| | 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<TextGenerationContext, "messages"> & { messages: EndpointMessage[] }; |
| |
|
| | export async function* generate( |
| | { model, endpoint, conv, messages, assistant, isContinue, promptedAt }: GenerateContext, |
| | toolResults: ToolResult[], |
| | preprompt?: string, |
| | tools?: Tool[] |
| | ): AsyncIterable<MessageUpdate> { |
| | |
| | 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") |
| | ) { |
| | |
| | |
| | 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, |
| | })) { |
| | |
| | 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.`, |
| | }; |
| | } |
| | } |
| | |
| | if (output.token.special) continue; |
| |
|
| | |
| | if (reasoning) { |
| | reasoningBuffer += output.token.text; |
| |
|
| | |
| | if (status !== "") { |
| | yield { |
| | type: MessageUpdateType.Reasoning, |
| | subtype: MessageReasoningUpdateType.Status, |
| | status, |
| | }; |
| | status = ""; |
| | } |
| |
|
| | |
| | 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 }; |
| | } |
| |
|
| | |
| | const date = AbortedGenerations.getInstance().getList().get(conv._id.toString()); |
| | if (date && date > promptedAt) break; |
| |
|
| | |
| | if (!output) break; |
| | } |
| | } |
| |
|