Mistral AI
Spring AI 支持由 Mistral AI 推出的新型审核服务,并由 Mistral 审核模型提供支持。 它能够在多个政策维度上检测有害文本内容。
前提条件
1、创建一个Mistral AI账户并获取API密钥。你可以在Mistral AI注册页面注册,并在API密钥页面生成API密钥。
2、添加spring-ai-openai依赖到你项目的构建文件。
自动配置
Spring AI 为 Mistral AI 审核模型提供了 Spring Boot 自动配置。 要启用它,请在项目的Maven中添加以下依赖pom.xml文件:
<dependency> <groupId>org.springframework.ai</groupId> <artifactId>spring-ai-starter-model-mistral-ai</artifactId></dependency>
或者去你的Gradlebuild.gradle构建文件:
dependencies { implementation 'org.springframework.ai:spring-ai-starter-model-mistral-ai'}
减速属性
连接属性
前缀 spring.ai.mistralai 被用作属性前缀,让你连接到 Mistral AI。
属性 | 描述 | 默认值 |
Spring.ai.mistralai.base-url | 连接的URL(链接) | api.mistral.ai |
spring.ai.mistralai.api-key | API 密钥 | - |
现在,启用和禁用审核自动配置通过带有前缀的顶层属性配置spring.ai.model.moderation.
启用时,spring.ai.model.moderation=mistral(默认启用)
要禁用,可以选择 spring.ai.model.moderation=none(或任何与 mistral 不匹配的值)
此改动旨在允许配置多个模型。
前缀 spring.ai.mistralai.moderation 用作配置 Mistral AI 审核模型的属性前缀。
属性 | 描述 | 默认值 |
spring.ai.model.moderation | 启用调节模型 | mistral |
spring.ai.mistralai.moderation.base-URL | 连接的URL | api.mistral.ai |
spring.ai.mistralai.moderation.api-key | API 密钥 | - |
spring.ai.mistralai.moderation.options.model | 用于审核的型号标识。 | mistral-moderation-latest |
你可以覆盖公共信息Spring.ai.mistralai.base-url,spring.ai.mistralai.api-key性能。 这spring.ai.mistralai.moderation.base-URL,spring.ai.mistralai.moderation.api-key,如果集合,则优先于共同性质。 如果你想为不同模型和不同模型端点使用不同的Mistral AI账户,这非常有用。
所有以spring.ai.mistralai.moderation.optionss可以在运行时被覆盖。
运行时选项
MistralAiModerationOptions 类提供了在提出审核请求时可用的选项。 启动时,会使用spring.ai.mistralai.moderation指定的选项,但你可以在运行时覆盖这些选项。
例如:
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 resultsModeration moderation = moderationResponse.getResult().getOutput();// Print general informationSystem.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
添加spring-ai-mistral-ai到你项目Maven的依赖pom.xml文件:
<dependency> <groupId>org.springframework.ai</groupId> <artifactId>spring-ai-mistral-ai</artifactId></dependency>
或者去你的Gradlebuild.gradle构建文件:
dependencies { implementation 'org.springframework.ai:spring-ai-mistral-ai'}
请参考依赖管理部分,将Spring AI的物料清单添加到你的构建文件中。
接下来,创建一个MistralAiModerationModel:
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);