From 51e64efc7dce4495c39476ee7b96ee19d07debdc Mon Sep 17 00:00:00 2001 From: liuchen Date: Wed, 17 Jul 2024 23:34:26 +0800 Subject: [PATCH] add section 10 --- _toc.yml | 3 +- content/section_10.ipynb | 1668 ++++++++++++++++++++++++++++++++++++++ requirements.txt | 3 +- resource/img_10.png | Bin 0 -> 331889 bytes resource/img_11.png | Bin 0 -> 241874 bytes resource/img_9.png | Bin 0 -> 237912 bytes 6 files changed, 1672 insertions(+), 2 deletions(-) create mode 100644 content/section_10.ipynb create mode 100644 resource/img_10.png create mode 100644 resource/img_11.png create mode 100644 resource/img_9.png diff --git a/_toc.yml b/_toc.yml index 79e4a91..b3c3101 100644 --- a/_toc.yml +++ b/_toc.yml @@ -12,4 +12,5 @@ chapters: - file: content/section_6 - file: content/section_7 - file: content/section_8 -- file: content/section_9 \ No newline at end of file +- file: content/section_9 +- file: content/section_10 \ No newline at end of file diff --git a/content/section_10.ipynb b/content/section_10.ipynb new file mode 100644 index 0000000..5aecade --- /dev/null +++ b/content/section_10.ipynb @@ -0,0 +1,1668 @@ +{ + "cells": [ + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "# LangChain的History的使用\n", + "\n", + "History是LangChain提供了一个保存对话历史的功能,LangChain的社区有很多的实现,他们都是基于`BaseChatMessageHistory`子类来拓展的,LangChain在`langchain_core`包中只实现了`InMemoryChatMessageHistory`。\n", + "社区提供的如下:\n", + "![](../resource/img_9.png)\n", + "\n", + "\n", + "LangChain中memory和History的主要区别是:\n", + "- Memory是用于在Chain的执行过程中存储和加载状态信息的抽象接口。\n", + "- History是用于存储和管理对话历史消息的抽象接口。\n", + "- memory是短时间的记忆,History是长时间的记忆。\n", + "\n", + "## InMemoryChatMessageHistory\n", + "在内存中记录的对话历史" + ], + "id": "efacf50af4fee692" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-11T13:31:57.762102Z", + "start_time": "2024-07-11T13:31:53.858647Z" + } + }, + "cell_type": "code", + "source": [ + "from langchain_core.chat_history import InMemoryChatMessageHistory\n", + "from langchain_core.output_parsers import StrOutputParser\n", + "from langchain_core.prompts import ChatPromptTemplate\n", + "from langchain_core.runnables.history import RunnableWithMessageHistory\n", + "from langchain_openai import ChatOpenAI\n", + "import langchain\n", + "\n", + "langchain.debug=True\n", + "\n", + "prompt = ChatPromptTemplate.from_messages(\n", + " [\n", + " (\"system\", \"你是一个ai助手,基于下面的对话历史来回答问题\"),\n", + " (\"placeholder\", \"{chat_history}\"),\n", + " (\"human\", \"{input}\"),\n", + " ]\n", + ")\n", + "\n", + "history = InMemoryChatMessageHistory()\n", + "\n", + "chain = prompt | ChatOpenAI() | StrOutputParser()\n", + "\n", + "wrapped_chain = RunnableWithMessageHistory(chain, lambda x: history)\n", + "res = wrapped_chain.invoke(\n", + "{\"input\": \"你是谁\"},\n", + "config={\"configurable\": {\"session_id\": \"42\"}})\n", + "wrapped_chain.invoke({\"input\": \"我刚才问你什么了?\"},config={\"configurable\": {\"session_id\": \"42\"}})" + ], + "id": "4287f885751ec7bc", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"你是谁\"\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:load_history] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"你是谁\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:load_history] [1ms] Exiting Chain run with output:\n", + "\u001B[0m[outputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableWithMessageHistoryInAsyncMode] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableWithMessageHistoryInAsyncMode] [0ms] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": false\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > prompt:ChatPromptTemplate] Entering Prompt run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > prompt:ChatPromptTemplate] [0ms] Exiting Prompt run with output:\n", + "\u001B[0m[outputs]\n", + "\u001B[32;1m\u001B[1;3m[llm/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > llm:ChatOpenAI] Entering LLM run with input:\n", + "\u001B[0m{\n", + " \"prompts\": [\n", + " \"System: 你是一个ai助手,基于下面的对话历史来回答问题\\nHuman: [HumanMessage(content='你是谁')]\"\n", + " ]\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[llm/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > llm:ChatOpenAI] [2.49s] Exiting LLM run with output:\n", + "\u001B[0m{\n", + " \"generations\": [\n", + " [\n", + " {\n", + " \"text\": \"我是一个AI助手,可以回答你关于各种主题的问题。有什么可以帮助你的吗?\",\n", + " \"generation_info\": {\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ChatGeneration\",\n", + " \"message\": {\n", + " \"lc\": 1,\n", + " \"type\": \"constructor\",\n", + " \"id\": [\n", + " \"langchain\",\n", + " \"schema\",\n", + " \"messages\",\n", + " \"AIMessage\"\n", + " ],\n", + " \"kwargs\": {\n", + " \"content\": \"我是一个AI助手,可以回答你关于各种主题的问题。有什么可以帮助你的吗?\",\n", + " \"response_metadata\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 37,\n", + " \"prompt_tokens\": 44,\n", + " \"total_tokens\": 81\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null,\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ai\",\n", + " \"id\": \"run-30d158fc-4e51-425b-8148-e53227937c95-0\",\n", + " \"usage_metadata\": {\n", + " \"input_tokens\": 44,\n", + " \"output_tokens\": 37,\n", + " \"total_tokens\": 81\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": []\n", + " }\n", + " }\n", + " }\n", + " ]\n", + " ],\n", + " \"llm_output\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 37,\n", + " \"prompt_tokens\": 44,\n", + " \"total_tokens\": 81\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null\n", + " },\n", + " \"run\": null\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > parser:StrOutputParser] Entering Parser run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > parser:StrOutputParser] [2ms] Exiting Parser run with output:\n", + "\u001B[0m{\n", + " \"output\": \"我是一个AI助手,可以回答你关于各种主题的问题。