mirror of https://github.com/FlowiseAI/Flowise.git
Make it a separate node instead
Kenny Vaneetvelde
parent
288e451161
commit
95b251f02a
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@ -0,0 +1,80 @@
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import { getBaseClasses, INode, INodeData, INodeParams } from '../../../src'
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import { BaseOutputParser } from 'langchain/schema/output_parser'
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import { StructuredOutputParser as LangchainStructuredOutputParser } from 'langchain/output_parsers'
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import { CATEGORY } from '../OutputParserHelpers'
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import { z } from 'zod'
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class AdvancedStructuredOutputParser implements INode {
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label: string
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name: string
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version: number
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description: string
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type: string
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icon: string
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category: string
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baseClasses: string[]
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inputs: INodeParams[]
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credential: INodeParams
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constructor() {
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this.label = 'Advanced Structured Output Parser'
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this.name = 'advancedStructuredOutputParser'
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this.version = 1.0
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this.type = 'AdvancedStructuredOutputParser'
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this.description = 'Parse the output of an LLM call into a given structure by providing a Zod schema.'
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this.icon = 'structure.svg'
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this.category = CATEGORY
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this.baseClasses = [this.type, ...getBaseClasses(BaseOutputParser)]
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this.inputs = [
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{
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label: 'Autofix',
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name: 'autofixParser',
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type: 'boolean',
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optional: true,
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description: 'In the event that the first call fails, will make another call to the model to fix any errors.'
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},
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{
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label: 'Example JSON',
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name: 'exampleJson',
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type: 'string',
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description: 'Zod schema for the output of the model',
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rows: 10,
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default: `z.object({
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title: z.string(), // Title of the movie as a string
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yearOfRelease: z.number().int(), // Release year as an integer number,
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genres: z.enum([
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"Action", "Comedy", "Drama", "Fantasy", "Horror",
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"Mystery", "Romance", "Science Fiction", "Thriller", "Documentary"
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]).array().max(2), // Array of genres, max of 2 from the defined enum
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shortDescription: z.string().max(500) // Short description, max 150 characters
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})`,
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additionalParams: true
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}
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]
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}
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async init(nodeData: INodeData): Promise<any> {
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const schemaString = nodeData.inputs?.exampleJson as string
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const autoFix = nodeData.inputs?.autofixParser as boolean
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const zodSchemaFunction = new Function('z', `return ${schemaString}`)
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const zodSchema = zodSchemaFunction(z)
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try {
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const structuredOutputParser = LangchainStructuredOutputParser.fromZodSchema(zodSchema)
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// NOTE: When we change Flowise to return a json response, the following has to be changed to: JsonStructuredOutputParser
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Object.defineProperty(structuredOutputParser, 'autoFix', {
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enumerable: true,
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configurable: true,
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writable: true,
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value: autoFix
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})
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return structuredOutputParser
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} catch (exception) {
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throw new Error('Error parsing Zod Schema: ' + exception)
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}
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}
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}
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module.exports = { nodeClass: AdvancedStructuredOutputParser }
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@ -0,0 +1,8 @@
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<svg width="32" height="32" viewBox="0 0 32 32" fill="none" xmlns="http://www.w3.org/2000/svg">
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<path d="M16 3V13M16 3L13 6.13609M16 3L19 6.13609" stroke="black" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
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<path d="M7 15V12C7 10.8954 7.89543 10 9 10H11M25 15V12C25 10.8954 24.1046 10 23 10H21" stroke="black" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
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<path d="M12.5644 20.4399C11.6769 19.7608 9 19.6332 9 21.7961C9 24.1915 13 22.5657 13 25.0902C13 26.9875 10.33 27.5912 9 26.3537" stroke="black" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
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<path d="M24 27V20L28 27V20" stroke="black" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
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<path d="M16 23.5C16 20.7 17.6667 20 18.5 20C19.3333 20 21 20.7 21 23.5C21 26.3 19.3333 27 18.5 27C17.6667 27 16 26.3 16 23.5Z" stroke="black" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
