From 5e61dcd2ece2e2b63f04de6170eee8662eb70792 Mon Sep 17 00:00:00 2001 From: Phodal Huang Date: Thu, 1 Aug 2024 09:10:01 +0800 Subject: [PATCH] =?UTF-8?q?feat(data-security):=20=E6=B7=BB=E5=8A=A0Presid?= =?UTF-8?q?io=E5=88=86=E6=9E=90=E5=99=A8=E4=B8=8ESkyFlow=E9=9A=90=E7=A7=81?= =?UTF-8?q?=E5=BA=93=E5=86=85=E5=AE=B9?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 新增了Presidio分析器的介绍,包括其如何检测PII(个人身份信息)实体,以及相关的配置示例。同时,添加了SkyFlow LLM Privacy Vault的图像和链接,以展示另一种数据隐私保护解决方案。 --- src/agent-data-security.md | 49 +++++++++++++++++++++++ src/images/presidio-ner-flow.png | Bin 0 -> 129480 bytes src/images/skyflow-llm-privacy-vault.png | Bin 0 -> 119541 bytes 3 files changed, 49 insertions(+) create mode 100644 src/images/presidio-ner-flow.png create mode 100644 src/images/skyflow-llm-privacy-vault.png diff --git a/src/agent-data-security.md b/src/agent-data-security.md index 34e886c..32dabb9 100644 --- a/src/agent-data-security.md +++ b/src/agent-data-security.md @@ -51,6 +51,55 @@ Presidio(源自拉丁语praesidium ‘保护、卫戍’)致力于确保敏 ![](images/presidio-analyze-anonymize.png) +![](images/presidio-ner-flow.png) + +Presidio 分析器是一个基于Python的服务,用于检测文本中的 PII(个人身份信息)实体。 + +在分析过程中,它运行一组不同的 PII 识别器,每个识别器负责使用不同的机制检测一个或多个PII实体。 + +Presidio 分析器提供了一组预定义的识别器,但也可以轻松扩展为其他类型的自定义识别器。预定义和自定义识别器利用正则表达式、命名实体识别以及其他类型的逻辑来检测非结构化文本中的PII。 + +```yaml +nlp_engine_name: transformers +models: + - lang_code: en + model_name: + spacy: en_core_web_sm + transformers: StanfordAIMI/stanford-deidentifier-base + +ner_model_configuration: + labels_to_ignore: + - O + aggregation_strategy: simple # "simple", "first", "average", "max" + stride: 16 + alignment_mode: strict # "strict", "contract", "expand" + model_to_presidio_entity_mapping: + PER: PERSON + LOC: LOCATION + ORG: ORGANIZATION + AGE: AGE + ID: ID + EMAIL: EMAIL + PATIENT: PERSON + STAFF: PERSON + HOSP: ORGANIZATION + PATORG: ORGANIZATION + DATE: DATE_TIME + PHONE: PHONE_NUMBER + HCW: PERSON + HOSPITAL: ORGANIZATION + + low_confidence_score_multiplier: 0.4 + low_score_entity_names: + - ID +``` + +### SkyFlow + +https://www.skyflow.com/product/llm-privacy-vault + +![](images/skyflow-llm-privacy-vault.png) + ### Protect AI [LLM Guard](https://llm-guard.com/) Supported scanners diff --git a/src/images/presidio-ner-flow.png b/src/images/presidio-ner-flow.png new file mode 100644 index 0000000000000000000000000000000000000000..a28b7365b168868aaa2b72e2e9d371f772e26d9f GIT binary patch literal 129480 zcmeGDRd5_lv^9tdS}Y4KiZ$(KQJCK8n zyKF|HZWO@mtJbI4l9-?L2iiV`jD=lR-7?H`077{KT(Fcx#Heb2_zjQziczHI0liY)%x zJy5zkR966XEm6jKorkBR)J{#{1r-L4hXSuA2(C%-2hqW=xuLuh;awp*2$CSq---wz zYca7MHSdoK=S2}fas?y&lZY@4lbMkk5d7=IUA)|b+aKsZ)9a7jvQ5?hM1=FVXDh;A zJ%QMkY8!4o>|-Yr2A6O!9VXr3b?X$SL6^;{BwXI|YaoHTMqqM3qrrEk1T5M5q3A2Y zb;4NxDZS-&JHmBW#@MQdpyD9*UeaFYpFBGcWY=CRuJSR^=WzmB+L7b7mi}vkvU0ot zWWTdGY|~xQZa9#i&$1iJ-5Fd1p7Z)>S#{^$yC(G3E3O4k1OikcVm?6etTVgxIOmwF 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