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PaLM API LLM component #882

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Sep 7, 2023
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26 changes: 26 additions & 0 deletions packages/components/credentials/GoogleMakerSuite.credential.ts
Original file line number Diff line number Diff line change
@@ -0,0 +1,26 @@
import { INodeParams, INodeCredential } from '../src/Interface'

class GoogleMakerSuite implements INodeCredential {
label: string
name: string
version: number
description: string
inputs: INodeParams[]

constructor() {
this.label = 'Google MakerSuite'
this.name = 'googleMakerSuite'
this.version = 1.0
this.description =
'Use the <a target="_blank" href="https://makersuite.google.com/app/apikey">Google MakerSuite API credential site</a> to get this key.'
this.inputs = [
{
label: 'MakerSuite API Key',
name: 'googleMakerSuiteKey',
type: 'password'
}
]
}
}

module.exports = { credClass: GoogleMakerSuite }
158 changes: 158 additions & 0 deletions packages/components/nodes/llms/GooglePaLM/GooglePaLM.ts
Original file line number Diff line number Diff line change
@@ -0,0 +1,158 @@
import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface'
import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils'
import { GooglePaLM, GooglePaLMTextInput } from 'langchain/llms/googlepalm'

class GooglePaLM_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 = 'GooglePaLM'
this.name = 'GooglePaLM'
this.version = 1.0
this.type = 'GooglePaLM'
this.icon = 'Google_PaLM_Logo.svg'
this.category = 'LLMs'
this.description = 'Wrapper around Google MakerSuite PaLM large language models'
this.baseClasses = [this.type, ...getBaseClasses(GooglePaLM)]
this.credential = {
label: 'Connect Credential',
name: 'credential',
type: 'credential',
credentialNames: ['googleMakerSuite']
}
this.inputs = [
{
label: 'Model Name',
name: 'modelName',
type: 'options',
options: [
{
label: 'models/text-bison-001',
name: 'models/text-bison-001'
}
],
default: 'models/text-bison-001',
optional: true
},
{
label: 'Temperature',
name: 'temperature',
type: 'number',
step: 0.1,
default: 0.7,
optional: true,
description:
'Controls the randomness of the output.\n' +
'Values can range from [0.0,1.0], inclusive. A value closer to 1.0 ' +
'will produce responses that are more varied and creative, while ' +
'a value closer to 0.0 will typically result in more straightforward ' +
'responses from the model.'
},
{
label: 'Max Output Tokens',
name: 'maxOutputTokens',
type: 'number',
step: 1,
optional: true,
additionalParams: true,
description: 'Maximum number of tokens to generate in the completion.'
},
{
label: 'Top Probability',
name: 'topP',
type: 'number',
step: 0.1,
optional: true,
additionalParams: true,
description:
'Top-p changes how the model selects tokens for output.\n' +
'Tokens are selected from most probable to least until ' +
'the sum of their probabilities equals the top-p value.\n' +
'For example, if tokens A, B, and C have a probability of .3, .2, and .1 ' +
'and the top-p value is .5, then the model will select either A or B ' +
'as the next token (using temperature).'
},
{
label: 'Top-k',
name: 'topK',
type: 'number',
step: 1,
optional: true,
additionalParams: true,
description:
'Top-k changes how the model selects tokens for output.\n' +
'A top-k of 1 means the selected token is the most probable among ' +
'all tokens in the model vocabulary (also called greedy decoding), ' +
'while a top-k of 3 means that the next token is selected from ' +
'among the 3 most probable tokens (using temperature).'
},
{
label: 'Stop Sequences',
name: 'stopSequencesObj',
type: 'json',
optional: true,
additionalParams: true
//default: { list:[] },
//description:
// 'The "list" field should contain a list of character strings (up to 5) that will stop output generation.\n' +
// ' * If specified, the API will stop at the first appearance of a stop sequence.\n' +
// 'Note: The stop sequence will not be included as part of the response.'
}
/*
{
label: 'Safety Settings',
name: 'safetySettings',
type: 'json',
optional: true,
additionalParams: true
}
*/
]
}

async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
const modelName = nodeData.inputs?.modelName as string
const temperature = nodeData.inputs?.temperature as string
const maxOutputTokens = nodeData.inputs?.maxOutputTokens as string
const topP = nodeData.inputs?.topP as string
const topK = nodeData.inputs?.topK as string
const stopSequencesObj = nodeData.inputs?.stopSequencesObj

const credentialData = await getCredentialData(nodeData.credential ?? '', options)
const googleMakerSuiteKey = getCredentialParam('googleMakerSuiteKey', credentialData, nodeData)

const obj: Partial<GooglePaLMTextInput> = {
modelName: modelName,
temperature: parseFloat(temperature),
apiKey: googleMakerSuiteKey
}

if (maxOutputTokens) obj.maxOutputTokens = parseInt(maxOutputTokens, 10)
if (topP) obj.topP = parseFloat(topP)
if (topK) obj.topK = parseFloat(topK)

let parsedStopSequences: any | undefined = undefined
if (stopSequencesObj) {
try {
parsedStopSequences = typeof stopSequencesObj === 'object' ? stopSequencesObj : JSON.parse(stopSequencesObj)
obj.stopSequences = parsedStopSequences.list || []
} catch (exception) {
throw new Error("Invalid JSON in the GooglePaLM's stopSequences: " + exception)
}
}

const model = new GooglePaLM(obj)
return model
}
}

module.exports = { nodeClass: GooglePaLM_LLMs }
67 changes: 67 additions & 0 deletions packages/components/nodes/llms/GooglePaLM/Google_PaLM_Logo.svg
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1 change: 1 addition & 0 deletions packages/components/package.json
Original file line number Diff line number Diff line change
Expand Up @@ -19,6 +19,7 @@
"@aws-sdk/client-dynamodb": "^3.360.0",
"@dqbd/tiktoken": "^1.0.7",
"@getzep/zep-js": "^0.6.3",
"@google-ai/generativelanguage": "^0.2.1",
"@huggingface/inference": "^2.6.1",
"@notionhq/client": "^2.2.8",
"@opensearch-project/opensearch": "^1.2.0",
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