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<path d="M6 20V25C6 26.1046 5.10457 27 4 27V27C2.89543 27 2 26.1046 2 25V25" stroke="black" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
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</svg>
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After Width: | Height: | Size: 1.1 KiB |
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@ -56,7 +56,6 @@
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"html-to-text": "^9.0.5",
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"husky": "^8.0.3",
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"ioredis": "^5.3.2",
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"json-to-zod": "1.1.2",
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"langchain": "^0.0.214",
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"langfuse": "2.0.2",
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"langfuse-langchain": "2.3.3",
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@ -0,0 +1,463 @@
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{
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"nodes": [
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{
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"width": 300,
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"height": 508,
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"id": "llmChain_0",
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"position": {
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"x": 1229.1699649849293,
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"y": 245.55173505632646
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},
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"type": "customNode",
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"data": {
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"id": "llmChain_0",
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"label": "LLM Chain",
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"version": 3,
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"name": "llmChain",
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"type": "LLMChain",
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"baseClasses": ["LLMChain", "BaseChain", "Runnable"],
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"category": "Chains",
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"description": "Chain to run queries against LLMs",
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"inputParams": [
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{
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"label": "Chain Name",
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"name": "chainName",
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"type": "string",
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"placeholder": "Name Your Chain",
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"optional": true,
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"id": "llmChain_0-input-chainName-string"
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}
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],
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"inputAnchors": [
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{
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"label": "Language Model",
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"name": "model",
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"type": "BaseLanguageModel",
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"id": "llmChain_0-input-model-BaseLanguageModel"
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},
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{
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"label": "Prompt",
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"name": "prompt",
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"type": "BasePromptTemplate",
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"id": "llmChain_0-input-prompt-BasePromptTemplate"
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},
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{
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"label": "Output Parser",
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"name": "outputParser",
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"type": "BaseLLMOutputParser",
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"optional": true,
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"id": "llmChain_0-input-outputParser-BaseLLMOutputParser"
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},
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{
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"label": "Input Moderation",
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"description": "Detect text that could generate harmful output and prevent it from being sent to the language model",
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"name": "inputModeration",
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"type": "Moderation",
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"optional": true,
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"list": true,
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"id": "llmChain_0-input-inputModeration-Moderation"
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}
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],
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"inputs": {
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"model": "{{chatOpenAI_0.data.instance}}",
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"prompt": "{{chatPromptTemplate_0.data.instance}}",
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"outputParser": "{{advancedStructuredOutputParser_0.data.instance}}",
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"chainName": "",
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"inputModeration": ""
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},
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"outputAnchors": [
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{
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"name": "output",
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"label": "Output",
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"type": "options",
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"options": [
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{
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"id": "llmChain_0-output-llmChain-LLMChain|BaseChain|Runnable",
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"name": "llmChain",
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"label": "LLM Chain",
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"type": "LLMChain | BaseChain | Runnable"
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},
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{
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"id": "llmChain_0-output-outputPrediction-string|json",
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"name": "outputPrediction",
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"label": "Output Prediction",
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"type": "string | json"
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}
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],
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"default": "llmChain"
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}
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],
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"outputs": {
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"output": "llmChain"
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},
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"selected": false
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},
