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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. }, [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. const newMultipleRetrievalConfig = getMultipleRetrievalConfig(newConfig!, selectedDatasets, selectedDatasets, {
  194. provider: currentRerankProvider?.provider,
  195. model: currentRerankModel?.model,
  196. })
  197. draft.multiple_retrieval_config = newMultipleRetrievalConfig
  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. }, [])
  218. useEffect(() => {
  219. const inputs = inputRef.current
  220. let query_variable_selector: ValueSelector = inputs.query_variable_selector
  221. if (isChatMode && inputs.query_variable_selector.length === 0 && startNodeId)
  222. query_variable_selector = [startNodeId, 'sys.query']
  223. setInputs(produce(inputs, (draft) => {
  224. draft.query_variable_selector = query_variable_selector
  225. }))
  226. }, [])
  227. const handleOnDatasetsChange = useCallback((newDatasets: DataSet[]) => {
  228. const {
  229. mixtureHighQualityAndEconomic,
  230. mixtureInternalAndExternal,
  231. inconsistentEmbeddingModel,
  232. allInternal,
  233. allExternal,
  234. } = getSelectedDatasetsMode(newDatasets)
  235. const newInputs = produce(inputs, (draft) => {
  236. draft.dataset_ids = newDatasets.map(d => d.id)
  237. if (payload.retrieval_mode === RETRIEVE_TYPE.multiWay && newDatasets.length > 0) {
  238. const multipleRetrievalConfig = draft.multiple_retrieval_config
  239. const newMultipleRetrievalConfig = getMultipleRetrievalConfig(multipleRetrievalConfig!, newDatasets, selectedDatasets, {
  240. provider: currentRerankProvider?.provider,
  241. model: currentRerankModel?.model,
  242. })
  243. draft.multiple_retrieval_config = newMultipleRetrievalConfig
  244. }
  245. })
  246. updateDatasetsDetail(newDatasets)
  247. setInputs(newInputs)
  248. setSelectedDatasets(newDatasets)
  249. if (
  250. (allInternal && (mixtureHighQualityAndEconomic || inconsistentEmbeddingModel))
  251. || mixtureInternalAndExternal
  252. || allExternal
  253. )
  254. setRerankModelOpen(true)
  255. }, [inputs, setInputs, payload.retrieval_mode, selectedDatasets, currentRerankModel, currentRerankProvider, updateDatasetsDetail])
  256. const filterVar = useCallback((varPayload: Var) => {
  257. return varPayload.type === VarType.string
  258. }, [])
  259. const handleMetadataFilterModeChange = useCallback((newMode: MetadataFilteringModeEnum) => {
  260. setInputs(produce(inputRef.current, (draft) => {
  261. draft.metadata_filtering_mode = newMode
  262. }))
  263. }, [setInputs])
  264. const handleAddCondition = useCallback<HandleAddCondition>(({ name, type }) => {
  265. let operator: ComparisonOperator = ComparisonOperator.is
  266. if (type === MetadataFilteringVariableType.number)
  267. operator = ComparisonOperator.equal
  268. const newCondition = {
  269. id: uuid4(),
  270. name,
  271. comparison_operator: operator,
  272. }
  273. const newInputs = produce(inputRef.current, (draft) => {
  274. if (draft.metadata_filtering_conditions) {
  275. draft.metadata_filtering_conditions.conditions.push(newCondition)
  276. }
  277. else {
  278. draft.metadata_filtering_conditions = {
  279. logical_operator: LogicalOperator.and,
  280. conditions: [newCondition],
  281. }
  282. }
  283. })
  284. setInputs(newInputs)
  285. }, [setInputs])
  286. const handleRemoveCondition = useCallback<HandleRemoveCondition>((id) => {
  287. const conditions = inputRef.current.metadata_filtering_conditions?.conditions || []
  288. const index = conditions.findIndex(c => c.id === id)
