This commit is contained in:
Gabriel Almeida 2023-04-28 14:46:05 -03:00
commit 2bc1fdd32e
12 changed files with 454 additions and 399 deletions

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@ -1,8 +1,4 @@
import { import { useEffect, useRef, useState } from "react";
useEffect,
useRef,
useState,
} from "react";
import { ChatMessageType, ChatType } from "../../types/chat"; import { ChatMessageType, ChatType } from "../../types/chat";
import ChatTrigger from "./chatTrigger"; import ChatTrigger from "./chatTrigger";
@ -14,9 +10,12 @@ export default function Chat({ flow }: ChatType) {
const [open, setOpen] = useState(false); const [open, setOpen] = useState(false);
useEffect(() => { useEffect(() => {
const handleKeyDown = (event: KeyboardEvent) => { const handleKeyDown = (event: KeyboardEvent) => {
event.preventDefault() // event.preventDefault()
if ((event.key === "K"||event.key==="k") && (event.metaKey||event.ctrlKey)) { if (
setOpen(oldState=>!oldState); (event.key === "K" || event.key === "k") &&
(event.metaKey || event.ctrlKey)
) {
setOpen((oldState) => !oldState);
} }
}; };
document.addEventListener("keydown", handleKeyDown); document.addEventListener("keydown", handleKeyDown);

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@ -1,32 +1,35 @@
import { PromptTypeAPI, errorsTypeAPI } from './../../types/api/index'; import { PromptTypeAPI, errorsTypeAPI } from "./../../types/api/index";
import { APIObjectType, sendAllProps } from '../../types/api/index'; import { APIObjectType, sendAllProps } from "../../types/api/index";
import axios, { AxiosResponse } from "axios"; import axios, { AxiosResponse } from "axios";
import { FlowType } from '../../types/flow'; import { FlowType } from "../../types/flow";
export async function getAll():Promise<AxiosResponse<APIObjectType>> { export async function getAll(): Promise<AxiosResponse<APIObjectType>> {
return await axios.get(`/all`); return await axios.get(`/all`);
} }
export async function sendAll(data:sendAllProps) { export async function sendAll(data: sendAllProps) {
return await axios.post(`/predict`, data); return await axios.post(`/predict`, data);
} }
export async function checkCode(code:string):Promise<AxiosResponse<errorsTypeAPI>>{ export async function checkCode(
code: string
return await axios.post('/validate/code',{code}) ): Promise<AxiosResponse<errorsTypeAPI>> {
return await axios.post("/validate/code", { code });
} }
export async function checkPrompt(template:string):Promise<AxiosResponse<PromptTypeAPI>>{ export async function checkPrompt(
template: string
return await axios.post('/validate/prompt',{template}) ): Promise<AxiosResponse<PromptTypeAPI>> {
return await axios.post("/validate/prompt", { template });
} }
export async function getExamples(): Promise<FlowType[]> { export async function getExamples(): Promise<FlowType[]> {
const url = 'https://api.github.com/repos/logspace-ai/langflow_examples/contents/examples'; const url =
"https://api.github.com/repos/logspace-ai/langflow_examples/contents/examples";
const response = await axios.get(url); const response = await axios.get(url);
const jsonFiles = response.data.filter((file: any) => { const jsonFiles = response.data.filter((file: any) => {
return file.name.endsWith('.json'); return file.name.endsWith(".json");
}); });
const contentsPromises = jsonFiles.map(async (file: any) => { const contentsPromises = jsonFiles.map(async (file: any) => {
@ -37,4 +40,4 @@ export async function getExamples(): Promise<FlowType[]> {
const contents = await Promise.all(contentsPromises); const contents = await Promise.all(contentsPromises);
return contents; return contents;
} }