有什么可以帮助你的吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence] [2.50s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"我是一个AI助手,可以回答你关于各种主题的问题。有什么可以帮助你的吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch] [2.50s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"我是一个AI助手,可以回答你关于各种主题的问题。有什么可以帮助你的吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory] [2.50s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"我是一个AI助手,可以回答你关于各种主题的问题。有什么可以帮助你的吗?\"\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"我刚才问你什么了?\"\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:load_history] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"我刚才问你什么了?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:load_history] [1ms] Exiting Chain run with output:\n", + "\u001B[0m[outputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableWithMessageHistoryInAsyncMode] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableWithMessageHistoryInAsyncMode] [1ms] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": false\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > prompt:ChatPromptTemplate] Entering Prompt run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > prompt:ChatPromptTemplate] [1ms] Exiting Prompt run with output:\n", + "\u001B[0m[outputs]\n", + "\u001B[32;1m\u001B[1;3m[llm/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > llm:ChatOpenAI] Entering LLM run with input:\n", + "\u001B[0m{\n", + " \"prompts\": [\n", + " \"System: 你是一个ai助手,基于下面的对话历史来回答问题\\nHuman: [HumanMessage(content='你是谁'), AIMessage(content='我是一个AI助手,可以回答你关于各种主题的问题。有什么可以帮助你的吗?'), HumanMessage(content='我刚才问你什么了?')]\"\n", + " ]\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[llm/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > llm:ChatOpenAI] [1.25s] Exiting LLM run with output:\n", + "\u001B[0m{\n", + " \"generations\": [\n", + " [\n", + " {\n", + " \"text\": \"你之前问我\\\"你是谁\\\"。有什么其他问题我可以帮助你解答吗?\",\n", + " \"generation_info\": {\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ChatGeneration\",\n", + " \"message\": {\n", + " \"lc\": 1,\n", + " \"type\": \"constructor\",\n", + " \"id\": [\n", + " \"langchain\",\n", + " \"schema\",\n", + " \"messages\",\n", + " \"AIMessage\"\n", + " ],\n", + " \"kwargs\": {\n", + " \"content\": \"你之前问我\\\"你是谁\\\"。有什么其他问题我可以帮助你解答吗?\",\n", + " \"response_metadata\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 31,\n", + " \"prompt_tokens\": 103,\n", + " \"total_tokens\": 134\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null,\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ai\",\n", + " \"id\": \"run-0464876a-385b-44d0-bac4-3c552153d300-0\",\n", + " \"usage_metadata\": {\n", + " \"input_tokens\": 103,\n", + " \"output_tokens\": 31,\n", + " \"total_tokens\": 134\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": []\n", + " }\n", + " }\n", + " }\n", + " ]\n", + " ],\n", + " \"llm_output\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 31,\n", + " \"prompt_tokens\": 103,\n", + " \"total_tokens\": 134\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null\n", + " },\n", + " \"run\": null\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > parser:StrOutputParser] Entering Parser run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > parser:StrOutputParser] [2ms] Exiting Parser run with output:\n", + "\u001B[0m{\n", + " \"output\": \"你之前问我\\\"你是谁\\\"。有什么其他问题我可以帮助你解答吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence] [1.26s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"你之前问我\\\"你是谁\\\"。有什么其他问题我可以帮助你解答吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch] [1.26s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"你之前问我\\\"你是谁\\\"。有什么其他问题我可以帮助你解答吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory] [1.27s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"你之前问我\\\"你是谁\\\"。有什么其他问题我可以帮助你解答吗?\"\n", + "}\n" + ] + }, + { + "data": { + "text/plain": [ + "'你之前问我\"你是谁\"。有什么其他问题我可以帮助你解答吗?'" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 14 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-11T13:32:14.929779Z", + "start_time": "2024-07-11T13:32:14.926087Z" + } + }, + "cell_type": "code", + "source": "history.messages", + "id": "ea56d4305ec820e9", + "outputs": [ + { + "data": { + "text/plain": [ + "[HumanMessage(content='你是谁'),\n", + " AIMessage(content='我是一个AI助手,可以回答你关于各种主题的问题。有什么可以帮助你的吗?'),\n", + " HumanMessage(content='我刚才问你什么了?'),\n", + " AIMessage(content='你之前问我\"你是谁\"。有什么其他问题我可以帮助你解答吗?')]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 15 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "## RedisChatMessageHistory\n", + "\n", + "数据存放在redis中,需要引入redis,需要在本地先启动redis\n", + "`RedisChatMessageHistory`在构建的时候需要链接信息,默认是`redis://localhost:6379/0`,key的前缀是`message_store`,存储的数据类型是`list`" + ], + "id": "13f3a37839bb226b" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-11T13:55:10.387159Z", + "start_time": "2024-07-11T13:55:10.381853Z" + } + }, + "cell_type": "code", + "source": [ + "from langchain_community.chat_message_histories import RedisChatMessageHistory\n", + "from langchain_core.output_parsers import StrOutputParser\n", + "from langchain_core.prompts import ChatPromptTemplate\n", + "from langchain_core.runnables.history import RunnableWithMessageHistory\n", + "from langchain_openai import ChatOpenAI\n", + "import langchain\n", + "langchain.debug=True\n", + "\n", + "prompt = ChatPromptTemplate.from_messages(\n", + " [\n", + " (\"system\", \"你是一个ai助手,基于下面的对话历史来回答问题\"),\n", + " (\"placeholder\", \"{chat_history}\"),\n", + " (\"human\", \"{input}\"),\n", + " ]\n", + ")\n", + "history = RedisChatMessageHistory(session_id=\"42\")\n", + "history.clear()" + ], + "id": "8cab204bbd4320f4", + "outputs": [], + "execution_count": 2 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-11T13:55:14.208146Z", + "start_time": "2024-07-11T13:55:14.203447Z" + } + }, + "cell_type": "code", + "source": "history.messages", + "id": "814ef12bab9aba44", + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 