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import { z } from "zod"; | |
import { | |
embeddingEndpointTei, | |
embeddingEndpointTeiParametersSchema, | |
} from "./tei/embeddingEndpoints"; | |
import { | |
embeddingEndpointTransformersJS, | |
embeddingEndpointTransformersJSParametersSchema, | |
} from "./transformersjs/embeddingEndpoints"; | |
import { | |
embeddingEndpointOpenAI, | |
embeddingEndpointOpenAIParametersSchema, | |
} from "./openai/embeddingEndpoints"; | |
// parameters passed when generating text | |
interface EmbeddingEndpointParameters { | |
inputs: string[]; | |
} | |
export type Embedding = number[]; | |
// type signature for the endpoint | |
export type EmbeddingEndpoint = (params: EmbeddingEndpointParameters) => Promise<Embedding[]>; | |
export const embeddingEndpointSchema = z.discriminatedUnion("type", [ | |
embeddingEndpointTeiParametersSchema, | |
embeddingEndpointTransformersJSParametersSchema, | |
embeddingEndpointOpenAIParametersSchema, | |
]); | |
type EmbeddingEndpointTypeOptions = z.infer<typeof embeddingEndpointSchema>["type"]; | |
// generator function that takes in type discrimantor value for defining the endpoint and return the endpoint | |
export type EmbeddingEndpointGenerator<T extends EmbeddingEndpointTypeOptions> = ( | |
inputs: Extract<z.infer<typeof embeddingEndpointSchema>, { type: T }> | |
) => EmbeddingEndpoint | Promise<EmbeddingEndpoint>; | |
// list of all endpoint generators | |
export const embeddingEndpoints: { | |
[Key in EmbeddingEndpointTypeOptions]: EmbeddingEndpointGenerator<Key>; | |
} = { | |
tei: embeddingEndpointTei, | |
transformersjs: embeddingEndpointTransformersJS, | |
openai: embeddingEndpointOpenAI, | |
}; | |
export default embeddingEndpoints; | |