From bfea6775ee8c953e01e48852bf2b611aa866f2a2 Mon Sep 17 00:00:00 2001 From: Liwx1014 Date: Wed, 10 Sep 2025 16:44:03 +0800 Subject: [PATCH] doc: add process parsing md --- docs/WeKnora.md | 324 +++++++++++++++++++++++++++++++++++++ docs/images/arc.png | Bin 0 -> 35764 bytes docs/images/pipeline2.jpeg | Bin 0 -> 106731 bytes 3 files changed, 324 insertions(+) create mode 100644 docs/WeKnora.md create mode 100644 docs/images/arc.png create mode 100644 docs/images/pipeline2.jpeg diff --git a/docs/WeKnora.md b/docs/WeKnora.md new file mode 100644 index 000000000..7f0b573da --- /dev/null +++ b/docs/WeKnora.md @@ -0,0 +1,324 @@ +## 介绍 +WeKora 是一个可立即在生产环境投入的企业级RAG框架,实现智能文档理解和检索功能。该系统采用模块化设计,将文档理解、向量存储、推理文件等功能分离。 + +![arc](./images/arc.png) + +--- + +## PipeLine +WeKnora 处理文档需要多个步骤:插入-》知识提取-》索引-》检索-》生成,整个流程支持多种检索方法, + +![](./images/pipeline2.jpeg) + + +以用户上传的一张住宿流水单pdf文件为例,详细介绍下其数据流: + +### 1. 接收请求与初始化 ++ **请求识别**: 系统收到一个请求,并为其分配了唯一的 `request_id=Lkq0OGLYu2fV`,用于追踪整个处理流程。 ++ **租户与会话验证**: + - 系统首先验证了租户信息(ID: 1, Name: Default Tenant)。 + - 接着开始处理一个知识库问答(Knowledge QA)请求,该请求属于会话 `1f241340-ae75-40a5-8731-9a3a82e34fdd`。 ++ **用户问题**: 用户的原始问题是:“**入住的房型是什么**”。 ++ **消息创建**: 系统为用户的提问和即将生成的回答分别创建了消息记录,ID 分别为 `703ddf09-...` 和 `6f057649-...`。 + +### 2. 知识库问答流程启动 +系统正式调用知识库问答服务,并定义了将要按顺序执行的完整处理管道(Pipeline),包含以下9个事件: +`[rewrite_query, preprocess_query, chunk_search, chunk_rerank, chunk_merge, filter_top_k, into_chat_message, chat_completion_stream, stream_filter]` + +--- + +### 3. 事件执行详情 +#### 事件 1: `rewrite_query` - 问题改写 ++ **目的**: 为了让检索更精确,系统需要结合上下文来理解用户的真实意图。 ++ **操作**: + 1. 系统检索了当前会话最近的20条历史消息(实际检索到8条)作为上下文。 + 2. 调用了一个名为 `deepseek-r1:7b` 的本地大语言模型。 + 3. 模型根据聊天历史分析出提问者是“Liwx”,并将原问题“入住的房型是什么”改写得更具体。 ++ **结果**: 问题被成功改写为:“**Liwx本次入住的房型是什么**”。 + +#### 事件 2: `preprocess_query` - 问题预处理 ++ **目的**: 将改写后的问题进行分词,转换为适合搜索引擎处理的关键词序列。 ++ **操作**: 对改写后的问题进行了分词处理。 ++ **结果**: 生成了一串关键词:“`需要 改写 用户 问题 入住 房型 根据 提供 信息 入住 人 Liwx 选择 房型 双床 房 因此 改写 后 完整 问题 为 Liwx 本次 入住 房型`”。 + +#### 事件 3: `chunk_search` - 知识区块检索 +这是最核心的**检索(Retrieval)**步骤,系统执行了两次混合搜索(Hybrid Search)。 + ++ **第一次搜索 (使用改写后的完整问句)**: + - **向量检索**: + 1. 加载嵌入模型 `bge-m3:latest` 将问句转换为一个1024维的向量。 + 2. 在PostgreSQL数据库中进行向量相似度搜索,找到了2个相关的知识区块(chunk),ID 分别为 `e3bf6599-...` 和 `3989c6ce-...`。 + - **关键词检索**: + 1. 同时,系统也进行了关键词搜索。 + 2. 同样找到了上述2个知识区块。 + - **结果合并**: 两种方法找到的4个结果(实际是2个重复的)被去重,最终得到2个唯一的知识区块。 ++ **第二次搜索 (使用预处理后的关键词序列)**: + - 系统使用分词后的关键词重复了上述的**向量检索**和**关键词检索**过程。 + - 最终也得到了相同的2个知识区块。 ++ **最终结果**: 经过两次搜索和结果合并,系统锁定了2个最相关的知识区块,并将它们的内容提取出来,准备用于生成答案。 + +#### 事件 4: `chunk_rerank` - 结果重排序 ++ **目的**: 使用一个更强大的模型对初步检索出的结果进行更精细的排序,以提高最终答案的质量。 ++ **操作**: 日志显示 `Rerank model ID is empty, skipping reranking`。这意味着系统配置了重排序步骤,但没有指定具体的重排序模型,因此**跳过了此步骤**。 + +#### 事件 5: `chunk_merge` - 区块合并 ++ **目的**: 将内容上相邻或相关的知识区块进行合并,形成更完整的上下文。 ++ **操作**: 系统分析了检索到的2个区块,并尝试进行合并。根据日志,最终处理后仍然是2个独立的区块,但已按相关性分数排好序。 + +#### 事件 6: `filter_top_k` - Top-K 过滤 ++ **目的**: 仅保留最相关的K个结果,防止过多无关信息干扰语言模型。 ++ **操作**: 系统配置保留前5个(Top-K = 5)最相关的区块。由于当前只有2个区块,它们全部通过了此过滤器。 + +#### 事件 7 & 8: `into_chat_message` & `chat_completion_stream` - 生成回答 +这是**生成(Generation)**步骤。 + ++ **目的**: 基于检索到的信息,生成自然流畅的回答。 ++ **操作**: + 1. 系统将检索到的2个知识区块的内容、用户的原始问题以及聊天历史整合在一起,形成一个完整的提示(Prompt)。 + 2. 再次调用 `deepseek-r1:7b` 大语言模型,并以**流式(Stream)**的方式请求生成答案。流式输出可以实现打字机效果,提升用户体验。 + +#### 事件 9: `stream_filter` - 流式输出过滤 ++ **目的**: 对模型生成的实时文本流进行后处理,过滤掉不需要的特殊标记或内容。 ++ **操作**: + - 系统设置了一个过滤器,用于移除模型在思考过程中可能产生的内部标记,如 `` 和 ``。 + - 日志显示,模型输出的第一个词块是 ` 根据`,过滤器成功拦截并移除了 `` 标记,只将“根据”及之后的内容传递下去。 + +### 4. 完成与响应 ++ **发送引用**: 在生成答案的同时,系统将作为依据的2个知识区块作为“参考内容”发送给前端,以便用户查证来源。 ++ **更新消息**: 当模型生成完所有内容后,系统将完整的回答更新到之前创建的消息记录(ID: `6f057649-...`)中。 ++ **请求结束**: 服务器返回 `200` 成功状态码,标志着本次从提问到回答的完整流程结束。 + +### 总结 +这个日志完整地记录了一次典型的RAG流程:系统通过**问题改写**和**预处理**来精确理解用户意图,接着利用**向量与关键词混合检索**从知识库中找到相关信息,虽然跳过了**重排序**,但依然执行了**合并**与**过滤**,最后将检索到的知识作为上下文,交由大语言模型**生成**流畅、准确的回答,并通过**流式过滤**保证了输出的纯净性。 + +## 文档解析切分 +代码实现了一个独立的、通过gRPC通信的微服务,专门负责文档内容的深度解析、分块和多模态信息提取。