3 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-11T13:55:36.485829Z", + "start_time": "2024-07-11T13:55:32.287928Z" + } + }, + "cell_type": "code", + "source": [ + "chain = prompt | ChatOpenAI() | StrOutputParser()\n", + "\n", + "wrapped_chain = RunnableWithMessageHistory(chain, lambda x: history)\n", + "res = wrapped_chain.invoke(\n", + "{\"input\": \"你是谁\"},\n", + "config={\"configurable\": {\"session_id\": \"42\"}})" + ], + "id": "8b6811585530d9e8", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"你是谁\"\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:load_history] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"你是谁\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:load_history] [1ms] Exiting Chain run with output:\n", + "\u001B[0m[outputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableWithMessageHistoryInAsyncMode] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableWithMessageHistoryInAsyncMode] [0ms] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": false\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > prompt:ChatPromptTemplate] Entering Prompt run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > prompt:ChatPromptTemplate] [0ms] Exiting Prompt run with output:\n", + "\u001B[0m[outputs]\n", + "\u001B[32;1m\u001B[1;3m[llm/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > llm:ChatOpenAI] Entering LLM run with input:\n", + "\u001B[0m{\n", + " \"prompts\": [\n", + " \"System: 你是一个ai助手,基于下面的对话历史来回答问题\\nHuman: [HumanMessage(content='你是谁')]\"\n", + " ]\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[llm/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > llm:ChatOpenAI] [4.06s] Exiting LLM run with output:\n", + "\u001B[0m{\n", + " \"generations\": [\n", + " [\n", + " {\n", + " \"text\": \"我是一个AI助手,可以回答你关于各种问题的查询。有什么可以帮助你的吗?\",\n", + " \"generation_info\": {\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ChatGeneration\",\n", + " \"message\": {\n", + " \"lc\": 1,\n", + " \"type\": \"constructor\",\n", + " \"id\": [\n", + " \"langchain\",\n", + " \"schema\",\n", + " \"messages\",\n", + " \"AIMessage\"\n", + " ],\n", + " \"kwargs\": {\n", + " \"content\": \"我是一个AI助手,可以回答你关于各种问题的查询。有什么可以帮助你的吗?\",\n", + " \"response_metadata\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 36,\n", + " \"prompt_tokens\": 44,\n", + " \"total_tokens\": 80\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null,\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ai\",\n", + " \"id\": \"run-d0a8a957-bf6d-4524-995c-f1c5571096dc-0\",\n", + " \"usage_metadata\": {\n", + " \"input_tokens\": 44,\n", + " \"output_tokens\": 36,\n", + " \"total_tokens\": 80\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": []\n", + " }\n", + " }\n", + " }\n", + " ]\n", + " ],\n", + " \"llm_output\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 36,\n", + " \"prompt_tokens\": 44,\n", + " \"total_tokens\": 80\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null\n", + " },\n", + " \"run\": null\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > parser:StrOutputParser] Entering Parser run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > parser:StrOutputParser] [1ms] Exiting Parser run with output:\n", + "\u001B[0m{\n", + " \"output\": \"我是一个AI助手,可以回答你关于各种问题的查询。有什么可以帮助你的吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence] [4.07s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"我是一个AI助手,可以回答你关于各种问题的查询。有什么可以帮助你的吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch] [4.07s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"我是一个AI助手,可以回答你关于各种问题的查询。有什么可以帮助你的吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory] [4.08s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"我是一个AI助手,可以回答你关于各种问题的查询。有什么可以帮助你的吗?\"\n", + "}\n" + ] + } + ], + "execution_count": 4 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-11T13:55:44.677531Z", + "start_time": "2024-07-11T13:55:44.673145Z" + } + }, + "cell_type": "code", + "source": "history.messages", + "id": "ed9558fd58e2709d", + "outputs": [ + { + "data": { + "text/plain": [ + "[HumanMessage(content='你是谁'),\n", + " AIMessage(content='我是一个AI助手,可以回答你关于各种问题的查询。有什么可以帮助你的吗?')]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 5 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-11T13:56:02.976331Z", + "start_time": "2024-07-11T13:56:00.280570Z" + } + }, + "cell_type": "code", + "source": "wrapped_chain.invoke({\"input\": \"我刚才问你什么了?\"},config={\"configurable\": {\"session_id\": \"42\"}})", + "id": "78d598aab93f8dd", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"我刚才问你什么了?\"\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:load_history] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"我刚才问你什么了?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:load_history] [2ms] Exiting Chain run with output:\n", + "\u001B[0m[outputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableWithMessageHistoryInAsyncMode] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableWithMessageHistoryInAsyncMode] [1ms] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": false\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > prompt:ChatPromptTemplate] Entering Prompt run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > prompt:ChatPromptTemplate] [1ms] Exiting Prompt run with output:\n", + "\u001B[0m[outputs]\n", + "\u001B[32;1m\u001B[1;3m[llm/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > llm:ChatOpenAI] Entering LLM run with input:\n", + "\u001B[0m{\n", + " \"prompts\": [\n", + " \"System: 你是一个ai助手,基于下面的对话历史来回答问题\\nHuman: [HumanMessage(content='你是谁'), AIMessage(content='我是一个AI助手,可以回答你关于各种问题的查询。有什么可以帮助你的吗?'), HumanMessage(content='我刚才问你什么了?')]