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use-config.ts 15KB

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  1. import {
  2. useCallback,
  3. useEffect,
  4. useRef,
  5. useState,
  6. } from 'react'
  7. import produce from 'immer'
  8. import { isEqual } from 'lodash-es'
  9. import { v4 as uuid4 } from 'uuid'
  10. import type { ValueSelector, Var } from '../../types'
  11. import { BlockEnum, VarType } from '../../types'
  12. import {
  13. useIsChatMode,
  14. useNodesReadOnly,
  15. useWorkflow,
  16. } from '../../hooks'
  17. import type {
  18. HandleAddCondition,
  19. HandleRemoveCondition,
  20. HandleToggleConditionLogicalOperator,
  21. HandleUpdateCondition,
  22. KnowledgeRetrievalNodeType,
  23. MetadataFilteringModeEnum,
  24. MultipleRetrievalConfig,
  25. } from './types'
  26. import {
  27. ComparisonOperator,
  28. LogicalOperator,
  29. MetadataFilteringVariableType,
  30. } from './types'
  31. import {
  32. getMultipleRetrievalConfig,
  33. getSelectedDatasetsMode,
  34. } from './utils'
  35. import { RETRIEVE_TYPE } from '@/types/app'
  36. import { DATASET_DEFAULT } from '@/config'
  37. import type { DataSet } from '@/models/datasets'
  38. import { fetchDatasets } from '@/service/datasets'
  39. import useNodeCrud from '@/app/components/workflow/nodes/_base/hooks/use-node-crud'
  40. import { useCurrentProviderAndModel, useModelListAndDefaultModelAndCurrentProviderAndModel } from '@/app/components/header/account-setting/model-provider-page/hooks'
  41. import { ModelTypeEnum } from '@/app/components/header/account-setting/model-provider-page/declarations'
  42. import useAvailableVarList from '@/app/components/workflow/nodes/_base/hooks/use-available-var-list'
  43. import { useDatasetsDetailStore } from '../../datasets-detail-store/store'
  44. const useConfig = (id: string, payload: KnowledgeRetrievalNodeType) => {
  45. const { nodesReadOnly: readOnly } = useNodesReadOnly()
  46. const isChatMode = useIsChatMode()
  47. const { getBeforeNodesInSameBranch } = useWorkflow()
  48. const startNode = getBeforeNodesInSameBranch(id).find(node => node.data.type === BlockEnum.Start)
  49. const startNodeId = startNode?.id
  50. const { inputs, setInputs: doSetInputs } = useNodeCrud<KnowledgeRetrievalNodeType>(id, payload)
  51. const updateDatasetsDetail = useDatasetsDetailStore(s => s.updateDatasetsDetail)
  52. const inputRef = useRef(inputs)
  53. const setInputs = useCallback((s: KnowledgeRetrievalNodeType) => {
  54. const newInputs = produce(s, (draft) => {
  55. if (s.retrieval_mode === RETRIEVE_TYPE.multiWay)
  56. delete draft.single_retrieval_config
  57. else
  58. delete draft.multiple_retrieval_config
  59. })
  60. // not work in pass to draft...
  61. doSetInputs(newInputs)
  62. inputRef.current = newInputs
  63. }, [doSetInputs])
  64. const handleQueryVarChange = useCallback((newVar: ValueSelector | string) => {
  65. const newInputs = produce(inputs, (draft) => {
  66. draft.query_variable_selector = newVar as ValueSelector
  67. })
  68. setInputs(newInputs)
  69. }, [inputs, setInputs])
  70. const {
  71. currentProvider,
  72. currentModel,
  73. } = useModelListAndDefaultModelAndCurrentProviderAndModel(ModelTypeEnum.textGeneration)
  74. const {
  75. modelList: rerankModelList,
  76. defaultModel: rerankDefaultModel,
  77. } = useModelListAndDefaultModelAndCurrentProviderAndModel(ModelTypeEnum.rerank)
  78. const {
  79. currentModel: currentRerankModel,
  80. currentProvider: currentRerankProvider,
  81. } = useCurrentProviderAndModel(
  82. rerankModelList,
  83. rerankDefaultModel
  84. ? {
  85. ...rerankDefaultModel,
  86. provider: rerankDefaultModel.provider.provider,
  87. }
  88. : undefined,
  89. )
  90. const handleModelChanged = useCallback((model: { provider: string; modelId: string; mode?: string }) => {
  91. const newInputs = produce(inputRef.current, (draft) => {
  92. if (!draft.single_retrieval_config) {
  93. draft.single_retrieval_config = {
  94. model: {
  95. provider: '',
  96. name: '',
  97. mode: '',
  98. completion_params: {},
  99. },
  100. }
  101. }
  102. const draftModel = draft.single_retrieval_config?.model
  103. draftModel.provider = model.provider
  104. draftModel.name = model.modelId
  105. draftModel.mode = model.mode!
