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https://github.com/danny-avila/LibreChat.git
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* ✨ feat: Enhance agent initialization with endpoint token configuration and round max context tokens
* feat: recognize moonshot/kimi model context window
* chore: remove unused i18n key
198 lines
5.9 KiB
JavaScript
198 lines
5.9 KiB
JavaScript
const { Providers } = require('@librechat/agents');
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const {
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primeResources,
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extractLibreChatParams,
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optionalChainWithEmptyCheck,
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} = require('@librechat/api');
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const {
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ErrorTypes,
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EModelEndpoint,
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EToolResources,
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isAgentsEndpoint,
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replaceSpecialVars,
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providerEndpointMap,
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} = require('librechat-data-provider');
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const generateArtifactsPrompt = require('~/app/clients/prompts/artifacts');
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const { getProviderConfig } = require('~/server/services/Endpoints');
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const { processFiles } = require('~/server/services/Files/process');
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const { getFiles, getToolFilesByIds } = require('~/models/File');
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const { getConvoFiles } = require('~/models/Conversation');
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const { getModelMaxTokens } = require('~/utils');
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/**
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* @param {object} params
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* @param {ServerRequest} params.req
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* @param {ServerResponse} params.res
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* @param {Agent} params.agent
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* @param {string | null} [params.conversationId]
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* @param {Array<IMongoFile>} [params.requestFiles]
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* @param {typeof import('~/server/services/ToolService').loadAgentTools | undefined} [params.loadTools]
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* @param {TEndpointOption} [params.endpointOption]
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* @param {Set<string>} [params.allowedProviders]
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* @param {boolean} [params.isInitialAgent]
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* @returns {Promise<Agent & { tools: StructuredTool[], attachments: Array<MongoFile>, toolContextMap: Record<string, unknown>, maxContextTokens: number }>}
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*/
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const initializeAgent = async ({
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req,
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res,
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agent,
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loadTools,
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requestFiles,
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conversationId,
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endpointOption,
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allowedProviders,
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isInitialAgent = false,
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}) => {
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if (
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isAgentsEndpoint(endpointOption?.endpoint) &&
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allowedProviders.size > 0 &&
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!allowedProviders.has(agent.provider)
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) {
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throw new Error(
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`{ "type": "${ErrorTypes.INVALID_AGENT_PROVIDER}", "info": "${agent.provider}" }`,
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);
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}
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let currentFiles;
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const _modelOptions = structuredClone(
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Object.assign(
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{ model: agent.model },
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agent.model_parameters ?? { model: agent.model },
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isInitialAgent === true ? endpointOption?.model_parameters : {},
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),
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);
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const { resendFiles, maxContextTokens, modelOptions } = extractLibreChatParams(_modelOptions);
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if (isInitialAgent && conversationId != null && resendFiles) {
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const fileIds = (await getConvoFiles(conversationId)) ?? [];
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/** @type {Set<EToolResources>} */
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const toolResourceSet = new Set();
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for (const tool of agent.tools) {
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if (EToolResources[tool]) {
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toolResourceSet.add(EToolResources[tool]);
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}
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}
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const toolFiles = await getToolFilesByIds(fileIds, toolResourceSet);
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if (requestFiles.length || toolFiles.length) {
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currentFiles = await processFiles(requestFiles.concat(toolFiles));
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}
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} else if (isInitialAgent && requestFiles.length) {
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currentFiles = await processFiles(requestFiles);
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}
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const { attachments, tool_resources } = await primeResources({
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req,
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getFiles,
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attachments: currentFiles,
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tool_resources: agent.tool_resources,
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requestFileSet: new Set(requestFiles?.map((file) => file.file_id)),
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agentId: agent.id,
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});
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const provider = agent.provider;
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const { tools: structuredTools, toolContextMap } =
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(await loadTools?.({
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req,
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res,
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provider,
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agentId: agent.id,
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tools: agent.tools,
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model: agent.model,
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tool_resources,
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})) ?? {};
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agent.endpoint = provider;
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const { getOptions, overrideProvider } = await getProviderConfig(provider);
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if (overrideProvider !== agent.provider) {
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agent.provider = overrideProvider;
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}
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const _endpointOption =
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isInitialAgent === true
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? Object.assign({}, endpointOption, { model_parameters: modelOptions })
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: { model_parameters: modelOptions };
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const options = await getOptions({
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req,
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res,
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optionsOnly: true,
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overrideEndpoint: provider,
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overrideModel: agent.model,
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endpointOption: _endpointOption,
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});
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const tokensModel =
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agent.provider === EModelEndpoint.azureOpenAI ? agent.model : modelOptions.model;
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const maxTokens = optionalChainWithEmptyCheck(
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modelOptions.maxOutputTokens,
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modelOptions.maxTokens,
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0,
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);
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const agentMaxContextTokens = optionalChainWithEmptyCheck(
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maxContextTokens,
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getModelMaxTokens(tokensModel, providerEndpointMap[provider], options.endpointTokenConfig),
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4096,
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);
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if (
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agent.endpoint === EModelEndpoint.azureOpenAI &&
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options.llmConfig?.azureOpenAIApiInstanceName == null
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) {
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agent.provider = Providers.OPENAI;
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}
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if (options.provider != null) {
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agent.provider = options.provider;
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}
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/** @type {import('@librechat/agents').GenericTool[]} */
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let tools = options.tools?.length ? options.tools : structuredTools;
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if (
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(agent.provider === Providers.GOOGLE || agent.provider === Providers.VERTEXAI) &&
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options.tools?.length &&
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structuredTools?.length
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) {
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throw new Error(`{ "type": "${ErrorTypes.GOOGLE_TOOL_CONFLICT}"}`);
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} else if (
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(agent.provider === Providers.OPENAI ||
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agent.provider === Providers.AZURE ||
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agent.provider === Providers.ANTHROPIC) &&
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options.tools?.length &&
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structuredTools?.length
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) {
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tools = structuredTools.concat(options.tools);
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}
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/** @type {import('@librechat/agents').ClientOptions} */
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agent.model_parameters = { ...options.llmConfig };
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if (options.configOptions) {
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agent.model_parameters.configuration = options.configOptions;
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}
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if (agent.instructions && agent.instructions !== '') {
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agent.instructions = replaceSpecialVars({
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text: agent.instructions,
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user: req.user,
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});
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}
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if (typeof agent.artifacts === 'string' && agent.artifacts !== '') {
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agent.additional_instructions = generateArtifactsPrompt({
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endpoint: agent.provider,
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artifacts: agent.artifacts,
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});
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}
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return {
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...agent,
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tools,
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attachments,
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resendFiles,
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toolContextMap,
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useLegacyContent: !!options.useLegacyContent,
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maxContextTokens: Math.round((agentMaxContextTokens - maxTokens) * 0.9),
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};
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};
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module.exports = { initializeAgent };
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