Create models/downloader.py
Browse files- models/downloader.py +521 -0
models/downloader.py
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| 1 |
+
"""
|
| 2 |
+
Model downloader for BackgroundFX Pro.
|
| 3 |
+
Handles downloading, caching, and verification of models.
|
| 4 |
+
"""
|
| 5 |
+
|
| 6 |
+
import os
|
| 7 |
+
import shutil
|
| 8 |
+
import tempfile
|
| 9 |
+
import hashlib
|
| 10 |
+
import requests
|
| 11 |
+
from pathlib import Path
|
| 12 |
+
from typing import Optional, Callable, Dict, Any, List
|
| 13 |
+
from dataclasses import dataclass
|
| 14 |
+
from enum import Enum
|
| 15 |
+
import time
|
| 16 |
+
import threading
|
| 17 |
+
from urllib.parse import urlparse
|
| 18 |
+
from concurrent.futures import ThreadPoolExecutor, Future
|
| 19 |
+
import logging
|
| 20 |
+
|
| 21 |
+
from .registry import ModelInfo, ModelStatus, ModelRegistry
|
| 22 |
+
|
| 23 |
+
logger = logging.getLogger(__name__)
|
| 24 |
+
|
| 25 |
+
|
| 26 |
+
class DownloadStatus(Enum):
|
| 27 |
+
"""Download status."""
|
| 28 |
+
PENDING = "pending"
|
| 29 |
+
DOWNLOADING = "downloading"
|
| 30 |
+
VERIFYING = "verifying"
|
| 31 |
+
EXTRACTING = "extracting"
|
| 32 |
+
COMPLETED = "completed"
|
| 33 |
+
FAILED = "failed"
|
| 34 |
+
CANCELLED = "cancelled"
|
| 35 |
+
|
| 36 |
+
|
| 37 |
+
@dataclass
|
| 38 |
+
class DownloadProgress:
|
| 39 |
+
"""Download progress information."""
|
| 40 |
+
model_id: str
|
| 41 |
+
status: DownloadStatus
|
| 42 |
+
current_bytes: int = 0
|
| 43 |
+
total_bytes: int = 0
|
| 44 |
+
speed_mbps: float = 0.0
|
| 45 |
+
eta_seconds: float = 0.0
|
| 46 |
+
error: Optional[str] = None
|
| 47 |
+
|
| 48 |
+
@property
|
| 49 |
+
def progress(self) -> float:
|
| 50 |
+
"""Get progress percentage."""
|
| 51 |
+
if self.total_bytes > 0:
|
| 52 |
+
return (self.current_bytes / self.total_bytes) * 100
|
| 53 |
+
return 0.0
|
| 54 |
+
|
| 55 |
+
|
| 56 |
+
class ModelDownloader:
|
| 57 |
+
"""Handle model downloading with progress tracking and resume support."""
|
| 58 |
+
|
| 59 |
+
def __init__(self,
|
| 60 |
+
registry: ModelRegistry,
|
| 61 |
+
max_workers: int = 3,
|
| 62 |
+
chunk_size: int = 8192,
|
| 63 |
+
timeout: int = 30,
|
| 64 |
+
max_retries: int = 3):
|
| 65 |
+
"""
|
| 66 |
+
Initialize model downloader.
|
| 67 |
+
|
| 68 |
+
Args:
|
| 69 |
+
registry: Model registry instance
|
| 70 |
+
max_workers: Maximum concurrent downloads
|
| 71 |
+
chunk_size: Download chunk size in bytes
|
| 72 |
+
timeout: Request timeout in seconds
|
| 73 |
+
max_retries: Maximum retry attempts
|
| 74 |
+
"""
|
| 75 |
+
self.registry = registry
|
| 76 |
+
self.max_workers = max_workers
|
| 77 |
+
self.chunk_size = chunk_size
|
| 78 |
+
self.timeout = timeout
|
| 79 |
+
self.max_retries = max_retries
|
| 80 |
+
|
| 81 |
+
# Download management
|
| 82 |
+
self.downloads: Dict[str, DownloadProgress] = {}
|
| 83 |
+
self.executor = ThreadPoolExecutor(max_workers=max_workers)
|
| 84 |
+
self.futures: Dict[str, Future] = {}
|
| 85 |
+
self._stop_events: Dict[str, threading.Event] = {}
|
| 86 |
+
|
| 87 |
+
# Cache directory
|
| 88 |
+
self.cache_dir = registry.models_dir / ".cache"
|
| 89 |
+
self.cache_dir.mkdir(exist_ok=True)
|
| 90 |
+
|
| 91 |
+
def download_model(self,
|
| 92 |
+
model_id: str,
|
| 93 |
+
progress_callback: Optional[Callable[[DownloadProgress], None]] = None,
|
| 94 |
+
force: bool = False) -> bool:
|
| 95 |
+
"""
|
| 96 |
+
Download a model.
