feat: knowledge pipeline (#25360)
Signed-off-by: -LAN- <laipz8200@outlook.com> Co-authored-by: twwu <twwu@dify.ai> Co-authored-by: crazywoola <100913391+crazywoola@users.noreply.github.com> Co-authored-by: jyong <718720800@qq.com> Co-authored-by: Wu Tianwei <30284043+WTW0313@users.noreply.github.com> Co-authored-by: QuantumGhost <obelisk.reg+git@gmail.com> Co-authored-by: lyzno1 <yuanyouhuilyz@gmail.com> Co-authored-by: quicksand <quicksandzn@gmail.com> Co-authored-by: Jyong <76649700+JohnJyong@users.noreply.github.com> Co-authored-by: lyzno1 <92089059+lyzno1@users.noreply.github.com> Co-authored-by: zxhlyh <jasonapring2015@outlook.com> Co-authored-by: Yongtao Huang <yongtaoh2022@gmail.com> Co-authored-by: autofix-ci[bot] <114827586+autofix-ci[bot]@users.noreply.github.com> Co-authored-by: Joel <iamjoel007@gmail.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Co-authored-by: nite-knite <nkCoding@gmail.com> Co-authored-by: Hanqing Zhao <sherry9277@gmail.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> Co-authored-by: Harry <xh001x@hotmail.com>
This commit is contained in:
@@ -0,0 +1,71 @@
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import { useTranslation } from 'react-i18next'
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import {
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GeneralChunk,
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ParentChildChunk,
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QuestionAndAnswer,
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} from '@/app/components/base/icons/src/vender/knowledge'
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import cn from '@/utils/classnames'
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import { ChunkStructureEnum } from '../../types'
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import type { Option } from './type'
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export const useChunkStructure = () => {
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const { t } = useTranslation()
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const GeneralOption: Option = {
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id: ChunkStructureEnum.general,
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icon: (isActive: boolean) => (
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<GeneralChunk
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className={cn(
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'h-[18px] w-[18px] text-text-tertiary group-hover:text-util-colors-indigo-indigo-600',
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isActive && 'text-util-colors-indigo-indigo-600',
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)} />
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),
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title: t('datasetCreation.stepTwo.general'),
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description: t('datasetCreation.stepTwo.generalTip'),
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effectColor: 'blue',
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}
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const ParentChildOption: Option = {
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id: ChunkStructureEnum.parent_child,
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icon: (isActive: boolean) => (
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<ParentChildChunk
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className={cn(
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'h-[18px] w-[18px] text-text-tertiary group-hover:text-util-colors-blue-light-blue-light-500',
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isActive && 'text-util-colors-blue-light-blue-light-500',
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)}
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/>
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),
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title: t('datasetCreation.stepTwo.parentChild'),
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description: t('datasetCreation.stepTwo.parentChildTip'),
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effectColor: 'blue-light',
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}
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const QuestionAnswerOption: Option = {
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id: ChunkStructureEnum.question_answer,
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icon: (isActive: boolean) => (
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<QuestionAndAnswer
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className={cn(
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'h-[18px] w-[18px] text-text-tertiary group-hover:text-util-colors-teal-teal-600',
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isActive && 'text-util-colors-teal-teal-600',
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)}
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/>
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),
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title: 'Q&A',
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description: t('datasetCreation.stepTwo.qaTip'),
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effectColor: 'teal',
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}
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const optionMap: Record<ChunkStructureEnum, Option> = {
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[ChunkStructureEnum.general]: GeneralOption,
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[ChunkStructureEnum.parent_child]: ParentChildOption,
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[ChunkStructureEnum.question_answer]: QuestionAnswerOption,
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}
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const options = [
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GeneralOption,
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ParentChildOption,
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QuestionAnswerOption,
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]
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return {
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options,
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optionMap,
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}
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}
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@@ -0,0 +1,78 @@
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import { memo } from 'react'
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import { useTranslation } from 'react-i18next'
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import { RiAddLine } from '@remixicon/react'
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import { Field } from '@/app/components/workflow/nodes/_base/components/layout'
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import type { ChunkStructureEnum } from '../../types'