\"\n", + " ]\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[llm/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > llm:ChatOpenAI] [2.66s] Exiting LLM run with output:\n", + "\u001B[0m{\n", + " \"generations\": [\n", + " [\n", + " {\n", + " \"text\": \"你问我是谁。有什么其他问题我可以帮助你解答吗?\",\n", + " \"generation_info\": {\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ChatGeneration\",\n", + " \"message\": {\n", + " \"lc\": 1,\n", + " \"type\": \"constructor\",\n", + " \"id\": [\n", + " \"langchain\",\n", + " \"schema\",\n", + " \"messages\",\n", + " \"AIMessage\"\n", + " ],\n", + " \"kwargs\": {\n", + " \"content\": \"你问我是谁。有什么其他问题我可以帮助你解答吗?\",\n", + " \"response_metadata\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 26,\n", + " \"prompt_tokens\": 102,\n", + " \"total_tokens\": 128\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null,\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ai\",\n", + " \"id\": \"run-71ca08cc-6161-4683-8af6-42183fc2f8dd-0\",\n", + " \"usage_metadata\": {\n", + " \"input_tokens\": 102,\n", + " \"output_tokens\": 26,\n", + " \"total_tokens\": 128\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": []\n", + " }\n", + " }\n", + " }\n", + " ]\n", + " ],\n", + " \"llm_output\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 26,\n", + " \"prompt_tokens\": 102,\n", + " \"total_tokens\": 128\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null\n", + " },\n", + " \"run\": null\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > parser:StrOutputParser] Entering Parser run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > parser:StrOutputParser] [1ms] Exiting Parser run with output:\n", + "\u001B[0m{\n", + " \"output\": \"你问我是谁。有什么其他问题我可以帮助你解答吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence] [2.66s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"你问我是谁。有什么其他问题我可以帮助你解答吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch] [2.67s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"你问我是谁。有什么其他问题我可以帮助你解答吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory] [2.68s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"你问我是谁。有什么其他问题我可以帮助你解答吗?\"\n", + "}\n" + ] + }, + { + "data": { + "text/plain": [ + "'你问我是谁。有什么其他问题我可以帮助你解答吗?'" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 6 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-11T13:56:42.602918Z", + "start_time": "2024-07-11T13:56:42.596793Z" + } + }, + "cell_type": "code", + "source": "history.messages", + "id": "39570b4826b31c52", + "outputs": [ + { + "data": { + "text/plain": [ + "[HumanMessage(content='你是谁'),\n", + " AIMessage(content='我是一个AI助手,可以回答你关于各种问题的查询。有什么可以帮助你的吗?'),\n", + " HumanMessage(content='我刚才问你什么了?'),\n", + " AIMessage(content='你问我是谁。有什么其他问题我可以帮助你解答吗?')]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 7 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-11T14:00:07.405854Z", + "start_time": "2024-07-11T14:00:07.402307Z" + } + }, + "cell_type": "code", + "source": "history.redis_client.type(history.key)", + "id": "cb42e750f722bb0b", + "outputs": [ + { + "data": { + "text/plain": [ + "b'list'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 12 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "与此类似的有`MongoDBChatMessageHistory`,`ElasticsearchChatMessageHistory`,`SQLChatMessageHistory`。\n", + "`SQLChatMessageHistory`是将数据存储在sql数据库中。" + ], + "id": "c10580178a63d87d" + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "## Memory和History同时使用\n", + "\n", + "### Memory中使用History\n", + "Memory中底层实现就是History,可以在构造Memory的时候指定chat_Memory,默认是`InMemoryChatMessageHistory`" + ], + "id": "3a435fe0479eb23b" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-17T14:53:03.992850Z", + "start_time": "2024-07-17T14:53:01.932378Z" + } + }, + "cell_type": "code", + "source": [ + "from langchain.memory import ConversationBufferWindowMemory\n", + "from langchain.chains import ConversationChain\n", + "from langchain_core.prompts import ChatPromptTemplate\n", + "from langchain_openai import ChatOpenAI\n", + "\n", + "template = \"\"\"\n", + "你是一个ai助手,叫做小李,你需要根据对话历史来回答用户问题.\n", + "Chat history: {history}\n", + "Question: {input}\n", + "\"\"\"\n", + "\n", + "prompt = ChatPromptTemplate.from_template(template)\n", + "\n", + "history = RedisChatMessageHistory(session_id=\"42\")\n", + "history.clear()\n", + "memory = ConversationBufferWindowMemory(chat_memory=history,k=2)\n", + "\n", + "chain = ConversationChain(\n", + " llm=ChatOpenAI(),\n", + " memory=memory,\n", + " prompt=prompt,\n", + ")\n", + "\n", + "chain.invoke({\"input\":\"你是谁?\"})" + ], + "id": "f72b536fe10c4892", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:ConversationChain] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"你是谁?\",\n", + " \"history\": \"\"\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[llm/start]\u001B[0m \u001B[1m[chain:ConversationChain > llm:ChatOpenAI] Entering LLM run with input:\n", + "\u001B[0m{\n", + " \"prompts\": [\n", + " \"Human: \\n你是一个ai助手,叫做小李,你需要根据对话历史来回答用户问题.\\nChat history: \\nQuestion: 你是谁?\"\n", + " ]\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[llm/end]\u001B[0m \u001B[1m[chain:ConversationChain > llm:ChatOpenAI] [1.93s] Exiting LLM run with output:\n", + "\u001B[0m{\n", + " \"generations\": [\n", + " [\n", + " {\n", + " \"text\": \"我是一个AI助手,叫做小李。有什么可以帮助你的吗?\",\n", + " \"generation_info\": {\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ChatGeneration\",\n", + " \"message\": {\n", + " \"lc\": 1,\n", + " \"type\": \"constructor\",\n", + " \"id\": [\n", + " \"langchain\",\n", + " \"schema\",\n", + " \"messages\",\n", + " \"AIMessage\"\n", + " ],\n", + " \"kwargs\": {\n", + " \"content\": \"我是一个AI助手,叫做小李。有什么可以帮助你的吗?