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@ -29,9 +29,8 @@ const nodeTypes = {
var _ = require("lodash"); var _ = require("lodash");
export default function FlowPage({ flow }:{flow:FlowType}) { export default function FlowPage({ flow }: { flow: FlowType }) {
let { updateFlow, incrementNodeId} = let { updateFlow, incrementNodeId } = useContext(TabsContext);
useContext(TabsContext);
const { types, reactFlowInstance, setReactFlowInstance } = const { types, reactFlowInstance, setReactFlowInstance } =
useContext(typesContext); useContext(typesContext);
const reactFlowWrapper = useRef(null); const reactFlowWrapper = useRef(null);
@ -45,7 +44,7 @@ export default function FlowPage({ flow }:{flow:FlowType}) {
flow.data?.edges ?? [] flow.data?.edges ?? []
); );
const { setViewport } = useReactFlow(); const { setViewport } = useReactFlow();
const edgeUpdateSuccessful = useRef(true) const edgeUpdateSuccessful = useRef(true);
useEffect(() => { useEffect(() => {
if (reactFlowInstance && flow) { if (reactFlowInstance && flow) {
@ -69,7 +68,7 @@ export default function FlowPage({ flow }:{flow:FlowType}) {
}, [setExtraComponent, setExtraNavigation]); }, [setExtraComponent, setExtraNavigation]);
const onEdgesChangeMod = useCallback( const onEdgesChangeMod = useCallback(
(s:EdgeChange[]) => { (s: EdgeChange[]) => {
onEdgesChange(s); onEdgesChange(s);
setNodes((x) => { setNodes((x) => {
let newX = _.cloneDeep(x); let newX = _.cloneDeep(x);
@ -80,7 +79,7 @@ export default function FlowPage({ flow }:{flow:FlowType}) {
); );
const onConnect = useCallback( const onConnect = useCallback(
(params:Connection) => { (params: Connection) => {
setEdges((eds) => setEdges((eds) =>
addEdge({ ...params, className: "animate-pulse" }, eds) addEdge({ ...params, className: "animate-pulse" }, eds)
); );
@ -92,13 +91,13 @@ export default function FlowPage({ flow }:{flow:FlowType}) {
[setEdges, setNodes] [setEdges, setNodes]
); );
const onDragOver = useCallback((event:React.DragEvent) => { const onDragOver = useCallback((event: React.DragEvent) => {
event.preventDefault(); event.preventDefault();
event.dataTransfer.dropEffect = "move"; event.dataTransfer.dropEffect = "move";
}, []); }, []);
const onDrop = useCallback( const onDrop = useCallback(
(event:React.DragEvent) => { (event: React.DragEvent) => {
event.preventDefault(); event.preventDefault();
// Helper function to generate a unique node ID // Helper function to generate a unique node ID
@ -110,7 +109,9 @@ export default function FlowPage({ flow }:{flow:FlowType}) {
const reactflowBounds = reactFlowWrapper.current.getBoundingClientRect(); const reactflowBounds = reactFlowWrapper.current.getBoundingClientRect();
// Extract the data from the drag event and parse it as a JSON object // Extract the data from the drag event and parse it as a JSON object
let data:{type:string,node?:APIClassType} = JSON.parse(event.dataTransfer.getData("json")); let data: { type: string; node?: APIClassType } = JSON.parse(
event.dataTransfer.getData("json")
);
// If data type is not "chatInput" or if there are no "chatInputNode" nodes present in the ReactFlow instance, create a new node // If data type is not "chatInput" or if there are no "chatInputNode" nodes present in the ReactFlow instance, create a new node
if ( if (
@ -128,7 +129,7 @@ export default function FlowPage({ flow }:{flow:FlowType}) {
let newId = getId(); let newId = getId();
// Create a new node object // Create a new node object
const newNode:NodeType = { const newNode: NodeType = {
id: newId, id: newId,
type: "genericNode", type: "genericNode",
position, position,
@ -153,22 +154,27 @@ export default function FlowPage({ flow }:{flow:FlowType}) {
[incrementNodeId, reactFlowInstance, setErrorData, setNodes] [incrementNodeId, reactFlowInstance, setErrorData, setNodes]
); );
const onDelete = (mynodes) => { const onDelete = (mynodes) => {
setEdges(edges.filter((ns) => !nodes.some((n) => ns.source === n.id || ns.target === n.id))); setEdges(
} edges.filter(
(ns) => !nodes.some((n) => ns.source === n.id || ns.target === n.id)
)
);
};
const onEdgeUpdateStart = useCallback(() => { const onEdgeUpdateStart = useCallback(() => {
edgeUpdateSuccessful.current = false; edgeUpdateSuccessful.current = false;
}, []); }, []);
const onEdgeUpdate = useCallback(
const onEdgeUpdate = useCallback((oldEdge:Edge, newConnection:Connection) => { (oldEdge: Edge, newConnection: Connection) => {
if(isValidConnection(newConnection,reactFlowInstance)){ if (isValidConnection(newConnection, reactFlowInstance)) {
edgeUpdateSuccessful.current = true; edgeUpdateSuccessful.current = true;
setEdges((els) => updateEdge(oldEdge, newConnection, els)); setEdges((els) => updateEdge(oldEdge, newConnection, els));
} }
}, []); },
[]
);
const onEdgeUpdateEnd = useCallback((_, edge) => { const onEdgeUpdateEnd = useCallback((_, edge) => {
if (!edgeUpdateSuccessful.current) { if (!edgeUpdateSuccessful.current) {
@ -202,9 +208,8 @@ export default function FlowPage({ flow }:{flow:FlowType}) {
onDrop={onDrop} onDrop={onDrop}
onNodesDelete={onDelete} onNodesDelete={onDelete}
> >
<Background className="dark:bg-gray-900"/> <Background className="dark:bg-gray-900" />
<Controls className="[&>button]:text-black [&>button]:dark:bg-gray-800 hover:[&>button]:dark:bg-gray-700 [&>button]:dark:text-gray-400 [&>button]:dark:fill-gray-400 [&>button]:dark:border-gray-600"> <Controls className="[&>button]:text-black [&>button]:dark:bg-gray-800 hover:[&>button]:dark:bg-gray-700 [&>button]:dark:text-gray-400 [&>button]:dark:fill-gray-400 [&>button]:dark:border-gray-600"></Controls>
</Controls>
</ReactFlow> </ReactFlow>
<Chat flow={flow} reactFlowInstance={reactFlowInstance} /> <Chat flow={flow} reactFlowInstance={reactFlowInstance} />
</> </>