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import OptionCard from '../option-card'
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import Selector from './selector'
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import { useChunkStructure } from './hooks'
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import Button from '@/app/components/base/button'
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import Instruction from './instruction'
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type ChunkStructureProps = {
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chunkStructure?: ChunkStructureEnum
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onChunkStructureChange: (value: ChunkStructureEnum) => void
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readonly?: boolean
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}
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const ChunkStructure = ({
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chunkStructure,
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onChunkStructureChange,
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readonly = false,
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}: ChunkStructureProps) => {
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const { t } = useTranslation()
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const {
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options,
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optionMap,
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} = useChunkStructure()
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return (
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<Field
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fieldTitleProps={{
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title: t('workflow.nodes.knowledgeBase.chunkStructure'),
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tooltip: t('workflow.nodes.knowledgeBase.chunkStructure'),
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operation: chunkStructure && (
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<Selector
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options={options}
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value={chunkStructure}
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onChange={onChunkStructureChange}
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readonly={readonly}
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/>
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),
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}}
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>
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{
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chunkStructure && (
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<OptionCard
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{...optionMap[chunkStructure]}
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selectedId={chunkStructure}
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enableSelect={false}
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enableHighlightBorder={false}
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/>
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)
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}
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{
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!chunkStructure && (
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<>
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<Selector
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options={options}
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onChange={onChunkStructureChange}
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readonly={readonly}
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trigger={(
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<Button
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className='w-full'
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variant='secondary-accent'
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>
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<RiAddLine className='mr-1 h-4 w-4' />
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{t('workflow.nodes.knowledgeBase.chooseChunkStructure')}
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</Button>
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)}
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/>
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<Instruction className='mt-2' />
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</>
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)
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}
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</Field>
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)
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}
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export default memo(ChunkStructure)
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@@ -0,0 +1,47 @@
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import React from 'react'
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import { AddChunks } from '@/app/components/base/icons/src/vender/knowledge'
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import Line from './line'
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import cn from '@/utils/classnames'
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import { useTranslation } from 'react-i18next'
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import { useDocLink } from '@/context/i18n'
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type InstructionProps = {
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className?: string
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}
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const Instruction = ({
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className,
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}: InstructionProps) => {
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const { t } = useTranslation()
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const docLink = useDocLink()
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return (
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<div className={cn('flex flex-col gap-y-2 overflow-hidden rounded-[10px] bg-workflow-process-bg p-4', className)}>
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<div className='relative flex size-10 items-center justify-center rounded-[10px] border-[0.5px] border-components-card-border bg-components-card-bg shadow-lg backdrop-blur-[5px]'>
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<AddChunks className='size-5 text-text-accent' />
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<Line className='absolute -left-px bottom-[-76px]' type='vertical' />
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<Line className='absolute -right-px bottom-[-76px]' type='vertical' />
