imetting_backend/app/services/async_knowledge_base_servic...

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"""
异步知识库服务 - 处理知识库生成的异步任务
采用FastAPI BackgroundTasks模式
"""
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import uuid
from datetime import datetime
from typing import Optional, Dict, Any, List
import redis
from app.core.database import get_db_connection
from app.services.llm_service import LLMService
class AsyncKnowledgeBaseService:
"""异步知识库服务类 - 处理知识库相关的异步任务"""
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def __init__(self):
from app.core.config import REDIS_CONFIG
if 'decode_responses' not in REDIS_CONFIG:
REDIS_CONFIG['decode_responses'] = True
self.redis_client = redis.Redis(**REDIS_CONFIG)
self.llm_service = LLMService()
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def start_generation(self, user_id: int, kb_id: int, user_prompt: Optional[str], source_meeting_ids: Optional[str], prompt_id: Optional[int] = None, cursor=None) -> str:
"""
创建异步知识库生成任务
Args:
user_id: 用户ID
kb_id: 知识库ID
user_prompt: 用户提示词
source_meeting_ids: 源会议ID列表
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prompt_id: 提示词模版ID可选如果不指定则使用默认模版
cursor: 数据库游标可选
Returns:
str: 任务ID
"""
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task_id = str(uuid.uuid4())
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# If a cursor is passed, use it directly to avoid creating a new transaction
if cursor:
query = """
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INSERT INTO knowledge_base_tasks (task_id, user_id, kb_id, user_prompt, prompt_id, created_at)
VALUES (%s, %s, %s, %s, %s, NOW())
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"""
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cursor.execute(query, (task_id, user_id, kb_id, user_prompt, prompt_id))
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else:
# Fallback to the old method if no cursor is provided
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self._save_task_to_db(task_id, user_id, kb_id, user_prompt, prompt_id)
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current_time = datetime.now().isoformat()
task_data = {
'task_id': task_id,
'user_id': str(user_id),
'kb_id': str(kb_id),
'user_prompt': user_prompt if user_prompt else "",
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'prompt_id': str(prompt_id) if prompt_id else '',
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'status': 'pending',
'progress': '0',
'created_at': current_time,
'updated_at': current_time
}
self.redis_client.hset(f"kb_task:{task_id}", mapping=task_data)
self.redis_client.expire(f"kb_task:{task_id}", 86400)
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print(f"Knowledge base generation task created: {task_id} for kb_id: {kb_id}, prompt_id: {prompt_id}")
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return task_id
def _process_task(self, task_id: str):
"""
处理单个异步任务的函数设计为由BackgroundTasks调用
"""
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print(f"Background task started for knowledge base task: {task_id}")
try:
# 从Redis获取任务数据
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task_data = self.redis_client.hgetall(f"kb_task:{task_id}")
if not task_data:
print(f"Error: Task {task_id} not found in Redis for processing.")
return
kb_id = int(task_data['kb_id'])
user_prompt = task_data.get('user_prompt', '')
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prompt_id_str = task_data.get('prompt_id', '')
prompt_id = int(prompt_id_str) if prompt_id_str and prompt_id_str != '' else None
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# 1. 更新状态为processing
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self._update_task_status_in_redis(task_id, 'processing', 10, message="任务已开始...")
# 2. 获取关联的会议总结
self._update_task_status_in_redis(task_id, 'processing', 20, message="获取关联会议纪要...")
source_text = self._get_meeting_summaries(kb_id)
# 3. 构建提示词
self._update_task_status_in_redis(task_id, 'processing', 30, message="准备AI提示词...")
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full_prompt = self._build_prompt(source_text, user_prompt, prompt_id)
# 4. 调用LLM API
self._update_task_status_in_redis(task_id, 'processing', 50, message="AI正在生成知识库...")
generated_content = self.llm_service._call_llm_api(full_prompt)
if not generated_content:
raise Exception("LLM API调用失败或返回空内容")
# 5. 保存结果到数据库
self._update_task_status_in_redis(task_id, 'processing', 95, message="保存结果...")
