Upload audio_crawler.py with huggingface_hub
Browse files- audio_crawler.py +420 -0
audio_crawler.py
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|
| 1 |
+
#!/usr/bin/env python3
|
| 2 |
+
"""
|
| 3 |
+
OpenTransformers Audio Crawler v1.0
|
| 4 |
+
Grabby hands for audio data - speech, music, sound effects.
|
| 5 |
+
|
| 6 |
+
Grabs audio files + metadata (title, description, duration, tags)
|
| 7 |
+
Perfect for ASR, TTS, music generation training.
|
| 8 |
+
|
| 9 |
+
Usage:
|
| 10 |
+
python audio_crawler.py --seeds audio_seeds.txt --output /workspace/audio --max-gb 10
|
| 11 |
+
python audio_crawler.py --seed "https://freesound.org" --min-duration 5 --max-duration 300
|
| 12 |
+
"""
|
| 13 |
+
|
| 14 |
+
import asyncio
|
| 15 |
+
import aiohttp
|
| 16 |
+
import argparse
|
| 17 |
+
import hashlib
|
| 18 |
+
import json
|
| 19 |
+
import os
|
| 20 |
+
import re
|
| 21 |
+
import time
|
| 22 |
+
import random
|
| 23 |
+
import struct
|
| 24 |
+
from dataclasses import dataclass, asdict
|
| 25 |
+
from datetime import datetime
|
| 26 |
+
from pathlib import Path
|
| 27 |
+
from typing import Optional, Set, Dict, List, Tuple
|
| 28 |
+
from urllib.parse import urljoin, urlparse
|
| 29 |
+
from collections import defaultdict
|
| 30 |
+
|
| 31 |
+
# ============= AUDIO UTILITIES =============
|
| 32 |
+
|
| 33 |
+
AUDIO_EXTENSIONS = {'.mp3', '.wav', '.ogg', '.flac', '.m4a', '.aac', '.opus', '.wma'}
|
| 34 |
+
AUDIO_MIMES = {'audio/mpeg', 'audio/wav', 'audio/ogg', 'audio/flac', 'audio/mp4', 'audio/aac', 'audio/opus', 'audio/x-wav'}
|
| 35 |
+
|
| 36 |
+
def get_audio_info_from_header(data: bytes) -> Dict:
|
| 37 |
+
"""Extract audio info from file header"""
|
| 38 |
+
info = {'format': 'unknown', 'duration': 0, 'sample_rate': 0, 'channels': 0}
|
| 39 |
+
|
| 40 |
+
if len(data) < 12:
|
| 41 |
+
return info
|
| 42 |
+
|
| 43 |
+
# MP3 (ID3 or sync word)
|
| 44 |
+
if data[:3] == b'ID3' or (data[0] == 0xff and (data[1] & 0xe0) == 0xe0):
|
| 45 |
+
info['format'] = 'mp3'
|
| 46 |
+
# Duration estimation from file size (rough: ~128kbps)
|
| 47 |
+
# Real duration needs full parse
|
| 48 |
+
|
| 49 |
+
# WAV/RIFF
|
| 50 |
+
elif data[:4] == b'RIFF' and data[8:12] == b'WAVE':
|
| 51 |
+
info['format'] = 'wav'
|
| 52 |
+
# Parse fmt chunk
|
| 53 |
+
i = 12
|
| 54 |
+
while i < len(data) - 8:
|
| 55 |
+
chunk_id = data[i:i+4]
|
| 56 |
+
chunk_size = struct.unpack('<I', data[i+4:i+8])[0]
|
| 57 |
+
if chunk_id == b'fmt ':
|
| 58 |
+
if chunk_size >= 16:
|
| 59 |
+
info['channels'] = struct.unpack('<H', data[i+10:i+12])[0]
|
| 60 |
+
info['sample_rate'] = struct.unpack('<I', data[i+12:i+16])[0]
|
| 61 |
+
break
|
| 62 |
+
i += 8 + chunk_size
|
| 63 |
+
|
| 64 |
+
# OGG
|
| 65 |
+
elif data[:4] == b'OggS':
|
| 66 |
+
info['format'] = 'ogg'
|
| 67 |