它正是上一份日志分析中提到的“异步处理”阶段的核心执行者。 + +### **整体架构** +这是一个基于Python的gRPC服务,其核心职责是接收文件(或URL),并将其解析成结构化的、可供后续处理(如向量化)的文本块(Chunks)。 + ++ `server.py`: 服务的入口和网络层。它负责启动一个多进程、多线程的gRPC服务器,接收来自Go后端的请求,并将解析结果返回。 ++ `parser.py`: 设计模式中的**外观(Facade)模式**。它提供了一个统一的`Parser`类,屏蔽了内部多种具体解析器(如PDF、DOCX、Markdown等)的复杂性。外部调用者(`server.py`)只需与这个`Parser`类交互。 ++ `base_parser.py`: 解析器的基类,定义了所有具体解析器共享的核心逻辑和抽象方法。这是整个解析流程的“大脑”,包含了最复杂的文本分块、图片处理、OCR和图像描述生成等功能。 + +--- + +### **详细工作流程** +当Go后端启动异步任务时,它会携带文件内容和配置信息,向这个Python服务发起一次gRPC调用。以下是完整的处理流程: + +#### **第一步:请求接收与分发 (**`server.py`** & **`parser.py`**)** +1. **gRPC服务入口 (**`server.py: serve`**)**: + - 服务通过`serve()`函数启动。它会根据环境变量(`GRPC_WORKER_PROCESSES`, `GRPC_MAX_WORKERS`)启动一个**多进程、多线程**的服务器,以充分利用CPU资源,提高并发处理能力。 + - 每个工作进程都监听在指定的端口(如50051),准备接收请求。 +2. **请求处理 (**`server.py: ReadFromFile`**)**: + - 当Go后端发起`ReadFromFile`请求时,其中一个工作进程会接收到该请求。 + - 该方法首先会解析请求中的参数,包括: + * `file_name`, `file_type`, `file_content`:文件的基本信息和二进制内容。 + * `read_config`: 一个包含所有解析配置的复杂对象,如`chunk_size`(分块大小)、`chunk_overlap`(重叠大小)、`enable_multimodal`(是否启用多模态处理)、`storage_config`(对象存储配置)、`vlm_config`(视觉语言模型配置)等。 + - 它将这些配置整合成一个`ChunkingConfig`数据对象。 + - 最关键的一步是调用 `self.parser.parse_file(...)`,将解析任务交给`Parser`外观类处理。 +3. **解析器选择 (**`parser.py: Parser.parse_file`**)**: + - `Parser`类接收到任务后,首先调用`get_parser(file_type)`方法。 + - 该方法会根据文件类型(例如 `'pdf'`)在一个字典 `self.parsers` 中查找对应的具体解析器类(例如 `PDFParser`)。 + - 找到后,它会**实例化**这个`PDFParser`类,并将`ChunkingConfig`等所有配置信息传递给构造函数。 + +#### **第二步:核心解析与分块 (**`base_parser.py`**)** +这是一个非常好的问题,它触及了整个流程的核心:**如何保证信息的上下文完整性和原始顺序**。 + +是的,根据您提供的 `base_parser.py` 代码,**最终切分出的 Chunk 中的文本、表格和图像是按照它们在原始文档中的出现顺序来保存的**。 + +这个顺序得以保证,主要归功于 `BaseParser` 中几个设计精巧的方法相互协作。我们来详细追踪一下这个流程。 + +整个顺序的保证可以分为三个阶段: + +1. **阶段一:统一的文本流创建 (**`pdf_parser.py`**)**: + - 在 `parse_into_text` 方法中,您的代码会**逐页**处理PDF。 + - 在每一页内部,它会按照一定的逻辑(先提取非表格文本,再附加表格,最后附加图像占位符)将所有内容**拼接成一个长字符串** (`page_content_parts`)。 + - **关键点**: 虽然在这个阶段,文本、表格和图像占位符的拼接顺序可能不是100%精确到字符级别,但它保证了**同一页的内容会在一起**,并且大致遵循了从上到下的阅读顺序。 + - 最后,所有页面的内容被 `"\n\n--- Page Break ---\n\n"` 连接起来,形成一个**包含了所有信息(文本、Markdown表格、图像占位符)的、单一的、有序的文本流 (**`final_text`**)**。 +2. **阶段二:原子化与保护 (**`_split_into_units`**)**: + - 这个单一的 `final_text` 被传递给 `_split_into_units` 方法。 + - 这个方法是**保证结构完整性的关键**。它使用正则表达式,将**整个Markdown表格**和**整个Markdown图像占位符**识别为**不可分割的原子单元 (atomic units)**。 + - 它会将这些原子单元(表格、图片)和它们之间的普通文本块,按照它们在 `final_text` 中出现的**原始顺序**,切分成一个列表 (`units`)。 + - **结果**: 我们现在有了一个列表,例如 `['一些文本', '![...](...)', '另一些文本', '|...|...|\n|---|---|\n...', '更多文本']`。这个列表中的元素顺序**完全等同于它们在原始文档中的顺序**。 +3. **阶段三:顺序分块 (**`chunk_text`**)**: + - `chunk_text` 方法接收到这个**有序的 **`units`** 列表**。 + - 它的工作机制非常简单直接:它会**按顺序**遍历这个列表中的每一个单元(`unit`)。 + - 它将这些单元**依次添加**到一个临时的 `current_chunk` 列表中,直到这个块的长度接近 `chunk_size` 的上限。 + - 当一个块满了之后,它就被保存下来,然后开始一个新的块(可能会带有上一个块的重叠部分)。 + - **关键点**: 因为 `chunk_text` **严格按照 **`units`** 列表的顺序进行处理**,所以它永远不会打乱表格、文本和图像之间的相对顺序。一个在文档中先出现的表格,也必然会出现在一个序号更靠前的 Chunk 中。 +4. **阶段四:图像信息附加 (**`process_chunks_images`**)**: + - 在文本块被切分好之后,`process_chunks_images` 方法会被调用。 + - 它会处理**每一个**已经生成好的 Chunk。 + - 在每个 Chunk 内部,它会找到图像占位符,然后进行AI处理。 + - 最后,它会将处理好的图像信息(包含永久URL、OCR文本、图像描述等)附加到**该 Chunk 自己**的 `.images` 属性中。 + - **关键点**: 这个过程**不会改变 Chunk 的顺序或其 **`.content`** 的内容**。它只是为已经存在的、顺序正确的 Chunk 附加额外的信息。 + +#### **第三步:多模态处理(如果启用) (**`base_parser.py`**)** +如果 `enable_multimodal` 为 `True`,在文本分块完成后,会进入最复杂的多模态处理阶段。 + +1. **并发任务启动 (**`BaseParser.process_chunks_images`**)**: + - 该方法使用`asyncio`(Python的异步I/O框架)来**并发处理所有文本块中的图片**,以极大地提升效率。 + - 它为每个`Chunk`创建一个异步任务`process_chunk_images_async`。 +2. **处理单个块中的图片 (**`BaseParser.process_chunk_images_async`**)**: + - **提取图片引用**: 首先,使用正则表达式 `extract_images_from_chunk` 从当前块的文本中找到所有的图片引用(例如,`![alt text](image.png)`)。 + - **图片持久化**: 对于找到的每个图片,并发地调用 `download_and_upload_image`。这个函数负责: + * 从其原始位置(可能是PDF内部、本地路径或远程URL)获取图片数据。 + * 将图片**上传到配置好的对象存储(COS/MinIO)**。这一步至关重要,它将临时的、不稳定的图片引用转换成一个持久化、可通过URL公开访问的地址。 + * 返回持久化的URL和图片对象(PIL Image)。 + - **并发AI处理**: 将所有成功上传的图片收集起来,调用`process_multiple_images`。 + * 该方法内部使用`asyncio.Semaphore`来限制并发数量(例如最多同时处理5张图片),防止瞬间消耗过多内存或触发模型API的速率限制。 + * 对于每张图片,它会调用`process_image_async`。 +3. **处理单张图片 (**`BaseParser.process_image_async`**)**: + - **OCR**: 调用`perform_ocr`,它会使用一个OCR引擎(如`PaddleOCR`)来识别图片中的所有文字。 + - **图像描述 (Caption)**: 调用`get_image_caption`,它会将图片数据(转为Base64)发送给配置的视觉语言模型(VLM),生成对图片内容的自然语言描述。 + - 该方法返回 `(ocr_text, caption, 持久化URL)`。 +4. **结果聚合**: + - 所有图片处理完成后,包含持久化URL、OCR文本和图像描述的结构化信息,会被附加到对应`Chunk`对象的 `.images` 字段上。 + +#### **第四步:返回结果 (**`server.py`**)** +1. **数据转换 (**`server.py: _convert_chunk_to_proto`**)**: + - 当`parser.parse_file`执行完毕后,它返回一个包含所有处理过的`Chunk`对象的列表(`ParseResult`)。 + - `ReadFromFile`方法接收到这个结果,并调用`_convert_chunk_to_proto`,将Python的`Chunk`对象(包括其内部的图片信息)转换成gRPC定义的Protobuf消息格式。 +2. **响应返回**: + - 最后,gRPC服务器将这个包含所有分块和多模态信息的`ReadResponse`消息发送回给调用方——Go后端服务。 + +至此,Go后端就拿到了结构化、信息丰富的文档数据,可以进行下一步的向量化和索引存储了。 + + + +## 部署 +支持Docker 镜像本地部署,并通过API端口提供接口服务 + + +## 性能和监控 +Weknora包含丰富的监控和测试组件: + ++ 分布式跟踪:集成Jaeger用于跟踪请求在服务架构中的完整执行路。本质上,Jaeger是一种帮助用户“看见”请求在分布式系统中完整生命周期的技术。 ++ 健康监控:监控服务处在健康状态 ++ 可扩展性:通过容器化部署,可通过多个服务满足大规模并发请求 + +## QA +### 问题1: 在检索过程的执行了两次混合搜索的目的是什么?以及第一次和第二次搜索有什么不同? +这是一个非常好的观察。系统执行两次混合搜索是为了**最大化检索的准确性和召回率**,本质上是一种**查询扩展(Query Expansion)和多策略检索**的组合方法。 + +#### 目的 +通过两种不同形式的查询(原始改写句 vs. 分词后的关键词序列)去搜索,系统可以结合两种查询方式的优点: + ++ **语义检索的深度**: 使用完整的句子进行搜索,能更好地利用向量模型(如`bge-m3`)对句子整体含义的理解能力,找到语义上最接近的知识区块。 ++ **关键词检索的广度**: 使用分词后的关键词进行搜索,能确保即使知识区块的表述方式与原问题不同,但只要包含了核心关键词,就有机会被命中。这对于传统的关键词匹配算法(如BM25)尤其有效。 + +简单来说,就是**用两种不同的“问法”去问同一个问题**,然后将两边的结果汇总起来,确保最相关的知识不会被遗漏。 + +#### 两次搜索的不同点 +它们最核心的不同在于**输入的查询文本(Query Text)**: + +1. **第一次混合搜索** + - **输入**: 使用的是经过`rewrite_query`事件后生成的、**语法完整的自然语言问句**。 + - **日志证据**: + +```plain +INFO [2025-08-29 09:46:36.896] [request_id=Lkq0OGLYu2fV] knowledgebase.go:266[HybridSearch] | Hybrid search parameters, knowledge base ID: kb-00000001, query text: 需要改写的用户问题是:“入住的房型是什么”。根据提供的信息,入住人Liwx选择的房型是双床房。