658 lines
27 KiB
TypeScript
658 lines
27 KiB
TypeScript
import { type FC, useState, useEffect } from 'react'
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import { useTranslation } from 'react-i18next'
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import { useParams } from 'react-router-dom'
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import { Row, Col, Space, Switch, Select, InputNumber, Slider, Button, App, Skeleton, Form } from 'antd'
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import { ExclamationCircleFilled, CheckCircleFilled } from '@ant-design/icons'
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import clsx from 'clsx'
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import Card from './components/Card'
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import RbCard from '@/components/RbCard/Card'
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import RbAlert from '@/components/RbAlert'
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import Empty from '@/components/Empty'
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import type { ConfigForm, ConfigVo, Variable, TestResult } from './types'
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import { getMemoryExtractionConfig, updateMemoryExtractionConfig, pilotRunMemoryExtractionConfig } from '@/api/memory'
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import Markdown from '@/components/Markdown'
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import { getModelList } from '@/api/models';
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import type { Model } from '@/views/ModelManagement/types'
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const keys = [
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// 'example',
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'storageLayerModule',
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'arrangementLayerModule'
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]
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const configList: ConfigVo[] = [
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{
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type: 'storageLayerModule',
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data: [
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{
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title: 'entityDeduplicationDisambiguation',
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list: [
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{
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label: 'enableLlmDedupBlockwise',
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variableName: 'enable_llm_dedup_blockwise',
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control: 'button', // switch
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type: 'tinyint',
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},
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{
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label: 'enableLlmDisambiguation',
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variableName: 'enable_llm_disambiguation',
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control: 'button',
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type: 'tinyint',
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},
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{
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label: 'tNameStrict',
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control: 'slider',
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variableName: 't_name_strict',
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type: 'decimal',
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},
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{
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label: 'tTypeStrict',
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control: 'slider',
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variableName: 't_type_strict',
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type: 'decimal',
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},
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{
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label: 'tOverall',
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control: 'slider',
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variableName: 't_overall',
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type: 'decimal',
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},
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]
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},
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// 语义锚点标注
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{
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title: 'semanticAnchorAnnotationModule',
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list: [
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// 句子提取颗粒度
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{
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label: 'statementGranularity',
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variableName: 'statement_granularity',
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control: 'slider',
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type: 'decimal',
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max: 3,
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min: 1,
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step: 1,
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meaning: 'statementGranularityDesc',
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},
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// 是否包含对话上下文
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{
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label: 'includeDialogueContext',
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variableName: 'include_dialogue_context',
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control: 'button', // switch
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type: 'tinyint',
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meaning: 'includeDialogueContextDesc'
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},
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// 上下文文字上限
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{
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label: 'maxDialogueContextChars',
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variableName: 'max_context',
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control: 'inputNumber',
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min: 100,
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type: 'decimal',
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meaning: 'maxDialogueContextCharsDesc',
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},
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]
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},
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]
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},
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{
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type: 'arrangementLayerModule',
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data: [
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{
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title: 'queryMode',
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list: [
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{
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label: 'deepRetrieval',
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variableName: 'deep_retrieval',
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control: 'button',
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type: 'tinyint',
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meaning: 'deepRetrievalMeaning',
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},
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]
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},
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{
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title: 'dataPreprocessing',
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list: [
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{
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label: 'chunkerStrategy',
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variableName: 'chunker_strategy',
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control: 'select',
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type: 'enum',
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options: [
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{ label: 'recursiveChunker', value: 'RecursiveChunker' }, // 递归分块
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{ label: 'tokenChunker', value: 'TokenChunker' }, // token 分块
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{ label: 'semanticChunker', value: 'SemanticChunker' }, // 语义分块
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{ label: 'neuralChunker', value: 'NeuralChunker' }, // 神经网络分块
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{ label: 'hybridChunker', value: 'HybridChunker' }, // 混合分块
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{ label: 'llmChunker', value: 'LLMChunker' }, // LLM 分块
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{ label: 'sentenceChunker', value: 'SentenceChunker' }, // 句子分块
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{ label: 'lateChunker', value: 'LateChunker' }, // 延迟分块