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"positionAbsolute": {
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"x": 1229.1699649849293,
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"y": 245.55173505632646
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},
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"selected": false
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},
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{
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"width": 300,
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"height": 690,
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"id": "chatPromptTemplate_0",
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"position": {
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"x": 493.26582927222483,
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"y": -156.20470841335592
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},
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"type": "customNode",
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"data": {
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"id": "chatPromptTemplate_0",
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"label": "Chat Prompt Template",
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"version": 1,
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"name": "chatPromptTemplate",
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"type": "ChatPromptTemplate",
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"baseClasses": ["ChatPromptTemplate", "BaseChatPromptTemplate", "BasePromptTemplate", "Runnable"],
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"category": "Prompts",
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"description": "Schema to represent a chat prompt",
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"inputParams": [
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{
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"label": "System Message",
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"name": "systemMessagePrompt",
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"type": "string",
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"rows": 4,
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"placeholder": "You are a helpful assistant that translates {input_language} to {output_language}.",
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"id": "chatPromptTemplate_0-input-systemMessagePrompt-string"
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},
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{
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"label": "Human Message",
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"name": "humanMessagePrompt",
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"type": "string",
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"rows": 4,
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"placeholder": "{text}",
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"id": "chatPromptTemplate_0-input-humanMessagePrompt-string"
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},
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{
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"label": "Format Prompt Values",
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"name": "promptValues",
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"type": "json",
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"optional": true,
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"acceptVariable": true,
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"list": true,
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"id": "chatPromptTemplate_0-input-promptValues-json"
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}
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],
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"inputAnchors": [],
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"inputs": {
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"systemMessagePrompt": "This AI is designed to only output information in JSON format without exception. This AI can only output JSON and will never output any other text.\n\nWhen asked to correct itself, this AI will only output the corrected JSON and never any other text.",
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"humanMessagePrompt": "{text}",
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"promptValues": ""
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},
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"outputAnchors": [
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{
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"id": "chatPromptTemplate_0-output-chatPromptTemplate-ChatPromptTemplate|BaseChatPromptTemplate|BasePromptTemplate|Runnable",
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"name": "chatPromptTemplate",
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"label": "ChatPromptTemplate",
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"type": "ChatPromptTemplate | BaseChatPromptTemplate | BasePromptTemplate | Runnable"
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}
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],
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"outputs": {},
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"selected": false
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},
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"selected": false,
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"positionAbsolute": {
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"x": 493.26582927222483,
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"y": -156.20470841335592
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},
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"dragging": false
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},
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{
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"width": 300,
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"height": 329,
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"id": "advancedStructuredOutputParser_0",
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"position": {
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"x": 494.20163170226266,
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"y": 568.3420937517054
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},
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"type": "customNode",
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"data": {
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"id": "advancedStructuredOutputParser_0",
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"label": "Advanced Structured Output Parser",
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"version": 1,
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"name": "advancedStructuredOutputParser",
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"type": "AdvancedStructuredOutputParser",
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"baseClasses": ["AdvancedStructuredOutputParser", "BaseLLMOutputParser", "Runnable"],
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"category": "Output Parsers",
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"description": "Parse the output of an LLM call into a given structure by providing a Zod schema.",
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"inputParams": [
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{
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"label": "Autofix",
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"name": "autofixParser",
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"type": "boolean",
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"optional": true,