\",\n", + " \"response_metadata\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 30,\n", + " \"prompt_tokens\": 53,\n", + " \"total_tokens\": 83\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null,\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ai\",\n", + " \"id\": \"run-d4a34ad1-1a93-4db2-8258-57c2946569fb-0\",\n", + " \"usage_metadata\": {\n", + " \"input_tokens\": 53,\n", + " \"output_tokens\": 30,\n", + " \"total_tokens\": 83\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": []\n", + " }\n", + " }\n", + " }\n", + " ]\n", + " ],\n", + " \"llm_output\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 30,\n", + " \"prompt_tokens\": 53,\n", + " \"total_tokens\": 83\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null\n", + " },\n", + " \"run\": null\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:ConversationChain] [1.94s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"response\": \"我是一个AI助手,叫做小李。有什么可以帮助你的吗?\"\n", + "}\n" + ] + }, + { + "data": { + "text/plain": [ + "{'input': '你是谁?', 'history': '', 'response': '我是一个AI助手,叫做小李。有什么可以帮助你的吗?'}" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 13 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-17T14:53:08.897244Z", + "start_time": "2024-07-17T14:53:07.669038Z" + } + }, + "cell_type": "code", + "source": "chain.invoke({\"input\":\"你知道1+1等于?\"})", + "id": "cc492c4a6f567c6e", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:ConversationChain] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"你知道1+1等于?\",\n", + " \"history\": \"Human: 你是谁?\\nAI: 我是一个AI助手,叫做小李。有什么可以帮助你的吗?\"\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[llm/start]\u001B[0m \u001B[1m[chain:ConversationChain > llm:ChatOpenAI] Entering LLM run with input:\n", + "\u001B[0m{\n", + " \"prompts\": [\n", + " \"Human: \\n你是一个ai助手,叫做小李,你需要根据对话历史来回答用户问题.\\nChat history: Human: 你是谁?\\nAI: 我是一个AI助手,叫做小李。有什么可以帮助你的吗?\\nQuestion: 你知道1+1等于?\"\n", + " ]\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[llm/end]\u001B[0m \u001B[1m[chain:ConversationChain > llm:ChatOpenAI] [1.22s] Exiting LLM run with output:\n", + "\u001B[0m{\n", + " \"generations\": [\n", + " [\n", + " {\n", + " \"text\": \"AI: 是的,1+1等于2。有其他问题需要我帮忙解答吗?\",\n", + " \"generation_info\": {\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ChatGeneration\",\n", + " \"message\": {\n", + " \"lc\": 1,\n", + " \"type\": \"constructor\",\n", + " \"id\": [\n", + " \"langchain\",\n", + " \"schema\",\n", + " \"messages\",\n", + " \"AIMessage\"\n", + " ],\n", + " \"kwargs\": {\n", + " \"content\": \"AI: 是的,1+1等于2。有其他问题需要我帮忙解答吗?\",\n", + " \"response_metadata\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 27,\n", + " \"prompt_tokens\": 97,\n", + " \"total_tokens\": 124\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null,\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ai\",\n", + " \"id\": \"run-a16ee587-83f5-44e1-a16a-0d879df2911c-0\",\n", + " \"usage_metadata\": {\n", + " \"input_tokens\": 97,\n", + " \"output_tokens\": 27,\n", + " \"total_tokens\": 124\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": []\n", + " }\n", + " }\n", + " }\n", + " ]\n", + " ],\n", + " \"llm_output\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 27,\n", + " \"prompt_tokens\": 97,\n", + " \"total_tokens\": 124\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null\n", + " },\n", + " \"run\": null\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:ConversationChain] [1.22s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"response\": \"AI: 是的,1+1等于2。有其他问题需要我帮忙解答吗?\"\n", + "}\n" + ] + }, + { + "data": { + "text/plain": [ + "{'input': '你知道1+1等于?',\n", + " 'history': 'Human: 你是谁?\\nAI: 我是一个AI助手,叫做小李。有什么可以帮助你的吗?',\n", + " 'response': 'AI: 是的,1+1等于2。有其他问题需要我帮忙解答吗?'}" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 14 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "redis中看数据\n", + "![](../resource/img_11.png)\n", + "key存在了,数据已经存在了,在进件多轮对话看redis中结果" + ], + "id": "d518ad9fb7f24767" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-17T14:53:40.443826Z", + "start_time": "2024-07-17T14:53:36.313375Z" + } + }, + "cell_type": "code", + "source": [ + "chain.invoke({\"input\":\"你知道1+2等于?\"})\n", + "chain.invoke({\"input\":\"你知道1+3于?\"})\n", + "chain.invoke({\"input\":\"我问你的第一个问题是什么?\"})" + ], + "id": "b5280f56e30c8858", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:ConversationChain] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"你知道1+2等于?\",\n", + " \"history\": \"Human: 你是谁?\\nAI: 我是一个AI助手,叫做小李。有什么可以帮助你的吗?\\nHuman: 你知道1+1等于?\\nAI: AI: 是的,1+1等于2。有其他问题需要我帮忙解答吗?\"\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[llm/start]\u001B[0m \u001B[1m[chain:ConversationChain > llm:ChatOpenAI] Entering LLM run with input:\n", + "\u001B[0m{\n", + " \"prompts\": [\n", + " \"Human: \\n你是一个ai助手,叫做小李,你需要根据对话历史来回答用户问题.\\nChat history: Human: 你是谁?\\nAI: 我是一个AI助手,叫做小李。有什么可以帮助你的吗?\\nHuman: 你知道1+1等于?\\nAI: AI: 是的,1+1等于2。有其他问题需要我帮忙解答吗?\\nQuestion: 你知道1+2等于?\"\n", + " ]\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[llm/end]\u001B[0m \u001B[1m[chain:ConversationChain > llm:ChatOpenAI] [1.85s] Exiting LLM run with output:\n", + "\u001B[0m{\n", + " \"generations\": [\n", + " [\n", + " {\n", + " \"text\": \"AI: 是的,1+2等于3。有其他问题需要我帮忙解答吗?\",\n", + " \"generation_info\": {\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ChatGeneration\",\n", + " \"message\": {\n", + " \"lc\": 1,\n", + " \"type\": \"constructor\",\n", + " \"id\": [\n", + " \"langchain\",\n", + " \"schema\",\n", + " \"messages\",\n", + " \"AIMessage\"\n", + " ],\n", + " \"kwargs\": {\n", + " \"content\": \"AI: 是的,1+2等于3。有其他问题需要我帮忙解答吗?