获取最新的快照版本,请使用 Spring AI 1.1.3spring-doc.cadn.net.cn

审核

简介

Spring AI 支持Mistral AI新引入的审核服务,该服务由Mistral审核模型驱动。 它能沿多个策略维度检测有害文本内容。 点击此链接了解有关Mistral AI审核模型的更多信息。spring-doc.cadn.net.cn

前提条件

  1. 创建一个Mistral AI账户并获取API密钥。您可以在上注册,并在生成API密钥。 spring-doc.cadn.net.cn

  2. spring-ai-mistral-ai 依赖项添加到项目的构建文件中。更多信息,请参阅依赖管理部分。spring-doc.cadn.net.cn

自动配置

There has been a significant change in the Spring AI auto-configuration, starter modules' artifact names. Please refer to the 升级说明以获取更多信息。spring-doc.cadn.net.cn

Spring AI 为 Mistral AI Moderation Model 提供了 Spring Boot 自动配置功能。 要启用它,请在您的项目 Maven pom.xml 文件中添加以下依赖:spring-doc.cadn.net.cn

<dependency>
    <groupId>org.springframework.ai</groupId>
    <artifactId>spring-ai-starter-model-mistral-ai</artifactId>
</dependency>

或者添加到你的 Gradle build.gradle 构建文件中:spring-doc.cadn.net.cn

dependencies {
    implementation 'org.springframework.ai:spring-ai-starter-model-mistral-ai'
}
参考以下依赖管理部分,添加Spring AI BOM到你的构建文件中。

审核属性

连接属性

用于连接至Mistral AI的属性前缀为spring.ai.mistralai。spring-doc.cadn.net.cn

属性spring-doc.cadn.net.cn

描述spring-doc.cadn.net.cn

默认spring-doc.cadn.net.cn

spring.ai.mistralai.base-urlspring-doc.cadn.net.cn

要连接的URLspring-doc.cadn.net.cn

api.mistral.aispring-doc.cadn.net.cn

spring.ai.mistralai.api-keyspring-doc.cadn.net.cn

API 密钥spring-doc.cadn.net.cn

-spring-doc.cadn.net.cn

配置属性

现在,启用和禁用审核自动配置是通过带有前缀spring.ai.model.moderation的顶级属性来配置的。spring-doc.cadn.net.cn

要启用,请设置 spring.ai.model.moderation=mistral (默认情况下已启用)spring-doc.cadn.net.cn

要禁用,请设置 spring.ai.model.moderation=none(或任何不匹配mistral的值)spring-doc.cadn.net.cn

这种修改是为了允许配置多个模型。spring-doc.cadn.net.cn

用于配置Mistral AI审核模型的属性前缀为spring.ai.mistralai.moderation。spring-doc.cadn.net.cn

属性spring-doc.cadn.net.cn

描述spring-doc.cadn.net.cn

默认spring-doc.cadn.net.cn

spring.ai.model.moderationspring-doc.cadn.net.cn

启用审核模型spring-doc.cadn.net.cn

密史脱拉风spring-doc.cadn.net.cn

spring.ai.mistralai.moderation.base-urlspring-doc.cadn.net.cn

要连接的URLspring-doc.cadn.net.cn

api.mistral.aispring-doc.cadn.net.cn

spring.ai.mistralai.moderation.api-keyspring-doc.cadn.net.cn

API 密钥spring-doc.cadn.net.cn

-spring-doc.cadn.net.cn

spring.ai.mistralai.moderation.options.modelspring-doc.cadn.net.cn

用于审核的模型ID。spring-doc.cadn.net.cn

mistral-moderation-latestspring-doc.cadn.net.cn

您可以覆盖通用的 spring.ai.mistralai.base-url, spring.ai.mistralai.api-key, 属性。 如果设置了 spring.ai.mistralai.moderation.base-url, spring.ai.mistralai.moderation.api-key, 属性,它们将优先于通用属性。 这对于希望为不同的模型和不同的模型端点使用不同的Mistral AI账户非常有用。
所有以spring.ai.mistralai.moderation.options为前缀的属性都可以在运行时覆盖。

运行时选项

MistralAiModerationOptions 类提供了进行内容审核请求时使用的选项。 在启动时,使用 spring.ai.mistralai.moderation 指定的选项,但您可以在运行时覆盖这些选项。spring-doc.cadn.net.cn