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],
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meaning: 'chunkerStrategyDesc',
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},
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]
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},
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// 智能语义剪枝
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{
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title: 'intelligentSemanticPruning',
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list: [
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// 智能语义剪枝功能
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{
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label: 'intelligentSemanticPruningFunction',
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variableName: 'pruning_enabled',
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control: 'button',
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type: 'tinyint',
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meaning: 'intelligentSemanticPruningFunctionDesc',
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},
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// 智能语义剪枝场景
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{
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label: 'intelligentSemanticPruningScene',
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variableName: 'pruning_scene',
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control: 'select',
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type: 'enum',
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options: [
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{ label: 'education', value: 'education' },
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{ label: 'online_service', value: 'online_service' },
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{ label: 'outbound', value: 'outbound' },
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],
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meaning: 'intelligentSemanticPruningSceneDesc',
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},
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// 智能语义剪枝阈值
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{
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label: 'intelligentSemanticPruningThreshold',
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control: 'slider',
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variableName: 'pruning_threshold',
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type: 'decimal',
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max: 0.9,
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min: 0,
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step: 0.1,
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meaning: 'intelligentSemanticPruningThresholdDesc',
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},
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]
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},
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// 自我反思引擎
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{
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title: 'selfReflexionEngine',
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list: [
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// 是否启用反思引擎
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{
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label: 'enableSelfReflexion',
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variableName: 'enable_self_reflexion',
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control: 'button',
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type: 'tinyint',
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},
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// 迭代周期
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{
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label: 'iterationPeriod',
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variableName: 'iteration_period',
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control: 'select',
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type: 'enum',
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options: [
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{ label: 'oneHour', value: '1' },
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{ label: 'threeHours', value: '3' },
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{ label: 'sixHours', value: '6' },
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{ label: 'twelveHours', value: '12' },
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{ label: 'daily', value: '24' },
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],
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meaning: 'iterationPeriodDesc',
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},
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// 反思范围
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{
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label: 'reflexionRange',
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variableName: 'reflexion_range',
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control: 'select',
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type: 'enum',
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options: [
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{ label: 'retrieval', value: 'retrieval' },
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{ label: 'database', value: 'database' },
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],
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meaning: 'reflexionRangeDesc',
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},
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// 反思基线
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{
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label: 'reflectOnTheBaseline',
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variableName: 'baseline',
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control: 'select',
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type: 'enum',
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options: [
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{ label: 'basedOnTime', value: 'TIME' },
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{ label: 'basedOnFacts', value: 'FACT' },
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{ label: 'basedOnFactsAndTime', value: 'TIME-FACT' },
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],
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},
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]
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},
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]
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}
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]
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const resultObj = {
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extractTheNumberOfEntities: 'entities.extracted_count',
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numberOfEntityDisambiguation: 'disambiguation.block_count',
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memoryFragments: 'memory.chunks',
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numberOfRelationalTriples: 'triplets.count'
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}
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const ConfigDesc: FC<{ config: Variable, className?: string }> = ({config, className}) => {
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const { t } = useTranslation();
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return (
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<div className={className}>
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<Space size={8} className={clsx("rb:mt-[4px] rb:text-[12px] rb:text-[#5B6167] rb:font-regular rb:leading-[16px] ")}>
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{config.variableName && <span className="rb:font-regular">{t('memoryExtractionEngine.variableName')}: {config.variableName}</span>}
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{config.control && <span className="rb:font-regular">{t('memoryExtractionEngine.control')}: {t(`memoryExtractionEngine.${config.control}`)}</span>}
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{config.type && <span className="rb:font-regular">{t('memoryExtractionEngine.type')}: {config.type}</span>}
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</Space>
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{config.meaning && <div className={clsx("rb:mt-[4px] rb:text-[12px] rb:text-[#5B6167] rb:font-regular rb:leading-[16px] ")}>{t('memoryExtractionEngine.Meaning')}: {t(`memoryExtractionEngine.${config.meaning}`)}</div>}
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</div>
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)
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}
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const MemoryExtractionEngine: FC = () => {
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const { t } = useTranslation();
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const { message } = App.useApp();
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const { id } = useParams()
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const [expandedKeys, setExpandedKeys] = useState<string[]>(keys)
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const [form] = Form.useForm<ConfigForm>()