\",\n", + " \"response_metadata\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 27,\n", + " \"prompt_tokens\": 138,\n", + " \"total_tokens\": 165\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null,\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ai\",\n", + " \"id\": \"run-17ca5dee-0b80-4368-b68b-ebfbc88b27e2-0\",\n", + " \"usage_metadata\": {\n", + " \"input_tokens\": 138,\n", + " \"output_tokens\": 27,\n", + " \"total_tokens\": 165\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": []\n", + " }\n", + " }\n", + " }\n", + " ]\n", + " ],\n", + " \"llm_output\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 27,\n", + " \"prompt_tokens\": 138,\n", + " \"total_tokens\": 165\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null\n", + " },\n", + " \"run\": null\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:ConversationChain] [1.86s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"response\": \"AI: 是的,1+2等于3。有其他问题需要我帮忙解答吗?\"\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:ConversationChain] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"你知道1+3于?\",\n", + " \"history\": \"Human: 你知道1+1等于?\\nAI: AI: 是的,1+1等于2。有其他问题需要我帮忙解答吗?\\nHuman: 你知道1+2等于?\\nAI: AI: 是的,1+2等于3。有其他问题需要我帮忙解答吗?\"\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[llm/start]\u001B[0m \u001B[1m[chain:ConversationChain > llm:ChatOpenAI] Entering LLM run with input:\n", + "\u001B[0m{\n", + " \"prompts\": [\n", + " \"Human: \\n你是一个ai助手,叫做小李,你需要根据对话历史来回答用户问题.\\nChat history: Human: 你知道1+1等于?\\nAI: AI: 是的,1+1等于2。有其他问题需要我帮忙解答吗?\\nHuman: 你知道1+2等于?\\nAI: AI: 是的,1+2等于3。有其他问题需要我帮忙解答吗?\\nQuestion: 你知道1+3于?\"\n", + " ]\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[llm/end]\u001B[0m \u001B[1m[chain:ConversationChain > llm:ChatOpenAI] [1.21s] Exiting LLM run with output:\n", + "\u001B[0m{\n", + " \"generations\": [\n", + " [\n", + " {\n", + " \"text\": \"AI: 是的,1+3等于4。有其他问题需要我帮忙解答吗?\",\n", + " \"generation_info\": {\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ChatGeneration\",\n", + " \"message\": {\n", + " \"lc\": 1,\n", + " \"type\": \"constructor\",\n", + " \"id\": [\n", + " \"langchain\",\n", + " \"schema\",\n", + " \"messages\",\n", + " \"AIMessage\"\n", + " ],\n", + " \"kwargs\": {\n", + " \"content\": \"AI: 是的,1+3等于4。有其他问题需要我帮忙解答吗?\",\n", + " \"response_metadata\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 27,\n", + " \"prompt_tokens\": 137,\n", + " \"total_tokens\": 164\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null,\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ai\",\n", + " \"id\": \"run-a3c771a9-5f7f-4dc8-b46a-46869f052122-0\",\n", + " \"usage_metadata\": {\n", + " \"input_tokens\": 137,\n", + " \"output_tokens\": 27,\n", + " \"total_tokens\": 164\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": []\n", + " }\n", + " }\n", + " }\n", + " ]\n", + " ],\n", + " \"llm_output\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 27,\n", + " \"prompt_tokens\": 137,\n", + " \"total_tokens\": 164\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null\n", + " },\n", + " \"run\": null\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:ConversationChain] [1.21s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"response\": \"AI: 是的,1+3等于4。有其他问题需要我帮忙解答吗?\"\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:ConversationChain] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"我问你的第一个问题是什么?\",\n", + " \"history\": \"Human: 你知道1+2等于?\\nAI: AI: 是的,1+2等于3。有其他问题需要我帮忙解答吗?\\nHuman: 你知道1+3于?\\nAI: AI: 是的,1+3等于4。有其他问题需要我帮忙解答吗?\"\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[llm/start]\u001B[0m \u001B[1m[chain:ConversationChain > llm:ChatOpenAI] Entering LLM run with input:\n", + "\u001B[0m{\n", + " \"prompts\": [\n", + " \"Human: \\n你是一个ai助手,叫做小李,你需要根据对话历史来回答用户问题.\\nChat history: Human: 你知道1+2等于?\\nAI: AI: 是的,1+2等于3。有其他问题需要我帮忙解答吗?\\nHuman: 你知道1+3于?\\nAI: AI: 是的,1+3等于4。有其他问题需要我帮忙解答吗?\\nQuestion: 我问你的第一个问题是什么?\"\n", + " ]\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[llm/end]\u001B[0m \u001B[1m[chain:ConversationChain > llm:ChatOpenAI] [1.03s] Exiting LLM run with output:\n", + "\u001B[0m{\n", + " \"generations\": [\n", + " [\n", + " {\n", + " \"text\": \"你问我1+2等于多少。\",\n", + " \"generation_info\": {\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ChatGeneration\",\n", + " \"message\": {\n", + " \"lc\": 1,\n", + " \"type\": \"constructor\",\n", + " \"id\": [\n", + " \"langchain\",\n", + " \"schema\",\n", + " \"messages\",\n", + " \"AIMessage\"\n", + " ],\n", + " \"kwargs\": {\n", + " \"content\": \"你问我1+2等于多少。\",\n", + " \"response_metadata\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 11,\n", + " \"prompt_tokens\": 140,\n", + " \"total_tokens\": 151\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null,\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ai\",\n", + " \"id\": \"run-1895a913-2929-478c-835c-09644e8aa782-0\",\n", + " \"usage_metadata\": {\n", + " \"input_tokens\": 140,\n", + " \"output_tokens\": 11,\n", + " \"total_tokens\": 151\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": []\n", + " }\n", + " }\n", + " }\n", + " ]\n", + " ],\n", + " \"llm_output\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 11,\n", + " \"prompt_tokens\": 140,\n", + " \"total_tokens\": 151\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null\n", + " },\n", + " \"run\": null\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:ConversationChain] [1.04s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"response\": \"你问我1+2等于多少。\"\n", + "}\n" + ] + }, + { + "data": { + "text/plain": [ + "{'input': '我问你的第一个问题是什么?',\n", + " 'history': 'Human: 你知道1+2等于?\\nAI: AI: 是的,1+2等于3。有其他问题需要我帮忙解答吗?\\nHuman: 你知道1+3于?\\nAI: AI: 是的,1+3等于4。有其他问题需要我帮忙解答吗?',\n", + " 'response': '你问我1+2等于多少。'}" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 15 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "redis中数据如下:\n", + "![](../resource/img_10.png)\n", + "怎么看起来不是预期的,预期是保存4条对话记录,也就是2轮对话。但是redis中全部都保存起来了。从上面的执行过程中可以看到,确实传递给llm的是最后两轮对话,是预期的。翻找代码发现\n", + "**Memory中对对话历史做处理是不影响History的,History会记录完整的对话历史,Memory会对History中的message做加工** ,具体可以看`langchain.memory.chat_memory.BaseChatMemory.save_context`。