  106. })
  107. setInputs(newInputs)
  108. }, [setInputs])
  109. const handleCompletionParamsChange = useCallback((newParams: Record<string, any>) => {
  110. // inputRef.current.single_retrieval_config?.model is old when change the provider...
  111. if (isEqual(newParams, inputRef.current.single_retrieval_config?.model.completion_params))
  112. return
  113. const newInputs = produce(inputRef.current, (draft) => {
  114. if (!draft.single_retrieval_config) {
  115. draft.single_retrieval_config = {
  116. model: {
  117. provider: '',
  118. name: '',
  119. mode: '',
  120. completion_params: {},
  121. },
  122. }
  123. }
  124. draft.single_retrieval_config.model.completion_params = newParams
  125. })
  126. setInputs(newInputs)
  127. }, [setInputs])
  128. // set defaults models
  129. useEffect(() => {
  130. const inputs = inputRef.current
  131. if (inputs.retrieval_mode === RETRIEVE_TYPE.multiWay && inputs.multiple_retrieval_config?.reranking_model?.provider && currentRerankModel && rerankDefaultModel)
  132. return
  133. if (inputs.retrieval_mode === RETRIEVE_TYPE.oneWay && inputs.single_retrieval_config?.model?.provider)
  134. return
  135. const newInput = produce(inputs, (draft) => {
  136. if (currentProvider?.provider && currentModel?.model) {
  137. const hasSetModel = draft.single_retrieval_config?.model?.provider
  138. if (!hasSetModel) {
  139. draft.single_retrieval_config = {
  140. model: {
  141. provider: currentProvider?.provider,
  142. name: currentModel?.model,
  143. mode: currentModel?.model_properties?.mode as string,
  144. completion_params: {},
  145. },
  146. }
  147. }
  148. }
  149. const multipleRetrievalConfig = draft.multiple_retrieval_config
  150. draft.multiple_retrieval_config = {
  151. top_k: multipleRetrievalConfig?.top_k || DATASET_DEFAULT.top_k,
  152. score_threshold: multipleRetrievalConfig?.score_threshold,
  153. reranking_model: multipleRetrievalConfig?.reranking_model,
  154. reranking_mode: multipleRetrievalConfig?.reranking_mode,
  155. weights: multipleRetrievalConfig?.weights,
  156. reranking_enable: multipleRetrievalConfig?.reranking_enable !== undefined
  157. ? multipleRetrievalConfig.reranking_enable
  158. : Boolean(currentRerankModel && rerankDefaultModel),
  159. }
  160. })
  161. setInputs(newInput)
  162. // eslint-disable-next-line react-hooks/exhaustive-deps
  163. }, [currentProvider?.provider, currentModel, currentRerankModel, rerankDefaultModel])
  164. const [selectedDatasets, setSelectedDatasets] = useState<DataSet[]>([])
  165. const [rerankModelOpen, setRerankModelOpen] = useState(false)
  166. const handleRetrievalModeChange = useCallback((newMode: RETRIEVE_TYPE) => {
  167. const newInputs = produce(inputs, (draft) => {
  168. draft.retrieval_mode = newMode
  169. if (newMode === RETRIEVE_TYPE.multiWay) {
  170. const multipleRetrievalConfig = draft.multiple_retrieval_config
  171. draft.multiple_retrieval_config = getMultipleRetrievalConfig(multipleRetrievalConfig!, selectedDatasets, selectedDatasets, {
  172. provider: currentRerankProvider?.provider,
  173. model: currentRerankModel?.model,
  174. })
  175. }
  176. else {
  177. const hasSetModel = draft.single_retrieval_config?.model?.provider
  178. if (!hasSetModel) {
  179. draft.single_retrieval_config = {
  180. model: {
  181. provider: currentProvider?.provider || '',
  182. name: currentModel?.model || '',
  183. mode: currentModel?.model_properties?.mode as string,
  184. completion_params: {},
  185. },
  186. }
  187. }
  188. }
  189. })
  190. setInputs(newInputs)
  191. }, [currentModel?.model, currentModel?.model_properties?.mode, currentProvider?.provider, inputs, setInputs, selectedDatasets, currentRerankModel, currentRerankProvider])
  192. const handleMultipleRetrievalConfigChange = useCallback((newConfig: MultipleRetrievalConfig) => {
  193. const newInputs = produce(inputs, (draft) => {
