add replicate

This commit is contained in:
Henry
2023-07-18 20:55:03 +01:00
parent 8d2b9ccb80
commit 5d561bfd4e
4 changed files with 400 additions and 1 deletions
@@ -0,0 +1,118 @@
import { INode, INodeData, INodeParams } from '../../../src/Interface'
import { getBaseClasses } from '../../../src/utils'
import { Replicate, ReplicateInput } from 'langchain/llms/replicate'
class Replicate_LLMs implements INode {
label: string
name: string
type: string
icon: string
category: string
description: string
baseClasses: string[]
inputs: INodeParams[]
constructor() {
this.label = 'Replicate'
this.name = 'replicate'
this.type = 'Replicate'
this.icon = 'replicate.svg'
this.category = 'LLMs'
this.description = 'Use Replicate to run open source models on cloud'
this.baseClasses = [this.type, 'BaseChatModel', ...getBaseClasses(Replicate)]
this.inputs = [
{
label: 'Replicate Api Key',
name: 'replicateApiKey',
type: 'password'
},
{
label: 'Model',
name: 'model',
type: 'string',
placeholder: 'a16z-infra/llama13b-v2-chat:df7690f1994d94e96ad9d568eac121aecf50684a0b0963b25a41cc40061269e5',
optional: true
},
{
label: 'Temperature',
name: 'temperature',
type: 'number',
description:
'Adjusts randomness of outputs, greater than 1 is random and 0 is deterministic, 0.75 is a good starting value.',
default: 0.7,
optional: true
},
{
label: 'Max Tokens',
name: 'maxTokens',
type: 'number',
description: 'Maximum number of tokens to generate. A word is generally 2-3 tokens',
optional: true,
additionalParams: true
},
{
label: 'Top Probability',
name: 'topP',
type: 'number',
description:
'When decoding text, samples from the top p percentage of most likely tokens; lower to ignore less likely tokens',
optional: true,
additionalParams: true
},
{
label: 'Repetition Penalty',
name: 'repetitionPenalty',
type: 'number',
description:
'Penalty for repeated words in generated text; 1 is no penalty, values greater than 1 discourage repetition, less than 1 encourage it. (minimum: 0.01; maximum: 5)',
optional: true,
additionalParams: true
},
{
label: 'Additional Inputs',
name: 'additionalInputs',
type: 'json',
description:
'Each model has different parameters, refer to the specific model accepted inputs. For example: <a target="_blank" href="https://replicate.com/a16z-infra/llama13b-v2-chat/api#inputs">llama13b-v2</a>',
additionalParams: true,
optional: true
}
]
}
async init(nodeData: INodeData): Promise<any> {
const modelName = nodeData.inputs?.model as string
const apiKey = nodeData.inputs?.replicateApiKey as string
const temperature = nodeData.inputs?.temperature as string
const maxTokens = nodeData.inputs?.maxTokens as string
const topP = nodeData.inputs?.topP as string
const repetitionPenalty = nodeData.inputs?.repetitionPenalty as string
const additionalInputs = nodeData.inputs?.additionalInputs as string
const version = modelName.split(':').pop()
const name = modelName.split(':')[0].split('/').pop()
const org = modelName.split(':')[0].split('/')[0]
const obj: ReplicateInput = {
model: `${org}/${name}:${version}`,
apiKey
}
let inputs: any = {}
if (maxTokens) inputs.max_length = parseInt(maxTokens, 10)
if (temperature) inputs.temperature = parseFloat(temperature)
if (topP) inputs.top_p = parseFloat(topP)
if (repetitionPenalty) inputs.repetition_penalty = parseFloat(repetitionPenalty)
if (additionalInputs) {
const parsedInputs =
typeof additionalInputs === 'object' ? additionalInputs : additionalInputs ? JSON.parse(additionalInputs) : {}
inputs = { ...inputs, ...parsedInputs }
}
if (Object.keys(inputs).length) obj.input = inputs
const model = new Replicate(obj)
return model
}
}
module.exports = { nodeClass: Replicate_LLMs }
@@ -0,0 +1,7 @@
<svg version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 1000 1000" class="logo" xml:space="preserve">
<g>
<polygon points="1000,427.6 1000,540.6 603.4,540.6 603.4,1000 477,1000 477,427.6 "></polygon>
<polygon points="1000,213.8 1000,327 364.8,327 364.8,1000 238.4,1000 238.4,213.8 "></polygon>
<polygon points="1000,0 1000,113.2 126.4,113.2 126.4,1000 0,1000 0,0 "></polygon>
</g>
</svg>

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@@ -37,7 +37,7 @@
"form-data": "^4.0.0",
"graphql": "^16.6.0",
"html-to-text": "^9.0.5",
"langchain": "^0.0.104",
"langchain": "^0.0.112",
"linkifyjs": "^4.1.1",
"mammoth": "^1.5.1",
"moment": "^2.29.3",
@@ -48,6 +48,7 @@
"playwright": "^1.35.0",
"puppeteer": "^20.7.1",
"redis": "^4.6.7",
"replicate": "^0.12.3",
"srt-parser-2": "^1.2.3",
"vm2": "^3.9.19",
"weaviate-ts-client": "^1.1.0",