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"description": "In the event that the first call fails, will make another call to the model to fix any errors.",
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"id": "advancedStructuredOutputParser_0-input-autofixParser-boolean"
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},
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{
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"label": "Example JSON",
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"name": "exampleJson",
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"type": "string",
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"description": "Zod schema for the output of the model",
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"rows": 10,
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"default": "z.object({\n title: z.string(), // Title of the movie as a string\n yearOfRelease: z.number().int(), // Release year as an integer number,\n genres: z.enum([\n \"Action\", \"Comedy\", \"Drama\", \"Fantasy\", \"Horror\",\n \"Mystery\", \"Romance\", \"Science Fiction\", \"Thriller\", \"Documentary\"\n ]).array().max(2), // Array of genres, max of 2 from the defined enum\n shortDescription: z.string().max(500) // Short description, max 150 characters\n})",
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"additionalParams": true,
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"id": "advancedStructuredOutputParser_0-input-exampleJson-string"
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}
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],
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"inputAnchors": [],
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"inputs": {
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"autofixParser": true,
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"exampleJson": "z.object({\n title: z.string(), // Title of the movie as a string\n yearOfRelease: z.number().int(), // Release year as an integer number,\n genres: z.enum([\n \"Action\", \"Comedy\", \"Drama\", \"Fantasy\", \"Horror\",\n \"Mystery\", \"Romance\", \"Science Fiction\", \"Thriller\", \"Documentary\"\n ]).array().max(2), // Array of genres, max of 2 from the defined enum\n shortDescription: z.string().max(500) // Short description, max 150 characters\n})"
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},
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"outputAnchors": [
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{
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"id": "advancedStructuredOutputParser_0-output-advancedStructuredOutputParser-AdvancedStructuredOutputParser|BaseLLMOutputParser|Runnable",
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"name": "advancedStructuredOutputParser",
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"label": "AdvancedStructuredOutputParser",
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"type": "AdvancedStructuredOutputParser | BaseLLMOutputParser | Runnable"
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}
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],
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"outputs": {},
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"selected": false
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},
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"selected": false,
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"positionAbsolute": {
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"x": 494.20163170226266,
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"y": 568.3420937517054
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},
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"dragging": false
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},
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{
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"width": 300,
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"height": 576,
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"id": "chatOpenAI_0",
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"position": {
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"x": 860.555928011636,
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"y": -355.71028569475095
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},
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"type": "customNode",
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"data": {
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"id": "chatOpenAI_0",
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"label": "ChatOpenAI",
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"version": 3,
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"name": "chatOpenAI",
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"type": "ChatOpenAI",
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"baseClasses": ["ChatOpenAI", "BaseChatModel", "BaseLanguageModel", "Runnable"],
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"category": "Chat Models",
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"description": "Wrapper around OpenAI large language models that use the Chat endpoint",
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"inputParams": [
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{
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"label": "Connect Credential",
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"name": "credential",
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"type": "credential",
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"credentialNames": ["openAIApi"],
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"id": "chatOpenAI_0-input-credential-credential"
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},
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{
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"label": "Model Name",
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"name": "modelName",
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"type": "options",
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"options": [
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{
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"label": "gpt-4",
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"name": "gpt-4"
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},
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{
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"label": "gpt-4-turbo-preview",
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"name": "gpt-4-turbo-preview"
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},
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{
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"label": "gpt-4-0125-preview",
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"name": "gpt-4-0125-preview"
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},
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{
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"label": "gpt-4-1106-preview",
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"name": "gpt-4-1106-preview"
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},
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{
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"label": "gpt-4-vision-preview",
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"name": "gpt-4-vision-preview"
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},
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{
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"label": "gpt-4-0613",
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"name": "gpt-4-0613"
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},
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{
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"label": "gpt-4-32k",