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@ -1,8 +1,8 @@
import { ReportHandler } from 'web-vitals'; import { ReportHandler } from "web-vitals";
const reportWebVitals = (onPerfEntry?: ReportHandler) => { const reportWebVitals = (onPerfEntry?: ReportHandler) => {
if (onPerfEntry && onPerfEntry instanceof Function) { if (onPerfEntry && onPerfEntry instanceof Function) {
import('web-vitals').then(({ getCLS, getFID, getFCP, getLCP, getTTFB }) => { import("web-vitals").then(({ getCLS, getFID, getFCP, getLCP, getTTFB }) => {
getCLS(onPerfEntry); getCLS(onPerfEntry);
getFID(onPerfEntry); getFID(onPerfEntry);
getFCP(onPerfEntry); getFCP(onPerfEntry);

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@ -1,5 +1,4 @@
declare module '*.svg' { declare module "*.svg" {
const content: any; const content: any;
export default content; export default content;
} }

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@ -1,20 +1,40 @@
import { Node,Edge,Viewport } from "reactflow" import { Node, Edge, Viewport } from "reactflow";
//kind and class are just representative names to represent the actual structure of the object received by the API //kind and class are just representative names to represent the actual structure of the object received by the API
export type APIObjectType = {kind:APIKindType,[key:string]:APIKindType} export type APIObjectType = { kind: APIKindType; [key: string]: APIKindType };
export type APIKindType= {class:APIClassType,[key:string]:APIClassType} export type APIKindType = { class: APIClassType; [key: string]: APIClassType };
export type APITemplateType = {variable:TemplateVariableType,[key:string]:TemplateVariableType} export type APITemplateType = {
export type APIClassType ={base_classes:Array<string>,description:string,template:APITemplateType,[key:string]:Array<string>|string|APITemplateType} variable: TemplateVariableType;
export type TemplateVariableType = {type:string,required:boolean,placeholder?:string,list:boolean,show:boolean,multiline?:boolean,value?:any,[key:string]:any} [key: string]: TemplateVariableType;
export type sendAllProps={ };
export type APIClassType = {
base_classes: Array<string>;
description: string;
template: APITemplateType;
[key: string]: Array<string> | string | APITemplateType;
};
export type TemplateVariableType = {
type: string;
required: boolean;
placeholder?: string;
list: boolean;
show: boolean;
multiline?: boolean;
value?: any;
[key: string]: any;
};
export type sendAllProps = {
nodes: Node[]; nodes: Node[];
edges: Edge[]; edges: Edge[];
name:string, name: string;
description:string; description: string;
viewport: Viewport; viewport: Viewport;
message:string; message: string;
chatHistory:{message:string,isSend:boolean}[], chatHistory: { message: string; isSend: boolean }[];
}; };
export type errorsTypeAPI={function:{errors:Array<string>},imports:{errors:Array<string>}} export type errorsTypeAPI = {
export type PromptTypeAPI = {input_variables:Array<string>} function: { errors: Array<string> };
imports: { errors: Array<string> };
};
export type PromptTypeAPI = { input_variables: Array<string> };