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const [modelForm] = Form.useForm()
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// const [data, setData] = useState<ConfigForm>()
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const modelValues = Form.useWatch([], modelForm)
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const values = Form.useWatch<ConfigForm>([], form)
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const [testResult, setTestResult] = useState<TestResult | null>(null)
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const [loading, setLoading] = useState(false)
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const [runLoading, setRunLoading] = useState(false)
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const [iterationPeriodDisabled, setIterationPeriodDisabled] = useState(false)
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const [modelList, setModelList] = useState<Model[]>([])
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useEffect(() => {
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if (values?.reflexion_range === 'database') {
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form.setFieldValue('iteration_period', 24)
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setIterationPeriodDisabled(true)
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} else {
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setIterationPeriodDisabled(false)
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}
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}, [values])
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const getModels = () => {
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const requests = [getModelList({ type: 'llm', pagesize: 100, page: 1 }), getModelList({ type: 'chat', pagesize: 100, page: 1 })]
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Promise.all(requests)
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.then(responses => {
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const [chatRes, modelRes] = responses as { items: Model[] }[]
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const chatList = chatRes.items || []
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const modelList = modelRes.items || []
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setModelList([...chatList, ...modelList])
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})
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}
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const getConfig = () => {
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if (!id) {
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return
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}
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getMemoryExtractionConfig(id).then(res => {
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const response = res as ConfigForm
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const initialValues: ConfigForm = {
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...response,
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t_name_strict: Number(response.t_name_strict || 0),
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t_type_strict: Number(response.t_type_strict || 0),
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t_overall: Number(response.t_overall || 0),
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}
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// setData(initialValues)
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form.setFieldsValue(initialValues)
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modelForm.setFieldsValue({
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llm_id: response.llm_id,
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})
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})
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}
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useEffect(() => {
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if (id) {
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getConfig()
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getModels()
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const lastResult = localStorage.getItem(`${id}_testResult`)
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setTestResult(lastResult ? JSON.parse(lastResult) : null)
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}
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}, [id])
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const handleExpand = (key: string) => {
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const newKeys = expandedKeys.includes(key) ? expandedKeys.filter(item => item !== key) : [...expandedKeys, key]
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setExpandedKeys(newKeys)
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}
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const handleSave = () => {
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if (!id) {
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return
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}
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console.log('values', values)
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setLoading(true)
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updateMemoryExtractionConfig({
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...values,
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...modelValues,
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config_id: id,
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}).then(() => {
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message.success(t('common.saveSuccess'))
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})
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.finally(() => {
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setLoading(false)
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})
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}
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const handleRun = () => {
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if (!id) {
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return
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}
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setRunLoading(true)
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updateMemoryExtractionConfig({
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...values,
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...modelValues,
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config_id: id,
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}).then(() => {
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pilotRunMemoryExtractionConfig({
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config_id: id,
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dialogue_text: t('memoryExtractionEngine.exampleText'),
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}).then((res) => {
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message.success(t('common.testSuccess'))
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const response = res as { extracted_result: TestResult }
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setTestResult(response.extracted_result || {})
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localStorage.setItem(`${id}_testResult`, JSON.stringify(response.extracted_result || {}))
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})
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.finally(() => {
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setRunLoading(false)
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})
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})
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}
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return (
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<>
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<div className="rb:text-[24px] rb:font-semibold rb:leading-[32px] rb:mb-[8px]">{t('memoryExtractionEngine.title')}</div>
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<div className="rb:text-[#5B6167] rb:leading-[20px] rb:mb-[24px]">{t('memoryExtractionEngine.subTitle')}</div>
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<Row gutter={[16, 16]}>
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<Col span={12}>
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<Form form={modelForm}>
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<Form.Item
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label={t('memoryExtractionEngine.model')}
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name="llm_id"
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>
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<Select
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placeholder={t('common.pleaseSelect')}
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fieldNames={{
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label: 'name',
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value: 'id',
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}}
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options={modelList}
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/>
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</Form.Item>
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</Form>
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</Col>
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</Row>
