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@mastra/core

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Mastra is a framework for building AI-powered applications and agents with a modern TypeScript stack.

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{"version":3,"sources":["../src/relevance/cohere/index.ts","../src/relevance/relevance-score-provider.ts","../src/relevance/mastra-agent/index.ts"],"names":["Agent"],"mappings":";;;;;AAoBO,IAAM,wBAAN,MAA8D;AAAA,EAC3D,KAAA;AAAA,EACA,MAAA;AAAA,EACR,WAAA,CAAY,OAAe,MAAA,EAAiB;AAC1C,IAAA,OAAA,CAAQ,IAAA;AAAA,MACN;AAAA,KACF;AACA,IAAA,IAAA,CAAK,MAAA,GAAS,MAAA;AACd,IAAA,IAAA,CAAK,KAAA,GAAQ,KAAA;AAAA,EACf;AAAA,EACA,MAAM,iBAAA,CAAkB,KAAA,EAAe,IAAA,EAA+B;AACpE,IAAA,MAAM,QAAA,GAAW,MAAM,KAAA,CAAM,CAAA,gCAAA,CAAA,EAAoC;AAAA,MAC/D,MAAA,EAAQ,MAAA;AAAA,MACR,OAAA,EAAS;AAAA,QACP,cAAA,EAAgB,kBAAA;AAAA,QAChB,aAAA,EAAe,CAAA,OAAA,EAAU,IAAA,CAAK,MAAM,CAAA;AAAA,OACtC;AAAA,MACA,IAAA,EAAM,KAAK,SAAA,CAAU;AAAA,QACnB,KAAA;AAAA,QACA,SAAA,EAAW,CAAC,IAAI,CAAA;AAAA,QAChB,OAAO,IAAA,CAAK,KAAA;AAAA,QACZ,KAAA,EAAO;AAAA,OACR;AAAA,KACF,CAAA;AAED,IAAA,IAAI,CAAC,SAAS,EAAA,EAAI;AAChB,MAAA,MAAM,IAAI,KAAA,CAAM,CAAA,kBAAA,EAAqB,QAAA,CAAS,MAAM,IAAI,MAAM,QAAA,CAAS,IAAA,EAAM,CAAA,CAAE,CAAA;AAAA,IACjF;AAEA,IAAA,MAAM,IAAA,GAAQ,MAAM,QAAA,CAAS,IAAA,EAAK;AAClC,IAAA,MAAM,cAAA,GAAiB,IAAA,CAAK,OAAA,CAAQ,CAAC,CAAA,EAAG,eAAA;AAExC,IAAA,IAAI,CAAC,cAAA,EAAgB;AACnB,MAAA,MAAM,IAAI,MAAM,6CAA6C,CAAA;AAAA,IAC/D;AAEA,IAAA,OAAO,cAAA;AAAA,EACT;AACF;;;ACpDO,SAAS,sBAAA,CAAuB,OAAe,IAAA,EAAsB;AAC1E,EAAA,OAAO,CAAA;;AAAA,OAAA,EAEA,KAAK;;AAAA,MAAA,EAEN,IAAI;;AAAA,sBAAA,CAAA;AAGZ;;;ACRO,IAAM,6BAAN,MAAmE;AAAA,EAChE,KAAA;AAAA,EAER,WAAA,CAAY,MAAc,KAAA,EAA0B;AAClD,IAAA,IAAA,CAAK,KAAA,GAAQ,IAAIA,uBAAA,CAAM;AAAA,MACrB,IAAA,EAAM,oBAAoB,IAAI,CAAA,CAAA;AAAA,MAC9B,YAAA,EAAc,CAAA;AAAA;AAAA;AAAA;AAAA;AAAA;AAAA;AAAA;AAAA;AAAA,8CAAA,CAAA;AAAA,MAUd;AAAA,KACD,CAAA;AAAA,EACH;AAAA,EAEA,MAAM,iBAAA,CAAkB,KAAA,EAAe,IAAA,EAA+B;AACpE,IAAA,MAAM,MAAA,GAAS,sBAAA,CAAuB,KAAA,EAAO,IAAI,CAAA;AAEjD,IAAA,MAAM,KAAA,GAAQ,MAAM,IAAA,CAAK,KAAA,CAAM,QAAA,EAAS;AAExC,IAAA,IAAI,QAAA;AACJ,IAAA,IAAI,KAAA,CAAM,yBAAyB,IAAA,EAAM;AACvC,MAAA,MAAM,YAAA,GAAe,MAAM,IAAA,CAAK,KAAA,CAAM,SAAS,MAAM,CAAA;AACrD,MAAA,QAAA,GAAW,YAAA,CAAa,IAAA;AAAA,IAC1B,CAAA,MAAO;AACL,MAAA,MAAM,YAAA,GAAe,MAAM,IAAA,CAAK,KAAA,CAAM,eAAe,MAAM,CAAA;AAC3D,MAAA,QAAA,GAAW,YAAA,CAAa,IAAA;AAAA,IAC1B;AACA,IAAA,OAAO,WAAW,QAAQ,CAAA;AAAA,EAC5B;AACF","file":"chunk-GZDIHQDK.cjs","sourcesContent":["import type { RelevanceScoreProvider } from '../relevance-score-provider';\n\ninterface CohereRerankingResponse {\n results: Array<{\n index: number;\n relevance_score: number;\n }>;\n id: string;\n meta: {\n api_version: {\n version: string;\n is_experimental: boolean;\n };\n billed_units: {\n search_units: number;\n };\n };\n}\n\n/** @deprecated Import from `@mastra/rag` instead */\nexport class CohereRelevanceScorer implements RelevanceScoreProvider {\n private model: string;\n private apiKey?: string;\n