From c840529bdf3c287ef46ae7ea82250555c9808edc Mon Sep 17 00:00:00 2001 From: Phodal Huang Date: Mon, 2 Sep 2024 13:17:18 +0800 Subject: [PATCH] feat(data-security): Add Unkey Semantic Cache section This commit introduces a new section on Unkey Semantic Cache in the data security chapter. It explains the limitations of traditional query-based caching and demonstrates how semantic caching can improve cache hit rates by focusing on the intent behind queries, rather than exact phrasing. This addition enhances the understanding of advanced caching strategies for data security. --- src/agent-data-security.md | 17 +++++++++++++++++ src/aise-code-review.md | 1 + src/images/unkey-cachehit.webp | Bin 0 -> 92450 bytes src/images/unkey-cachemiss.webp | Bin 0 -> 97248 bytes 4 files changed, 18 insertions(+) create mode 100644 src/images/unkey-cachehit.webp create mode 100644 src/images/unkey-cachemiss.webp diff --git a/src/agent-data-security.md b/src/agent-data-security.md index 7bea0cc..a2dd8a3 100644 --- a/src/agent-data-security.md +++ b/src/agent-data-security.md @@ -44,6 +44,23 @@ remote: ## 示例 +### Unkey Semantic cache + +[Code](https://github.com/unkeyed/unkey/tree/main/apps/semantic-cache) + +[https://www.unkey.com/blog/semantic-caching](https://www.unkey.com/blog/semantic-caching) + +一个简单的缓存解决方案是使用用户查询作为键,将工作流的结果作为值进行缓存。 这可以实现对相同查询的响应进行重复使用。但这依赖于用户查询的措辞完全相同。 + +例如,如果两个用户都问“如何取消我的订阅”,那么第二个用户会收到缓存的响应。但如果另一个用户问的是“我需要取消我的订阅 - 怎么做?”,那么我们将遇到缓存未命中的情况。 +虽然这两个问题的意图是相同的,但措辞不同。 + +这正是语义缓存可以发挥作用的地方:通过基于查询嵌入的缓存,我们可以确保所有提出相同问题的用户都能命中缓存。以下图表概述了这种架构: + +![unkey-cachehit.webp](images/unkey-cachehit.webp) + +![unkey-cachemiss.webp](images/unkey-cachemiss.webp) + ### Microsoft [Presidio](https://microsoft.github.io/presidio/) Presidio(源自拉丁语praesidium ‘保护、卫戍’)致力于确保敏感数据得到妥善管理和治理。该系统为私人实体提供快速识别和匿名化功能, diff --git a/src/aise-code-review.md b/src/aise-code-review.md index b40139a..604b3a1 100644 --- a/src/aise-code-review.md +++ b/src/aise-code-review.md @@ -176,6 +176,7 @@ pr_review: #### Style Guide + ```yaml version: 1.3 pr_review: diff --git a/src/images/unkey-cachehit.webp b/src/images/unkey-cachehit.webp new file mode 100644 index 0000000000000000000000000000000000000000..09c027b4da5b1a46afaf9b46430f3c903fb69aa0 GIT binary patch literal 92450 zcmeFZbySsY_b$2?-QC^Y(%m5q(nzOthjd7Yq%np3g8U@9_+y5&I)7;tB9RL8Tf%d*5m6#xb)4+fXoI+ZA+!Ae#VeTmQ6KZuj|Vi-T?fYKmR=xx1Z30LdpOvF>{F19<6vp(1^~c-M~BAU(%c4QbAW6V*9RI>AX^v! zKtQqn!#4ZFcDM8f-6sGb<>c(+YHMxdPQhT#NWm!}z)vA>>1A)}?#`-aYHnxhYC$38 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