|
| 97 |
+
|
| 98 |
+
Args:
|
| 99 |
+
model_id: Model ID to download
|
| 100 |
+
progress_callback: Optional progress callback
|
| 101 |
+
force: Force re-download even if exists
|
| 102 |
+
|
| 103 |
+
Returns:
|
| 104 |
+
True if download successful
|
| 105 |
+
"""
|
| 106 |
+
# Get model info
|
| 107 |
+
model = self.registry.get_model(model_id)
|
| 108 |
+
if not model:
|
| 109 |
+
logger.error(f"Model not found: {model_id}")
|
| 110 |
+
return False
|
| 111 |
+
|
| 112 |
+
# Check if already downloaded
|
| 113 |
+
if not force and model.status == ModelStatus.AVAILABLE:
|
| 114 |
+
logger.info(f"Model already available: {model_id}")
|
| 115 |
+
return True
|
| 116 |
+
|
| 117 |
+
# Initialize progress
|
| 118 |
+
progress = DownloadProgress(
|
| 119 |
+
model_id=model_id,
|
| 120 |
+
status=DownloadStatus.PENDING,
|
| 121 |
+
total_bytes=model.file_size
|
| 122 |
+
)
|
| 123 |
+
self.downloads[model_id] = progress
|
| 124 |
+
|
| 125 |
+
# Create stop event
|
| 126 |
+
self._stop_events[model_id] = threading.Event()
|
| 127 |
+
|
| 128 |
+
# Submit download task
|
| 129 |
+
future = self.executor.submit(
|
| 130 |
+
self._download_model_task,
|
| 131 |
+
model,
|
| 132 |
+
progress,
|
| 133 |
+
progress_callback,
|
| 134 |
+
force
|
| 135 |
+
)
|
| 136 |
+
self.futures[model_id] = future
|
| 137 |
+
|
| 138 |
+
# Wait for completion
|
| 139 |
+
try:
|
| 140 |
+
return future.result()
|
| 141 |
+
except Exception as e:
|
| 142 |
+
logger.error(f"Download failed for {model_id}: {e}")
|
| 143 |
+
return False
|
| 144 |
+
|
| 145 |
+
def download_models_async(self,
|
| 146 |
+
model_ids: List[str],
|
| 147 |
+
progress_callback: Optional[Callable[[str, DownloadProgress], None]] = None,
|
| 148 |
+
force: bool = False) -> Dict[str, Future]:
|
| 149 |
+
"""
|
| 150 |
+
Download multiple models asynchronously.