MistralAiModerationOptions moderationOptions = MistralAiModerationOptions.builder()
    .model("mistral-moderation-latest")
    .build();

ModerationPrompt moderationPrompt = new ModerationPrompt("Text to be moderated", this.moderationOptions);
ModerationResponse response = mistralAiModerationModel.call(this.moderationPrompt);

// Access the moderation results
Moderation moderation = moderationResponse.getResult().getOutput();

// Print general information
System.out.println("Moderation ID: " + moderation.getId());
System.out.println("Model used: " + moderation.getModel());

// Access the moderation results (there's usually only one, but it's a list)
for (ModerationResult result : moderation.getResults()) {
    System.out.println("\nModeration Result:");
    System.out.println("Flagged: " + result.isFlagged());

    // Access categories
    Categories categories = this.result.getCategories();
    System.out.println("\nCategories:");
    System.out.println("Law: " + categories.isLaw());
    System.out.println("Financial: " + categories.isFinancial());
    System.out.println("PII: " + categories.isPii());
    System.out.println("Sexual: " + categories.isSexual());
    System.out.println("Hate: " + categories.isHate());
    System.out.println("Harassment: " + categories.isHarassment());
    System.out.println("Self-Harm: " + categories.isSelfHarm());
    System.out.println("Sexual/Minors: " + categories.isSexualMinors());
    System.out.println("Hate/Threatening: " + categories.isHateThreatening());
    System.out.println("Violence/Graphic: " + categories.isViolenceGraphic());
    System.out.println("Self-Harm/Intent: " + categories.isSelfHarmIntent());
    System.out.println("Self-Harm/Instructions: " + categories.isSelfHarmInstructions());
    System.out.println("Harassment/Threatening: " + categories.isHarassmentThreatening());
    System.out.println("Violence: " + categories.isViolence());

    // Access category scores
    CategoryScores scores = this.result.getCategoryScores();
    System.out.println("\nCategory Scores:");
    System.out.println("Law: " + scores.getLaw());
    System.out.println("Financial: " + scores.getFinancial());
    System.out.println("PII: " + scores.getPii());
    System.out.println("Sexual: " + scores.getSexual());
    System.out.println("Hate: " + scores.getHate());
    System.out.println("Harassment: " + scores.getHarassment());
    System.out.println("Self-Harm: " + scores.getSelfHarm());
    System.out.println("Sexual/Minors: " + scores.getSexualMinors());
    System.out.println("Hate/Threatening: " + scores.getHateThreatening());
    System.out.println("Violence/Graphic: " + scores.getViolenceGraphic());
    System.out.println("Self-Harm/Intent: " + scores.getSelfHarmIntent());
    System.out.println("Self-Harm/Instructions: " + scores.getSelfHarmInstructions());
    System.out.println("Harassment/Threatening: " + scores.getHarassmentThreatening());
    System.out.println("Violence: " + scores.getViolence());
}

手动配置

spring-ai-mistral-ai 依赖添加到您项目的 Maven pom.xml 文件中:spring-doc.cadn.net.cn

<dependency>
    <groupId>org.springframework.ai</groupId>
    <artifactId>spring-ai-mistral-ai</artifactId>
</dependency>

或者添加到你的 Gradle build.gradle 构建文件中:spring-doc.cadn.net.cn

dependencies {
    implementation 'org.springframework.ai:spring-ai-mistral-ai'
}
参考以下依赖管理部分,添加Spring AI BOM到你的构建文件中。

接下来,创建一个 MistralAiModerationModel:spring-doc.cadn.net.cn

MistralAiModerationApi mistralAiModerationApi = new MistralAiModerationApi(System.getenv("MISTRAL_AI_API_KEY"));

MistralAiModerationModel mistralAiModerationModel = new MistralAiModerationModel(this.mistralAiModerationApi);

MistralAiModerationOptions moderationOptions = MistralAiModerationOptions.builder()
    .model("mistral-moderation-latest")
    .build();

ModerationPrompt moderationPrompt = new ModerationPrompt("Text to be moderated", this.moderationOptions);
ModerationResponse response = this.mistralAiModerationModel.call(this.moderationPrompt);

示例代码

MistralAiModerationModelIT 测试提供了一些关于如何使用该库的通用示例。您可以参考此测试以获取更详细的使用示例。spring-doc.cadn.net.cn