Refactor the modelLoader and fix a small bug (#4838)
Refactor the modelLoader to remove duplicate code. Also fix an issue where if MODEL_LIST_CONFIG_JSON is set, but does not exist, fallback did not work
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@ -1,9 +1,7 @@
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import { INodeOptionsValue } from './Interface'
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import axios from 'axios'
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import * as fs from 'fs'
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import * as path from 'path'
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const MASTER_MODEL_LIST = 'https://raw.githubusercontent.com/FlowiseAI/Flowise/main/packages/components/models.json'
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import { INodeOptionsValue } from './Interface'
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export enum MODEL_TYPE {
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CHAT = 'chat',
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@ -31,96 +29,49 @@ const isValidUrl = (urlString: string) => {
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return url.protocol === 'http:' || url.protocol === 'https:'
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}
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const getModelConfig = async (category: MODEL_TYPE, name: string) => {
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const modelFile = process.env.MODEL_LIST_CONFIG_JSON || MASTER_MODEL_LIST
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if (!modelFile) {
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throw new Error('MODEL_LIST_CONFIG_JSON not set')
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}
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if (isValidUrl(modelFile)) {
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try {
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/**
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* Load the raw model file from either a URL or a local file
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* If any of the loading fails, fallback to the default models.json file on disk
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*/
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const getRawModelFile = async () => {
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const modelFile =
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process.env.MODEL_LIST_CONFIG_JSON ?? 'https://raw.githubusercontent.com/FlowiseAI/Flowise/main/packages/components/models.json'
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try {
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if (isValidUrl(modelFile)) {
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const resp = await axios.get(modelFile)
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if (resp.status === 200 && resp.data) {
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const models = resp.data
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const categoryModels = models[category]
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return categoryModels.find((model: INodeOptionsValue) => model.name === name)
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return resp.data
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} else {
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throw new Error('Error fetching model list')
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}
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} catch (e) {
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const models = await fs.promises.readFile(getModelsJSONPath(), 'utf8')
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} else if (fs.existsSync(modelFile)) {
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const models = await fs.promises.readFile(modelFile, 'utf8')
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if (models) {
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const categoryModels = JSON.parse(models)[category]
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return categoryModels.find((model: INodeOptionsValue) => model.name === name)
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return JSON.parse(models)
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}
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return {}
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}
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} else {
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try {
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if (fs.existsSync(modelFile)) {
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const models = await fs.promises.readFile(modelFile, 'utf8')
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if (models) {
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const categoryModels = JSON.parse(models)[category]
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return categoryModels.find((model: INodeOptionsValue) => model.name === name)
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}
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}
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return {}
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} catch (e) {
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const models = await fs.promises.readFile(getModelsJSONPath(), 'utf8')
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if (models) {
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const categoryModels = JSON.parse(models)[category]
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return categoryModels.find((model: INodeOptionsValue) => model.name === name)
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}
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return {}
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throw new Error('Model file does not exist or is empty')
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} catch (e) {
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const models = await fs.promises.readFile(getModelsJSONPath(), 'utf8')
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if (models) {
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return JSON.parse(models)
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}
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return {}
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}
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}
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export const getModelConfigByModelName = async (category: MODEL_TYPE, provider: string | undefined, name: string | undefined) => {
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const modelFile = process.env.MODEL_LIST_CONFIG_JSON || MASTER_MODEL_LIST
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const getModelConfig = async (category: MODEL_TYPE, name: string) => {
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const models = await getRawModelFile()
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if (!modelFile) {
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throw new Error('MODEL_LIST_CONFIG_JSON not set')
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}
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if (isValidUrl(modelFile)) {
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try {
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const resp = await axios.get(modelFile)
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if (resp.status === 200 && resp.data) {
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const models = resp.data
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const categoryModels = models[category]
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// each element of categoryModels is an object, with an array of models (models) and regions (regions)
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// check if the name is in models
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return getSpecificModelFromCategory(categoryModels, provider, name)
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} else {
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throw new Error('Error fetching model list')
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}
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} catch (e) {
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const models = await fs.promises.readFile(getModelsJSONPath(), 'utf8')
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if (models) {
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const categoryModels = JSON.parse(models)[category]
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return getSpecificModelFromCategory(categoryModels, provider, name)
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}
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return {}
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}
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} else {
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try {
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if (fs.existsSync(modelFile)) {
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const models = await fs.promises.readFile(modelFile, 'utf8')
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if (models) {
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const categoryModels = JSON.parse(models)[category]
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return getSpecificModelFromCategory(categoryModels, provider, name)
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}
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}
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return {}
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} catch (e) {
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const models = await fs.promises.readFile(getModelsJSONPath(), 'utf8')
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if (models) {
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const categoryModels = JSON.parse(models)[category]
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return getSpecificModelFromCategory(categoryModels, provider, name)
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}
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return {}
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}
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}
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const categoryModels = models[category]
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return categoryModels.find((model: INodeOptionsValue) => model.name === name)
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}
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export const getModelConfigByModelName = async (category: MODEL_TYPE, provider: string | undefined, name: string | undefined) => {
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const models = await getRawModelFile()
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const categoryModels = models[category]
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return getSpecificModelFromCategory(categoryModels, provider, name)
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}
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const getSpecificModelFromCategory = (categoryModels: any, provider: string | undefined, name: string | undefined) => {
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