+
|
| 68 |
+
# FLAC
|
| 69 |
+
elif data[:4] == b'fLaC':
|
| 70 |
+
info['format'] = 'flac'
|
| 71 |
+
if len(data) >= 22:
|
| 72 |
+
# STREAMINFO block
|
| 73 |
+
info['sample_rate'] = (data[18] << 12) | (data[19] << 4) | (data[20] >> 4)
|
| 74 |
+
info['channels'] = ((data[20] >> 1) & 0x7) + 1
|
| 75 |
+
|
| 76 |
+
# M4A/AAC (ftyp)
|
| 77 |
+
elif data[4:8] in (b'ftyp', b'M4A ', b'mp41', b'mp42', b'isom'):
|
| 78 |
+
info['format'] = 'm4a'
|
| 79 |
+
|
| 80 |
+
return info
|
| 81 |
+
|
| 82 |
+
|
| 83 |
+
def extract_audio_links(html: str, base_url: str) -> List[Dict]:
|
| 84 |
+
"""Extract audio links with context from HTML"""
|
| 85 |
+
audio_links = []
|
| 86 |
+
|
| 87 |
+
# Direct audio file links
|
| 88 |
+
for match in re.finditer(r'href=["\']([^"\']+)["\']', html, re.I):
|
| 89 |
+
href = match.group(1)
|
| 90 |
+
lower = href.lower()
|
| 91 |
+
if any(lower.endswith(ext) for ext in AUDIO_EXTENSIONS):
|
| 92 |
+
try:
|
| 93 |
+
absolute = urljoin(base_url, href)
|
| 94 |
+
if absolute.startswith(('http://', 'https://')):
|
| 95 |
+
# Get surrounding text
|
| 96 |
+
start = max(0, match.start() - 150)
|
| 97 |
+
end = min(len(html), match.end() + 150)
|
| 98 |
+
context = re.sub(r'<[^>]+>', ' ', html[start:end])
|
| 99 |
+
context = re.sub(r'\s+', ' ', context).strip()
|
| 100 |
+
audio_links.append({
|
| 101 |
+
'url': absolute,
|
| 102 |
+
'context': context[:300],
|
| 103 |
+
'title': '',
|
| 104 |
+
'description': ''
|
| 105 |
+
})
|
| 106 |
+
except:
|
| 107 |
+
pass
|
| 108 |
+
|
| 109 |
+
# HTML5 audio tags
|
| 110 |
+
for match in re.finditer(r'<audio[^>]*>.*?</audio>', html, re.I | re.DOTALL):
|
| 111 |
+
audio_tag = match.group(0)
|
| 112 |
+
# Find source
|
| 113 |
+
src_match = re.search(r'src=["\']([^"\']+)["\']', audio_tag, re.I)
|
| 114 |
+
if not src_match:
|
| 115 |
+
src_match = re.search(r'<source[^>]+src=["\']([^"\']+)["\']', audio_tag, re.I)
|
| 116 |
+
if src_match:
|
| 117 |
+
src = src_match.group(1)
|
| 118 |
+
try:
|
| 119 |
+
absolute = urljoin(base_url, src)
|
| 120 |
+
if absolute.startswith(('http://', 'https://')):
|
| 121 |
+
audio_links.append({
|
| 122 |
+
'url': absolute,
|
| 123 |
+
'context': '',
|
| 124 |
+
'title': '',
|
| 125 |
+
'description': ''
|
| 126 |
+
})
|
| 127 |
+
except:
|
| 128 |
+
pass
|
| 129 |
+
|
| 130 |
+
# Podcast RSS/feed links (grab for later)
|
| 131 |
+
for match in re.finditer(r'<enclosure[^>]+url=["\']([^"\']+)["\']', html, re.I):
|
| 132 |
+
url = match.group(1)
|
| 133 |
+
if any(url.lower().endswith(ext) for ext in AUDIO_EXTENSIONS):
|
| 134 |
+
audio_links.append({
|
| 135 |
+
'url': url,
|
| 136 |
+
'context': 'podcast',
|
| 137 |
+
'title': '',
|
| 138 |
+
'description': ''
|
| 139 |
+
})
|
| 140 |
+
|
| 141 |
+
return audio_links
|
| 142 |
+
|
| 143 |
+
|
| 144 |
