From 518355a9547e4b19b995700c62081d906ed43619 Mon Sep 17 00:00:00 2001 From: andsonder Date: Tue, 5 Nov 2024 22:24:40 +0800 Subject: [PATCH 1/3] [Doc] add block manager PrefixCachingBlockAllocator part --- .../04_block_manager_part2.md | 348 ++++++++++++++++++ ...f85480766e9697e024490e76f3b1ea9af06a6c.png | Bin 0 -> 263892 bytes 2 files changed, 348 insertions(+) create mode 100644 docs/16_vllm_source_code/04_block_manager_part2.md create mode 100644 docs/16_vllm_source_code/images/87bb8d271124b0c533b60b8c3cf85480766e9697e024490e76f3b1ea9af06a6c.png diff --git a/docs/16_vllm_source_code/04_block_manager_part2.md b/docs/16_vllm_source_code/04_block_manager_part2.md new file mode 100644 index 0000000..b469b29 --- /dev/null +++ b/docs/16_vllm_source_code/04_block_manager_part2.md @@ -0,0 +1,348 @@ +# vLLM BlockManager - PrefixCachingBlockAllocator + +在上一篇博客中,我们详细探讨了 `BlockSpaceManager` 和 `NaiveBlockAllocator` 的设计与内存管理策略,了解了 vLLM 在生成任务中如何通过分配内存块来支持多任务并发、动态扩展及数据交换等需求。`NaiveBlockAllocator` 提供了基础的内存分配和回收机制,确保了序列在生成不同阶段(如 prefill 和 decode 阶段)所需的资源。然而,随着任务规模的增大,特别是对于频繁出现相同或相似前缀的请求,简单的内存管理策略在效率上面临瓶颈。 + +在深度学习生成任务中,特别是长文本生成或多轮对话应用场景中,缓存机制显得尤为重要。每当需要重复生成某一段相同内容时,如果可以将已经生成的部分缓存下来以供复用,就能够显著降低系统的开销,提高任务效率。`vLLM` 的 `PrefixCachingBlockAllocator` 就是为了解决这一需求而设计的一种优化器,其通过前缀缓存实现了对已有内容生成结果的重用,避免了无效计算。 + + +在长 `prompt` 场景或多轮对话生成任务中,经常会遇到相似的请求。例如,对于同一系统 `prompt` 或在多轮对话场景中需要不断复用的历史上下文,重复计算会大幅增加系统的延迟,降低处理效率。如果能在生成过程中,将相同 `prompt` 的计算结果以 KV 缓存的形式保存下来,供后续请求复用,不仅可以节省内存和计算资源,还可以减少首 `token` 的生成时间。 + +`vLLM` 中的 `PrefixCachingBlockAllocator` 主要基于 `RadixAttention` 算法实现,该算法通过基数树的结构来高效地复用相似前缀内容。在 `vLLM` 的缓存体系中,`PrefixCaching` 不仅缓存 `prefix` 阶段的 KV 数据,还包括生成阶段的 `KV` 缓存数据。`RadixAttention` 则通过标识内容的 `hash` 方式来唯一标识不同的缓存单元,并在必要时动态生成 `KV` 缓存块。这种设计方式,避免了多轮对话或长 `prompt` 生成中大量重复计算。 + + +本篇文章将深入分析 `PrefixCachingBlockAllocator` 的整体架构与内部机制,主要涵盖以下几点: +1. **Prefix Caching 的核心原理**:介绍 `RadixAttention` 算法的应用,及其在 `PrefixCaching` 中的作用。 +2. **缓存复用的具体实现**:讲解 `allocate_immutable_block` 方法如何实现基于内容的缓存复用。 +3. **状态管理和块分配策略**:分析 `BlockTracker`、`Evictor` 等核心组件如何协作管理缓存状态,保证高效利用内存。 +4. **多轮对话和生成优化**:通过典型应用场景展示 `PrefixCaching` 的具体优化效果。 + +通过本篇分析,希望能帮助大家更好地理解 `vLLM` 的缓存机制,挖掘 `PrefixCaching` 在生成任务中的优势,并在实践中灵活运用以提升生成效率。 + +:::note + +本系列的代码基于 vLLM 的 0.6.3 版本介绍 + +::: + +## 1. Prefix Caching:RadixAttention 原理及应用 + +### 1.1 RadixAttention 的基本原理 + +`RadixAttention` 是一种创新的缓存机制,利用基数树(Radix Tree)的数据结构来管理和复用缓存。