  289. const newInputs = produce(inputRef.current, (draft) => {
  290. if (index > -1)
  291. draft.metadata_filtering_conditions?.conditions.splice(index, 1)
  292. })
  293. setInputs(newInputs)
  294. }, [setInputs])
  295. const handleUpdateCondition = useCallback<HandleUpdateCondition>((id, newCondition) => {
  296. const conditions = inputRef.current.metadata_filtering_conditions?.conditions || []
  297. const index = conditions.findIndex(c => c.id === id)
  298. const newInputs = produce(inputRef.current, (draft) => {
  299. if (index > -1)
  300. draft.metadata_filtering_conditions!.conditions[index] = newCondition
  301. })
  302. setInputs(newInputs)
  303. }, [setInputs])
  304. const handleToggleConditionLogicalOperator = useCallback<HandleToggleConditionLogicalOperator>(() => {
  305. const oldLogicalOperator = inputRef.current.metadata_filtering_conditions?.logical_operator
  306. const newLogicalOperator = oldLogicalOperator === LogicalOperator.and ? LogicalOperator.or : LogicalOperator.and
  307. const newInputs = produce(inputRef.current, (draft) => {
  308. draft.metadata_filtering_conditions!.logical_operator = newLogicalOperator
  309. })
  310. setInputs(newInputs)
  311. }, [setInputs])
  312. const handleMetadataModelChange = useCallback((model: { provider: string; modelId: string; mode?: string }) => {
  313. const newInputs = produce(inputRef.current, (draft) => {
  314. draft.metadata_model_config = {
  315. provider: model.provider,
  316. name: model.modelId,
  317. mode: model.mode || 'chat',
  318. completion_params: draft.metadata_model_config?.completion_params || { temperature: 0.7 },
  319. }
  320. })
  321. setInputs(newInputs)
  322. }, [setInputs])
  323. const handleMetadataCompletionParamsChange = useCallback((newParams: Record<string, any>) => {
  324. const newInputs = produce(inputRef.current, (draft) => {
  325. draft.metadata_model_config = {
  326. ...draft.metadata_model_config!,
  327. completion_params: newParams,
  328. }
  329. })
  330. setInputs(newInputs)
  331. }, [setInputs])
  332. const filterStringVar = useCallback((varPayload: Var) => {
  333. return [VarType.string].includes(varPayload.type)
  334. }, [])
  335. const {
  336. availableVars: availableStringVars,
  337. availableNodesWithParent: availableStringNodesWithParent,
  338. } = useAvailableVarList(id, {
  339. onlyLeafNodeVar: false,
  340. filterVar: filterStringVar,
  341. })
  342. const filterNumberVar = useCallback((varPayload: Var) => {
  343. return [VarType.number].includes(varPayload.type)
  344. }, [])
  345. const {
  346. availableVars: availableNumberVars,
  347. availableNodesWithParent: availableNumberNodesWithParent,
  348. } = useAvailableVarList(id, {
  349. onlyLeafNodeVar: false,
  350. filterVar: filterNumberVar,
  351. })
  352. return {
  353. readOnly,
  354. inputs,
  355. handleQueryVarChange,
  356. filterVar,
  357. handleRetrievalModeChange,
  358. handleMultipleRetrievalConfigChange,
  359. handleModelChanged,
  360. handleCompletionParamsChange,
  361. selectedDatasets: selectedDatasets.filter(d => d.name),
  362. selectedDatasetsLoaded,
  363. handleOnDatasetsChange,
  364. rerankModelOpen,
  365. setRerankModelOpen,
  366. handleMetadataFilterModeChange,
  367. handleUpdateCondition,
  368. handleAddCondition,
  369. handleRemoveCondition,
  370. handleToggleConditionLogicalOperator,
  371. handleMetadataModelChange,
  372. handleMetadataCompletionParamsChange,
  373. availableStringVars,
  374. availableStringNodesWithParent,
  375. availableNumberVars,
  376. availableNumberNodesWithParent,
  377. }
  378. }
  379. export default useConfig