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<Card
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type="example"
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title={t('memoryExtractionEngine.example')}
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expanded={expandedKeys.includes('example')}
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handleExpand={handleExpand}
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>
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{expandedKeys.includes('example') &&
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<div className="rb:text-[14px] rb:text-[#5B6167] rb:font-regular rb:leading-[20px]">
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<Markdown content={t('memoryExtractionEngine.exampleText')} />
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</div>
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}
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</Card>
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<Row gutter={[16, 16]} className="rb:mt-[16px]">
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<Col span={14}>
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<Form
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form={form}
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>
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<Space direction="vertical" size={16} style={{ width: '100%' }}>
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{configList.map((item, index) => (
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<Card
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type={item.type}
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title={t(`memoryExtractionEngine.${item.type}`)}
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key={index}
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expanded={expandedKeys.includes(item.type)}
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handleExpand={handleExpand}
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>
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<Space size={20} direction="vertical" style={{width: '100%'}}>
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{item.data.map(vo => (
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<div
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key={vo.title}
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className={clsx(
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`rb:p-[16px_24px] rb:rounded-[8px]`,
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'rb:border-[1px] rb:border-[#DFE4ED]',
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{
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'rb:shadow-[inset_4px_0px_0px_0px_#155EEF]': index % 2 === 0,
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'rb:shadow-[inset_4px_0px_0px_0px_#369F21]': index % 2 !== 0,
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}
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)}
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>
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<div className="rb:text-[16px] rb:font-medium rb:leading-[22px]">{t(`memoryExtractionEngine.${vo.title}`)}</div>
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<div className="rb:mt-[4px] rb:text-[12px] rb:text-[#5B6167] rb:font-regular rb:leading-[16px]">{t(`memoryExtractionEngine.${vo.title}SubTitle`)}</div>
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{vo.list.map(config => (
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<div key={config.label}>
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{config.control === 'button' &&
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<div className="rb:flex rb:items-center rb:justify-between rb:mt-[24px]">
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<div>
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<span className="rb:text-[14px] rb:font-medium rb:leading-[20px]">-{t(`memoryExtractionEngine.${config.label}`)}</span>
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<ConfigDesc config={config} className="rb:ml-[8px]" />
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</div>
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<Form.Item
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name={config.variableName}
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valuePropName="checked"
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className="rb:ml-[8px] rb:mb-[0px]!"
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>
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<Switch />
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</Form.Item>
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</div>
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}
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{config.control === 'select' &&
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<>
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<div className="rb:text-[14px] rb:font-medium rb:leading-[20px] rb:mt-[24px] rb:mb-[8px]">
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-{t(`memoryExtractionEngine.${config.label}`)}
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</div>
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<div className="rb:pl-[8px]">
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<Form.Item
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name={config.variableName}
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>
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<Select
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disabled={config.variableName === 'iteration_period' && iterationPeriodDisabled}
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options={config.options ? config.options.map(item => ({ ...item, label: t(`memoryExtractionEngine.${item.label}`) })) : []}
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/>
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</Form.Item>
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<ConfigDesc config={config} className="rb:mt-[-16px]!" />
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</div>
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</>
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}
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{config.control === 'slider' &&
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<>
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<div className="rb:text-[14px] rb:font-medium rb:leading-[20px] rb:mt-[24px] rb:mb-[8px]">
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-{t(`memoryExtractionEngine.${config.label}`)}
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</div>
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<div className="rb:pl-[8px]">
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<ConfigDesc config={config} className="rb:mb-[10px]" />
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<Form.Item
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name={config.variableName}
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>
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<Slider
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style={{ margin: '0' }}
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min={config.min || 0}
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max={config.max || 1}
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step={config.step || 0.01}
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/>
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</Form.Item>
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<div className="rb:flex rb:items-center rb:justify-between rb:text-[#5B6167] rb:leading-[20px] rb:mt-[-26px]">
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{config.min || 0}
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<span>{t('memoryExtractionEngine.CurrentValue')}: {values?.[config.variableName as keyof ConfigForm]}</span>
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</div>
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</div>
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</>
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}
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{config.control === 'inputNumber' &&
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<>
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<div className="rb:text-[14px] rb:font-medium rb:leading-[20px] rb:mt-[24px] rb:mb-[8px]">
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-{t(`memoryExtractionEngine.${config.label}`)}
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</div>
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<div className="rb:pl-[8px]">
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<Form.Item
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name={config.variableName}
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>
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<InputNumber min={config.min || 0} style={{ width: '100%' }} placeholder={t('common.pleaseEnter')} />
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</Form.Item>
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<ConfigDesc config={config} className="rb:mt-[-16px]!" />
|
|
</div>
|
|
</>
|
|
}
|
|
</div>
|
|
))}
|
|
</div>
|
|
))}
|
|
</Space>
|
|
</Card>
|
|
))}
|
|
</Space>
|
|
</Form>
|
|
</Col>
|
|
<Col span={10}>
|
|
<Card
|
|
title={t('memoryExtractionEngine.exampleMemoryExtractionResults')}
|
|
subTitle={t('memoryExtractionEngine.exampleMemoryExtractionResultsSubTitle')}
|
|
className="rb:min-h-[calc(100vh-330px)]!"
