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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. }, [currentProvider?.provider, currentModel, currentRerankModel, rerankDefaultModel])
  163. const [selectedDatasets, setSelectedDatasets] = useState<DataSet[]>([])
  164. const [rerankModelOpen, setRerankModelOpen] = useState(false)
  165. const handleRetrievalModeChange = useCallback((newMode: RETRIEVE_TYPE) => {
  166. const newInputs = produce(inputs, (draft) => {
  167. draft.retrieval_mode = newMode
  168. if (newMode === RETRIEVE_TYPE.multiWay) {
  169. const multipleRetrievalConfig = draft.multiple_retrieval_config
  170. draft.multiple_retrieval_config = getMultipleRetrievalConfig(multipleRetrievalConfig!, selectedDatasets, selectedDatasets, {
  171. provider: currentRerankProvider?.provider,
  172. model: currentRerankModel?.model,
  173. })
  174. }
  175. else {
  176. const hasSetModel = draft.single_retrieval_config?.model?.provider
  177. if (!hasSetModel) {
  178. draft.single_retrieval_config = {
  179. model: {
  180. provider: currentProvider?.provider || '',
  181. name: currentModel?.model || '',
  182. mode: currentModel?.model_properties?.mode as string,
  183. completion_params: {},
  184. },
  185. }
  186. }
  187. }
  188. })
  189. setInputs(newInputs)
  190. }, [currentModel?.model, currentModel?.model_properties?.mode, currentProvider?.provider, inputs, setInputs, selectedDatasets, currentRerankModel, currentRerankProvider])
  191. const handleMultipleRetrievalConfigChange = useCallback((newConfig: MultipleRetrievalConfig) => {
  192. const newInputs = produce(inputs, (draft) => {
  193. draft.multiple_retrieval_config = getMultipleRetrievalConfig(newConfig!, selectedDatasets, selectedDatasets, {
  194. provider: currentRerankProvider?.provider,
  195. model: currentRerankModel?.model,
  196. })
  197. })
  198. setInputs(newInputs)
  199. }, [inputs, setInputs, selectedDatasets, currentRerankModel, currentRerankProvider])
  200. const [selectedDatasetsLoaded, setSelectedDatasetsLoaded] = useState(false)
  201. // datasets
  202. useEffect(() => {
  203. (async () => {
  204. const inputs = inputRef.current
  205. const datasetIds = inputs.dataset_ids
  206. if (datasetIds?.length > 0) {
  207. const { data: dataSetsWithDetail } = await fetchDatasets({ url: '/datasets', params: { page: 1, ids: datasetIds } as any })
  208. setSelectedDatasets(dataSetsWithDetail)
  209. }
  210. const newInputs = produce(inputs, (draft) => {
  211. draft.dataset_ids = datasetIds
  212. })
  213. setInputs(newInputs)
  214. setSelectedDatasetsLoaded(true)
  215. })()
  216. }, [])
  217. useEffect(() => {
  218. const inputs = inputRef.current
  219. let query_variable_selector: ValueSelector = inputs.query_variable_selector
  220. if (isChatMode && inputs.query_variable_selector.length === 0 && startNodeId)
  221. query_variable_selector = [startNodeId, 'sys.query']
  222. setInputs(produce(inputs, (draft) => {
  223. draft.query_variable_selector = query_variable_selector
  224. }))
  225. }, [])
  226. const handleOnDatasetsChange = useCallback((newDatasets: DataSet[]) => {
  227. const {
  228. mixtureHighQualityAndEconomic,
  229. mixtureInternalAndExternal,
  230. inconsistentEmbeddingModel,
  231. allInternal,
  232. allExternal,
  233. } = getSelectedDatasetsMode(newDatasets)
  234. const newInputs = produce(inputs, (draft) => {
  235. draft.dataset_ids = newDatasets.map(d => d.id)
  236. if (payload.retrieval_mode === RETRIEVE_TYPE.multiWay && newDatasets.length > 0) {
  237. const multipleRetrievalConfig = draft.multiple_retrieval_config
  238. draft.multiple_retrieval_config = getMultipleRetrievalConfig(multipleRetrievalConfig!, newDatasets, selectedDatasets, {
  239. provider: currentRerankProvider?.provider,
  240. model: currentRerankModel?.model,
  241. })
  242. }
  243. })
  244. updateDatasetsDetail(newDatasets)
  245. setInputs(newInputs)
  246. setSelectedDatasets(newDatasets)
  247. if (
  248. (allInternal && (mixtureHighQualityAndEconomic || inconsistentEmbeddingModel))
  249. || mixtureInternalAndExternal
  250. || allExternal
  251. )
  252. setRerankModelOpen(true)
  253. }, [inputs, setInputs, payload.retrieval_mode, selectedDatasets, currentRerankModel, currentRerankProvider, updateDatasetsDetail])
  254. const filterVar = useCallback((varPayload: Var) => {
  255. return varPayload.type === VarType.string
  256. }, [])
  257. const handleMetadataFilterModeChange = useCallback((newMode: MetadataFilteringModeEnum) => {
  258. setInputs(produce(inputRef.current, (draft) => {
  259. draft.metadata_filtering_mode = newMode
  260. }))
  261. }, [setInputs])