\n", + "\n", + "\n", + "上面的例子是Memory中套入了History,并且使用的是老的LangChain的写法,不是LCEL。\n", + "LCEL使用的是`RunnableWithMessageHistory`来包装`chain`,他需要返回的是一个`BaseChatMessageHistory`的子类,看起来Memory这一套并不适用,需要自己在包装一下,在返回History的时候使用Memory来处理一下。\n" + ], + "id": "9cac7d2dc67dc1dd" + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "### History中使用Memory(使用LCEL)\n", + "\n", + "不兼容,需要手动做兼容\n", + "原因如下\n", + "1. 在Memory的实现中,是通过History的`add_message`的方式来完成的。这个接口的入参就一个 `message`,但是Memory对外暴漏的接口是`save_context`,每次都要求传递两个参数,`input,output`,这里就不能兼容,需要有一种方式来判断本次添加的message是那种,在我的代码中我是通过`switch`来做的。\n", + "2. 需要处理数据首次加载的问题,先从Memory中获取数据,如果没有,在从History中获取,最后数据回灌到History。\n", + "\n", + "**下面的代码没有跑动**" + ], + "id": "9bd6f421d7b6dc7d" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-17T15:31:59.456176Z", + "start_time": "2024-07-17T15:31:57.492063Z" + } + }, + "cell_type": "code", + "source": [ + "import json\n", + "import logging\n", + "from typing import List, Optional\n", + "\n", + "from langchain_core.chat_history import BaseChatMessageHistory\n", + "from langchain_core.messages import (\n", + " BaseMessage,\n", + " message_to_dict,\n", + " messages_from_dict,\n", + ")\n", + "\n", + "from langchain_community.utilities.redis import get_client\n", + "\n", + "logger = logging.getLogger(__name__)\n", + "\n", + "\n", + "class RedisConversationBufferHistory(RedisChatMessageHistory):\n", + " \"\"\"Chat message history stored in a Redis database. use ConversationBufferMemory\"\"\"\n", + "\n", + " def __init__(\n", + " self,\n", + " **kwargs\n", + " ):\n", + " super().__init__(**kwargs)\n", + " self.memory = ConversationBufferWindowMemory(k=2)\n", + " self.switch = True\n", + " \n", + "\n", + " def change_switch(self):\n", + " self.switch = !self.switch\n", + " \n", + " def is_open_switch(self):\n", + " return self.switch\n", + "\n", + " @property\n", + " def messages(self) -> List[BaseMessage]:\n", + " return self.memory.buffer_as_messages\n", + "\n", + " def add_message(self, message: BaseMessage) -> None:\n", + " \"\"\"Append the message to the record in Redis\"\"\"\n", + " if len(message.content) > 0:\n", + " self.redis_client.lpush(self.key, json.dumps(message_to_dict(message)))\n", + " if self.ttl:\n", + " self.redis_client.expire(self.key, self.ttl)\n", + " \n", + " if self.is_open_switch():\n", + " self.memory.save_context(message,\"\")\n", + " else:\n", + " self.memory.save_context(\"\",message)\n", + " \n", + "\n", + " def clear(self) -> None:\n", + " super().clear()\n", + " self.memory.clear()\n", + "\n", + "\n", + "from langchain_core.output_parsers import StrOutputParser\n", + "from langchain_core.prompts import ChatPromptTemplate\n", + "from langchain_core.runnables.history import RunnableWithMessageHistory\n", + "from langchain_openai import ChatOpenAI\n", + "import langchain\n", + "langchain.debug=True\n", + "\n", + "prompt = ChatPromptTemplate.from_messages(\n", + " [\n", + " (\"system\", \"你是一个ai助手,基于下面的对话历史来回答问题\"),\n", + " (\"placeholder\", \"{chat_history}\"),\n", + " (\"human\", \"{input}\"),\n", + " ]\n", + ")\n", + "chain = prompt | ChatOpenAI() | StrOutputParser()\n", + "\n", + "history = RedisConversationBufferHistory(session_id=\"43\")\n", + "history.clear()\n", + "wrapped_chain = RunnableWithMessageHistory(chain,lambda x: history)\n", + "res = wrapped_chain.invoke(\n", + "{\"input\": \"你是谁\"},\n", + "config={\"configurable\": {\"session_id\": \"43\"}})" + ], + "id": "ba7c98eeb99f8947", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"你是谁\"\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:load_history] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"你是谁\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:load_history] [0ms] Exiting Chain run with output:\n", + "\u001B[0m[outputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableWithMessageHistoryInAsyncMode] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableWithMessageHistoryInAsyncMode] [0ms] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": false\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > prompt:ChatPromptTemplate] Entering Prompt run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > prompt:ChatPromptTemplate] [0ms] Exiting Prompt run with output:\n", + "\u001B[0m[outputs]\n", + "\u001B[32;1m\u001B[1;3m[llm/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > llm:ChatOpenAI] Entering LLM run with input:\n", + "\u001B[0m{\n", + " \"prompts\": [\n", + " \"System: 你是一个ai助手,基于下面的对话历史来回答问题\\nHuman: [HumanMessage(content='你是谁')]\"\n", + " ]\n", + "}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Error in RootListenersTracer.on_chain_end callback: TypeError(\"unhashable type: 'dict'\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001B[36;1m\u001B[1;3m[llm/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > llm:ChatOpenAI] [1.85s] Exiting LLM run with output:\n", + "\u001B[0m{\n", + " \"generations\": [\n", + " [\n", + " {\n", + " \"text\": \"我是一个AI助手,可以回答你关于各种话题的问题。有什么可以帮助你的吗?\",\n", + " \"generation_info\": {\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ChatGeneration\",\n", + " \"message\": {\n", + " \"lc\": 1,\n", + " \"type\": \"constructor\",\n", + " \"id\": [\n", + " \"langchain\",\n", + " \"schema\",\n", + " \"messages\",\n", + " \"AIMessage\"\n", + " ],\n", + " \"kwargs\": {\n", + " \"content\": \"我是一个AI助手,可以回答你关于各种话题的问题。有什么可以帮助你的吗?