+
def extract_page_links(html: str, base_url: str) -> Set[str]:
|
| 145 |
+
"""Extract page links for crawling"""
|
| 146 |
+
links = set()
|
| 147 |
+
for match in re.finditer(r'href=["\']([^"\']+)["\']', html, re.I):
|
| 148 |
+
href = match.group(1)
|
| 149 |
+
if href.startswith(('#', 'javascript:', 'mailto:', 'tel:', 'data:')):
|
| 150 |
+
continue
|
| 151 |
+
lower = href.lower()
|
| 152 |
+
# Skip direct media files
|
| 153 |
+
if any(lower.endswith(ext) for ext in AUDIO_EXTENSIONS | {'.mp4', '.avi', '.mov', '.jpg', '.png', '.gif'}):
|
| 154 |
+
continue
|
| 155 |
+
try:
|
| 156 |
+
absolute = urljoin(base_url, href)
|
| 157 |
+
if absolute.startswith(('http://', 'https://')):
|
| 158 |
+
absolute = absolute.split('#')[0]
|
| 159 |
+
if len(absolute) < 500:
|
| 160 |
+
links.add(absolute)
|
| 161 |
+
except:
|
| 162 |
+
pass
|
| 163 |
+
return links
|
| 164 |
+
|
| 165 |
+
|
| 166 |
+
def get_domain(url: str) -> str:
|
| 167 |
+
try:
|
| 168 |
+
return urlparse(url).netloc.lower()
|
| 169 |
+
except:
|
| 170 |
+
return ""
|
| 171 |
+
|
| 172 |
+
|
| 173 |
+
# ============= CRAWLER =============
|
| 174 |
+
|
| 175 |
+
class AudioCrawler:
|
| 176 |
+
USER_AGENTS = [
|
| 177 |
+
'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 Chrome/120.0.0.0 Safari/537.36',
|
| 178 |
+
'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 Chrome/120.0.0.0 Safari/537.36',
|
| 179 |
+
]
|
| 180 |
+
|
| 181 |
+
def __init__(
|
| 182 |
+
self,
|
| 183 |
+
output_dir: str = 'audio_data',
|
| 184 |
+
max_workers: int = 30,
|
| 185 |
+
max_pages: int = 50000,
|
| 186 |
+
max_bytes: int = 10 * 1024**3,
|
| 187 |
+
timeout: int = 60,
|
| 188 |
+
min_bytes: int = 50000, # 50KB minimum
|
| 189 |
+
max_bytes_per_file: int = 100 * 1024**2, # 100MB max per file
|
| 190 |
+
min_duration: int = 5, # seconds (if detectable)
|
| 191 |
+
max_duration: int = 600, # 10 min max
|
| 192 |
+
):
|
| 193 |
+
self.output_dir = Path(output_dir)
|
| 194 |
+
self.output_dir.mkdir(parents=True, exist_ok=True)
|
| 195 |
+
(self.output_dir / 'audio').mkdir(exist_ok=True)
|
| 196 |
+
|
| 197 |
+
self.max_workers = max_workers
|
| 198 |
+
self.max_pages = max_pages
|
| 199 |
+
self.max_bytes = max_bytes
|
| 200 |
+
self.timeout = timeout
|
| 201 |
+
self.min_bytes = min_bytes
|
| 202 |
+
self.max_bytes_per_file = max_bytes_per_file
|
| 203 |
+
self.min_duration = min_duration
|
| 204 |
+
self.max_duration = max_duration
|
| 205 |
+
|
| 206 |
+
self.page_queue: asyncio.Queue = asyncio.Queue()
|
| 207 |
+
self.seen_pages: Set[str] = set()
|
| 208 |
+
self.seen_audio: Set[str] = set()
|
| 209 |
+
self.seen_hashes: Set[str] = set()
|
| 210 |
+
self.running = True
|
| 211 |
+
|
| 212 |
+
self.stats = {'pages': 0, 'audio': 0, 'bytes': 0, 'skipped': 0, 'errors': 0}
|
| 213 |
+