  194. draft.multiple_retrieval_config = getMultipleRetrievalConfig(newConfig!, selectedDatasets, selectedDatasets, {
  195. provider: currentRerankProvider?.provider,
  196. model: currentRerankModel?.model,
  197. })
  198. })
  199. setInputs(newInputs)
  200. }, [inputs, setInputs, selectedDatasets, currentRerankModel, currentRerankProvider])
  201. const [selectedDatasetsLoaded, setSelectedDatasetsLoaded] = useState(false)
  202. // datasets
  203. useEffect(() => {
  204. (async () => {
  205. const inputs = inputRef.current
  206. const datasetIds = inputs.dataset_ids
  207. if (datasetIds?.length > 0) {
  208. const { data: dataSetsWithDetail } = await fetchDatasets({ url: '/datasets', params: { page: 1, ids: datasetIds } as any })
  209. setSelectedDatasets(dataSetsWithDetail)
  210. }
  211. const newInputs = produce(inputs, (draft) => {
  212. draft.dataset_ids = datasetIds
  213. })
  214. setInputs(newInputs)
  215. setSelectedDatasetsLoaded(true)
  216. })()
  217. // eslint-disable-next-line react-hooks/exhaustive-deps
  218. }, [])
  219. useEffect(() => {
  220. const inputs = inputRef.current
  221. let query_variable_selector: ValueSelector = inputs.query_variable_selector
  222. if (isChatMode && inputs.query_variable_selector.length === 0 && startNodeId)
  223. query_variable_selector = [startNodeId, 'sys.query']
  224. setInputs(produce(inputs, (draft) => {
  225. draft.query_variable_selector = query_variable_selector
  226. }))
  227. // eslint-disable-next-line react-hooks/exhaustive-deps
  228. }, [])
  229. const handleOnDatasetsChange = useCallback((newDatasets: DataSet[]) => {
  230. const {
  231. mixtureHighQualityAndEconomic,
  232. mixtureInternalAndExternal,
  233. inconsistentEmbeddingModel,
  234. allInternal,
  235. allExternal,
  236. } = getSelectedDatasetsMode(newDatasets)
  237. const newInputs = produce(inputs, (draft) => {
  238. draft.dataset_ids = newDatasets.map(d => d.id)
  239. if (payload.retrieval_mode === RETRIEVE_TYPE.multiWay && newDatasets.length > 0) {
  240. const multipleRetrievalConfig = draft.multiple_retrieval_config
  241. draft.multiple_retrieval_config = getMultipleRetrievalConfig(multipleRetrievalConfig!, newDatasets, selectedDatasets, {
  242. provider: currentRerankProvider?.provider,
  243. model: currentRerankModel?.model,
  244. })
  245. }
  246. })
  247. updateDatasetsDetail(newDatasets)
  248. setInputs(newInputs)
  249. setSelectedDatasets(newDatasets)
  250. if (
  251. (allInternal && (mixtureHighQualityAndEconomic || inconsistentEmbeddingModel))
  252. || mixtureInternalAndExternal
  253. || allExternal
  254. )
  255. setRerankModelOpen(true)
  256. }, [inputs, setInputs, payload.retrieval_mode, selectedDatasets, currentRerankModel, currentRerankProvider, updateDatasetsDetail])
  257. const filterVar = useCallback((varPayload: Var) => {
  258. return varPayload.type === VarType.string
  259. }, [])
  260. const handleMetadataFilterModeChange = useCallback((newMode: MetadataFilteringModeEnum) => {
  261. setInputs(produce(inputRef.current, (draft) => {
  262. draft.metadata_filtering_mode = newMode
  263. }))
  264. }, [setInputs])
  265. const handleAddCondition = useCallback<HandleAddCondition>(({ name, type }) => {
  266. let operator: ComparisonOperator = ComparisonOperator.is
  267. if (type === MetadataFilteringVariableType.number)
  268. operator = ComparisonOperator.equal
  269. const newCondition = {
  270. id: uuid4(),
  271. name,
  272. comparison_operator: operator,
  273. }
  274. const newInputs = produce(inputRef.current, (draft) => {
  275. if (draft.metadata_filtering_conditions) {
  276. draft.metadata_filtering_conditions.conditions.push(newCondition)
  277. }
  278. else {
  279. draft.metadata_filtering_conditions = {
  280. logical_operator: LogicalOperator.and,
  281. conditions: [newCondition],
  282. }
  283. }
  284. })
  285. setInputs(newInputs)
