From 0ca9eb1b3e609c9aff8c51d6f183f40be33dfdca Mon Sep 17 00:00:00 2001 From: "fuyu.bfy" Date: Thu, 26 Oct 2023 10:13:27 +0800 Subject: [PATCH 1/8] update doc --- .../enterprise-supply-chain/index.en-US.md | 12 +- docs/example/enterprise-supply-chain/index.md | 15 +- .../{Medical => medical}/index.en-US.md | 7 +- docs/example/{Medical => medical}/index.md | 9 +- docs/example/risk-mining/index.en-US.md | 8 +- docs/example/risk-mining/index.md | 8 +- .../{quick-start.en-US.md => index.en-US.md} | 53 ++- docs/quick-start/{quick-start.md => index.md} | 52 ++- docs/tutorial/knext/index.en-US.md | 178 ++++----- docs/tutorial/knext/index.md | 148 ++++---- docs/tutorial/spg2lpg/index.en-US.md | 6 +- docs/tutorial/spg2lpg/index.md | 5 +- docs/tutorial/spgreasoner/index.en-US.md | 239 ++++++------ docs/tutorial/spgreasoner/index.md | 355 +++++++++--------- docs/tutorial/spgschema/index.en-US.md | 65 ++-- docs/tutorial/spgschema/index.md | 78 ++-- 16 files changed, 659 insertions(+), 579 deletions(-) rename docs/example/{Medical => medical}/index.en-US.md (96%) rename docs/example/{Medical => medical}/index.md (96%) rename docs/quick-start/{quick-start.en-US.md => index.en-US.md} (73%) rename docs/quick-start/{quick-start.md => index.md} (67%) diff --git a/docs/example/enterprise-supply-chain/index.en-US.md b/docs/example/enterprise-supply-chain/index.en-US.md index dbfc034..569e36f 100644 --- a/docs/example/enterprise-supply-chain/index.en-US.md +++ b/docs/example/enterprise-supply-chain/index.en-US.md @@ -1,6 +1,9 @@ --- title: Enterprise Supply Chain -order: 1 +nav: + second: + title: Enterprise Supply Chain + order: 2 --- ## 1 Background @@ -23,7 +26,6 @@ Concept knowledge maintains industry chain-related data, including hierarchical
Figure 2：Inductive Deduction of Industrial Chain Events
- Within the industrial chain, categories of product and company events are established. These categories are a combination of indicators and trends. For example, an increase in price consists of the indicator "price" and the trend "upward". Causal knowledge sets the events of a company's profit decrease and cost increase due to a rise in product prices. When a specific event occurs, such as a significant increase in rubber prices, it is categorized under the event of a price increase. As per the causal knowledge, a price increase in a product leads to two event types: a decrease in company profits and an increase in company costs. Consequently, new events are generated:"Triangle** Tire Company cost increase" and "Triangle** Tire Company profit decrease". @@ -103,9 +105,9 @@ knext reasoner query --dsl " MATCH (s:SupplyChain.Company) RETURN - s.id, s.fundTrans1Month, s.fundTrans3Month, - s.fundTrans6Month, s.fundTrans1MonthIn, s.fundTrans3MonthIn, - s.fundTrans6MonthIn, s.cashflowDiff1Month, s.cashflowDiff3Month, + s.id, s.fundTrans1Month, s.fundTrans3Month, + s.fundTrans6Month, s.fundTrans1MonthIn, s.fundTrans3MonthIn, + s.fundTrans6MonthIn, s.cashflowDiff1Month, s.cashflowDiff3Month, s.cashflowDiff6Month " ``` diff --git a/docs/example/enterprise-supply-chain/index.md b/docs/example/enterprise-supply-chain/index.md index ff40afd..936fdaa 100644 --- a/docs/example/enterprise-supply-chain/index.md +++ b/docs/example/enterprise-supply-chain/index.md @@ -1,6 +1,9 @@ --- -title: 案例演示 -order: 1 +title: 企业供应链 +nav: + second: + title: 企业供应链 + order: 2 --- ## 1 背景 @@ -17,14 +20,12 @@ order: 1
图1：产业链企业图谱深度语义关联
- 概念知识维护着产业链相关数据，包括上下位层级、供应关系；实体实例仅有法人代表、转账信息，公司实例通过生产的产品属性和概念中的产品节点挂载，实现了公司实例之间的深度信息挖掘，例如供应商、同行业、同法人代表等关系。基于深度上下文信息，可提供更多的信用评估因子。 ![产业链事件归纳演绎 ](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*X2TES7hf9ycAAAAAAAAAAAAADtmcAQ/original)
图2：产业链事件归纳演绎
- 产业链中建立了产品和公司事件类别，该类别属于指标和趋势的一种组合，例如价格上涨，是由指标：价格，趋势：上涨两部分构成。 事理知识设定了产品价格上涨引起公司利润下降及公司成本上涨事件，当发生某个具体事件时，例如“橡胶价格大涨事件”，被归类在产品价格上涨，由于事理知识中定义产品价格上涨会引起公司利润下降/公司成本上涨两个事件类型，会产出新事件：“三角\*\*轮胎公司成本上涨事件”、“三角\*\*轮胎公司利润下跌”。 @@ -117,9 +118,9 @@ knext reasoner query --dsl " MATCH (s:SupplyChain.Company) RETURN - s.id, s.name, s.fundTrans1Month, s.fundTrans3Month, - s.fundTrans6Month, s.fundTrans1MonthIn, s.fundTrans3MonthIn, - s.fundTrans6MonthIn, s.cashflowDiff1Month, s.cashflowDiff3Month, + s.id, s.name, s.fundTrans1Month, s.fundTrans3Month, + s.fundTrans6Month, s.fundTrans1MonthIn, s.fundTrans3MonthIn, + s.fundTrans6MonthIn, s.cashflowDiff1Month, s.cashflowDiff3Month, s.cashflowDiff6Month " ``` diff --git a/docs/example/Medical/index.en-US.md b/docs/example/medical/index.en-US.md similarity index 96% rename from docs/example/Medical/index.en-US.md rename to docs/example/medical/index.en-US.md index b7390c4..d2e0a17 100644 --- a/docs/example/Medical/index.en-US.md +++ b/docs/example/medical/index.en-US.md @@ -1,6 +1,9 @@ --- title: Medical -order: 2 +nav: + second: + title: Medical + order: 3 --- ## Building a medical knowledge graph from text @@ -56,7 +59,7 @@ For the ChatGLM2 model, you need to prepare the structured samples. You can use ```shell python builder/model/dataset/convert_util.py \ - --entity_type Medical.Disease \ + --entity_type Medical.Disease \ --task_type RE \ --src_path builder/model/dataset/RE/sample.json \ --tgt_path builder/model/dataset/RE/processed.json \ diff --git a/docs/example/Medical/index.md b/docs/example/medical/index.md similarity index 96% rename from docs/example/Medical/index.md rename to docs/example/medical/index.md index 13b239c..3165c44 100644 --- a/docs/example/Medical/index.md +++ b/docs/example/medical/index.md @@ -1,6 +1,9 @@ --- title: 医疗领域 -order: 2 +nav: + second: + title: 医疗领域 + order: 3 --- ## 从文本构建医疗图谱 @@ -53,7 +56,7 @@ knext operator publish DiseaseExtractor ```shell python builder/model/dataset/convert_util.py \ - --entity_type Medical.Disease \ + --entity_type Medical.Disease \ --task_type RE \ --src_path builder/model/dataset/RE/sample.json \ --tgt_path builder/model/dataset/RE/processed.json \ @@ -63,6 +66,7 @@ python builder/model/dataset/convert_util.py \ **2、模型微调** 执行以下命令，使用 [p-tuning-v2](https://github.com/THUDM/ChatGLM2-6B/tree/main/ptuning#p-tuning-v2) 对模型参数进行微调 + ```shell sh builder/model/train.sh ``` @@ -70,6 +74,7 @@ sh builder/model/train.sh **第三步：部署大模型(ChatGLM2)推理服务** 将p-tuning的结果参数文件覆盖原模型参数文件，并执行以下命令部署模型服务 + ```bash sh builder/model/deploy.sh ``` diff --git a/docs/example/risk-mining/index.en-US.md b/docs/example/risk-mining/index.en-US.md index e5fccfe..10dd143 100644 --- a/docs/example/risk-mining/index.en-US.md +++ b/docs/example/risk-mining/index.en-US.md @@ -1,6 +1,9 @@ --- title: Risk Mining -order: 3 +nav: + second: + title: Risk Mining + order: 1 --- ## Risk Mining Knowledge Graph @@ -66,7 +69,6 @@ knext reasoner query --dsl "${ql}" ![image.png](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*uKcjRqTdy7cAAAAAAAAAAAAADtmcAQ/original) - MobilePhone: "standard attribute" compare to "text attribute". Edit the `dsl_task.txt` file and enter the following query: @@ -115,7 +117,7 @@ Define (s:Person)-[p:developed]->(o:App) { (s)-[:hasDevice]->(d:Device)-[:install]->(o) } Constraint { - deviceNum = group(s,o).count(d) + deviceNum = group(s,o).count(d) R1("设备超过5"): deviceNum > 5 } } diff --git a/docs/example/risk-mining/index.md b/docs/example/risk-mining/index.md index 3e483e6..497f394 100644 --- a/docs/example/risk-mining/index.md +++ b/docs/example/risk-mining/index.md @@ -1,6 +1,9 @@ --- title: 黑产挖掘 -order: 3 +nav: + second: + title: 黑产挖掘 + order: 1 --- ## 黑产挖掘图谱 @@ -66,7 +69,6 @@ knext reasoner query --dsl "${ql}" ![image.png](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*uKcjRqTdy7cAAAAAAAAAAAAADtmcAQ/original) - 电话号码：标准属性 vs 文本属性。 编辑dsl_task.txt，输入如下内容： @@ -115,7 +117,7 @@ Define (s:Person)-[p:developed]->(o:App) { (s)-[:hasDevice]->(d:Device)-[:install]->(o) } Constraint { - deviceNum = group(s,o).count(d) + deviceNum = group(s,o).count(d) R1("设备超过5"): deviceNum > 5 } } diff --git a/docs/quick-start/quick-start.en-US.md b/docs/quick-start/index.en-US.md similarity index 73% rename from docs/quick-start/quick-start.en-US.md rename to docs/quick-start/index.en-US.md index 24284f6..8114e50 100644 --- a/docs/quick-start/quick-start.en-US.md +++ b/docs/quick-start/index.en-US.md @@ -11,10 +11,8 @@ order: 1 [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](./LICENSE) - OpenSPG is a knowledge graph engine developed by Ant Group in collaboration with OpenKG, based on the SPG (Semantic-enhanced Programmable Graph) framework, which is a summary of Ant Group's years of experience in constructing and applying diverse domain knowledge graphs in the financial sector. - ![OpenSPG Architecture](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*DmdvRKo5pyYAAAAAAAAAAAAADtmcAQ/original) ## Background @@ -22,8 +20,7 @@ OpenSPG is a knowledge graph engine developed by Ant Group in collaboration with SPG (Semantic-enhanced Programmable Graph): semantic-enhanced programmable framework is a set of semantic representation framework based on attribute graph precipitated by Ant Knowledge Graph platform after years of supporting business in the financial field. It creatively integrates LPG structural and RDF semantic, which overcomes the problem that RDF/OWL semantic complexity cannot be industrially landed, and fully inherits the advantages of LPG structural simplicity and compatibility with big data system. The framework defines and represents knowledge semantics from three aspects. First, SPG explicitly defines the formal representation and programmable framework of "knowledge", so that it can be defined, programmed, understood and processed by machines. Secondly, SPG achieves compatibility and progressive advancement between knowledge levels, supporting the construction of knowledge graphs and the continuous iterative evolution of incomplete data states in industrial-level scenarios. Finally, SPG serves as an effective bridge between big data and AI technology systems, facilitating the efficient transformation of massive data into knowledge-based insights. By doing so, it enhances the value and application potential of the data. With the SPG framework, we can construct and manage graph data more efficiently, and at the same time, we can better support business requirements and application scenarios. Since SPG framework has good scalability and flexibility, new business scenarios can quickly build their domain models and solutions by extending the domain knowledge model and developing new operators. -For a detailed introduction to SPG, please refer to **the [《SPG White Paper》](https://spg.openkg.cn/ "SPG White Paper") jointly released by Ant Group and OpenKG**. - +For a detailed introduction to SPG, please refer to **the [《SPG White Paper》](https://spg.openkg.cn/ 'SPG White Paper') jointly released by Ant Group and OpenKG**. ## Capabilities @@ -31,38 +28,38 @@ OpenSPG is an open engine for knowledge graph designed and implemented on the ba OpenSPG Core Capabilities: -* SPG-Schema semantic modeling - * Schema framework responsible for semantic enhancement of attribute graphs, such as subject models, evolutionary models, predicate models, etc. -* SPG-Builder knowledge construction - * Supports the construction of both structured and unstructured knowledge. - * Compatible and articulated with big data architecture, provides a knowledge construction operator framework to realize the conversion from data to knowledge. - * Abstracts the knowledge processing SDK framework, provides the ability of entity linking, concept standardization and entity normalization operators, combines Natural Language Processing (NLP) and deep learning algorithms, improves the uniqueness level of different instances within a single type. Furthermore, it supports the continuous iterative evolution of the domain knowledge graphs. -* SPG-Reasoner logical rule reasoning - * Abstracts KGDSL (Knowledge Graph Domain Specific Language) to provide programmable symbolic representation of logic rules. - * Supports downstream tasks, such as rule inference, neural/symbolic fusion learning, KG2Prompt linked LLM knowledge extraction/knowledge reasoning, represented in machine-understandable symbolic form. - * Define dependency and transfer between knowledge through predicate semantics and logic rules, and support modeling and analysis of complex business scenarios. -* Extensible SDK framework - * Business systems build their own characteristic business front-end by interfacing with open SDKs - * Extensible/adaptable customized graph storage/graph calculation engine - * Extensible/adaptable machine learning framework suitable for their own business characteristics +- SPG-Schema semantic modeling + - Schema framework responsible for semantic enhancement of attribute graphs, such as subject models, evolutionary models, predicate models, etc. +- SPG-Builder knowledge construction + - Supports the construction of both structured and unstructured knowledge. + - Compatible and articulated with big data architecture, provides a knowledge construction operator framework to realize the conversion from data to knowledge. + - Abstracts the knowledge processing SDK framework, provides the ability of entity linking, concept standardization and entity normalization operators, combines Natural Language Processing (NLP) and deep learning algorithms, improves the uniqueness level of different instances within a single type. Furthermore, it supports the continuous iterative evolution of the domain knowledge graphs. +- SPG-Reasoner logical rule reasoning + - Abstracts KGDSL (Knowledge Graph Domain Specific Language) to provide programmable symbolic representation of logic rules. + - Supports downstream tasks, such as rule inference, neural/symbolic fusion learning, KG2Prompt linked LLM knowledge extraction/knowledge reasoning, represented in machine-understandable symbolic form. + - Define dependency and transfer between knowledge through predicate semantics and logic rules, and support modeling and analysis of complex business scenarios. +- Extensible SDK framework + - Business systems build their own characteristic business front-end by interfacing with open SDKs + - Extensible/adaptable customized graph storage/graph calculation engine + - Extensible/adaptable machine learning framework suitable for their own business characteristics ## How to use ### Get Started -* [Install OpenSPG](./install.en-US.md) -* Quick start with examples: - * [Enterprise Supply Chain Knowledge Graph](../example/enterprise-supply-chain/index.en-US.md) - * [Risk Mining Knowledge Graph](../example/risk-mining/index.en-US.md) - * [Medical Knowledge Graph](../example/Medical/index.en-US.md) +- [Install OpenSPG](./install.en-US.md) +- Quick start with examples: + - [Enterprise Supply Chain Knowledge Graph](../example/enterprise-supply-chain/index.en-US.md) + - [Risk Mining Knowledge Graph](../example/risk-mining/index.en-US.md) + - [Medical Knowledge Graph](../example/medical/index.en-US.md) ### Advanced Tutorials -* [KNext command tool and SDK Tutorial](../tutorial/knext/index.en-US.md) -* [SPG-Schema tutorial](../tutorial/spgschema/index.en-US.md) -* [SPG-Reasoner Tutorial](../tutorial/spgreasoner/index.en-US.md) -* [Adapting a new graph database tutorial](../tutorial/spg2lpg/index.en-US.md) +- [KNext command tool and SDK Tutorial](../tutorial/knext/index.en-US.md) +- [SPG-Schema tutorial](../tutorial/spgschema/index.en-US.md) +- [SPG-Reasoner Tutorial](../tutorial/spgreasoner/index.en-US.md) +- [Adapting a new graph database tutorial](../tutorial/spg2lpg/index.en-US.md) ## How to contribute -* [Contribution Guidelines](./contribution.en-US.md) +- [Contribution Guidelines](./contribution.en-US.md) diff --git a/docs/quick-start/quick-start.md b/docs/quick-start/index.md similarity index 67% rename from docs/quick-start/quick-start.md rename to docs/quick-start/index.md index 7c0f00c..c82ba05 100644 --- a/docs/quick-start/quick-start.md +++ b/docs/quick-start/index.md @@ -7,17 +7,15 @@ order: 1 [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](./LICENSE) - OpenSPG 是蚂蚁集团结合多年金融领域多元场景知识图谱构建与应用业务经验的总结，并与OpenKG联合推出的基于SPG(Semantic-enhanced Programmable Graph)框架研发的知识图谱引擎。 - ![OpenSPG Architecture](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*YYSpQoItezMAAAAAAAAAAAAADtmcAQ/original) ## 背景介绍 SPG(Semantic-enhanced Programmable Graph)：语义增强可编程框架，是蚂蚁知识图谱平台经过多年金融领域业务的支撑，沉淀的一套基于属性图的语义表示框架。它创造性地融合了LPG结构性与RDF语义性，既克服了RDF/OWL语义复杂无法工业落地的问题，又充分继承了LPG结构简单与大数据体系兼容的优势。该框架从三个方面来定义和表示知识语义。首先，SPG明确定义了"知识"的形式化表示和可编程框架，使其可定义、可编程，机器可理解和处理。其次，SPG实现了知识层级间的兼容递进，支持工业级场景下非完备数据状态的图谱构建和持续迭代演化。最后，SPG有效衔接大数据与AI技术体系，支持对海量数据进行高效的知识化转换，帮助提高数据价值和应用价值。通过SPG框架，我们可以更加高效地构建和管理图谱数据，同时可以更好地支持业务需求和应用场景。由于SPG框架具有良好的可扩展性和灵活性，新的业务场景可以通过扩展领域知识模型及开发新算子，快速构建其领域模型和解决方案。 -SPG的详细介绍请参考**蚂蚁集团和OpenKG联合发布**的[《SPG白皮书》](https://spg.openkg.cn/ "SPG白皮书")。 +SPG的详细介绍请参考**蚂蚁集团和OpenKG联合发布**的[《SPG白皮书》](https://spg.openkg.cn/ 'SPG白皮书')。 ## 能力模型 @@ -26,39 +24,39 @@ OpenSPG是以SPG框架为基础设计和实现的知识图谱开放引擎，它 OpenSPG核心能力模型包括： -* SPG-Schema语义建模 - * 负责属性图语义增强的Schema框架设计，如主体模型、演化模型、谓词模型等。 -* SPG-Builder知识构建 - * 支持结构化和非结构化知识导入。 - * 与大数据架构兼容衔接，提供了知识构建算子框架，实现从数据到知识的转换。 - * 抽象了知识加工SDK框架，提供实体链指、概念标化和实体归一等算子能力，结合自然语言处理(Natural Language Processing, NLP) +- SPG-Schema语义建模 + - 负责属性图语义增强的Schema框架设计，如主体模型、演化模型、谓词模型等。 +- SPG-Builder知识构建 + - 支持结构化和非结构化知识导入。 + - 与大数据架构兼容衔接，提供了知识构建算子框架，实现从数据到知识的转换。 + - 抽象了知识加工SDK框架，提供实体链指、概念标化和实体归一等算子能力，结合自然语言处理(Natural Language Processing, NLP) 和深度学习算法，提高单个类型(Class)中不同实例(Instance)的唯一性水平，支持领域图谱的持续迭代演化。 -* SPG-Reasoner逻辑规则推理 - * 抽象了KGDSL(Knowledge Graph Domain Specific Language)，为逻辑规则提供可编程的符号化表示。 - * 以机器可理解的符号表示支持下游规则推理、神经/符号融合学习、KG2Prompt联动LLM知识抽取/知识推理等。 - * 通过谓词语义和逻辑规则来定义知识之间的依赖和传递，并且支持对复杂的业务场景的建模和分析。 -* 可扩展SDK框架 - * 业务系统通过SDK对接开放引擎，构建自身特色的业务前端 - * 可扩展/适配自定义的图存储/图计算引擎 - * 可扩展/适配适合自身业务特点的机器学习框架 +- SPG-Reasoner逻辑规则推理 + - 抽象了KGDSL(Knowledge Graph Domain Specific Language)，为逻辑规则提供可编程的符号化表示。 + - 以机器可理解的符号表示支持下游规则推理、神经/符号融合学习、KG2Prompt联动LLM知识抽取/知识推理等。 + - 通过谓词语义和逻辑规则来定义知识之间的依赖和传递，并且支持对复杂的业务场景的建模和分析。 +- 可扩展SDK框架 + - 业务系统通过SDK对接开放引擎，构建自身特色的业务前端 + - 可扩展/适配自定义的图存储/图计算引擎 + - 可扩展/适配适合自身业务特点的机器学习框架 ## 如何使用 ### Get Started -* [安装说明](./install.md) -* 通过案例快速上手: - * [企业供应链图谱](../example/enterprise-supply-chain/index.md) - * [黑产挖掘图谱](../example/risk-mining/index.md) - * [医疗知识图谱](../example/Medical/index.md) +- [安装说明](./install.md) +- 通过案例快速上手: + - [企业供应链图谱](../example/enterprise-supply-chain/index.md) + - [黑产挖掘图谱](../example/risk-mining/index.md) + - [医疗知识图谱](../example/medical/index.md) ### 进阶教程 -* [KNext命令行工具和SDK教程](../tutorial/knext/index.md) -* [知识建模Schema教程](../tutorial/spgschema/index.md) -* [逻辑规则推理KGDSL教程](../tutorial/spgreasoner/index.md) -* [适配新的图数据库教程](../tutorial/spg2lpg/index.md) +- [KNext命令行工具和SDK教程](../tutorial/knext/index.md) +- [知识建模Schema教程](../tutorial/spgschema/index.md) +- [逻辑规则推理KGDSL教程](../tutorial/spgreasoner/index.md) +- [适配新的图数据库教程](../tutorial/spg2lpg/index.md) ## 贡献代码 -* [Contribution Guidelines](./contribution.md) +- [Contribution Guidelines](./contribution.md) diff --git a/docs/tutorial/knext/index.en-US.md b/docs/tutorial/knext/index.en-US.md index 808578a..1868f13 100644 --- a/docs/tutorial/knext/index.en-US.md +++ b/docs/tutorial/knext/index.en-US.md @@ -1,6 +1,9 @@ --- -title: KNext command line tool and SDK tutorial -order: 1 +title: KNext Command Line Tool +nav: + second: + title: KNext Command Line Tool + order: 1 --- This article will introduce the usage of KNext, the Python SDK in OpenSPG, including both the command line tool and the programmable SDK. @@ -120,6 +123,7 @@ class DemoExtractOp(KnowledgeExtractOp): ``` - A DSL query statement, declared in `reasoner/demo.dsl`, used to query all `Prj.Demo` entities. + ``` MATCH (s:Prj.Demo) RETURN s.id, s.demoProperty @@ -260,7 +264,7 @@ Commands: ```bash knext project create [--help] - [--name name] + [--name name] [--namespace namespace] [--desc desc] [--prj_path prj_path] @@ -377,6 +381,7 @@ knext schema reg_concept_rule [--help] Example: schema/concept.rule + ``` namespace DEFAULT @@ -388,6 +393,7 @@ namespace DEFAULT ``` Command: + ```bash knext schema reg_concept_rule --file schema/concept.rule ``` @@ -427,6 +433,7 @@ knext operator publish [OP_NAMES] Example: builder/operator/demo_extract_op.py + ```python ... @@ -438,6 +445,7 @@ class DemoExtractOp(KnowledgeExtractOp): ``` Command: + ```bash knext operator publish DemoExtractOp ``` @@ -487,6 +495,7 @@ knext builder submit [JOB_NAMES] Example: builder/job/demo.py + ```python ... @@ -498,6 +507,7 @@ class Demo(BuilderJob): ``` Command: + ```bash knext builder submit Demo ``` @@ -536,8 +546,10 @@ Commands: ``` #### 3.6.1 KGDSL query + Submit a KGDSL query job and generate result synchronously. If the query job takes more than 3 minutes, an exception will be thrown. + ```bash knext reasoner query [--help] [--file file] @@ -550,12 +562,14 @@ knext reasoner query [--help] Example: reasoner/demo.dsl: + ```bash MATCH (s:Prj.Demo) RETURN s.id, s.demoProperty ``` Command: + ```bash knext reasoner query --file reasoner/demo.dsl ``` @@ -568,9 +582,10 @@ Result： | 00 | demo | ``` - #### 3.6.2 Submit KGDSL job + Submit KGDSL query job and generate result asynchronously. + ```bash knext reasoner submit [--help] [--file file] @@ -589,7 +604,6 @@ knext reasoner get [--help] - [Required] --id Query the job by its ID (returned after successfully submitting the job). This will return a single job instance. - ## 4 Default directory structure of the project ``` @@ -602,8 +616,8 @@ knext reasoner get [--help] │ | ├── demo_extract_op.py │ │ └── ... │ └── job # Building job directory - │ ├── demo1.py - │ ├── demo2.py + │ ├── demo1.py + │ ├── demo2.py │ ├── data # Data directory │ │ ├── Demo1.csv │ │ ├── Demo2.csv @@ -615,13 +629,13 @@ knext reasoner get [--help] ├── reasoner # reasoning job │ ├── demo.dsl │ └── result - │ ├── spgreasoner_job_1_result.csv - │ ├── spgreasoner_job_2_result.csv + │ ├── spgreasoner_job_1_result.csv + │ ├── spgreasoner_job_2_result.csv │ └── ... ├── schema # Schema definition - │ ├── riskmining.schema - │ ├── riskmining_schema_helper.py - │ └── concept.rule + │ ├── riskmining.schema + │ ├── riskmining_schema_helper.py + │ └── concept.rule ├── README.md └── .knext.cfg ``` @@ -647,28 +661,27 @@ reasoner_dir = reasoner reasoner_result_dir = reasoner/result ``` -- `project_name` The name of the project, specified when creating the project using the [--name] parameter. It cannot be modified. -- `description` The description of the project, specified when creating the project using the [--desc] parameter. -- `project_id` The project ID, automatically assigned when creating the project. If using the `knext project create [--prj_pth]` command, a new ID will be generated and replace the original one. -- `namespace` The prefix for project schemas, specified when creating the project using the [--namespace] parameter. It cannot be modified. -- `project_dir` The root directory of the project, defaulting to `namespace.lower()` when creating the project. If the folder already exists, this configuration needs to be modified. -- `schema_dir` The directory for schemas, defaulting to `schema` when creating the project. -- `schema_file` The file name for the schema declaration, defaulting to `${namespace.lower()}.schema` when creating the project. If the file already exists, this configuration needs to be modified. -- `builder_dir` The directory for building jobs, defaulting to `builder` when creating the project. If the directory changes, this configuration needs to be modified. -- `builder_operator_dir` The directory for operators, defaulting to `builder/operator` when creating the project. If the directory changes, this configuration needs to be modified. -- `builder_record_dir` The directory for storing records of building jobs, defaulting to `builder/record` when creating the project. If the directory changes, this configuration needs to be modified. -- `builder_job_dir` The directory for jobs, defaulting to `builder/job` when creating the project. If the directory changes, this configuration needs to be modified. -- `builder_model_dir` The directory for algorithm models, defaulting to `builder/model` when creating the project. If the directory changes, this configuration needs to be modified. -- `reasoner_dir` The directory for reasoning jobs, defaulting to `reasoner` when creating the project. If the directory changes, this configuration needs to be modified. -- `reasoner_result_dir` The directory for storing rule inference results, defaulting to `reasoner/result` when creating the project. If the directory changes, this configuration needs to be modified. -- `builder` The directory used to store all the knowledge building jobs, source data dependencies, self-defined operators, algorithm models, and error records. -- `reasoner` The directory used to store KGDSL syntax files and execution results. +- `project_name` The name of the project, specified when creating the project using the [--name] parameter. It cannot be modified. +- `description` The description of the project, specified when creating the project using the [--desc] parameter. +- `project_id` The project ID, automatically assigned when creating the project. If using the `knext project create [--prj_pth]` command, a new ID will be generated and replace the original one. +- `namespace` The prefix for project schemas, specified when creating the project using the [--namespace] parameter. It cannot be modified. +- `project_dir` The root directory of the project, defaulting to `namespace.lower()` when creating the project. If the folder already exists, this configuration needs to be modified. +- `schema_dir` The directory for schemas, defaulting to `schema` when creating the project. +- `schema_file` The file name for the schema declaration, defaulting to `${namespace.lower()}.schema` when creating the project. If the file already exists, this configuration needs to be modified. +- `builder_dir` The directory for building jobs, defaulting to `builder` when creating the project. If the directory changes, this configuration needs to be modified. +- `builder_operator_dir` The directory for operators, defaulting to `builder/operator` when creating the project. If the directory changes, this configuration needs to be modified. +- `builder_record_dir` The directory for storing records of building jobs, defaulting to `builder/record` when creating the project. If the directory changes, this configuration needs to be modified. +- `builder_job_dir` The directory for jobs, defaulting to `builder/job` when creating the project. If the directory changes, this configuration needs to be modified. +- `builder_model_dir` The directory for algorithm models, defaulting to `builder/model` when creating the project. If the directory changes, this configuration needs to be modified. +- `reasoner_dir` The directory for reasoning jobs, defaulting to `reasoner` when creating the project. If the directory changes, this configuration needs to be modified. +- `reasoner_result_dir` The directory for storing rule inference results, defaulting to `reasoner/result` when creating the project. If the directory changes, this configuration needs to be modified. +- `builder` The directory used to store all the knowledge building jobs, source data dependencies, self-defined operators, algorithm models, and error records. +- `reasoner` The directory used to store KGDSL syntax files and execution results. - KGDSL syntax files have the `.dsl` extension and are used to store KGDSL query statements. -- `schema` The directory used to store the schema declarations and concept rules of the project. +- `schema` The directory used to store the schema declarations and concept rules of the project. - Project schema declaration files have the `.schema` extension. They are parsed and committed to the server using the `knext schema commit` command. Each project can have only one unique schema declaration file. - Concept rules have the `.rule` extension and can be registered to corresponding concepts using the `knext schema reg_concept_rule [--file]` command. - ## 5 python SDK ### 5.1 Writing a Knowledge Building Job @@ -680,7 +693,7 @@ All building jobs must implement the `build` method, which defines the execution #### 5.1.1 Parameters | Parameter | Type | Required or not | Example | Description | -|--------------------|-------------------|-----------------|--------------------------|-----------------------------------------------------------------------------------------------------------------------| +| ------------------ | ----------------- | --------------- | ------------------------ | --------------------------------------------------------------------------------------------------------------------- | | **parallelism** | int | no | 1 | Concurrency level for executing building jobs [default is 1]. | | **operation_type** | OperationTypeEnum | no | OperationTypeEnum.Create | Operation type for the building job [default is Create, which means data is written in an incremental update manner]. | | **lead_to** | bool | no | True | Whether to execute CAU(causality) [default is False]. | @@ -714,11 +727,11 @@ CSVDataSource component, used to upload local CSV files and read data line by li ##### 5.2.1.1 Parameters -| Parameter | Type | Required or not | Example | Description | -|----------------|-----------|------|--------------------------------|---------------------------------------| -| **local_path** | str | yes | './builder/job/data/App.csv' | path of the data file | -| **columns** | list[str] | yes | ['id', 'riskMark', 'useCert'] | the names of the input columns | -| **start_row** | int | yes | 2 | Starting row number for data reading [if you want to start reading from the first row of a CSV, then start_row=1] | +| Parameter | Type | Required or not | Example | Description | +| -------------- | --------- | --------------- | ----------------------------- | ----------------------------------------------------------------------------------------------------------------- | +| **local_path** | str | yes | './builder/job/data/App.csv' | path of the data file | +| **columns** | list[str] | yes | ['id', 'riskMark', 'useCert'] | the names of the input columns | +| **start_row** | int | yes | 2 | Starting row number for data reading [if you want to start reading from the first row of a CSV, then start_row=1] | ##### 5.2.1.2 Interface @@ -730,9 +743,9 @@ Convert unstructured data into structured knowledge. The Extraction component mu ##### 5.2.2.1 Parameters -| Parameter | Type | Required or not | Example | Description | -|-------------------|-----------|------|--------------------------------|------| -| **output_fields** | List[str] | yes | ['id', 'riskMark', 'useCert'] | output fields | +| Parameter | Type | Required or not | Example | Description | +| ----------------- | --------- | --------------- | ----------------------------- | ------------- | +| **output_fields** | List[str] | yes | ['id', 'riskMark', 'useCert'] | output fields | ##### 5.2.2.2 Interface @@ -740,10 +753,10 @@ Convert unstructured data into structured knowledge. The Extraction component mu 设置抽取算子，取已发布的最新版本的算子。 -| Parameter | Type | Required or not | Example | Description | -|-------------|----------------|------|----------------------------------|-------------------------------| -| **op_name** | str | yes | Operator("DemoKnowledgeExtract") | the name of the extraction operator | -| **params** | Dict[str, str] | no | {"": ""} | the parameters of the extraction operator, which can be accessed within the operator using `self.params`| +| Parameter | Type | Required or not | Example | Description | +| ----------- | -------------- | --------------- | -------------------------------- | -------------------------------------------------------------------------------------------------------- | +| **op_name** | str | yes | Operator("DemoKnowledgeExtract") | the name of the extraction operator | +| **params** | Dict[str, str] | no | {"": ""} | the parameters of the extraction operator, which can be accessed within the operator using `self.params` | ##### 5.2.2.3 Example @@ -759,9 +772,9 @@ Mapping the non-standard input fields to the properties of the SPG entities (Ent ##### 5.2.3.1 Parameters -| Parameter | Type | Required or not | Example | Description | -|---------------------|-----|------|-------------|---------| -| **spg_type_name** | str | yes | DEFAULT.App | the name of the SPG type | +| Parameter | Type | Required or not | Example | Description | +| ----------------- | ---- | --------------- | ----------- | ------------------------ | +| **spg_type_name** | str | yes | DEFAULT.App | the name of the SPG type | ##### 5.2.3.2 Interface @@ -769,19 +782,19 @@ Mapping the non-standard input fields to the properties of the SPG entities (Ent Add mapping relationships between source data fields and SPG properties. -| Parameter | Type | Required or not | Example | Description | -|------------------|-----|------|----------------------|---------| -| **source_field** | str | yes | "useCert" | the name of source field | -| **target_field** | str | yes | DEFAULT.App.useCert | the name of SPG property | +| Parameter | Type | Required or not | Example | Description | +| ---------------- | ---- | --------------- | ------------------- | ------------------------ | +| **source_field** | str | yes | "useCert" | the name of source field | +| **target_field** | str | yes | DEFAULT.App.useCert | the name of SPG property | ###### add_filter Add filtering conditions where data that satisfies the condition `column_name=column_value` will undergo mapping. If no filtering conditions are set, all data will undergo mapping. -| Parameter | Type | Required or not | Example | Description | -|-------------------|-----|------|--------|------| -| **column_name** | str | yes | "type" | the column need to be filtered | -| **column_value** | str | yes | "App" | filter value | +| Parameter | Type | Required or not | Example | Description | +| ---------------- | ---- | --------------- | ------- | ------------------------------ | +| **column_name** | str | yes | "type" | the column need to be filtered | +| **column_value** | str | yes | "App" | filter value | ##### 5.2.3.3 Example @@ -800,11 +813,11 @@ Mapping non-standard input fields to properties of SPG relationships, and mappin ##### 5.2.4.1 Parameters -| Parameter | Type | Required or not | Example | Description | -|---------------------|-----|------|----------------------|------| -| **subject_name** | str | yes | DEFAULT.App | subject type | -| **predicate_name** | str | yes | DEFAULT.App.useCert | predicate | -| **object_name** | str | yes | DEFAULT.Cert | object name | +| Parameter | Type | Required or not | Example | Description | +| ------------------ | ---- | --------------- | ------------------- | ------------ | +| **subject_name** | str | yes | DEFAULT.App | subject type | +| **predicate_name** | str | yes | DEFAULT.App.useCert | predicate | +| **object_name** | str | yes | DEFAULT.Cert | object name | ##### 5.2.4.2 Interface @@ -829,9 +842,9 @@ The SPG Mapping component must set a knowledge extraction operator. ##### 5.2.5.1 Parameters -| Parameter | Type | Required or not | Example | Description | -|---------------------|-----|------|-------------|---------| -| **spg_type_name** | str | yes | DEFAULT.App | SPG type | +| Parameter | Type | Required or not | Example | Description | +| ----------------- | ---- | --------------- | ----------- | ----------- | +| **spg_type_name** | str | yes | DEFAULT.App | SPG type | ##### 5.2.5.2 Interface @@ -839,10 +852,10 @@ The SPG Mapping component must set a knowledge extraction operator. Set the extraction operator, which is the latest published. -| Parameter | Type | Required or not | Example | Description | -|-------------|----------------|------|-------------------|-------------------------------| -| **op_name** | str | yes | "DemoExtractOp" | the name of the operator | -| **params** | Dict[str, str] | no | {"hit_num": "10"} | The parameters of the extraction operator which can be accessed within the operator using `self.params` | +| Parameter | Type | Required or not | Example | Description | +| ----------- | -------------- | --------------- | ----------------- | ------------------------------------------------------------------------------------------------------- | +| **op_name** | str | yes | "DemoExtractOp" | the name of the operator | +| **params** | Dict[str, str] | no | {"hit_num": "10"} | The parameters of the extraction operator which can be accessed within the operator using `self.params` | #### 5.2.6 SinkToKgComponent @@ -870,14 +883,14 @@ All operators must implement the `eval` method, which defines the execution logi #### 5.3.1 Parameters -| Parameter | Type | Required or not | Example | Description | -|-------------|-----|------|-------------------|----------------------------------| -| **desc** | str | no | "The operator for certificate entity linking" | The description of the operator.
