From 4d28ffc03dcf9fd3a3f639e22f2b499ba2e9b968 Mon Sep 17 00:00:00 2001 From: dusx1981 <157097695@qq.com> Date: Wed, 4 Jun 2025 16:44:35 +0800 Subject: [PATCH 1/2] =?UTF-8?q?=E6=95=B0=E6=8D=AE=E5=BA=93=E5=AF=B9?= =?UTF-8?q?=E8=AF=9D=E5=9C=BA=E6=99=AF=EF=BC=8C=E5=BA=94=E7=94=A8=20thot?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- docs/docs/rag/Thot.md | 319 ++++++++++++++++++ .../scene/chat_db/auto_execute/prompt.py | 2 +- 2 files changed, 320 insertions(+), 1 deletion(-) create mode 100644 docs/docs/rag/Thot.md diff --git a/docs/docs/rag/Thot.md b/docs/docs/rag/Thot.md new file mode 100644 index 000000000..72a1efb23 --- /dev/null +++ b/docs/docs/rag/Thot.md @@ -0,0 +1,319 @@ +# ThoT:解开混乱上下文之谜 + +## Abstract + +1. 背景介绍 + 大型语言模型(LLMs):近年来,LLMs 在自然语言处理领域中取得了突破性进展,能够出色地完成各种与文本相关的任务,比如理解问题、生成回答、总结内容等。然而,在某些复杂的场景下,比如面对大量无关信息或“干扰项”(distractors),模型会出现“遗漏信息”或错误推理的现象。 + 挑战:混乱上下文:混乱上下文的典型特征包括干扰信息、长文档中与任务无关的部分等。这些都会导致模型难以识别关键信息,进而影响回答质量。、 + +2. Thread of Thought (ThoT) 策略的核心思想 + - 灵感来源:ThoT 的设计灵感来源于人类的思维过程。人类在解决复杂问题时,通常会将问题拆解为若干子问题,逐步筛选并整合相关信息,从而得出答案。 + - 工作原理: + - 上下文分段: + - 将长文档或混乱的上下文分成多个小的逻辑单元(段落、句子或子任务)。 + - 避免模型被无关信息“淹没”,通过分段简化处理任务。 + - 筛选关键信息: + - 对每个分段的信息进行筛选,识别出与问题直接相关的部分,丢弃干扰信息。 + - 整合推理: + - 将筛选出的相关信息整合,通过逐步推理生成最终的回答。 + +## Instruction +### 背景概述 +LLMs 的重要性与广泛应用:LLMs 是现代人工智能技术的核心突破之一,在多种自然语言任务中展现了卓越能力。例如: +- 情感分析:分析文本中情感倾向(例如,正面或负面情绪)。 +- 机器翻译:将文本从一种语言翻译到另一种语言。 +- 文本摘要生成:从长文档中提取关键信息,生成简洁摘要。 + +除此之外,LLMs 在多个专业领域也有广泛应用,例如: +- 法律咨询:帮助分析法律案例、撰写法律文档。 +- 医学诊断:支持医生解读患者病史、生成诊断建议。 +- 混乱上下文(Chaotic Context)的定义与挑战: +- 定义:混乱上下文是指输入文本中包含大量复杂、杂乱的信息源,这些信息可能是相关的,也可能完全无关。 + - 区别于长上下文: + - 长上下文主要关注文本的长度,而混乱上下文强调信息的复杂性和多样性。 + - 混乱上下文的问题在于模型需要从庞杂的信息中准确提取关键内容,同时忽略无关信息。 +- 挑战:在混乱上下文中,模型难以有效提取相关信息,尤其当关键信息隐藏在上下文的中间部分时。 + +### 现有解决方案与不足 +- 现有方法概览: + - 基于检索增强的生成(RAG):将检索到的外部知识(例如知识库中的文档)与生成任务相结合,扩展输入上下文。 + - 长上下文扩展:通过模型的输入容量优化(例如位置插值或提示压缩)来处理更长的文本。 + - 链式思维提示(CoT):提供逐步推理的提示,使模型能够按逻辑顺序回答问题。 + +- 代表性方法与局限性: +- Xu 等(2023)的方法:优化模型处理长上下文的能力,但需要对 LLMs 进行重新训练,代价高昂。 +- Jiang 等(2023)的方法(LongLLMLingua):通过辅助模型删除无关信息,但存在以下问题: + - 依赖辅助模型:需要微调额外的模型。 + - 处理未知内容的局限性:辅助模型可能无法适应复杂或未知的上下文。 + - 错误传播:非端到端架构可能将中间步骤中的错误传递到最终输出中。 +- 链式思维提示(CoT):虽然 CoT 在无需重新训练的情况下增强了模型的推理能力,但当上下文信息庞杂时,仍可能遗漏关键信息。 + +### ThoT 的背景与核心理念 +- 背景问题: + - LLMs 在处理混乱上下文(Chaotic Context)时容易被无关信息干扰,难以精准提取对问题最相关的内容。 + - 当前一些复杂的解决方案(如多阶段提示、多路径采样)虽然有效,但复杂度高,难以直接应用到实际场景。 + +- ThoT 的核心概念: + - 灵感来源:ThoT 借鉴人类思维的方式。人类在处理复杂信息时,会保持“思维的连续性”,逐步筛选和理解信息。 + - 主要功能: + - 系统分段:将长文本分为多个部分,逐段分析,以降低信息复杂度。 + - 逐步分析与总结:在分析每一段信息的过程中进行总结,从而提高对整体上下文的理解能力。 + - 平衡注意力:确保对文档各部分的注意力分配合理,避免过度依赖某一部分,导致遗漏其他重要信息。 + +- 优势: + - 精简高效:与其他复杂的提示方法相比,ThoT 不需要多阶段操作,而是作为一个“即插即用”的模块直接整合到现有的 LLMs 和提示框架中。 + - 提升推理能力:通过结构化的分段分析和筛选信息,增强 LLMs 在复杂语境下的推理表现。 + +### ThoT 的应用场景与技术实现 +- 应用场景: + - 长尾问答(Long-Tail QA):例如 PopQA 和 EntityQ 数据集,这些数据集中包含的知识通常是 LLMs 预训练时未见过的,因此需要模型依赖上下文推理,而不是依赖记忆。 + - 多轮对话(Multi-Turn Conversations):日常对话中上下文信息庞杂且层层递进。ThoT 通过分段处理和逐步总结,可以减少对无关对话的干扰。 + +- 技术实现: + 1. 分段处理(Segmentation): + - 将混乱的长上下文切分为逻辑片段。 + - 每个片段单独分析,确保模型专注于小范围的关键信息。 + 2. 逐步总结与整合(Stepwise Summarization and Integration): + - 分析完每一段后,生成总结,作为输入提供给后续的推理过程。 + - 最终将各段总结信息进行整合,得出结论。 + 3. 平衡注意力(Balanced Attention Allocation): + - 对每段文本的权重分配保持平衡,避免因为位置问题(例如关键信息在中间段落)而导致遗漏。 + +## Related Work + +### 长上下文大语言模型 + +1. 背景说明:传统上下文窗口的局限性 + 大语言模型在处理长文本时,以往的做法是使用预定义的固定窗口(即上下文窗口),但这种方法在面对更复杂或超长文本时会遇到瓶颈,无法充分利用整个上下文信息。因此,研究者提出了各种创新方法以解决这些问题。 + +2. 并行上下文窗口(PCW): + - 原理:将大段文本划分为多个较小的窗口,每个窗口独立处理,避免信息在单一窗口中出现过多的干扰。 + - 优点:通过独立的注意力机制提高对上下文的管理能力,减少信息丢失或干扰。 + +3. 位置索引对齐(Chen 等人的方法): + - 改进点:与预训练时的最大位置索引对齐,确保模型在扩展上下文长度时不需要从零开始重新训练。 + - 微调需求小:模型只需很少的微调即可适应更长的上下文,节省计算资源。 + +4. 