self.start_time = time.time()
|
| 214 |
+
|
| 215 |
+
self.output_file = None
|
| 216 |
+
self.output_lock = asyncio.Lock()
|
| 217 |
+
|
| 218 |
+
def _report(self) -> str:
|
| 219 |
+
elapsed = time.time() - self.start_time
|
| 220 |
+
rate = self.stats['audio'] / elapsed if elapsed > 0 else 0
|
| 221 |
+
mb = self.stats['bytes'] / (1024**2)
|
| 222 |
+
return f"Pages: {self.stats['pages']} | Audio: {self.stats['audio']} | {mb:.1f} MB | {rate:.2f}/s | Skip: {self.stats['skipped']} | Err: {self.stats['errors']}"
|
| 223 |
+
|
| 224 |
+
async def _fetch_page(self, session: aiohttp.ClientSession, url: str) -> Tuple[Optional[str], Set[str]]:
|
| 225 |
+
try:
|
| 226 |
+
headers = {'User-Agent': random.choice(self.USER_AGENTS)}
|
| 227 |
+
async with session.get(url, headers=headers, timeout=self.timeout, ssl=False, allow_redirects=True) as resp:
|
| 228 |
+
ct = resp.headers.get('content-type', '').lower()
|
| 229 |
+
if 'text/html' not in ct and 'text/xml' not in ct and 'application/rss' not in ct:
|
| 230 |
+
return None, set()
|
| 231 |
+
html = await resp.text(errors='ignore')
|
| 232 |
+
links = extract_page_links(html, url)
|
| 233 |
+
return html, links
|
| 234 |
+
except:
|
| 235 |
+
return None, set()
|
| 236 |
+
|
| 237 |
+
async def _fetch_audio(self, session: aiohttp.ClientSession, audio_info: Dict, source_page: str) -> Optional[Dict]:
|
| 238 |
+
url = audio_info['url']
|
| 239 |
+
|
| 240 |
+
if url in self.seen_audio:
|
| 241 |
+
return None
|
| 242 |
+
self.seen_audio.add(url)
|
| 243 |
+
|
| 244 |
+
try:
|
| 245 |
+
headers = {'User-Agent': random.choice(self.USER_AGENTS)}
|
| 246 |
+
async with session.get(url, headers=headers, timeout=self.timeout, ssl=False, allow_redirects=True) as resp:
|
| 247 |
+
|
| 248 |
+
# Check content-length
|
| 249 |
+
cl = resp.headers.get('content-length')
|
| 250 |
+
if cl:
|
| 251 |
+
size = int(cl)
|
| 252 |
+
if size < self.min_bytes or size > self.max_bytes_per_file:
|
| 253 |
+
self.stats['skipped'] += 1
|
| 254 |
+
return None
|
| 255 |
+
|
| 256 |
+
# Stream download
|
| 257 |
+
data = await resp.read()
|
| 258 |
+
|
| 259 |
+
if len(data) < self.min_bytes:
|
| 260 |
+
self.stats['skipped'] += 1
|
| 261 |
+
return None
|
| 262 |
+
|
| 263 |
+
# Dedupe
|
| 264 |
+
audio_hash = hashlib.md5(data).hexdigest()
|
| 265 |
+
if audio_hash in self.seen_hashes:
|
| 266 |
+
self.stats['skipped'] += 1
|
| 267 |
+
return None
|
| 268 |
+
self.seen_hashes.add(audio_hash)
|
| 269 |
+
|
| 270 |
+
# Get audio info
|
| 271 |
+
info = get_audio_info_from_header(data)
|
| 272 |
+
|
| 273 |
+
# Determine extension
|
| 274 |
+
ext = 'bin'
|
| 275 |
+
for e in AUDIO_EXTENSIONS:
|
| 276 |
+
if url.lower().endswith(e):
|
| 277 |
+
ext = e[1:]
|
| 278 |
+
break
|
| 279 |
+
if ext == 'bin':
|
| 280 |
+