[Default is empty] | -| **bind_to** | str | no | "RiskMining.Cert" | The entity type which is bounded to the operator.
The extraction operator does not support binding entity types.
[Default is empty] | +| Parameter | Type | Required or not | Example | Description | +| ----------- | ---- | --------------- | --------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------- | +| **desc** | str | no | "The operator for certificate entity linking" | The description of the operator.
[Default is empty] | +| **bind_to** | str | no | "RiskMining.Cert" | The entity type which is bounded to the operator.
The extraction operator does not support binding entity types.
[Default is empty] | #### 5.3.2 Interface -##### 5.3.2.1 __init__(self, params: Dict[str, str] = None) +##### 5.3.2.1 **init**(self, params: Dict[str, str] = None) The initialization method for the operators, which is executed only once during the initialization stage after the building job is submitted. Different operators inherit the `__init__` method. @@ -885,21 +898,20 @@ If the self-defined operator does not override the initialization method, it wil If the self-defined operator needs to initialize external clients such as `SearchClient`, you can override the `__init__` method to avoid repeated initialization of the client. -##### 5.3.2.2 eval(self, *args) +##### 5.3.2.2 eval(self, \*args) The self-defined operators need to override the `eval` method to implement the execution logic. The `eval` method of different operators may have different input parameters and output result. - #### 5.3.3 Data structure ##### 5.3.3.1 Vertex The input and output entity information (including entity ID, entity type, and entity properties) of the operator is encapsulated in the `Vertex` type. -| Parameter | Type | Required or not | Example | Description | -|-----------------|----------------|-----------------|--------------------------------------------------------------------------|------| -| **biz_id** | str | no | "1" | entity ID | -| **vertex_type** | str | no | DEFAULT.Cert | entity type | +| Parameter | Type | Required or not | Example | Description | +| --------------- | -------------- | --------------- | ----------------------------------------------------------------------- | ----------------- | +| **biz_id** | str | no | "1" | entity ID | +| **vertex_type** | str | no | DEFAULT.Cert | entity type | | **properties** | Dict[str, str] | yes | {"id": "1", "name": "1", "certNum": "68802adde35845d76eeb172ff8ea6825"} | entity properties | #### 5.3.4 Example @@ -924,7 +936,6 @@ Executing the command `knext operator publish CertLinkerOperator` will publish a When executing a building job of the `DEFAULT.Cert` entity type, the `eval` method will be executed to perform certificate linking. - #### 5.3.5 KnowledgeExtractOp The knowledge extraction operators need to inherit `KnowledgeExtractOp`, which is responsible for extracting structured data from unstructured data and can also perform data preprocessing. @@ -945,14 +956,13 @@ The `knext.api` provides the base class `PropertyNormalizeOp` for the property n Input: -- property The property to be normalized -- record The entity instance +- property The property to be normalized +- record The entity instance Output: - The normalized property - #### 5.3.7 EntityLinkOp The entity linking operators are generally bound to the `EntityType` or the `EventType`. They are responsible for recalling the target entity based on the property of the source entity and generating relations between source and target entities. @@ -961,21 +971,19 @@ The entity linking operators can also be used in entity fusion and deduplication The `knext.api` provides the base class `EntityLinkOp` for the entity linking operators. You can develop a linking operators by inheriting and implementing the `eval` method. - ##### 5.3.7.1 Interface ###### eval(self, property: str, record: Vertex) -> List[Vertex]: Input: -- property The property for linking -- record The entity instance +- property The property for linking +- record The entity instance Output: - The list of entities retrieved from the linking - #### 5.3.8 EntityFuseOp Not supported yet. diff --git a/docs/tutorial/knext/index.md b/docs/tutorial/knext/index.md index 87d7a97..ed85ecd 100644 --- a/docs/tutorial/knext/index.md +++ b/docs/tutorial/knext/index.md @@ -1,6 +1,9 @@ --- title: KNext命令使用 -order: 1 +nav: + second: + title: KNext命令使用 + order: 1 --- 本文将会介绍OpenSPG中python SDK -- KNext的使用方法，包括命令行工具，以及可编程SDK。 @@ -120,6 +123,7 @@ class DemoExtractOp(KnowledgeExtractOp): ``` - 一个DSL查询语句，声明在 `reasoner/demo.dsl`，用于查询所有 `Prj.Demo`实体： + ``` MATCH (s:Prj.Demo) RETURN s.id, s.demoProperty @@ -260,7 +264,7 @@ Commands: ```bash knext project create [--help] - [--name name] + [--name name] [--namespace namespace] [--desc desc] [--prj_path prj_path] @@ -375,6 +379,7 @@ knext schema reg_concept_rule [--help] 使用实例： schema/concept.rule + ``` namespace DEFAULT @@ -386,6 +391,7 @@ namespace DEFAULT ``` 执行命令： + ```bash knext schema reg_concept_rule --file schema/concept.rule ``` @@ -426,6 +432,7 @@ knext operator publish [OP_NAMES] 使用实例： builder/operator/demo_extract_op.py + ```python ... @@ -437,6 +444,7 @@ class DemoExtractOp(KnowledgeExtractOp): ``` 执行命令： + ```bash knext operator publish DemoExtractOp ``` @@ -487,6 +495,7 @@ knext builder submit [JOB_NAMES] 使用实例： builder/job/demo.py + ```python ... @@ -496,7 +505,9 @@ class Demo(BuilderJob): ... ``` + 执行命令： + ```bash knext builder submit Demo ``` @@ -534,7 +545,9 @@ Commands: ``` #### 3.6.1 DSL查询 + 提交DSL查询任务，结果同步返回，查询任务耗时超过3分钟会报错。 + ```bash knext reasoner query [--help] [--file file] @@ -547,11 +560,14 @@ knext reasoner query [--help] 使用实例： reasoner/demo.dsl: + ```bash MATCH (s:Prj.Demo) RETURN s.id, s.demoProperty ``` + 执行命令： + ```bash knext reasoner query --file reasoner/demo.dsl ``` @@ -563,21 +579,27 @@ knext reasoner query --file reasoner/demo.dsl |--------|------------------| | 00 | demo | ``` + #### 3.6.2 提交DSL推理任务 + 提交查询任务，结果异步生成。 + ```bash knext reasoner submit [--help] [--file file] [--dsl file] ``` + - 【二选一】--file 查询的dsl文件。 - 【二选一】--dsl 查询的dsl语法，用双引号括起来。 #### 3.6.3 查询推理任务 + ```bash knext reasoner get [--help] [--id id] ``` + 【必填】--id 查询的任务id（成功提交任务后会返回），结果返回单个任务实例。 ## 4 默认项目结构 @@ -592,8 +614,8 @@ knext reasoner get [--help] │ | ├── demo_extract_op.py │ │ └── ... │ └── job # 加工任务目录 - │ ├── demo1.py - │ ├── demo2.py + │ ├── demo1.py + │ ├── demo2.py │ ├── data # 数据目录 │ │ ├── Demo1.csv │ │ ├── Demo2.csv @@ -605,13 +627,13 @@ knext reasoner get [--help] ├── reasoner # 规则推理 │ ├── demo.dsl │ └── result - │ ├── spgreasoner_job_1_result.csv - │ ├── spgreasoner_job_2_result.csv + │ ├── spgreasoner_job_1_result.csv + │ ├── spgreasoner_job_2_result.csv │ └── ... ├── schema # schema定义 - │ ├── riskmining.schema - │ ├── riskmining_schema_helper.py - │ └── concept.rule + │ ├── riskmining.schema + │ ├── riskmining_schema_helper.py + │ └── concept.rule ├── README.md └── .knext.cfg ``` @@ -670,11 +692,11 @@ reasoner_result_dir = reasoner/result #### 5.1.1 参数 -| 参数 | 类型 | 是否必填 | 示例值 | 描述 | -|--------------------|-------------------|------|--------------------------|-----------------------------------| -| **parallelism** | int | 否 | 1 | 加工任务执行并发度【默认为1】 | -| **operation_type** | OperationTypeEnum | 否 | OperationTypeEnum.Create | 加工任务操作类型【默认为Create，即数据以增量更新的方式写入】 | -| **lead_to** | bool | 否 | True | 加工任务是否执行因果关系【默认为False】 | +| 参数 | 类型 | 是否必填 | 示例值 | 描述 | +| ------------------ | ----------------- | -------- | ------------------------ | ------------------------------------------------------------ | +| **parallelism** | int | 否 | 1 | 加工任务执行并发度【默认为1】 | +| **operation_type** | OperationTypeEnum | 否 | OperationTypeEnum.Create | 加工任务操作类型【默认为Create，即数据以增量更新的方式写入】 | +| **lead_to** | bool | 否 | True | 加工任务是否执行因果关系【默认为False】 | #### 5.1.2 接口 @@ -704,11 +726,11 @@ csv数据源组件，用来上传本地csv文件，并逐行读取数据 ##### 5.2.1.1 参数 -| 名称 | 类型 | 是否必填 | 示例值 | 描述 | -|----------------|-----------|------|--------------------------------|---------------------------------------| -| **local_path** | str | 是 | './builder/job/data/App.csv' | 文件路径 | -| **columns** | list[str] | 是 | ['id', 'riskMark', 'useCert'] | 输入列 | -| **start_row** | int | 是 | 2 | 数据读取起始行数【若希望从csv第一行开始读取，则start_row=1】 | +| 名称 | 类型 | 是否必填 | 示例值 | 描述 | +| -------------- | --------- | -------- | ----------------------------- | ------------------------------------------------------------ | +| **local_path** | str | 是 | './builder/job/data/App.csv' | 文件路径 | +| **columns** | list[str] | 是 | ['id', 'riskMark', 'useCert'] | 输入列 | +| **start_row** | int | 是 | 2 | 数据读取起始行数【若希望从csv第一行开始读取，则start_row=1】 | ##### 5.2.1.2 接口 @@ -720,9 +742,9 @@ csv数据源组件，用来上传本地csv文件，并逐行读取数据 ##### 5.2.2.1 参数 -| 名称 | 类型 | 是否必填 | 示例值 | 描述 | -|-------------------|-----------|------|--------------------------------|------| -| **output_fields** | List[str] | 是 | ['id', 'riskMark', 'useCert'] | 输出字段 | +| 名称 | 类型 | 是否必填 | 示例值 | 描述 | +| ----------------- | --------- | -------- | ----------------------------- | -------- | +| **output_fields** | List[str] | 是 | ['id', 'riskMark', 'useCert'] | 输出字段 | ##### 5.2.2.2 接口 @@ -730,10 +752,10 @@ csv数据源组件，用来上传本地csv文件，并逐行读取数据 设置抽取算子，取已发布的最新版本的算子。 -| 参数 | 类型 | 是否必填 | 示例值 | 描述 | -|-------------|----------------|------|----------------------------------|-------------------------------| -| **op_name** | str | 是 | Operator("DemoKnowledgeExtract") | 抽取算子名 | -| **params** | Dict[str, str] | 否 | {"": ""} | 抽取算子参数，在算子内可以通过self.params获取。 | +| 参数 | 类型 | 是否必填 | 示例值 | 描述 | +| ----------- | -------------- | -------- | -------------------------------- | ----------------------------------------------- | +| **op_name** | str | 是 | Operator("DemoKnowledgeExtract") | 抽取算子名 | +| **params** | Dict[str, str] | 否 | {"": ""} | 抽取算子参数，在算子内可以通过self.params获取。 | ##### 5.2.2.3 示例 @@ -750,9 +772,9 @@ extract = KnowledgeExtractComponent( ##### 5.2.3.1 参数 -| 名称 | 类型 | 是否必填 | 示例值 | 描述 | -|---------------------|-----|------|-------------|---------| -| **spg_type_name** | str | 是 | DEFAULT.App | SPG实体类型 | +| 名称 | 类型 | 是否必填 | 示例值 | 描述 | +| ----------------- | ---- | -------- | ----------- | ----------- | +| **spg_type_name** | str | 是 | DEFAULT.App | SPG实体类型 | ##### 5.2.3.2 接口 @@ -760,19 +782,19 @@ extract = KnowledgeExtractComponent( 添加从源数据字段到SPG属性之间的映射关系。 -| 参数 | 类型 | 是否必填 | 示例值 | 描述 | -|------------------|-----|------|----------------------|---------| -| **source_field** | str | 是 | "useCert" | 源字段 | -| **target_field** | str | 是 | DEFAULT.App.useCert | SPG实体属性 | +| 参数 | 类型 | 是否必填 | 示例值 | 描述 | +| ---------------- | ---- | -------- | ------------------- | ----------- | +| **source_field** | str | 是 | "useCert" | 源字段 | +| **target_field** | str | 是 | DEFAULT.App.useCert | SPG实体属性 | ###### add_filter 添加字段筛选条件，数据满足`column_name=column_value`条件的会执行映射。若不设置筛选条件，则全部数据会执行映射。 -| 参数 | 类型 | 是否必填 | 示例值 | 描述 | -|-------------------|-----|------|--------|------| -| **column_name** | str | 是 | "type" | 筛选字段 | -| **column_value** | str | 是 | "App" | 筛选值 | +| 参数 | 类型 | 是否必填 | 示例值 | 描述 | +| ---------------- | ---- | -------- | ------ | -------- | +| **column_name** | str | 是 | "type" | 筛选字段 | +| **column_value** | str | 是 | "App" | 筛选值 | ##### 5.2.3.3 示例 @@ -791,11 +813,11 @@ mapping = EntityMappingComponent( ##### 5.2.4.1 参数 -| 名称 | 类型 | 是否必填 | 示例值 | 描述 | -|---------------------|-----|------|----------------------|------| -| **subject_name** | str | 是 | DEFAULT.App | 主体类型 | -| **predicate_name** | str | 是 | DEFAULT.App.useCert | 谓词关系 | -| **object_name** | str | 是 | DEFAULT.Cert | 客体类型 | +| 名称 | 类型 | 是否必填 | 示例值 | 描述 | +| ------------------ | ---- | -------- | ------------------- | -------- | +| **subject_name** | str | 是 | DEFAULT.App | 主体类型 | +| **predicate_name** | str | 是 | DEFAULT.App.useCert | 谓词关系 | +| **object_name** | str | 是 | DEFAULT.Cert | 客体类型 | ##### 5.2.4.2 接口 @@ -819,9 +841,9 @@ SPG映射组件需要设置知识抽取算子。 ##### 5.2.5.1 参数 -| 名称 | 类型 | 是否必填 | 示例值 | 描述 | -|---------------------|-----|------|-------------|---------| -| **spg_type_name** | str | 是 | DEFAULT.App | SPG实体类型 | +| 名称 | 类型 | 是否必填 | 示例值 | 描述 | +| ----------------- | ---- | -------- | ----------- | ----------- | +| **spg_type_name** | str | 是 | DEFAULT.App | SPG实体类型 | ##### 5.2.5.2 接口 @@ -829,10 +851,10 @@ SPG映射组件需要设置知识抽取算子。 设置抽取算子，取已发布的最新版本的算子。 -| 参数 | 类型 | 是否必填 | 示例值 | 描述 | -|-------------|----------------|------|-------------------|-------------------------------| -| **op_name** | str | 是 | "DemoExtractOp" | 抽取算子名 | -| **params** | Dict[str, str] | 否 | {"hit_num": "10"} | 抽取算子参数，在算子内可以通过self.params获取。 | +| 参数 | 类型 | 是否必填 | 示例值 | 描述 | +| ----------- | -------------- | -------- | ----------------- | ----------------------------------------------- | +| **op_name** | str | 是 | "DemoExtractOp" | 抽取算子名 | +| **params** | Dict[str, str] | 否 | {"hit_num": "10"} | 抽取算子参数，在算子内可以通过self.params获取。 | #### 5.2.6 SinkToKgComponent（图谱写入） @@ -860,21 +882,21 @@ sink = SinkToKgComponent() #### 5.3.1 参数 -| 参数 | 类型 | 是否必填 | 示例值 | 描述 | -|-------------|-----|------|-------------------|----------------------------------| -| **desc** | str | 否 | "证书链指算子" | 算子描述【默认为空】 | -| **bind_to** | str | 否 | "RiskMining.Cert" | 算子绑定的实体类型名，抽取类型算子不支持绑定实体类型【默认为空】 | +| 参数 | 类型 | 是否必填 | 示例值 | 描述 | +| ----------- | ---- | -------- | ----------------- | ---------------------------------------------------------------- | +| **desc** | str | 否 | "证书链指算子" | 算子描述【默认为空】 | +| **bind_to** | str | 否 | "RiskMining.Cert" | 算子绑定的实体类型名，抽取类型算子不支持绑定实体类型【默认为空】 | #### 5.3.2 接口 -##### 5.3.2.1 __init__(self, params: Dict[str, str] = None) +##### 5.3.2.1 **init**(self, params: Dict[str, str] = None) 所有算子的初始化方法，仅在加工任务提交后的初始化阶段执行一次。不同算子类型继承当前`__init__`方法。 若自定义算子内不复写初始化方法，默认执行`self.params=params`。当组件通过`set_operator`方法设置了算子参数`params` 时，在算子内可以通过`self.params[key]`获取到对应参数的`value`，从而实现同个算子针对不同加工任务的复用。 当自定义算子内需要初始化一些外部Client，例如`SearchClient`，可以复写`__init__`方法，避免Client的重复初始化。 -##### 5.3.2.2 eval(self, *args) +##### 5.3.2.2 eval(self, \*args) 所有自定义算子都需要复写`eval` 方法，用来实现你的算子执行逻辑。 不同算子类型的`eval`方法，输入参数和输出结果类型也存在不同。 @@ -885,11 +907,11 @@ sink = SinkToKgComponent() 将算子输入以及输出的实体信息（包括实体id、实体类型、实体属性）封装在`Vertex`类型中。 -| 名称 | 类型 | 是否必填 | 示例值 | 描述 | -|-----------------|----------------|------|--------------------------------------------------------------------------|------| -| **biz_id** | str | 否 | "1" | 实体id | -| **vertex_type** | str | 否 | DEFAULT.Cert | 实体类型 | -| **properties** | Dict[str, str] | 是 | {"id": "1", "name": "1", "certNum": "68802adde35845d76eeb172ff8ea6825"} | 实体属性 | +| 名称 | 类型 | 是否必填 | 示例值 | 描述 | +| --------------- | -------------- | -------- | ----------------------------------------------------------------------- | -------- | +| **biz_id** | str | 否 | "1" | 实体id | +| **vertex_type** | str | 否 | DEFAULT.Cert | 实体类型 | +| **properties** | Dict[str, str] | 是 | {"id": "1", "name": "1", "certNum": "68802adde35845d76eeb172ff8ea6825"} | 实体属性 | #### 5.3.4 示例 @@ -913,7 +935,6 @@ class CertLinkerOperator(EntityLinkOp): 参数绑定算子新版本到`DEFAULT.Cert`实体schema上。 在执行包含映射到`DEAFAULT.Cert`类型属性的加工任务时，会在映射后执行eval方法进行链指拉边。 - #### 5.3.5 KnowledgeExtractOp（知识抽取算子） 所有知识抽取算子需要继承`KnowledgeExtractOp`，其功能是从非结构化数据中抽取结构化数据，也可进行数据的预处理。 @@ -941,14 +962,13 @@ pipeline支持在知识映射组件的实体属性上配置链指算子，在当 - 标化后的属性值 - #### 5.3.7 EntityLinkOp（实体链指算子） 实体链指算子一般绑定在实体类型`EntityType`或事件类型`EventType`上，其功能是根据实体属性值，召回链指目标，并在源实体和目标实体之间生成关系。 实体链指算子也可用于实体融合去重中，在算子中召回出同类型的实体，根据规则或执行融合算子，进行属性融合或实体去重。 `knext.api`提供实体链指算子基础类`EntityLinkOp`，可通过继承并实现`eval`方法，来完成链指算子的开发。 -##### 5.3.7.1 接口 +##### 5.3.7.1 接口 ##### eval(self, property: str, record: Vertex) -> List[Vertex]: @@ -961,6 +981,6 @@ pipeline支持在知识映射组件的实体属性上配置链指算子，在当 - 链指出的实体列表 -#### 5.3.8 EntityFuseOp（实体融合算子） +#### 5.3.8 EntityFuseOp（实体融合算子） 暂未支持 diff --git a/docs/tutorial/spg2lpg/index.en-US.md b/docs/tutorial/spg2lpg/index.en-US.md index 43d3dbb..03298e5 100644 --- a/docs/tutorial/spg2lpg/index.en-US.md +++ b/docs/tutorial/spg2lpg/index.en-US.md @@ -1,9 +1,11 @@ --- title: SPG2LPG-Translator -order: 4 +nav: + second: + title: SPG2LPG-Translator + order: 4 --- In the OpenSPG framework, we have designed the SPG2LPG-Translator module to accommodate various graph storage and graph computing engines from different vendors. Users can easily extend the functionalities of their graph engines by inheriting and implementing specific interfaces. We will release this module in the upcoming version. Stay tuned! - diff --git a/docs/tutorial/spg2lpg/index.md b/docs/tutorial/spg2lpg/index.md index 7de000a..6bba024 100644 --- a/docs/tutorial/spg2lpg/index.md +++ b/docs/tutorial/spg2lpg/index.md @@ -1,6 +1,9 @@ --- title: SPG2LPG适配 -order: 4 +nav: + second: + title: SPG2LPG适配 + order: 4 --- OpenSPG框架中，为了适配不同厂商提供的图存储/图计算引擎，我们设计了SPG2LPG-Translator模块，用户基于该模块接口可实现图引擎的扩展。 