Files
AFFiNE-Mirror/packages/backend/server/src/plugins/copilot/prompt/chat-prompt.ts
2024-08-14 08:38:36 +00:00

155 lines
4.0 KiB
TypeScript

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