mirror of
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155 lines
4.0 KiB
TypeScript
155 lines
4.0 KiB
TypeScript
import { type Tokenizer } from '@affine/server-native';
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import { Logger } from '@nestjs/common';
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import { AiPrompt } from '@prisma/client';
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import Mustache from 'mustache';
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import {
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getTokenEncoder,
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PromptConfig,
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PromptMessage,
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PromptParams,
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} from '../types';
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// disable escaping
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Mustache.escape = (text: string) => text;
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function extractMustacheParams(template: string) {
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const regex = /\{\{\s*([^{}]+)\s*\}\}/g;
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const params = [];
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let match;
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while ((match = regex.exec(template)) !== null) {
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params.push(match[1]);
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}
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return Array.from(new Set(params));
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}
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export class ChatPrompt {
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private readonly logger = new Logger(ChatPrompt.name);
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public readonly encoder: Tokenizer | null;
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private readonly promptTokenSize: number;
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private readonly templateParamKeys: string[] = [];
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private readonly templateParams: PromptParams = {};
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static createFromPrompt(
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options: Omit<
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AiPrompt,
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'id' | 'createdAt' | 'updatedAt' | 'modified' | 'config'
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> & {
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messages: PromptMessage[];
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config: PromptConfig | undefined;
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}
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) {
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return new ChatPrompt(
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options.name,
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options.action || undefined,
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options.model,
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options.config,
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options.messages
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);
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}
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constructor(
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public readonly name: string,
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public readonly action: string | undefined,
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public readonly model: string,
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public readonly config: PromptConfig | undefined,
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private readonly messages: PromptMessage[]
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) {
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this.encoder = getTokenEncoder(model);
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this.promptTokenSize =
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this.encoder?.count(messages.map(m => m.content).join('') || '') || 0;
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this.templateParamKeys = extractMustacheParams(
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messages.map(m => m.content).join('')
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);
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this.templateParams = messages.reduce(
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(acc, m) => Object.assign(acc, m.params),
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{} as PromptParams
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);
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}
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/**
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* get prompt token size
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*/
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get tokens() {
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return this.promptTokenSize;
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}
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/**
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* get prompt param keys in template
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*/
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get paramKeys() {
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return this.templateParamKeys.slice();
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}
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/**
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* get prompt params
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*/
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get params() {
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return { ...this.templateParams };
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}
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encode(message: string) {
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return this.encoder?.count(message) || 0;
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}
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private checkParams(params: PromptParams, sessionId?: string) {
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const selfParams = this.templateParams;
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for (const key of Object.keys(selfParams)) {
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const options = selfParams[key];
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const income = params[key];
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if (
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typeof income !== 'string' ||
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(Array.isArray(options) && !options.includes(income))
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) {
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if (sessionId) {
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const prefix = income
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? `Invalid param value: ${key}=${income}`
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: `Missing param value: ${key}`;
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this.logger.warn(
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`${prefix} in session ${sessionId}, use default options: ${Array.isArray(options) ? options[0] : options}`
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);
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}
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if (Array.isArray(options)) {
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// use the first option if income is not in options
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params[key] = options[0];
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} else {
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params[key] = options;
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}
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}
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}
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}
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/**
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* render prompt messages with params
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* @param params record of params, e.g. { name: 'Alice' }
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* @returns e.g. [{ role: 'system', content: 'Hello, {{name}}' }] => [{ role: 'system', content: 'Hello, Alice' }]
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*/
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finish(params: PromptParams, sessionId?: string): PromptMessage[] {
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this.checkParams(params, sessionId);
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const { attachments: attach, ...restParams } = params;
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const paramsAttach = Array.isArray(attach) ? attach : [];
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return this.messages.map(
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({ attachments: attach, content, params: _, ...rest }) => {
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const result: PromptMessage = {
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...rest,
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params,
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content: Mustache.render(content, restParams),
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};
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const attachments = [
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...(Array.isArray(attach) ? attach : []),
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...paramsAttach,
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];
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if (attachments.length && rest.role === 'user') {
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result.attachments = attachments;
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}
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return result;
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}
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);
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}
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}
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