console.assert(vector1.length === vector2.length);\n", + "console.log(`Generated vectors of length ${vector1.length}\\n`);\n", + "console.log(vector1.slice(0, 10));" ] }, { @@ -346,7 +346,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "5b7d2138-5881-4ffe-99f5-fd547bd32b3b", "metadata": {}, "outputs": [], @@ -367,7 +367,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "2ea92e04-331c-4f83-aa2a-508322bdfbfc", "metadata": {}, "outputs": [], @@ -399,7 +399,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "7b716152-0076-46b1-9486-bdbed7e90730", "metadata": {}, "outputs": [ @@ -448,7 +448,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "a8c3af60-7328-45eb-bc27-69e640ebff6d", "metadata": {}, "outputs": [ @@ -475,7 +475,7 @@ " },\n", " id: \u001b[90mundefined\u001b[39m\n", " },\n", - " \u001b[33m0.6992056023853992\u001b[39m\n", + " \u001b[33m0.6992287611800424\u001b[39m\n", "]\n" ] } @@ -498,7 +498,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "fd2db600-5919-41f2-9f78-a9bae537d910", "metadata": {}, "outputs": [ @@ -529,7 +529,7 @@ " },\n", " id: \u001b[90mundefined\u001b[39m\n", " },\n", - " \u001b[33m0.7373901279444763\u001b[39m\n", + " \u001b[33m0.7368815472158006\u001b[39m\n", "]\n" ] } @@ -566,7 +566,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 13, "id": "90d1f87b-30fe-4e1e-af8b-9e1f04e75f66", "metadata": {}, "outputs": [ diff --git a/docs/core_docs/docs/tutorials/sql_qa.ipynb b/docs/core_docs/docs/tutorials/sql_qa.ipynb index b84d2df356f9..b072052b56f2 100644 --- a/docs/core_docs/docs/tutorials/sql_qa.ipynb +++ b/docs/core_docs/docs/tutorials/sql_qa.ipynb @@ -67,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -158,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -180,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -218,23 +218,19 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "const structuredLlm = llm.withStructuredOutput({\n", - " name: \"QueryOutput\",\n", - " description: \"Generated SQL query.\",\n", - " parameters: {\n", - " title: \"Query\",\n", - " type: \"object\",\n", - " properties: {\n", - " query: { type: \"string\", description: \"Syntactically valid SQL query.\" },\n", - " },\n", - " required: [\"query\"],\n", - " },\n", + "import { z } from \"zod\";\n", + "\n", + "\n", + "const queryOutput = z.object({\n", + " query: z.string().describe(\"Syntactically valid SQL query.\"),\n", "});\n", "\n", + "const structuredLlm = llm.withStructuredOutput(queryOutput)\n", + "\n", "\n", "const writeQuery = async (state: typeof InputStateAnnotation.State) => {\n", " const promptValue = await queryPromptTemplate.invoke({\n", @@ -257,7 +253,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -285,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -306,7 +302,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -337,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -364,15 +360,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import { StateGraph } from \"@langchain/langgraph\";\n", "\n", "const graphBuilder = new StateGraph({\n", - " input: InputStateAnnotation,\n", - " output: StateAnnotation,\n", " stateSchema: StateAnnotation,\n", "})\n", " .addNode(\"writeQuery\", writeQuery)\n", @@ -386,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -487,7 +481,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -530,7 +524,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -576,7 +570,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -648,7 +642,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -708,7 +702,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -750,7 +744,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -770,7 +764,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -798,7 +792,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -807,7 +801,7 @@ "const prettyPrint = (message: BaseMessage) => {\n", " let txt = `[${message._getType()}]: ${message.content}`;\n", " if (\n", - " (isAIMessage(message) && (message as AIMessage)?.tool_calls?.length) ||\n", + " (isAIMessage(message) && message.tool_calls?.length) ||\n", " 0 > 0\n", " ) {\n", " const tool_calls = (message as AIMessage)?.tool_calls\n", diff --git a/docs/core_docs/docs/tutorials/summarization.ipynb b/docs/core_docs/docs/tutorials/summarization.ipynb index 6936cf10d5d3..aacf448b7e69 100644 --- a/docs/core_docs/docs/tutorials/summarization.ipynb +++ b/docs/core_docs/docs/tutorials/summarization.ipynb @@ -169,7 +169,7 @@ "source": [ "## Stuff: summarize in a single LLM call {#stuff}\n", "\n", - "We can use [create_stuff_documents_chain](https://python.langchain.com/api_reference/langchain/chains/langchain.chains.combine_documents.stuff.create_stuff_documents_chain.html), especially if using larger context window models such as:\n", + "We can use [createStuffDocumentsChain](https://api.js.langchain.com/functions/langchain.chains_combine_documents.createStuffDocumentsChain.html), especially if using larger context window models such as:\n", "\n", "* 128k token OpenAI `gpt-4o` \n", "* 200k token Anthropic `claude-3-5-sonnet-20240620`\n", From c7ce87bd2c21cbdd34ad73f22ab09c71f742bf24 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Mon, 16 Dec 2024 10:15:40 -0500 Subject: [PATCH 35/37] fix --- docs/core_docs/docs/tutorials/rag.ipynb | 2 -- 1 file changed, 2 deletions(-) diff --git a/docs/core_docs/docs/tutorials/rag.ipynb b/docs/core_docs/docs/tutorials/rag.ipynb index c9f24a48d217..ffb49c120726 100644 --- a/docs/core_docs/docs/tutorials/rag.ipynb +++ b/docs/core_docs/docs/tutorials/rag.ipynb @@ -253,8 +253,6 @@ "\n", "// Compile application and test\n", "const graph = new StateGraph({\n", - " input: InputStateAnnotation,\n", - " output: StateAnnotation,\n", " stateSchema: StateAnnotation,\n", "})\n", " .addNode(\"retrieve\", retrieve)\n", From 8d9ff98132702eb45280875a1cfe201510683d5a Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Mon, 16 Dec 2024 15:38:10 -0500 Subject: [PATCH 36/37] bump langgraph --- docs/core_docs/package.json | 2 +- examples/package.json | 2 +- yarn.lock | 12 ++++++------ 3 files changed, 8 insertions(+), 8 deletions(-) diff --git a/docs/core_docs/package.json b/docs/core_docs/package.json index 2e849db161a6..a92eb6f6c17d 100644 --- a/docs/core_docs/package.json +++ b/docs/core_docs/package.json @@ -49,7 +49,7 @@ }, "devDependencies": { "@babel/eslint-parser": "^7.18.2", - "@langchain/langgraph": "^0.2.32", + "@langchain/langgraph": "^0.2.34", "@langchain/scripts": "workspace:*", "@microsoft/fetch-event-source": "^2.0.1", "@swc/core": "^1.3.62", diff --git a/examples/package.json b/examples/package.json index 8d0f15039285..14373178863c 100644 --- a/examples/package.json +++ b/examples/package.json @@ -51,7 +51,7 @@ "@langchain/google-vertexai": "workspace:*", "@langchain/google-vertexai-web": "workspace:*", "@langchain/groq": "workspace:*", - "@langchain/langgraph": "^0.2.32", + "@langchain/langgraph": "^0.2.34", "@langchain/mistralai": "workspace:*", "@langchain/mongodb": "workspace:*", "@langchain/nomic": "workspace:*", diff --git