n8n/packages/@n8n/nodes-langchain/utils/N8nJsonLoader.ts

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import { type IExecuteFunctions, type INodeExecutionData, NodeOperationError } from 'n8n-workflow';
import type { TextSplitter } from '@langchain/textsplitters';
import type { Document } from '@langchain/core/documents';
import { JSONLoader } from 'langchain/document_loaders/fs/json';
import { TextLoader } from 'langchain/document_loaders/fs/text';
import { getMetadataFiltersValues } from './helpers';
export class N8nJsonLoader {
private context: IExecuteFunctions;
private optionsPrefix: string;
feat: AI nodes usability fixes + Summarization Chain V2 (#7949) Fixes: - Refactor connection snapping when dragging and enable it also for non-main connection types - Fix propagation of errors from sub-nodes - Fix chat scrolling when sending/receiving messages - Prevent empty chat messages - Fix sub-node selected styles - Fix output names text overflow Usability improvements: - Auto-add manual chat trigger for agents & chain nodes - Various labels and description updates - Make the output parser input optional for Basic LLM Chain - Summarization Chain V2 with a simplified document loader & text chunking mode #### How to test the change: Example workflow showcasing different operation mode of the new summarization chain: [Summarization_V2.json](https://github.com/n8n-io/n8n/files/13599901/Summarization_V2.json) ## Issues fixed Include links to Github issue or Community forum post or **Linear ticket**: > Important in order to close automatically and provide context to reviewers - https://www.notion.so/n8n/David-Langchain-Posthog-notes-7a9294938420403095f4508f1a21d31d - https://linear.app/n8n/issue/N8N-7070/ux-fixes-batch - https://linear.app/n8n/issue/N8N-7071/ai-sub-node-bugs ## Review / Merge checklist - [x] PR title and summary are descriptive. **Remember, the title automatically goes into the changelog. Use `(no-changelog)` otherwise.** ([conventions](https://github.com/n8n-io/n8n/blob/master/.github/pull_request_title_conventions.md)) - [x] [Docs updated](https://github.com/n8n-io/n8n-docs) or follow-up ticket created. - [ ] Tests included. > A bug is not considered fixed, unless a test is added to prevent it from happening again. A feature is not complete without tests. > > *(internal)* You can use Slack commands to trigger [e2e tests](https://www.notion.so/n8n/How-to-use-Test-Instances-d65f49dfc51f441ea44367fb6f67eb0a?pvs=4#a39f9e5ba64a48b58a71d81c837e8227) or [deploy test instance](https://www.notion.so/n8n/How-to-use-Test-Instances-d65f49dfc51f441ea44367fb6f67eb0a?pvs=4#f6a177d32bde4b57ae2da0b8e454bfce) or [deploy early access version on Cloud](https://www.notion.so/n8n/Cloudbot-3dbe779836004972b7057bc989526998?pvs=4#fef2d36ab02247e1a0f65a74f6fb534e). --------- Signed-off-by: Oleg Ivaniv <me@olegivaniv.com> Co-authored-by: Elias Meire <elias@meire.dev>
2023-12-08 04:42:32 -08:00
private textSplitter?: TextSplitter;
constructor(context: IExecuteFunctions, optionsPrefix = '', textSplitter?: TextSplitter) {
this.context = context;
feat: AI nodes usability fixes + Summarization Chain V2 (#7949) Fixes: - Refactor connection snapping when dragging and enable it also for non-main connection types - Fix propagation of errors from sub-nodes - Fix chat scrolling when sending/receiving messages - Prevent empty chat messages - Fix sub-node selected styles - Fix output names text overflow Usability improvements: - Auto-add manual chat trigger for agents & chain nodes - Various labels and description updates - Make the output parser input optional for Basic LLM Chain - Summarization Chain V2 with a simplified document loader & text chunking mode #### How to test the change: Example workflow showcasing different operation mode of the new summarization chain: [Summarization_V2.json](https://github.com/n8n-io/n8n/files/13599901/Summarization_V2.json) ## Issues fixed Include links to Github issue or Community forum post or **Linear ticket**: > Important in order to close automatically and provide context to reviewers - https://www.notion.so/n8n/David-Langchain-Posthog-notes-7a9294938420403095f4508f1a21d31d - https://linear.app/n8n/issue/N8N-7070/ux-fixes-batch - https://linear.app/n8n/issue/N8N-7071/ai-sub-node-bugs ## Review / Merge checklist - [x] PR title and summary are descriptive. **Remember, the title automatically goes into the changelog. Use `(no-changelog)` otherwise.** ([conventions](https://github.com/n8n-io/n8n/blob/master/.github/pull_request_title_conventions.md)) - [x] [Docs updated](https://github.com/n8n-io/n8n-docs) or follow-up ticket created. - [ ] Tests included. > A bug is not considered fixed, unless a test is added to prevent it from happening again. A feature is not complete without tests. > > *(internal)* You can use Slack commands to trigger [e2e tests](https://www.notion.so/n8n/How-to-use-Test-Instances-d65f49dfc51f441ea44367fb6f67eb0a?pvs=4#a39f9e5ba64a48b58a71d81c837e8227) or [deploy test instance](https://www.notion.so/n8n/How-to-use-Test-Instances-d65f49dfc51f441ea44367fb6f67eb0a?pvs=4#f6a177d32bde4b57ae2da0b8e454bfce) or [deploy early access version on Cloud](https://www.notion.so/n8n/Cloudbot-3dbe779836004972b7057bc989526998?pvs=4#fef2d36ab02247e1a0f65a74f6fb534e). --------- Signed-off-by: Oleg Ivaniv <me@olegivaniv.com> Co-authored-by: Elias Meire <elias@meire.dev>