|
|
bodyClassName="rb:min-h-[calc(100vh-388px)]"
|
|
>
|
|
<div
|
|
className="rb:min-h-[calc(100vh-480px)] rb:overflow-y-auto"
|
|
>
|
|
{testResult && Object.keys(testResult).length > 0
|
|
? <>
|
|
<RbAlert color="orange" icon={<ExclamationCircleFilled />} className="rb:mb-[14px]">
|
|
{t('memoryExtractionEngine.warning')}
|
|
</RbAlert>
|
|
|
|
<Space size={16} direction="vertical" style={{ width: '100%' }}>
|
|
{resultObj && Object.keys(resultObj).length > 0 &&
|
|
<RbCard>
|
|
<div className="rb:grid rb:grid-cols-2 rb:gap-[40px_57px]">
|
|
{Object.keys(resultObj).map(key => {
|
|
const keys = (resultObj as Record<string, string>)[key].split('.')
|
|
return (
|
|
<div key={key}>
|
|
<div className="rb:text-[24px] rb:leading-[30px] rb:font-extrabold">{testResult?.[keys[0] as keyof TestResult]?.[keys[1]]}</div>
|
|
<div className="rb:text-[12px] rb:text-[#5B6167] rb:leading-[16px] rb:font-regular">{t(`memoryExtractionEngine.${key}`)}</div>
|
|
<div className="rb:mt-[4px] rb:text-[12px] rb:text-[#369F21] rb:leading-[14px] rb:font-regular">
|
|
{}
|
|
{key === 'extractTheNumberOfEntities'
|
|
? t(`memoryExtractionEngine.${key}Desc`, {
|
|
num: testResult.dedup.total_merged_count,
|
|
exact: testResult.dedup.breakdown.exact,
|
|
fuzzy: testResult.dedup.breakdown.fuzzy,
|
|
llm: testResult.dedup.breakdown.llm,
|
|
})
|
|
: key === 'numberOfEntityDisambiguation'
|
|
? t(`memoryExtractionEngine.${key}Desc`, { num: testResult.disambiguation.effects?.length, block_count: testResult.disambiguation.block_count })
|
|
: key === 'numberOfRelationalTriples'
|
|
? t(`memoryExtractionEngine.${key}Desc`, { num: testResult.triplets.count })
|
|
:t(`memoryExtractionEngine.${key}Desc`)
|
|
}
|
|
</div>
|
|
</div>
|
|
)})}
|
|
</div>
|
|
</RbCard>
|
|
}
|
|
|
|
{testResult?.dedup?.impact && testResult.dedup.impact?.length > 0 &&
|
|
<RbCard
|
|
title={t('memoryExtractionEngine.entityDeduplicationImpact')}
|
|
headerType="borderL"
|
|
headerClassName="rb:before:bg-[#155EEF]!"
|
|
>
|
|
<div className="rb:text-[12px] rb:text-[#5B6167] rb:font-medium rb:leading-[16px]">{t('memoryExtractionEngine.identifyDuplicates')}</div>
|
|
{testResult.dedup.impact.map((item, index) => (
|
|
<div key={index} className="rb:pl-[8px] rb:mt-[8px] rb:text-[12px] rb:text-[#5B6167] rb:font-regular rb:leading-[16px]">
|
|
-{t('memoryExtractionEngine.identifyDuplicatesDesc', { ...item })}
|
|
</div>
|
|
))}
|
|
|
|
<RbAlert color="blue" icon={<CheckCircleFilled />} className="rb:mt-[12px]">
|
|
{t('memoryExtractionEngine.entityDeduplicationImpactDesc', { count: testResult.dedup.impact.length })}
|
|
</RbAlert>
|
|
</RbCard>
|
|
}
|
|
|
|
{testResult?.disambiguation && testResult.disambiguation?.effects?.length > 0 &&
|
|
<RbCard
|
|
title={t('memoryExtractionEngine.theEffectOfEntityDisambiguationLLMDriven')}
|
|
headerType="borderL"
|
|
headerClassName="rb:before:bg-[#155EEF]!"