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<Line className='absolute -top-px right-[-184px]' type='horizontal' />
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<Line className='absolute -bottom-px right-[-184px]' type='horizontal' />
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</div>
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<div className='flex flex-col gap-y-1'>
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<div className='system-sm-medium text-text-secondary'>
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{t('workflow.nodes.knowledgeBase.chunkStructureTip.title')}
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</div>
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<div className='system-xs-regular'>
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<p className='text-text-tertiary'>{t('workflow.nodes.knowledgeBase.chunkStructureTip.message')}</p>
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<a
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href={docLink('/guides/knowledge-base/create-knowledge-and-upload-documents/chunking-and-cleaning-text')}
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target='_blank'
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rel='noopener noreferrer'
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className='text-text-accent'
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>
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{t('workflow.nodes.knowledgeBase.chunkStructureTip.learnMore')}
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</a>
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</div>
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</div>
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</div>
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)
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}
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export default React.memo(Instruction)
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@@ -0,0 +1,41 @@
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import React from 'react'
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type LineProps = {
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type?: 'vertical' | 'horizontal'
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className?: string
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}
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const Line = ({
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type = 'vertical',
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className,
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}: LineProps) => {
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if (type === 'vertical') {
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return (
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<svg xmlns='http://www.w3.org/2000/svg' width='2' height='132' viewBox='0 0 2 132' fill='none' className={className}>
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<path d='M1 0L1 132' stroke='url(#paint0_linear_10882_18766)' />
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<defs>
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<linearGradient id='paint0_linear_10882_18766' x1='-7.99584' y1='132' x2='-7.96108' y2='6.4974e-07' gradientUnits='userSpaceOnUse'>
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<stop stopColor='var(--color-background-gradient-mask-transparent)' />
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<stop offset='0.877606' stopColor='var(--color-divider-subtle)' />
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<stop offset='1' stopColor='var(--color-background-gradient-mask-transparent)' />
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</linearGradient>
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</defs>
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</svg>
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)
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}
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return (
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<svg xmlns='http://www.w3.org/2000/svg' width='240' height='2' viewBox='0 0 240 2' fill='none' className={className}>
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<path d='M0 1H240' stroke='url(#paint0_linear_10882_18763)' />
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<defs>
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<linearGradient id='paint0_linear_10882_18763' x1='240' y1='9.99584' x2='3.95539e-05' y2='9.88094' gradientUnits='userSpaceOnUse'>
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<stop stopColor='var(--color-background-gradient-mask-transparent)' />
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<stop offset='0.9031' stopColor='var(--color-divider-subtle)' />
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<stop offset='1' stopColor='var(--color-background-gradient-mask-transparent)' />
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</linearGradient>
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</defs>
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</svg>
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)
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}
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export default React.memo(Line)
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@@ -0,0 +1,93 @@
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import type { ReactNode } from 'react'
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import { useCallback, useState } from 'react'
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import { useTranslation } from 'react-i18next'
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import {
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PortalToFollowElem,
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PortalToFollowElemContent,
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PortalToFollowElemTrigger,
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} from '@/app/components/base/portal-to-follow-elem'
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import Button from '@/app/components/base/button'
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import type { ChunkStructureEnum } from '../../types'
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import OptionCard from '../option-card'
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import type { Option } from './type'
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type SelectorProps = {
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options: Option[]
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value?: ChunkStructureEnum
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onChange: (key: ChunkStructureEnum) => void
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readonly?: boolean
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trigger?: ReactNode
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}
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const Selector = ({
