ref: format

add: .idea to VCS, the refactor guide

.gitignore

@@ -51,7 +51,6 @@ internal/
 !tests/cases/projects/projectOption/**/node_modules
 !tests/cases/projects/NodeModulesSearch/**/*
 !tests/baselines/reference/project/nodeModules*/**/*
-.idea
 yarn.lock
 yarn-error.log
 .parallelperf.*
@@ -78,10 +77,11 @@ node_modules/
 # project specific
 logs/
 __pycache__
-filter/runs
-pred/runs
-pred/checkpoints
-data/
-filter/checkpoints
+ml/filter/runs
+ml/pred/runs
+ml/pred/checkpoints
+ml/pred/observed
+ml/data/
+ml/filter/checkpoints
 scripts
 model/

.idea/.gitignore

@@ -0,0 +1,9 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml
+dataSources.xml

.idea/cvsa.iml

@@ -0,0 +1,21 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="WEB_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$">
+      <excludeFolder url="file://$MODULE_DIR$/.tmp" />
+      <excludeFolder url="file://$MODULE_DIR$/temp" />
+      <excludeFolder url="file://$MODULE_DIR$/tmp" />
+      <excludeFolder url="file://$MODULE_DIR$/ml/data" />
+      <excludeFolder url="file://$MODULE_DIR$/doc" />
+      <excludeFolder url="file://$MODULE_DIR$/ml/filter/checkpoints" />
+      <excludeFolder url="file://$MODULE_DIR$/ml/filter/runs" />
+      <excludeFolder url="file://$MODULE_DIR$/ml/lab/data" />
+      <excludeFolder url="file://$MODULE_DIR$/ml/lab/temp" />
+      <excludeFolder url="file://$MODULE_DIR$/logs" />
+      <excludeFolder url="file://$MODULE_DIR$/model" />
+      <excludeFolder url="file://$MODULE_DIR$/src/db" />
+    </content>
+    <orderEntry type="inheritedJdk" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>

.idea/inspectionProfiles/Project_Default.xml

@@ -0,0 +1,12 @@
+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+    <inspection_tool class="GrazieInspection" enabled="false" level="GRAMMAR_ERROR" enabled_by_default="false" />
+    <inspection_tool class="LanguageDetectionInspection" enabled="false" level="WARNING" enabled_by_default="false" />
+    <inspection_tool class="SpellCheckingInspection" enabled="false" level="TYPO" enabled_by_default="false">
+      <option name="processCode" value="true" />
+      <option name="processLiterals" value="true" />
+      <option name="processComments" value="true" />
+    </inspection_tool>
+  </profile>
+</component>

.idea/modules.xml

@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/cvsa.iml" filepath="$PROJECT_DIR$/.idea/cvsa.iml" />
+    </modules>
+  </component>
+</project>

.idea/sqldialects.xml

@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="SqlDialectMappings">
+    <file url="PROJECT" dialect="PostgreSQL" />
+  </component>
+</project>

.idea/vcs.xml

@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="" vcs="Git" />
+  </component>
+</project>

components/Button.tsx

@@ -1,12 +0,0 @@
-import { JSX } from "preact";
-import { IS_BROWSER } from "$fresh/runtime.ts";
-
-export function Button(props: JSX.HTMLAttributes<HTMLButtonElement>) {
-	return (
-		<button
-			{...props}
-			disabled={!IS_BROWSER || props.disabled}
-			class="px-2 py-1 border-gray-500 border-2 rounded bg-white hover:bg-gray-200 transition-colors"
-		/>
-	);
-}

data/filter/1.py

@@ -1,55 +0,0 @@
-import json
-import random
-
-def process_data(input_file, output_file):
-    """
-    从输入文件中读取数据，找出model和human不一致的行，
-    删除"model"键，将"human"键重命名为"label"，
-    然后将处理后的数据添加到输出文件中。
-    在写入之前，它会加载output_file中的所有样本，
-    并使用aid键进行去重过滤。
-
-    Args:
-        input_file (str): 输入文件的路径。
-        output_file (str): 输出文件的路径。
-    """
-
-    # 加载output_file中已有的数据，用于去重
-    existing_data = set()
-    try:
-        with open(output_file, 'r', encoding='utf-8') as f_out:
-            for line in f_out:
-                try:
-                    data = json.loads(line)
-                    existing_data.add(data['aid'])
-                except json.JSONDecodeError:
-                    pass  # 忽略JSON解码错误，继续读取下一行
-    except FileNotFoundError:
-        pass  # 如果文件不存在，则忽略
-
-    with open(input_file, 'r', encoding='utf-8') as f_in, open(output_file, 'a', encoding='utf-8') as f_out:
-        for line in f_in:
-            try:
-                data = json.loads(line)
-
-                if data['model'] != data['human'] or random.random() < 0.2:
-                    if data['aid'] not in existing_data:  # 检查aid是否已存在
-                        del data['model']
-                        data['label'] = data['human']
-                        del data['human']
-                        f_out.write(json.dumps(data, ensure_ascii=False) + '\n')
-                        existing_data.add(data['aid'])  # 将新的aid添加到集合中
-
-            except json.JSONDecodeError as e:
-                print(f"JSON解码错误: {e}")
-                print(f"错误行内容: {line.strip()}")
-            except KeyError as e:
-                print(f"KeyError: 键 '{e}' 不存在")
-                print(f"错误行内容: {line.strip()}")
-
-# 调用函数处理数据
-input_file = 'real_test.jsonl'
-output_file = 'labeled_data.jsonl'
-process_data(input_file, output_file)
-print(f"处理完成，结果已写入 {output_file}")
-