2023-12-08 04:42:32 -08:00
this.textSplitter = textSplitter;
this.optionsPrefix = optionsPrefix;
}
async processAll(items?: INodeExecutionData[]): Promise<Document[]> {
const docs: Document[] = [];
if (!items) return [];
for (let itemIndex = 0; itemIndex < items.length; itemIndex++) {
const processedDocuments = await this.processItem(items[itemIndex], itemIndex);
docs.push(...processedDocuments);
}
return docs;
}
async processItem(item: INodeExecutionData, itemIndex: number): Promise<Document[]> {
const mode = this.context.getNodeParameter('jsonMode', itemIndex, 'allInputData') as
| 'allInputData'
| 'expressionData';
const pointers = this.context.getNodeParameter(
`${this.optionsPrefix}pointers`,
itemIndex,
'',
) as string;
const pointersArray = pointers.split(',').map((pointer) => pointer.trim());
const metadata = getMetadataFiltersValues(this.context, itemIndex) ?? [];
if (!item) return [];
let documentLoader: JSONLoader | TextLoader | null = null;
if (mode === 'allInputData') {
const itemString = JSON.stringify(item.json);
const itemBlob = new Blob([itemString], { type: 'application/json' });
documentLoader = new JSONLoader(itemBlob, pointersArray);
}
if (mode === 'expressionData') {
const dataString = this.context.getNodeParameter('jsonData', itemIndex) as string | object;
if (typeof dataString === 'object') {
const itemBlob = new Blob([JSON.stringify(dataString)], { type: 'application/json' });
documentLoader = new JSONLoader(itemBlob, pointersArray);
}
if (typeof dataString === 'string') {
const itemBlob = new Blob([dataString], { type: 'text/plain' });
documentLoader = new TextLoader(itemBlob);
}
}
if (documentLoader === null) {
// This should never happen
throw new NodeOperationError(this.context.getNode(), 'Document loader is not initialized');
}
feat: AI nodes usability fixes + Summarization Chain V2 (#7949) Fixes: - Refactor connection snapping when dragging and enable it also for non-main connection types - Fix propagation of errors from sub-nodes - Fix chat scrolling when sending/receiving messages - Prevent empty chat messages - Fix sub-node selected styles - Fix output names text overflow Usability improvements: - Auto-add manual chat trigger for agents & chain nodes - Various labels and description updates - Make the output parser input optional for Basic LLM Chain - Summarization Chain V2 with a simplified document loader & text chunking mode #### How to test the change: Example workflow showcasing different operation mode of the new summarization chain: [Summarization_V2.json](https://github.com/n8n-io/n8n/files/13599901/Summarization_V2.json) ## Issues fixed Include links to Github issue or Community forum post or **Linear ticket**: > Important in order to close automatically and provide context to reviewers - https://www.notion.so/n8n/David-Langchain-Posthog-notes-7a9294938420403095f4508f1a21d31d - https://linear.app/n8n/issue/N8N-7070/ux-fixes-batch - https://linear.app/n8n/issue/N8N-7071/ai-sub-node-bugs ## Review / Merge checklist - [x] PR title and summary are descriptive. **Remember, the title automatically goes into the changelog. Use `(no-changelog)` otherwise.** ([conventions](https://github.com/n8n-io/n8n/blob/master/.github/pull_request_title_conventions.md)) - [x] [Docs updated](https://github.com/n8n-io/n8n-docs) or follow-up ticket created. - [ ] Tests included. > A bug is not considered fixed, unless a test is added to prevent it from happening again. A feature is not complete without tests. > > *(internal)* You can use Slack commands to trigger [e2e tests](https://www.notion.so/n8n/How-to-use-Test-Instances-d65f49dfc51f441ea44367fb6f67eb0a?pvs=4#a39f9e5ba64a48b58a71d81c837e8227) or [deploy test instance](https://www.notion.so/n8n/How-to-use-Test-Instances-d65f49dfc51f441ea44367fb6f67eb0a?pvs=4#f6a177d32bde4b57ae2da0b8e454bfce) or [deploy early access version on Cloud](https://www.notion.so/n8n/Cloudbot-3dbe779836004972b7057bc989526998?pvs=4#fef2d36ab02247e1a0f65a74f6fb534e). --------- Signed-off-by: Oleg Ivaniv <me@olegivaniv.com> Co-authored-by: Elias Meire <elias@meire.dev>
2023-12-08 04:42:32 -08:00
const docs = this.textSplitter
? await this.textSplitter.splitDocuments(await documentLoader.load())
: await documentLoader.load();
if (metadata) {
docs.forEach((doc) => {
doc.metadata = {
...doc.metadata,
...metadata,
};
});
}
return docs;
}
}