| |
| """ |
| OpenTransformers Audio Crawler v1.0 |
| Grabby hands for audio data - speech, music, sound effects. |
| |
| Grabs audio files + metadata (title, description, duration, tags) |
| Perfect for ASR, TTS, music generation training. |
| |
| Usage: |
| python audio_crawler.py --seeds audio_seeds.txt --output /workspace/audio --max-gb 10 |
| python audio_crawler.py --seed "https://freesound.org" --min-duration 5 --max-duration 300 |
| """ |
|
|
| import asyncio |
| import aiohttp |
| import argparse |
| import hashlib |
| import json |
| import os |
| import re |
| import time |
| import random |
| import struct |
| from dataclasses import dataclass, asdict |
| from datetime import datetime |
| from pathlib import Path |
| from typing import Optional, Set, Dict, List, Tuple |
| from urllib.parse import urljoin, urlparse |
| from collections import defaultdict |
|
|
| |
|
|
| AUDIO_EXTENSIONS = {'.mp3', '.wav', '.ogg', '.flac', '.m4a', '.aac', '.opus', '.wma'} |
| AUDIO_MIMES = {'audio/mpeg', 'audio/wav', 'audio/ogg', 'audio/flac', 'audio/mp4', 'audio/aac', 'audio/opus', 'audio/x-wav'} |
|
|
| def get_audio_info_from_header(data: bytes) -> Dict: |
| """Extract audio info from file header""" |
| info = {'format': 'unknown', 'duration': 0, 'sample_rate': 0, 'channels': 0} |
| |
| if len(data) < 12: |
| return info |
| |
| |
| if data[:3] == b'ID3' or (data[0] == 0xff and (data[1] & 0xe0) == 0xe0): |
| info['format'] = 'mp3' |
| |
| |
| |
| |
| elif data[:4] == b'RIFF' and data[8:12] == b'WAVE': |
| info['format'] = 'wav' |
| |
| i = 12 |
| while i < len(data) - 8: |
| chunk_id = data[i:i+4] |
| chunk_size = struct.unpack('<I', data[i+4:i+8])[0] |
| if chunk_id == b'fmt ': |
| if chunk_size >= 16: |
| info['channels'] = struct.unpack('<H', data[i+10:i+12])[0] |
| info['sample_rate'] = struct.unpack('<I', data[i+12:i+16])[0] |
| break |
| i += 8 + chunk_size |
| |
| |
| elif data[:4] == b'OggS': |
| info['format'] = 'ogg' |
| |
| |
| elif data[:4] == b'fLaC': |
| info['format'] = 'flac' |
| if len(data) >= 22: |
| |
| info['sample_rate'] = (data[18] << 12) | (data[19] << 4) | (data[20] >> 4) |
| info['channels'] = ((data[20] >> 1) & 0x7) + 1 |
| |
| |
| elif data[4:8] in (b'ftyp', b'M4A ', b'mp41', b'mp42', b'isom'): |
| info['format'] = 'm4a' |
| |
| return info |
|
|
|
|
| def extract_audio_links(html: str, base_url: str) -> List[Dict]: |
| """Extract audio links with context from HTML""" |
| audio_links = [] |
| |
| |
| for match in re.finditer(r'href=["\']([^"\']+)["\']', html, re.I): |
| href = match.group(1) |
| lower = href.lower() |
| if any(lower.endswith(ext) for ext in AUDIO_EXTENSIONS): |
| try: |
| absolute = urljoin(base_url, href) |
| if absolute.startswith(('http://', 'https://')): |
| |
| start = max(0, match.start() - 150) |
| end = min(len(html), match.end() + 150) |
| context = re.sub(r'<[^>]+>', ' ', html[start:end]) |
| context = re.sub(r'\s+', ' ', context).strip() |
| audio_links.append({ |
| 'url': absolute, |
| 'context': context[:300], |
| 'title': '', |
| 'description': '' |
| }) |
| except: |
| pass |
| |
| |
| for match in re.finditer(r'<audio[^>]*>.*?</audio>', html, re.I | re.DOTALL): |
