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提供任务状态跟踪、进度管理和任务队列功能。
"""
import asyncio
import time
import uuid
from dataclasses import dataclass, field
from datetime import datetime, timedelta
from enum import Enum
from pathlib import Path
from typing import Dict, List, Optional, Callable, Any
from concurrent.futures import ThreadPoolExecutor
from ..core.config import get_config
from ..utils.logger import get_task_logger
from ..services.file_validator import get_file_validator
from ..services.oss_service import get_oss_service
from ..services.paraformer_service import get_paraformer_service
class TaskStatus(Enum):
"""任务状态"""
PENDING = "pending"
VALIDATING = "validating"
UPLOADING = "uploading"
TRANSCRIBING = "transcribing"
COMPLETED = "completed"
FAILED = "failed"
CANCELLED = "cancelled"
class TaskPriority(Enum):
"""任务优先级"""
LOW = 1
NORMAL = 2
HIGH = 3
URGENT = 4
@dataclass
class TaskProgress:
"""任务进度信息"""
stage: str = ""
current: int = 0
total: int = 100
message: str = ""
percentage: float = 0.0
def update(self, current: int = None, total: int = None, message: str = None):
"""更新进度信息"""
if current is not None:
self.current = current
if total is not None:
self.total = total
if message is not None:
self.message = message
if self.total > 0:
self.percentage = min(100.0, (self.current / self.total) * 100)
@dataclass
class TaskResult:
"""任务结果"""
success: bool = False
data: Optional[Dict] = None
error_message: Optional[str] = None
processed_files: List[str] = field(default_factory=list)
failed_files: List[str] = field(default_factory=list)
transcription_results: Optional[Dict] = None
duration: float = 0.0
def to_dict(self) -> Dict:
"""转换为字典格式"""
return {
'success': self.success,
'data': self.data,
'error_message': self.error_message,
'processed_files': self.processed_files,
'failed_files': self.failed_files,
'transcription_results': self.transcription_results,
'duration': self.duration
}
@dataclass
class Task:
"""任务信息"""
id: str = field(default_factory=lambda: str(uuid.uuid4())[:8])
status: TaskStatus = TaskStatus.PENDING
priority: TaskPriority = TaskPriority.NORMAL
file_paths: List[Path] = field(default_factory=list)
progress: TaskProgress = field(default_factory=TaskProgress)
result: TaskResult = field(default_factory=TaskResult)
created_at: datetime = field(default_factory=datetime.now)
started_at: Optional[datetime] = None
completed_at: Optional[datetime] = None
callback: Optional[Callable] = None
metadata: Dict[str, Any] = field(default_factory=dict)
def to_dict(self) -> Dict:
"""转换为字典格式"""
return {
'id': self.id,
'status': self.status.value,
'priority': self.priority.value,
'file_count': len(self.file_paths),
'file_names': [fp.name for fp in self.file_paths],
'progress': {
'stage': self.progress.stage,
'current': self.progress.current,
'total': self.progress.total,
'percentage': self.progress.percentage,
'message': self.progress.message
},
'result': self.result.to_dict(),
'created_at': self.created_at.isoformat() if self.created_at else None,
'started_at': self.started_at.isoformat() if self.started_at else None,
'completed_at': self.completed_at.isoformat() if self.completed_at else None,
'metadata': self.metadata
}
class TaskManager:
"""任务管理器"""
def __init__(self):
"""初始化任务管理器"""
self.config = get_config()
self.logger = get_task_logger(logger_name="transcript_service.task")
# 任务存储
self.tasks: Dict[str, Task] = {}
self.task_queue: asyncio.Queue = asyncio.Queue(maxsize=self.config.task.queue_size)
# 服务实例
self.file_validator = get_file_validator()
self.oss_service = get_oss_service()
self.paraformer_service = get_paraformer_service()
# 工作线程池
self.executor = ThreadPoolExecutor(max_workers=self.config.app.concurrent_tasks)
# 状态回调
self.status_callbacks: List[Callable] = []
# 任务处理器状态
self._processor_started = False