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options,
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value,
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onChange,
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readonly,
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trigger,
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}: SelectorProps) => {
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const { t } = useTranslation()
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const [open, setOpen] = useState(false)
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const handleSelect = useCallback((optionId: ChunkStructureEnum) => {
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onChange(optionId)
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setOpen(false)
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}, [onChange])
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return (
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<PortalToFollowElem
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placement='bottom-end'
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offset={{
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mainAxis: 0,
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crossAxis: -8,
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}}
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open={open}
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onOpenChange={setOpen}
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>
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<PortalToFollowElemTrigger
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asChild
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onClick={() => {
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if (readonly)
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return
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setOpen(!open)
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}}
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>
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{
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trigger || (
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<Button
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size='small'
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variant='ghost-accent'
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>
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{t('workflow.panel.change')}
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</Button>
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)
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}
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</PortalToFollowElemTrigger>
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<PortalToFollowElemContent className='z-10'>
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<div className='w-[404px] rounded-2xl border-[0.5px] border-components-panel-border bg-components-panel-bg-blur shadow-xl backdrop-blur-[5px]'>
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<div className='system-sm-semibold px-3 pt-3.5 text-text-primary'>
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{t('workflow.nodes.knowledgeBase.changeChunkStructure')}
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</div>
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<div className='space-y-1 p-3 pt-2'>
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{
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options.map(option => (
|
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<OptionCard
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key={option.id}
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id={option.id}
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selectedId={value}
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icon={option.icon}
|
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title={option.title}
|
||||
description={option.description}
|
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readonly={readonly}
|
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onClick={handleSelect}
|
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effectColor={option.effectColor}
|
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></OptionCard>
|
||||
))
|
||||
}
|
||||
</div>
|
||||
</div>
|
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</PortalToFollowElemContent>
|
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</PortalToFollowElem>
|
||||
)
|
||||
}
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|
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export default Selector
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@@ -0,0 +1,10 @@
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import type { ReactNode } from 'react'
|
||||
import type { ChunkStructureEnum } from '../../types'
|
||||
|
||||
export type Option = {
|
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id: ChunkStructureEnum
|
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icon: ReactNode | ((isActive: boolean) => ReactNode)
|
||||
title: string
|
||||
description: string
|
||||
effectColor?: string
|
||||
}
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@@ -0,0 +1,64 @@
|
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import {
|
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memo,
|
||||
useCallback,
|
||||
useMemo,
|
||||
} from 'react'
|
||||
import { useTranslation } from 'react-i18next'
|
||||
import { Field } from '@/app/components/workflow/nodes/_base/components/layout'
|
||||
import ModelSelector from '@/app/components/header/account-setting/model-provider-page/model-selector'
|
||||
import { useModelList } from '@/app/components/header/account-setting/model-provider-page/hooks'
|
||||
import type { DefaultModel } from '@/app/components/header/account-setting/model-provider-page/declarations'
|
||||
import { ModelTypeEnum } from '@/app/components/header/account-setting/model-provider-page/declarations'
|
||||
|
||||
type EmbeddingModelProps = {
|
||||
embeddingModel?: string
|
||||
embeddingModelProvider?: string
|
||||
onEmbeddingModelChange?: (model: {
|
||||
embeddingModel: string
|
||||
embeddingModelProvider: string
|
||||
}) => void
|
||||
readonly?: boolean
|
||||
}
|
||||
const EmbeddingModel = ({
|
||||
embeddingModel,
|
||||
embeddingModelProvider,
|
||||
onEmbeddingModelChange,
|
||||
readonly = false,
|
||||
}: EmbeddingModelProps) => {
|
||||
const { t } = useTranslation()
|
||||
const {
|
||||
data: embeddingModelList,
|
||||
} = useModelList(ModelTypeEnum.textEmbedding)
|
||||
const embeddingModelConfig = useMemo(() => {
|
||||
if (!embeddingModel || !embeddingModelProvider)
|
||||
return undefined
|
||||
|
||||
return {
|
||||
providerName: embeddingModelProvider,
|
||||
modelName: embeddingModel,
|
||||
}
|
||||
}, [embeddingModel, embeddingModelProvider])
|
||||
|
||||
const handleEmbeddingModelChange = useCallback((model: DefaultModel) => {
|
||||
onEmbeddingModelChange?.({
|
||||