a/yarn.lock b/yarn.lock index 5ce033d641af..0ed7edb9c695 100644 --- a/yarn.lock +++ b/yarn.lock @@ -12673,9 +12673,9 @@ __metadata: languageName: node linkType: hard -"@langchain/langgraph@npm:^0.2.32": - version: 0.2.32 - resolution: "@langchain/langgraph@npm:0.2.32" +"@langchain/langgraph@npm:^0.2.34": + version: 0.2.34 + resolution: "@langchain/langgraph@npm:0.2.34" dependencies: "@langchain/langgraph-checkpoint": ~0.0.13 "@langchain/langgraph-sdk": ~0.0.21 @@ -12683,7 +12683,7 @@ __metadata: zod: ^3.23.8 peerDependencies: "@langchain/core": ">=0.2.36 <0.3.0 || >=0.3.9 < 0.4.0" - checksum: dd313d471abdf2413a4867eaa6c291dedfd3b750d3b3a742684a8123e26c790c5ab0eadfa0e0db90195b4317fec60a8630b0f4fd62a50edcfc430b1654e81f55 + checksum: b60a639ef0b368637c8663f2ca89ea95192408d4117c1ea7d93cfa8cb4edb016c684bb7f8ace5ba1cbbb7279c99e5dfa0929dcdf2a284a0c85ae4b5a73baa23e languageName: node linkType: hard @@ -24130,7 +24130,7 @@ __metadata: "@docusaurus/preset-classic": 2.4.3 "@docusaurus/remark-plugin-npm2yarn": 2.4.3 "@docusaurus/theme-mermaid": 2.4.3 - "@langchain/langgraph": ^0.2.32 + "@langchain/langgraph": ^0.2.34 "@langchain/scripts": "workspace:*" "@mdx-js/react": ^1.6.22 "@microsoft/fetch-event-source": ^2.0.1 @@ -27693,7 +27693,7 @@ __metadata: "@langchain/google-vertexai": "workspace:*" "@langchain/google-vertexai-web": "workspace:*" "@langchain/groq": "workspace:*" - "@langchain/langgraph": ^0.2.32 + "@langchain/langgraph": ^0.2.34 "@langchain/mistralai": "workspace:*" "@langchain/mongodb": "workspace:*" "@langchain/nomic": "workspace:*" From 106924f5bc3389bafdb0c12110c03b1be4409d23 Mon Sep 17 00:00:00 2001 From: Chester Curme Date: Mon, 16 Dec 2024 15:55:27 -0500 Subject: [PATCH 37/37] update rag tutorial --- docs/core_docs/docs/tutorials/rag.ipynb | 54 ++++++++++++------------- 1 file changed, 26 insertions(+), 28 deletions(-) diff --git a/docs/core_docs/docs/tutorials/rag.ipynb b/docs/core_docs/docs/tutorials/rag.ipynb index ffb49c120726..5de1dd38681f 100644 --- a/docs/core_docs/docs/tutorials/rag.ipynb +++ b/docs/core_docs/docs/tutorials/rag.ipynb @@ -252,9 +252,7 @@ "\n", "\n", "// Compile application and test\n", - "const graph = new StateGraph({\n", - " stateSchema: StateAnnotation,\n", - "})\n", + "const graph = new StateGraph(StateAnnotation)\n", " .addNode(\"retrieve\", retrieve)\n", " .addNode(\"generate\", generate)\n", " .addEdge(\"__start__\", \"retrieve\")\n", @@ -592,19 +590,11 @@ "};\n", "\n", "\n", - "// Below we stream the output from the LLM. This is to support token-by-token\n", - "// streaming for older versions of @langchain/core. For\n", - "// @langchain/core >= 0.2.3, we can use `llm.invoke` instead.\n", - "// Read more: https://langchain-ai.github.io/langgraphjs/how-tos/stream-tokens/\n", "const generate = async (state: typeof StateAnnotation.State) => {\n", " const docsContent = state.context.map(doc => doc.pageContent).join(\"\\n\");\n", " const messages = await promptTemplate.invoke({ question: state.question, context: docsContent });\n", - " const stream = await llm.stream(messages);\n", - " let gathered = undefined;\n", - " for await (const chunk of stream) {\n", - " gathered = gathered !