膨胀注意力(LongNet): + - 机制:通过膨胀注意力机制,模型的注意力范围随着距离成指数级增长,使其可以高效地处理更长距离的上下文关联。 + - 优势:不再需要线性扩展的计算成本来覆盖长距离上下文,提高了计算效率。 + +5. 注意力收敛(Xiao 等人): + - 现象描述:在长文本处理过程中,初始 Token 的 Key-Value 状态保留可以增强后续窗口的注意力机制。 + - 优化效果:这一策略帮助模型更好地集中注意力于重要信息,从而提升性能。 + +6. 线性偏置注意力(ALiBi): + - 技术特点:为查询键(Query-Key)注意力分数引入线性距离偏置,使模型对长序列的处理具有更好的效率和表现。 + - 效果对比:与专门针对长序列优化的模型相比,ALiBi 在性能上几乎持平,但实现更加简单。 + +7. 长上下文 vs 混乱上下文: + - 长上下文:主要指上下文长度较长的情况,信息可能较为整齐排列,但超出了模型的处理范围。 + - 混乱上下文:不仅仅是上下文长,而是信息高度混杂,包括大量无关、相似的信息,这会对模型的理解和推理能力造成更大挑战。 + +### 大语言模型的推理能力 + +1. 背景说明:复杂推理任务的挑战与 LLMs 的进展 + 大语言模型在推理任务中取得了很大进步,尤其是在需要多步骤思考和推理的任务中。为了让模型能够像人类一样解决复杂问题,研究者开发了多种推理框架和策略,逐步改进了 LLM 的推理能力。 + +2. 思维链(Chain of Thought, CoT): + - 方法概述:通过生成中间推理步骤,帮助模型在逐步解决问题的过程中保持逻辑一致性。 + - 应用场景:例如在算术运算、常识推理和符号推理任务中,CoT 方法能显著提升准确率。 + +3. 意义:它为后续更复杂的推理方法(如 ToT 和 GoT)奠定了理论基础。 + - 思维图(Graph of Thoughts, GoT): + - 创新点:将 LLM 的输出形式化为图结构,通过图形化的方式组织和表示推理步骤。 + - 优势:这种方法可以捕捉更复杂的推理路径,避免传统线性方法的局限性,从而提高模型的效率和问题解决能力。 + +4. 思维树(Tree of Thoughts, ToT): + - 扩展 CoT 的思路:与线性的 CoT 不同,ToT 将推理过程组织成树形结构,允许模型探索多种可能的推理路径。 + - 成功案例:例如在解决 24 点游戏(需要尝试多个可能的运算路径)时,ToT 表现出了很高的效率和准确性。 + +5. 从难到易(Least-to-Most)提示: + - 方法描述:将复杂问题分解为更小、更简单的子问题,然后逐步解决这些子问题,最终得出复杂问题的答案。 + - 效果:特别适用于需要符号操作的复杂任务,如逻辑推理和数学公式推导。 + +6. 非线性推理(GoT 的扩展): + - 方法特点:与线性的 CoT 方法相比,GoT 的非线性推理方法可以更灵活地探索多种解决方案,适应更多样化的任务。 + - 实验表现:在数学和金融领域的数据集上,非线性方法显著优于传统的线性推理方法。 + +7. 现有方法的局限性: + - 问题点:尽管这些方法在提升推理能力方面表现出色,但它们主要聚焦于长上下文或复杂推理任务,对混乱上下文(即信息过载且无关信息干扰多的情况)并没有提供足够的解决方案。 + - 混乱上下文的挑战:当输入包含大量相似但无关的信息时,模型可能难以有效提取关键细节,并容易受到干扰。 + +### 知识跟踪(Knowledge Following)在长上下文中的表现 + +1. 长上下文处理的挑战 + - 问题来源: + - 在长上下文中,信息量巨大,模型必须在大量相关和不相关的信息中找到关键内容。 + - 即使 LLM 有较大的上下文窗口,性能也可能因为注意力被分散而下降,尤其是在信息被“埋藏”得较深时。 + - 性能下降原因: + - LLM 的注意力机制通常无法有效覆盖整个长文本,容易导致遗漏关键信息。 + - 过长的上下文可能超出模型的输入长度限制,进一步降低其处理能力。 + +2. StreamingLLM 框架 + - 介绍: + - StreamingLLM 是一个专为流式应用设计的框架,解决了传统 LLM 难以处理无限长序列的问题。 + - 优点:无需对现有的 LLM 进行额外微调,即可高效处理动态生成的长文本序列(例如,实时聊天或实时日志分析)。 + - 实现方法: + - 模型分段地处理长序列,并保持段与段之间的上下文信息流动。 + - 通过动态更新注意力窗口,模型能够连续处理输入的流数据,而不会丢失关键上下文。 + +3. 检索增强(Retrieval Augmentation) + - 核心思想: + - 通过外部检索机制,将与当前任务相关的内容检索出来,作为模型的辅助输入,减少模型对大容量输入的依赖。 + - 研究成果: + - Xu 等人(2023)发现,一个具备 4K 上下文窗口的 LLM,通过检索增强技术,可以达到性能更强的 16K 上下文窗口模型的水平。 + - 关键点:检索增强的效果甚至可以替代通过位置插值技术进行的模型微调(后者需要大量计算资源和时间)。 + +4. LongLLMLingua 和提示压缩 + - 提示压缩(Prompt Compression):通过对输入提示进行压缩(去除冗余或不相关信息),优化模型的输入。 + - 作用: + - 增强模型对关键信息的感知能力。 + - 减少输入长度,提高推理效率。 + - 研究结果: + - Jiang 等人(2023)提出的 LongLLMLingua 技术,显著提升了 LLM 在长上下文任务中的表现。 + - 意义:模型不再局限于机械地处理长文本,而是通过更智能的提示优化,快速聚焦于重要信息。 + +Thot zero shot 示例: + + 输入 + 输入部分描述了任务:作为内容审查员,你被提供了关于某个问题的多个检索段落,并需要回答这个问题。 + + 检索段落 + 段落1:介绍自动售书机。 + 段落2:提到卡尔斯巴德法令,并迅速过渡到安东·菲利普·雷克勒姆(Anton Philipp Reclam)。 + 段落3:提供了一个在莱比锡的地址。 + 段落4:指出雷克勒姆出版社留在莱比锡。 + 段落5:讨论德尔坎(Delcam),一个供应商。 + 段落6:提到居民被称为“recrinos”。 + 段落7:提到“政治上不可靠”的作家。 + 段落8:谈到Recheio是最大的。 + 段落9:通过互联网大量传输数据。 + 段落10:提到无需支付任何版税。 + + 问题 + 提出的问题是:“雷克勒姆在哪里成立?” + + 第一输出 + 在第一输出中,总结了相关段落的信息: + 段落2:表明安东·菲利普·雷克勒姆成立了自己的出版社。 + 段落4:确认雷克勒姆出版社留在莱比锡。 + 段落7:提到德国分裂,暗示了历史背景。 + + 分析 + 根据相关段落,可以推断出雷克勒姆最初是在德国莱比锡成立的。提到德国分裂的段落暗示了可能有搬迁或重大变化,但最初的成立地点是莱比锡。 + + 第二输出 + 最终答案明确陈述:“雷克勒姆最初在莱比锡成立。” + + 总结 + 这个过程包括筛选多个段落以找到相关信息,总结关键点,然后综合这些信息来准确回答问题。流程图有效地展示了如何将分散的信息整合起来,提供一个清晰而简洁的答案。 + +## ThoT 方法论 + +### 概述 +- 问题:CoT 的局限性: + - CoT 提示方法对复杂和无序的上下文往往难以驾驭,因为其推理逻辑容易被信息的混乱程度所干扰(如同时存在交织和零散的信息)。这可能导致逻辑推理链条中断或丢失关键内容。 +- 解决方案:ThoT 的优势: + - 逻辑连续性:ThoT 提示能够保持逻辑推理的连贯性,即使面对混乱的上下文也不会被淹没。 + - 逐步分析:通过将复杂上下文分成可管理的部分,ThoT 提示逐步总结和分析信息,确保模型不会遗漏关键信息。 + - 简单提示设计:无需像 CoT 那样依赖多个复杂提示步骤,ThoT 仅需两次提示即可完成推理任务。 + +- ThoT 提示 vs. 提示压缩方法(Prompt Compression) +- 提示压缩的不足: + - 不熟悉的内容:当上下文包含模型未见过的知识或背景信息时,提示压缩无法有效提取相关信息。 + - 复杂内容:特别复杂或高度专业化的内容可能会让提示压缩失效。 + + 这些方法通常需要对大语言模型(LLMs)进行显著修改,如利用额外的数据集重新训练或微调模型(Xu 等人,2023;Jiang 等人,2023)。 + +- ThoT 的解决方案: + - 无需修改模型:ThoT 提示方法是一种通用解决方案,不需要额外的数据集、重新训练或微调模型。 + - 更高的适配性:ThoT 提示不仅能有效管理复杂和混乱的上下文,还简化了提示过程,从而降低了实现复杂推理任务的门槛。 + +### 第一步:启动推理过程 + 这个阶段的目的是为了解析和理解一个给定的上下文或问题。它使用特定的指令来引导LLM开始这一过程。 + +#### 处理流程 +1. 初始提示的设计 + - 提示是为了帮助LLM更好地理解和处理输入信息而设计的。这里的提示特别强调了“逐步带领我解析这个上下文,将其分为易于管理的部分,并在过程中总结和分析”。这样的提示旨在鼓励LLM以一种有组织的方式处理信息,而不是一次性试图理解整个复杂的问题。 +2. 模板的运用 + - 该方法引入了一个模板,用来整合上下文X(即需要解析的混乱信息)、查询Q(即用户提出的具体问题),以及触发句子T(即开始解析过程的指令)。模板的格式是[X] Q: [Q] [T] A:,其中A代表LLM将要生成的回答。 + - 例如,如果上下文X是一个关于某个主题的复杂文档,查询Q是用户对该文档的一个具体问题,那么触发句子T会告诉LLM如何处理这些信息,即逐步解析上下文并进行总结和分析。 +3. 模拟人类认知策略 + - 整个过程模仿了人类面对复杂信息时的认知方式,即把信息分解成易于消化的小块,提炼出关键点,并持续专注于材料的理解。通过这种方式,即使是复杂的或者混乱的信息也可以被有效地解析和理解。 +4. 递增的方法 + - 使用上述方法可以促进更加结构化和连贯的推理流程。它不是试图一下子解决所有问题,而是采取渐进的方式来构建对上下文的理解。这在处理那些充满不确定性和复杂性的上下文时尤为有用,因为它可以帮助保持焦点,避免因信息过载而导致的误解或困惑。 +5. 最终目标 + - 最终,这种方法的目的是让LLM能够更高效地辅助用户理解和解决问题,同时确保每个步骤都是清晰且有条理的,从而实现对整个上下文的深刻理解。 + +#### (P as “[X] Q: [Q] [T]A:” ) +1. 关键元素解读 + - 混乱上下文 𝑋:这是模型需要处理的大量输入信息,可能包含相关和无关的内容,例如不同来源的文本、段落或数据。此类上下文通常呈现信息超载和逻辑混乱的特点。 + - 查询问题 𝑄:用户提出的具体问题。例如,“Where was Reclam founded?”(Reclam 是在哪里成立的?)。 + - 触发句 𝑇:指引模型进入推理状态的核心指令。这句短语明确提示模型需要采取某种策略,例如分步分析。 + +2. 模板解析 + 模板通过以下公式化的方式组织信息: + + - 𝑋:混乱上下文,提供了所有背景信息。 + - Q:明确问题,表明用户的需求。 + - T:触发推理的指令,引导模型按特定方式处理信息。 + - A::指示模型开始生成答案。 + +3. 示例: + - [X]: Retrieved Passage + - 1 is: to introduce book vending machines, ... Retrieved Passage + - 2 is: of the Carlsbad Decrees, it quickly ... + - [Q]: Where was Reclam founded? + - [T]: Walk me through this context in manageable parts step by step, summarizing and analyzing as we go. + - [A]: + +#### 例子 +- X: (上下文) + - 全球变暖是一个紧迫的环境问题,它导致了全球气温升高、极端天气事件增加以及海平面上升等后果。特别地,北极和南极地区的冰盖正在经历显著的变化,这些变化不仅影响当地的生态系统,还对全球气候模式产生深远的影响。科学研究表明,极地冰盖的融化速度在过去几十年中明显加快,这主要归因于人类活动引发的温室气体排放。 +- Q:(查询) + - 该报告中关于全球变暖对极地冰盖影响的关键发现是什么? +- T:(触发句子) + - 请逐步带领我解析这个上下文,将其分为易于管理的部分,并在过程中总结和分析。 + +### 第二步:精炼结论 + 这一阶段的目标是在第一步的基础上进一步提炼信息,确保最终的答案既简洁又准确。 + +1. 模板构造: + - 采用模板“[P] [Z] [A]”,其中: + - [P] 是原始的提示文本,包含了背景信息和问题。 + - [Z] 是模型根据[P]生成的详细回答。 + - [A] 是一个结论标记,通常是一个触发句子,如“因此,答案是:”,它引导模型总结并给出最终答案。 + +2. 作用机制: + - 延续思考过程:通过[A]中的触发句子,模型被鼓励继续其思考过程,筛选已经生成的内容,从中识别出最核心的信息。 + - 提高精度:这种方法有助于聚焦于最关键的信息点,使最终的答案更加精准和明确。 + +3. 优点: + - 解决限制:相比之前的单一提示方法,这种两层提示系统能够更好地处理复杂和混乱的信息,而不需要对模型进行复杂的调整或重新训练。 + - 对齐认知模式:该方法不仅提高了模型处理复杂信息的能力,还使得其推理过程更加符合人类的认知习惯,从而更好地满足用户需求。 + +4. 例子(接着上面的例子) + - P:(提示词) + - [全球变暖是一个紧迫的环境问题,它导致了全球气温升高、极端天气事件增加以及海平面上升等后果。特别地,北极和南极地区的冰盖正在经历显著的变化,这些变化不仅影响当地的生态系统,还对全球气候模式产生深远的影响。科学研究表明,极地冰盖的融化速度在过去几十年中明显加快,这主要归因于人类活动引发的温室气体排放。] + - Q: 该报告中关于全球变暖对极地冰盖影响的关键发现是什么? + - 请逐步带领我解析这个上下文,将其分为易于管理的部分,并在过程中总结和分析。 A: + - Z:(模型生成的回答) + + 根据提供的上下文,全球变暖对极地冰盖的主要影响包括: + 1. 极地冰盖的融化速度在过去几十年中显著加快。 + 2. 这种加速的融化主要是由人类活动引起的温室气体排放造成的。 + 3. 冰盖的变化不仅影响当地生态系统,也对全球气候模式产生了深远的影响。 + 4. 随着冰盖融化,海平面上升的风险也在增加,这对沿海地区构成了威胁。 + 5. 研究还指出,冰盖下的海洋温度上升也是加速融化的一个因素。 + + 通过这些信息,我们可以看到全球变暖对极地冰盖造成了多方面的影响,从生态系统的改变到全球气候变化,再到海平面上升的风险。 + - A:(回答标记) + - **因此,答案是:** 全球变暖导致极地冰盖融化速度加快,这一现象主要由人类活动引起的温室气体排放造成,进而影响当地生态系统并改变全球气候模式,同时增加了海平面上升的风险。 + + +## CoT VS Thot + +![sample](/imgs/thot.avif) + + diff --git a/packages/dbgpt-app/src/dbgpt_app/scene/chat_db/auto_execute/prompt.py b/packages/dbgpt-app/src/dbgpt_app/scene/chat_db/auto_execute/prompt.py index d26bee089..9d15e8cd6 100644 --- a/packages/dbgpt-app/src/dbgpt_app/scene/chat_db/auto_execute/prompt.py +++ b/packages/dbgpt-app/src/dbgpt_app/scene/chat_db/auto_execute/prompt.py @@ -73,7 +73,7 @@ _DEFAULT_TEMPLATE_ZH = """ 则使用'Table'作为展示方式,可用数据展示方式如下: {display_type} 用户问题: {user_input} -请一步步思考并按照以下JSON格式回复: +请分步骤、分段梳理上下文,逐步总结和分析,并按照以下JSON格式回复: {response} 确保返回正确的json并且可以被Python json.loads方法解析. 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