178 lines
4.5 KiB
TypeScript
Executable File
178 lines
4.5 KiB
TypeScript
Executable File
import { ChatCohere } from '@langchain/cohere';
|
|
import type { LLMResult } from '@langchain/core/outputs';
|
|
import type {
|
|
INodeType,
|
|
INodeTypeDescription,
|
|
ISupplyDataFunctions,
|
|
SupplyData,
|
|
} from 'n8n-workflow';
|
|
|
|
import { getConnectionHintNoticeField } from '@utils/sharedFields';
|
|
|
|
import { makeN8nLlmFailedAttemptHandler } from '../n8nLlmFailedAttemptHandler';
|
|
import { N8nLlmTracing } from '../N8nLlmTracing';
|
|
|
|
export function tokensUsageParser(result: LLMResult): {
|
|
completionTokens: number;
|
|
promptTokens: number;
|
|
totalTokens: number;
|
|
} {
|
|
let totalInputTokens = 0;
|
|
let totalOutputTokens = 0;
|
|
|
|
result.generations?.forEach((generationArray) => {
|
|
generationArray.forEach((gen) => {
|
|
const inputTokens = gen.generationInfo?.meta?.tokens?.inputTokens ?? 0;
|
|
const outputTokens = gen.generationInfo?.meta?.tokens?.outputTokens ?? 0;
|
|
|
|
totalInputTokens += inputTokens;
|
|
totalOutputTokens += outputTokens;
|
|
});
|
|
});
|
|
|
|
return {
|
|
completionTokens: totalOutputTokens,
|
|
promptTokens: totalInputTokens,
|
|
totalTokens: totalInputTokens + totalOutputTokens,
|
|
};
|
|
}
|
|
|
|
export class LmChatCohere implements INodeType {
|
|
description: INodeTypeDescription = {
|
|
displayName: 'Cohere Chat Model',
|
|
name: 'lmChatCohere',
|
|
icon: { light: 'file:cohere.svg', dark: 'file:cohere.dark.svg' },
|
|
group: ['transform'],
|
|
version: [1],
|
|
description: 'For advanced usage with an AI chain',
|
|
defaults: {
|
|
name: 'Cohere Chat Model',
|
|
},
|
|
codex: {
|
|
categories: ['AI'],
|
|
subcategories: {
|
|
AI: ['Language Models', 'Root Nodes'],
|
|
'Language Models': ['Chat Models (Recommended)'],
|
|
},
|
|
resources: {
|
|
primaryDocumentation: [
|
|
{
|
|
url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.lmchatcohere/',
|
|
},
|
|
],
|
|
},
|
|
},
|
|
inputs: [],
|
|
outputs: ['ai_languageModel'],
|
|
outputNames: ['Model'],
|
|
credentials: [
|
|
{
|
|
name: 'cohereApi',
|
|
required: true,
|
|
},
|
|
],
|
|
requestDefaults: {
|
|
baseURL: '={{$credentials?.url}}',
|
|
headers: {
|
|
accept: 'application/json',
|
|
authorization: '=Bearer {{$credentials?.apiKey}}',
|
|
},
|
|
},
|
|
properties: [
|
|
getConnectionHintNoticeField(['ai_chain', 'ai_agent']),
|
|
{
|
|
displayName: 'Model',
|
|
name: 'model',
|
|
type: 'options',
|
|
description:
|
|
'The model which will generate the completion. <a href="https://docs.cohere.com/docs/models">Learn more</a>.',
|
|
typeOptions: {
|
|
loadOptions: {
|
|
routing: {
|
|
request: {
|
|
method: 'GET',
|
|
url: '/v1/models?page_size=100&endpoint=chat',
|
|
},
|
|
output: {
|
|
postReceive: [
|
|
{
|
|
type: 'rootProperty',
|
|
properties: {
|
|
property: 'models',
|
|
},
|
|
},
|
|
{
|
|
type: 'setKeyValue',
|
|
properties: {
|
|
name: '={{$responseItem.name}}',
|
|
value: '={{$responseItem.name}}',
|
|
description: '={{$responseItem.description}}',
|
|
},
|
|
},
|
|
{
|
|
type: 'sort',
|
|
properties: {
|
|
key: 'name',
|
|
},
|
|
},
|
|
],
|
|
},
|
|
},
|
|
},
|
|
},
|
|
default: 'command-a-03-2025',
|
|
},
|
|
{
|
|
displayName: 'Options',
|
|
name: 'options',
|
|
placeholder: 'Add Option',
|
|
description: 'Additional options to add',
|
|
type: 'collection',
|
|
default: {},
|
|
options: [
|
|
{
|
|
displayName: 'Sampling Temperature',
|
|
name: 'temperature',
|
|
default: 0.7,
|
|
typeOptions: { maxValue: 2, minValue: 0, numberPrecision: 1 },
|
|
description:
|
|
'Controls randomness: Lowering results in less random completions. As the temperature approaches zero, the model will become deterministic and repetitive.',
|
|
type: 'number',
|
|
},
|
|
{
|
|
displayName: 'Max Retries',
|
|
name: 'maxRetries',
|
|
default: 2,
|
|
description: 'Maximum number of retries to attempt',
|
|
type: 'number',
|
|
},
|
|
],
|
|
},
|
|
],
|
|
};
|
|
|
|
async supplyData(this: ISupplyDataFunctions, itemIndex: number): Promise<SupplyData> {
|
|
const credentials = await this.getCredentials<{ url?: string; apiKey?: string }>('cohereApi');
|
|
|
|
const modelName = this.getNodeParameter('model', itemIndex) as string;
|
|
|
|
const options = this.getNodeParameter('options', itemIndex, {}) as {
|
|
maxRetries: number;
|
|
temperature?: number;
|
|
};
|
|
|
|
const model = new ChatCohere({
|
|
apiKey: credentials.apiKey,
|
|
model: modelName,
|
|
temperature: options.temperature,
|
|
maxRetries: options.maxRetries ?? 2,
|
|
callbacks: [new N8nLlmTracing(this, { tokensUsageParser })],
|
|
onFailedAttempt: makeN8nLlmFailedAttemptHandler(this),
|
|
});
|
|
|
|
return {
|
|
response: model,
|
|
};
|
|
}
|
|
}
|