Flowise/packages/components/nodes/documentloaders/API/APILoader.ts

235 lines
7.2 KiB
TypeScript

import axios, { AxiosRequestConfig } from 'axios'
import { omit } from 'lodash'
import { Document } from '@langchain/core/documents'
import { TextSplitter } from 'langchain/text_splitter'
import { BaseDocumentLoader } from 'langchain/document_loaders/base'
import { ICommonObject, IDocument, INode, INodeData, INodeParams } from '../../../src/Interface'
class API_DocumentLoaders implements INode {
label: string
name: string
version: number
description: string
type: string
icon: string
category: string
baseClasses: string[]
inputs?: INodeParams[]
constructor() {
this.label = 'API Loader'
this.name = 'apiLoader'
this.version = 1.0
this.type = 'Document'
this.icon = 'api.svg'
this.category = 'Document Loaders'
this.description = `Load data from an API`
this.baseClasses = [this.type]
this.inputs = [
{
label: 'Text Splitter',
name: 'textSplitter',
type: 'TextSplitter',
optional: true
},
{
label: 'Method',
name: 'method',
type: 'options',
options: [
{
label: 'GET',
name: 'GET'
},
{
label: 'POST',
name: 'POST'
}
]
},
{
label: 'URL',
name: 'url',
type: 'string'
},
{
label: 'Headers',
name: 'headers',
type: 'json',
additionalParams: true,
optional: true
},
{
label: 'Body',
name: 'body',
type: 'json',
description:
'JSON body for the POST request. If not specified, agent will try to figure out itself from AIPlugin if provided',
additionalParams: true,
optional: true
},
{
label: 'Additional Metadata',
name: 'metadata',
type: 'json',
description: 'Additional metadata to be added to the extracted documents',
optional: true,
additionalParams: true
},
{
label: 'Omit Metadata Keys',
name: 'omitMetadataKeys',
type: 'string',
rows: 4,
description:
'Each document loader comes with a default set of metadata keys that are extracted from the document. You can use this field to omit some of the default metadata keys. The value should be a list of keys, seperated by comma',
placeholder: 'key1, key2, key3.nestedKey1',
optional: true,
additionalParams: true
}
]
}
async init(nodeData: INodeData): Promise<any> {
const headers = nodeData.inputs?.headers as string
const url = nodeData.inputs?.url as string
const body = nodeData.inputs?.body as string
const method = nodeData.inputs?.method as string
const textSplitter = nodeData.inputs?.textSplitter as TextSplitter
const metadata = nodeData.inputs?.metadata
const _omitMetadataKeys = nodeData.inputs?.omitMetadataKeys as string
let omitMetadataKeys: string[] = []
if (_omitMetadataKeys) {
omitMetadataKeys = _omitMetadataKeys.split(',').map((key) => key.trim())
}
const options: ApiLoaderParams = {
url,
method
}
if (headers) {
const parsedHeaders = typeof headers === 'object' ? headers : JSON.parse(headers)
options.headers = parsedHeaders
}
if (body) {
const parsedBody = typeof body === 'object' ? body : JSON.parse(body)
options.body = parsedBody
}
const loader = new ApiLoader(options)
let docs: IDocument[] = []
if (textSplitter) {
docs = await loader.loadAndSplit(textSplitter)
} else {
docs = await loader.load()
}
if (metadata) {
const parsedMetadata = typeof metadata === 'object' ? metadata : JSON.parse(metadata)
docs = docs.map((doc) => ({
...doc,
metadata: omit(
{
...doc.metadata,
...parsedMetadata
},
omitMetadataKeys
)
}))
} else {
docs = docs.map((doc) => ({
...doc,
metadata: omit(
{
...doc.metadata
},
omitMetadataKeys
)
}))
}
return docs
}
}
interface ApiLoaderParams {
url: string
method: string
headers?: ICommonObject
body?: ICommonObject
}
class ApiLoader extends BaseDocumentLoader {
public readonly url: string
public readonly headers?: ICommonObject
public readonly body?: ICommonObject
public readonly method: string
constructor({ url, headers, body, method }: ApiLoaderParams) {
super()
this.url = url
this.headers = headers
this.body = body
this.method = method
}
public async load(): Promise<IDocument[]> {
if (this.method === 'POST') {
return this.executePostRequest(this.url, this.headers, this.body)
} else {
return this.executeGetRequest(this.url, this.headers)
}
}
protected async executeGetRequest(url: string, headers?: ICommonObject): Promise<IDocument[]> {
try {
const config: AxiosRequestConfig = {}
if (headers) {
config.headers = headers
}
const response = await axios.get(url, config)
const responseJsonString = JSON.stringify(response.data, null, 2)
const doc = new Document({
pageContent: responseJsonString,
metadata: {
url
}
})
return [doc]
} catch (error) {
throw new Error(`Failed to fetch ${url}: ${error}`)
}
}
protected async executePostRequest(url: string, headers?: ICommonObject, body?: ICommonObject): Promise<IDocument[]> {
try {
const config: AxiosRequestConfig = {}
if (headers) {
config.headers = headers
}
const response = await axios.post(url, body ?? {}, config)
const responseJsonString = JSON.stringify(response.data, null, 2)
const doc = new Document({
pageContent: responseJsonString,
metadata: {
url
}
})
return [doc]
} catch (error) {
throw new Error(`Failed to post ${url}: ${error}`)
}
}
}
module.exports = {
nodeClass: API_DocumentLoaders
}