|
|
>
|
|
{testResult.disambiguation.effects.map((item, index) => (
|
|
<div key={index} className={clsx("rb:text-[12px] rb:text-[#5B6167] rb:leading-[16px]", {
|
|
'rb:mt-[16px]': index > 0,
|
|
})}>
|
|
<div className="rb:font-medium rb:mb-[8px]">Disagreement Case {index +1}:</div>
|
|
-{item.left.name}({item.left.type}) vs {item.right.name}({item.right.type}) → <span className="rb:text-[#369F21]">{item.result}</span>
|
|
</div>
|
|
))}
|
|
|
|
<RbAlert color="blue" icon={<CheckCircleFilled />} className="rb:mt-[12px]">
|
|
{t('memoryExtractionEngine.entityDeduplicationImpactDesc', { count: testResult.dedup.impact.length })}
|
|
</RbAlert>
|
|
</RbCard>
|
|
}
|
|
|
|
{testResult?.core_entities && testResult?.core_entities.length > 0 &&
|
|
<RbCard
|
|
title={t('memoryExtractionEngine.coreEntitiesAfterDedup')}
|
|
headerType="borderL"
|
|
headerClassName="rb:before:bg-[#369F21]!"
|
|
>
|
|
<div className="rb:grid rb:grid-cols-2 rb:gap-[24px]">
|
|
{testResult.core_entities.map(item => (
|
|
<div key={item.type} className="rb:text-[12px]">
|
|
<div className="rb:text-[#369F21] rb:font-medium">{item.type}({item.count})</div>
|
|
|
|
<div>
|
|
{item.entities.map((entity, index) => (
|
|
<div key={index} className="rb:text-[#5B6167] rb:font-regular rb:leading-[16px]">
|
|
-{entity}
|
|
</div>
|
|
))}
|
|
</div>
|
|
</div>
|
|
))}
|
|
</div>
|
|
</RbCard>
|
|
}
|
|
|
|
{testResult?.triplet_samples && testResult?.triplet_samples.length > 0 &&
|
|
<RbCard
|
|
title={t('memoryExtractionEngine.extractRelationalTriples')}
|
|
headerType="borderL"
|
|
headerClassName="rb:before:bg-[#9C6FFF]!"
|
|
>
|
|
<Space size={8} direction="vertical" className="rb:w-full">
|
|
{testResult.triplet_samples.map((item, index) => (
|
|
<div key={index} className="rb:text-[12px]">
|
|
-({item.subject}, <span className="rb:text-[#9C6FFF] rb:font-medium">{item.predicate}</span>, {item.object})
|
|
</div>
|
|
))}
|
|
</Space>
|
|
<RbAlert color="purple" icon={<CheckCircleFilled />} className="rb:mt-[12px]">
|
|
{t('memoryExtractionEngine.extractRelationalTriplesDesc', { count: testResult.triplet_samples.length })}
|
|
</RbAlert>
|
|
</RbCard>
|
|
}
|
|
</Space>
|
|
</>
|
|
: loading
|
|
? <Skeleton />
|
|
: <Empty className="rb:h-full" />
|
|
}
|
|
</div>
|
|
|
|
<div className="rb:grid rb:grid-cols-2 rb:gap-[16px] rb:mt-[20px]">
|
|
<Button block loading={loading} onClick={handleSave}>{t('common.save')}</Button>
|
|
<Button block type="primary" loading={runLoading} onClick={handleRun}>{t('memoryExtractionEngine.debug')}</Button>
|
|
</div>
|
|
</Card>
|
|
</Col>
|
|
</Row>
|
|
</>
|
|
)
|
|
}
|
|
export default MemoryExtractionEngine |