Addition of Claude for Image uploads

This commit is contained in:
vinodkiran
2024-03-07 18:55:24 +05:30
parent a2caf3e265
commit 63b8c23072
10 changed files with 185 additions and 108 deletions
@@ -1,16 +1,22 @@
import { BaseLanguageModel, BaseLanguageModelCallOptions } from '@langchain/core/language_models/base'
import { BaseLLMOutputParser, BaseOutputParser } from '@langchain/core/output_parsers'
import { HumanMessage } from '@langchain/core/messages'
import { ChatPromptTemplate, FewShotPromptTemplate, PromptTemplate, HumanMessagePromptTemplate } from '@langchain/core/prompts'
import { OutputFixingParser } from 'langchain/output_parsers'
import { LLMChain } from 'langchain/chains'
import { ICommonObject, INode, INodeData, INodeOutputsValue, INodeParams } from '../../../src/Interface'
import { ConsoleCallbackHandler, CustomChainHandler, additionalCallbacks } from '../../../src/handler'
import { getBaseClasses, handleEscapeCharacters } from '../../../src/utils'
import { checkInputs, Moderation, streamResponse } from '../../moderation/Moderation'
import { formatResponse, injectOutputParser } from '../../outputparsers/OutputParserHelpers'
import { ChatOpenAI } from '../../chatmodels/ChatOpenAI/FlowiseChatOpenAI'
import { addImagesToMessages } from '../../../src/multiModalUtils'
import { BaseLanguageModel, BaseLanguageModelCallOptions } from "@langchain/core/language_models/base";
import { BaseLLMOutputParser, BaseOutputParser } from "@langchain/core/output_parsers";
import { HumanMessage } from "@langchain/core/messages";
import {
ChatPromptTemplate,
FewShotPromptTemplate,
HumanMessagePromptTemplate,
PromptTemplate
} from "@langchain/core/prompts";
import { OutputFixingParser } from "langchain/output_parsers";
import { LLMChain } from "langchain/chains";
import { ICommonObject, INode, INodeData, INodeOutputsValue, INodeParams } from "../../../src/Interface";
import { additionalCallbacks, ConsoleCallbackHandler, CustomChainHandler } from "../../../src/handler";
import { getBaseClasses, handleEscapeCharacters } from "../../../src/utils";
import { checkInputs, Moderation, streamResponse } from "../../moderation/Moderation";
import { formatResponse, injectOutputParser } from "../../outputparsers/OutputParserHelpers";
import { ChatOpenAI } from "../../chatmodels/ChatOpenAI/FlowiseChatOpenAI";
import { addImagesToMessages, llmSupportsVision } from "../../../src/multiModalUtils";
import { IVisionChatModal } from "../../../src/IVisionChatModal";
class LLMChain_Chains implements INode {
label: string
@@ -183,24 +189,39 @@ const runPrediction = async (
* TO: { "value": "hello i am ben\n\n\thow are you?" }
*/
const promptValues = handleEscapeCharacters(promptValuesRaw, true)
const messageContent = addImagesToMessages(nodeData, options, model.multiModalOption)
if (chain.llm instanceof ChatOpenAI) {
const chatOpenAI = chain.llm as ChatOpenAI
if (llmSupportsVision(chain.llm)) {
const messageContent = addImagesToMessages(nodeData, options, model.multiModalOption)
const visionChatModel = chain.llm as IVisionChatModal
if (messageContent?.length) {
// Change model to gpt-4-vision && max token to higher when using gpt-4-vision
chatOpenAI.modelName = 'gpt-4-vision-preview'
chatOpenAI.maxTokens = 1024
visionChatModel.setVisionModel()
// Add image to the message
if (chain.prompt instanceof PromptTemplate) {
const existingPromptTemplate = chain.prompt.template as string
let newChatPromptTemplate = ChatPromptTemplate.fromMessages([
HumanMessagePromptTemplate.fromTemplate(existingPromptTemplate)
const msg = HumanMessagePromptTemplate.fromTemplate([
...messageContent,
{
text: existingPromptTemplate
}
])
newChatPromptTemplate.promptMessages.push(new HumanMessage({ content: messageContent }))
chain.prompt = newChatPromptTemplate
msg.inputVariables = chain.prompt.inputVariables
chain.prompt = ChatPromptTemplate.fromMessages([msg])
} else if (chain.prompt instanceof ChatPromptTemplate) {
chain.prompt.promptMessages.push(new HumanMessage({ content: messageContent }))
if (chain.prompt.promptMessages.at(-1) instanceof HumanMessagePromptTemplate) {
const lastMessage = chain.prompt.promptMessages.pop() as HumanMessagePromptTemplate
const template = (lastMessage.prompt as PromptTemplate).template as string
const msg = HumanMessagePromptTemplate.fromTemplate([
...messageContent,
{
text: template
}
])
msg.inputVariables = lastMessage.inputVariables
chain.prompt.promptMessages.push(msg)
} else {
chain.prompt.promptMessages.push(new HumanMessage({ content: messageContent }))
}
} else if (chain.prompt instanceof FewShotPromptTemplate) {
let existingFewShotPromptTemplate = chain.prompt.examplePrompt.template as string
let newFewShotPromptTemplate = ChatPromptTemplate.fromMessages([
@@ -212,8 +233,7 @@ const runPrediction = async (
}
} else {
// revert to previous values if image upload is empty
chatOpenAI.modelName = model.configuredModel
chatOpenAI.maxTokens = model.configuredMaxToken
visionChatModel.revertToOriginalModel()
}
}