deno.json

@@ -1,55 +1,15 @@
 {
 	"lock": false,
-	"tasks": {
-		"crawl-raw-bili": "deno --allow-env --allow-ffi --allow-read --allow-net --allow-write --allow-run src/db/raw/insertAidsToDB.ts",
-		"crawl-bili-aids": "deno --allow-env --allow-ffi --allow-read --allow-net --allow-write --allow-run src/db/raw/fetchAids.ts",
-		"check": "deno fmt --check && deno lint && deno check **/*.ts && deno check **/*.tsx",
-		"cli": "echo \"import '\\$fresh/src/dev/cli.ts'\" | deno run --unstable -A -",
-		"manifest": "deno task cli manifest $(pwd)",
-		"start": "deno run -A --watch=static/,routes/ dev.ts",
-		"build": "deno run -A dev.ts build",
-		"preview": "deno run -A main.ts",
-		"update": "deno run -A -r https://fresh.deno.dev/update .",
-		"worker:main": "deno run --env-file=.env --allow-env --allow-read --allow-ffi --allow-net --allow-write --allow-run ./src/worker.ts",
-		"worker:filter": "deno run --env-file=.env --allow-env --allow-read --allow-ffi --allow-net --allow-write ./src/filterWorker.ts",
-		"adder": "deno run --env-file=.env --allow-env --allow-read --allow-ffi --allow-net ./src/jobAdder.ts",
-		"bullui": "deno run --allow-read --allow-env --allow-ffi --allow-net ./src/bullui.ts",
-		"all": "concurrently 'deno task worker:main' 'deno task adder' 'deno task bullui' 'deno task worker:filter'",
-		"test": "deno test ./test/ --allow-env --allow-ffi --allow-read --allow-net --allow-write --allow-run"
-	},
-	"lint": {
-		"rules": {
-			"tags": ["fresh", "recommended"]
-		}
-	},
-	"exclude": ["**/_fresh/*"],
-	"imports": {
-		"@std/assert": "jsr:@std/assert@1",
-		"$fresh/": "https://deno.land/x/fresh@1.7.3/",
-		"preact": "https://esm.sh/preact@10.22.0",
-		"preact/": "https://esm.sh/preact@10.22.0/",
-		"@preact/signals": "https://esm.sh/*@preact/signals@1.2.2",
-		"@preact/signals-core": "https://esm.sh/*@preact/signals-core@1.5.1",
-		"tailwindcss": "npm:tailwindcss@3.4.1",
-		"tailwindcss/": "npm:/tailwindcss@3.4.1/",
-		"tailwindcss/plugin": "npm:/tailwindcss@3.4.1/plugin.js",
-		"$std/": "https://deno.land/std@0.216.0/",
-		"@huggingface/transformers": "npm:@huggingface/transformers@3.0.0",
-		"bullmq": "npm:bullmq",
-		"lib/": "./lib/",
-		"ioredis": "npm:ioredis",
-		"@bull-board/api": "npm:@bull-board/api",
-		"@bull-board/express": "npm:@bull-board/express",
-		"express": "npm:express",
-		"src/": "./src/",
-		"onnxruntime": "npm:onnxruntime-node@1.19.2",
-		"chalk": "npm:chalk"
-	},
-	"compilerOptions": {
-		"jsx": "react-jsx",
-		"jsxImportSource": "preact"
-	},
+	"workspace": [
+		"./packages/crawler",
+		"./packages/frontend",
+		"./packages/backend",
+		"./packages/core"
+	],
 	"nodeModulesDir": "auto",
+	"tasks": {
+		"crawler": "deno task --filter 'crawler' all"
+	},
 	"fmt": {
 		"useTabs": true,
 		"lineWidth": 120,

dev.ts

@@ -1,7 +0,0 @@
-#!/usr/bin/env -S deno run -A --watch=static/,routes/
-
-import dev from "$fresh/dev.ts";
-import config from "./fresh.config.ts";
-
-import "$std/dotenv/load.ts";
-await dev(import.meta.url, "./main.ts", config);

fresh.config.ts

@@ -1,6 +0,0 @@
-import { defineConfig } from "$fresh/server.ts";
-import tailwind from "$fresh/plugins/tailwind.ts";
-
-export default defineConfig({
-	plugins: [tailwind()],
-});

fresh.gen.ts

@@ -1,27 +0,0 @@
-// DO NOT EDIT. This file is generated by Fresh.
-// This file SHOULD be checked into source version control.
-// This file is automatically updated during development when running `dev.ts`.
-
-import * as $_404 from "./routes/_404.tsx";
-import * as $_app from "./routes/_app.tsx";
-import * as $api_joke from "./routes/api/joke.ts";
-import * as $greet_name_ from "./routes/greet/[name].tsx";
-import * as $index from "./routes/index.tsx";
-import * as $Counter from "./islands/Counter.tsx";
-import type { Manifest } from "$fresh/server.ts";
-
-const manifest = {
-	routes: {
-		"./routes/_404.tsx": $_404,
-		"./routes/_app.tsx": $_app,
-		"./routes/api/joke.ts": $api_joke,
-		"./routes/greet/[name].tsx": $greet_name_,
-		"./routes/index.tsx": $index,
-	},
-	islands: {
-		"./islands/Counter.tsx": $Counter,
-	},
-	baseUrl: import.meta.url,
-} satisfies Manifest;
-
-export default manifest;

islands/Counter.tsx

@@ -1,16 +0,0 @@
-import type { Signal } from "@preact/signals";
-import { Button } from "../components/Button.tsx";
-
-interface CounterProps {
-	count: Signal<number>;
-}
-
-export default function Counter(props: CounterProps) {
-	return (
-		<div class="flex gap-8 py-6">
-			<Button onClick={() => props.count.value -= 1}>-1</Button>
-			<p class="text-3xl tabular-nums">{props.count}</p>
-			<Button onClick={() => props.count.value += 1}>+1</Button>
-		</div>
-	);
-}

lib/ml/mantis.ts

@@ -1,22 +0,0 @@
-import { AIManager } from "lib/ml/manager.ts";
-import * as ort from "onnxruntime";
-import logger from "lib/log/logger.ts";
-import { WorkerError } from "lib/mq/schema.ts";
-
-const modelPath = "./model/model.onnx";
-
-class MantisProto extends AIManager {
-	constructor() {
-		super();
-		this.models = {
-			"predictor": modelPath,
-		};
-	}
-
-	public override async init(): Promise<void> {
-		await super.init();
-	}
-}
-
-const Mantis = new MantisProto();
-export default Mantis;

lib/mq/executors.ts

@@ -1 +0,0 @@
-export * from "lib/mq/exec/getLatestVideos.ts";

main.ts

@@ -1,13 +0,0 @@
-/// <reference no-default-lib="true" />
-/// <reference lib="dom" />
-/// <reference lib="dom.iterable" />
-/// <reference lib="dom.asynciterable" />
-/// <reference lib="deno.ns" />
-
-import "$std/dotenv/load.ts";
-
-import { start } from "$fresh/server.ts";
-import manifest from "./fresh.gen.ts";
-import config from "./fresh.config.ts";
-
-await start(manifest, config);

packages/crawler/db/allData.ts

@@ -1,6 +1,6 @@
 import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { AllDataType, BiliUserType } from "lib/db/schema.d.ts";
-import Akari from "lib/ml/akari.ts";
+import { AllDataType, BiliUserType } from "db/schema.d.ts";
+import Akari from "ml/akari.ts";
 
 export async function videoExistsInAllData(client: Client, aid: number) {
 	return await client.queryObject<{ exists: boolean }>(

packages/crawler/db/init.ts

@@ -1,5 +1,5 @@
 import { Pool } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { postgresConfig } from "lib/db/pgConfig.ts";
+import { postgresConfig } from "db/pgConfig.ts";
 
 const pool = new Pool(postgresConfig, 12);
 

packages/crawler/db/snapshot.ts

@@ -1,5 +1,5 @@
 import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { LatestSnapshotType } from "lib/db/schema.d.ts";
+import { LatestSnapshotType } from "db/schema.d.ts";
 
 export async function getVideosNearMilestone(client: Client) {
 	const queryResult = await client.queryObject<LatestSnapshotType>(`

packages/crawler/db/snapshotSchedule.ts

@@ -1,16 +1,13 @@
 import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { formatTimestampToPsql } from "lib/utils/formatTimestampToPostgre.ts";
+import { formatTimestampToPsql } from "utils/formatTimestampToPostgre.ts";
 import { SnapshotScheduleType } from "./schema.d.ts";
-import logger from "lib/log/logger.ts";
+import logger from "log/logger.ts";
 import { MINUTE } from "$std/datetime/constants.ts";
-import { redis } from "lib/db/redis.ts";
+import { redis } from "db/redis.ts";
 import { Redis } from "ioredis";
 