diff --git a/docs/tutorial/spgreasoner/index.en-US.md b/docs/tutorial/spgreasoner/index.en-US.md index 60db4e4..79433a8 100644 --- a/docs/tutorial/spgreasoner/index.en-US.md +++ b/docs/tutorial/spgreasoner/index.en-US.md @@ -1,6 +1,9 @@ --- -title: SPG-Schema -order: 2 +title: SPG KGDSL +nav: + second: + title: SPG KGDSL + order: 3 --- Note: KGDSL is case-insensitive. @@ -10,7 +13,7 @@ Note: KGDSL is case-insensitive. ### 1.1 Common Keywords | kewords | description | scopes | -|---------------------------------------------------------|-------------------------------------|---------------------------| +| ------------------------------------------------------- | ----------------------------------- | ------------------------- | | Define | keywords for define predicate | global | | Structure | Keywords for subgraph description | global | | Constraint | Keywords for Constraint description | global | @@ -23,23 +26,23 @@ Note: KGDSL is case-insensitive. ### 1.2 Special Keywords | keywords | description | scopes | -|--------------------|------------------------------------------|-------------------| -| __start__ | Start symbol | Structure | -| __per_node_limit__ | limit symbol | Structure | -| __label__ | type of entity or relation | Constraint/Action | -| __property_map__ | mapping object for property | Constraint/Action | -| __path__ | Obtain paths that satisfy the conditions | Constraint/Action | -| __id__ | unique id of the entity | Constraint/Action | -| __from__ | source entity id of the relation | Constraint/Action | -| __to__ | destination entity id of the relation | Constraint/Action | +| ------------------ | ---------------------------------------- | ----------------- | +| **start** | Start symbol | Structure | +| **per_node_limit** | limit symbol | Structure | +| **label** | type of entity or relation | Constraint/Action | +| **property_map** | mapping object for property | Constraint/Action | +| **path** | Obtain paths that satisfy the conditions | Constraint/Action | +| **id** | unique id of the entity | Constraint/Action | +| **from** | source entity id of the relation | Constraint/Action | +| **to** | destination entity id of the relation | Constraint/Action | ## 2 Data Type ### 2.1 Basic Data Type | Data Type | description | example | -|-----------|----------------|------------| -| int | integer number | 1，2，3 | +| --------- | -------------- | ---------- | +| int | integer number | 1，2，3 | | float | float number | 23.11 | | string | string | "abcdef" | | bool | boolean | true/false | @@ -48,7 +51,7 @@ Note: KGDSL is case-insensitive. ### 2.2 Complex Data Type | Data Type | description | example | -|---------------|------------------------|-------------------------------------------------------------------------------------------------------------------------------------------| +| ------------- | ---------------------- | ----------------------------------------------------------------------------------------------------------------------------------------- | | list | array type | [1,2,3] | | multi_version | multi version property | {
  "20220111":value,
  "20220112":value,
} | | date | date type | / | @@ -60,16 +63,19 @@ Note: KGDSL is case-insensitive. ### 3.1 Expression format We use a combination of procedural and chaining expressions in our code.
+ > Chaining approach: It links multiple operations or lines of code together using dot notation (.) to improve code readability.
> Procedural approach: It describes a computation using multiple lines of code.
-The chaining style is particularly suitable for data calculations. For example, consider the expression (1 + 2) * 3 - 4. +The chaining style is particularly suitable for data calculations. For example, consider the expression (1 + 2) \* 3 - 4. If we need to compute it step by step, the procedural approach would be:
+ > a = 1+2
-> b = a *3
+> b = a \*3
> d = b -4
the chaining approach would be: + > add(1,2).multiply(3).subtract(4)
using the chaining style allows us to express a complete computational flow in a single line, making it particularly @@ -80,10 +86,10 @@ when dealing with data transformations, aggregations, or other data processing t ### 3.2 Compute Operators | Operator | example | description | note | -|----------|---------|----------------|-----------------| +| -------- | ------- | -------------- | --------------- | | + | a+b | addition | | | - | a-b | subtraction | | -| * | a*b | Multiplication | | +| \* | a\*b | Multiplication | | | / | a/b | division | Non divisible 0 | | % | a%b | modulus | b can't be 0 | | = | a=b | Assignment | | @@ -91,31 +97,31 @@ when dealing with data transformations, aggregations, or other data processing t ### 3.3 Logical Operators | Operator | example | description | note | -|----------|-----------------------|---------------|-----------------------------------------------------------------| +| -------- | --------------------- | ------------- | --------------------------------------------------------------- | | and | a and b | and operation | | | or | a or b | or operation | | -| not，! | not a, !a | not operation | Not can be applied globally, but ! Can only apply in Constraint | +| not，! | not a, !a | not operation | Not can be applied globally, but ! Can only apply in Constraint | | xor | a xor b | XOR operation | | | optional | optional (a)-[e]->(b) | optional path | optional can be applied in Structure | | | | | | ### 3.4 Compare Opeators -| Operator | example | description | note | -|----------|----------------------------|---------------------------------------|--------------------------------------------------------------------------------------------| -| == | a == b | equal | can be applied to int/float/string/node/edge,
specailly,node/edge will compared with id | -| > | a > b | bigger | | -| >= | a>=b | bigger or equal | | -| < | a < b | smaller | | -| <= | a<=b | smaller or equal | | -| != | a != b | not equal | | -| in | a in [1,2,3] | contain | | +| Operator | example | description | note | +| -------- | -------------------------- | -------------------------------------- | ------------------------------------------------------------------------------------------ | +| == | a == b | equal | can be applied to int/float/string/node/edge,
specailly,node/edge will compared with id | +| > | a > b | bigger | | +| >= | a>=b | bigger or equal | | +| < | a < b | smaller | | +| <= | a<=b | smaller or equal | | +| != | a != b | not equal | | +| in | a in [1,2,3] | contain | | | BT | a bt [1,5]
a bt (1,5) | between operator，a is between 1 and 5 | can be applied to int/float/string | ### 3.5 String Operators | Operator | example | description | return value | note | -|----------------|---------------------------------------------------------------------------|-----------------------------------------------------------------------------------------|--------------|------------------------| +| -------------- | ------------------------------------------------------------------------- | --------------------------------------------------------------------------------------- | ------------ | ---------------------- | | contains | contains(a,b) | Determine whether the a string contains the b string | bool | | | like, not like | a like b, a not like b | String matching, % is a wildcard character | bool | "abc" like "a%" = true | | concat, + | concat(a,b), a+b,
concat(a,b,c), a+b+c
concat(a,...,f), a+...+f | String concatenation, concat supports n input parameters,
can also be used + opeator | string | not implemented | @@ -128,8 +134,8 @@ when dealing with data transformations, aggregations, or other data processing t ### 3.6 Type Conversion Operators | Operator | example | description | note | -|---------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------| -| cast(a, 'int'/'float'/'string') |
cast(1,'string')
cast('1', 'int') | Convert a base type to another base type | | +| ------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------- | +| cast(a, 'int'/'float'/'string') |
cast(1,'string')
cast('1', 'int') | Convert a base type to another base type | | | to_date(time_str,format) | to_date('20220101', 'yyMMdd') | Convert a string to a date type
format can be a combination of
time types
- s: Seconds//Unix timestamp
- m: minutes
- h: hours
- d: day
- M: month
- y: year
Can be combined with various reasonable formats
- yyMMdd
- yyMMdd hh:mm:ss | not implemented | | window(version_express, unit) | A.cost_every_day
A.cost_every_day.window(cur in [1@M,2@M,3@M], M)
A.cost_every_day.window(start > -30@d, d)
A.cost_every_day.window(end <-15@d, d)
A.cost_every_day.window(start > -30@d and end <-15@d, d)
A.cost_every_day.window((start > -30@d and end <-15@d) and (start > -7@d), d) | Convert a multi-version attribute to a list for calculation purposes. The **version_express** consists of three keywords:
- start: Starting version number
- end: Ending version number
- cur: Current version number. Expressions can be combined using logical operators like AND/OR.
**unit** The unit parameter defines the unit of the attribute, with options:
- M: Retrieve data by month
- d: Retrieve data by day
- seq: Default value, retrieves data by sequence if no unit is specified.
Note: If retrieving data by month or day, the data must be aggregated by day or month. | Not implemented | @@ -146,27 +152,27 @@ array = [{age:10},{age:20},{age:30}] the operations on this array are as follows: -| Operator | Example | Description | Input type | Output type | Element Type | -|---------------------------------|-------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------|------------|------------------|------------------| -| max(alias_name) | array.mark_alias(a).max(a.age)
//return 30 | Get the maximum value | list | int/float/string | int,float,string | -| min(alias_name) | array.mark_alias(a).min(a.age)
//return 10 | Get the minimum value | list | int/float/string | int,float,string | -| sum(alias_name) | array.mark_alias(a).sum(a.age)
// return 60 | Accumulate the values in the list | list | int/float | int,float,string | -| avg(alias_name) | array.mark_alias(a).avg(a.age)
// return 20 | Get the average value | list | int/float | int,float,string | -| count() | array.count()
//return 3 | Get the size of the list | list | int | All types | -| filter(operator_express) | array.mark_alias(a).filter(a.age <18)
//return [{age:10}] | Filter the list based on the given expression | list | list | All types | -| sort(alias_name, 'desc'/'asc') | array.mark_alias(a).sort(a.age, 'desc')
//return [{age:30},{age:20},{age:10}] | Sort the list in ascending or descending order | list | list | All types | -| slice(start_index,end_index) | array.mark_alias(a).slice(1,2)
//return [{age:10},{age:20}] | Get a slice of the list from the start index to the end index | | | All types | -| get(index) | array.mark_alias(a).get(1)
//return {age:10} | Get the element at the specified index | | | | -| str_join(alias_name, tok) | array.mark_alias(a).str_join(cast(a.age, 'string'), ',')
//return "10,20,30" | Join the elements of the list into a string using a delimiter | | | string | -| accumlate(operator, alias_name) | array.mark_alias(a).accumlate('*', a.age) //return 6000
array.mark_alias(a).accumlate('+', a.age) //return 60 | Perform cumulative calculation on the list using the operator | | | int,float | +| Operator | Example | Description | Input type | Output type | Element Type | +| ------------------------------- | ------------------------------------------------------------------------------------------------------------------ | ------------------------------------------------------------- | ---------- | ---------------- | ---------------- | +| max(alias_name) | array.mark_alias(a).max(a.age)
//return 30 | Get the maximum value | list | int/float/string | int,float,string | +| min(alias_name) | array.mark_alias(a).min(a.age)
//return 10 | Get the minimum value | list | int/float/string | int,float,string | +| sum(alias_name) | array.mark_alias(a).sum(a.age)
// return 60 | Accumulate the values in the list | list | int/float | int,float,string | +| avg(alias_name) | array.mark_alias(a).avg(a.age)
// return 20 | Get the average value | list | int/float | int,float,string | +| count() | array.count()
//return 3 | Get the size of the list | list | int | All types | +| filter(operator_express) | array.mark_alias(a).filter(a.age <18)
//return [{age:10}] | Filter the list based on the given expression | list | list | All types | +| sort(alias_name, 'desc'/'asc') | array.mark_alias(a).sort(a.age, 'desc')
//return [{age:30},{age:20},{age:10}] | Sort the list in ascending or descending order | list | list | All types | +| slice(start_index,end_index) | array.mark_alias(a).slice(1,2)
//return [{age:10},{age:20}] | Get a slice of the list from the start index to the end index | | | All types | +| get(index) | array.mark_alias(a).get(1)
//return {age:10} | Get the element at the specified index | | | | +| str_join(alias_name, tok) | array.mark_alias(a).str_join(cast(a.age, 'string'), ',')
//return "10,20,30" | Join the elements of the list into a string using a delimiter | | | string | +| accumlate(operator, alias_name) | array.mark_alias(a).accumlate('\*', a.age) //return 6000
array.mark_alias(a).accumlate('+', a.age) //return 60 | Perform cumulative calculation on the list using the operator | | | int,float | ### 3.8 Graph Aggregation Operators Since there are often aggregation calculations on graphs, we define a graph aggregation operator that can aggregate a subgraph according to a specified pattern and perform array calculations based on aliases. -| operator | Example | Description | Input type | Output type | Note | -|----------|---------------------|-------------------------------------------------|------------|-------------|--------------------------------------------------------------------------| +| operator | Example | Description | Input type | Output type | Note | +| -------- | -------------------- | ----------------------------------------------- | ---------- | ----------- | ------------------------------------------------------------------------ | | group() | group(a)，group(a,b) | Aggregate vertices or edges and return an array | Graph | Array | Input must be vertices or edges, and the starting point must be included | Explanation of graph grouping:
@@ -176,8 +182,11 @@ The query subgraph pattern is:
![group_a_data](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*oomuTKurb6UAAAAAAAAAAAAADtmcAQ/original)
group operator examples:
+ #### 3.8.1 example 1：group(A)
+ The grouping of A in this case would result in the following operations:
+ > The return type is a list. Since the entire subgraph is grouped into one, the length of the returned list would be 1, > and the subsequent results can only output one row of data.
> group(A).count(e1) // Count the edges of type e1, should return [2]
@@ -186,19 +195,23 @@ The grouping of A in this case would result in the following operations:
> group(A).count(e2) // Count the edges of type e2, should return [5] because there are 5 edges
#### 3.8.2 example 2：group(A,B)
+ Suppose we have graph datas:
![group_a_b](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*E-ZBT5jz0iUAAAAAAAAAAAAADtmcAQ/original)
+ > The return type is a list. Since the entire subgraph is grouped into two, the length of the returned list would be 2, > and the subsequent results can only output two rows of data.
-> group(A,B).count(A) // return [1,1]
+> group(A,B).count(A) // return [1,1]
> group(A,B),count(B) // return [1,1]
> group(A,B).count(C) // return [3,1]
> group(A,B).count(e1) // return [1,1]
> group(A,B).count(e2) // return [3,2]
#### 3.8.3 example 3：group(A,B,C)
+ Suppose we have graph datas:
![group_a_b_c](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*P7rpSZfyFdoAAAAAAAAAAAAADtmcAQ/original)
+ > The return type is a list. Since the entire subgraph is grouped into four, the length of the returned list would be 4, > and the subsequent results can only output four rows of data.
