Flowise/packages/components/nodes/llms/AWSBedrock/AWSBedrock.ts

169 lines
7.5 KiB
TypeScript

import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface'
import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils'
import { Bedrock } from 'langchain/llms/bedrock'
import { BaseBedrockInput } from 'langchain/dist/util/bedrock'
import { BaseCache } from 'langchain/schema'
import { BaseLLMParams } from 'langchain/llms/base'
/**
* I had to run the following to build the component
* and get the icon copied over to the dist directory
* Flowise/packages/components > yarn build
*
* @author Michael Connor <mlconnor@yahoo.com>
*/
class AWSBedrock_LLMs implements INode {
label: string
name: string
version: number
type: string
icon: string
category: string
description: string
baseClasses: string[]
credential: INodeParams
inputs: INodeParams[]
constructor() {
this.label = 'AWS Bedrock'
this.name = 'awsBedrock'
this.version = 2.0
this.type = 'AWSBedrock'
this.icon = 'awsBedrock.png'
this.category = 'LLMs'
this.description = 'Wrapper around AWS Bedrock large language models'
this.baseClasses = [this.type, ...getBaseClasses(Bedrock)]
this.credential = {
label: 'AWS Credential',
name: 'credential',
type: 'credential',
credentialNames: ['awsApi'],
optional: true
}
this.inputs = [
{
label: 'Cache',
name: 'cache',
type: 'BaseCache',
optional: true
},
{
label: 'Region',
name: 'region',
type: 'options',
options: [
{ label: 'af-south-1', name: 'af-south-1' },
{ label: 'ap-east-1', name: 'ap-east-1' },
{ label: 'ap-northeast-1', name: 'ap-northeast-1' },
{ label: 'ap-northeast-2', name: 'ap-northeast-2' },
{ label: 'ap-northeast-3', name: 'ap-northeast-3' },
{ label: 'ap-south-1', name: 'ap-south-1' },
{ label: 'ap-south-2', name: 'ap-south-2' },
{ label: 'ap-southeast-1', name: 'ap-southeast-1' },
{ label: 'ap-southeast-2', name: 'ap-southeast-2' },
{ label: 'ap-southeast-3', name: 'ap-southeast-3' },
{ label: 'ap-southeast-4', name: 'ap-southeast-4' },
{ label: 'ap-southeast-5', name: 'ap-southeast-5' },
{ label: 'ap-southeast-6', name: 'ap-southeast-6' },
{ label: 'ca-central-1', name: 'ca-central-1' },
{ label: 'ca-west-1', name: 'ca-west-1' },
{ label: 'cn-north-1', name: 'cn-north-1' },
{ label: 'cn-northwest-1', name: 'cn-northwest-1' },
{ label: 'eu-central-1', name: 'eu-central-1' },
{ label: 'eu-central-2', name: 'eu-central-2' },
{ label: 'eu-north-1', name: 'eu-north-1' },
{ label: 'eu-south-1', name: 'eu-south-1' },
{ label: 'eu-south-2', name: 'eu-south-2' },
{ label: 'eu-west-1', name: 'eu-west-1' },
{ label: 'eu-west-2', name: 'eu-west-2' },
{ label: 'eu-west-3', name: 'eu-west-3' },
{ label: 'il-central-1', name: 'il-central-1' },
{ label: 'me-central-1', name: 'me-central-1' },
{ label: 'me-south-1', name: 'me-south-1' },
{ label: 'sa-east-1', name: 'sa-east-1' },
{ label: 'us-east-1', name: 'us-east-1' },
{ label: 'us-east-2', name: 'us-east-2' },
{ label: 'us-gov-east-1', name: 'us-gov-east-1' },
{ label: 'us-gov-west-1', name: 'us-gov-west-1' },
{ label: 'us-west-1', name: 'us-west-1' },
{ label: 'us-west-2', name: 'us-west-2' }
],
default: 'us-east-1'
},
{
label: 'Model Name',
name: 'model',
type: 'options',
options: [
{ label: 'amazon.titan-tg1-large', name: 'amazon.titan-tg1-large' },
{ label: 'amazon.titan-e1t-medium', name: 'amazon.titan-e1t-medium' },
{ label: 'cohere.command-text-v14', name: 'cohere.command-text-v14' },
{ label: 'cohere.command-light-text-v14', name: 'cohere.command-light-text-v14' },
{ label: 'ai21.j2-grande-instruct', name: 'ai21.j2-grande-instruct' },
{ label: 'ai21.j2-jumbo-instruct', name: 'ai21.j2-jumbo-instruct' },
{ label: 'ai21.j2-mid', name: 'ai21.j2-mid' },
{ label: 'ai21.j2-ultra', name: 'ai21.j2-ultra' }
]
},
{
label: 'Temperature',
name: 'temperature',
type: 'number',
step: 0.1,
description: 'Temperature parameter may not apply to certain model. Please check available model parameters',
optional: true,
default: 0.7
},
{
label: 'Max Tokens to Sample',
name: 'max_tokens_to_sample',
type: 'number',
step: 10,
description: 'Max Tokens parameter may not apply to certain model. Please check available model parameters',
optional: true,
default: 200
}
]
}
async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
const iRegion = nodeData.inputs?.region as string
const iModel = nodeData.inputs?.model as string
const iTemperature = nodeData.inputs?.temperature as string
const iMax_tokens_to_sample = nodeData.inputs?.max_tokens_to_sample as string
const cache = nodeData.inputs?.cache as BaseCache
const obj: Partial<BaseBedrockInput> & BaseLLMParams = {
model: iModel,
region: iRegion,
temperature: parseFloat(iTemperature),
maxTokens: parseInt(iMax_tokens_to_sample, 10)
}
/**
* Long-term credentials specified in LLM configuration are optional.
* Bedrock's credential provider falls back to the AWS SDK to fetch
* credentials from the running environment.
* When specified, we override the default provider with configured values.
* @see https://github.com/aws/aws-sdk-js-v3/blob/main/packages/credential-provider-node/README.md
*/
const credentialData = await getCredentialData(nodeData.credential ?? '', options)
if (credentialData && Object.keys(credentialData).length !== 0) {
const credentialApiKey = getCredentialParam('awsKey', credentialData, nodeData)
const credentialApiSecret = getCredentialParam('awsSecret', credentialData, nodeData)
const credentialApiSession = getCredentialParam('awsSession', credentialData, nodeData)
obj.credentials = {
accessKeyId: credentialApiKey,
secretAccessKey: credentialApiSecret,
sessionToken: credentialApiSession
}
}
if (cache) obj.cache = cache
const amazonBedrock = new Bedrock(obj)
return amazonBedrock
}
}
module.exports = { nodeClass: AWSBedrock_LLMs }