它的核心思想是通过共享公共前缀的内容,减少在生成任务中重复计算的成本,尤其是在对话生成和长 `prompt` 场景下尤为有效。 + +> 基数树如何用于缓存复用? + +基数树是一种压缩的前缀树结构,常用于存储具有相同前缀的字符串。在 `RadixAttention` 中,基数树的每个节点代表一个内容块,节点之间的边代表着从父节点到子节点的前缀关系。通过这样的树结构,我们可以高效地存储和复用具有相同前缀的内容。例如: + +- 在长 prompt 生成任务中,如果两个不同的请求都包含相似的系统 prompt,这些内容就可以被映射到树的同一条路径上。这样后续的请求就不需要重新计算已有的部分。 +- 在多轮对话的生成任务中,前几轮的 KV 数据被保留在前缀缓存中,后续轮次的请求直接复用已有的前缀,减少重复计算。 + +### 1.2 Radix Tree 与 Prefix Tree 的区别 + +`Radix Tree` 和 `Prefix Tree` 在结构上有所不同,尤其是在处理共享前缀的数据场景中,`Radix Tree` 更为灵活和高效。具体来说: + +- **Radix Tree 的分片特性**:`Radix Tree` 支持节点的内容以“片段”形式存储,即一个节点不仅可以包含一个字符(或一个 token),还可以包含一段连续的字符串或 token 序列。这样,当多个请求共享一段较长的前缀时,`Radix Tree` 可以将该前缀作为一个整体存储,而不是像 `Prefix Tree` 那样逐字符或逐 token 进行分解。 +- **动态调整特性**:`Radix Tree` 能够根据新请求的内容对现有节点进行动态分裂。例如,如果一个请求和已有缓存的前缀部分重合,但有部分不同,`Radix Tree` 会将共同的前缀保留为一个节点,随后创建新的分支节点。这一特性极大地提高了缓存的复用率和效率,尤其适用于大模型推理中的对话生成和长 `prompt` 处理。 + +在多轮对话或长 `prompt` 场景中,这种动态分片和调整的能力让 `Radix Tree` 能更好地组织和管理大量重叠的上下文。例如,在对话系统中,如果用户在一轮对话中询问了多种问题,每个问题的开头可能相同,但后续内容不同。`Radix Tree` 可以在保留共同开头的同时,为每个分支问题创建单独的节点,最大限度地复用共享的前缀内容。 + +### 1.3 Prefix + Generated KV Caching + +在大型语言模型推理过程中,生成任务涉及多个阶段的计算,特别是 `Prefix` 阶段(生成开始时的前缀部分)和 `Generate` 阶段(生成过程中新产生的部分)。为减少计算量并提高生成效率,`PrefixCachingBlockAllocator` 引入了 `Prefix + Generated KV Caching`,即在生成任务中缓存并复用 KV 数据,避免重复计算。 + +### 1.4 RadixAttention 的工作流程 + +1. **构建基数树**:对于每一个 `prompt` 和生成内容,通过计算其哈希值,生成一个唯一的缓存标识。然后,将该标识映射到基数树上合适的节点,确保共享前缀的内容被映射到同一分支中。 +2. **复用缓存**:当新的请求到来时,`RadixAttention` 查找树中的已有路径,复用前缀相同的缓存块。只有当 `prompt` 的内容发生变化时,才会创建新的节点,存储该内容的缓存数据。 +3. **动态拆分和管理缓存**:如果遇到相似的 `prompt` 请求而不完全相同,则会根据需求将较大的缓存块拆分,创建小的分支节点,以便不同请求共享同一系统 `prompt` 的缓存块。 + +![picture 0](images/87bb8d271124b0c533b60b8c3cf85480766e9697e024490e76f3b1ea9af06a6c.png) + +上展示了 `RadixAttention` 在对话和长 `prompt` 缓存中的工作流程。 在最开始,基数树是空的。随着第一个用户请求 `"Hello!"` 到来,系统生成了回复 `"Hi!"`。整个对话(包括系统提示 `"You are a helpful assistant"`)被合并为一个节点 `a` 存储在基数树中。 + +当用户再次请求 `"Hello!"` 时,系统直接复用了之前节点 `a` 中缓存的内容,生成同样的响应 `"Hi!"`。之后,用户提出新的问题(如 `"Solve this problem ..."`),该对话内容被存储在一个新节点 `b` 中。此时基数树上保存了不同对话分支,并共享了同样的前缀节点 `a`。 + +随着更多不同请求的加入(如 `"What can you do?"` 和 `"Write a story ..."`),系统开始在不同请求中共享公共前缀,并在需要时分裂节点。对于共享的 `prompt`,系统不会重复计算,而是复用已有的前缀节点数据。 + +当内存资源不足时,某些节点会被“逐出”(`evicted`),如图中第 5 步所示。节点 `c` 被清除以释放内存,为新的请求腾出空间。