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@ -43,9 +43,9 @@ export type FileComponentType = {
disabled: boolean; disabled: boolean;
onChange: (value: string[] | string) => void; onChange: (value: string[] | string) => void;
value: string; value: string;
suffixes:Array<string>; suffixes: Array<string>;
fileTypes:Array<string>; fileTypes: Array<string>;
onFileChange:(value: string) => void; onFileChange: (value: string) => void;
}; };
export type DisclosureComponentType = { export type DisclosureComponentType = {
@ -66,16 +66,20 @@ export type FloatComponentType = {
onChange: (value: string) => void; onChange: (value: string) => void;
}; };
export type TooltipComponentType={children:ReactElement,title:string,placement?: export type TooltipComponentType = {
| 'bottom-end' children: ReactElement;
| 'bottom-start' title: string;
| 'bottom' placement?:
| 'left-end' | "bottom-end"
| 'left-start' | "bottom-start"
| 'left' | "bottom"
| 'right-end' | "left-end"
| 'right-start' | "left-start"
| 'right' | "left"
| 'top-end' | "right-end"
| 'top-start' | "right-start"
| 'top';} | "right"
| "top-end"
| "top-start"
| "top";
};

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@ -1,3 +1,8 @@
import { HomeIcon } from "@heroicons/react/24/outline"; import { HomeIcon } from "@heroicons/react/24/outline";
export type sidebarNavigationItemType = { name: string, href: string, icon: React.ForwardRefExoticComponent<React.SVGProps<SVGSVGElement>>, current: boolean } export type sidebarNavigationItemType = {
name: string;
href: string;
icon: React.ForwardRefExoticComponent<React.SVGProps<SVGSVGElement>>;
current: boolean;
};

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@ -1,12 +1,22 @@
import { ChatMessageType } from './../chat/index'; import { ChatMessageType } from "./../chat/index";
import { APIClassType } from '../api/index'; import { APIClassType } from "../api/index";
import { ReactFlowJsonObject, XYPosition } from "reactflow"; import { ReactFlowJsonObject, XYPosition } from "reactflow";
export type FlowType = { export type FlowType = {
name: string; name: string;
id: string; id: string;
data: ReactFlowJsonObject; data: ReactFlowJsonObject;
description:string; description: string;
};
export type NodeType = {
id: string;
type?: string;
position: XYPosition;
data: NodeDataType;
};
export type NodeDataType = {
type: string;
node?: APIClassType;
id: string;
value: any;
}; };
export type NodeType = {id:string,type:string,position:XYPosition,data:NodeDataType}
export type NodeDataType = {type:string,node?:APIClassType,id:string,value:any}

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@ -1,7 +1,7 @@
import { FlowType } from "../flow"; import { FlowType } from "../flow";
export type TabsContextType = { export type TabsContextType = {
save:()=>void; save: () => void;
tabIndex: number; tabIndex: number;
setTabIndex: (index: number) => void; setTabIndex: (index: number) => void;
flows: Array<FlowType>; flows: Array<FlowType>;
@ -9,7 +9,7 @@ export type TabsContextType = {
addFlow: (flowData?: FlowType) => void; addFlow: (flowData?: FlowType) => void;
updateFlow: (newFlow: FlowType) => void; updateFlow: (newFlow: FlowType) => void;
incrementNodeId: () => number; incrementNodeId: () => number;
downloadFlow: (flow:FlowType) => void; downloadFlow: (flow: FlowType) => void;
uploadFlow: () => void; uploadFlow: () => void;
hardReset:()=>void; hardReset: () => void;
}; };

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@ -1,9 +1,9 @@
import { ReactFlowInstance } from "reactflow"; import { ReactFlowInstance } from "reactflow";
const types:{[char: string]: string}={} const types: { [char: string]: string } = {};
export type typesContextType = { export type typesContextType = {
reactFlowInstance: ReactFlowInstance|null; reactFlowInstance: ReactFlowInstance | null;
setReactFlowInstance: any; setReactFlowInstance: any;
deleteNode: (idx: string) => void; deleteNode: (idx: string) => void;
types: typeof types; types: typeof types;

