Files
ComfyUI-Lora-Manager/py/services/lora_scanner.py
2025-02-27 06:52:19 +08:00

452 lines
17 KiB
Python

import json
import os
import logging
import asyncio
import shutil
from typing import List, Dict, Optional
from dataclasses import dataclass
from operator import itemgetter
from ..config import config
from ..utils.file_utils import load_metadata, get_file_info
from .lora_cache import LoraCache
from difflib import SequenceMatcher
logger = logging.getLogger(__name__)
class LoraScanner:
"""Service for scanning and managing LoRA files"""
_instance = None
_lock = asyncio.Lock()
def __new__(cls):
if cls._instance is None:
cls._instance = super().__new__(cls)
return cls._instance
def __init__(self):
# 确保初始化只执行一次
if not hasattr(self, '_initialized'):
self._cache: Optional[LoraCache] = None
self._initialization_lock = asyncio.Lock()
self._initialization_task: Optional[asyncio.Task] = None
self._initialized = True
self.file_monitor = None # Add this line
def set_file_monitor(self, monitor):
"""Set file monitor instance"""
self.file_monitor = monitor
@classmethod
async def get_instance(cls):
"""Get singleton instance with async support"""
async with cls._lock:
if cls._instance is None:
cls._instance = cls()
return cls._instance
async def get_cached_data(self, force_refresh: bool = False) -> LoraCache:
"""Get cached LoRA data, refresh if needed"""
async with self._initialization_lock:
# 如果缓存未初始化但需要响应请求,返回空缓存
if self._cache is None and not force_refresh:
return LoraCache(
raw_data=[],
sorted_by_name=[],
sorted_by_date=[],
folders=[]
)
# 如果正在初始化,等待完成
if self._initialization_task and not self._initialization_task.done():
try:
await self._initialization_task
except Exception as e:
logger.error(f"Cache initialization failed: {e}")
self._initialization_task = None
if (self._cache is None or force_refresh):
# 创建新的初始化任务
if not self._initialization_task or self._initialization_task.done():
self._initialization_task = asyncio.create_task(self._initialize_cache())
try:
await self._initialization_task
except Exception as e:
logger.error(f"Cache initialization failed: {e}")
# 如果缓存已存在,继续使用旧缓存
if self._cache is None:
raise # 如果没有缓存,则抛出异常
return self._cache
async def _initialize_cache(self) -> None:
"""Initialize or refresh the cache"""
try:
# Scan for new data
raw_data = await self.scan_all_loras()
# Update cache
self._cache = LoraCache(
raw_data=raw_data,
sorted_by_name=[],
sorted_by_date=[],
folders=[]
)
# Call resort_cache to create sorted views
await self._cache.resort()
self._initialization_task = None
logger.info("LoRA Manager: Cache initialization completed")
except Exception as e:
logger.error(f"LoRA Manager: Error initializing cache: {e}")
self._cache = LoraCache(
raw_data=[],
sorted_by_name=[],
sorted_by_date=[],
folders=[]
)
def fuzzy_match(self, text: str, pattern: str, threshold: float = 0.7) -> bool:
"""
Check if text matches pattern using fuzzy matching.
Returns True if similarity ratio is above threshold.