系统基于 LRU(最近最少使用)策略,将最久未使用的缓存逐出。 + +基数树继续扩展,通过分支来适应更多请求。对于问答内容,系统将不同的问题和回答逐步增加到基数树中,并动态调整缓存。例如,图中的节点 `e` 和 `f` 代表不同的问题序列,而它们都共享同样的前缀 `d`。 + +在图的后几步中,基数树已经非常复杂。此时系统继续管理和复用缓存,尽量保留高频使用的前缀。当缓存压力增大时,系统会优先保留那些可能重复使用的节点,逐出那些较长时间未被使用的节点(如 `j` 和 `k` 等)。 + +## 2. vLLM Automatic Prefix Caching:核心架构 + +### 2.1 核心组件与整体设计 + +`PrefixCachingBlockAllocator` 是 vLLM 的核心组件之一,专注于在大语言模型推理中实现高效的前缀缓存机制。其设计目标是缓存和复用计算结果,从而显著提升生成性能。下面介绍 `PrefixCachingBlockAllocator` 的核心组件和整体设计思路。 + +`PrefixCachingBlockAllocator` 主要包含以下几个核心组件: + +- `BlockTracker`:用于追踪每个块的状态,包括是否活跃和上次访问时间。 +- `Evictor`:管理块的驱逐,按 LRU 策略释放未使用的块。 +- `RefCounter`:管理每个块的引用次数,确保块在没有被使用时可以被安全回收。 + + +`BlockTracker` 是用于跟踪每个块状态的组件。它负责记录每个内存块是否处于活动状态、是否已完成计算(computed),以及上次访问的时间(`last_accessed`)。每个块在分配后会通过 BlockTracker 进行状态管理。例如,当一个块被标记为 “active” 后,可以通过 last_accessed 记录它的访问时间,从而帮助 Evictor 决定是否将其驱逐。此外,BlockTracker 的 enable 和 disable 方法可以在块的生命周期中灵活调整状态,确保内存资源得到高效利用。 + +```python +class BlockTracker: + """用于追踪块的状态,包括是否活跃和上次访问时间。""" + __slots__ = ("active", "last_accessed", "computed") + + def __init__(self): + self.active: bool = False + self.reset() + + def reset(self): + """重置块状态,包括访问时间和计算状态。""" + self.last_accessed: float = _DEFAULT_LAST_ACCESSED_TIME + self.computed: bool = False + + def enable(self): + """激活块,重置状态。""" + assert not self.active + self.active = True + self.reset() + + def disable(self): + """禁用块,重置状态。""" + assert self.active + self.active = False + self.reset() +``` + +例如,在一个多轮对话中,前几轮对话产生的 KV 数据块可以被标记为“已完成计算”(computed)。这样,BlockTracker 确保系统不会重复计算这些已经存在的块,从而大大节省了计算资源。 + +`Evictor` 是 `PrefixCachingBlockAllocator` 中负责缓存块的驱逐和回收的组件。通过 LRU(Least Recently Used)策略,它可以有效地管理缓存中的数据,释放不再使用的块以供新的请求使用。`Evictor` 的设计基于一个 `free_table`,用于保存最近未使用的缓存块。当内存压力增大时,`Evictor` 会优先驱逐那些访问时间最久远的块,以腾出空间。通过这种设计,系统可以保持较高的缓存命中率,同时在内存受限的情况下,尽量避免占用宝贵的 GPU 资源。 + +```python +class Evictor: + """管理块的驱逐,按 LRU 策略释放未使用的块。""" + def add(self, block_id, content_hash, num_tokens_total, last_accessed): + """将块添加到 free_table 中,准备驱逐。""" + # 代码省略,逻辑为按访问时间顺序排序 + + def remove(self, content_hash): + """从 free_table 中移除块,用于复用。""" + # 逻辑实现略 + + def evict(self): + """逐出最近最少使用的块,确保缓存的高效利用。""" + # 逻辑实现略 +``` + +通过 `add` 和 `evict` 方法,`Evictor` 实现了对未使用块的管理与回收。比如,当新的请求需要内存时,可以调用 `evict` 方法驱逐最旧的块,从而释放空间。这种 LRU 策略确保了缓存的最优利用,最大限度提高了系统的吞吐量和性能。 + +举个例子:假设某个块在过去的对话轮次中已经被多次引用,但当前轮次不再需要它,那么 Evictor 会将该块标记为“待释放”。