|
| 151 |
+
|
| 152 |
+
Args:
|
| 153 |
+
model_ids: List of model IDs
|
| 154 |
+
progress_callback: Optional progress callback with model_id
|
| 155 |
+
force: Force re-download
|
| 156 |
+
|
| 157 |
+
Returns:
|
| 158 |
+
Dictionary of futures
|
| 159 |
+
"""
|
| 160 |
+
futures = {}
|
| 161 |
+
|
| 162 |
+
for model_id in model_ids:
|
| 163 |
+
model = self.registry.get_model(model_id)
|
| 164 |
+
if not model:
|
| 165 |
+
logger.warning(f"Model not found: {model_id}")
|
| 166 |
+
continue
|
| 167 |
+
|
| 168 |
+
# Skip if already available
|
| 169 |
+
if not force and model.status == ModelStatus.AVAILABLE:
|
| 170 |
+
continue
|
| 171 |
+
|
| 172 |
+
# Initialize progress
|
| 173 |
+
progress = DownloadProgress(
|
| 174 |
+
model_id=model_id,
|
| 175 |
+
status=DownloadStatus.PENDING,
|
| 176 |
+
total_bytes=model.file_size
|
| 177 |
+
)
|
| 178 |
+
self.downloads[model_id] = progress
|
| 179 |
+
|
| 180 |
+
# Create stop event
|
| 181 |
+
self._stop_events[model_id] = threading.Event()
|
| 182 |
+
|
| 183 |
+
# Wrapper for progress callback
|
| 184 |
+
def progress_wrapper(p):
|
| 185 |
+
if progress_callback:
|
| 186 |
+
progress_callback(model_id, p)
|
| 187 |
+
|
| 188 |
+
# Submit download task
|
| 189 |
+
future = self.executor.submit(
|
| 190 |
+
self._download_model_task,
|
| 191 |
+
model,
|
| 192 |
+
progress,
|
| 193 |
+
progress_wrapper,
|
| 194 |
+
force
|
| 195 |
+
)
|
| 196 |
+
futures[model_id] = future
|
| 197 |
+
self.futures[model_id] = future
|
| 198 |
+
|
| 199 |
+
return futures
|
| 200 |
+
|
| 201 |
+
def _download_model_task(self,
|
| 202 |
+
model: ModelInfo,
|
| 203 |
+
progress: DownloadProgress,
|
| 204 |
+
progress_callback: Optional[Callable],
|
| 205 |
+
force: bool) -> bool:
|
| 206 |
+
"""
|
| 207 |
+
Download model task.
|
| 208 |
+
|
| 209 |
+
Args:
|
| 210 |
+
model: Model information
|
| 211 |
+
progress: Progress tracker
|
| 212 |
+
progress_callback: Progress callback
|
| 213 |
+
force: Force re-download
|
| 214 |
+
|
| 215 |
+
Returns:
|
| 216 |
+
True if successful
|
| 217 |
+
"""
|
| 218 |
+
try:
|
| 219 |
+
# Update status
|
| 220 |
+
progress.status = DownloadStatus.DOWNLOADING
|
| 221 |
+
self._notify_progress(progress, progress_callback)
|
| 222 |
+
|
| 223 |
+
# Try primary URL first, then mirrors
|
| 224 |
+
urls = [model.url] + model.mirror_urls
|
| 225 |
+
|
| 226 |
+
for url in urls:
|
| 227 |
+
if self._stop_events[model.model_id].is_set():
|
| 228 |
+
progress.status = DownloadStatus.CANCELLED
|
| 229 |
+
self._notify_progress(progress, progress_callback)
|
| 230 |
+
return False
|
| 231 |
+
|
| 232 |
+
try:
|
| 233 |
+
# Download file
|
| 234 |
+
output_path = self.registry.models_dir / model.filename
|
| 235 |
+
success = self._download_file(
|
| 236 |
+
url,
|
| 237 |
+
output_path,
|
| 238 |
+
progress,
|
| 239 |
+
progress_callback,
|
| 240 |
+
model.model_id
|
| 241 |
+
)
|
| 242 |
+
|
| 243 |
+
if success:
|
| 244 |
+
# Verify file
|
| 245 |
+
progress.status = DownloadStatus.VERIFYING
|
| 246 |
+
self._notify_progress(progress, progress_callback)
|
| 247 |
+
|
| 248 |
+
if self._verify_download(output_path, model):
|
| 249 |
+
# Update registry
|
| 250 |
+
model.status = ModelStatus.AVAILABLE