-const WINDOW_SIZE = 2880;
 const REDIS_KEY = "cvsa:snapshot_window_counts";
 
-let lastAvailableWindow: { offset: number; count: number } | null = null;
-
 function getCurrentWindowIndex(): number {
 	const now = new Date();
 	const minutesSinceMidnight = now.getHours() * 60 + now.getMinutes();
@@ -31,7 +28,7 @@ export async function refreshSnapshotWindowCounts(client: Client, redisClient: R
 		WHERE started_at >= NOW() AND status = 'pending' AND started_at <= NOW() + INTERVAL '10 days'
 		GROUP BY 1
 		ORDER BY window_start
-  	`
+  	`;
 
 	await redisClient.del(REDIS_KEY);
 
@@ -39,13 +36,11 @@ export async function refreshSnapshotWindowCounts(client: Client, redisClient: R
 
 	for (const row of result.rows) {
 		const targetOffset = Math.floor((row.window_start.getTime() - startTime) / (5 * MINUTE));
-		const offset = (currentWindow + targetOffset);
-		if (offset >= 0 && offset < WINDOW_SIZE) {
+		const offset = currentWindow + targetOffset;
+		if (offset >= 0) {
 			await redisClient.hset(REDIS_KEY, offset.toString(), Number(row.count));
 		}
 	}
-	
-	lastAvailableWindow = null;
 }
 
 export async function initSnapshotWindowCounts(client: Client, redisClient: Redis) {
@@ -84,6 +79,14 @@ export async function videoHasProcessingSchedule(client: Client, aid: number) {
 	return res.rows.length > 0;
 }
 
+export async function bulkGetVideosWithoutProcessingSchedules(client: Client, aids: number[]) {
+	const res = await client.queryObject<{ aid: number }>(
+		`SELECT aid FROM snapshot_schedule WHERE aid = ANY($1) AND status != 'processing' GROUP BY aid`,
+		[aids],
+	);
+	return res.rows.map((row) => row.aid);
+}
+
 interface Snapshot {
 	created_at: number;
 	views: number;
@@ -183,7 +186,13 @@ export async function getSnapshotScheduleCountWithinRange(client: Client, start:
  * @param aid The aid of the video.
  * @param targetTime Scheduled time for snapshot. (Timestamp in milliseconds)
  */
-export async function scheduleSnapshot(client: Client, aid: number, type: string, targetTime: number, force: boolean = false) {
+export async function scheduleSnapshot(
+	client: Client,
+	aid: number,
+	type: string,
+	targetTime: number,
+	force: boolean = false,
+) {
 	if (await videoHasActiveSchedule(client, aid) && !force) return;
 	let adjustedTime = new Date(targetTime);
 	if (type !== "milestone" && type !== "new") {
@@ -196,6 +205,18 @@ export async function scheduleSnapshot(client: Client, aid: number, type: string
 	);
 }
 
+export async function bulkScheduleSnapshot(
+	client: Client,
+	aids: number[],
+	type: string,
+	targetTime: number,
+	force: boolean = false,
+) {
+	for (const aid of aids) {
+		await scheduleSnapshot(client, aid, type, targetTime, force);
+	}
+}
+
 export async function adjustSnapshotTime(
 	expectedStartTime: Date,
 	allowedCounts: number = 1000,
@@ -204,21 +225,19 @@ export async function adjustSnapshotTime(
 	const currentWindow = getCurrentWindowIndex();
 	const targetOffset = Math.floor((expectedStartTime.getTime() - Date.now()) / (5 * MINUTE)) - 6;
 
-	let initialOffset = currentWindow + Math.max(targetOffset, 0);
-
-	if (lastAvailableWindow && lastAvailableWindow.count < allowedCounts) {
-		initialOffset = Math.max(lastAvailableWindow.offset - 2, 0);
-	}
+	const initialOffset = currentWindow + Math.max(targetOffset, 0);
 
 	let timePerIteration = 0;
+	const MAX_ITERATIONS = 2880;
+	let iters = 0;
 	const t = performance.now();
-	for (let i = initialOffset; i < WINDOW_SIZE; i++) {
+	for (let i = initialOffset; i < MAX_ITERATIONS; i++) {
+		iters++;
 		const offset = i;
 		const count = await getWindowCount(redisClient, offset);
 
 		if (count < allowedCounts) {
-			const newCount = await redisClient.hincrby(REDIS_KEY, offset.toString(), 1);
-			lastAvailableWindow = { offset, count: newCount };
+			await redisClient.hincrby(REDIS_KEY, offset.toString(), 1);
 
 			const startPoint = new Date();
 			startPoint.setHours(0, 0, 0, 0);
@@ -230,28 +249,27 @@ export async function adjustSnapshotTime(
 
 			if (delayedDate.getTime() < now.getTime()) {
 				const elapsed = performance.now() - t;
-				timePerIteration = elapsed / (i+1);
-				logger.log(`${timePerIteration.toFixed(3)}ms * ${i+1}iterations`, "perf", "fn:adjustSnapshotTime");
+				timePerIteration = elapsed / (i + 1);
+				logger.log(`${timePerIteration.toFixed(3)}ms * ${iters} iterations`, "perf", "fn:adjustSnapshotTime");
 				return now;
 			}
 			const elapsed = performance.now() - t;
-			timePerIteration = elapsed / (i+1);
-			logger.log(`${timePerIteration.toFixed(3)}ms * ${i+1}iterations`, "perf", "fn:adjustSnapshotTime");
+			timePerIteration = elapsed / (i + 1);
+			logger.log(`${timePerIteration.toFixed(3)}ms * ${iters} iterations`, "perf", "fn:adjustSnapshotTime");
 			return delayedDate;
 		}
 	}
 	const elapsed = performance.now() - t;
-	timePerIteration = elapsed / WINDOW_SIZE;
-	logger.log(`${timePerIteration.toFixed(3)}ms * ${WINDOW_SIZE}iterations`, "perf", "fn:adjustSnapshotTime");
+	timePerIteration = elapsed / MAX_ITERATIONS;
+	logger.log(`${timePerIteration.toFixed(3)}ms * ${MAX_ITERATIONS} iterations`, "perf", "fn:adjustSnapshotTime");
 	return expectedStartTime;
 }
 