== undefined ? concat(gathered, chunk) : chunk;\n", - " }\n", - " return { answer: gathered.content };\n", + " const response = await llm.invoke(messages);\n", + " return { answer: response.content };\n", "};" ] }, @@ -629,9 +619,7 @@ "source": [ "import { StateGraph } from \"@langchain/langgraph\";\n", "\n", - "const graph = new StateGraph({\n", - " stateSchema: StateAnnotation,\n", - "})\n", + "const graph = new StateGraph(StateAnnotation)\n", " .addNode(\"retrieve\", retrieve)\n", " .addNode(\"generate\", generate)\n", " .addEdge(\"__start__\", \"retrieve\")\n", @@ -810,20 +798,20 @@ "id": "f860142d-d50b-4526-a03f-a59a763117fe", "metadata": {}, "source": [ - "Stream [tokens](/docs/concepts/tokens/):" + "Stream [tokens](/docs/concepts/tokens/) (requires `@langchain/core` >= 0.3.24 and `@langchain/langgraph` >= 0.2.34 with above implementation):" ] }, { "cell_type": "code", "execution_count": 16, - "id": "28625cc3-0f77-4143-af51-ce0fd6682120", + "id": "acb80ba0-d5d6-4425-9683-aaeab7081e6c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "|Task| decomposition| is| the| process| of| breaking| down| complex| tasks| into| smaller|,| more| manageable| steps|.| This| can| be| achieved| through| techniques| like| Chain| of| Thought| (|Co|T|),| which| guides| models| to| think| step| by| step|,| or| by| using| specific| prompts| and| human| inputs|.| The| Tree| of| Thoughts| approach| further| enhances| this| by| exploring| multiple| reasoning| possibilities| at| each| step|,| creating| a| structured| tree| of| thoughts|.||" + "|Task| decomposition| is| the| process| of| breaking| down| complex| tasks| into| smaller|,| more| manageable| steps|.| This| can| be| achieved| through| various| methods|,| including| prompting| large| language| models| (|LL|Ms|)| to| outline| steps| or| using| task|-specific| instructions|.| Techniques| like| Chain| of| Thought| (|Co|T|)| and| Tree| of| Thoughts| further| enhance| this| process| by| struct|uring| reasoning| and| exploring| multiple| possibilities| at| each| step|.||" ] } ], @@ -838,6 +826,20 @@ "}" ] }, + { + "cell_type": "markdown", + "id": "5aeb45ad-9bd5-4ee4-8356-9dca9ece76c5", + "metadata": {}, + "source": [ + "```{=mdx}\n", + ":::note\n", + "\n", + "Streaming tokens with the current implementation, using `.invoke` in the `generate` step, requires `@langchain/core` >= 0.3.24 and `@langchain/langgraph` >= 0.2.34. See details [here](https://langchain-ai.github.io/langgraphjs/how-tos/stream-tokens/).\n", + "\n", + ":::\n", + "```" + ] + }, { "cell_type": "markdown", "id": "406534d4-66a3-4c27-b277-2bd2f5930cf5", @@ -946,7 +948,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "id": "5daf62fd-4086-49ad-8b3a-514c4fa214ea", "metadata": {}, "outputs": [], @@ -967,7 +969,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 19, "id": "7b4864dd-172a-441f-8224-0661b156ed29", "metadata": {}, "outputs": [], @@ -993,7 +995,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 20, "id": "afdbe4e7-b1e1-41ff-9c9e-0194ebd73049", "metadata": {}, "outputs": [], @@ -1038,11 +1040,7 @@ "\n", "\n", "\n", - "const graphQA = new StateGraph({\n", - " input: InputStateAnnotation,\n", - " output: StateAnnotationQA,\n", - " stateSchema: StateAnnotationQA,\n", - "})\n", + "const graphQA = new StateGraph(StateAnnotationQA)\n", " .addNode(\"analyzeQuery\", analyzeQuery)\n", " .addNode(\"retrieveQA\", retrieveQA)\n", " .addNode(\"generateQA\", generateQA)\n", @@ -1062,7 +1060,7 @@ "// Note: tslab only works inside a jupyter notebook. Don't worry about running this code yourself!\n", "import * as tslab from \"tslab\";\n", "\n", - "const image = await graph.getGraph().drawMermaidPng();\n", + "const image = await graphQA.getGraph().drawMermaidPng();\n", "const arrayBuffer = await image.arrayBuffer();\n", "\n", "await tslab.display.png(new Uint8Array(arrayBuffer));\n",