  286. }, [setInputs])
  287. const handleRemoveCondition = useCallback<HandleRemoveCondition>((id) => {
  288. const conditions = inputRef.current.metadata_filtering_conditions?.conditions || []
  289. const index = conditions.findIndex(c => c.id === id)
  290. const newInputs = produce(inputRef.current, (draft) => {
  291. if (index > -1)
  292. draft.metadata_filtering_conditions?.conditions.splice(index, 1)
  293. })
  294. setInputs(newInputs)
  295. }, [setInputs])
  296. const handleUpdateCondition = useCallback<HandleUpdateCondition>((id, newCondition) => {
  297. const conditions = inputRef.current.metadata_filtering_conditions?.conditions || []
  298. const index = conditions.findIndex(c => c.id === id)
  299. const newInputs = produce(inputRef.current, (draft) => {
  300. if (index > -1)
  301. draft.metadata_filtering_conditions!.conditions[index] = newCondition
  302. })
  303. setInputs(newInputs)
  304. }, [setInputs])
  305. const handleToggleConditionLogicalOperator = useCallback<HandleToggleConditionLogicalOperator>(() => {
  306. const oldLogicalOperator = inputRef.current.metadata_filtering_conditions?.logical_operator
  307. const newLogicalOperator = oldLogicalOperator === LogicalOperator.and ? LogicalOperator.or : LogicalOperator.and
  308. const newInputs = produce(inputRef.current, (draft) => {
  309. draft.metadata_filtering_conditions!.logical_operator = newLogicalOperator
  310. })
  311. setInputs(newInputs)
  312. }, [setInputs])
  313. const handleMetadataModelChange = useCallback((model: { provider: string; modelId: string; mode?: string }) => {
  314. const newInputs = produce(inputRef.current, (draft) => {
  315. draft.metadata_model_config = {
  316. provider: model.provider,
  317. name: model.modelId,
  318. mode: model.mode || 'chat',
  319. completion_params: draft.metadata_model_config?.completion_params || { temperature: 0.7 },
  320. }
  321. })
  322. setInputs(newInputs)
  323. }, [setInputs])
  324. const handleMetadataCompletionParamsChange = useCallback((newParams: Record<string, any>) => {
  325. const newInputs = produce(inputRef.current, (draft) => {
  326. draft.metadata_model_config = {
  327. ...draft.metadata_model_config!,
  328. completion_params: newParams,
  329. }
  330. })
  331. setInputs(newInputs)
  332. }, [setInputs])
  333. const filterStringVar = useCallback((varPayload: Var) => {
  334. return [VarType.string].includes(varPayload.type)
  335. }, [])
  336. const {
  337. availableVars: availableStringVars,
  338. availableNodesWithParent: availableStringNodesWithParent,
  339. } = useAvailableVarList(id, {
  340. onlyLeafNodeVar: false,
  341. filterVar: filterStringVar,
  342. })
  343. const filterNumberVar = useCallback((varPayload: Var) => {
  344. return [VarType.number].includes(varPayload.type)
  345. }, [])
  346. const {
  347. availableVars: availableNumberVars,
  348. availableNodesWithParent: availableNumberNodesWithParent,
  349. } = useAvailableVarList(id, {
  350. onlyLeafNodeVar: false,
  351. filterVar: filterNumberVar,
  352. })
  353. return {
  354. readOnly,
  355. inputs,
  356. handleQueryVarChange,
  357. filterVar,
  358. handleRetrievalModeChange,
  359. handleMultipleRetrievalConfigChange,
  360. handleModelChanged,
  361. handleCompletionParamsChange,
  362. selectedDatasets: selectedDatasets.filter(d => d.name),
  363. selectedDatasetsLoaded,
  364. handleOnDatasetsChange,
  365. rerankModelOpen,
  366. setRerankModelOpen,
  367. handleMetadataFilterModeChange,
  368. handleUpdateCondition,
  369. handleAddCondition,
  370. handleRemoveCondition,
  371. handleToggleConditionLogicalOperator,
  372. handleMetadataModelChange,
  373. handleMetadataCompletionParamsChange,
  374. availableStringVars,
  375. availableStringNodesWithParent,
  376. availableNumberVars,
  377. availableNumberNodesWithParent,
  378. }
  379. }
  380. export default useConfig