import type { ToolResult, Tool } from "$lib/types/Tool"; import { MessageReasoningUpdateType, MessageUpdateType, type MessageUpdate, } from "$lib/types/MessageUpdate"; import { AbortedGenerations } from "../abortedGenerations"; import type { TextGenerationContext } from "./types"; import type { EndpointMessage } from "../endpoints/endpoints"; import { generateFromDefaultEndpoint } from "../generateFromDefaultEndpoint"; import { generateSummaryOfReasoning } from "./reasoning"; import { logger } from "../logger"; type GenerateContext = Omit & { messages: EndpointMessage[] }; export async function* generate( { model, endpoint, conv, messages, assistant, isContinue, promptedAt }: GenerateContext, toolResults: ToolResult[], preprompt?: string, tools?: Tool[] ): AsyncIterable { // reasoning mode is false by default let reasoning = false; let reasoningBuffer = ""; let lastReasoningUpdate = new Date(); let status = ""; const startTime = new Date(); if ( model.reasoning && (model.reasoning.type === "regex" || model.reasoning.type === "summarize") ) { // if the model has reasoning in regex or summarize mode, it starts in reasoning mode // and we extract the answer from the reasoning reasoning = true; yield { type: MessageUpdateType.Reasoning, subtype: MessageReasoningUpdateType.Status, status: "Started reasoning...", }; } for await (const output of await endpoint({ messages, preprompt, continueMessage: isContinue, generateSettings: assistant?.generateSettings, tools, toolResults, isMultimodal: model.multimodal, conversationId: conv._id, })) { // text generation completed if (output.generated_text) { let interrupted = !output.token.special && !model.parameters.stop?.includes(output.token.text); let text = output.generated_text.trimEnd(); for (const stopToken of model.parameters.stop ?? []) { if (!text.endsWith(stopToken)) continue; interrupted = false; text = text.slice(0, text.length - stopToken.length); } let finalAnswer = text; if (model.reasoning && model.reasoning.type === "regex") { const regex = new RegExp(model.reasoning.regex); finalAnswer = regex.exec(reasoningBuffer)?.[1] ?? text; } else if (model.reasoning && model.reasoning.type === "summarize") { yield { type: MessageUpdateType.Reasoning, subtype: MessageReasoningUpdateType.Status, status: "Summarizing reasoning...", }; try { const summary = yield* generateFromDefaultEndpoint({ messages: [ { from: "user", content: `Question: ${ messages[messages.length - 1].content }\n\nReasoning: ${reasoningBuffer}`, }, ], preprompt: `Your task is to summarize concisely all your reasoning steps and then give the final answer. Keep it short, one short paragraph at most. If the reasoning steps explicitly include a code solution, make sure to include it in your answer. If the user is just having a casual conversation that doesn't require explanations, answer directly without explaining your steps, otherwise make sure to summarize step by step, make sure to skip dead-ends in your reasoning and removing excess detail. Do not use prefixes such as Response: or Answer: when answering to the user.`, generateSettings: { max_new_tokens: 1024, }, }); finalAnswer = summary; yield { type: MessageUpdateType.Reasoning, subtype: MessageReasoningUpdateType.Status, status: `Done in ${Math.round((new Date().getTime() - startTime.getTime()) / 1000)}s.`, }; } catch (e) { finalAnswer = text; logger.error(e); } } yield { type: MessageUpdateType.FinalAnswer, text: finalAnswer, interrupted, webSources: output.webSources, }; continue; } if (model.reasoning && model.reasoning.type === "tokens") { if (output.token.text === model.reasoning.beginToken) { reasoning = true; reasoningBuffer += output.token.text; yield { type: MessageUpdateType.Reasoning, subtype: MessageReasoningUpdateType.Status, status: "Started thinking...", }; } else if (output.token.text === model.reasoning.endToken) { reasoning = false; reasoningBuffer += output.token.text; yield { type: MessageUpdateType.Reasoning, subtype: MessageReasoningUpdateType.Status, status: `Done in ${Math.round((new Date().getTime() - startTime.getTime()) / 1000)}s.`, }; } } // ignore special tokens if (output.token.special) continue; // pass down normal token if (reasoning) { reasoningBuffer += output.token.text; // yield status update if it has changed if (status !== "") { yield { type: MessageUpdateType.Reasoning, subtype: MessageReasoningUpdateType.Status, status, }; status = ""; } // create a new status every 5 seconds if (new Date().getTime() - lastReasoningUpdate.getTime() > 4000) { lastReasoningUpdate = new Date(); try { generateSummaryOfReasoning(reasoningBuffer).then((summary) => { status = summary; }); } catch (e) { logger.error(e); } } yield { type: MessageUpdateType.Reasoning, subtype: MessageReasoningUpdateType.Stream, token: output.token.text, }; } else { yield { type: MessageUpdateType.Stream, token: output.token.text }; } // abort check const date = AbortedGenerations.getInstance().getList().get(conv._id.toString()); if (date && date > promptedAt) break; // no output check if (!output) break; } }