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"name": "gpt-4-32k"
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},
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{
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"label": "gpt-4-32k-0613",
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"name": "gpt-4-32k-0613"
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},
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{
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"label": "gpt-3.5-turbo",
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"name": "gpt-3.5-turbo"
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},
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{
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"label": "gpt-3.5-turbo-0125",
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"name": "gpt-3.5-turbo-0125"
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},
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{
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"label": "gpt-3.5-turbo-1106",
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"name": "gpt-3.5-turbo-1106"
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},
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{
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"label": "gpt-3.5-turbo-0613",
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"name": "gpt-3.5-turbo-0613"
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},
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{
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"label": "gpt-3.5-turbo-16k",
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"name": "gpt-3.5-turbo-16k"
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},
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{
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"label": "gpt-3.5-turbo-16k-0613",
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"name": "gpt-3.5-turbo-16k-0613"
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}
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],
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"default": "gpt-3.5-turbo",
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"optional": true,
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"id": "chatOpenAI_0-input-modelName-options"
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},
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{
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"label": "Temperature",
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"name": "temperature",
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"type": "number",
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"step": 0.1,
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"default": 0.9,
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"optional": true,
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"id": "chatOpenAI_0-input-temperature-number"
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},
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{
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"label": "Max Tokens",
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"name": "maxTokens",
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"type": "number",
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"step": 1,
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"optional": true,
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"additionalParams": true,
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"id": "chatOpenAI_0-input-maxTokens-number"
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},
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{
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"label": "Top Probability",
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"name": "topP",
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"type": "number",
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"step": 0.1,
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"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "chatOpenAI_0-input-topP-number"
|
||||
},
|
||||
{
|
||||
"label": "Frequency Penalty",
|
||||
"name": "frequencyPenalty",
|
||||
"type": "number",
|
||||
"step": 0.1,
|
||||
"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "chatOpenAI_0-input-frequencyPenalty-number"
|
||||
},
|
||||
{
|
||||
"label": "Presence Penalty",
|
||||
"name": "presencePenalty",
|
||||
"type": "number",
|
||||
"step": 0.1,
|
||||
"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "chatOpenAI_0-input-presencePenalty-number"
|
||||
},
|
||||
{
|
||||
"label": "Timeout",
|
||||
"name": "timeout",
|
||||
"type": "number",
|
||||
"step": 1,
|
||||
"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "chatOpenAI_0-input-timeout-number"
|
||||
},
|
||||
{
|
||||
"label": "BasePath",
|
||||
"name": "basepath",
|
||||
"type": "string",
|
||||
"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "chatOpenAI_0-input-basepath-string"
|
||||
},
|
||||
{
|
||||
"label": "BaseOptions",
|
||||
"name": "baseOptions",
|
||||
"type": "json",
|
||||
"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "chatOpenAI_0-input-baseOptions-json"
|
||||
}
|
||||
],
|
||||
"inputAnchors": [
|
||||
{
|
||||
"label": "Cache",
|
||||
"name": "cache",
|
||||
"type": "BaseCache",
|
||||
"optional": true,
|
||||
"id": "chatOpenAI_0-input-cache-BaseCache"
|
||||
}
|
||||
],
|
||||
"inputs": {
|
||||
"cache": "",
|
||||
"modelName": "",
|
||||
"temperature": "0",
|
||||
"maxTokens": "",
|
||||
"topP": "",
|
||||
"frequencyPenalty": "",
|
||||
"presencePenalty": "",
|
||||
"timeout": "",
|
||||
"basepath": "http://localhost:8901/v1",
|
||||
"baseOptions": ""
|
||||
},
|
||||
"outputAnchors": [
|
||||
{
|
||||
"id": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable",
|
||||
"name": "chatOpenAI",
|
||||
"label": "ChatOpenAI",
|
||||
"type": "ChatOpenAI | BaseChatModel | BaseLanguageModel | Runnable"
|
||||
}
|
||||
],
|
||||
"outputs": {},
|
||||
"selected": false
|
||||
},
|
||||
"selected": false,
|
||||
"positionAbsolute": {
|
||||
"x": 860.555928011636,
|
||||
"y": -355.71028569475095
|
||||
},
|
||||
"dragging": false
|
||||
}
|
||||
],
|
||||
"edges": [
|
||||
{
|
||||
"source": "chatPromptTemplate_0",
|
||||
"sourceHandle": "chatPromptTemplate_0-output-chatPromptTemplate-ChatPromptTemplate|BaseChatPromptTemplate|BasePromptTemplate|Runnable",
|
||||
"target": "llmChain_0",
|
||||
"targetHandle": "llmChain_0-input-prompt-BasePromptTemplate",
|
||||
"type": "buttonedge",
|
||||
"id": "chatPromptTemplate_0-chatPromptTemplate_0-output-chatPromptTemplate-ChatPromptTemplate|BaseChatPromptTemplate|BasePromptTemplate|Runnable-llmChain_0-llmChain_0-input-prompt-BasePromptTemplate",
|
||||
"data": {
|
||||
"label": ""
|
||||
}
|
||||
},
|
||||
{
|
||||
"source": "advancedStructuredOutputParser_0",
|
||||
"sourceHandle": "advancedStructuredOutputParser_0-output-advancedStructuredOutputParser-AdvancedStructuredOutputParser|BaseLLMOutputParser|Runnable",
|
||||
"target": "llmChain_0",
|
||||
"targetHandle": "llmChain_0-input-outputParser-BaseLLMOutputParser",
|
||||
"type": "buttonedge",
|
||||
"id": "advancedStructuredOutputParser_0-advancedStructuredOutputParser_0-output-advancedStructuredOutputParser-AdvancedStructuredOutputParser|BaseLLMOutputParser|Runnable-llmChain_0-llmChain_0-input-outputParser-BaseLLMOutputParser"
|
||||
},
|
||||
{
|
||||
"source": "chatOpenAI_0",
|
||||
"sourceHandle": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable",
|
||||
"target": "llmChain_0",
|
||||
"targetHandle": "llmChain_0-input-model-BaseLanguageModel",
|
||||
"type": "buttonedge",
|
||||
"id": "chatOpenAI_0-chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable-llmChain_0-llmChain_0-input-model-BaseLanguageModel"
|
||||
}
|
||||
]
|
||||
}
|
||||
Loading…
Reference in New Issue