@genkit-ai/ai/lib/embedder.mjs.map

Genkit AI framework generative AI APIs.

{"version":3,"sources":["../src/embedder.ts"],"sourcesContent":["/**\n * Copyright 2024 Google LLC\n *\n * Licensed under the Apache License, Version 2.0 (the \"License\");\n * you may not use this file except in compliance with the License.\n * You may obtain a copy of the License at\n *\n *     http://www.apache.org/licenses/LICENSE-2.0\n *\n * Unless required by applicable law or agreed to in writing, software\n * distributed under the License is distributed on an \"AS IS\" BASIS,\n * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n * See the License for the specific language governing permissions and\n * limitations under the License.\n */\n\nimport { Action, defineAction, z } from '@genkit-ai/core';\nimport { Registry } from '@genkit-ai/core/registry';\nimport { Document, DocumentData, DocumentDataSchema } from './document.js';\n\n/**\n * A batch (array) of embeddings.\n */\nexport type EmbeddingBatch = { embedding: number[] }[];\n\n/**\n * EmbeddingSchema includes the embedding and also metadata so you know\n * which of multiple embeddings corresponds to which part of a document.\n */\nexport const EmbeddingSchema = z.object({\n  embedding: z.array(z.number()),\n  metadata: z.record(z.string(), z.unknown()).optional(),\n});\nexport type Embedding = z.infer<typeof EmbeddingSchema>;\n\n/**\n * A function used for embedder definition, encapsulates embedder implementation.\n */\nexport type EmbedderFn<EmbedderOptions extends z.ZodTypeAny> = (\n  input: Document[],\n  embedderOpts?: z.infer<EmbedderOptions>\n) => Promise<EmbedResponse>;\n\n/**\n * Zod schema of an embed request.\n */\nconst EmbedRequestSchema = z.object({\n  input: z.array(DocumentDataSchema),\n  options: z.any().optional(),\n});\n\n/**\n * Zod schema of an embed response.\n */\nconst EmbedResponseSchema = z.object({\n  embeddings: z.array(EmbeddingSchema),\n  // TODO: stats, etc.\n});\ntype EmbedResponse = z.infer<typeof EmbedResponseSchema>;\n\n/**\n * Embedder action -- a subtype of {@link Action} with input/output types for embedders.\n */\nexport type EmbedderAction<CustomOptions extends z.ZodTypeAny = z.ZodTypeAny> =\n  Action<typeof EmbedRequestSchema, typeof EmbedResponseSchema> & {\n    __configSchema?: CustomOptions;\n  };\n\n/**\n * Options of an `embed` function.\n */\nexport interface EmbedderParams<\n  CustomOptions extends z.ZodTypeAny = z.ZodTypeAny,\n> {\n  embedder: EmbedderArgument<CustomOptions>;\n  content: string | DocumentData;\n  metadata?: Record<string, unknown>;\n  options?: z.infer<CustomOptions>;\n}\n\nfunction withMetadata<CustomOptions extends z.ZodTypeAny>(\n  embedder: Action<typeof EmbedRequestSchema, typeof EmbedResponseSchema>,\n  configSchema?: CustomOptions\n): EmbedderAction<CustomOptions> {\n  const withMeta = embedder as EmbedderAction<CustomOptions>;\n  withMeta.__configSchema = configSchema;\n  return withMeta;\n}\n\n/**\n * Creates embedder model for the provided {@link EmbedderFn} model implementation.