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@ -14,13 +14,13 @@ import {
FingerPrintIcon, FingerPrintIcon,
ScissorsIcon, ScissorsIcon,
CircleStackIcon, CircleStackIcon,
Squares2X2Icon Squares2X2Icon,
} from "@heroicons/react/24/outline"; } from "@heroicons/react/24/outline";
import { Connection, Edge, Node, ReactFlowInstance } from "reactflow"; import { Connection, Edge, Node, ReactFlowInstance } from "reactflow";
import { FlowType } from "./types/flow"; import { FlowType } from "./types/flow";
var _ = require('lodash') var _ = require("lodash");
export function classNames(...classes:Array<string>) { export function classNames(...classes: Array<string>) {
return classes.filter(Boolean).join(" "); return classes.filter(Boolean).join(" ");
} }
@ -70,7 +70,7 @@ export const borderLColors = {
gray: "border-l-gray-500", gray: "border-l-gray-500",
}; };
export const nodeColors: {[char: string]: string} = { export const nodeColors: { [char: string]: string } = {
prompts: "#4367BF", prompts: "#4367BF",
llms: "#6344BE", llms: "#6344BE",
chains: "#FE7500", chains: "#FE7500",
@ -79,18 +79,18 @@ export const nodeColors: {[char: string]: string} = {
memories: "#F5B85A", memories: "#F5B85A",
advanced: "#000000", advanced: "#000000",
chat: "#198BF6", chat: "#198BF6",
thought:"#272541", thought: "#272541",
embeddings:"#42BAA7", embeddings: "#42BAA7",
documentloaders:"#7AAE42", documentloaders: "#7AAE42",
vectorstores: "#AA8742", vectorstores: "#AA8742",
textsplitters: "#B47CB5", textsplitters: "#B47CB5",
toolkits:"#DB2C2C", toolkits: "#DB2C2C",
wrappers:"#E6277A", wrappers: "#E6277A",
utilities:"#31A3CC", utilities: "#31A3CC",
unknown:"#9CA3AF" unknown: "#9CA3AF",
}; };
export const nodeNames:{[char: string]: string} = { export const nodeNames: { [char: string]: string } = {
prompts: "Prompts", prompts: "Prompts",
llms: "LLMs", llms: "LLMs",
chains: "Chains", chains: "Chains",
@ -102,14 +102,18 @@ export const nodeNames:{[char: string]: string} = {
embeddings: "Embeddings", embeddings: "Embeddings",
documentloaders: "Document Loaders", documentloaders: "Document Loaders",
vectorstores: "Vector Stores", vectorstores: "Vector Stores",
toolkits:"Toolkits", toolkits: "Toolkits",
wrappers:"Wrappers", wrappers: "Wrappers",
textsplitters: "Text Splitters", textsplitters: "Text Splitters",
utilities:"Utilities", utilities: "Utilities",
unknown:"Unknown" unknown: "Unknown",
}; };
export const nodeIcons:{[char: string]: React.ForwardRefExoticComponent<React.SVGProps<SVGSVGElement>>} = { export const nodeIcons: {
[char: string]: React.ForwardRefExoticComponent<
React.SVGProps<SVGSVGElement>
>;
} = {
agents: RocketLaunchIcon, agents: RocketLaunchIcon,
chains: LinkIcon, chains: LinkIcon,
memories: CpuChipIcon, memories: CpuChipIcon,
@ -118,14 +122,14 @@ export const nodeIcons:{[char: string]: React.ForwardRefExoticComponent<React.SV
tools: WrenchIcon, tools: WrenchIcon,
advanced: ComputerDesktopIcon, advanced: ComputerDesktopIcon,
chat: Bars3CenterLeftIcon, chat: Bars3CenterLeftIcon,
embeddings:FingerPrintIcon, embeddings: FingerPrintIcon,
documentloaders:PaperClipIcon, documentloaders: PaperClipIcon,
vectorstores: CircleStackIcon, vectorstores: CircleStackIcon,
toolkits:WrenchScrewdriverIcon, toolkits: WrenchScrewdriverIcon,
textsplitters:ScissorsIcon, textsplitters: ScissorsIcon,
wrappers:GiftIcon, wrappers: GiftIcon,
utilities:Squares2X2Icon, utilities: Squares2X2Icon,
unknown:QuestionMarkCircleIcon unknown: QuestionMarkCircleIcon,
}; };
export const bgColors = { export const bgColors = {