\",\n", + " \"response_metadata\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 37,\n", + " \"prompt_tokens\": 44,\n", + " \"total_tokens\": 81\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null,\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ai\",\n", + " \"id\": \"run-6346b752-fd88-4118-98ab-3cbbbe2beb17-0\",\n", + " \"usage_metadata\": {\n", + " \"input_tokens\": 44,\n", + " \"output_tokens\": 37,\n", + " \"total_tokens\": 81\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": []\n", + " }\n", + " }\n", + " }\n", + " ]\n", + " ],\n", + " \"llm_output\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 37,\n", + " \"prompt_tokens\": 44,\n", + " \"total_tokens\": 81\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null\n", + " },\n", + " \"run\": null\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > parser:StrOutputParser] Entering Parser run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > parser:StrOutputParser] [2ms] Exiting Parser run with output:\n", + "\u001B[0m{\n", + " \"output\": \"我是一个AI助手,可以回答你关于各种话题的问题。有什么可以帮助你的吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence] [1.85s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"我是一个AI助手,可以回答你关于各种话题的问题。有什么可以帮助你的吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch] [1.86s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"我是一个AI助手,可以回答你关于各种话题的问题。有什么可以帮助你的吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory] [1.86s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"我是一个AI助手,可以回答你关于各种话题的问题。有什么可以帮助你的吗?\"\n", + "}\n" + ] + } + ], + "execution_count": 20 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-17T15:32:35.302249Z", + "start_time": "2024-07-17T15:32:33.354989Z" + } + }, + "cell_type": "code", + "source": [ + "res = wrapped_chain.invoke(\n", + "{\"input\": \"hello\"},\n", + "config={\"configurable\": {\"session_id\": \"42\"}})" + ], + "id": "6f64b0136ca7893", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"hello\"\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:load_history] Entering Chain run with input:\n", + "\u001B[0m{\n", + " \"input\": \"hello\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:load_history] [1ms] Exiting Chain run with output:\n", + "\u001B[0m[outputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableWithMessageHistoryInAsyncMode] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableWithMessageHistoryInAsyncMode] [1ms] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": false\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence] Entering Chain run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > prompt:ChatPromptTemplate] Entering Prompt run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > prompt:ChatPromptTemplate] [1ms] Exiting Prompt run with output:\n", + "\u001B[0m[outputs]\n", + "\u001B[32;1m\u001B[1;3m[llm/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > llm:ChatOpenAI] Entering LLM run with input:\n", + "\u001B[0m{\n", + " \"prompts\": [\n", + " \"System: 你是一个ai助手,基于下面的对话历史来回答问题\\nHuman: [HumanMessage(content='hello')]\"\n", + " ]\n", + "}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Error in RootListenersTracer.on_chain_end callback: TypeError(\"unhashable type: 'dict'\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001B[36;1m\u001B[1;3m[llm/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > llm:ChatOpenAI] [1.91s] Exiting LLM run with output:\n", + "\u001B[0m{\n", + " \"generations\": [\n", + " [\n", + " {\n", + " \"text\": \"你好!有什么可以帮助你的吗?\",\n", + " \"generation_info\": {\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ChatGeneration\",\n", + " \"message\": {\n", + " \"lc\": 1,\n", + " \"type\": \"constructor\",\n", + " \"id\": [\n", + " \"langchain\",\n", + " \"schema\",\n", + " \"messages\",\n", + " \"AIMessage\"\n", + " ],\n", + " \"kwargs\": {\n", + " \"content\": \"你好!有什么可以帮助你的吗?\",\n", + " \"response_metadata\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 17,\n", + " \"prompt_tokens\": 41,\n", + " \"total_tokens\": 58\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null,\n", + " \"finish_reason\": \"stop\",\n", + " \"logprobs\": null\n", + " },\n", + " \"type\": \"ai\",\n", + " \"id\": \"run-1579c3ff-7723-4c57-82f4-b47cf37ae956-0\",\n", + " \"usage_metadata\": {\n", + " \"input_tokens\": 41,\n", + " \"output_tokens\": 17,\n", + " \"total_tokens\": 58\n", + " },\n", + " \"tool_calls\": [],\n", + " \"invalid_tool_calls\": []\n", + " }\n", + " }\n", + " }\n", + " ]\n", + " ],\n", + " \"llm_output\": {\n", + " \"token_usage\": {\n", + " \"completion_tokens\": 17,\n", + " \"prompt_tokens\": 41,\n", + " \"total_tokens\": 58\n", + " },\n", + " \"model_name\": \"gpt-3.5-turbo-0125\",\n", + " \"system_fingerprint\": null\n", + " },\n", + " \"run\": null\n", + "}\n", + "\u001B[32;1m\u001B[1;3m[chain/start]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > parser:StrOutputParser] Entering Parser run with input:\n", + "\u001B[0m[inputs]\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence > parser:StrOutputParser] [2ms] Exiting Parser run with output:\n", + "\u001B[0m{\n", + " \"output\": \"你好!有什么可以帮助你的吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch > chain:RunnableSequence] [1.92s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"你好!有什么可以帮助你的吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory > chain:RunnableBranch] [1.93s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"你好!有什么可以帮助你的吗?\"\n", + "}\n", + "\u001B[36;1m\u001B[1;3m[chain/end]\u001B[0m \u001B[1m[chain:RunnableWithMessageHistory] [1.93s] Exiting Chain run with output:\n", + "\u001B[0m{\n", + " \"output\": \"你好!有什么可以帮助你的吗?\"\n", + "}\n" + ] + } + ], + "execution_count": 21 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "end end end", + "id": "bc167f62bedea5da" + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/requirements.txt b/requirements.txt index 4ece8fe..78f69bb 100644 --- a/requirements.txt +++ b/requirements.txt @@ -11,4 +11,5 @@ langchain_community nltk langchainhub lark -networkx \ No newline at end of file +networkx +redis \ No newline at end of file diff --git a/resource/img_10.png b/resource/img_10.png new file mode 100644 index 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