> group(A,B,C).count(C) // return [1,1,1,1]
@@ -239,12 +252,12 @@ in incorrect results. This constraint is mainly considered for implementation fa To facilitate data retrieval from graphs, the following operators are defined: | Operator | Example | Description | Note | -|---------------|-----------------|------------------------------------|------| +| ------------- | --------------- | ---------------------------------- | ---- | | . | A.id | Retrieve attribute | | -| __label__ | A.__label__ | Return type | | -| __from__ | e.__from__ | Return the starting point ID | | -| __to__ | e.__to__ | Return the ending point ID | | -| __direction__ | e.__direction__ | Retrieve the direction of the edge | | +| **label** | A.**label** | Return type | | +| **from** | e.**from** | Return the starting point ID | | +| **to** | e.**to** | Return the ending point ID | | +| **direction** | e.**direction** | Retrieve the direction of the edge | | Since KGDSL 2.0 has removed the if syntax, we need to use conditional operator operators to replace the logical conditions.
@@ -255,9 +268,10 @@ conditions.
it returns true_value; if it is false, it returns false_value. Example: + ``` //if the result of the rule "OnlineDiscount" is true, it returns 1, otherwise it returns null. -rule_value("OnlineDiscount", 1, null) +rule_value("OnlineDiscount", 1, null) ``` **get_first_notnull**
@@ -267,6 +281,7 @@ rule_value("OnlineDiscount", 1, null) prioritized retrieval of values. Example: + ``` Share10("Share more than 10 orders"): rakeBackCount > 10 Share100("Share more than 100 orders"): rakeBackCount > 100 @@ -280,7 +295,7 @@ With the combination of these two UDFs, arbitrary if-else combinations can be ac The date type supports the following calculation operations: | Operator | Example | Description | Input type | Output type | -|----------|------------------------------------------------------------------------------------------------------------------|---------------|------------|-------------| +| -------- | ---------------------------------------------------------------------------------------------------------------- | ------------- | ---------- | ----------- | | + | date1 = to_date('20220212', 'yyMMdd')
date2 = to_date('5','d')
date3 = date1 + date2 //return 20220217 | Add date | date | date | | - | date1 = to_date('20220212', 'yyMMdd')
date2 = to_date('5','d')
date3 = date1 - date2 //return 20220207 | Subtract date | date | date | @@ -288,9 +303,11 @@ The date type supports the following calculation operations: To simplify the description and avoid the need for explicit to_date conversions for date types, the following format can be used for date initialization:
+ > Date/Unit
**Example 1: Simplified date initialization mode**
+ ```sql 1@d 1@h @@ -301,6 +318,7 @@ be used for date initialization:
**Example 2: Relative date based on the current time**
To address the common requirement of expressing "last 30 days," "last 7 days," etc., the simplified form now() can be used to represent the current time. Examples include:
+ ```sql +1@d -1@d @@ -315,6 +333,7 @@ In addition to these simplified date expressions, there are also other date func - Description: A date calculation function that returns the current date. Example: + ``` now() ``` @@ -326,6 +345,7 @@ now() yyyy-MM-dd HH:mm:ss or yyyyMMdd HH:mm:ss. Example: + ``` date1 = to_date('20220101', 'yyMMdd') date_format(date1, 's') // Converts to a Unix timestamp, with a value of 1640966400 @@ -346,7 +366,7 @@ Assuming the schema is as follows:
**User Entity** | Property Name | Type | Description | -|---------------|----------------|----------------| +| ------------- | -------------- | -------------- | | id | string | Primary key ID | | name | string | user name | | age | int | age | @@ -355,55 +375,55 @@ Assuming the schema is as follows:
**Shop Entity** | Property Name | Type | Description | -|---------------|-------------------------|--------------------------| +| ------------- | ----------------------- | ------------------------ | | id | string | Primary key ID | | name | string | shop name | | category | Classification Concepts | Classification for shops | -**(User)-[pay]->(User) Relation** +**(User)-[pay]->(User) Relation** the relation which represents the payment between users. | Property Name | Type | Description | -|---------------|-------|----------------------------| +| ------------- | ----- | -------------------------- | | amount | float | The amount of the payment. | -**(User)-[visit]->(Shop) Relation** +**(User)-[visit]->(Shop) Relation** the relation which represents the user browsed a certain store | Property Name | Type | Description | -|---------------|------|------------------------------| +| ------------- | ---- | ---------------------------- | | timestamp | int | The timestamp of the browse. | -**(User)-[own]->(Shop) Relation** +**(User)-[own]->(Shop) Relation** The relation which represents the user owned a certain store.
Has no properties. -**(User)-[consume]->(Shop) Relation** +**(User)-[consume]->(Shop) Relation** The relation which represents the user has made a purchase at a certain store. | Property Name | Type | Description | -|---------------|-------|--------------------------------| +| ------------- | ----- | ------------------------------ | | amount | float | The amount of the purchase. | | timestamp | int | The timestamp of the purchase. | #### 4.1.2 Requirements -| Requirement ID | Description | -|----------------|---------------------------------------| -| 1 | Determine if a User is a shop owner | -| 3 | Calculate the number of times a Shop has been browsed in the last 7 and 30 days | +| Requirement ID | Description | +| -------------- | ---------------------------------------------------------------------------------------------------------------------- | +| 1 | Determine if a User is a shop owner | +| 3 | Calculate the number of times a Shop has been browsed in the last 7 and 30 days | | 4 | Classify Shops into high attention and low attention based on the number of times they were browsed in the last 7 days | -| 5 | Identify the top 3 Users with the highest spending based on the sales of a Shop in the last 7 days | -| 6 | Validate if a user has received more money in transfers than they have spent | -| 7 | Check if a user has made a transfer to themselvesxa | -| 8 | Get the list of other users that a User has transferred money to in the last 7 days | -| 9 | Users own their own shops and make purchases in their own shops | -| 10 | Count the number of shops a User has made purchases or browsed in the last 7 days | -| 11 | Calculate the total expenditure of each user at a specific shop | +| 5 | Identify the top 3 Users with the highest spending based on the sales of a Shop in the last 7 days | +| 6 | Validate if a user has received more money in transfers than they have spent | +| 7 | Check if a user has made a transfer to themselvesxa | +| 8 | Get the list of other users that a User has transferred money to in the last 7 days | +| 9 | Users own their own shops and make purchases in their own shops | +| 10 | Count the number of shops a User has made purchases or browsed in the last 7 days | +| 11 | Calculate the total expenditure of each user at a specific shop | ### 4.2 Overall syntax description @@ -418,7 +438,7 @@ Structure { Constraint { // rule express } -#The Action section specifies the post-processing to be performed on the results that conform to the Structure and Constraint. +#The Action section specifies the post-processing to be performed on the results that conform to the Structure and Constraint. Action { // action desciption } @@ -428,7 +448,7 @@ The syntax structure for defining new logical predicates is as follows: ``` #Structure and Constraint are nested inside the Define section. -#The Define section is used to define a new logical predicate. It allows you to create a custom predicate with its own Structure and Constraint. +#The Define section is used to define a new logical predicate. It allows you to create a custom predicate with its own Structure and Constraint. Define (s:sType)-[p:pType]->(o:oType) { Structure { // path desciption @@ -554,7 +574,7 @@ categories: - **Logical Rule** Expressed as:
**RuleName("Rule description"): expression**
- The output of a logical rule is a boolean value. Commonly used operators include >, <, ==, >=, <=, !=, +, -, *, /, %, and so on. These operators can be extended as needed.
+ The output of a logical rule is a boolean value. Commonly used operators include >, <, ==, >=, <=, !=, +, -, \*, /, %, and so on. These operators can be extended as needed.
- **Calculation Rule** Expressed as:
@@ -608,12 +628,12 @@ Structure { } Constraint { R1("Adult"): s.age > 18 - + R2("Male"): s.gender == "male" - + // The following sentence is correct: R3, composed of R1 and R2, is considered as a rule group. R3("Adult male"): R1 and R2 - + // The following sentence is incorrect: Non-rule variables are not allowed in a rule group. R3("Adult male"): R1 and s.gender == "male" } @@ -629,14 +649,14 @@ Aggregation operators have the following features and limitations: The list of aggregation and statistical requirements in section 4.1.2 is as follows: -| Requirement ID | Description | -|----------------|---------------------------------| -| 3 | Calculate the number of times a shop has been browsed in the past 7 days or 30 days | +| Requirement ID | Description | +| -------------- | ---------------------------------------------------------------------------------------------------------------------- | +| 3 | Calculate the number of times a shop has been browsed in the past 7 days or 30 days | | 4 | Classify Shops into high attention and low attention based on the number of times they were browsed in the last 7 days | -| 5 | Identify the top 3 Users with the highest spending based on the sales of a Shop in the last 7 days | -| 6 | Validate if a user has received more money in transfers than he have spent | -| 10 | Count the number of shops a User has made purchases or browsed in the last 7 days | -| 11 | Calculate the total expenditure of each user at a specific shop | +| 5 | Identify the top 3 Users with the highest spending based on the sales of a Shop in the last 7 days | +| 6 | Validate if a user has received more money in transfers than he have spent | +| 10 | Count the number of shops a User has made purchases or browsed in the last 7 days | +| 11 | Calculate the total expenditure of each user at a specific shop | **Example 1：Requirement 10, Requirement 3 and Requirement 4**
![group_4_4_3_p1](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*FROwTLCV4HcAAAAAAAAAAAAADtmcAQ/original)
@@ -678,7 +698,7 @@ Constraint { } ``` -**Example 3：Requirement 5**（**Not implemented**）**
+**Example 3：Requirement 5**（**Not implemented**）\*\*
![group_4_4_3_p3](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*e6ijSZWfOUEAAAAAAAAAAAAADtmcAQ/original)
In the given data example, the top 3 are Jobs, Mike and Alice.
@@ -689,7 +709,7 @@ Structure { } Constraint { R1("Expenses within 7 days"): p.timestamp >= -7@d - R2("top3 users"): group(s).desc(p.amount).limit(3) + R2("top3 users"): group(s).desc(p.amount).limit(3) } ``` @@ -707,7 +727,7 @@ Structure { Constraint { R("Expenses within 7 days"): p.timestamp >= -7@d // To assign the total amount of user expenses - userConsumeAmount("the total amount of user expenses") = group(s,o).sum(p.amount) + userConsumeAmount("the total amount of user expenses") = group(s,o).sum(p.amount) } Action { get(s.name, userConsumeAmount) @@ -729,6 +749,7 @@ For information about entities and concepts, please refer to the explanation in Inductive semantics refers to the process of deriving general concepts from a group of entities with common characteristics. The relation between these individuals and concepts is known as an inductive relation.
The inductive semantics between entity types and concepts can be expressed through the following syntactic rules:
+ ``` Define (s:TypeA)-[p:TypeP]->(o:TaxonomyOfTypeA/ConceptA) { Structure { @@ -743,11 +764,11 @@ Define (s:TypeA)-[p:TypeP]->(o:TaxonomyOfTypeA/ConceptA) { ConceptA belongs to the TaxonomyOfTypeA. The above rule expresses that the entity s, under the premise of satisfying the above rule expression, it can be linked to the ConceptA through the TypeP predicate. For example:
According to the requirement in section 4.1.2, we can transform the following requirement into a concept definition. -| Requirement ID | Description | -|----------------|-------------------------------------| -| 1 | Determine if a User is a shop owner | +| Requirement ID | Description | +| -------------- | ---------------------------------------------------------------------------------------------------------------------- | +| 1 | Determine if a User is a shop owner | | 4 | Classify Shops into high attention and low attention based on the number of times they were browsed in the last 7 days | -| 7 | Check if a user has made a transfer to themselves | +| 7 | Check if a user has made a transfer to themselves | Example 1：Determine if a User is a shop owner
Assuming the concept of "ShopKeeper" has been modeled and created, as shown below:
@@ -811,8 +832,8 @@ Define (s:Shop)-[p:belongTo]->(o:TaxonomyOfShop/NamelessShop) { According to the requirement in section 4.1.2, we can define predicates between entity types in the following requirement. -| Requirement ID | Description | -|----------------|-------------------------------------------------------------------------------------| +| Requirement ID | Description | +| -------------- | ----------------------------------------------------------------------------------- | | 7 | Check if a user has made a transfer to themselves | | 8 | Get the list of other users that a User has transferred money to in the last 7 days | | 11 | Calculate the total expenditure of each user at a specific shop | @@ -822,8 +843,8 @@ The schema definitions are largely consistent with those in section 4.5.1. We ne There are mainly three types of relationships.
-- (s:User)-[p:transSelf]->(s) : "User performing a self-transfer" -- (s:User)-[p:trans7Days]->(o:User) : "Users who have made transfers within the past 7 days" +- (s:User)-[p:transSelf]->(s) : "User performing a self-transfer" +- (s:User)-[p:trans7Days]->(o:User) : "Users who have made transfers within the past 7 days" - (s:Shop)-[p:consumeAmount]->(o:User) : "Consumption amount of a particular user at a shop" Example 1: User performing a self-transfer