-
 export async function getSnapshotsInNextSecond(client: Client) {
 	const query = `
 		SELECT *
 		FROM snapshot_schedule
-		WHERE started_at <= NOW() + INTERVAL '1 seconds' AND status = 'pending'
+		WHERE started_at <= NOW() + INTERVAL '1 seconds' AND status = 'pending' AND type != 'normal'
 		ORDER BY
 			CASE
 				WHEN type = 'milestone' THEN 0
@@ -264,6 +282,18 @@ export async function getSnapshotsInNextSecond(client: Client) {
 	return res.rows;
 }
 
+export async function getBulkSnapshotsInNextSecond(client: Client) {
+	const query = `
+		SELECT *
+		FROM snapshot_schedule
+		WHERE started_at <= NOW() + INTERVAL '15 seconds' AND status = 'pending' AND type = 'normal'
+		ORDER BY started_at
+		LIMIT 1000;
+	`;
+	const res = await client.queryObject<SnapshotScheduleType>(query, []);
+	return res.rows;
+}
+
 export async function setSnapshotStatus(client: Client, id: number, status: string) {
 	return await client.queryObject(
 		`UPDATE snapshot_schedule SET status = $2 WHERE id = $1`,
@@ -271,6 +301,13 @@ export async function setSnapshotStatus(client: Client, id: number, status: stri
 	);
 }
 
+export async function bulkSetSnapshotStatus(client: Client, ids: number[], status: string) {
+	return await client.queryObject(
+		`UPDATE snapshot_schedule SET status = $2 WHERE id = ANY($1)`,
+		[ids, status],
+	);
+}
+
 export async function getVideosWithoutActiveSnapshotSchedule(client: Client) {
 	const query: string = `
 		SELECT s.aid

packages/crawler/db/songs.ts

@@ -1,5 +1,5 @@
 import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { parseTimestampFromPsql } from "lib/utils/formatTimestampToPostgre.ts";
+import { parseTimestampFromPsql } from "utils/formatTimestampToPostgre.ts";
 
 export async function getNotCollectedSongs(client: Client) {
 	const queryResult = await client.queryObject<{ aid: number }>(`

packages/crawler/deno.json

@@ -0,0 +1,43 @@
+{
+	"name": "@cvsa/crawler",
+	"tasks": {
+		"crawl-raw-bili": "deno --allow-env --allow-ffi --allow-read --allow-net --allow-write --allow-run src/db/raw/insertAidsToDB.ts",
+		"crawl-bili-aids": "deno --allow-env --allow-ffi --allow-read --allow-net --allow-write --allow-run src/db/raw/fetchAids.ts",
+		"check": "deno fmt --check && deno lint && deno check **/*.ts && deno check **/*.tsx",
+		"manifest": "deno task cli manifest $(pwd)",
+		"start": "deno run -A --watch=static/,routes/ dev.ts",
+		"build": "deno run -A dev.ts build",
+		"preview": "deno run -A main.ts",
+		"worker:main": "deno run --env-file=.env --allow-env --allow-read --allow-ffi --allow-net --allow-write --allow-run ./src/worker.ts",
+		"worker:filter": "deno run --env-file=.env --allow-env --allow-read --allow-ffi --allow-net --allow-write ./src/filterWorker.ts",
+		"adder": "deno run --env-file=.env --allow-env --allow-read --allow-ffi --allow-net ./src/jobAdder.ts",
+		"bullui": "deno run --allow-read --allow-env --allow-ffi --allow-net ./src/bullui.ts",
+		"all": "concurrently 'deno task worker:main' 'deno task adder' 'deno task bullui' 'deno task worker:filter'",
+		"test": "deno test ./test/ --allow-env --allow-ffi --allow-read --allow-net --allow-write --allow-run"
+	},
+	"lint": {
+		"rules": {
+			"tags": ["recommended"]
+		}
+	},
+	"imports": {
+		"@std/assert": "jsr:@std/assert@1",
+		"$std/": "https://deno.land/std@0.216.0/",
+		"@huggingface/transformers": "npm:@huggingface/transformers@3.0.0",
+		"bullmq": "npm:bullmq",
+		"mq/": "./mq/",
+		"db/": "./db/",
+		"log/": "./log/",
+		"net/": "./net/",
+		"ml/": "./ml/",
+		"utils/": "./utils/",
+		"ioredis": "npm:ioredis",
+		"@bull-board/api": "npm:@bull-board/api",
+		"@bull-board/express": "npm:@bull-board/express",
+		"express": "npm:express",
+		"src/": "./src/",
+		"onnxruntime": "npm:onnxruntime-node@1.19.2",
+		"chalk": "npm:chalk"
+	},
+	"exports": "./main.ts"
+}

packages/crawler/log/test.ts

@@ -1,4 +1,4 @@
-import logger from "lib/log/logger.ts";
+import logger from "log/logger.ts";
 
 logger.error(Error("test error"), "test service");
 logger.debug(`some string`);

packages/crawler/main.ts

@@ -0,0 +1,7 @@
+// DENO ASK ME TO EXPORT SOMETHING WHEN 'name' IS SPECIFIED
+// AND IF I DON'T SPECIFY 'name', THE --filter FLAG IN `deno task` WON'T WORK.
+// I DONT'T KNOW WHY
+// SO HERE'S A PLACHOLDER EXPORT FOR DENO:
+export const DENO = "FUCK YOU DENO";
+// Oh, maybe export the version is a good idea
+export const VERSION = "1.0.13";

packages/crawler/ml/akari.ts

@@ -1,12 +1,12 @@
-import { AIManager } from "lib/ml/manager.ts";
+import { AIManager } from "ml/manager.ts";
 import * as ort from "onnxruntime";
-import logger from "lib/log/logger.ts";
-import { WorkerError } from "lib/mq/schema.ts";
+import logger from "log/logger.ts";
+import { WorkerError } from "mq/schema.ts";
 import { AutoTokenizer, PreTrainedTokenizer } from "@huggingface/transformers";
 
 const tokenizerModel = "alikia2x/jina-embedding-v3-m2v-1024";
-const onnxClassifierPath = "./model/akari/3.17.onnx";
-const onnxEmbeddingPath = "./model/embedding/model.onnx";
+const onnxClassifierPath = "../../model/akari/3.17.onnx";
+const onnxEmbeddingPath = "../../model/embedding/model.onnx";
 
 class AkariProto extends AIManager {
 	private tokenizer: PreTrainedTokenizer | null = null;

packages/crawler/ml/manager.ts

@@ -1,6 +1,6 @@
 import * as ort from "onnxruntime";
-import logger from "lib/log/logger.ts";
-import { WorkerError } from "lib/mq/schema.ts";
+import logger from "log/logger.ts";
+import { WorkerError } from "mq/schema.ts";
 
 export class AIManager {
 	public sessions: { [key: string]: ort.InferenceSession } = {};