"""
if not pattern or not text:
return False
# Convert both to lowercase for case-insensitive matching
text = text.lower()
pattern = pattern.lower()
# Split pattern into words
search_words = pattern.split()
# Check each word
for word in search_words:
# First check if word is a substring (faster)
if word in text:
continue
# If not found as substring, try fuzzy matching
# Check if any part of the text matches this word
found_match = False
for text_part in text.split():
ratio = SequenceMatcher(None, text_part, word).ratio()
if ratio >= threshold:
found_match = True
break
if not found_match:
return False
# All words found either as substrings or fuzzy matches
return True
async def get_paginated_data(self, page: int, page_size: int, sort_by: str = 'name',
folder: str = None, search: str = None, fuzzy: bool = False,
recursive: bool = False):
"""Get paginated and filtered lora data
Args:
page: Current page number (1-based)
page_size: Number of items per page
sort_by: Sort method ('name' or 'date')
folder: Filter by folder path
search: Search term
fuzzy: Use fuzzy matching for search
recursive: Include subfolders when folder filter is applied
"""
cache = await self.get_cached_data()
# 先获取基础数据集
filtered_data = cache.sorted_by_date if sort_by == 'date' else cache.sorted_by_name
# 应用文件夹过滤
if folder is not None:
if recursive:
# 递归模式:匹配所有以该文件夹开头的路径
filtered_data = [
item for item in filtered_data
if item['folder'].startswith(folder + '/') or item['folder'] == folder
]
else:
# 非递归模式:只匹配确切的文件夹
filtered_data = [
item for item in filtered_data
if item['folder'] == folder
]
# 应用搜索过滤
if search:
if fuzzy:
filtered_data = [
item for item in filtered_data
if any(
self.fuzzy_match(str(value), search)
for value in [
item.get('model_name', ''),
item.get('base_model', '')
]
if value
)
]
else:
# Original exact search logic
filtered_data = [
item for item in filtered_data
if search in str(item.get('model_name', '')).lower()
]
# 计算分页
total_items = len(filtered_data)
start_idx = (page - 1) * page_size
end_idx = min(start_idx + page_size, total_items)
result = {
'items': filtered_data[start_idx:end_idx],
'total': total_items,
'page': page,
'page_size': page_size,
'total_pages': (total_items + page_size - 1) // page_size
}
return result
def invalidate_cache(self):
"""Invalidate the current cache"""
self._cache = None
async def scan_all_loras(self) -> List[Dict]:
"""Scan all LoRA directories and return metadata"""
all_loras = []
# 分目录异步扫描
scan_tasks = []
for loras_root in config.loras_roots:
task = asyncio.create_task(self._scan_directory(loras_root))
scan_tasks.append(task)
for task in scan_tasks:
try:
loras = await task
all_loras.extend(loras)
except Exception as e:
logger.error(f"Error scanning directory: {e}")
return all_loras
async def _scan_directory(self, root_path: str) -> List[Dict]:
"""Scan a single directory for LoRA files"""
loras = []
original_root = root_path # 保存原始根路径
async def scan_recursive(path: str, visited_paths: set):
"""递归扫描目录,避免循环链接"""
try:
real_path = os.path.realpath(path)
if real_path in visited_paths:
logger.debug(f"Skipping already visited path: {path}")
return
visited_paths.add(real_path)
with os.scandir(path) as it:
entries = list(it)
for entry in entries:
try:
if entry.is_file(follow_symlinks=True) and entry.name.endswith('.safetensors'):
# 使用原始路径而不是真实路径
file_path = entry.path.replace(os.sep, "/")
await self._process_single_file(file_path, original_root, loras)
await asyncio.sleep(0)
elif entry.is_dir(follow_symlinks=True):
# 对于目录,使用原始路径继续扫描
await scan_recursive(entry.path, visited_paths)
except Exception as e:
logger.error(f"Error processing entry {entry.path}: {e}")
except Exception as e:
logger.error(f"Error scanning {path}: {e}")
await scan_recursive(root_path, set())
return loras
async def _process_single_file(self, file_path: str, root_path: str, loras: list):
"""处理单个文件并添加到结果列表"""
try:
result = await self._process_lora_file(file_path, root_path)
if result:
loras.append(result)
except Exception as e:
logger.error(f"Error processing {file_path}: {e}")
async def _process_lora_file(self, file_path: str, root_path: str) -> Dict:
"""Process a single LoRA file and return its metadata"""
# Try loading existing metadata
metadata = await load_metadata(file_path)
if metadata is None:
# Create new metadata if none exists
metadata = await get_file_info(file_path)
# Convert to dict and add folder info
lora_data = metadata.to_dict()
rel_path = os.path.relpath(file_path, root_path)
folder = os.path.dirname(rel_path)