@@ -871,8 +892,8 @@ Define (s:Shop)-[p:consumeAmount]->(o:User) { In the previous two sections, the main focus was on establishing relations between entity types and concepts. However, there are some requirements that do not interact with any other types, such as the following example. -| Requirement ID | Description | -|----------------|-----------------------------------------------------------------------------------| +| Requirement ID | Description | +| -------------- | --------------------------------------------------------------------------------- | | 1 | Determine if a User is a shop owner | | 3 | Calculate the number of times a Shop has been browsed in the last 7 and 30 days | | 6 | Validate if a user has received more money in transfers than they have spent | @@ -883,7 +904,7 @@ In the previous two sections, the main focus was on establishing relations betwe For the given requirement, we need to add properties to the User entity: | Property Name | type | Description | -|----------------------------|---------|--------------------------------------------------------------------| +| -------------------------- | ------- | ------------------------------------------------------------------ | | isShopOwner | boolean | whether the user is a shop owner | | isIncomeLargeOutcome | boolean | whether the user's income is greater than their expenses | | 7daysVisitOrConsumeShopNum | int | Number of shops visited or consumed by the user in the past 7 days | @@ -891,7 +912,7 @@ For the given requirement, we need to add properties to the User entity: We need to add properties to the Shop entity: | Property Name | type | Description | -|----------------|------|----------------------------------------| +| -------------- | ---- | -------------------------------------- | | 7daysVisitNum | int | Number of visitors in the past 7 days | | 30daysVisitNum | int | Number of visitors in the past 30 days | @@ -911,7 +932,7 @@ Define (s:User)-[p:7daysVisitOrConsumeShopNum]->(o:int) { } ``` -Example 2: Number of visitors in the past 7 days
+Example 2: Number of visitors in the past 7 days
``` Define (s:Shop)-[p:7daysVisitNum]->(o:int) { @@ -925,7 +946,7 @@ Define (s:Shop)-[p:7daysVisitNum]->(o:int) { } ``` -Example 3: Number of visitors in the past 30 days
+Example 3: Number of visitors in the past 30 days
``` Define (s:Shop)-[p:30daysVisitNum]->(o:int) { @@ -942,12 +963,12 @@ Define (s:Shop)-[p:30daysVisitNum]->(o:int) { ### 4.6 Action Action supports multiple operations: + - createNodeInstance/createEdgeInstance: Used for the semantic expression of causal logic results. - get: Outputs the matched results, including entities, relations, and properties. The following examples will be shown. - #### 4.6.1 Causal logic semantics In a knowledge graph, causal relations need to be established under certain conditions. This example refers to a case from the financial knowledge graph section of the SPG whitepaper. The causal description is as shown in the following diagram:
@@ -957,6 +978,7 @@ In a knowledge graph, causal relations need to be established under certain cond #### 4.6.1.1 createNodeInstance When the conditions for causal semantics between concepts are met, createNodeInstance will create a new instance. In this example, a new event instance is created using the following syntax:
+ ``` Define (s: `ProductChain.TaxonomyOfCompanyAccident`/`周期性行业头部上市公司停产事故`)-[p: leadTo]->(o: `ProductChain.TaxonomyOfIndustryInfluence`/`成本上升`) { Structure { @@ -1028,14 +1050,15 @@ Define (s: `ProductChain.TaxonomyOfCompanyAccident`/`周期性行业头部上市 ``` **createEdgeInstance Parameter Description:**
+ - type: Specifies the type of the edge. - src：Alias of the source node, which must exist in the Structure, or be an instance created through createNodeInstance in the Action. - dst: Alias of the destination node, which must also comply with the constraints of 'src'. - value: Attribute values of the edge, also in key-value pairs, can be empty. **Return Value:**
-- None. The main reason is that edge instances are not referenced again in Action. +- None. The main reason is that edge instances are not referenced again in Action. #### 4.6.2 get diff --git a/docs/tutorial/spgreasoner/index.md b/docs/tutorial/spgreasoner/index.md index 5311103..7323aae 100644 --- a/docs/tutorial/spgreasoner/index.md +++ b/docs/tutorial/spgreasoner/index.md @@ -1,6 +1,9 @@ --- title: SPG推理语法 -order: 3 +nav: + second: + title: SPG推理语法 + order: 3 --- 注：KGDSL不区分大小写 @@ -9,124 +12,127 @@ order: 3 ### 1.1 常用关键词 -| 关键词 | 描述 | 作用范围 | -|---------------------------------------------------------|---------|-------------------| -| Define | 定义关键词 | 全局 | +| 关键词 | 描述 | 作用范围 | +| ------------------------------------------------------- | -------------- | ------------------- | +| Define | 定义关键词 | 全局 | | Structure | 子图描述关键词 | 全局 | | Constraint | 规则描述关键词 | 全局 | | Action | 后置动作关键词 | 全局 | | / | 概念引用分隔符 | 全局 | -| group | 图分组关键词 | Constraint | +| group | 图分组关键词 | Constraint | | sum/filter/find/sort/slice
/count/max/min/avg/concat | 图聚合操作算子 | Constraint的group后 | -| and/or/not/xor/optional | 逻辑计算算子 | 全局 | +| and/or/not/xor/optional | 逻辑计算算子 | 全局 | ### 1.2 特殊关键词 -| 关键词 | 描述 | 作用范围 | -|--------------------|-------------------|-------------------| -| __start__ | 起点标志 | Structure | -| __per_node_limit__ | 边限制标志 | Structure | -| __label__ | 得到点边的类型 | Constraint/Action | -| __property_map__ | 将图节点或者边的属性生成map对象 | Constraint/Action | -| __path__ | 得到满足的路径 | Constraint/Action | -| __id__ | 图谱点内部id（全局唯一） | Constraint/Action | -| __from__ | 图谱边的起点内部id | Constraint/Action | -| __to__ | 图谱边的终点内部id | Constraint/Action | +| 关键词 | 描述 | 作用范围 | +| ------------------ | ------------------------------- | ----------------- | +| **start** | 起点标志 | Structure | +| **per_node_limit** | 边限制标志 | Structure | +| **label** | 得到点边的类型 | Constraint/Action | +| **property_map** | 将图节点或者边的属性生成map对象 | Constraint/Action | +| **path** | 得到满足的路径 | Constraint/Action | +| **id** | 图谱点内部id（全局唯一） | Constraint/Action | +| **from** | 图谱边的起点内部id | Constraint/Action | +| **to** | 图谱边的终点内部id | Constraint/Action | ## 2 数据类型 ### 2.1 基本数据类型 -| 数据类型 | 描述 | 示例 | -|--------|------|------------| -| int | 整型 | 1，2，3 | -| float | 浮点型 | 23.11 | -| string | 字符串 | "abcdef" | -| bool | 布尔类型 | true/false | -| null | 空 | null | +| 数据类型 | 描述 | 示例 | +| -------- | -------- | ---------- | +| int | 整型 | 1，2，3 | +| float | 浮点型 | 23.11 | +| string | 字符串 | "abcdef" | +| bool | 布尔类型 | true/false | +| null | 空 | null | ### 2.2 复杂数据类型 -| 数据类型 | 描述 | 示例 | -|---------------|-------|-------------------------------------------------------------------------------------------------------------------------------------------| -| list | 数组类型 | [1,2,3] | +| 数据类型 | 描述 | 示例 | +| ------------- | ---------- | ----------------------------------------------------------------------------------------------------------------------------------------- | +| list | 数组类型 | [1,2,3] | | multi_version | 多版本属性 | {
  "20220111":value,
  "20220112":value,
} | -| date | 日期类型 | / | -| node | 点类型 | {
  "id":123456,
  "label":"Film",
  "property":{"name":"Titanic"}
} | -| edge | 边类型 | {
  "from":1234,
  "to":4321,
  "label":"starOfFilm",
  "property":{"year":1989}
} | +| date | 日期类型 | / | +| node | 点类型 | {
  "id":123456,
  "label":"Film",
  "property":{"name":"Titanic"}
} | +| edge | 边类型 | {
  "from":1234,
  "to":4321,
  "label":"starOfFilm",
  "property":{"year":1989}
} | ## 3 表达式算子 ### 3.1 表达式风格 我们表达式采用过程式+链式两种方式混合表达 + > 链式思想：是将多个操作（多行代码）通过点号(.)链接在一起成为一句代码,使代码可读性好。 > 过程式思想：通过多行的方式，描述一段计算内容 -链式风格非常适用于数据计算，如下例，我们需要计算一个表达式(1 + 2) * 3 - 4，约束为一次只能计算一次，则过程式如下 +链式风格非常适用于数据计算，如下例，我们需要计算一个表达式(1 + 2) \* 3 - 4，约束为一次只能计算一次，则过程式如下 + > a = 1+2 -> b = a *3 +> b = a \*3 > d = b -4 使用链式风格 + > add(1,2).multiply(3).subtract(4) 一行可以表达一个完整的计算流，我们可以在做数据计算时使用该风格 ### 3.2 计算运算符 -| 符号 | 示例 | 含义 | 备注 | -|----|-----|------|-------| -| + | a+b | 加法 | | -| - | a-b | 减法 | | -| * | a*b | 乘法 | | -| / | a/b | 除法 | 不可除0 | -| % | a%b | 取模 | b不可为0 | -| = | a=b | 赋值操作 | | +| 符号 | 示例 | 含义 | 备注 | +| ---- | ---- | -------- | -------- | +| + | a+b | 加法 | | +| - | a-b | 减法 | | +| \* | a\*b | 乘法 | | +| / | a/b | 除法 | 不可除0 | +| % | a%b | 取模 | b不可为0 | +| = | a=b | 赋值操作 | | ### 3.3 逻辑运算符 -| 符号 | 示例 | 含义 | 备注 | -|----------|-----------------------|---------|-----------------------------| -| and | a and b | 且 | | -| or | a or b | 或 | | -| not，! | not a, !a | 非 | not可作用于全局，但!只能作用于Constraint | -| xor | a xor b | 异或 | | -| optional | optional (a)-[e]->(b) | 对路径表示可选 | 只在Structure中对路径生效 | -| | | | | +| 符号 | 示例 | 含义 | 备注 | +| -------- | --------------------- | -------------- | ---------------------------------------- | +| and | a and b | 且 | | +| or | a or b | 或 | | +| not，! | not a, !a | 非 | not可作用于全局，但!只能作用于Constraint | +| xor | a xor b | 异或 | | +| optional | optional (a)-[e]->(b) | 对路径表示可选 | 只在Structure中对路径生效 | +| | | | | ### 3.4 比较运算符 -| 符号 | 示例 | 含义 | 备注 | -|----|----------------------------|------------------------------------------------|--------------------------------------------------------| -| == | a == b | 判等 | 只可比较int、float、string、node、edge，
其中，node、edge以id判断为准 | -| > | a > b | 大于 | | -| >= | a>=b | 大于等于 | | -| < | a < b | 小于 | | -| <= | a<=b | 小于等于 | | -| != | a != b | 不等 | | -| in | a in [1,2,3] | 包含 | | -| BT | a bt [1,5]
a bt (1,5) | between运算符，表示a在1，5之间，
方括号表示闭区间，
圆括号表示开区间 | 只可比较int、float、string | +| 符号 | 示例 | 含义 | 备注 | +| ---- | -------------------------- | -------------------------------------------------------------------------- | ------------------------------------------------------------------------ | +| == | a == b | 判等 | 只可比较int、float、string、node、edge，
其中，node、edge以id判断为准 | +| > | a > b | 大于 | | +| >= | a>=b | 大于等于 | | +| < | a < b | 小于 | | +| <= | a<=b | 小于等于 | | +| != | a != b | 不等 | | +| in | a in [1,2,3] | 包含 | | +| BT | a bt [1,5]
a bt (1,5) | between运算符，表示a在1，5之间，
方括号表示闭区间，
圆括号表示开区间 | 只可比较int、float、string | ### 3.5 字符串运算符 -| 符号 | 示例 | 含义 | 返回值 | 备注 | -|---------------|------------------------------------------------------------------------|--------------------------------|--------|-----------------------| -| contains | contains(a,b) | 判断a字符串是否包含b字符串 | bool | | -| like，not like | a like b，a not like b | 字符串匹配判断，%为通配符 | bool | "abc" like "a%" 为true | -| concat，+ | concat(a,b)，a+b，
concat(a,b,c)，a+b+c
concat(a,...,f), a+...+f | 字符串拼接，concat支持n个入参，
也可用+处理 | string | 暂未实现 | -| length | length(a) | 返回字符串长度 | int | | -| strstr | strstr(str,start)
strstr(str,start,end) | 得到字符串子串，从1开始 | string | 暂未实现 | -| lower | lower(a) | 全部转换成小写 | string | 暂未实现 | -| upper | upper(a) | 全部转换成大写 | string | 暂未实现 | -| is_not_blank | is_not_blank(a) | 字符串不为空："" | bool | 暂未实现 | +| 符号 | 示例 | 含义 | 返回值 | 备注 | +| -------------- | ------------------------------------------------------------------------- | ----------------------------------------------- | ------ | ---------------------- | +| contains | contains(a,b) | 判断a字符串是否包含b字符串 | bool | | +| like，not like | a like b，a not like b | 字符串匹配判断，%为通配符 | bool | "abc" like "a%" 为true | +| concat，+ | concat(a,b)，a+b，
concat(a,b,c)，a+b+c
concat(a,...,f), a+...+f | 字符串拼接，concat支持n个入参，
也可用+处理 | string | 暂未实现 | +| length | length(a) | 返回字符串长度 | int | | +| strstr | strstr(str,start)
strstr(str,start,end) | 得到字符串子串，从1开始 | string | 暂未实现 | +| lower | lower(a) | 全部转换成小写 | string | 暂未实现 | +| upper | upper(a) | 全部转换成大写 | string | 暂未实现 | +| is_not_blank | is_not_blank(a) | 字符串不为空："" | bool | 暂未实现 | ### 3.6 类型转换运算符 -| 符号 | 示例 | 含义 | 支持情况 | -|---------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------| -| cast(a, 'int'/'float'/'string') |
cast(1,'string') //转化成为str
cast('1', 'int') //转换成int | 将基本类型转换成为其他基本类型 | | -| to_date(time_str,format) | to_date('20220101', 'yyMMdd') //转换成为日期 | 将字符串转换成为日志类型
format可以为如下组合
时间类型
- s，秒//unix时间戳起
- m，分
- h，小时
- d，天
- M，月
- y，年
可组合，各种合理格式
- yyMMdd 年月日类型
- yyMMdd hh:mm:ss 为简化使用，支持
数字@日期方式初始化时间 | 暂未实现 | +| 符号 | 示例 | 含义 | 支持情况 | +| ------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------- | +| cast(a, 'int'/'float'/'string') |
cast(1,'string') //转化成为str
cast('1', 'int') //转换成int | 将基本类型转换成为其他基本类型 | | +| to_date(time_str,format) | to_date('20220101', 'yyMMdd') //转换成为日期 | 将字符串转换成为日志类型
format可以为如下组合
时间类型
- s，秒//unix时间戳起
- m，分
- h，小时
- d，天
- M，月
- y，年
可组合，各种合理格式
- yyMMdd 年月日类型
- yyMMdd hh:mm:ss 为简化使用，支持
数字@日期方式初始化时间 | 暂未实现 | | window(version_express, unit) | A.cost_every_day //A为用户，cost_every_day为一个多版本属性，表示每日的花销
A.cost_every_day.window(cur in [1@M,2@M,3@M], M) //获取1月、2月、3月的数据，按月取数据
A.cost_every_day.window(start > -30@d, d) //取近30天的数据，按天取数据
A.cost_every_day.window(end <-15@d, d) //取15天天前的所有数据,，按天取数据
A.cost_every_day.window(start > -30@d and end <-15@d, d) //取30天前，到15天前的数据，按天取数据，可进行组合
A.cost_every_day.window( (start > -30@d and end <-15@d) and (start > -7@d), d) //取30天前，到15天前的数据，以及近7天的数据，按天取数据，可进行组合 | 将多版本类型（multi_version）转换成list，方便参与计算。**version_express**包含三个关键词
- start，起始版本号
- end，终点版本号
- cur，当前版本号表达式为逻辑表达式，可通过and/or进行组合
**unit** 为属性单位，有如下类型
- M，按月获取数据
- d，按天获取数据
- seq，默认值，按照序列取数据，当没有unit时，按照seq来处理
注意：若是按月或者按天获取数据，则需要存在按天和按月聚合的数据 | 暂未实现 | ### 3.7 list运算符（未实现） @@ -141,27 +147,27 @@ array = [{age:10},{age:20},{age:30}] 对该数组的操作预算符用法如下： -| 符号表示 | 示例 | 含义 | 输入类型 | 输出类型 | 元素类型 | -|---------------------------------|-----------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------|------|------------------|----------------------------------------------| -| max(alias_name) | array.mark_alias(a).max(a.age)
//输出为30 | 取最大值 | list | int/float/string | 支持int、float、string，但node和edge对象的属性为基础类型的可以支持 | -| min(alias_name) | array.mark_alias(a).min(a.age)
//输出为10 | 取最小值 | list | int/float/string | 支持int、float、string，但node和edge对象的属性为基础类型的可以支持 | -| sum(alias_name) | array.mark_alias(a).sum(a.age)
// 输出为60 | 对数组进行累加 | list | int/float | 支持int、float、string，但node和edge对象的属性为基础类型的可以支持 | -| avg(alias_name) | array.mark_alias(a).avg(a.age)
// 输出为20 | 取均值 | list | int/float | 支持int、float、string，但node和edge对象的属性为基础类型的可以支持 | -| count() | array.count()
//输出为3 | 取数组大小 | list | int | 支持所有类型 | -| filter(operator_express) | array.mark_alias(a).filter(a.age <18)
//输出为[{age:10}] | 对数组进行过滤，返回新的数组 | list | list | 支持所有类型 | -| sort(alias_name, 'desc'/'asc') | array.mark_alias(a).sort(a.age, 'desc')
//输出为[{age:30},{age:20},{age:10}] | 排序 | list | list | 支持所有类型 | -| slice(start_index,end_index) | array.mark_alias(a).slice(1,2)
//获取第一个到第二个的内容，输出为[{age:10},{age:20}] | 切片，从指定起点index到终点index，起点为1，取闭区间
- start_index，起点的index
- end_index，终止的index | | | 支持所有类型 | -| get(index) | array.mark_alias(a).get(1)
//获取第一个到第二个的内容，输出为{age:10} | 获取第index个元素，从1开始
若超过大小，则返回null | | | | -| str_join(alias_name, tok) | array.mark_alias(a).str_join(cast(a.age, 'string'), ',')
//将年龄转换成字符串，并且通过逗号生成字符串，输出为"10,20,30" | 字符串连接
- alias_name，数组中元素别名
- tok，连接符 | | | 只支持string | -| accumlate(operator, alias_name) | array.mark_alias(a).accumlate('*', a.age) //累乘，结果为6000
array.mark_alias(a).accumlate('+', a.age) //累加等同于sun，输出为60 | 累计计算算子
- operator，为*/
- alias_name，数组中元素别名 | | | 支持*，+ | +| 符号表示 | 示例 | 含义 | 输入类型 | 输出类型 | 元素类型 | +| ------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------- | -------- | ---------------- | ------------------------------------------------------------------ | +| max(alias_name) | array.mark_alias(a).max(a.age)
//输出为30 | 取最大值 | list | int/float/string | 支持int、float、string，但node和edge对象的属性为基础类型的可以支持 | +| min(alias_name) | array.mark_alias(a).min(a.age)
//输出为10 | 取最小值 | list | int/float/string | 支持int、float、string，但node和edge对象的属性为基础类型的可以支持 | +| sum(alias_name) | array.mark_alias(a).sum(a.age)
// 输出为60 | 对数组进行累加 | list | int/float | 支持int、float、string，但node和edge对象的属性为基础类型的可以支持 | +| avg(alias_name) | array.mark_alias(a).avg(a.age)
// 输出为20 | 取均值 | list | int/float | 支持int、float、string，但node和edge对象的属性为基础类型的可以支持 | +| count() | array.count()
//输出为3 | 取数组大小 | list | int | 支持所有类型 | +| filter(operator_express) | array.mark_alias(a).filter(a.age <18)