这种设计使得系统可以在内存压力增大时自动清理旧数据,以腾出空间供新请求使用,同时避免频繁的内存分配和回收。 + +`RefCounter` 是用于管理每个块的引用次数的组件。它在 `PrefixCachingBlockAllocator` 中扮演关键角色,确保每个块在没有被使用时可以被安全回收,而在被多次引用时则保留在缓存中。通过 `RefCounter`,每个块的引用计数得以精确控制。例如,当引用计数减为零时,`Evictor` 可以将该块驱逐;而当引用计数增加时,则表示该块正在被活跃使用,不应回收。这种设计极大地优化了缓存的利用率,避免不必要的重复计算。 + +```python +class RefCounter: + """引用计数器,管理每个块的引用次数。""" + def incr(self, block_id): + """增加块的引用计数。""" + # 代码省略 + + def decr(self, block_id): + """减少块的引用计数,引用计数为0时释放块。""" + # 代码省略 +``` + +引用计数器的 `incr` 和 `decr` 方法确保了块的正确管理。每次分配新的块,引用计数器会自增,而当引用计数归零时,系统会将该块交给 `Evictor` 处理。这样,即便在高并发的生成任务中,系统也能合理分配和释放内存,确保生成的稳定性和缓存的高效利用。 + +在实际应用中,比如在同一个对话 session 中,如果多个请求都引用了同一个 KV 缓存块,那么该块的引用计数将不断增加。这就确保了即使有多个请求同时访问同一个块,它也不会被 `Evictor` 回收。只有当所有引用都释放完毕时,引用计数归零,`Evictor` 才会考虑将其释放。这种机制使得内存管理更加精确,并最大限度地复用了已存在的数据。 + +### 2.2 哈希机制:内容哈希在缓存重用中的应用 + +在 `PrefixCachingBlockAllocator` 中,每一个块都拥有一个唯一的“内容哈希”(`content_hash`),它是实现缓存重用的关键。这种哈希机制确保了即使是内容完全相同的请求,系统也能正确识别并复用现有的数据块,从而避免重复计算。 + +内容哈希是根据块的内容生成的唯一标识符。具体来说,`PrefixCachingBlockAllocator` 会对每个块中的 token 序列生成一个哈希值(`content_hash`)。如果两个请求的 token 序列相同,它们的哈希值也相同;而如果内容稍有不同,则会生成不同的哈希值。 + +这种设计的一个典型应用场景是系统提示(system prompt)或长对话前缀的复用。在对话系统中,某些用户可能在多个请求中使用相同的前缀(例如系统提示),此时,系统会为第一个请求生成一个内容哈希值并缓存对应的 KV 数据;而对于后续的请求,系统只需检查哈希值即可判断该数据是否已存在,从而避免重新计算。 + +当一个新的请求到达时,系统会生成该请求的内容哈希,并在缓存中查找是否已有匹配的 KV 块。如果找到匹配项,则直接复用缓存中的数据;如果找不到匹配项,则为该请求生成新的 KV 块,并记录其哈希值。 + +这种机制让 `PrefixCachingBlockAllocator` 能够快速定位缓存中的数据块,而无需对每个块进行逐一比对。这样不仅节省了计算资源,还减少了内存查找的时间开销。 + +## 3. 内存缓存与复用机制 + +### 3.1 缓存过程:`allocate_immutable_block` 方法解析 + +`allocate_immutable_block` 方法是 `PrefixCachingBlockAllocator` 中最核心的缓存机制实现部分,专门用于分配和复用 KV 缓存块。在缓存过程中,它通过检测 `content_hash`(内容哈希)来判断是否可以复用已有的缓存块,从而避免不必要的重复计算,提升性能。 + +调度器在预填充阶段会调用 `BlockTable.allocate` 方法分配内存块,而 `allocate_immutable_block` 就是这个过程的核心实现之一。 在 `BlockTable` 的 `allocate` 方法中,可以看到以下调用路径: + +```python +def allocate(self, token_ids: List[int], device: Device = Device.GPU) -> None: + blocks = self._allocate_blocks_for_token_ids(prev_block=None, token_ids=token_ids, device=device) + self.update(blocks) +``` + +在 `_allocate_blocks_for_token_ids` 中,`allocate_immutable_block` 被调用用于分配或复用已有的内存块: + +```python +def _allocate_blocks_for_token_ids(self, prev_block: Optional[Block], token_ids: List[int], device: Device) -> List[Block]: + block_token_ids = self._chunk_token_blocks_for_append(token_ids) + if block_token_ids: + # 调用 allocate_immutable_block 检查缓存并分配块 + blocks.extend(self._allocator.allocate_immutable_blocks(prev_block, block_token_ids, device=device)) +``` + +当一个请求到达时,`allocate_immutable_block` 会根据该请求的 token 序列生成一个唯一的 `content_hash`。