|
| 251 |
+
model.local_path = str(output_path)
|
| 252 |
+
model.download_date = time.time()
|
| 253 |
+
self.registry._save_registry()
|
| 254 |
+
|
| 255 |
+
progress.status = DownloadStatus.COMPLETED
|
| 256 |
+
self._notify_progress(progress, progress_callback)
|
| 257 |
+
|
| 258 |
+
logger.info(f"Successfully downloaded: {model.model_id}")
|
| 259 |
+
return True
|
| 260 |
+
else:
|
| 261 |
+
# Verification failed
|
| 262 |
+
output_path.unlink(missing_ok=True)
|
| 263 |
+
logger.warning(f"Verification failed for {model.model_id}")
|
| 264 |
+
|
| 265 |
+
except Exception as e:
|
| 266 |
+
logger.warning(f"Download failed from {url}: {e}")
|
| 267 |
+
continue
|
| 268 |
+
|
| 269 |
+
# All attempts failed
|
| 270 |
+
progress.status = DownloadStatus.FAILED
|
| 271 |
+
progress.error = "All download attempts failed"
|
| 272 |
+
self._notify_progress(progress, progress_callback)
|
| 273 |
+
return False
|
| 274 |
+
|
| 275 |
+
except Exception as e:
|
| 276 |
+
progress.status = DownloadStatus.FAILED
|
| 277 |
+
progress.error = str(e)
|
| 278 |
+
self._notify_progress(progress, progress_callback)
|
| 279 |
+
logger.error(f"Download task failed: {e}")
|
| 280 |
+
return False
|
| 281 |
+
|
| 282 |
+
def _download_file(self,
|
| 283 |
+
url: str,
|
| 284 |
+
output_path: Path,
|
| 285 |
+
progress: DownloadProgress,
|
| 286 |
+
progress_callback: Optional[Callable],
|
| 287 |
+
model_id: str) -> bool:
|
| 288 |
+
"""
|
| 289 |
+
Download file with resume support.
|
| 290 |
+
|
| 291 |
+
Args:
|
| 292 |
+
url: Download URL
|
| 293 |
+
output_path: Output file path
|
| 294 |
+
progress: Progress tracker
|
| 295 |
+
progress_callback: Progress callback
|
| 296 |
+
model_id: Model ID for stop event
|
| 297 |
+
|
| 298 |
+
Returns:
|
| 299 |
+
True if successful
|
| 300 |
+
"""
|
| 301 |
+
# Check for partial download
|
| 302 |
+
temp_path = output_path.with_suffix('.part')
|
| 303 |
+
resume_pos = 0
|
| 304 |
+
|
| 305 |
+
if temp_path.exists():
|
| 306 |
+
resume_pos = temp_path.stat().st_size
|
| 307 |
+
logger.info(f"Resuming download from {resume_pos} bytes")
|
| 308 |
+
|
| 309 |
+
# Prepare headers for resume
|
| 310 |
+
headers = {}
|
| 311 |
+
if resume_pos > 0:
|
| 312 |
+
headers['Range'] = f'bytes={resume_pos}-'
|
| 313 |
+
|
| 314 |
+
# Start download
|
| 315 |
+
start_time = time.time()
|
| 316 |
+
bytes_downloaded = resume_pos
|
| 317 |
+
|
| 318 |
+
try:
|
| 319 |
+
response = requests.get(
|
| 320 |
+
url,
|
| 321 |
+
headers=headers,
|
| 322 |
+
stream=True,
|
| 323 |
+
timeout=self.timeout
|
| 324 |
+
)
|
| 325 |
+
response.raise_for_status()
|
| 326 |
+
|
| 327 |
+
# Get total size
|
| 328 |
+
if 'content-length' in response.headers:
|
| 329 |
+
total_size = int(response.headers['content-length']) + resume_pos
|
| 330 |
+
progress.total_bytes = total_size
|
| 331 |
+
else:
|
| 332 |
+
total_size = None
|
| 333 |
+
|
| 334 |
+
# Download with progress
|
| 335 |
+
mode = 'ab' if resume_pos > 0 else 'wb'
|
| 336 |
+
with open(temp_path, mode) as f:
|
| 337 |
+
for chunk in response.iter_content(chunk_size=self.chunk_size):
|
| 338 |
+
# Check for cancellation
|
| 339 |
+
if self._stop_events[model_id].is_set():
|
| 340 |
+