\n */\nexport function defineEmbedder<\n  ConfigSchema extends z.ZodTypeAny = z.ZodTypeAny,\n>(\n  registry: Registry,\n  options: {\n    name: string;\n    configSchema?: ConfigSchema;\n    info?: EmbedderInfo;\n  },\n  runner: EmbedderFn<ConfigSchema>\n) {\n  const embedder = defineAction(\n    registry,\n    {\n      actionType: 'embedder',\n      name: options.name,\n      inputSchema: options.configSchema\n        ? EmbedRequestSchema.extend({\n            options: options.configSchema.optional(),\n          })\n        : EmbedRequestSchema,\n      outputSchema: EmbedResponseSchema,\n      metadata: {\n        type: 'embedder',\n        info: options.info,\n      },\n    },\n    (i) =>\n      runner(\n        i.input.map((dd) => new Document(dd)),\n        i.options\n      )\n  );\n  const ewm = withMetadata(\n    embedder as Action<typeof EmbedRequestSchema, typeof EmbedResponseSchema>,\n    options.configSchema\n  );\n  return ewm;\n}\n\n/**\n * A union type representing all the types that can refer to an embedder.\n */\nexport type EmbedderArgument<\n  CustomOptions extends z.ZodTypeAny = z.ZodTypeAny,\n> = string | EmbedderAction<CustomOptions> | EmbedderReference<CustomOptions>;\n\n/**\n * A veneer for interacting with embedder models.\n */\nexport async function embed<CustomOptions extends z.ZodTypeAny = z.ZodTypeAny>(\n  registry: Registry,\n  params: EmbedderParams<CustomOptions>\n): Promise<Embedding[]> {\n  let embedder = await resolveEmbedder(registry, params);\n  if (!embedder.embedderAction) {\n    let embedderId: string;\n    if (typeof params.embedder === 'string') {\n      embedderId = params.embedder;\n    } else if ((params.embedder as EmbedderAction)?.__action?.name) {\n      embedderId = (params.embedder as EmbedderAction).__action.name;\n    } else {\n      embedderId = (params.embedder as EmbedderReference<any>).name;\n    }\n    throw new Error(`Unable to resolve embedder ${embedderId}`);\n  }\n  const response = await embedder.embedderAction({\n    input:\n      typeof params.content === 'string'\n        ? [Document.fromText(params.content, params.metadata)]\n        : [params.content],\n    options: {\n      version: embedder.version,\n      ...embedder.config,\n      ...params.options,\n    },\n  });\n  return response.embeddings;\n}\n\ninterface ResolvedEmbedder<CustomOptions extends z.ZodTypeAny = z.ZodTypeAny> {\n  embedderAction: EmbedderAction<CustomOptions>;\n  config?: z.infer<CustomOptions>;\n  version?: string;\n}\n\nasync function resolveEmbedder<\n  CustomOptions extends z.ZodTypeAny = z.ZodTypeAny,\n>(\n  registry: Registry,\n  params: EmbedderParams<CustomOptions>\n): Promise<ResolvedEmbedder<CustomOptions>> {\n  if (typeof params.embedder === 'string') {\n    return {\n      embedderAction: await registry.lookupAction(\n        `/embedder/${params.embedder}`\n      ),\n    };\n  } else if (Object.hasOwnProperty.call(params.embedder, '__action')) {\n    