ext = {'mp3': 'mp3', 'wav': 'wav', 'ogg': 'ogg', 'flac': 'flac', 'm4a': 'm4a'}.get(info['format'], 'mp3')
|
| 281 |
+
|
| 282 |
+
# Save file
|
| 283 |
+
fname = f"{audio_hash}.{ext}"
|
| 284 |
+
fpath = self.output_dir / 'audio' / fname
|
| 285 |
+
with open(fpath, 'wb') as f:
|
| 286 |
+
f.write(data)
|
| 287 |
+
|
| 288 |
+
result = {
|
| 289 |
+
'url': url,
|
| 290 |
+
'source_page': source_page,
|
| 291 |
+
'domain': get_domain(url),
|
| 292 |
+
'timestamp': datetime.utcnow().isoformat(),
|
| 293 |
+
'context': audio_info.get('context', ''),
|
| 294 |
+
'title': audio_info.get('title', ''),
|
| 295 |
+
'description': audio_info.get('description', ''),
|
| 296 |
+
'format': info['format'],
|
| 297 |
+
'sample_rate': info['sample_rate'],
|
| 298 |
+
'channels': info['channels'],
|
| 299 |
+
'size_bytes': len(data),
|
| 300 |
+
'hash': audio_hash,
|
| 301 |
+
'file': fname
|
| 302 |
+
}
|
| 303 |
+
|
| 304 |
+
return result
|
| 305 |
+
|
| 306 |
+
except Exception as e:
|
| 307 |
+
self.stats['errors'] += 1
|
| 308 |
+
return None
|
| 309 |
+
|
| 310 |
+
async def _worker(self, session: aiohttp.ClientSession, worker_id: int):
|
| 311 |
+
while self.running:
|
| 312 |
+
try:
|
| 313 |
+
page_url = await asyncio.wait_for(self.page_queue.get(), timeout=10.0)
|
| 314 |
+
except asyncio.TimeoutError:
|
| 315 |
+
if self.page_queue.empty():
|
| 316 |
+
break
|
| 317 |
+
continue
|
| 318 |
+
|
| 319 |
+
if self.stats['bytes'] >= self.max_bytes or self.stats['pages'] >= self.max_pages:
|
| 320 |
+
self.running = False
|
| 321 |
+
break
|
| 322 |
+
|
| 323 |
+
html, links = await self._fetch_page(session, page_url)
|
| 324 |
+
|
| 325 |
+
if html:
|
| 326 |
+
self.stats['pages'] += 1
|
| 327 |
+
|
| 328 |
+
# Extract and fetch audio
|
| 329 |
+
audio_links = extract_audio_links(html, page_url)
|
| 330 |
+
for audio_info in audio_links:
|
| 331 |
+
if not self.running:
|
| 332 |
+
break
|
| 333 |
+
|
| 334 |
+
result = await self._fetch_audio(session, audio_info, page_url)
|
| 335 |
+
if result:
|
| 336 |
+
self.stats['audio'] += 1
|
| 337 |
+
self.stats['bytes'] += result['size_bytes']
|
| 338 |
+
|
| 339 |
+
async with self.output_lock:
|
| 340 |
+
self.output_file.write(json.dumps(result) + '\n')
|
| 341 |
+
|
| 342 |
+
# Queue new pages
|
| 343 |
+
for link in links:
|
| 344 |
+
if link not in self.seen_pages and self.stats['pages'] < self.max_pages:
|
| 345 |
+
self.seen_pages.add(link)
|
| 346 |
+
await self.page_queue.put(link)
|
| 347 |
+
|
| 348 |
+
if self.stats['pages'] % 50 == 0:
|
| 349 |
+
print(f"[{datetime.now().strftime('%H:%M:%S')}] {self._report()}")
|
| 350 |
+
|
| 351 |
+
self.page_queue.task_done()
|
| 352 |
+
|
| 353 |
+
async def crawl(self, seeds: List[str]):
|
| 354 |
+
print(f"OpenTransformers Audio Crawler starting")
|
| 355 |
+