embeddingModelProvider: model.provider,
|
||||
embeddingModel: model.model,
|
||||
})
|
||||
}, [onEmbeddingModelChange])
|
||||
|
||||
return (
|
||||
<Field
|
||||
fieldTitleProps={{
|
||||
title: t('datasetSettings.form.embeddingModel'),
|
||||
}}
|
||||
>
|
||||
<ModelSelector
|
||||
defaultModel={embeddingModelConfig && { provider: embeddingModelConfig.providerName, model: embeddingModelConfig.modelName }}
|
||||
modelList={embeddingModelList}
|
||||
onSelect={handleEmbeddingModelChange}
|
||||
readonly={readonly}
|
||||
/>
|
||||
</Field>
|
||||
)
|
||||
}
|
||||
export default memo(EmbeddingModel)
|
||||
@@ -0,0 +1,128 @@
|
||||
import {
|
||||
memo,
|
||||
useCallback,
|
||||
} from 'react'
|
||||
import { useTranslation } from 'react-i18next'
|
||||
import { RiQuestionLine } from '@remixicon/react'
|
||||
import {
|
||||
Economic,
|
||||
HighQuality,
|
||||
} from '@/app/components/base/icons/src/vender/knowledge'
|
||||
import Tooltip from '@/app/components/base/tooltip'
|
||||
import Slider from '@/app/components/base/slider'
|
||||
import Input from '@/app/components/base/input'
|
||||
import { Field } from '@/app/components/workflow/nodes/_base/components/layout'
|
||||
import OptionCard from './option-card'
|
||||
import cn from '@/utils/classnames'
|
||||
import {
|
||||
ChunkStructureEnum,
|
||||
IndexMethodEnum,
|
||||
} from '../types'
|
||||
|
||||
type IndexMethodProps = {
|
||||
chunkStructure: ChunkStructureEnum
|
||||
indexMethod?: IndexMethodEnum
|
||||
onIndexMethodChange: (value: IndexMethodEnum) => void
|
||||
keywordNumber: number
|
||||
onKeywordNumberChange: (value: number) => void
|
||||
readonly?: boolean
|
||||
}
|
||||
const IndexMethod = ({
|
||||
chunkStructure,
|
||||
indexMethod,
|
||||
onIndexMethodChange,
|
||||
keywordNumber,
|
||||
onKeywordNumberChange,
|
||||
readonly = false,
|
||||
}: IndexMethodProps) => {
|
||||
const { t } = useTranslation()
|
||||
const isHighQuality = indexMethod === IndexMethodEnum.QUALIFIED
|
||||
const isEconomy = indexMethod === IndexMethodEnum.ECONOMICAL
|
||||
|
||||
const handleIndexMethodChange = useCallback((newIndexMethod: IndexMethodEnum) => {
|
||||
onIndexMethodChange(newIndexMethod)
|
||||
}, [onIndexMethodChange])
|
||||
|
||||
const handleInputChange = useCallback((e: React.ChangeEvent<HTMLInputElement>) => {
|
||||
const value = Number(e.target.value)
|
||||
if (!Number.isNaN(value))
|
||||
onKeywordNumberChange(value)
|
||||
}, [onKeywordNumberChange])
|
||||
|
||||
return (
|
||||
<Field
|
||||
fieldTitleProps={{
|
||||
title: t('datasetCreation.stepTwo.indexMode'),
|
||||
}}
|
||||
>
|
||||
<div className='space-y-1'>
|
||||
<OptionCard<IndexMethodEnum>
|
||||
id={IndexMethodEnum.QUALIFIED}
|
||||
selectedId={indexMethod}
|
||||
icon={
|
||||
<HighQuality
|
||||
className={cn(
|
||||
'h-[15px] w-[15px] text-text-tertiary group-hover:text-util-colors-orange-orange-500',
|
||||
isHighQuality && 'text-util-colors-orange-orange-500',
|
||||
)}
|
||||
/>
|
||||
}
|
||||
title={t('datasetCreation.stepTwo.qualified')}
|
||||
description={t('datasetSettings.form.indexMethodHighQualityTip')}
|
||||
onClick={handleIndexMethodChange}
|
||||
isRecommended
|
||||
effectColor='orange'
|
||||
></OptionCard>
|
||||
{
|
||||
chunkStructure === ChunkStructureEnum.general && (
|
||||
<OptionCard
|
||||
id={IndexMethodEnum.ECONOMICAL}
|
||||
selectedId={indexMethod}
|
||||
icon={
|
||||
<Economic
|
||||
className={cn(
|
||||
'h-[15px] w-[15px] text-text-tertiary group-hover:text-util-colors-indigo-indigo-500',
|
||||
isEconomy && 'text-util-colors-indigo-indigo-500',
|
||||
)}
|
||||
/>
|
||||
}
|
||||
title={t('datasetSettings.form.indexMethodEconomy')}
|
||||
description={t('datasetSettings.form.indexMethodEconomyTip', { count: keywordNumber })}
|
||||
onClick={handleIndexMethodChange}
|
||||
effectColor='blue'
|
||||
>
|
||||
<div className='flex items-center'>
|
||||
<div className='flex grow items-center'>
|
||||
<div className='system-xs-medium truncate text-text-secondary'>
|
||||
{t('datasetSettings.form.numberOfKeywords')}
|
||||
</div>
|
||||
<Tooltip
|
||||
popupContent='number of keywords'
|
||||
>
|
||||
<RiQuestionLine className='ml-0.5 h-3.5 w-3.5 text-text-quaternary' />
|
||||
</Tooltip>
|
||||
</div>
|
||||
<Slider
|
||||
disabled={readonly}
|
||||
className='mr-3 w-24 shrink-0'
|
||||
value={keywordNumber}
|
||||
onChange={onKeywordNumberChange}
|
||||
/>
|
||||
<Input
|
||||
disabled={readonly}
|
||||
className='shrink-0'
|
||||
wrapperClassName='shrink-0 w-[72px]'
|
||||
type='number'
|
||||
value={keywordNumber}
|
||||
onChange={handleInputChange}
|
||||
/>
|
||||
</div>
|
||||
</OptionCard>
|
||||
)
|
||||
}
|
||||
</div>
|
||||
</Field>
|
||||
)
|
||||
}
|
||||
|
||||
export default memo(IndexMethod)
|
||||
@@ -0,0 +1,146 @@
|
||||
import type { ReactNode } from 'react'
|
||||
import {
|
||||
memo,
|
||||
useMemo,
|
||||
} from 'react'
|
||||
import { useTranslation } from 'react-i18next'
|
||||
import cn from '@/utils/classnames'
|
||||
import Badge from '@/app/components/base/badge'
|
||||
import {
|
||||
OptionCardEffectBlue,
|
||||
OptionCardEffectBlueLight,
|
||||
OptionCardEffectOrange,
|
||||
OptionCardEffectPurple,
|
||||
OptionCardEffectTeal,
|
||||
} from '@/app/components/base/icons/src/public/knowledge'
|
||||
import { ArrowShape } from '@/app/components/base/icons/src/vender/knowledge'
|
||||
|
||||
const HEADER_EFFECT_MAP: Record<string, ReactNode> = {
|
||||
'blue': <OptionCardEffectBlue />,
|
||||
'blue-light': <OptionCardEffectBlueLight />,
|
||||
'orange': <OptionCardEffectOrange />,
|
||||
'purple': <OptionCardEffectPurple />,
|
||||
'teal': <OptionCardEffectTeal />,
|
||||
}
|
||||
type OptionCardProps<T> = {
|
||||
id?: T
|
||||
selectedId?: T
|
||||
enableSelect?: boolean
|
||||
enableHighlightBorder?: boolean
|
||||
enableRadio?: boolean
|
||||
wrapperClassName?: string | ((isActive: boolean) => string)
|
||||
className?: string | ((isActive: boolean) => string)
|
||||
icon?: ReactNode | ((isActive: boolean) => ReactNode)
|
||||
title: string
|
||||
description?: string
|
||||
isRecommended?: boolean
|
||||
children?: ReactNode
|
||||
effectColor?: string
|
||||
onClick?: (id: T) => void
|
||||
readonly?: boolean
|
||||
}
|
||||
const OptionCard = memo(({
|
||||
id,
|
||||
selectedId,
|
||||
enableSelect = true,
|
||||
enableHighlightBorder = true,
|
||||
enableRadio,
|
||||
wrapperClassName,
|
||||
className,
|
||||
icon,
|
||||
title,
|
||||
description,
|
||||
isRecommended,
|
||||
children,
|
||||
effectColor,
|
||||
onClick,
|
||||
readonly,
|
||||
}) => {
|
||||
const { t } = useTranslation()
|
||||
const isActive = useMemo(() => {
|
||||
return id === selectedId
|
||||
}, [id, selectedId])
|
||||
|
||||
const effectElement = useMemo(() => {
|
||||
if (effectColor) {
|
||||
return (
|
||||
<div className={cn(
|
||||
'absolute left-[-2px] top-[-2px] hidden h-14 w-14 rounded-full',
|
||||
'group-hover:block',
|
||||
isActive && 'block',
|
||||
)}>
|
||||
{HEADER_EFFECT_MAP[effectColor]}
|
||||
</div>
|
||||
)
|
||||
}
|
||||
|
||||
return null
|
||||
}, [effectColor, isActive])
|
||||
|
||||
return (
|
||||