# 启动任务处理器
self._start_task_processor()
def add_status_callback(self, callback: Callable):
"""添加状态变化回调函数
Args:
callback: 回调函数
"""
self.status_callbacks.append(callback)
def _notify_status_change(self, task: Task):
"""通知状态变化"""
for callback in self.status_callbacks:
try:
callback(task)
except Exception as e:
self.logger.error(f"回调函数执行失败: {str(e)}")
async def create_task(self, file_paths: List[Path], priority: TaskPriority = TaskPriority.NORMAL, metadata = None) -> str:
"""创建新任务
Args:
file_paths: 文件路径列表
priority: 任务优先级
metadata: 任务元数据
Returns:
任务ID
"""
# 确保任务处理器已启动
if not self._processor_started:
self._ensure_processor_started()
task = Task(
file_paths=file_paths,
priority=priority,
metadata=metadata or {}
)
self.tasks[task.id] = task
# 添加到队列
await self.task_queue.put(task.id)
self.logger.info(f"创建任务: {task.id}, 文件数量: {len(file_paths)}")
return task.id
def get_task(self, task_id: str) -> Optional[Task]:
"""获取任务信息
Args:
task_id: 任务ID
Returns:
任务对象
"""
return self.tasks.get(task_id)
def get_all_tasks(self) -> List[Task]:
"""获取所有任务"""
return list(self.tasks.values())
def get_tasks_by_status(self, status: TaskStatus) -> List[Task]:
"""根据状态获取任务"""
return [task for task in self.tasks.values() if task.status == status]
async def cancel_task(self, task_id: str) -> bool:
"""取消任务
Args:
task_id: 任务ID
Returns:
是否成功取消
"""
task = self.get_task(task_id)
if not task:
return False
if task.status in [TaskStatus.COMPLETED, TaskStatus.FAILED, TaskStatus.CANCELLED]:
return False
task.status = TaskStatus.CANCELLED
task.completed_at = datetime.now()
task.progress.message = "任务已取消"
self._notify_status_change(task)
self.logger.info(f"任务已取消: {task_id}")
return True
def _start_task_processor(self):
"""启动任务处理器"""
try:
# 只有在有运行的事件循环时才启动任务处理器
loop = asyncio.get_running_loop()
asyncio.create_task(self._process_tasks())
except RuntimeError:
# 没有运行的事件循环,延迟启动
self.logger.debug("没有运行的事件循环,任务处理器将在需要时启动")
self._processor_started = False
else:
self._processor_started = True
def _ensure_processor_started(self):
"""确保任务处理器已启动"""
if not self._processor_started:
try:
loop = asyncio.get_running_loop()
asyncio.create_task(self._process_tasks())
self._processor_started = True
except RuntimeError:
self.logger.warning("无法启动任务处理器:没有运行的事件循环")
async def _process_tasks(self):
"""处理任务队列"""
while True:
try:
# 从队列获取任务
task_id = await self.task_queue.get()
task = self.get_task(task_id)
if not task or task.status == TaskStatus.CANCELLED:
self.task_queue.task_done()
continue
# 处理任务
await self._execute_task(task)
self.task_queue.task_done()
except Exception as e:
self.logger.exception(f"处理任务队列时发生错误: {str(e)}")
await asyncio.sleep(1)
async def _execute_task(self, task: Task):
"""执行任务
Args:
task: 任务对象
"""
try:
# 设置任务日志上下文
self.logger.set_task_id(task.id)
task.status = TaskStatus.VALIDATING
task.started_at = datetime.now()
task.progress.stage = "文件验证"
task.progress.update(0, 100, "开始验证文件")
self._notify_status_change(task)
# 1. 文件验证
valid_files, invalid_files = await self._validate_files(task)
if not valid_files:
task.status = TaskStatus.FAILED
task.result.error_message = "没有有效的文件"
task.result.failed_files = [str(f[0]) for f in invalid_files]
task.completed_at = datetime.now()
self._notify_status_change(task)
return
# 2. 文件上传
task.status = TaskStatus.UPLOADING
task.progress.stage = "文件上传"
task.progress.update(0, len(valid_files), "开始上传文件到OSS")
self._notify_status_change(task)
upload_results = await self._upload_files(task, valid_files)
successful_uploads = [r for r in upload_results if r[1]]
if not successful_uploads:
task.status = TaskStatus.FAILED
task.result.error_message = "文件上传失败"
task.completed_at = datetime.now()
self._notify_status_change(task)
return
# 3. 转录处理
task.status = TaskStatus.TRANSCRIBING
task.progress.stage = "语音转录"
task.progress.update(0, 100, "开始语音转录")