//输出为[{age:10}] | 对数组进行过滤，返回新的数组 | list | list | 支持所有类型 | +| sort(alias_name, 'desc'/'asc') | array.mark_alias(a).sort(a.age, 'desc')
//输出为[{age:30},{age:20},{age:10}] | 排序 | list | list | 支持所有类型 | +| slice(start_index,end_index) | array.mark_alias(a).slice(1,2)
//获取第一个到第二个的内容，输出为[{age:10},{age:20}] | 切片，从指定起点index到终点index，起点为1，取闭区间
- start_index，起点的index
- end_index，终止的index | | | 支持所有类型 | +| get(index) | array.mark_alias(a).get(1)
//获取第一个到第二个的内容，输出为{age:10} | 获取第index个元素，从1开始
若超过大小，则返回null | | | | +| str_join(alias_name, tok) | array.mark_alias(a).str_join(cast(a.age, 'string'), ',')
//将年龄转换成字符串，并且通过逗号生成字符串，输出为"10,20,30" | 字符串连接
- alias_name，数组中元素别名
- tok，连接符 | | | 只支持string | +| accumlate(operator, alias_name) | array.mark_alias(a).accumlate('\*', a.age) //累乘，结果为6000
array.mark_alias(a).accumlate('+', a.age) //累加等同于sun，输出为60 | 累计计算算子
- operator，为\*/
- alias_name，数组中元素别名 | | | 支持\*，+ | ### 3.8 图聚合运算符 由于常常存在对图的聚合计算，此处定义一个图聚合算子，可以将一个子图按照指定模式聚合，并且根据别名进行数组计算,注意 -| 符号 | 示例 | 含义 | 输入类型 | 输出类型 | 备注 | -|---------|---------------------|----------------|------|----------------|-----------------------| -| group() | group(a)，group(a,b) | 将点或者边进行聚合，返回数组 | 图类型 | 后面需待具体算子，输出为数组 | 输入只能是点类型或者边类型，且必须带上起点 | +| 符号 | 示例 | 含义 | 输入类型 | 输出类型 | 备注 | +| ------- | -------------------- | ---------------------------- | -------- | ---------------------------- | ------------------------------------------ | +| group() | group(a)，group(a,b) | 将点或者边进行聚合，返回数组 | 图类型 | 后面需待具体算子，输出为数组 | 输入只能是点类型或者边类型，且必须带上起点 | 图分组解释，假设我们存在如下数据：
@@ -176,6 +182,7 @@ array = [{age:10},{age:20},{age:30}] #### 3.8.1 示例1：group(A) 此时对A进行分组，则如下操作返回的值为
+ > 返回类型为列表，由于整个子图分组成为了1个，所以返回的列表长度为1，后续结果只能输出1行数据
> group(A).count(e1) // 对e1边进行计数，应当返回[2]
> group(A).count(B) // 对子图的B类型进行统计计数，应当返回[2]
@@ -187,6 +194,7 @@ array = [{age:10},{age:20},{age:30}] 被分组的图数据变成
![group_a_b](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*oomuTKurb6UAAAAAAAAAAAAADtmcAQ/original)
+ > 返回类型为列表，由于整个子图分组成为了2个，所以返回的列表长度为2，后续结果只能输出2行数据
> group(A,B).count(A) // 返回[1,1]
> group(A,B),count(B) // 返回[1,1]
@@ -198,6 +206,7 @@ array = [{age:10},{age:20},{age:30}] 被分组的图数据变成如下
![group_a_b_c](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*P7rpSZfyFdoAAAAAAAAAAAAADtmcAQ/original)
+ > 返回类型为列表，由于整个子图被分为了4个子图，所以返回的列表长度为4，后续结果只能输出4行数据
> group(A,B,C).count(C) // 返回[1,1,1,1]
> group(A,B,C).count(e2) // 返回[1,1,1,2]
@@ -232,13 +241,13 @@ bNum = group(A).count(B) 为方便对图进行取数据，设定算子如下 -| 符号 | 示例 | 含义 | 备注 | -|---------------|-----------------|--------|----| -| . | A.id | 取属性 | | -| __label__ | A.__label__ | 返回类型 | | -| __from__ | e.__from__ | 返回起点id | | -| __to__ | e.__to__ | 返回终点id | | -| __direction__ | e.__direction__ | 取边的方向 | | +| 符号 | 示例 | 含义 | 备注 | +| ------------- | --------------- | ---------- | ---- | +| . | A.id | 取属性 | | +| **label** | A.**label** | 返回类型 | | +| **from** | e.**from** | 返回起点id | | +| **to** | e.**to** | 返回终点id | | +| **direction** | e.**direction** | 取边的方向 | | 由于KGDSL中不支持if语法，所以需要针对逻辑判断部分，使用类条件运算符算子代替
**rule_value**
@@ -269,14 +278,15 @@ Price("定价")= get_first_notnull(rule_value("Share100", 0.5, null), rule_value 日期类型支持如下计算操作 -| 符号表示 | 示例 | 含义 | 输入类型 | 输出类型 | -|------|--------------------------------------------------------------------------------------------------------------------------------------|------|------|------| -| + | date1 = to_date('20220212', 'yyMMdd') //将字符串转换成日期
date2 = to_date('5','d') //将字符串转换成日期
date3 = date1 + date2 //相加，等于20220217 | 增加日期 | date | date | -| - | date1 = to_date('20220212', 'yyMMdd')
date2 = to_date('5','d')
date3 = date1 - date2 //相加，等于20220207 | 减去日志 | date | date | +| 符号表示 | 示例 | 含义 | 输入类型 | 输出类型 | +| -------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------- | -------- | -------- | -------- | +| + | date1 = to_date('20220212', 'yyMMdd') //将字符串转换成日期
date2 = to_date('5','d') //将字符串转换成日期
date3 = date1 + date2 //相加，等于20220217 | 增加日期 | date | date | +| - | date1 = to_date('20220212', 'yyMMdd')
date2 = to_date('5','d')
date3 = date1 - date2 //相加，等于20220207 | 减去日志 | date | date | #### 3.10.1 日期简化形式 由于返回date类型均需要to_date进行转换，为了简化描述，可按照如下格式简化日期初始化
+ > 日期/单位
示例1：初始化日期简化模式
@@ -329,32 +339,32 @@ date_format(date1, 'yyMMdd hh:mm:ss') //转换成为指定格式，应当为 202 **User属性** -| 属性名 | 类型 | 说明 | -|--------|--------|------| -| id | string | 主键id | -| name | string | 姓名 | -| age | int | 年龄 | -| gender | 性别概念 | 性别属性 | +| 属性名 | 类型 | 说明 | +| ------ | -------- | -------- | +| id | string | 主键id | +| name | string | 姓名 | +| age | int | 年龄 | +| gender | 性别概念 | 性别属性 | **Shop属性** -| 属性名 | 类型 | 说明 | -|----------|--------|--------| -| id | string | 主键id | -| name | string | 店铺名 | -| category | 分类概念 | 店铺经验分类 | +| 属性名 | 类型 | 说明 | +| -------- | -------- | ------------ | +| id | string | 主键id | +| name | string | 店铺名 | +| category | 分类概念 | 店铺经验分类 | **(User)-[pay]->(User) 用户向用户转账** -| 属性名 | 类型 | 说明 | -|--------|-------|------| +| 属性名 | 类型 | 说明 | +| ------ | ----- | -------- | | amount | float | 转账数目 | **(User)-[visit]->(Shop) 用户浏览过某个商店** -| 属性名 | 类型 | 说明 | -|-----------|-----|----------| -| timestamp | int | 浏览商店的时间戳 | +| 属性名 | 类型 | 说明 | +| --------- | ---- | ---------------- | +| timestamp | int | 浏览商店的时间戳 | **(User)-[own]->(Shop) 用户浏览过某个商店** @@ -362,25 +372,25 @@ date_format(date1, 'yyMMdd hh:mm:ss') //转换成为指定格式，应当为 202 **(User)-[consume]->(Shop) 用户浏览过某个商店** -| 属性名 | 类型 | 说明 | -|-----------|-------|--------| -| amount | float | 消费金额 | +| 属性名 | 类型 | 说明 | +| --------- | ----- | ------------ | +| amount | float | 消费金额 | | timestamp | int | 消费的时间戳 | #### 4.1.2 需求列表 -| 需求编号 | 需求描述 | -|------|----------------------------------| -| 1 | 判断一个User是否是店主 | -| 3 | 统计一个Shop近7天、30天被浏览的次数 | -| 4 | 根据Shop近7天的次数，分层高关注量Shop和低关注量Shop | -| 5 | 根据Shop的近7天销量，得到消费最高的top3用户 | -| 6 | 判断一个用户转账是否收大于支 | -| 7 | 判断一个用户是否自己给自己转账 | -| 8 | 得到一个用户最近7天转过账的其他用户 | -| 9 | 用户拥有自己的商店，且在自己商店消费 | -| 10 | 统计User近7天有消费或者浏览过的店铺数目 | -| 11 | 统计每个User在某一Shop的消费总额 | +| 需求编号 | 需求描述 | +| -------- | --------------------------------------------------- | +| 1 | 判断一个User是否是店主 | +| 3 | 统计一个Shop近7天、30天被浏览的次数 | +| 4 | 根据Shop近7天的次数，分层高关注量Shop和低关注量Shop | +| 5 | 根据Shop的近7天销量，得到消费最高的top3用户 | +| 6 | 判断一个用户转账是否收大于支 | +| 7 | 判断一个用户是否自己给自己转账 | +| 8 | 得到一个用户最近7天转过账的其他用户 | +| 9 | 用户拥有自己的商店，且在自己商店消费 | +| 10 | 统计User近7天有消费或者浏览过的店铺数目 | +| 11 | 统计每个User在某一Shop的消费总额 | ### 4.2 整体语法描述 @@ -424,6 +434,7 @@ Define (s:sType)-[p:pType]->(o:oType) { #### 4.3.1 路径定义 路径的基本单元是边，多种边组合起来的连通图成为路径，Structure中可以描述多个路径，方便在不同场景下使用
+ > 在线业务存在多种非连通图需求，离线批量计算场景较少
路径描述按照ISO GQL方式进行描述，即如下三种示例 @@ -530,7 +541,7 @@ Constraint中每一行作为一个规则，规则分为如下几类 - **逻辑规则** -以 **规则英文名("规则说明"): 表达式** 这种格式进行表达，输出为布尔值。常用运算符有>、<、==、>=、<=、!=、+、-、*、/、%等，运算符可以进行扩展。 +以 **规则英文名("规则说明"): 表达式** 这种格式进行表达，输出为布尔值。常用运算符有>、<、==、>=、<=、!=、+、-、\*、/、%等，运算符可以进行扩展。 - **计算规则** @@ -582,12 +593,12 @@ Structure { } Constraint { R1("成年人"): s.age > 18 - + R2("男性"): s.gender == "男" - + // 下面这句是正确的，R3由R1和R2组合而成，就被视为是一条规则组 R3("成年男性"): R1 and R2 - + // 下面这句是错误的，规则组里不允许有非规则的变量 R3("成年男性"): R1 and s.gender == "男" } @@ -603,14 +614,14 @@ Constraint { 由于需求中存在多种聚合类需求，4.1.2中存在统计需求列表如下 -| 需求编号 | 需求描述 | -|------|----------------------------------| -| 3 | 统计一个Shop近7天、30天被浏览的次数 | -| 4 | 根据Shop近7天的次数，分层高关注量Shop和低关注量Shop | -| 5 | 根据Shop的近7天销量，得到消费最高的top3用户 | -| 6 | 判断一个用户转账是否收大于支 | -| 10 | 统计User近7天有消费或者浏览过的店铺数目 | -| 11 | 统计每个User在某一Shop的消费总额 | +| 需求编号 | 需求描述 | +| -------- | --------------------------------------------------- | +| 3 | 统计一个Shop近7天、30天被浏览的次数 | +| 4 | 根据Shop近7天的次数，分层高关注量Shop和低关注量Shop | +| 5 | 根据Shop的近7天销量，得到消费最高的top3用户 | +| 6 | 判断一个用户转账是否收大于支 | +| 10 | 统计User近7天有消费或者浏览过的店铺数目 | +| 11 | 统计每个User在某一Shop的消费总额 | **示例1：需求10、需求3、需求4**
![group_4_4_3_p1](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*FROwTLCV4HcAAAAAAAAAAAAADtmcAQ/original)
@@ -712,11 +723,11 @@ Define (s:TypeA)-[p:TypeP]->(o:TaxonomyOfTypeA/ConceptA) { ConceptA是属于TaxonomyOfTypeA类型，上述规则表达含义为，TypeA类型的s在满足上述规则表达的前提下，可以通过TypeP谓词链接到ConceptA概念上。下面以示例举例:
根据4.1.2的需求，我们可以将如下需求转化成为概念进行定义
-| 需求编号 | 需求描述 | -|------|----------------------------------| -| 1 | 判断一个User是否是店主 | -| 4 | 根据Shop近7天的次数，分层高关注量Shop和低关注量Shop | -| 7 | 判断一个用户是否自己给自己转账 | +| 需求编号 | 需求描述 | +| -------- | --------------------------------------------------- | +| 1 | 判断一个User是否是店主 | +| 4 | 根据Shop近7天的次数，分层高关注量Shop和低关注量Shop | +| 7 | 判断一个用户是否自己给自己转账 | 示例1：判断一个User是否是店主
判断是否是店主主要看名下是否有店铺
@@ -776,18 +787,18 @@ Define (s:Shop)-[p:belongTo]->(o:TaxonomyOfShop/NamelessShop) { 可使用类型之间定义需求如下
-| 需求编号 | 需求描述 | -|------|---------------------| -| 7 | 判断一个用户是否自己给自己转账 | -| 8 | 得到一个用户最近7天转过账的其他用户 | -| 11 | 统计每个User在某一Shop的销售量 | +| 需求编号 | 需求描述 | +| -------- | ----------------------------------- | +| 7 | 判断一个用户是否自己给自己转账 | +| 8 | 得到一个用户最近7天转过账的其他用户 | +| 11 | 统计每个User在某一Shop的销售量 | 基本定义和4.5.1中基本一致，按照需求新增schema
![schema_4_5_2](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*3c--RL7N-9gAAAAAAAAAAAAADtmcAQ/original)
主要三种 -- (s:User)-[p:transSelf]->(s) 自己向自己转账 +- (s:User)-[p:transSelf]->(s) 自己向自己转账 - (s:User)-[p:trans7Days]->(o:User) 7天内有转账的用户 - (s:Shop)-[p:consumeAmount]->(o:User) 商铺某个用户的销售额 @@ -836,29 +847,29 @@ Define (s:Shop)-[p:consumeAmount]->(o:User) { 前两章节主要是和实体类型和概念之间语义链接，实际上存在部分需求，和任何其他类型没有交互，例如如下需求
-| 需求编号 | 需求描述 | -|------|------------------------| -| 1 | 判断一个User是否是店主 | -| 3 | 统计一个Shop近7天、30天被浏览的次数 | -| 6 | 判断一个用户转账是否收大于支 | -| 7 | 判断一个用户是否自己给自己转账 | -| 9 | 用户拥有自己的商店，且在自己商店消费 | -| 10 | 统计User近7天有消费或者浏览过的店铺数目 | +| 需求编号 | 需求描述 | +| -------- | --------------------------------------- | +| 1 | 判断一个User是否是店主 | +| 3 | 统计一个Shop近7天、30天被浏览的次数 | +| 6 | 判断一个用户转账是否收大于支 | +| 7 | 判断一个用户是否自己给自己转账 | +| 9 | 用户拥有自己的商店，且在自己商店消费 | +| 10 | 统计User近7天有消费或者浏览过的店铺数目 | 如上需求，我们可以增加User属性
-| 属性名 | 类型 | 说明 | -|----------------------------|---------|------------------| -| isShopOwner | boolean | 是否是店主 | -| isIncomeLargeOutcome | boolean | 是否收大于支 | +| 属性名 | 类型 | 说明 | +| -------------------------- | ------- | ------------------------------- | +| isShopOwner | boolean | 是否是店主 | +| isIncomeLargeOutcome | boolean | 是否收大于支 | | 7daysVisitOrConsumeShopNum | int | 近7天有消费或者浏览过的店铺数目 | Shop可以增加属性
-| 属性名 | 类型 | 说明 | -|----------------|-----|----------| -| 7daysVisitNum | int | 近7天浏览人数 | -| 30daysVisitNum | int | 近30天浏览人数 | +| 属性名 | 类型 | 说明 | +| -------------- | ---- | -------------- | +| 7daysVisitNum | int | 近7天浏览人数 | +| 30daysVisitNum | int | 近30天浏览人数 | 这些新增属性，可通过规则进行定义，避免出现实际的数据新导入
示例1：近7天有消费或者浏览过的店铺数目
@@ -910,16 +921,15 @@ Action中支持多种操作： - createNodeInstance/createEdgeInstance：用于因果的逻辑结果的语义表达 - get ：输出匹配的结果，包括实体、关系以及属性等内容。 - 具体用法如下面的例子展示：
- #### 4.6.1 Causal logic semantics 在事理图谱中，因果关系基本需要在满足一定条件才成立，本例引用SPG白皮书中金融事理图谱章节的案例进行表述。事理描述如下图：
![cau_4_6](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*Kt8mQpZQpfYAAAAAAAAAAAAADtmcAQ/original)
#### 4.6.1.1 createNodeInstance + 当概念之间满足因果语义的条件时，createNodeInstance将创建一个新的实例。本例中创建新的事件实例，具体使用方式如下： ``` @@ -947,6 +957,7 @@ Define (s: `ProductChain.TaxonomyOfCompanyAccident`/`周期性行业头部上市 ``` **createNodeInstance参数说明：**
+ - type：这里需要指定我们创建一个什么样的实体类型实例 - value：此处为实例的具体属性值，由kv对构成，k为schema中定义的属性名，v为具体值，可为常量，也可以为Structure和Constraint中的各种变量。注意：若k不存在于schema中或者值不满足schema定义，则为非法值 **返回值：**
@@ -988,15 +999,15 @@ Define (s: `ProductChain.TaxonomyOfCompanyAccident`/`周期性行业头部上市 ``` **createEdgeInstance参数说明：**
+ - type：指定边类型 - src：起点的别名，必须存在Structure中，或者是Action中通过createNodeInstance创建的实例 - dst：终点的别名，同样满足src的约束 - value：边的属性值，也为kv对，可为空 **返回值：**
-- 无，主要原因为，在Action中，边实例不会被再次引用 - +- 无，主要原因为，在Action中，边实例不会被再次引用 #### 4.6.2 数据输出 diff --git a/docs/tutorial/spgschema/index.en-US.md b/docs/tutorial/spgschema/index.en-US.md index 8bd82d9..73774f6 100644 --- a/docs/tutorial/spgschema/index.en-US.md +++ b/docs/tutorial/spgschema/index.en-US.md @@ -1,6 +1,9 @@ --- title: SPG-Schema -order: 2 +nav: + second: + title: SPG-Schema + order: 2 --- ## 1 Introduction to the basics of Schema @@ -36,14 +39,14 @@ An instance of the school entity type can look like: ```json { - "id": "zjdx", - "name": "Zhejiang University", - "englishName": "Zhejiang University", - "shortName": "ZJU", - "founder": "Lin Qi", - "foundDate": "18970521", - "category": "Public University", - "address": "Xixi Campus: No. 148, Tianmushan Road, Xihu District, Hangzhou City" + "id": "zjdx", + "name": "Zhejiang University", + "englishName": "Zhejiang University", + "shortName": "ZJU", + "founder": "Lin Qi", + "foundDate": "18970521", + "category": "Public University", + "address": "Xixi Campus: No. 148, Tianmushan Road, Xihu District, Hangzhou City" } ``` @@ -67,13 +70,13 @@ An instance of the enterprise event type can be: ```json { - "id": "2023100820394930", - "name": "XX company is listed on the Shenzhen Stock Exchange on October 28th", - "subject": "XX company", - "object": "Shenzhen Stock Exchange", - "time": "20231028", - "location": "Shenzhen Stock Exchange", - "behavior": "listing" + "id": "2023100820394930", + "name": "XX company is listed on the Shenzhen Stock Exchange on October 28th", + "subject": "XX company", + "object": "Shenzhen Stock Exchange", + "time": "20231028", + "location": "Shenzhen Stock Exchange", + "behavior": "listing" } ``` @@ -93,27 +96,25 @@ Here is an example of concept instances for school classification: ```json [ - { - "name": "public institution", - "alias": "public, public school" - }, - { - "name": "public institution-public university", - "alias": null - }, - { - "name": "public institution-public university-comprehensive public university", - "alias": "public comprehensive university" - } + { + "name": "public institution", + "alias": "public, public school" + }, + { + "name": "public institution-public university", + "alias": null + }, + { + "name": "public institution-public university-comprehensive public university", + "alias": "public comprehensive university" + } ] ``` ### 1.4 Semantic relations between SPG types - ![image.png](https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*3s79QouHNicAAAAAAAAAAAAADtmcAQ/original) - - HYP: Hypernym, refers to the relation where a broader or more general concept includes or encompasses another more specific or particular concept. The available predicates are "isA" and "locateAt", while other predicates are yet to be expanded. - SYNANT: Synonymy/Antonymy, expresses whether concepts are synonymous or antonymous to each other. The available predicates are "synonym" and "antonym", while other predicates are yet to be expanded. - CAU: Causality, represents the relation where one event or action (cause) leads to another event or action (effect). The available predicate is "leadTo", while other predicates are yet to be expanded. @@ -121,7 +122,6 @@ Here is an example of concept instances for school classification: - IND: Induction, refers to the relation where general concepts are derived from a group of entities with common characteristics. The available predicate is "belongTo", while other predicates are yet to be expanded. - INC: Inclusion, expresses the relation between a part and a whole. The available predicate for this relationship is "isPartOf", while other predicates are yet to be expanded. - ## 2 Declarative Schema Operators are not defined in the declarative Schema, they are bound by the release of KNext (refer @@ -141,7 +141,7 @@ NotNull, MultiValue, Enum, Regular > -> Used to express the inheritance relationship of a type, A -> B > -> STD.* Anything beginning with STD. is a reserved keyword, used as a standard type name. +> STD.