<div
|
||||
className={cn(
|
||||
'group overflow-hidden rounded-xl border border-components-option-card-option-border bg-components-option-card-option-bg',
|
||||
isActive && enableHighlightBorder && 'border-[1.5px] border-components-option-card-option-selected-border',
|
||||
enableSelect && 'cursor-pointer hover:shadow-xs',
|
||||
readonly && 'cursor-not-allowed',
|
||||
wrapperClassName && (typeof wrapperClassName === 'function' ? wrapperClassName(isActive) : wrapperClassName),
|
||||
)}
|
||||
onClick={() => !readonly && enableSelect && id && onClick?.(id)}
|
||||
>
|
||||
<div className={cn(
|
||||
'relative flex rounded-t-xl p-2',
|
||||
className && (typeof className === 'function' ? className(isActive) : className),
|
||||
)}>
|
||||
{effectElement}
|
||||
{
|
||||
icon && (
|
||||
<div className='mr-1 flex h-[18px] w-[18px] shrink-0 items-center justify-center'>
|
||||
{typeof icon === 'function' ? icon(isActive) : icon}
|
||||
</div>
|
||||
)
|
||||
}
|
||||
<div className='grow py-1 pt-[1px]'>
|
||||
<div className='flex items-center'>
|
||||
<div className='system-sm-medium flex grow items-center text-text-secondary'>
|
||||
{title}
|
||||
{
|
||||
isRecommended && (
|
||||
<Badge className='ml-1 h-4 border-text-accent-secondary text-text-accent-secondary'>
|
||||
{t('datasetCreation.stepTwo.recommend')}
|
||||
</Badge>
|
||||
)
|
||||
}
|
||||
</div>
|
||||
{
|
||||
enableRadio && (
|
||||
<div className={cn(
|
||||
'ml-2 h-4 w-4 shrink-0 rounded-full border border-components-radio-border bg-components-radio-bg',
|
||||
isActive && 'border-[5px] border-components-radio-border-checked',
|
||||
)}>
|
||||
</div>
|
||||
)
|
||||
}
|
||||
</div>
|
||||
{
|
||||
description && (
|
||||
<div className='system-xs-regular mt-1 text-text-tertiary'>
|
||||
{description}
|
||||
</div>
|
||||
)
|
||||
}
|
||||
</div>
|
||||
</div>
|
||||
{
|
||||
children && isActive && (
|
||||
<div className='relative rounded-b-xl bg-components-panel-bg p-3'>
|
||||
<ArrowShape className='absolute left-[14px] top-[-11px] h-4 w-4 text-components-panel-bg' />
|
||||
{children}
|
||||
</div>
|
||||
)
|
||||
}
|
||||
</div>
|
||||
)
|
||||
}) as <T>(props: OptionCardProps<T>) => React.ReactElement
|
||||
|
||||
export default OptionCard
|
||||
@@ -0,0 +1,93 @@
|
||||
import { useMemo } from 'react'
|
||||
import { useTranslation } from 'react-i18next'
|
||||
import {
|
||||
FullTextSearch,
|
||||
HybridSearch,
|
||||
VectorSearch,
|
||||
} from '@/app/components/base/icons/src/vender/knowledge'
|
||||
import {
|
||||
HybridSearchModeEnum,
|
||||
IndexMethodEnum,
|
||||
RetrievalSearchMethodEnum,
|
||||
} from '../../types'
|
||||
import type {
|
||||
HybridSearchModeOption,
|
||||
Option,
|
||||
} from './type'
|
||||
|
||||
export const useRetrievalSetting = (indexMethod?: IndexMethodEnum) => {
|
||||
const { t } = useTranslation()
|
||||
const VectorSearchOption: Option = useMemo(() => {
|
||||
return {
|
||||
id: RetrievalSearchMethodEnum.semantic,
|
||||
icon: VectorSearch as any,
|
||||
title: t('dataset.retrieval.semantic_search.title'),
|
||||
description: t('dataset.retrieval.semantic_search.description'),
|
||||
effectColor: 'purple',
|
||||
}
|
||||
}, [t])
|
||||
const FullTextSearchOption: Option = useMemo(() => {
|
||||
return {
|
||||
id: RetrievalSearchMethodEnum.fullText,
|
||||
icon: FullTextSearch as any,
|
||||
title: t('dataset.retrieval.full_text_search.title'),
|
||||
description: t('dataset.retrieval.full_text_search.description'),
|
||||
effectColor: 'purple',
|
||||
}
|
||||
}, [t])
|
||||
const HybridSearchOption: Option = useMemo(() => {
|
||||
return {
|
||||
id: RetrievalSearchMethodEnum.hybrid,
|
||||
icon: HybridSearch as any,
|
||||
title: t('dataset.retrieval.hybrid_search.title'),
|
||||
description: t('dataset.retrieval.hybrid_search.description'),
|
||||
effectColor: 'purple',
|
||||
}
|
||||
}, [t])
|
||||
const InvertedIndexOption: Option = useMemo(() => {
|
||||
return {
|
||||
id: RetrievalSearchMethodEnum.keywordSearch,
|
||||
icon: HybridSearch as any,
|
||||
title: t('dataset.retrieval.keyword_search.title'),
|
||||
description: t('dataset.retrieval.keyword_search.description'),
|
||||
effectColor: 'purple',
|
||||
}
|
||||
}, [t])
|
||||
|
||||
const WeightedScoreModeOption: HybridSearchModeOption = useMemo(() => {
|
||||
return {
|
||||
id: HybridSearchModeEnum.WeightedScore,
|
||||
title: t('dataset.weightedScore.title'),
|
||||
description: t('dataset.weightedScore.description'),
|
||||
}
|
||||
}, [t])
|
||||
const RerankModelModeOption: HybridSearchModeOption = useMemo(() => {
|
||||
return {
|
||||
id: HybridSearchModeEnum.RerankingModel,
|
||||
title: t('common.modelProvider.rerankModel.key'),
|
||||
description: t('common.modelProvider.rerankModel.tip'),
|
||||
}
|
||||
}, [t])
|
||||
|
||||
return useMemo(() => ({
|
||||
options: indexMethod === IndexMethodEnum.ECONOMICAL ? [
|
||||
InvertedIndexOption,
|
||||
] : [
|
||||
VectorSearchOption,
|
||||
FullTextSearchOption,
|
||||
HybridSearchOption,
|
||||
],
|
||||
hybridSearchModeOptions: [
|
||||
WeightedScoreModeOption,
|
||||
RerankModelModeOption,
|
||||
],
|
||||
}), [
|
||||
VectorSearchOption,
|
||||
FullTextSearchOption,
|
||||
HybridSearchOption,
|
||||
InvertedIndexOption,
|
||||
indexMethod,
|
||||
WeightedScoreModeOption,
|
||||
RerankModelModeOption,
|
||||
])
|
||||
}
|
||||
@@ -0,0 +1,102 @@
|
||||
import {
|
||||
memo,
|
||||
} from 'react'
|
||||
import { useTranslation } from 'react-i18next'
|
||||
import { Field } from '@/app/components/workflow/nodes/_base/components/layout'
|
||||
import type {
|
||||
HybridSearchModeEnum,
|
||||
RetrievalSearchMethodEnum,
|
||||
} from '../../types'
|
||||
import type {
|
||||
IndexMethodEnum,
|
||||
WeightedScore,
|
||||
} from '../../types'
|
||||
import { useRetrievalSetting } from './hooks'
|
||||
import type { TopKAndScoreThresholdProps } from './top-k-and-score-threshold'
|
||||
import type { RerankingModelSelectorProps } from './reranking-model-selector'
|
||||
import SearchMethodOption from './search-method-option'
|
||||
|
||||
type RetrievalSettingProps = {
|
||||
indexMethod?: IndexMethodEnum
|
||||
readonly?: boolean
|
||||
searchMethod?: RetrievalSearchMethodEnum
|
||||
onRetrievalSearchMethodChange: (value: RetrievalSearchMethodEnum) => void
|
||||
hybridSearchMode?: HybridSearchModeEnum
|
||||
onHybridSearchModeChange: (value: HybridSearchModeEnum) => void
|
||||
rerankingModelEnabled?: boolean
|
||||
onRerankingModelEnabledChange?: (value: boolean) => void
|
||||
weightedScore?: WeightedScore
|
||||
onWeightedScoreChange: (value: { value: number[] }) => void
|
||||
} & RerankingModelSelectorProps & TopKAndScoreThresholdProps
|
||||
|
||||
const RetrievalSetting = ({
|
||||
indexMethod,
|
||||
readonly,
|
||||
searchMethod,
|
||||
onRetrievalSearchMethodChange,
|
||||
hybridSearchMode,
|
||||
onHybridSearchModeChange,
|
||||
weightedScore,
|
||||
onWeightedScoreChange,
|
||||
rerankingModelEnabled,
|
||||
onRerankingModelEnabledChange,
|
||||
rerankingModel,
|
||||
onRerankingModelChange,
|
||||
topK,
|
||||
onTopKChange,
|
||||
scoreThreshold,
|