packages/crawler/mq/exec/classifyVideo.ts

@@ -1,13 +1,13 @@
 import { Job } from "bullmq";
-import { db } from "lib/db/init.ts";
-import { getUnlabelledVideos, getVideoInfoFromAllData, insertVideoLabel } from "lib/db/allData.ts";
-import Akari from "lib/ml/akari.ts";
-import { ClassifyVideoQueue } from "lib/mq/index.ts";
-import logger from "lib/log/logger.ts";
-import { lockManager } from "lib/mq/lockManager.ts";
-import { aidExistsInSongs } from "lib/db/songs.ts";
-import { insertIntoSongs } from "lib/mq/task/collectSongs.ts";
-import { scheduleSnapshot } from "lib/db/snapshotSchedule.ts";
+import { db } from "db/init.ts";
+import { getUnlabelledVideos, getVideoInfoFromAllData, insertVideoLabel } from "db/allData.ts";
+import Akari from "ml/akari.ts";
+import { ClassifyVideoQueue } from "mq/index.ts";
+import logger from "log/logger.ts";
+import { lockManager } from "mq/lockManager.ts";
+import { aidExistsInSongs } from "db/songs.ts";
+import { insertIntoSongs } from "mq/task/collectSongs.ts";
+import { scheduleSnapshot } from "db/snapshotSchedule.ts";
 import { MINUTE } from "$std/datetime/constants.ts";
 
 export const classifyVideoWorker = async (job: Job) => {

packages/crawler/mq/exec/getLatestVideos.ts

@@ -1,8 +1,8 @@
 import { Job } from "bullmq";
-import { queueLatestVideos } from "lib/mq/task/queueLatestVideo.ts";
-import { db } from "lib/db/init.ts";
-import { insertVideoInfo } from "lib/mq/task/getVideoDetails.ts";
-import { collectSongs } from "lib/mq/task/collectSongs.ts";
+import { queueLatestVideos } from "mq/task/queueLatestVideo.ts";
+import { db } from "db/init.ts";
+import { insertVideoInfo } from "mq/task/getVideoDetails.ts";
+import { collectSongs } from "mq/task/collectSongs.ts";
 
 export const getLatestVideosWorker = async (_job: Job): Promise<void> => {
 	const client = await db.connect();

packages/crawler/mq/exec/snapshotTick.ts

@@ -1,9 +1,13 @@
 import { Job } from "bullmq";
-import { db } from "lib/db/init.ts";
-import { getLatestVideoSnapshot, getVideosNearMilestone } from "lib/db/snapshot.ts";
+import { db } from "db/init.ts";
+import { getLatestVideoSnapshot, getVideosNearMilestone } from "db/snapshot.ts";
 import {
+	bulkGetVideosWithoutProcessingSchedules,
+	bulkScheduleSnapshot,
+	bulkSetSnapshotStatus,
 	findClosestSnapshot,
 	findSnapshotBefore,
+	getBulkSnapshotsInNextSecond,
 	getLatestSnapshot,
 	getSnapshotsInNextSecond,
 	getVideosWithoutActiveSnapshotSchedule,
@@ -12,17 +16,18 @@ import {
 	setSnapshotStatus,
 	snapshotScheduleExists,
 	videoHasProcessingSchedule,
-} from "lib/db/snapshotSchedule.ts";
+} from "db/snapshotSchedule.ts";
 import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
 import { HOUR, MINUTE, SECOND, WEEK } from "$std/datetime/constants.ts";
-import logger from "lib/log/logger.ts";
-import { SnapshotQueue } from "lib/mq/index.ts";
-import { insertVideoSnapshot } from "lib/mq/task/getVideoStats.ts";
-import { NetSchedulerError } from "lib/mq/scheduler.ts";
-import { getBiliVideoStatus, setBiliVideoStatus } from "lib/db/allData.ts";
-import { truncate } from "lib/utils/truncate.ts";
-import { lockManager } from "lib/mq/lockManager.ts";
-import { getSongsPublihsedAt } from "lib/db/songs.ts";
+import logger from "log/logger.ts";
+import { SnapshotQueue } from "mq/index.ts";
+import { insertVideoSnapshot } from "mq/task/getVideoStats.ts";
+import { NetSchedulerError } from "mq/scheduler.ts";
+import { getBiliVideoStatus, setBiliVideoStatus } from "db/allData.ts";
+import { truncate } from "utils/truncate.ts";
+import { lockManager } from "mq/lockManager.ts";
+import { getSongsPublihsedAt } from "db/songs.ts";
+import { bulkGetVideoStats } from "net/bulkGetVideoStats.ts";
 
 const priorityMap: { [key: string]: number } = {
 	"milestone": 1,
@@ -35,12 +40,40 @@ const snapshotTypeToTaskMap: { [key: string]: string } = {
 	"new": "snapshotMilestoneVideo",
 };
 
+export const bulkSnapshotTickWorker = async (_job: Job) => {
+	const client = await db.connect();
+	try {
+		const schedules = await getBulkSnapshotsInNextSecond(client);
+		const count = schedules.length;
+		const groups = Math.ceil(count / 30);
+		for (let i = 0; i < groups; i++) {
+			const group = schedules.slice(i * 30, (i + 1) * 30);
+			const aids = group.map((schedule) => Number(schedule.aid));
+			const filteredAids = await bulkGetVideosWithoutProcessingSchedules(client, aids);
+			if (filteredAids.length === 0) continue;
+			await bulkSetSnapshotStatus(client, filteredAids, "processing");
+			const dataMap: { [key: number]: number } = {};
+			for (const schedule of group) {
+				const id = Number(schedule.id);
+				dataMap[id] = Number(schedule.aid);
+			}
+			await SnapshotQueue.add("bulkSnapshotVideo", {
+				map: dataMap,
+			}, { priority: 3 });
+		}
+	} catch (e) {
+		logger.error(e as Error);
+	} finally {
+		client.release();
+	}
+};
+
 export const snapshotTickWorker = async (_job: Job) => {
 	const client = await db.connect();
 	try {
 		const schedules = await getSnapshotsInNextSecond(client);
 		for (const schedule of schedules) {
-			if (await videoHasProcessingSchedule(client, schedule.aid)) {
+			if (await videoHasProcessingSchedule(client, Number(schedule.aid))) {
 				return `ALREADY_PROCESSING`;
 			}
 			let priority = 3;
@@ -140,7 +173,8 @@ export const collectMilestoneSnapshotsWorker = async (_job: Job) => {
 const getRegularSnapshotInterval = async (client: Client, aid: number) => {
 	const now = Date.now();
 	const date = new Date(now - 24 * HOUR);
-	const oldSnapshot = await findSnapshotBefore(client, aid, date);
+	let oldSnapshot = await findSnapshotBefore(client, aid, date);
+	if (!oldSnapshot) oldSnapshot = await findClosestSnapshot(client, aid, date);
 	const latestSnapshot = await getLatestSnapshot(client, aid);
 	if (!oldSnapshot || !latestSnapshot) return 0;
 	if (oldSnapshot.created_at === latestSnapshot.created_at) return 0;
@@ -148,7 +182,7 @@ const getRegularSnapshotInterval = async (client: Client, aid: number) => {
 	if (hoursDiff < 8) return 24;
 	const viewsDiff = latestSnapshot.views - oldSnapshot.views;
 	if (viewsDiff === 0) return 72;
-	const speedPerDay = viewsDiff / hoursDiff * 24;
+	const speedPerDay = viewsDiff / (hoursDiff + 0.001) * 24;
 	if (speedPerDay < 6) return 36;
 	if (speedPerDay < 120) return 24;
 	if (speedPerDay < 320) return 12;
@@ -172,7 +206,7 @@ export const regularSnapshotsWorker = async (_job: Job) => {
 			const now = Date.now();
 			const lastSnapshotedAt = latestSnapshot?.time ?? now;
 			const interval = await getRegularSnapshotInterval(client, aid);
-			logger.log(`Schedule regular snapshot for aid ${aid} in ${interval} hours.`, "mq")
+			logger.log(`Scheduled regular snapshot for aid ${aid} in ${interval} hours.`, "mq");
 			const targetTime = truncate(lastSnapshotedAt + interval * HOUR, now + 1, now + 100000 * WEEK);
 			await scheduleSnapshot(client, aid, "normal", targetTime);
 			if (now - startedAt > 25 * MINUTE) {
@@ -187,6 +221,72 @@ export const regularSnapshotsWorker = async (_job: Job) => {
 	}
 };
 