return {\n      embedderAction: params.embedder as EmbedderAction<CustomOptions>,\n    };\n  } else if (Object.hasOwnProperty.call(params.embedder, 'name')) {\n    const ref = params.embedder as EmbedderReference<any>;\n    return {\n      embedderAction: await registry.lookupAction(\n        `/embedder/${(params.embedder as EmbedderReference).name}`\n      ),\n      config: {\n        ...ref.config,\n      },\n      version: ref.version,\n    };\n  }\n  throw new Error(`failed to resolve embedder ${params.embedder}`);\n}\n\n/**\n * A veneer for interacting with embedder models in bulk.\n */\nexport async function embedMany<\n  ConfigSchema extends z.ZodTypeAny = z.ZodTypeAny,\n>(\n  registry: Registry,\n  params: {\n    embedder: EmbedderArgument<ConfigSchema>;\n    content: string[] | DocumentData[];\n    metadata?: Record<string, unknown>;\n    options?: z.infer<ConfigSchema>;\n  }\n): Promise<EmbeddingBatch> {\n  let embedder: EmbedderAction<ConfigSchema>;\n  if (typeof params.embedder === 'string') {\n    embedder = await registry.lookupAction(`/embedder/${params.embedder}`);\n  } else if (Object.hasOwnProperty.call(params.embedder, 'info')) {\n    embedder = await registry.lookupAction(\n      `/embedder/${(params.embedder as EmbedderReference).name}`\n    );\n  } else {\n    embedder = params.embedder as EmbedderAction<ConfigSchema>;\n  }\n  if (!embedder) {\n    throw new Error('Unable to utilize the provided embedder');\n  }\n  const response = await embedder({\n    input: params.content.map((i) =>\n      typeof i === 'string' ? Document.fromText(i, params.metadata) : i\n    ),\n    options: params.options,\n  });\n  return response.embeddings;\n}\n\n/**\n * Zod schema of embedder info object.\n */\nexport const EmbedderInfoSchema = z.object({\n  /** Friendly label for this model (e.g. \"Google AI - Gemini Pro\") */\n  label: z.string().optional(),\n  /** Supported model capabilities. */\n  supports: z\n    .object({\n      /** Model can input this type of data. */\n      input: z.array(z.enum(['text', 'image', 'video'])).optional(),\n      /** Model can support multiple languages */\n      multilingual: z.boolean().optional(),\n    })\n    .optional(),\n  /** Embedding dimension */\n  dimensions: z.number().optional(),\n});\nexport type EmbedderInfo = z.infer<typeof EmbedderInfoSchema>;\n\n/**\n * A reference object that can used to resolve an embedder instance. Include additional type information\n * about the specific embedder, e.g. custom config options schema.\n */\nexport interface EmbedderReference<\n  CustomOptions extends z.ZodTypeAny = z.ZodTypeAny,\n> {\n  name: string;\n  configSchema?: CustomOptions;\n  info?: EmbedderInfo;\n  config?: z.infer<CustomOptions>;\n  version?: string;\n}\n\n/**\n * Helper method to configure a {@link EmbedderReference} to a plugin.