||||
onScoreThresholdChange,
|
||||
isScoreThresholdEnabled,
|
||||
onScoreThresholdEnabledChange,
|
||||
}: RetrievalSettingProps) => {
|
||||
const { t } = useTranslation()
|
||||
const {
|
||||
options,
|
||||
hybridSearchModeOptions,
|
||||
} = useRetrievalSetting(indexMethod)
|
||||
|
||||
return (
|
||||
<Field
|
||||
fieldTitleProps={{
|
||||
title: t('datasetSettings.form.retrievalSetting.title'),
|
||||
subTitle: (
|
||||
<div className='body-xs-regular flex items-center text-text-tertiary'>
|
||||
<a target='_blank' rel='noopener noreferrer' href='https://docs.dify.ai/guides/knowledge-base/create-knowledge-and-upload-documents#id-4-retrieval-settings' className='text-text-accent'>{t('datasetSettings.form.retrievalSetting.learnMore')}</a>
|
||||
{t('workflow.nodes.knowledgeBase.aboutRetrieval')}
|
||||
</div>
|
||||
),
|
||||
}}
|
||||
>
|
||||
<div className='space-y-1'>
|
||||
{
|
||||
options.map(option => (
|
||||
<SearchMethodOption
|
||||
key={option.id}
|
||||
option={option}
|
||||
hybridSearchModeOptions={hybridSearchModeOptions}
|
||||
searchMethod={searchMethod}
|
||||
onRetrievalSearchMethodChange={onRetrievalSearchMethodChange}
|
||||
hybridSearchMode={hybridSearchMode}
|
||||
onHybridSearchModeChange={onHybridSearchModeChange}
|
||||
weightedScore={weightedScore}
|
||||
onWeightedScoreChange={onWeightedScoreChange}
|
||||
topK={topK}
|
||||
onTopKChange={onTopKChange}
|
||||
scoreThreshold={scoreThreshold}
|
||||
onScoreThresholdChange={onScoreThresholdChange}
|
||||
isScoreThresholdEnabled={isScoreThresholdEnabled}
|
||||
onScoreThresholdEnabledChange={onScoreThresholdEnabledChange}
|
||||
rerankingModelEnabled={rerankingModelEnabled}
|
||||
onRerankingModelEnabledChange={onRerankingModelEnabledChange}
|
||||
rerankingModel={rerankingModel}
|
||||
onRerankingModelChange={onRerankingModelChange}
|
||||
readonly={readonly}
|
||||
/>
|
||||
))
|
||||
}
|
||||
</div>
|
||||
</Field>
|
||||
)
|
||||
}
|
||||
|
||||
export default memo(RetrievalSetting)
|
||||
@@ -0,0 +1,51 @@
|
||||
import {
|
||||
memo,
|
||||
useMemo,
|
||||
} from 'react'
|
||||
import ModelSelector from '@/app/components/header/account-setting/model-provider-page/model-selector'
|
||||
import { useModelListAndDefaultModel } from '@/app/components/header/account-setting/model-provider-page/hooks'
|
||||
import type { DefaultModel } from '@/app/components/header/account-setting/model-provider-page/declarations'
|
||||
import { ModelTypeEnum } from '@/app/components/header/account-setting/model-provider-page/declarations'
|
||||
import type { RerankingModel } from '../../types'
|
||||
|
||||
export type RerankingModelSelectorProps = {
|
||||
rerankingModel?: RerankingModel
|
||||
onRerankingModelChange?: (model: RerankingModel) => void
|
||||
readonly?: boolean
|
||||
}
|
||||
const RerankingModelSelector = ({
|
||||
rerankingModel,
|
||||
onRerankingModelChange,
|
||||
readonly = false,
|
||||
}: RerankingModelSelectorProps) => {
|
||||
const {
|
||||
modelList: rerankModelList,
|
||||
} = useModelListAndDefaultModel(ModelTypeEnum.rerank)
|
||||
const rerankModel = useMemo(() => {
|
||||
if (!rerankingModel)
|
||||
return undefined
|
||||
|
||||
return {
|
||||
providerName: rerankingModel.reranking_provider_name,
|
||||
modelName: rerankingModel.reranking_model_name,
|
||||
}
|
||||
}, [rerankingModel])
|
||||
|
||||
const handleRerankingModelChange = (model: DefaultModel) => {
|
||||
onRerankingModelChange?.({
|
||||
reranking_provider_name: model.provider,
|
||||
reranking_model_name: model.model,
|
||||
})
|
||||
}
|
||||
|
||||
return (
|
||||
<ModelSelector
|
||||
defaultModel={rerankModel && { provider: rerankModel.providerName, model: rerankModel.modelName }}
|
||||
modelList={rerankModelList}
|
||||
onSelect={handleRerankingModelChange}
|
||||
readonly={readonly}
|
||||
/>
|
||||
)
|
||||
}
|
||||
|
||||
export default memo(RerankingModelSelector)
|
||||
@@ -0,0 +1,204 @@
|
||||
import {
|
||||
memo,
|
||||
useCallback,
|
||||
useMemo,
|
||||
} from 'react'
|
||||
import { useTranslation } from 'react-i18next'
|
||||
import cn from '@/utils/classnames'
|
||||
import WeightedScoreComponent from '@/app/components/app/configuration/dataset-config/params-config/weighted-score'
|
||||
import { DEFAULT_WEIGHTED_SCORE } from '@/models/datasets'
|
||||
import Switch from '@/app/components/base/switch'
|
||||
import Tooltip from '@/app/components/base/tooltip'
|
||||
import {
|
||||
HybridSearchModeEnum,
|
||||
RetrievalSearchMethodEnum,
|
||||
} from '../../types'
|
||||
import type {
|
||||
WeightedScore,
|
||||
} from '../../types'
|
||||
import OptionCard from '../option-card'
|
||||
import type {
|
||||
HybridSearchModeOption,
|
||||
Option,
|
||||
} from './type'
|
||||
import type { TopKAndScoreThresholdProps } from './top-k-and-score-threshold'
|
||||
import TopKAndScoreThreshold from './top-k-and-score-threshold'
|
||||
import type { RerankingModelSelectorProps } from './reranking-model-selector'
|
||||
import RerankingModelSelector from './reranking-model-selector'
|
||||
|
||||
type SearchMethodOptionProps = {
|
||||
readonly?: boolean
|
||||
option: Option
|
||||
hybridSearchModeOptions: HybridSearchModeOption[]
|
||||
searchMethod?: RetrievalSearchMethodEnum
|
||||
onRetrievalSearchMethodChange: (value: RetrievalSearchMethodEnum) => void
|
||||
hybridSearchMode?: HybridSearchModeEnum
|
||||
onHybridSearchModeChange: (value: HybridSearchModeEnum) => void
|
||||
weightedScore?: WeightedScore
|
||||
onWeightedScoreChange: (value: { value: number[] }) => void
|
||||
rerankingModelEnabled?: boolean
|
||||
onRerankingModelEnabledChange?: (value: boolean) => void
|
||||
} & RerankingModelSelectorProps & TopKAndScoreThresholdProps
|
||||
const SearchMethodOption = ({
|
||||
readonly,
|
||||
option,
|
||||
hybridSearchModeOptions,
|
||||
searchMethod,
|
||||
onRetrievalSearchMethodChange,
|
||||
hybridSearchMode,
|
||||
onHybridSearchModeChange,
|
||||
weightedScore,
|
||||
onWeightedScoreChange,
|
||||
rerankingModelEnabled,
|
||||
onRerankingModelEnabledChange,
|
||||
rerankingModel,
|
||||
onRerankingModelChange,
|
||||
topK,
|
||||
onTopKChange,
|
||||
scoreThreshold,
|
||||
onScoreThresholdChange,
|
||||
isScoreThresholdEnabled,
|
||||
onScoreThresholdEnabledChange,
|
||||
}: SearchMethodOptionProps) => {
|
||||
const { t } = useTranslation()
|
||||
const Icon = option.icon
|
||||
const isHybridSearch = option.id === RetrievalSearchMethodEnum.hybrid
|
||||
const isHybridSearchWeightedScoreMode = hybridSearchMode === HybridSearchModeEnum.WeightedScore
|
||||
|
||||
const weightedScoreValue = useMemo(() => {
|
||||
const sematicWeightedScore = weightedScore?.vector_setting.vector_weight ?? DEFAULT_WEIGHTED_SCORE.other.semantic
|
||||
const keywordWeightedScore = weightedScore?.keyword_setting.keyword_weight ?? DEFAULT_WEIGHTED_SCORE.other.keyword
|
||||
const mergedValue = [sematicWeightedScore, keywordWeightedScore]
|
||||
|
||||
return {
|
||||
value: mergedValue,
|
||||
}
|
||||
}, [weightedScore])
|
||||
|
||||
const icon = useCallback((isActive: boolean) => {
|
||||
return (
|
||||
<Icon
|
||||
className={cn(