constructor(model: string, apiKey?: string) {\n console.warn(\n 'CohereRelevanceScorer exported from @mastra/core is deprecated. Please import from \"@mastra/rag\" instead.',\n );\n this.apiKey = apiKey;\n this.model = model;\n }\n async getRelevanceScore(query: string, text: string): Promise<number> {\n const response = await fetch(`https://api.cohere.com/v2/rerank`, {\n method: 'POST',\n headers: {\n 'Content-Type': 'application/json',\n Authorization: `Bearer ${this.apiKey}`,\n },\n body: JSON.stringify({\n query,\n documents: [text],\n model: this.model,\n top_n: 1,\n }),\n });\n\n if (!response.ok) {\n throw new Error(`Cohere API error: ${response.status} ${await response.text()}`);\n }\n\n const data = (await response.json()) as CohereRerankingResponse;\n const relevanceScore = data.results[0]?.relevance_score;\n\n if (!relevanceScore) {\n throw new Error('No relevance score found on Cohere response');\n }\n\n return relevanceScore;\n }\n}\n","// Provider interfaces\nexport interface RelevanceScoreProvider {\n getRelevanceScore(text1: string, text2: string): Promise<number>;\n}\n\n// Helper function used by providers\nexport function createSimilarityPrompt(query: string, text: string): string {\n return `Rate the semantic similarity between the following the query and the text on a scale from 0 to 1 (decimals allowed), where 1 means exactly the same meaning and 0 means completely different:\n\nQuery: ${query}\n\nText: ${text}\n\nRelevance score (0-1):`;\n}\n","import { Agent } from '../../agent';\nimport type { MastraModelConfig } from '../../llm/model/shared.types';\nimport { createSimilarityPrompt } from '../relevance-score-provider';\nimport type { RelevanceScoreProvider } from '../relevance-score-provider';\n\n// Mastra Agent implementation\nexport class MastraAgentRelevanceScorer implements RelevanceScoreProvider {\n private agent: Agent;\n\n constructor(name: string, model: MastraModelConfig) {\n this.agent = new Agent({\n name: `Relevance Scorer ${name}`,\n instructions: `You are a specialized agent for evaluating the relevance of text to queries.\nYour task is to rate how well a text passage answers a given query.\nOutput only a number between 0 and 1, where:\n1.0 = Perfectly relevant, directly answers the query\n0.0 = Completely irrelevant\nConsider:\n- Direct relevance to the question\n- Completeness of information\n- Quality and specificity\nAlways return just the number, no explanation.`,\n model,\n });\n }\n\n async getRelevanceScore(query: string, text: string): Promise<number> {\n const prompt = createSimilarityPrompt(query, text);\n\n const model = await this.agent.getModel();\n\n let response: string;\n if (model.specificationVersion === 'v2') {\n const responseText = await this.agent.generate(prompt);\n response = responseText.text;\n } else {\n const responseText = await this.agent.generateLegacy(prompt);\n response = responseText.text;\n }\n return parseFloat(response);\n }\n}\n"]}