\n */\nexport function embedderRef<\n  CustomOptionsSchema extends z.ZodTypeAny = z.ZodTypeAny,\n>(\n  options: EmbedderReference<CustomOptionsSchema>\n): EmbedderReference<CustomOptionsSchema> {\n  return { ...options };\n}\n"],"mappings":"AAgBA,SAAiB,cAAc,SAAS;AAExC,SAAS,UAAwB,0BAA0B;AAWpD,MAAM,kBAAkB,EAAE,OAAO;AAAA,EACtC,WAAW,EAAE,MAAM,EAAE,OAAO,CAAC;AAAA,EAC7B,UAAU,EAAE,OAAO,EAAE,OAAO,GAAG,EAAE,QAAQ,CAAC,EAAE,SAAS;AACvD,CAAC;AAcD,MAAM,qBAAqB,EAAE,OAAO;AAAA,EAClC,OAAO,EAAE,MAAM,kBAAkB;AAAA,EACjC,SAAS,EAAE,IAAI,EAAE,SAAS;AAC5B,CAAC;AAKD,MAAM,sBAAsB,EAAE,OAAO;AAAA,EACnC,YAAY,EAAE,MAAM,eAAe;AAAA;AAErC,CAAC;AAuBD,SAAS,aACP,UACA,cAC+B;AAC/B,QAAM,WAAW;AACjB,WAAS,iBAAiB;AAC1B,SAAO;AACT;AAKO,SAAS,eAGd,UACA,SAKA,QACA;AACA,QAAM,WAAW;AAAA,IACf;AAAA,IACA;AAAA,MACE,YAAY;AAAA,MACZ,MAAM,QAAQ;AAAA,MACd,aAAa,QAAQ,eACjB,mBAAmB,OAAO;AAAA,QACxB,SAAS,QAAQ,aAAa,SAAS;AAAA,MACzC,CAAC,IACD;AAAA,MACJ,cAAc;AAAA,MACd,UAAU;AAAA,QACR,MAAM;AAAA,QACN,MAAM,QAAQ;AAAA,MAChB;AAAA,IACF;AAAA,IACA,CAAC,MACC;AAAA,MACE,EAAE,MAAM,IAAI,CAAC,OAAO,IAAI,SAAS,EAAE,CAAC;AAAA,MACpC,EAAE;AAAA,IACJ;AAAA,EACJ;AACA,QAAM,MAAM;AAAA,IACV;AAAA,IACA,QAAQ;AAAA,EACV;AACA,SAAO;AACT;AAYA,eAAsB,MACpB,UACA,QACsB;AACtB,MAAI,WAAW,MAAM,gBAAgB,UAAU,MAAM;AACrD,MAAI,CAAC,SAAS,gBAAgB;AAC5B,QAAI;AACJ,QAAI,OAAO,OAAO,aAAa,UAAU;AACvC,mBAAa,OAAO;AAAA,IACtB,WAAY,OAAO,UAA6B,UAAU,MAAM;AAC9D,mBAAc,OAAO,SAA4B,SAAS;AAAA,IAC5D,OAAO;AACL,mBAAc,OAAO,SAAoC;AAAA,IAC3D;AACA,UAAM,IAAI,MAAM,8BAA8B,UAAU,EAAE;AAAA,EAC5D;AACA,QAAM,WAAW,MAAM,SAAS,eAAe;AAAA,IAC7C,OACE,OAAO,OAAO,YAAY,WACtB,CAAC,SAAS,SAAS,OAAO,SAAS,OAAO,QAAQ,CAAC,IACnD,CAAC,OAAO,OAAO;AAAA,IACrB,SAAS;AAAA,MACP,SAAS,SAAS;AAAA,MAClB,GAAG,SAAS;AAAA,MACZ,GAAG,OAAO;AAAA,IACZ;AAAA,EACF,CAAC;AACD,SAAO,SAAS;AAClB;AAQA,eAAe,gBAGb,UACA,QAC0C;AAC1C,MAAI,OAAO,OAAO,aAAa,UAAU;AACvC,WAAO;AAAA,MACL,gBAAgB,MAAM,SAAS;AAAA,QAC7B,aAAa,OAAO,QAAQ;AAAA,MAC9B;AAAA,IACF;AAAA,EACF,WAAW,OAAO,eAAe,KAAK,OAAO,UAAU,UAAU,GAAG;AAClE,WAAO;AAAA,MACL,gBAAgB,OAAO;AAAA,IACzB;AAAA,EACF,WAAW,OAAO,eAAe,KAAK,OAAO,UAAU,MAAM,GAAG;AAC9D,UAAM,MAAM,OAAO;AACnB,WAAO;AAAA,MACL,gBAAgB,MAAM,SAAS;AAAA,QAC7B,aAAc,OAAO,SAA+B,IAAI;AAAA,MAC1D;AAAA,MACA,QAAQ;AAAA,QACN,GAAG,IAAI;AAAA,MACT;AAAA,MACA,SAAS,IAAI;AAAA,IACf;AAAA,EACF;AACA,QAAM,IAAI,MAAM,8BAA8B,OAAO,QAAQ,EAAE;AACjE;AAKA,eAAsB,UAGpB,UACA,QAMyB;AACzB,MAAI;AACJ,MAAI,OAAO,OAAO,aAAa,UAAU;AACvC,eAAW,MAAM,SAAS,aAAa,aAAa,OAAO,QAAQ,EAAE;AAAA,EACvE,WAAW,OAAO,eAAe,KAAK,OAAO,UAAU,MAAM,GAAG;AAC9D,eAAW,MAAM,SAAS;AAAA,MACxB,aAAc,OAAO,SAA+B,IAAI;AAAA,IAC1D;AAAA,EACF,OAAO;AACL,eAAW,OAAO;AAAA,EACpB;AACA,MAAI,CAAC,UAAU;AACb,UAAM,IAAI,MAAM,yCAAyC;AAAA,EAC3D;AACA,QAAM,WAAW,MAAM,SAAS;AAAA,IAC9B,OAAO,OAAO,QAAQ;AAAA,MAAI,CAAC,MACzB,OAAO,MAAM,WAAW,SAAS,SAAS,GAAG,OAAO,QAAQ,IAAI;AAAA,IAClE;AAAA,IACA,SAAS,OAAO;AAAA,EAClB,CAAC;AACD,SAAO,SAAS;AAClB;AAKO,MAAM,qBAAqB,EAAE,OAAO;AAAA;AAAA,EAEzC,OAAO,EAAE,OAAO,EAAE,SAAS;AAAA;AAAA,EAE3B,UAAU,EACP,OAAO;AAAA;AAAA,IAEN,OAAO,EAAE,MAAM,EAAE,KAAK,CAAC,QAAQ,SAAS,OAAO,CAAC,CAAC,EAAE,SAAS;AAAA;AAAA,IAE5D,cAAc,EAAE,QAAQ,EAAE,SAAS;AAAA,EACrC,CAAC,EACA,SAAS;AAAA;AAAA,EAEZ,YAAY,EAAE,OAAO,EAAE,SAAS;AAClC,CAAC;AAoBM,SAAS,YAGd,SACwC;AACxC,SAAO,EAAE,GAAG,QAAQ;AACtB;","names":[]}