|
||||
'h-[15px] w-[15px] text-text-tertiary group-hover:text-util-colors-purple-purple-600',
|
||||
isActive && 'text-util-colors-purple-purple-600',
|
||||
)}
|
||||
/>
|
||||
)
|
||||
}, [Icon])
|
||||
|
||||
const hybridSearchModeWrapperClassName = useCallback((isActive: boolean) => {
|
||||
return isActive ? 'border-[1.5px] bg-components-option-card-option-selected-bg' : ''
|
||||
}, [])
|
||||
|
||||
const showRerankModelSelectorSwitch = useMemo(() => {
|
||||
if (searchMethod === RetrievalSearchMethodEnum.semantic)
|
||||
return true
|
||||
|
||||
if (searchMethod === RetrievalSearchMethodEnum.fullText)
|
||||
return true
|
||||
|
||||
return false
|
||||
}, [searchMethod])
|
||||
const showRerankModelSelector = useMemo(() => {
|
||||
if (searchMethod === RetrievalSearchMethodEnum.semantic)
|
||||
return true
|
||||
|
||||
if (searchMethod === RetrievalSearchMethodEnum.fullText)
|
||||
return true
|
||||
|
||||
if (searchMethod === RetrievalSearchMethodEnum.hybrid && hybridSearchMode !== HybridSearchModeEnum.WeightedScore)
|
||||
return true
|
||||
|
||||
return false
|
||||
}, [hybridSearchMode, searchMethod])
|
||||
|
||||
return (
|
||||
<OptionCard
|
||||
key={option.id}
|
||||
id={option.id}
|
||||
selectedId={searchMethod}
|
||||
icon={icon}
|
||||
title={option.title}
|
||||
description={option.description}
|
||||
effectColor={option.effectColor}
|
||||
isRecommended={option.id === RetrievalSearchMethodEnum.hybrid}
|
||||
onClick={onRetrievalSearchMethodChange}
|
||||
readonly={readonly}
|
||||
>
|
||||
<div className='space-y-3'>
|
||||
{
|
||||
isHybridSearch && (
|
||||
<div className='space-y-1'>
|
||||
{
|
||||
hybridSearchModeOptions.map(hybridOption => (
|
||||
<OptionCard
|
||||
key={hybridOption.id}
|
||||
id={hybridOption.id}
|
||||
selectedId={hybridSearchMode}
|
||||
enableHighlightBorder={false}
|
||||
enableRadio
|
||||
wrapperClassName={hybridSearchModeWrapperClassName}
|
||||
className='p-3'
|
||||
title={hybridOption.title}
|
||||
description={hybridOption.description}
|
||||
onClick={onHybridSearchModeChange}
|
||||
readonly={readonly}
|
||||
/>
|
||||
))
|
||||
}
|
||||
</div>
|
||||
)
|
||||
}
|
||||
{
|
||||
isHybridSearch && isHybridSearchWeightedScoreMode && (
|
||||
<WeightedScoreComponent
|
||||
value={weightedScoreValue}
|
||||
onChange={onWeightedScoreChange}
|
||||
readonly={readonly}
|
||||
/>
|
||||
)
|
||||
}
|
||||
{
|
||||
showRerankModelSelector && (
|
||||
<div>
|
||||
{
|
||||
showRerankModelSelectorSwitch && (
|
||||
<div className='system-sm-semibold mb-1 flex items-center text-text-secondary'>
|
||||
<Switch
|
||||
className='mr-1'
|
||||
defaultValue={rerankingModelEnabled}
|
||||
onChange={onRerankingModelEnabledChange}
|
||||
disabled={readonly}
|
||||
/>
|
||||
{t('common.modelProvider.rerankModel.key')}
|
||||
<Tooltip
|
||||
triggerClassName='ml-0.5 shrink-0 w-3.5 h-3.5'
|
||||
popupContent={t('common.modelProvider.rerankModel.tip')}
|
||||
/>
|
||||
</div>
|
||||
)
|
||||
}
|
||||
<RerankingModelSelector
|
||||
rerankingModel={rerankingModel}
|
||||
onRerankingModelChange={onRerankingModelChange}
|
||||
readonly={readonly}
|
||||
/>
|
||||
</div>
|
||||
)
|
||||
}
|
||||
<TopKAndScoreThreshold
|
||||
topK={topK}
|
||||
onTopKChange={onTopKChange}
|
||||
scoreThreshold={scoreThreshold}
|
||||
onScoreThresholdChange={onScoreThresholdChange}
|
||||
isScoreThresholdEnabled={isScoreThresholdEnabled}
|
||||
onScoreThresholdEnabledChange={onScoreThresholdEnabledChange}
|
||||
readonly={readonly}
|
||||
hiddenScoreThreshold={searchMethod === RetrievalSearchMethodEnum.keywordSearch}
|
||||
/>
|
||||
</div>
|
||||
</OptionCard>
|
||||
)
|
||||
}
|
||||
|
||||
export default memo(SearchMethodOption)
|
||||
@@ -0,0 +1,90 @@
|
||||
import { memo } from 'react'
|
||||
import { useTranslation } from 'react-i18next'
|
||||
import Tooltip from '@/app/components/base/tooltip'
|
||||
import Input from '@/app/components/base/input'
|
||||
import Switch from '@/app/components/base/switch'
|
||||
|
||||
export type TopKAndScoreThresholdProps = {
|
||||
topK: number
|
||||
onTopKChange: (value: number) => void
|
||||
scoreThreshold?: number
|
||||
onScoreThresholdChange?: (value: number) => void
|
||||
isScoreThresholdEnabled?: boolean
|
||||
onScoreThresholdEnabledChange?: (value: boolean) => void
|
||||
readonly?: boolean
|
||||
hiddenScoreThreshold?: boolean
|
||||
}
|
||||
const TopKAndScoreThreshold = ({
|
||||
topK,
|
||||
onTopKChange,
|
||||
scoreThreshold,
|
||||
onScoreThresholdChange,
|
||||
isScoreThresholdEnabled,
|
||||
onScoreThresholdEnabledChange,
|
||||
readonly,
|
||||
hiddenScoreThreshold,
|
||||
}: TopKAndScoreThresholdProps) => {
|
||||
const { t } = useTranslation()
|
||||
const handleTopKChange = (e: React.ChangeEvent<HTMLInputElement>) => {
|
||||
const value = Number(e.target.value)
|
||||
if (Number.isNaN(value))
|
||||
return
|
||||
onTopKChange?.(value)
|
||||
}
|
||||
|
||||
const handleScoreThresholdChange = (e: React.ChangeEvent<HTMLInputElement>) => {
|
||||
const value = Number(e.target.value)
|
||||
if (Number.isNaN(value))
|
||||
return
|
||||
onScoreThresholdChange?.(value)
|
||||
}
|
||||
|
||||
return (
|
||||
<div className='grid grid-cols-2 gap-4'>
|
||||
<div>
|
||||
<div className='system-xs-medium mb-0.5 flex h-6 items-center text-text-secondary'>
|
||||
{t('appDebug.datasetConfig.top_k')}
|
||||
<Tooltip
|
||||
triggerClassName='ml-0.5 shrink-0 w-3.5 h-3.5'
|
||||
popupContent={t('appDebug.datasetConfig.top_kTip')}
|
||||
/>
|
||||
</div>
|
||||
<Input
|
||||
type='number'
|
||||
value={topK}
|
||||
onChange={handleTopKChange}
|
||||
disabled={readonly}
|
||||
/>
|
||||
</div>
|
||||
{
|
||||
!hiddenScoreThreshold && (
|
||||
<div>
|
||||
<div className='mb-0.5 flex h-6 items-center'>
|
||||
<Switch
|
||||
className='mr-2'
|
||||
defaultValue={isScoreThresholdEnabled}
|
||||
onChange={onScoreThresholdEnabledChange}
|
||||
disabled={readonly}
|
||||
/>
|
||||
<div className='system-sm-medium grow truncate text-text-secondary'>
|
||||
{t('appDebug.datasetConfig.score_threshold')}
|
||||
</div>
|
||||
<Tooltip
|
||||
triggerClassName='shrink-0 ml-0.5 w-3.5 h-3.5'
|
||||
popupContent={t('appDebug.datasetConfig.score_thresholdTip')}
|
||||
/>
|
||||
</div>
|
||||
<Input
|
||||
type='number'
|
||||
value={scoreThreshold}
|
||||
onChange={handleScoreThresholdChange}
|
||||
disabled={readonly || !isScoreThresholdEnabled}
|
||||
/>
|
||||
</div>
|
||||
)
|
||||
}
|
||||
</div>
|
||||
)
|
||||
}
|
||||
|
||||
export default memo(TopKAndScoreThreshold)
|
||||
@@ -0,0 +1,20 @@
|
||||
import type { ComponentType } from 'react'
|
||||
import type {
|
||||
HybridSearchModeEnum,
|
||||
RetrievalSearchMethodEnum,
|
||||
} from '../../types'
|
||||
|
||||
export type Option = {
|
||||
id: RetrievalSearchMethodEnum
|
||||
icon: ComponentType<any>
|
||||
title: any
|
||||
description: string
|
||||
effectColor?: string
|
||||
showEffectColor?: boolean,
|
||||
}
|
||||
|
||||
export type HybridSearchModeOption = {
|
||||
id: HybridSearchModeEnum
|
||||
title: string
|
||||
description: string
|
||||
}
|
||||
Reference in New Issue
Block a user