+export const takeBulkSnapshotForVideosWorker = async (job: Job) => {
+	const dataMap: { [key: number]: number } = job.data.map;
+	const ids = Object.keys(dataMap).map((id) => Number(id));
+	const aidsToFetch: number[] = [];
+	const client = await db.connect();
+	try {
+		for (const id of ids) {
+			const aid = Number(dataMap[id]);
+			const exists = await snapshotScheduleExists(client, id);
+			if (!exists) {
+				continue;
+			}
+			aidsToFetch.push(aid);
+		}
+		const data = await bulkGetVideoStats(aidsToFetch);
+		if (typeof data === "number") {
+			await bulkSetSnapshotStatus(client, ids, "failed");
+			await bulkScheduleSnapshot(client, aidsToFetch, "normal", Date.now() + 15 * SECOND);
+			return `GET_BILI_STATUS_${data}`;
+		}
+		for (const video of data) {
+			const aid = video.id;
+			const stat = video.cnt_info;
+			const views = stat.play;
+			const danmakus = stat.danmaku;
+			const replies = stat.reply;
+			const likes = stat.thumb_up;
+			const coins = stat.coin;
+			const shares = stat.share;
+			const favorites = stat.collect;
+			const query: string = `
+				INSERT INTO video_snapshot (aid, views, danmakus, replies, likes, coins, shares, favorites)
+				VALUES ($1, $2, $3, $4, $5, $6, $7, $8)
+			`;
+			await client.queryObject(
+				query,
+				[aid, views, danmakus, replies, likes, coins, shares, favorites],
+			);
+
+			logger.log(`Taken snapshot for video ${aid} in bulk.`, "net", "fn:takeBulkSnapshotForVideosWorker");
+		}
+		await bulkSetSnapshotStatus(client, ids, "completed");
+		for (const aid of aidsToFetch) {
+			const interval = await getRegularSnapshotInterval(client, aid);
+			logger.log(`Scheduled regular snapshot for aid ${aid} in ${interval} hours.`, "mq");
+			await scheduleSnapshot(client, aid, "normal", Date.now() + interval * HOUR);
+		}
+		return `DONE`;
+	} catch (e) {
+		if (e instanceof NetSchedulerError && e.code === "NO_PROXY_AVAILABLE") {
+			logger.warn(
+				`No available proxy for bulk request now.`,
+				"mq",
+				"fn:takeBulkSnapshotForVideosWorker",
+			);
+			await bulkSetSnapshotStatus(client, ids, "completed");
+			await bulkScheduleSnapshot(client, aidsToFetch, "normal", Date.now() + 2 * MINUTE);
+			return;
+		}
+		logger.error(e as Error, "mq", "fn:takeBulkSnapshotForVideosWorker");
+		await bulkSetSnapshotStatus(client, ids, "failed");
+	} finally {
+		client.release();
+	}
+};
+
 export const takeSnapshotForVideoWorker = async (job: Job) => {
 	const id = job.data.id;
 	const aid = Number(job.data.aid);
@@ -215,7 +315,7 @@ export const takeSnapshotForVideoWorker = async (job: Job) => {
 		await setSnapshotStatus(client, id, "completed");
 		if (type === "normal") {
 			const interval = await getRegularSnapshotInterval(client, aid);
-			logger.log(`Schedule regular snapshot for aid ${aid} in ${interval} hours.`, "mq")
+			logger.log(`Scheduled regular snapshot for aid ${aid} in ${interval} hours.`, "mq");
 			await scheduleSnapshot(client, aid, type, Date.now() + interval * HOUR);
 			return `DONE`;
 		} else if (type === "new") {
@@ -282,7 +382,11 @@ export const scheduleCleanupWorker = async (_job: Job) => {
 			const type = row.type;
 			await setSnapshotStatus(client, id, "timeout");
 			await scheduleSnapshot(client, aid, type, Date.now() + 10 * SECOND);
-			logger.log(`Schedule ${id} has no response received for 5 minutes, rescheduled.`, "mq", "fn:scheduleCleanupWorker")
+			logger.log(
+				`Schedule ${id} has no response received for 5 minutes, rescheduled.`,
+				"mq",
+				"fn:scheduleCleanupWorker",
+			);
 		}
 	} catch (e) {
 		logger.error(e as Error, "mq", "fn:scheduleCleanupWorker");

packages/crawler/mq/executors.ts

@@ -0,0 +1 @@
+export * from "mq/exec/getLatestVideos.ts";

packages/crawler/mq/init.ts

@@ -1,9 +1,9 @@
 import { MINUTE, SECOND } from "$std/datetime/constants.ts";
-import { ClassifyVideoQueue, LatestVideosQueue, SnapshotQueue } from "lib/mq/index.ts";
-import logger from "lib/log/logger.ts";
-import { initSnapshotWindowCounts } from "lib/db/snapshotSchedule.ts";
-import { db } from "lib/db/init.ts";
-import { redis } from "lib/db/redis.ts";
+import { ClassifyVideoQueue, LatestVideosQueue, SnapshotQueue } from "mq/index.ts";
+import logger from "log/logger.ts";
+import { initSnapshotWindowCounts } from "db/snapshotSchedule.ts";
+import { db } from "db/init.ts";
+import { redis } from "db/redis.ts";
 
 export async function initMQ() {
 	const client = await db.connect();
@@ -35,6 +35,16 @@ export async function initMQ() {
 			},
 		});
 