lora_data['folder'] = folder.replace(os.path.sep, '/')
return lora_data
async def update_preview_in_cache(self, file_path: str, preview_url: str) -> bool:
"""Update preview URL in cache for a specific lora
Args:
file_path: The file path of the lora to update
preview_url: The new preview URL
Returns:
bool: True if the update was successful, False if cache doesn't exist or lora wasn't found
"""
if self._cache is None:
return False
return await self._cache.update_preview_url(file_path, preview_url)
async def scan_single_lora(self, file_path: str) -> Optional[Dict]:
"""Scan a single LoRA file and return its metadata"""
try:
if not os.path.exists(os.path.realpath(file_path)):
return None
# 获取基本文件信息
metadata = await get_file_info(file_path)
if not metadata:
return None
folder = self._calculate_folder(file_path)
# 确保 folder 字段存在
metadata_dict = metadata.to_dict()
metadata_dict['folder'] = folder or ''
return metadata_dict
except Exception as e:
logger.error(f"Error scanning {file_path}: {e}")
return None
def _calculate_folder(self, file_path: str) -> str:
"""Calculate the folder path for a LoRA file"""
# 使用原始路径计算相对路径
for root in config.loras_roots:
if file_path.startswith(root):
rel_path = os.path.relpath(file_path, root)
return os.path.dirname(rel_path).replace(os.path.sep, '/')
return ''
async def move_model(self, source_path: str, target_path: str) -> bool:
"""Move a model and its associated files to a new location"""
try:
# 保持原始路径格式
source_path = source_path.replace(os.sep, '/')
target_path = target_path.replace(os.sep, '/')
# 其余代码保持不变
base_name = os.path.splitext(os.path.basename(source_path))[0]
source_dir = os.path.dirname(source_path)
os.makedirs(target_path, exist_ok=True)
target_lora = os.path.join(target_path, f"{base_name}.safetensors").replace(os.sep, '/')
# 使用真实路径进行文件操作
real_source = os.path.realpath(source_path)
real_target = os.path.realpath(target_lora)
file_size = os.path.getsize(real_source)
if self.file_monitor:
self.file_monitor.handler.add_ignore_path(
real_source,
file_size
)
self.file_monitor.handler.add_ignore_path(
real_target,
file_size
)
# 使用真实路径进行文件操作
shutil.move(real_source, real_target)
# Move associated files
source_metadata = os.path.join(source_dir, f"{base_name}.metadata.json")
if os.path.exists(source_metadata):
target_metadata = os.path.join(target_path, f"{base_name}.metadata.json")
shutil.move(source_metadata, target_metadata)
metadata = await self._update_metadata_paths(target_metadata, target_lora)
# Move preview file if exists
preview_extensions = ['.preview.png', '.preview.jpeg', '.preview.jpg', '.preview.mp4',
'.png', '.jpeg', '.jpg', '.mp4']
for ext in preview_extensions:
source_preview = os.path.join(source_dir, f"{base_name}{ext}")
if os.path.exists(source_preview):
target_preview = os.path.join(target_path, f"{base_name}{ext}")
shutil.move(source_preview, target_preview)
break
# Update cache
await self.update_single_lora_cache(source_path, target_lora, metadata)
return True
except Exception as e:
logger.error(f"Error moving model: {e}", exc_info=True)
return False
async def update_single_lora_cache(self, original_path: str, new_path: str, metadata: Dict) -> bool:
cache = await self.get_cached_data()
cache.raw_data = [
item for item in cache.raw_data
if item['file_path'] != original_path
]
if metadata:
metadata['folder'] = self._calculate_folder(new_path)
cache.raw_data.append(metadata)
all_folders = set(cache.folders)
all_folders.add(metadata['folder'])
cache.folders = sorted(list(all_folders), key=lambda x: x.lower())
# Resort cache
await cache.resort()
async def _update_metadata_paths(self, metadata_path: str, lora_path: str) -> Dict:
"""Update file paths in metadata file"""
try:
with open(metadata_path, 'r', encoding='utf-8') as f:
metadata = json.load(f)
# Update file_path
metadata['file_path'] = lora_path.replace(os.sep, '/')
# Update preview_url if exists
if 'preview_url' in metadata:
preview_dir = os.path.dirname(lora_path)
preview_name = os.path.splitext(os.path.basename(metadata['preview_url']))[0]
preview_ext = os.path.splitext(metadata['preview_url'])[1]
new_preview_path = os.path.join(preview_dir, f"{preview_name}{preview_ext}")
metadata['preview_url'] = new_preview_path.replace(os.sep, '/')
# Save updated metadata
with open(metadata_path, 'w', encoding='utf-8') as f:
json.dump(metadata, f, indent=2, ensure_ascii=False)
return metadata
except Exception as e:
logger.error(f"Error updating metadata paths: {e}", exc_info=True)