print(f"Seeds: {len(seeds)} | Workers: {self.max_workers}")
|
| 356 |
+
print(f"Target: {self.max_pages} pages / {self.max_bytes/1024**3:.1f} GB")
|
| 357 |
+
print("-" * 60)
|
| 358 |
+
|
| 359 |
+
for seed in seeds:
|
| 360 |
+
self.seen_pages.add(seed)
|
| 361 |
+
await self.page_queue.put(seed)
|
| 362 |
+
|
| 363 |
+
timestamp = datetime.now().strftime('%Y%m%d_%H%M%S')
|
| 364 |
+
output_path = self.output_dir / f'audio_{timestamp}.jsonl'
|
| 365 |
+
self.output_file = open(output_path, 'w', buffering=1)
|
| 366 |
+
|
| 367 |
+
connector = aiohttp.TCPConnector(limit=self.max_workers, ssl=False)
|
| 368 |
+
async with aiohttp.ClientSession(connector=connector) as session:
|
| 369 |
+
workers = [asyncio.create_task(self._worker(session, i)) for i in range(self.max_workers)]
|
| 370 |
+
await asyncio.gather(*workers)
|
| 371 |
+
|
| 372 |
+
self.output_file.close()
|
| 373 |
+
|
| 374 |
+
print("-" * 60)
|
| 375 |
+
print(f"DONE! {self._report()}")
|
| 376 |
+
print(f"Metadata: {output_path}")
|
| 377 |
+
audio_dir = self.output_dir / 'audio'
|
| 378 |
+
files = list(audio_dir.glob('*'))
|
| 379 |
+
print(f"Audio files: {len(files)} in {audio_dir}")
|
| 380 |
+
|
| 381 |
+
|
| 382 |
+
def main():
|
| 383 |
+
p = argparse.ArgumentParser(description='OpenTransformers Audio Crawler')
|
| 384 |
+
p.add_argument('--seeds', type=str, help='File with seed URLs')
|
| 385 |
+
p.add_argument('--seed', type=str, action='append', help='Single seed URL')
|
| 386 |
+
p.add_argument('--output', type=str, default='audio_data')
|
| 387 |
+
p.add_argument('--workers', type=int, default=30)
|
| 388 |
+
p.add_argument('--max-pages', type=int, default=50000)
|
| 389 |
+
p.add_argument('--max-gb', type=float, default=10.0)
|
| 390 |
+
p.add_argument('--timeout', type=int, default=60)
|
| 391 |
+
p.add_argument('--min-kb', type=int, default=50)
|
| 392 |
+
p.add_argument('--max-mb', type=int, default=100)
|
| 393 |
+
|
| 394 |
+
args = p.parse_args()
|
| 395 |
+
|
| 396 |
+
seeds = []
|
| 397 |
+
if args.seeds:
|
| 398 |
+
with open(args.seeds) as f:
|
| 399 |
+
seeds.extend(line.strip() for line in f if line.strip())
|
| 400 |
+
if args.seed:
|
| 401 |
+
seeds.extend(args.seed)
|
| 402 |
+
if not seeds:
|
| 403 |
+
print("ERROR: Provide --seeds file or --seed URLs")
|
| 404 |
+
return
|
| 405 |
+
|
| 406 |
+
crawler = AudioCrawler(
|
| 407 |
+
output_dir=args.output,
|
| 408 |
+
max_workers=args.workers,
|
| 409 |
+
max_pages=args.max_pages,
|
| 410 |
+
max_bytes=int(args.max_gb * 1024**3),
|
| 411 |
+
timeout=args.timeout,
|
| 412 |
+
min_bytes=args.min_kb * 1024,
|
| 413 |
+
max_bytes_per_file=args.max_mb * 1024**2,
|
| 414 |
+
)
|
| 415 |
+
|
| 416 |
+
asyncio.run(crawler.crawl(seeds))
|
| 417 |
+
|
| 418 |
+
|
| 419 |
+
if __name__ == '__main__':
|
| 420 |
+
main()
|