+		await SnapshotQueue.upsertJobScheduler("bulkSnapshotTick", {
+			every: 15 * SECOND,
+			immediately: true,
+		}, {
+			opts: {
+				removeOnComplete: 1,
+				removeOnFail: 1,
+			},
+		});
+
 		await SnapshotQueue.upsertJobScheduler("collectMilestoneSnapshots", {
 			every: 5 * MINUTE,
 			immediately: true,

packages/crawler/mq/lockManager.ts

@@ -1,5 +1,5 @@
 import { Redis } from "ioredis";
-import { redis } from "lib/db/redis.ts";
+import { redis } from "db/redis.ts";
 
 class LockManager {
 	private redis: Redis;

packages/crawler/mq/rateLimiter.ts

@@ -1,4 +1,4 @@
-import { SlidingWindow } from "lib/mq/slidingWindow.ts";
+import { SlidingWindow } from "mq/slidingWindow.ts";
 
 export interface RateLimiterConfig {
 	window: SlidingWindow;

packages/crawler/mq/scheduler.ts

@@ -1,7 +1,7 @@
-import logger from "lib/log/logger.ts";
-import { RateLimiter, RateLimiterConfig } from "lib/mq/rateLimiter.ts";
-import { SlidingWindow } from "lib/mq/slidingWindow.ts";
-import { redis } from "lib/db/redis.ts";
+import logger from "log/logger.ts";
+import { RateLimiter, RateLimiterConfig } from "mq/rateLimiter.ts";
+import { SlidingWindow } from "mq/slidingWindow.ts";
+import { redis } from "db/redis.ts";
 import Redis from "ioredis";
 import { SECOND } from "$std/datetime/constants.ts";
 
@@ -333,12 +333,18 @@ const biliLimiterConfig: RateLimiterConfig[] = [
 	},
 ];
 
-const bili_test = biliLimiterConfig;
+const bili_test = [...biliLimiterConfig];
 bili_test[0].max = 10;
 bili_test[1].max = 36;
 bili_test[2].max = 150;
 bili_test[3].max = 1000;
 
+const bili_strict = [...biliLimiterConfig];
+bili_strict[0].max = 1;
+bili_strict[1].max = 4;
+bili_strict[2].max = 12;
+bili_strict[3].max = 100;
+
 /*
 Execution order for setup:
 
@@ -378,11 +384,21 @@ netScheduler.addTask("snapshotVideo", "bili_test", [
 	"alicloud-shenzhen",
 	"alicloud-hohhot",
 ]);
+netScheduler.addTask("bulkSnapshot", "bili_strict", [
+	"alicloud-qingdao",
+	"alicloud-shanghai",
+	"alicloud-zhangjiakou",
+	"alicloud-chengdu",
+	"alicloud-shenzhen",
+	"alicloud-hohhot",
+]);
 netScheduler.setTaskLimiter("getVideoInfo", videoInfoRateLimiterConfig);
 netScheduler.setTaskLimiter("getLatestVideos", null);
 netScheduler.setTaskLimiter("snapshotMilestoneVideo", null);
 netScheduler.setTaskLimiter("snapshotVideo", null);
+netScheduler.setTaskLimiter("bulkSnapshot", null);
 netScheduler.setProviderLimiter("bilibili", biliLimiterConfig);
 netScheduler.setProviderLimiter("bili_test", bili_test);
+netScheduler.setProviderLimiter("bili_strict", bili_strict);
 
 export default netScheduler;

packages/crawler/mq/task/collectSongs.ts

@@ -1,7 +1,7 @@
 import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { aidExistsInSongs, getNotCollectedSongs } from "lib/db/songs.ts";
-import logger from "lib/log/logger.ts";
-import { scheduleSnapshot } from "lib/db/snapshotSchedule.ts";
+import { aidExistsInSongs, getNotCollectedSongs } from "db/songs.ts";
+import logger from "log/logger.ts";
+import { scheduleSnapshot } from "db/snapshotSchedule.ts";
 import { MINUTE } from "$std/datetime/constants.ts";
 
 export async function collectSongs(client: Client) {

packages/crawler/mq/task/getVideoDetails.ts

@@ -1,9 +1,9 @@
 import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { getVideoDetails } from "lib/net/getVideoDetails.ts";
-import { formatTimestampToPsql } from "lib/utils/formatTimestampToPostgre.ts";
-import logger from "lib/log/logger.ts";
-import { ClassifyVideoQueue } from "lib/mq/index.ts";
-import { userExistsInBiliUsers, videoExistsInAllData } from "lib/db/allData.ts";
+import { getVideoDetails } from "net/getVideoDetails.ts";
+import { formatTimestampToPsql } from "utils/formatTimestampToPostgre.ts";
+import logger from "log/logger.ts";
+import { ClassifyVideoQueue } from "mq/index.ts";
+import { userExistsInBiliUsers, videoExistsInAllData } from "db/allData.ts";
 import { HOUR, SECOND } from "$std/datetime/constants.ts";
 
 export async function insertVideoInfo(client: Client, aid: number) {

packages/crawler/mq/task/getVideoStats.ts

@@ -1,7 +1,7 @@
 import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { getVideoInfo } from "lib/net/getVideoInfo.ts";
-import { LatestSnapshotType } from "lib/db/schema.d.ts";
-import logger from "lib/log/logger.ts";
+import { getVideoInfo } from "net/getVideoInfo.ts";
+import { LatestSnapshotType } from "db/schema.d.ts";
+import logger from "log/logger.ts";
 
 /*
  * Fetch video stats from bilibili API and insert into database

packages/crawler/mq/task/queueLatestVideo.ts

@@ -1,10 +1,10 @@
 import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { getLatestVideoAids } from "lib/net/getLatestVideoAids.ts";
-import { videoExistsInAllData } from "lib/db/allData.ts";
-import { sleep } from "lib/utils/sleep.ts";
+import { getLatestVideoAids } from "net/getLatestVideoAids.ts";
+import { videoExistsInAllData } from "db/allData.ts";
+import { sleep } from "utils/sleep.ts";
 import { SECOND } from "$std/datetime/constants.ts";
-import logger from "lib/log/logger.ts";
-import { LatestVideosQueue } from "lib/mq/index.ts";
+import logger from "log/logger.ts";
+import { LatestVideosQueue } from "mq/index.ts";
 
 export async function queueLatestVideos(
 	client: Client,

packages/crawler/net/bilibili.d.ts

@@ -11,11 +11,11 @@ export type VideoTagsResponse = BaseResponse<VideoTagsData>;
 export type VideoInfoResponse = BaseResponse<VideoInfoData>;
 export type MediaListInfoResponse = BaseResponse<MediaListInfoData>;
 
-type MediaListInfoData = MediaListInfoItem[];
+export type MediaListInfoData = MediaListInfoItem[];
 
