genkitx-milvus
Version:
Genkit AI framework plugin for Milvus vector database.
115 lines (111 loc) • 4.34 kB
text/typescript
import * as _zilliz_milvus2_sdk_node from '@zilliz/milvus2-sdk-node';
import { ClientConfig, RowData } from '@zilliz/milvus2-sdk-node';
import * as genkit from 'genkit';
import { z, Genkit } from 'genkit';
import { EmbedderArgument } from '@genkit-ai/ai/embedder';
import { GenkitPlugin } from 'genkit/plugin';
declare const DocumentSchema: z.ZodObject<{
id: z.ZodNumber;
vector: z.ZodArray<z.ZodNumber, "many">;
metadata: z.ZodOptional<z.ZodRecord<z.ZodString, z.ZodAny>>;
}, "strip", z.ZodTypeAny, {
id: number;
vector: number[];
metadata?: Record<string, any> | undefined;
}, {
id: number;
vector: number[];
metadata?: Record<string, any> | undefined;
}>;
interface MilvusPluginOptions<EmbedderCustomOptions extends z.ZodTypeAny = z.ZodTypeAny> {
collectionName: string;
dbName?: string;
clientParams?: ClientConfig;
embedder: EmbedderArgument<EmbedderCustomOptions>;
embedderOptions?: z.infer<EmbedderCustomOptions>;
}
/**
* Milvus plugin that provides a milvus retriever and indexer.
*/
declare function milvus<EmbedderCustomOptions extends z.ZodTypeAny>(params: MilvusPluginOptions<EmbedderCustomOptions>[]): GenkitPlugin;
declare const milvusRetrieverRef: (params: {
collectionName: string;
displayName?: string;
}) => genkit.RetrieverReference<z.ZodOptional<z.ZodObject<z.objectUtil.extendShape<{
k: z.ZodOptional<z.ZodNumber>;
}, {
k: z.ZodDefault<z.ZodNumber>;
filter: z.ZodOptional<z.ZodRecord<z.ZodString, z.ZodAny>>;
limit: z.ZodOptional<z.ZodNumber>;
}>, "strip", z.ZodTypeAny, {
k: number;
filter?: Record<string, any> | undefined;
limit?: number | undefined;
}, {
filter?: Record<string, any> | undefined;
k?: number | undefined;
limit?: number | undefined;
}>>>;
declare const milvusIndexerRef: (params: {
collectionName: string;
displayName?: string;
}) => genkit.IndexerReference<z.ZodOptional<z.ZodOptional<z.ZodNull>>>;
/**
* Configures a Milvus vector store retriever.
*/
declare function milvusRetriever<EmbedderCustomOptions extends z.ZodTypeAny>(ai: Genkit, params: MilvusPluginOptions<EmbedderCustomOptions>): genkit.RetrieverAction<z.ZodObject<z.objectUtil.extendShape<{
k: z.ZodOptional<z.ZodNumber>;
}, {
k: z.ZodDefault<z.ZodNumber>;
filter: z.ZodOptional<z.ZodRecord<z.ZodString, z.ZodAny>>;
limit: z.ZodOptional<z.ZodNumber>;
}>, "strip", z.ZodTypeAny, {
k: number;
filter?: Record<string, any> | undefined;
limit?: number | undefined;
}, {
filter?: Record<string, any> | undefined;
k?: number | undefined;
limit?: number | undefined;
}>>;
/**
* Configures a Milvus vector store indexer.
*/
declare function milvusIndexer<EmbedderCustomOptions extends z.ZodTypeAny>(ai: Genkit, params: MilvusPluginOptions<EmbedderCustomOptions>): genkit.IndexerAction<z.ZodOptional<z.ZodOptional<z.ZodNull>>>;
declare function createMilvusCollection(params: {
collectionName: string;
dimension: number;
dbName?: string;
clientParams?: ClientConfig;
}): Promise<_zilliz_milvus2_sdk_node.ResStatus>;
declare function describeMilvusCollection(params: {
collectionName: string;
dbName?: string;
clientParams?: ClientConfig;
}): Promise<_zilliz_milvus2_sdk_node.DescribeCollectionResponse>;
declare function insertMilvusData(params: {
collectionName: string;
dbName?: string;
entries: RowData[];
clientParams?: ClientConfig;
}): Promise<_zilliz_milvus2_sdk_node.MutationResult>;
declare function searchMilvusData(params: {
collectionName: string;
dbName?: string;
query: number[];
limit?: number;
filter?: string;
topk?: number;
clientParams?: ClientConfig;
}): Promise<_zilliz_milvus2_sdk_node.SearchResults>;
declare function deleteMilvusCollection(params: {
collectionName: string;
dbName?: string;
clientParams?: ClientConfig;
}): Promise<_zilliz_milvus2_sdk_node.ResStatus>;
declare function hasMilvusCollection(params: {
collectionName: string;
dbName?: string;
clientParams?: ClientConfig;
}): Promise<Boolean>;
export { DocumentSchema, createMilvusCollection, milvus as default, deleteMilvusCollection, describeMilvusCollection, hasMilvusCollection, insertMilvusData, milvus, milvusIndexer, milvusIndexerRef, milvusRetriever, milvusRetrieverRef, searchMilvusData };