@ -218,7 +222,7 @@ export const taskTypeMap: { [key: string]: string } = {
MULTICLASS_CLASSIFICATION: "Multiclass Classification", MULTICLASS_CLASSIFICATION: "Multiclass Classification",
}; };
const charWidths:{[char: string]: number} = { const charWidths: { [char: string]: number } = {
" ": 0.2, " ": 0.2,
"!": 0.2, "!": 0.2,
'"': 0.3, '"': 0.3,
@ -260,7 +264,7 @@ for (let i = 97; i <= 122; i++) {
charWidths[String.fromCharCode(i)] = 0.5; charWidths[String.fromCharCode(i)] = 0.5;
} }
export function measureTextWidth(text: string, fontSize:number) { export function measureTextWidth(text: string, fontSize: number) {
let wordWidth = 0; let wordWidth = 0;
for (let j = 0; j < text.length; j++) { for (let j = 0; j < text.length; j++) {
let char = text[j]; let char = text[j];
@ -270,7 +274,11 @@ export function measureTextWidth(text: string, fontSize:number) {
return wordWidth; return wordWidth;
} }
export function measureTextHeight(text: string, width:number, fontSize:number) { export function measureTextHeight(
text: string,
width: number,
fontSize: number
) {
const charHeight = fontSize; const charHeight = fontSize;
const lineHeight = charHeight * 1.5; const lineHeight = charHeight * 1.5;
const words = text.split(" "); const words = text.split(" ");
@ -319,7 +327,7 @@ export function snakeToNormalCase(str: string) {
.join(" "); .join(" ");
} }
export function normalCaseToSnakeCase(str:string){ export function normalCaseToSnakeCase(str: string) {
return str return str
.split(" ") .split(" ")
.map((word, index) => { .map((word, index) => {
@ -331,7 +339,7 @@ export function normalCaseToSnakeCase(str:string){
.join("_"); .join("_");
} }
export function roundNumber(x:number, decimals:number) { export function roundNumber(x: number, decimals: number) {
return Math.round(x * Math.pow(10, decimals)) / Math.pow(10, decimals); return Math.round(x * Math.pow(10, decimals)) / Math.pow(10, decimals);
} }
@ -345,12 +353,15 @@ export function getConnectedNodes(edge: Edge, nodes: Array<Node>): Array<Node> {
} }
export function isValidConnection( export function isValidConnection(
{ source, target, sourceHandle, targetHandle }:Connection, { source, target, sourceHandle, targetHandle }: Connection,
reactFlowInstance:ReactFlowInstance reactFlowInstance: ReactFlowInstance
) { ) {
if ( if (
sourceHandle.split('|')[0] === targetHandle.split("|")[0] || sourceHandle.split("|")[0] === targetHandle.split("|")[0] ||
sourceHandle.split('|').slice(2).some((t) => t === targetHandle.split("|")[0]) || sourceHandle
.split("|")
.slice(2)
.some((t) => t === targetHandle.split("|")[0]) ||
targetHandle.split("|")[0] === "str" targetHandle.split("|")[0] === "str"
) { ) {
let targetNode = reactFlowInstance.getNode(target).data.node; let targetNode = reactFlowInstance.getNode(target).data.node;
@ -375,16 +386,15 @@ export function isValidConnection(
return false; return false;
} }
export function removeApiKeys(flow:FlowType):FlowType{ export function removeApiKeys(flow: FlowType): FlowType {
let cleanFLow = _.cloneDeep(flow) let cleanFLow = _.cloneDeep(flow);
cleanFLow.data.nodes.forEach(node=>{ cleanFLow.data.nodes.forEach((node) => {
for(const key in node.data.node.template) for (const key in node.data.node.template) {
{ if (key.includes("api")) {
if(key.includes('api')){ console.log(node.data.node.template[key]);
console.log(node.data.node.template[key]) node.data.node.template[key].value = "";
node.data.node.template[key].value = ''
} }
} }
}) });
return cleanFLow return cleanFLow;
} }