\* Anything beginning with STD. is a reserved keyword, used as a standard type name. ### 2.2 Basic Syntax @@ -390,6 +390,7 @@ class DEFAULT: ``` The code is as follows when the user uses schema: + > You need to import the project schema class first. ```python diff --git a/docs/tutorial/spgschema/index.md b/docs/tutorial/spgschema/index.md index 62eb2a5..67c639e 100644 --- a/docs/tutorial/spgschema/index.md +++ b/docs/tutorial/spgschema/index.md @@ -1,6 +1,9 @@ --- title: SPG知识建模 -order: 2 +nav: + second: + title: SPG知识建模 + order: 2 --- ## 1 Schema类型 @@ -24,26 +27,26 @@ order: 2 以学校举例，实体类型的属性可以有如下： ```yaml -enName(英文名): Text -shortName(简称): Text -founder(创办人): Person -foundDate(创立日期): STD.Date -category(类别): TaxonomySchool -address(地址): Text +enName(英文名): Text +shortName(简称): Text +founder(创办人): Person +foundDate(创立日期): STD.Date +category(类别): TaxonomySchool +address(地址): Text ``` 那学校实体类型的实例可以是： ```json { - "id": "zjdx", - "name": "浙江大学", - "enName": "Zhejiang University", - "shortName": "浙大、ZJU", - "founder": "林启", - "foundDate": "18970521", - "category": "公立大学", - "address": "西溪校区：杭州市西湖区天目山路148号" + "id": "zjdx", + "name": "浙江大学", + "enName": "Zhejiang University", + "shortName": "浙大、ZJU", + "founder": "林启", + "foundDate": "18970521", + "category": "公立大学", + "address": "西溪校区：杭州市西湖区天目山路148号" } ``` @@ -56,24 +59,24 @@ address(地址): Text 以企业事件类型举例，其属性可以有如下： ```yaml -subject(主体): Company -object(客体): Text -time(时间): STD.Date -location(地点): Text -behavior(行为): Behavior +subject(主体): Company +object(客体): Text +time(时间): STD.Date +location(地点): Text +behavior(行为): Behavior ``` 那学校实体类型的实例可以是： ```json { - "id": "2023100820394930", - "name": "XX公司在10月28日在深交所挂牌上市", - "subject": "XX公司", - "object": "深交所", - "time": "20231028", - "location": "深交所", - "behavior": "上市" + "id": "2023100820394930", + "name": "XX公司在10月28日在深交所挂牌上市", + "subject": "XX公司", + "object": "深交所", + "time": "20231028", + "location": "深交所", + "behavior": "上市" } ``` @@ -122,8 +125,6 @@ behavior(行为): Behavior - IND: 归纳关系(Induction)，是指从一类有共同特征的实体中得出对这些实体概括性的概念，这种个体和概念之间的关系就是归纳关系。目前可用的谓词有belongTo，其他谓词尚待扩展。 - INC: 包含关系(Inclusion)，表达部分与整体的关系。目前可用的谓词有isPartOf，其他谓词尚待扩展。 - - ## 2 声明式Schema 在声明式Schema里不定义算子，算子由KNext的发布来绑定（算子开发参考[KNext教程](../knext/index.md)）。 @@ -142,7 +143,7 @@ NotNull, MultiValue, Enum, Regular > -> 用于表达类型的继承关系，A -> B > -> STD.*表示以STD.开头的都是预留关键字，作标准类型名称 +> STD.\*表示以STD.开头的都是预留关键字，作标准类型名称 ### 2.2 基础句法 @@ -158,7 +159,7 @@ NotNull, MultiValue, Enum, Regular - P为要继承自的父类型 - **namespace A** - A表示项目前缀，在Schema文件的第一行必须出现。项目前缀会在Schema提交的时候自动拼接到实体类型名称的前面 -- **[[ ... ]]** +- **[[...]]** - 规则脚本的定界符，仅用于rule的定义，类似于Python的"""用法 声明式Schema脚本采用逐行解析的方式，定义上要遵循顺序原则，即父类型要在子类型之前定义、属性上使用的类型也需要在其所属类型定义之前先定义好。 @@ -260,7 +261,7 @@ Company(公司): EntityType # 这里定义关系的谓词逻辑，使用 [[ 和 ]] 作为逻辑规则的定界符 rule: [[ Define (s:Comapny)-[p:risk]->(o:Company) { - ... ... + ... ... } ]] ``` @@ -306,16 +307,16 @@ Disease(疾病): EntityType commonSymptom(常见症状): Symptom constraint: MultiValue - + applicableDrug(适用药品): Drug constraint: MultiValue - + department(就诊科室): HospitalDepartment constraint: MultiValue - + diseaseSite(发病部位): BodyPart constraint: MultiValue - + relations: abnormal(异常指征): Indicator properties: @@ -393,13 +394,14 @@ class Medical: ``` 用户使用的时候，代码如此写： + > 需要先import项目schema类 ```python from knext.examples.medical.schema.medical_schema_helper import Medical if __name__ == '__main__': - + disease_name = Medical.Disease.name ... ... common_symptom = Medical.Disease.commomSymptom @@ -412,7 +414,7 @@ if __name__ == '__main__': .add_field("name", Medical.Disease.name) \ .add_field("commonSymptom", Medical.Disease.commonSymptom) \ .add_field("applicableDrug", Medical.Disease.applicableDrug) \ - .add_field("complication", Medical.Disease.complication) + .add_field("complication", Medical.Disease.complication) ``` ## 4 通过python API创建schema From 72e08a54a858f1705ef9d28b460bd4a68f83dce9 Mon Sep 17 00:00:00 2001 From: "fuyu.bfy" Date: Thu, 26 Oct 2023 10:21:46 +0800 Subject: [PATCH 2/8] update doc --- docs/quick-start/install.en-US.md | 8 ++++---- docs/quick-start/install.md | 8 ++++---- 2 files changed, 8 insertions(+), 8 deletions(-) diff --git a/docs/quick-start/install.en-US.md b/docs/quick-start/install.en-US.md index 95eda16..27aa38c 100644 --- a/docs/quick-start/install.en-US.md +++ b/docs/quick-start/install.en-US.md @@ -114,7 +114,7 @@ Once the server and client are installed and started, we can begin creating our **Related documentation**： -1. [KNext command tool and SDK Tutorial](doc/core/knext_tutorial_en.md) -2. [Enterprise Supply Chain Knowledge Graph](./doc/example/EnterpriseSupplyChain/enterprise_supply_chain_introduce_quickstart_en.md) -3. [Risk Mining Knowledge Graph](./doc/example/RiskMining/risk_mining_introduce_quickstart_en.md) -4. [Medical Knowledge Graph](./doc/example/Medical/medical_introduce_quickstart_en.md) +1. [KNext command tool and SDK Tutorial](../tutorial/knext/index.en-US.md) +2. [Enterprise Supply Chain Knowledge Graph](../example/enterprise-supply-chain/index.en-US.md) +3. [Risk Mining Knowledge Graph](../example/risk-mining/index.en-US.md) +4. [Medical Knowledge Graph](../example/medical/index.en-US.md) diff --git a/docs/quick-start/install.md b/docs/quick-start/install.md index f378c66..60a480a 100644 --- a/docs/quick-start/install.md +++ b/docs/quick-start/install.md @@ -114,8 +114,8 @@ services: **相关文档链接**： -1. [KNext命令行工具和SDK教程](doc/core/knext_tutorial.md) -2. [企业供应链图谱](./doc/example/EnterpriseSupplyChain/enterprise_supply_chain_introduce_quickstart.md) -3. [黑产挖掘图谱](./doc/example/RiskMining/risk_mining_introduce_quickstart.md) -4. [医疗知识图谱](./doc/example/Medical/medical_introduce_quickstart.md) +1. [KNext命令行工具和SDK教程](../tutorial/knext/index.md) +2. [企业供应链图谱](../example/enterprise-supply-chain/index.md) +3. [黑产挖掘图谱](../example/risk-mining/index.md) +4. [医疗知识图谱](../example/medical/index.md) From 904bcf891806838ba9c0b946e3c562555080ab1c Mon Sep 17 00:00:00 2001 From: Chushen Date: Wed, 25 Oct 2023 23:02:59 +0800 Subject: [PATCH 3/8] refactor: optimize download logic --- .dumi/pages/download.tsx | 14 ++++++++------ 1 file changed, 8 insertions(+), 6 deletions(-) diff --git a/.dumi/pages/download.tsx b/.dumi/pages/download.tsx index 3936a24..3256b47 100644 --- a/.dumi/pages/download.tsx +++ b/.dumi/pages/download.tsx @@ -28,6 +28,7 @@ function Download() { const [searchParams] = useSearchParams(); const [url, setUrl] = useState(''); const validateRef = useRef(); + const [moduleLoaded, setModuleLoaded] = useState(false); const tokenFromUrl = searchParams.get(TokenKey) || ''; const [showBackup, setShowBackup] = useState(false); const [waitingForResult, setWaitingForResult] = useState(false); @@ -42,7 +43,7 @@ function Download() { return now - timeStamp > expireTime; }, [timeStamp]); - const ableToDownload = !isExpired && allow; + const ableToDownload = !isExpired && allow && url; useEffect(() => { fetch('release.wasm') @@ -50,11 +51,12 @@ function Download() { .then((bytes) => instantiate(bytes)) .then(({ validate }: { validate: ValidateFn }) => { validateRef.current = validate; + setModuleLoaded(true); }); }, []); useEffect(() => { - if (!validateRef.current) return; + if (!moduleLoaded || !validateRef.current) return; const result = validateRef.current(tokenFromUrl); if (result) { setUrl(result); @@ -63,16 +65,16 @@ function Download() { setTimeStamp(new Date().getTime()); window.close(); } - }, [validateRef.current, tokenFromUrl]); + }, [moduleLoaded, tokenFromUrl]); useEffect(() => { - if (!token || !validateRef.current) return; + if (!token || !moduleLoaded || !validateRef.current) return; const result = validateRef.current(token); if (result) { setUrl(result); setAllow(true); } - }, [validateRef.current, token]); + }, [moduleLoaded, token]); useEffect(() => { if (ableToDownload) { @@ -83,7 +85,7 @@ function Download() { download(); }, 1000); } - }, [allow, timeStamp]); + }, [ableToDownload, downloadImmediately]); const goToQuestionnaire = (isBackup?: boolean) => { setWaitingForResult(true); From 1e9aa01f8cbd30e6a53bcb0ff65c4e3cb8ebebd8 Mon Sep 17 00:00:00 2001 From: Chushen Date: Wed, 25 Oct 2023 23:05:50 +0800 Subject: [PATCH 4/8] chore: update docs --- README.md | 6 +- pnpm-lock.yaml | 12733 ----------------------------------------------- 2 files changed, 3 insertions(+), 12736 deletions(-) delete mode 100644 pnpm-lock.yaml diff --git a/README.md b/README.md index 39442a3..5f3793d 100644 --- a/README.md +++ b/README.md @@ -4,14 +4,14 @@ Official website of [OpenSPG](http://spg.openkg.cn/) ## 启动 -> 确认已经安装了 [pnpm](https://pnpm.io/installation) +> 确认已经安装了 [nodejs](https://nodejs.org/en)，且版本 >= 16 ```bash # 安装依赖 -$ pnpm install +$ npm install # 启动服务 -$ pnpm start +$ npm start ``` diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml deleted file mode 100644 index 6bc3bc2..0000000 --- a/pnpm-lock.yaml +++ /dev/null @@ -1,12733 +0,0 @@ -lockfileVersion: '6.0' - 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engines: {node: '>=6'} - dev: true - - /yocto-queue@0.1.0: - resolution: {integrity: sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==} - engines: {node: '>=10'} - dev: true - - /zwitch@2.0.4: - resolution: {integrity: sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==} - dev: true From aa48833e95d548de9aa1710eb4ac7d3573f79622 Mon Sep 17 00:00:00 2001 From: Aarebecca Date: Thu, 26 Oct 2023 00:47:48 +0800 Subject: [PATCH 5/8] style: fix theme style --- .dumi/components/SpgCaseItem.tsx | 2 +- .dumi/global.less | 8 +++++++ .dumirc.ts | 36 ++++---------------------------- 3 files changed, 13 insertions(+), 33 deletions(-) diff --git a/.dumi/components/SpgCaseItem.tsx b/.dumi/components/SpgCaseItem.tsx index 3ec6ba1..9775b57 100644 --- a/.dumi/components/SpgCaseItem.tsx +++ b/.dumi/components/SpgCaseItem.tsx @@ -57,7 +57,7 @@ const Circle = styled.div` width: 0.8rem; height: 0.8rem; border-radius: 0.4rem; - border: 0.15rem solid var(--text-color-light); + border: 0.15rem solid var(--color-circle); flex-shrink: 0; `; diff --git a/.dumi/global.less b/.dumi/global.less index 112d3a6..31e36c0 100644 --- a/.dumi/global.less +++ b/.dumi/global.less @@ -4,6 +4,12 @@ box-sizing: border-box; } +.dumi-default-header-right { + @media only screen and (max-width: 767px) { + -webkit-backdrop-filter: blur(30px); + } +} + [data-prefers-color='light'] .dumi-default-header { background-color: rgba(247, 249, 251, 0.6) !important; } @@ -23,6 +29,7 @@ --border-color: rgba(47, 84, 235, 0.2); --image-background-color: rgba(255, 255, 255, 1); --color-dark: rgba(21, 35, 55, 1); + --color-circle: rgba(62, 87, 228, 1); } [data-prefers-color='dark'] { @@ -36,4 +43,5 @@ --border-color: rgba(47, 84, 235, 0.2); --image-background-color: rgba(255, 255, 255, 1); --color-dark: rgba(21, 35, 55, 1); + --color-circle: rgba(247, 188, 219, 1); } diff --git a/.dumirc.ts b/.dumirc.ts index e69878d..9175531 100644 --- a/.dumirc.ts +++ b/.dumirc.ts @@ -2,42 +2,14 @@ import { defineConfig } from 'dumi'; export default defineConfig({ themeConfig: { + prefersColor: { + default: 'auto', + switch: false, + }, socialLinks: { github: 'https://github.com/OpenSPG/openspg', }, footer: false, - // nav: { - // 'zh-CN': [ - // { title: '快速开始', link: '/Guide' }, - // { - // title: '案例', - // link: '/example/enterprise-supply-chain/introduce_quickstart', - // }, - // ], - // 'en-US': [ - // { title: 'Quick Start', link: '/en-US/Guide' }, - // { - // title: 'Case Study', - // link: '/en-US/example/enterprise-supply-chain/introduce_quickstart', - // }, - // ], - // }, - // sidebar: { - // '/example': [ - // { - // children: [ - // { - // title: 'A', - // link: '/example/enterprise-supply-chain/introduce_quickstart', - // }, - // { - // title: 'B', - // link: '/example/medical/medical_introduce_quickstart', - // }, - // ], - // }, - // ], - // }, }, favicons: [ 'https://mdn.alipayobjects.com/huamei_xgb3qj/afts/img/A*JiTDRaNWTQkAAAAAAAAAAAAADtmcAQ/original', From 7a1e5b1b673e4b260bff423d232a43cc13838a9b Mon Sep 17 00:00:00 2001 From: Aarebecca Date: Thu, 26 Oct 2023 00:53:47 +0800 Subject: [PATCH 6/8] chore: add github action to deploy --- .dumi/global.less | 4 ++++ .github/workflows/gh-pages.yml | 25 +++++++++++++++++++++++++ 2 files changed, 29 insertions(+) create mode 100644 .github/workflows/gh-pages.yml diff --git a/.dumi/global.less b/.dumi/global.less index 31e36c0..58e1a90 100644 --- a/.dumi/global.less +++ b/.dumi/global.less @@ -4,6 +4,10 @@ box-sizing: border-box; } +.dumi-default-header { + -webkit-backdrop-filter: blur(6px); +} + .dumi-default-header-right { @media only screen and (max-width: 767px) { -webkit-backdrop-filter: blur(30px); diff --git a/.github/workflows/gh-pages.yml b/.github/workflows/gh-pages.yml new file mode 100644 index 0000000..64f48a3 --- /dev/null +++ b/.github/workflows/gh-pages.yml @@ -0,0 +1,25 @@ +name: github pages + +on: + push: + branches: + - master # default branch + +jobs: + deploy: + runs-on: ubuntu-latest + steps: + - name: Checkout + uses: actions/checkout@v3 + with: + # 如果配置 themeConfig.lastUpdated 为 false，则不需要添加该参数以加快检出速度 + fetch-depth: 0 + - name: Install dependencies + run: npm install + - name: Build with dumi + run: npm run build + - name: Deploy + uses: peaceiris/actions-gh-pages@v3 + with: + github_token: ${{ secrets.GITHUB_TOKEN }} + publish_dir: ./dist From 0c2b5b6dfb91b4374ac5930a2785d041ca204252 Mon Sep 17 00:00:00 2001 From: Chushen Date: Thu, 26 Oct 2023 10:31:20 +0800 Subject: [PATCH 7/8] fix: fix issue that redirect errors --- .dumi/pages/download.tsx | 2 +- .dumi/pages/index.tsx | 15 +++++++++++---- docs/quick-start/index.en-US.md | 4 ++-- docs/quick-start/index.md | 2 +- 4 files changed, 15 insertions(+), 8 deletions(-) diff --git a/.dumi/pages/download.tsx b/.dumi/pages/download.tsx index 3256b47..3834931 100644 --- a/.dumi/pages/download.tsx +++ b/.dumi/pages/download.tsx @@ -46,7 +46,7 @@ function Download() { const ableToDownload = !isExpired && allow && url; useEffect(() => { - fetch('release.wasm') + fetch('/release.wasm') .then((response) => response.arrayBuffer()) .then((bytes) => instantiate(bytes)) .then(({ validate }: { validate: ValidateFn }) => { diff --git a/.dumi/pages/index.tsx b/.dumi/pages/index.tsx index bbf1aeb..a54f78a 100644 --- a/.dumi/pages/index.tsx +++ b/.dumi/pages/index.tsx @@ -2,9 +2,9 @@ * title: 语义增强可编程知识图谱 */ -import { useEffect } from 'react'; -import { history, usePrefersColor } from 'dumi'; import { Button, Descriptions, Tabs } from 'antd'; +import { history, useLocale, usePrefersColor } from 'dumi'; +import { useEffect } from 'react'; import styled from 'styled-components'; import AboutUs from '../components/AboutUs'; import CustomItem from '../components/CustomItem'; @@ -292,8 +292,15 @@ const MainPage = () => { SPG_POINT_CONFIG, }, } = useIntl(); + const locale = useLocale(); + const [prefersColor] = usePrefersColor(); + const push = (link: string) => { + // @ts-ignore + history.push(`${locale.base}/${link}`); + }; + useEffect(() => { const main = document.querySelector('body .dumi-default-doc-layout > main'); @@ -313,7 +320,7 @@ const MainPage = () => { }, []); const handleDownload = () => { - history.push('/download'); + push('download'); }; return ( @@ -333,7 +340,7 @@ const MainPage = () => {