self._notify_status_change(task)
file_urls = [r[2] for r in successful_uploads]
success, transcription_result, error = await self._transcribe_audio(task, file_urls)
# 4. 完成任务
task.completed_at = datetime.now()
task.result.duration = (task.completed_at - task.started_at).total_seconds()
if success:
task.status = TaskStatus.COMPLETED
task.result.success = True
task.result.transcription_results = transcription_result
task.result.processed_files = [r[0] for r in successful_uploads]
task.progress.update(100, 100, "转录完成")
else:
task.status = TaskStatus.FAILED
task.result.error_message = error
self._notify_status_change(task)
except Exception as e:
task.status = TaskStatus.FAILED
task.result.error_message = f"任务执行失败: {str(e)}"
task.completed_at = datetime.now()
self.logger.exception(f"执行任务时发生错误: {task.id}")
self._notify_status_change(task)
finally:
self.logger.clear_task_id()
async def _validate_files(self, task: Task) -> tuple:
"""验证文件"""
self.logger.info(f"开始验证 {len(task.file_paths)} 个文件")
valid_files, invalid_files = self.file_validator.validate_multiple_files(task.file_paths)
task.progress.update(100, 100, f"验证完成: {len(valid_files)} 个有效文件")
self.logger.info(f"文件验证完成: {len(valid_files)} 个有效文件, {len(invalid_files)} 个无效文件")
return valid_files, invalid_files
async def _upload_files(self, task: Task, file_paths: List[Path]) -> List[tuple]:
"""上传文件"""
self.logger.info(f"开始上传 {len(file_paths)} 个文件")
results = []
for i, file_path in enumerate(file_paths):
if task.status == TaskStatus.CANCELLED:
break
success, url_or_error, object_key = await self.oss_service.upload_file(file_path, task.id)
results.append((file_path.name, success, url_or_error, object_key))
# 更新进度
task.progress.update(i + 1, len(file_paths), f"已上传 {i + 1}/{len(file_paths)} 个文件")
self._notify_status_change(task)
self.logger.info(f"文件上传完成: {len([r for r in results if r[1]])} 个成功")
return results
async def _transcribe_audio(self, task: Task, file_urls: List[str]) -> tuple:
"""转录音频"""
self.logger.info(f"开始转录 {len(file_urls)} 个音频文件")
# 提取Paraformer参数
paraformer_params = None
if 'paraformer_params' in task.metadata:
paraformer_params = task.metadata['paraformer_params']
self.logger.info(f"使用自定义Paraformer参数: {paraformer_params}")
success, results, error = await self.paraformer_service.batch_process_with_retry(
file_urls, task.id, paraformer_params
)
if success:
task.progress.update(100, 100, "转录完成")
self.logger.info(f"转录完成: {len(file_urls)} 个文件")
else:
self.logger.error(f"转录失败: {error}")
return success, results, error
def cleanup_completed_tasks(self, hours: int = 24):
"""清理已完成的任务
Args:
hours: 保留时间(小时)
"""
cutoff_time = datetime.now() - timedelta(hours=hours)
to_remove = []
for task_id, task in self.tasks.items():
if (task.status in [TaskStatus.COMPLETED, TaskStatus.FAILED, TaskStatus.CANCELLED] and
task.completed_at and task.completed_at < cutoff_time):
to_remove.append(task_id)
for task_id in to_remove:
del self.tasks[task_id]
self.logger.info(f"清理了 {len(to_remove)} 个过期任务")
def get_statistics(self) -> Dict:
"""获取任务统计信息"""
stats = {
'total_tasks': len(self.tasks),
'pending': len(self.get_tasks_by_status(TaskStatus.PENDING)),
'validating': len(self.get_tasks_by_status(TaskStatus.VALIDATING)),
'uploading': len(self.get_tasks_by_status(TaskStatus.UPLOADING)),
'transcribing': len(self.get_tasks_by_status(TaskStatus.TRANSCRIBING)),
'completed': len(self.get_tasks_by_status(TaskStatus.COMPLETED)),
'failed': len(self.get_tasks_by_status(TaskStatus.FAILED)),
'cancelled': len(self.get_tasks_by_status(TaskStatus.CANCELLED)),
'queue_size': self.task_queue.qsize()
}
return stats
# 全局任务管理器实例
task_manager = None
def get_task_manager() -> TaskManager:
"""获取任务管理器实例
Returns:
任务管理器实例
"""
global task_manager
if task_manager is None:
task_manager = TaskManager()
return task_manager |