| audio_tag = match.group(0) |
| |
| src_match = re.search(r'src=["\']([^"\']+)["\']', audio_tag, re.I) |
| if not src_match: |
| src_match = re.search(r'<source[^>]+src=["\']([^"\']+)["\']', audio_tag, re.I) |
| if src_match: |
| src = src_match.group(1) |
| try: |
| absolute = urljoin(base_url, src) |
| if absolute.startswith(('http://', 'https://')): |
| audio_links.append({ |
| 'url': absolute, |
| 'context': '', |
| 'title': '', |
| 'description': '' |
| }) |
| except: |
| pass |
| |
| |
| for match in re.finditer(r'<enclosure[^>]+url=["\']([^"\']+)["\']', html, re.I): |
| url = match.group(1) |
| if any(url.lower().endswith(ext) for ext in AUDIO_EXTENSIONS): |
| audio_links.append({ |
| 'url': url, |
| 'context': 'podcast', |
| 'title': '', |
| 'description': '' |
| }) |
| |
| return audio_links |
|
|
|
|
| def extract_page_links(html: str, base_url: str) -> Set[str]: |
| """Extract page links for crawling""" |
| links = set() |
| for match in re.finditer(r'href=["\']([^"\']+)["\']', html, re.I): |
| href = match.group(1) |
| if href.startswith(('#', 'javascript:', 'mailto:', 'tel:', 'data:')): |
| continue |
| lower = href.lower() |
| |
| if any(lower.endswith(ext) for ext in AUDIO_EXTENSIONS | {'.mp4', '.avi', '.mov', '.jpg', '.png', '.gif'}): |
| continue |
| try: |
| absolute = urljoin(base_url, href) |
| if absolute.startswith(('http://', 'https://')): |
| absolute = absolute.split('#')[0] |
| if len(absolute) < 500: |
| links.add(absolute) |
| except: |
| pass |
| return links |
|
|
|
|
| def get_domain(url: str) -> str: |
| try: |
| return urlparse(url).netloc.lower() |
| except: |
| return "" |
|
|
|
|
| |
|
|
| class AudioCrawler: |
| USER_AGENTS = [ |
| 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 Chrome/120.0.0.0 Safari/537.36', |
| 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 Chrome/120.0.0.0 Safari/537.36', |
| ] |
| |
| def __init__( |
| self, |
| output_dir: str = 'audio_data', |
| max_workers: int = 30, |
| max_pages: int = 50000, |
| max_bytes: int = 10 * 1024**3, |
| timeout: int = 60, |
| min_bytes: int = 50000, |
| max_bytes_per_file: int = 100 * 1024**2, |
| min_duration: int = 5, |
| max_duration: int = 600, |
| ): |
| self.output_dir = Path(output_dir) |
| self.output_dir.mkdir(parents=True, exist_ok=True) |
| (self.output_dir / 'audio').mkdir(exist_ok=True) |
| |
| self.max_workers = max_workers |
| self.max_pages = max_pages |
| self.max_bytes = max_bytes |
| self.timeout = timeout |
| self.min_bytes = min_bytes |
| self.max_bytes_per_file = max_bytes_per_file |
| self.min_duration = min_duration |
| self.max_duration = max_duration |
| |
| self.page_queue: asyncio.Queue = asyncio.Queue() |
| self.seen_pages: Set[str] = set() |
| self.seen_audio: Set[str] = set() |
| self.seen_hashes: Set[str] = set() |
| self.running = True |
| |
| self.stats = {'pages': 0, 'audio': 0, 'bytes': 0, 'skipped': 0, 'errors': 0} |
| self.start_time = time.time() |
| |
| self.output_file = None |
| self.output_lock = asyncio.Lock() |
| |
| def _report(self) -> str: |
| elapsed = time.time() - self.start_time |
| rate = self.stats['audio'] / elapsed if elapsed > 0 else 0 |