  262. const handleAddCondition = useCallback<HandleAddCondition>(({ name, type }) => {
  263. let operator: ComparisonOperator = ComparisonOperator.is
  264. if (type === MetadataFilteringVariableType.number)
  265. operator = ComparisonOperator.equal
  266. const newCondition = {
  267. id: uuid4(),
  268. name,
  269. comparison_operator: operator,
  270. }
  271. const newInputs = produce(inputRef.current, (draft) => {
  272. if (draft.metadata_filtering_conditions) {
  273. draft.metadata_filtering_conditions.conditions.push(newCondition)
  274. }
  275. else {
  276. draft.metadata_filtering_conditions = {
  277. logical_operator: LogicalOperator.and,
  278. conditions: [newCondition],
  279. }
  280. }
  281. })
  282. setInputs(newInputs)
  283. }, [setInputs])
  284. const handleRemoveCondition = useCallback<HandleRemoveCondition>((id) => {
  285. const conditions = inputRef.current.metadata_filtering_conditions?.conditions || []
  286. const index = conditions.findIndex(c => c.id === id)
  287. const newInputs = produce(inputRef.current, (draft) => {
  288. if (index > -1)
  289. draft.metadata_filtering_conditions?.conditions.splice(index, 1)
  290. })
  291. setInputs(newInputs)
  292. }, [setInputs])
  293. const handleUpdateCondition = useCallback<HandleUpdateCondition>((id, newCondition) => {
  294. const conditions = inputRef.current.metadata_filtering_conditions?.conditions || []
  295. const index = conditions.findIndex(c => c.id === id)
  296. const newInputs = produce(inputRef.current, (draft) => {
  297. if (index > -1)
  298. draft.metadata_filtering_conditions!.conditions[index] = newCondition
  299. })
  300. setInputs(newInputs)
  301. }, [setInputs])
  302. const handleToggleConditionLogicalOperator = useCallback<HandleToggleConditionLogicalOperator>(() => {
  303. const oldLogicalOperator = inputRef.current.metadata_filtering_conditions?.logical_operator
  304. const newLogicalOperator = oldLogicalOperator === LogicalOperator.and ? LogicalOperator.or : LogicalOperator.and
  305. const newInputs = produce(inputRef.current, (draft) => {
  306. draft.metadata_filtering_conditions!.logical_operator = newLogicalOperator
  307. })
  308. setInputs(newInputs)
  309. }, [setInputs])
  310. const handleMetadataModelChange = useCallback((model: { provider: string; modelId: string; mode?: string }) => {
  311. const newInputs = produce(inputRef.current, (draft) => {
  312. draft.metadata_model_config = {
  313. provider: model.provider,
  314. name: model.modelId,
  315. mode: model.mode || 'chat',
  316. completion_params: draft.metadata_model_config?.completion_params || { temperature: 0.7 },
  317. }
  318. })
  319. setInputs(newInputs)
  320. }, [setInputs])
  321. const handleMetadataCompletionParamsChange = useCallback((newParams: Record<string, any>) => {
  322. const newInputs = produce(inputRef.current, (draft) => {
  323. draft.metadata_model_config = {
  324. ...draft.metadata_model_config!,
  325. completion_params: newParams,
  326. }
  327. })
  328. setInputs(newInputs)
  329. }, [setInputs])
  330. const filterStringVar = useCallback((varPayload: Var) => {
  331. return [VarType.string].includes(varPayload.type)
  332. }, [])
  333. const {
  334. availableVars: availableStringVars,
  335. availableNodesWithParent: availableStringNodesWithParent,
  336. } = useAvailableVarList(id, {
  337. onlyLeafNodeVar: false,
  338. filterVar: filterStringVar,
  339. })
  340. const filterNumberVar = useCallback((varPayload: Var) => {
  341. return [VarType.number].includes(varPayload.type)
  342. }, [])
  343. const {
  344. availableVars: availableNumberVars,
  345. availableNodesWithParent: availableNumberNodesWithParent,
  346. } = useAvailableVarList(id, {
  347. onlyLeafNodeVar: false,
  348. filterVar: filterNumberVar,
  349. })
  350. return {
  351. readOnly,
  352. inputs,
  353. handleQueryVarChange,
  354. filterVar,
  355. handleRetrievalModeChange,
  356. handleMultipleRetrievalConfigChange,
  357. handleModelChanged,
  358. handleCompletionParamsChange,
  359. selectedDatasets: selectedDatasets.filter(d => d.name),
  360. selectedDatasetsLoaded,
  361. handleOnDatasetsChange,
  362. rerankModelOpen,
  363. setRerankModelOpen,
  364. handleMetadataFilterModeChange,
  365. handleUpdateCondition,
  366. handleAddCondition,
  367. handleRemoveCondition,
  368. handleToggleConditionLogicalOperator,
  369. handleMetadataModelChange,
  370. handleMetadataCompletionParamsChange,
  371. availableStringVars,
  372. availableStringNodesWithParent,
  373. availableNumberVars,
  374. availableNumberNodesWithParent,
  375. }
  376. }
  377. export default useConfig