这个哈希值用来标识每个块的内容,如果当前块的内容在之前的请求中已存在,那么生成的 `content_hash` 就会匹配缓存中已有的哈希值。这种机制使得系统可以快速定位到相同内容的缓存块,从而实现内存复用。 + +下面通过代码逐步讲解 `allocate_immutable_block` 的实现,解释内容哈希在缓存检测和复用中的作用。 + +```python +def allocate_immutable_block(self, + prev_block: Optional[Block], + token_ids: List[int], + device: Optional[Device] = None) -> Block: + """Allocates an immutable block with the given token IDs, reusing cached + blocks if possible. + + Args: + prev_block (Optional[Block]): The previous block in the sequence. + token_ids (List[int]): The token IDs to be stored in the block. + + Returns: + Block: The allocated immutable block. + """ + assert device is None + assert_prefix_caching_block_or_none(prev_block) + + # First, try to create a block that points to cached data + block = self._block_pool.init_block(prev_block=prev_block, + token_ids=token_ids, + block_size=self._block_size, + physical_block_id=None) + assert block.content_hash is not None + + # 查找缓存中是否存在匹配的内容哈希 + cached_block_id = self._cached_blocks.get(block.content_hash, None) + if cached_block_id is not None: + # 如果缓存命中,复用已有的缓存块 + self.metric_data.query(hit=True) + block.block_id = cached_block_id + self._incr_refcount_cached_block(block) + return block + + # 如果缓存未命中,释放临时块并创建新的块 + self.metric_data.query(hit=False) + self._block_pool.free_block(block) + + # No cached block => Allocate a new block + block = self.allocate_mutable_block(prev_block) + block.append_token_ids(token_ids) + return block +``` + +在 `allocate_immutable_block` 中,首先通过 `self._block_pool.init_block` 方法生成一个新的块对象,并初始化 `token_ids` 和 `block_size`。在此过程中,会生成当前块的 `content_hash`,这是一种基于内容的唯一标识,用来判断块的内容是否在缓存中已存在。`content_hash` 的生成基于整个 token 序列,因此不同内容的块将生成不同的哈希值,确保哈希的唯一性和准确性。 + +生成 `content_hash` 后,`allocate_immutable_block` 会在 `self._cached_blocks` 中查找是否已存在该哈希值对应的缓存块。如果找到匹配的 `cached_block_id`,说明当前请求的内容已在缓存中存在。这时,系统会执行以下操作: + +- **记录缓存命中**:调用 `self.metric_data.query(hit=True)` 记录一次缓存命中,用于后续的缓存策略优化。 +- **复用缓存块**:将当前块的 `block_id` 设置为 `cached_block_id`,复用已有的缓存数据,避免重复分配内存。 +- **增加引用计数**:调用 `_incr_refcount_cached_block(block)` 增加缓存块的引用计数,确保该块在有引用时不会被释放。 + +这样,系统就可以直接复用缓存中的块,无需重新计算和存储 KV 数据,从而节省内存和计算资源。 + +如果 `content_hash` 在 `self._cached_blocks` 中不存在,说明当前请求的内容未被缓存。这时,系统会执行以下步骤: + +- **记录缓存未命中**:调用 `self.metric_data.query(hit=False)` 记录一次缓存未命中,用于后续缓存策略的优化。 +- **释放临时块**:调用 `self._block_pool.free_block(block)` 释放之前分配的临时块,以便后续分配新块。 +- **创建新块**:调用 `self.allocate_mutable_block(prev_block)` 分配一个新的可变块,并将 `token_ids` 添加到该块中。 + +通过这些步骤,系统为未命中的请求创建一个新的块,并将其内容存储在内存中,供后续的请求复用。 + + +### 3.2 块状态管理:BlockTracker 中的 enable 和 disable 方法 + +在 `PrefixCachingBlockAllocator` 的缓存机制中,每个内存块的生命周期状态至关重要。为了有效追踪和管理这些块的状态,`PrefixCachingBlockAllocator` 使用了 `BlockTracker` 类。`BlockTracker` 负责记录每个块的状态(如是否处于活跃状态,最后一次访问时间,以及是否已完成计算),并通过 `enable` 和 `disable` 方法来管理块的生命周期。 + +代码很简单,如下所示: + +```python +class BlockTracker: + """用于在前缀缓存分配器中追踪块的状态。""" + + __slots__ = ("active", "last_accessed", "computed") + + def reset(self): + self.last_accessed: float = _DEFAULT_LAST_ACCESSED_TIME + self.computed: bool = False + + def __init__(self): + self.active: bool = False + self.reset() + + def enable(self): + """激活块,设置块为活跃状态并重置访问时间。""" + assert not self.active + self.active = True + self.reset() + + def disable(self): + """禁用块,设置块为非活跃状态并重置状态信息。""" + assert self.active + self.active = False + self.reset() +``` + +### 3.3 命中率和性能优化:缓存命中率统计与优化策略 + +在 `PrefixCachingBlockAllocator` 中,缓存命中率是衡量缓存系统效率的关键指标。通过统计缓存命中情况,系统可以了解有多少次请求成功复用了缓存中的数据,以及多少次缓存未命中而需要重新分配块或计算数据。这不仅帮助系统评估当前缓存策略的效果,还可以为进一步优化提供指导。为了实现这一点,`PrefixCachingBlockAllocator` 利用 `metric_data.query` 方法记录每次缓存查询的命中或未命中情况,并使用这些统计数据来调整缓存策略。 + +`metric_data.query` 方法用于记录每次缓存查询的结果。它接收一个参数 `hit`,表示缓存查询是否命中: + +- 当 `hit=True` 时,表示查询成功复用了缓存块,统计数据中缓存命中次数会增加。 +- 当 `hit=False` 时,表示查询未命中,统计数据中未命中次数会增加。 + +`CacheMetricData` 类中的 `get_hit_rate` 方法可以通过命中和未命中的次数计算缓存命中率。这一比率定义为命中次数除以总查询次数,表示在所有请求中有多少百分比成功复用了缓存。 + +命中率的计算公式如下: + +$$ +\text{Hit Rate} = \frac{\text{hits}}{\text{hits} + \text{misses}} +$$ + + +`metric_data.query` 方法的调用使得系统可以实时记录缓存的命中和未命中情况,从而为缓存命中率的计算提供基础数据。同时,这种记录方式在系统运行过程中积累了足够的数据,可以帮助开发者在实际应用中监控缓存的表现,优化策略以提升系统性能。 + +## 4. 多轮对话场景中的应用 + +在多轮对话场景中,`PrefixCachingBlockAllocator` 提供了一套高效的缓存管理方案,通过 **Prefix Caching** 与 **Generated KV Caching** 的结合,实现对历史对话内容的缓存和复用。该机制在长系统提示(system prompt)或多轮对话的上下文中表现出色,尤其在高负载的对话系统中能够显著减少计算开销,提升生成效率。 + +### 4.1 多轮对话的缓存管理 + +在多轮对话中,通常需要复用之前轮次的对话历史。`PrefixCachingBlockAllocator` 通过将对话内容缓存为 KV 数据块的方式实现对历史对话的复用。具体而言,分为两个阶段的缓存管理: + +1. **Prefix Caching**:当对话中包含大量相同的前缀时,`PrefixCachingBlockAllocator` 会将这些前缀数据块缓存下来,后续对话轮次直接复用这些前缀,避免重复计算。在多轮对话中,尤其是相同的 system prompt 不断重复的情况下,Prefix Caching 能显著减少前缀部分的计算。 +2. **Generated KV Caching**:在对话生成阶段,`Generated KV Caching` 会将新生成的 KV 数据块保存下来,便于后续轮次继续复用。这种缓存方法适用于多轮对话中每轮都基于上一轮生成的 KV 数据作为上下文继续生成的情况,能够避免每轮对话重新生成前几轮的内容,大幅降低开销。 + +### 4.2 典型应用 + +多轮对话的缓存管理不仅适用于相同的系统 prompt,也支持在相似上下文中的缓存复用。以下是几个典型的应用场景: + +#### 相同系统 prompt 的复用 + +在许多应用中,如客户服务机器人或长期对话的智能助手,系统 prompt 通常保持不变。在这种情况下,PrefixCachingBlockAllocator 会将系统 prompt 的 KV 缓存下来,后续所有的对话轮次都直接复用该缓存。例如,客户服务的系统 prompt 为“您是一位专业的技术支持人员,请为客户提供帮助”,只需在首次生成时计算 KV 数据,在后续对话中直接从缓存中读取即可,这样可以极大地提升响应速度。 + +#### 相似上下文的缓存复用 + +在一些多轮对话中,虽然系统 prompt 可能会略有不同,但上下文非常相似。此时 PrefixCachingBlockAllocator 通过内容哈希识别相似的 KV 数据块,将这些类似的数据标记为相同的前缀来进行缓存。例如,两个用户的对话均涉及“技术支持”,仅细节部分有所差异,则系统会检测到大部分 KV 数据一致性,并在缓存中共享这些数据块。 + +#### 高负载下的缓存管理策略 + +在高 QPS(Queries Per Second)负载情况下,系统的缓存可能面临较大的压力。为确保响应速度和资源合理分配,PrefixCachingBlockAllocator 结合 LRU 策略(Least Recently Used),优先保留高频访问的数据,逐出低优先级的缓存块。例如,当多个对话会话同时访问相似的历史上下文时,Evictor 会优先逐出较早未被访问的数据块,保证缓存的空间可用,避免内存溢出。 + +## 5. 总结 + +`PrefixCachingBlockAllocator` 和 vLLM 中的 Automatic Prefix Caching 为高效生成任务提供了关键支持。通过 RadixAttention 的基数树结构以及哈希缓存管理,这一架构实现了前缀数据和生成数据的高效缓存与复用,在长系统提示和多轮对话场景中表现突出。 + +首先,RadixAttention 利用基数树(Radix Tree)的特性,实现了对共享前缀的存储优化。无论是系统提示的重复生成还是多轮对话的历史上下文,这一结构都能够有效避免冗余计算。同时,Automatic Prefix Caching 通过内容哈希将每个 KV 数据块唯一标识,大幅提升了缓存的命中率,实现了资源的动态管理和分配。 + +在多轮对话场景中,Prefix Caching 与 Generated KV Caching 相结合,确保了系统 prompt 和上下文的持续复用,使得对历史对话的依赖极大减少,显著提升了生成效率。在高 QPS 负载场景下,LRU 策略和引用计数的结合进一步优化了缓存管理,确保系统在高并发下依旧稳定。 + +展望未来,进一步的优化方向可以包括提升缓存的调度策略,使得缓存的管理更加自适应,以应对更复杂的生成任务;另外,在高频数据块的压缩和复用上也存在提升空间。 \ No newline at end of file diff --git a/docs/16_vllm_source_code/images/87bb8d271124b0c533b60b8c3cf85480766e9697e024490e76f3b1ea9af06a6c.png b/docs/16_vllm_source_code/images/87bb8d271124b0c533b60b8c3cf85480766e9697e024490e76f3b1ea9af06a6c.png new file mode 100644 index 0000000000000000000000000000000000000000..3e46ad457141f2600c331cd66ce7529b8caeb9a9 GIT binary patch literal 263892 zcmeFZWmuI_w=PU9x>FHQKw<#`N{4iJcPrh}-J*1NcY}1NBHaxVN|zuK(q}H;{qFCa 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