| mb = self.stats['bytes'] / (1024**2) |
| return f"Pages: {self.stats['pages']} | Audio: {self.stats['audio']} | {mb:.1f} MB | {rate:.2f}/s | Skip: {self.stats['skipped']} | Err: {self.stats['errors']}" |
| |
| async def _fetch_page(self, session: aiohttp.ClientSession, url: str) -> Tuple[Optional[str], Set[str]]: |
| try: |
| headers = {'User-Agent': random.choice(self.USER_AGENTS)} |
| async with session.get(url, headers=headers, timeout=self.timeout, ssl=False, allow_redirects=True) as resp: |
| ct = resp.headers.get('content-type', '').lower() |
| if 'text/html' not in ct and 'text/xml' not in ct and 'application/rss' not in ct: |
| return None, set() |
| html = await resp.text(errors='ignore') |
| links = extract_page_links(html, url) |
| return html, links |
| except: |
| return None, set() |
| |
| async def _fetch_audio(self, session: aiohttp.ClientSession, audio_info: Dict, source_page: str) -> Optional[Dict]: |
| url = audio_info['url'] |
| |
| if url in self.seen_audio: |
| return None |
| self.seen_audio.add(url) |
| |
| try: |
| headers = {'User-Agent': random.choice(self.USER_AGENTS)} |
| async with session.get(url, headers=headers, timeout=self.timeout, ssl=False, allow_redirects=True) as resp: |
| |
| |
| cl = resp.headers.get('content-length') |
| if cl: |
| size = int(cl) |
| if size < self.min_bytes or size > self.max_bytes_per_file: |
| self.stats['skipped'] += 1 |
| return None |
| |
| |
| data = await resp.read() |
| |
| if len(data) < self.min_bytes: |
| self.stats['skipped'] += 1 |
| return None |
| |
| |
| audio_hash = hashlib.md5(data).hexdigest() |
| if audio_hash in self.seen_hashes: |
| self.stats['skipped'] += 1 |
| return None |
| self.seen_hashes.add(audio_hash) |
| |
| |
| info = get_audio_info_from_header(data) |
| |
| |
| ext = 'bin' |
| for e in AUDIO_EXTENSIONS: |
| if url.lower().endswith(e): |
| ext = e[1:] |
| break |
| if ext == 'bin': |
| ext = {'mp3': 'mp3', 'wav': 'wav', 'ogg': 'ogg', 'flac': 'flac', 'm4a': 'm4a'}.get(info['format'], 'mp3') |
| |
| |
| fname = f"{audio_hash}.{ext}" |
| fpath = self.output_dir / 'audio' / fname |
| with open(fpath, 'wb') as f: |
| f.write(data) |
| |
| result = { |
| 'url': url, |
| 'source_page': source_page, |
| 'domain': get_domain(url), |
| 'timestamp': datetime.utcnow().isoformat(), |
| 'context': audio_info.get('context', ''), |
| 'title': audio_info.get('title', ''), |
| 'description': audio_info.get('description', ''), |
| 'format': info['format'], |
| 'sample_rate': info['sample_rate'], |
| 'channels': info['channels'], |
| 'size_bytes': len(data), |
| 'hash': audio_hash, |
| 'file': fname |
| } |
| |
| return result |
| |
| except Exception as e: |
| self.stats['errors'] += 1 |
| return None |
| |
| async def _worker(self, session: aiohttp.ClientSession, worker_id: int): |
| while self.running: |
| try: |
| page_url = await asyncio.wait_for(self.page_queue.get(), timeout=10.0) |
| except asyncio.TimeoutError: |
| if self.page_queue.empty(): |
| break |
| continue |
| |
| if self.stats['bytes'] >= self.max_bytes or self.stats['pages'] >= self.max_pages: |
| self.running = False |
| break |
| |
| html, links = await self._fetch_page(session, page_url) |