因此,改写后的完整问题为: “Liwx本次入住的房型是什么” +``` + +2. **第二次混合搜索** + - **输入**: 使用的是经过`preprocess_query`事件处理后生成的、**由空格隔开的关键词序列**。 + - **日志证据**: + +```plain +INFO [2025-08-29 09:46:37.257] [request_id=Lkq0OGLYu2fV] knowledgebase.go:266[HybridSearch] | Hybrid search parameters, knowledge base ID: kb-00000001, query text: 需要 改写 用户 问题 入住 房型 根据 提供 信息 入住 人 Liwx 选择 房型 双床 房 因此 改写 后 完整 问题 为 Liwx 本次 入住 房型 +``` + +最终,系统将这两次搜索的结果进行去重和合并(日志中显示每次都找到2个结果,去重后总共还是2个),从而得到一个更可靠的知识集合,用于后续的答案生成。 + +--- + +### 问题2:重排序模型分析 +当然,这三种Reranker(重排器)是目前RAG领域中非常先进的技术,它们在工作原理和适用场景上有着显著的区别。 + +简单来说,它们代表了从“**专门的判别模型**”到“**利用大语言模型(LLM)进行判别**”再到“**深度挖掘LLM内部信息进行判别**”的演进。 + +以下是它们的详细区别: + +--- + +#### 1. Normal Reranker (常规重排器 / 交叉编码器) +这是最经典也是最主流的重排方法。 + ++ **模型类型**: **序列分类模型 (Sequence Classification Model)**。本质上是一个**交叉编码器 (Cross-Encoder)**,通常基于BERT、RoBERTa等双向编码器架构。`BAAI/bge-reranker-base/large/v2-m3` 都属于这一类。 ++ **工作原理**: + 1. 它将**查询(Query)**和**待排序的文档(Passage)**拼接成一个单一的输入序列,例如:`[CLS] what is panda? [SEP] The giant panda is a bear species endemic to China. [SEP]`。 + 2. 这个拼接后的序列被完整地送入模型中。模型内部的自注意力机制(Self-Attention)可以同时分析查询和文档中的每一个词,并计算它们之间**细粒度的交互关系**。 + 3. 模型最终输出一个**单一的分数(Logit)**,这个分数直接代表了查询和文档的相关性。分数越高,相关性越强。 ++ **关键特性**: + - **优点**: 由于查询和文档在模型内部进行了充分的、深度的交互,其**准确度通常非常高**,是衡量Reranker性能的黄金标准。 + - **缺点**: **速度较慢**。因为它必须为**每一个“查询-文档”对**都独立执行一次完整的、代价高昂的计算。如果初步检索返回了100个文档,它就需要运行100次。 + +--- + +#### 2. LLM-based Reranker (基于LLM的重排器) +这种方法创造性地利用了通用大语言模型(LLM)的能力来进行重排。 + ++ **模型类型**: **因果语言模型 (Causal Language Model)**,即我们常说的GPT、Llama、Gemma这类用于生成文本的LLM。`BAAI/bge-reranker-v2-gemma` 就是一个典型的例子。 ++ **工作原理**: + 1. 它**不是直接输出一个分数**,而是将重排任务**转化为一个问答或文本生成任务**。 + 2. 它通过一个精心设计的**提示(Prompt)**来组织输入,例如:`"Given a query A and a passage B, determine whether the passage contains an answer to the query by providing a prediction of either 'Yes' or 'No'. A: {query} B: {passage}"`。 + 3. 它将这个完整的Prompt喂给LLM,然后**观察LLM在最后生成“Yes”这个词的概率**。 + 4. 这个**生成“Yes”的概率(或其Logit值)就被当作是相关性分数**。如果模型非常确信答案是“Yes”,说明它认为文档B包含了查询A的答案,即相关性高。 ++ **关键特性**: + - **优点**: 能够利用LLM强大的**语义理解、推理和世界知识**,对于需要深度理解和推理才能判断相关性的复杂查询,效果可能更好。 + - **缺点**: 计算开销可能非常大(取决于LLM的大小),并且性能**高度依赖于Prompt的设计**。 + +--- + +#### 3. LLM-based Layerwise Reranker (基于LLM分层信息的重排器) +这是第二种方法的“威力加强版”,是一种更前沿、更复杂的探究性技术。 + ++ **模型类型**: 同样是**因果语言模型 (Causal Language Model)**,例如`BAAI/bge-reranker-v2-minicpm-layerwise`。 ++ **工作原理**: + 1. 输入部分与第二种方法完全相同,也是使用“Yes/No”的Prompt。 + 2. 核心区别在于**分数的提取方式**。它不再仅仅依赖LLM**最后一层**的输出(即最终的预测结果)。 + 3. 它认为LLM在逐层处理信息的过程中,不同深度的网络层(Layer)可能捕获了不同层次的语义相关性信息。因此,它会从**模型的多个中间层**提取出关于“Yes”这个词的预测Logit。 + 4. 代码中的 `cutoff_layers=[28]` 参数就是告诉模型:“请把第28层的输出给我”。最终,你会得到一个或多个来自不同网络层的分数,这些分数可以被平均或以其他方式组合,形成一个更鲁棒的最终相关性判断。 ++ **关键特性**: + - **优点**: 理论上可以获得**更丰富、更全面的相关性信号**,可能达到比只看最后一层更高的精度,是目前探索性能极限的一种方法。 + - **缺点**: **复杂度最高**,需要对模型进行特定的修改才能提取中间层信息(代码中的`trust_remote_code=True`就是一个信号),计算开销也很大。 + +#### 总结对比 +| 特性 | 1. Normal Reranker (常规) | 2. LLM-based Reranker (基于LLM) | 3. LLM-based Layerwise Reranker (基于LLM分层) | +| :--- | :--- | :--- | :--- | +| **底层模型** | 交叉编码器 (如BERT) | 因果语言模型 (如Gemma) | 因果语言模型 (如MiniCPM) | +| **工作原理** | 计算Query和Passage的深度交互,直接输出相关分 | 将排序任务转为"Yes/No"预测,用"Yes"的概率作为分数 | 与2类似,但从LLM的多个中间层提取"Yes"的概率 | +| **输出** | 单一的相关性分数 | 单一的相关性分数(来自最后一层) | 多个相关性分数(来自不同层) | +| **优点** | **速度与精度的最佳平衡点**,成熟稳定 | 利用LLM的推理能力,处理复杂问题 | 理论上精度最高,信号更丰富 | +| **缺点** | 相比向量检索慢 | 计算开销大,依赖Prompt设计 | **复杂度最高**,计算开销最大 | +| **推荐场景** | **大多数生产环境的首选**,效果好,易于部署 | 对答案质量有极致要求,且计算资源充足的场景 | 学术研究或追求SOTA(State-of-the-art)性能的场景 | + + +#### 使用建议 +1. **开始阶段**: 强烈建议您**从 **`Normal Reranker`** 开始**,例如 `BAAI/bge-reranker-v2-m3`。它是目前综合表现最好的模型之一,能显著提升您的RAG系统性能,并且相对容易集成和部署。 +2. **进阶探索**: 如果您发现常规Reranker在处理某些非常微妙或需要复杂推理的查询时表现不佳,并且您拥有充足的GPU资源,可以尝试 `LLM-based Reranker`。 +3. **前沿研究**: `Layerwise Reranker` 更适合研究人员或希望在特定任务上压榨出最后一点性能的专家。 + +在您的系统中,启用重排服务时,您只需要在配置中指定所选的模型ID,并确保您的环境(例如Ollama或类似服务)已经正确加载并运行了该模型。 + +### 问题3:粗过滤或细过滤后的知识(带重排)如何组装发送给大模型的? +这一块主要是设计提示词,典型的指令细节,其核心任务是根据上下文回答用户问题。组装上下文时需要指定 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