-
-interface MediaListInfoItem {
-    bvid: string;
+export interface MediaListInfoItem {
+	attr: number;
+	bvid: string;
 	id: number;
 	cnt_info: {
 		coin: number;
@@ -25,7 +25,7 @@ interface MediaListInfoItem {
 		reply: number;
 		share: number;
 		thumb_up: number;
-	}
+	};
 }
 
 interface VideoInfoData {

packages/crawler/net/bulkGetVideoStats.ts

@@ -0,0 +1,27 @@
+import netScheduler from "mq/scheduler.ts";
+import { MediaListInfoData, MediaListInfoResponse } from "net/bilibili.d.ts";
+import logger from "log/logger.ts";
+
+/*
+ * Bulk fetch video metadata from bilibili API
+ * @param {number[]} aids - The aid list to fetch
+ * @returns {Promise<MediaListInfoData | number>} MediaListInfoData or the error code returned by bilibili API
+ * @throws {NetSchedulerError} - The error will be thrown in following cases:
+ * - No proxy is available currently: with error code `NO_PROXY_AVAILABLE`
+ * - The native `fetch` function threw an error: with error code `FETCH_ERROR`
+ * - The alicloud-fc threw an error: with error code `ALICLOUD_FC_ERROR`
+ */
+export async function bulkGetVideoStats(aids: number[]): Promise<MediaListInfoData | number> {
+	const baseURL = `https://api.bilibili.com/medialist/gateway/base/resource/infos?resources=`;
+	let url = baseURL;
+	for (const aid of aids) {
+		url += `${aid}:2,`;
+	}
+	const data = await netScheduler.request<MediaListInfoResponse>(url, "bulkSnapshot");
+	const errMessage = `Error fetching metadata for aid list: ${aids.join(",")}:`;
+	if (data.code !== 0) {
+		logger.error(errMessage + data.code + "-" + data.message, "net", "fn:getVideoInfo");
+		return data.code;
+	}
+	return data.data;
+}

packages/crawler/net/getLatestVideoAids.ts

@@ -1,6 +1,6 @@
-import { VideoListResponse } from "lib/net/bilibili.d.ts";
-import logger from "lib/log/logger.ts";
-import netScheduler from "lib/mq/scheduler.ts";
+import { VideoListResponse } from "net/bilibili.d.ts";
+import logger from "log/logger.ts";
+import netScheduler from "mq/scheduler.ts";
 
 export async function getLatestVideoAids(page: number = 1, pageSize: number = 10): Promise<number[]> {
 	const startFrom = 1 + pageSize * (page - 1);

packages/crawler/net/getVideoDetails.ts

@@ -1,6 +1,6 @@
-import netScheduler from "lib/mq/scheduler.ts";
-import { VideoDetailsData, VideoDetailsResponse } from "lib/net/bilibili.d.ts";
-import logger from "lib/log/logger.ts";
+import netScheduler from "mq/scheduler.ts";
+import { VideoDetailsData, VideoDetailsResponse } from "net/bilibili.d.ts";
+import logger from "log/logger.ts";
 
 export async function getVideoDetails(aid: number): Promise<VideoDetailsData | null> {
 	const url = `https://api.bilibili.com/x/web-interface/view/detail?aid=${aid}`;

packages/crawler/net/getVideoInfo.ts

@@ -1,6 +1,6 @@
-import netScheduler from "lib/mq/scheduler.ts";
-import { VideoInfoData, VideoInfoResponse } from "lib/net/bilibili.d.ts";
-import logger from "lib/log/logger.ts";
+import netScheduler from "mq/scheduler.ts";
+import { VideoInfoData, VideoInfoResponse } from "net/bilibili.d.ts";
+import logger from "log/logger.ts";
 
 /*
  * Fetch video metadata from bilibili API

packages/crawler/src/bullui.ts

@@ -2,7 +2,7 @@ import express from "express";
 import { createBullBoard } from "@bull-board/api";
 import { BullMQAdapter } from "@bull-board/api/bullMQAdapter.js";
 import { ExpressAdapter } from "@bull-board/express";
-import { ClassifyVideoQueue, LatestVideosQueue, SnapshotQueue } from "lib/mq/index.ts";
+import { ClassifyVideoQueue, LatestVideosQueue, SnapshotQueue } from "mq/index.ts";
 
 const serverAdapter = new ExpressAdapter();
 serverAdapter.setBasePath("/");

packages/crawler/src/filterWorker.ts

@@ -1,10 +1,10 @@
 import { ConnectionOptions, Job, Worker } from "bullmq";
-import { redis } from "lib/db/redis.ts";
-import logger from "lib/log/logger.ts";
-import { classifyVideosWorker, classifyVideoWorker } from "lib/mq/exec/classifyVideo.ts";
-import { WorkerError } from "lib/mq/schema.ts";
-import { lockManager } from "lib/mq/lockManager.ts";
-import Akari from "lib/ml/akari.ts";
+import { redis } from "db/redis.ts";
+import logger from "log/logger.ts";
+import { classifyVideosWorker, classifyVideoWorker } from "mq/exec/classifyVideo.ts";
+import { WorkerError } from "mq/schema.ts";
+import { lockManager } from "mq/lockManager.ts";
+import Akari from "ml/akari.ts";
 
 Deno.addSignalListener("SIGINT", async () => {
 	logger.log("SIGINT Received: Shutting down workers...", "mq");

packages/crawler/src/jobAdder.ts

@@ -0,0 +1,3 @@
+import { initMQ } from "mq/init.ts";
+
+await initMQ();

packages/crawler/src/worker.ts

@@ -1,17 +1,19 @@
 import { ConnectionOptions, Job, Worker } from "bullmq";
-import { collectSongsWorker, getLatestVideosWorker } from "lib/mq/executors.ts";
-import { redis } from "lib/db/redis.ts";
-import logger from "lib/log/logger.ts";
-import { lockManager } from "lib/mq/lockManager.ts";
-import { WorkerError } from "lib/mq/schema.ts";
-import { getVideoInfoWorker } from "lib/mq/exec/getLatestVideos.ts";
+import { collectSongsWorker, getLatestVideosWorker } from "mq/executors.ts";
+import { redis } from "db/redis.ts";
+import logger from "log/logger.ts";
+import { lockManager } from "mq/lockManager.ts";
+import { WorkerError } from "mq/schema.ts";
+import { getVideoInfoWorker } from "mq/exec/getLatestVideos.ts";
 import {
+	bulkSnapshotTickWorker,
 	collectMilestoneSnapshotsWorker,
 	regularSnapshotsWorker,
+	scheduleCleanupWorker,
 	snapshotTickWorker,
+	takeBulkSnapshotForVideosWorker,
 	takeSnapshotForVideoWorker,
-	scheduleCleanupWorker
-} from "lib/mq/exec/snapshotTick.ts";
+} from "mq/exec/snapshotTick.ts";
 
 Deno.addSignalListener("SIGINT", async () => {
 	logger.log("SIGINT Received: Shutting down workers...", "mq");
@@ -84,6 +86,12 @@ const snapshotWorker = new Worker(
 			case "scheduleCleanup":
 				await scheduleCleanupWorker(job);
 				break;
+			case "bulkSnapshotVideo":
+				await takeBulkSnapshotForVideosWorker(job);
+				break;
+			case "bulkSnapshotTick":
+				await bulkSnapshotTickWorker(job);
+				break;
 			default:
 				break;
 		}