| |
| if html: |
| self.stats['pages'] += 1 |
| |
| |
| audio_links = extract_audio_links(html, page_url) |
| for audio_info in audio_links: |
| if not self.running: |
| break |
| |
| result = await self._fetch_audio(session, audio_info, page_url) |
| if result: |
| self.stats['audio'] += 1 |
| self.stats['bytes'] += result['size_bytes'] |
| |
| async with self.output_lock: |
| self.output_file.write(json.dumps(result) + '\n') |
| |
| |
| for link in links: |
| if link not in self.seen_pages and self.stats['pages'] < self.max_pages: |
| self.seen_pages.add(link) |
| await self.page_queue.put(link) |
| |
| if self.stats['pages'] % 50 == 0: |
| print(f"[{datetime.now().strftime('%H:%M:%S')}] {self._report()}") |
| |
| self.page_queue.task_done() |
| |
| async def crawl(self, seeds: List[str]): |
| print(f"OpenTransformers Audio Crawler starting") |
| print(f"Seeds: {len(seeds)} | Workers: {self.max_workers}") |
| print(f"Target: {self.max_pages} pages / {self.max_bytes/1024**3:.1f} GB") |
| print("-" * 60) |
| |
| for seed in seeds: |
| self.seen_pages.add(seed) |
| await self.page_queue.put(seed) |
| |
| timestamp = datetime.now().strftime('%Y%m%d_%H%M%S') |
| output_path = self.output_dir / f'audio_{timestamp}.jsonl' |
| self.output_file = open(output_path, 'w', buffering=1) |
| |
| connector = aiohttp.TCPConnector(limit=self.max_workers, ssl=False) |
| async with aiohttp.ClientSession(connector=connector) as session: |
| workers = [asyncio.create_task(self._worker(session, i)) for i in range(self.max_workers)] |
| await asyncio.gather(*workers) |
| |
| self.output_file.close() |
| |
| print("-" * 60) |
| print(f"DONE! {self._report()}") |
| print(f"Metadata: {output_path}") |
| audio_dir = self.output_dir / 'audio' |
| files = list(audio_dir.glob('*')) |
| print(f"Audio files: {len(files)} in {audio_dir}") |
|
|
|
|
| def main(): |
| p = argparse.ArgumentParser(description='OpenTransformers Audio Crawler') |
| p.add_argument('--seeds', type=str, help='File with seed URLs') |
| p.add_argument('--seed', type=str, action='append', help='Single seed URL') |
| p.add_argument('--output', type=str, default='audio_data') |
| p.add_argument('--workers', type=int, default=30) |
| p.add_argument('--max-pages', type=int, default=50000) |
| p.add_argument('--max-gb', type=float, default=10.0) |
| p.add_argument('--timeout', type=int, default=60) |
| p.add_argument('--min-kb', type=int, default=50) |
| p.add_argument('--max-mb', type=int, default=100) |
| |
| args = p.parse_args() |
| |
| seeds = [] |
| if args.seeds: |
| with open(args.seeds) as f: |
| seeds.extend(line.strip() for line in f if line.strip()) |
| if args.seed: |
| seeds.extend(args.seed) |
| if not seeds: |
| print("ERROR: Provide --seeds file or --seed URLs") |
| return |
| |
| crawler = AudioCrawler( |
| output_dir=args.output, |
| max_workers=args.workers, |
| max_pages=args.max_pages, |
| max_bytes=int(args.max_gb * 1024**3), |
| timeout=args.timeout, |
| min_bytes=args.min_kb * 1024, |
| max_bytes_per_file=args.max_mb * 1024**2, |
| ) |
| |
| asyncio.run(crawler.crawl(seeds)) |
|
|
|
|
| if __name__ == '__main__': |
| main() |
|
|