logger.info(f"Download cancelled: {model_id}")
|
| 341 |
+
return False
|
| 342 |
+
|
| 343 |
+
if chunk:
|
| 344 |
+
f.write(chunk)
|
| 345 |
+
bytes_downloaded += len(chunk)
|
| 346 |
+
|
| 347 |
+
# Update progress
|
| 348 |
+
progress.current_bytes = bytes_downloaded
|
| 349 |
+
|
| 350 |
+
# Calculate speed and ETA
|
| 351 |
+
elapsed = time.time() - start_time
|
| 352 |
+
if elapsed > 0:
|
| 353 |
+
speed_bps = (bytes_downloaded - resume_pos) / elapsed
|
| 354 |
+
progress.speed_mbps = (speed_bps * 8) / 1_000_000
|
| 355 |
+
|
| 356 |
+
if total_size and speed_bps > 0:
|
| 357 |
+
remaining = total_size - bytes_downloaded
|
| 358 |
+
progress.eta_seconds = remaining / speed_bps
|
| 359 |
+
|
| 360 |
+
self._notify_progress(progress, progress_callback)
|
| 361 |
+
|
| 362 |
+
# Move to final location
|
| 363 |
+
shutil.move(str(temp_path), str(output_path))
|
| 364 |
+
return True
|
| 365 |
+
|
| 366 |
+
except requests.exceptions.RequestException as e:
|
| 367 |
+
logger.error(f"Download error: {e}")
|
| 368 |
+
return False
|
| 369 |
+
except Exception as e:
|
| 370 |
+
logger.error(f"File write error: {e}")
|
| 371 |
+
return False
|
| 372 |
+
|
| 373 |
+
def _verify_download(self, file_path: Path, model: ModelInfo) -> bool:
|
| 374 |
+
"""
|
| 375 |
+
Verify downloaded file.
|
| 376 |
+
|
| 377 |
+
Args:
|
| 378 |
+
file_path: Downloaded file path
|
| 379 |
+
model: Model information
|
| 380 |
+
|
| 381 |
+
Returns:
|
| 382 |
+
True if verification passed
|
| 383 |
+
"""
|
| 384 |
+
# Check file exists
|
| 385 |
+
if not file_path.exists():
|
| 386 |
+
return False
|
| 387 |
+
|
| 388 |
+
# Check file size
|
| 389 |
+
actual_size = file_path.stat().st_size
|
| 390 |
+
if model.file_size > 0:
|
| 391 |
+
size_diff = abs(actual_size - model.file_size)
|
| 392 |
+
if size_diff > 1000: # Allow 1KB difference
|
| 393 |
+
logger.warning(f"Size mismatch: expected {model.file_size}, got {actual_size}")
|
| 394 |
+
return False
|
| 395 |
+
|
| 396 |
+
# Check SHA256 if available
|
| 397 |
+
if model.sha256:
|
| 398 |
+
try:
|
| 399 |
+
sha256 = self._calculate_sha256(file_path)
|
| 400 |
+
if sha256 != model.sha256:
|
| 401 |
+
logger.warning(f"SHA256 mismatch for {model.model_id}")
|
| 402 |
+
return False
|
| 403 |
+
except Exception as e:
|
| 404 |
+
logger.error(f"SHA256 calculation failed: {e}")
|
| 405 |
+
return False
|
| 406 |
+
|
| 407 |
+
return True
|
| 408 |
+
|
| 409 |
+
def _calculate_sha256(self, file_path: Path) -> str:
|
| 410 |
+
"""Calculate SHA256 hash of file."""
|
| 411 |
+
sha256_hash = hashlib.sha256()
|
| 412 |
+
with open(file_path, "rb") as f:
|
| 413 |
+
for byte_block in iter(lambda: f.read(self.chunk_size), b""):
|
| 414 |
+
sha256_hash.update(byte_block)
|
| 415 |
+
return sha256_hash.hexdigest()
|
| 416 |
+
|
| 417 |
+
def _notify_progress(self, progress: DownloadProgress, callback: Optional[Callable]):
|
| 418 |
+
"""Notify progress callback."""
|
| 419 |
+
if callback:
|
| 420 |
+
try:
|
| 421 |
+
callback(progress)
|
| 422 |
+
except Exception as e:
|
| 423 |
+
logger.error(f"Progress callback error: {e}")
|
| 424 |
+
|
| 425 |
+
def cancel_download(self, model_id: str) -> bool:
|
| 426 |
+
"""
|
| 427 |
+
Cancel ongoing download.
