n8n/packages/@n8n/nodes-langchain/utils/N8nJsonLoader.ts
oleg dcf12867b3
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 13:42:32 +01:00

96 lines
2.7 KiB
TypeScript

import {
type IExecuteFunctions,
type INodeExecutionData,
NodeOperationError,
} from 'n8n-workflow';
import type { TextSplitter } from 'langchain/text_splitter';
import type { Document } from 'langchain/document';
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;
private textSplitter?: TextSplitter;
constructor(context: IExecuteFunctions, optionsPrefix = '', textSplitter?: TextSplitter) {
this.context = context;
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');
}
const docs = this.textSplitter
? await documentLoader.loadAndSplit(this.textSplitter)
: await documentLoader.load();
if (metadata) {
docs.forEach((doc) => {
doc.metadata = {
...doc.metadata,
...metadata,
};
});
}
return docs;
}
}