import useQdrant, { VectorParams, Distance } from '@yzfe/qdrant-client' const name = 'pretty_colors_test' const schema: VectorParams = { vectors: { size: 4, distance: Distance.COSINE, }, } const client = await useQdrant(name, schema, 'http://localhost:6333') // or set apikey // const client = await useQdrant(name, schema, 'http://localhost:6333', { // headers: { // 'api-key': 'xxx' // } // }) /**  * add or edit  */ const points = [ { id: 1, vector: [0.05, 0.61, 0.76, 0.74], payload: { city: 'Berlin' }, }, { id: 2, vector: [0.19, 0.81, 0.75, 0.11], payload: { city: ['Berlin', 'London'] }, }, { id: 3, vector: [0.36, 0.55, 0.47, 0.94], payload: { city: ['Berlin', 'Moscow'] }, }, { id: 4, vector: [0.18, 0.01, 0.85, 0.8], payload: { city: ['London', 'Moscow'] }, }, { id: 5, vector: [0.24, 0.18, 0.22, 0.44], payload: { count: [0] } }, { id: 6, vector: [0.35, 0.08, 0.11, 0.44] }, ] await client.update(points) /**  * search  */ const res = await client.search([0.05, 0.61, 0.76, 0.74]) console.log(res) /**  * list  */ const listRes = await client.list([2,3,4]) console.log(listRes) /**  * remove  */ const removeRes = await client.remove([1]) console.log(removeRes) /**  * add  */ await client.update({ id: 1, vector: [0.05, 0.61, 0.76, 0.74], payload: { city: 'Berlin' }, }) /**  * get  */ const getRes = await client.get(1) console.log(getRes)