|
| 428 |
+
|
| 429 |
+
Args:
|
| 430 |
+
model_id: Model ID to cancel
|
| 431 |
+
|
| 432 |
+
Returns:
|
| 433 |
+
True if cancelled
|
| 434 |
+
"""
|
| 435 |
+
if model_id in self._stop_events:
|
| 436 |
+
self._stop_events[model_id].set()
|
| 437 |
+
|
| 438 |
+
# Wait for cancellation
|
| 439 |
+
if model_id in self.futures:
|
| 440 |
+
try:
|
| 441 |
+
self.futures[model_id].result(timeout=5)
|
| 442 |
+
except:
|
| 443 |
+
pass
|
| 444 |
+
del self.futures[model_id]
|
| 445 |
+
|
| 446 |
+
# Update progress
|
| 447 |
+
if model_id in self.downloads:
|
| 448 |
+
self.downloads[model_id].status = DownloadStatus.CANCELLED
|
| 449 |
+
|
| 450 |
+
logger.info(f"Download cancelled: {model_id}")
|
| 451 |
+
return True
|
| 452 |
+
|
| 453 |
+
return False
|
| 454 |
+
|
| 455 |
+
def get_progress(self, model_id: str) -> Optional[DownloadProgress]:
|
| 456 |
+
"""Get download progress for model."""
|
| 457 |
+
return self.downloads.get(model_id)
|
| 458 |
+
|
| 459 |
+
def get_all_progress(self) -> Dict[str, DownloadProgress]:
|
| 460 |
+
"""Get all download progress."""
|
| 461 |
+
return self.downloads.copy()
|
| 462 |
+
|
| 463 |
+
def cleanup_partial_downloads(self):
|
| 464 |
+
"""Clean up partial download files."""
|
| 465 |
+
for file in self.registry.models_dir.glob("*.part"):
|
| 466 |
+
try:
|
| 467 |
+
file.unlink()
|
| 468 |
+
logger.info(f"Removed partial download: {file.name}")
|
| 469 |
+
except Exception as e:
|
| 470 |
+
logger.error(f"Failed to remove {file}: {e}")
|
| 471 |
+
|
| 472 |
+
def download_required_models(self,
|
| 473 |
+
task: str = None,
|
| 474 |
+
gpu_available: bool = True) -> bool:
|
| 475 |
+
"""
|
| 476 |
+
Download all required models for a task.
|
| 477 |
+
|
| 478 |
+
Args:
|
| 479 |
+
task: Optional task filter
|
| 480 |
+
gpu_available: GPU availability
|
| 481 |
+
|
| 482 |
+
Returns:
|
| 483 |
+
True if all downloads successful
|
| 484 |
+
"""
|
| 485 |
+
# Get required models
|
| 486 |
+
required = []
|
| 487 |
+
|
| 488 |
+
if task:
|
| 489 |
+
# Get best model for task
|
| 490 |
+
from .registry import ModelTask
|
| 491 |
+
task_enum = ModelTask(task)
|
| 492 |
+
model = self.registry.get_best_model(
|
| 493 |
+
task_enum,
|
| 494 |
+
require_gpu=gpu_available if gpu_available else False
|
| 495 |
+
)
|
| 496 |
+
if model:
|
| 497 |
+
required.append(model.model_id)
|
| 498 |
+
else:
|
| 499 |
+
# Get all essential models
|
| 500 |
+
essential = ['rmbg-1.4', 'u2netp', 'modnet']
|
| 501 |
+
for model_id in essential:
|
| 502 |
+
if self.registry.get_model(model_id):
|
| 503 |
+
required.append(model_id)
|
| 504 |
+
|
| 505 |
+
# Download models
|
| 506 |
+
if required:
|
| 507 |
+
logger.info(f"Downloading required models: {required}")
|
| 508 |
+
futures = self.download_models_async(required)
|
| 509 |
+
|
| 510 |
+
# Wait for completion
|
| 511 |
+
success = True
|
| 512 |
+
for model_id, future in futures.items():
|
| 513 |
+
try:
|
| 514 |
+
if not future.result():
|
| 515 |
+
success = False
|
| 516 |
+
except Exception:
|
| 517 |
+
success = False
|
| 518 |
+
|
| 519 |
+
return success
|
| 520 |
+
|
| 521 |
+
return True
|