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self._save_result_to_db(kb_id, generated_content, prompt_id)
# 6. 任务完成
self._update_task_in_db(task_id, 'completed', 100)
self._update_task_status_in_redis(task_id, 'completed', 100)
print(f"Task {task_id} completed successfully")
except Exception as e:
error_msg = str(e)
print(f"Task {task_id} failed: {error_msg}")
# 更新失败状态
self._update_task_in_db(task_id, 'failed', 0, error_message=error_msg)
self._update_task_status_in_redis(task_id, 'failed', 0, error_message=error_msg)
# --- 知识库相关方法 ---
def _get_meeting_summaries(self, kb_id: int) -> str:
"""
从数据库获取知识库关联的会议总结
Args:
kb_id: 知识库ID
Returns:
str: 拼接后的会议总结文本
"""
try:
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with get_db_connection() as connection:
cursor = connection.cursor(dictionary=True)
# 获取知识库的源会议ID列表
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cursor.execute("SELECT source_meeting_ids FROM knowledge_bases WHERE kb_id = %s", (kb_id,))
kb_info = cursor.fetchone()
if not kb_info or not kb_info['source_meeting_ids']:
return ""
# 解析会议ID列表
meeting_ids = [int(m_id) for m_id in kb_info['source_meeting_ids'].split(',') if m_id.isdigit()]
if not meeting_ids:
return ""
# 获取所有会议的总结
summaries = []
for meeting_id in meeting_ids:
cursor.execute("SELECT summary FROM meetings WHERE meeting_id = %s", (meeting_id,))
summary = cursor.fetchone()
if summary and summary['summary']:
summaries.append(summary['summary'])
# 用分隔符拼接多个会议总结
return "\n\n---\n\n".join(summaries)
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except Exception as e:
print(f"获取会议总结错误: {e}")
return ""
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def _build_prompt(self, source_text: str, user_prompt: str, prompt_id: Optional[int] = None) -> str:
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"""
构建完整的提示词
使用数据库中配置的KNOWLEDGE_TASK提示词模板
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Args:
source_text: 源会议总结文本
user_prompt: 用户自定义提示词
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prompt_id: 提示词模版ID可选如果不指定则使用默认模版
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Returns:
str: 完整的提示词
"""
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# 从数据库获取知识库任务的提示词模板支持指定prompt_id
system_prompt = self.llm_service.get_task_prompt('KNOWLEDGE_TASK', prompt_id=prompt_id)
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prompt = f"{system_prompt}\n\n"
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if source_text:
prompt += f"请参考以下会议纪要内容:\n{source_text}\n\n"
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prompt += f"用户要求:{user_prompt}"
return prompt
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def _save_result_to_db(self, kb_id: int, content: str, prompt_id: Optional[int] = None) -> Optional[int]:
"""
保存生成结果到数据库
Args:
kb_id: 知识库ID
content: 生成的内容
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prompt_id: 提示词模版ID
Returns:
Optional[int]: 知识库ID失败返回None
"""
try:
with get_db_connection() as connection:
cursor = connection.cursor()
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query = "UPDATE knowledge_bases SET content = %s, prompt_id = %s, updated_at = NOW() WHERE kb_id = %s"
cursor.execute(query, (content, prompt_id, kb_id))
connection.commit()
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print(f"成功保存知识库内容kb_id: {kb_id}, prompt_id: {prompt_id}")
return kb_id
except Exception as e:
print(f"保存知识库内容错误: {e}")
return None
# --- 状态查询和数据库操作方法 ---
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def get_task_status(self, task_id: str) -> Dict[str, Any]:
"""获取任务状态"""
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try:
task_data = self.redis_client.hgetall(f"kb_task:{task_id}")
if not task_data:
task_data = self._get_task_from_db(task_id)
if not task_data:
return {'task_id': task_id, 'status': 'not_found', 'error_message': 'Task not found'}
return {
'task_id': task_id,
'status': task_data.get('status', 'unknown'),
'progress': int(task_data.get('progress', 0)),
'kb_id': int(task_data.get('kb_id', 0)),
'created_at': task_data.get('created_at'),
'updated_at': task_data.get('updated_at'),
'error_message': task_data.get('error_message')
}
except Exception as e:
print(f"Error getting task status: {e}")
return {'task_id': task_id, 'status': 'error', 'error_message': str(e)}
def _update_task_status_in_redis(self, task_id: str, status: str, progress: int, message: str = None, error_message: str = None):
"""更新Redis中的任务状态"""
try:
update_data = {
'status': status,
'progress': str(progress),
'updated_at': datetime.now().isoformat()
}
if message: update_data['message'] = message
if error_message: update_data['error_message'] = error_message
self.redis_client.hset(f"kb_task:{task_id}", mapping=update_data)
except Exception as e:
print(f"Error updating task status in Redis: {e}")
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def _save_task_to_db(self, task_id: str, user_id: int, kb_id: int, user_prompt: str, prompt_id: Optional[int] = None):
"""保存任务到数据库
Args:
task_id: 任务ID
user_id: 用户ID
kb_id: 知识库ID
user_prompt: 用户提示词
prompt_id: 提示词模版ID可选如果为None则使用默认模版
"""
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try:
with get_db_connection() as connection:
cursor = connection.cursor()
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# 如果没有指定 prompt_id获取默认的知识库总结模版ID
if prompt_id is None:
cursor.execute(
"SELECT id FROM prompts WHERE task_type = 'KNOWLEDGE_TASK' AND is_default = TRUE AND is_active = TRUE LIMIT 1"
)
default_prompt = cursor.fetchone()
if default_prompt:
prompt_id = default_prompt[0]
insert_query = "INSERT INTO knowledge_base_tasks (task_id, user_id, kb_id, user_prompt, prompt_id, status, progress, created_at) VALUES (%s, %s, %s, %s, %s, 'pending', 0, NOW())"
cursor.execute(insert_query, (task_id, user_id, kb_id, user_prompt, prompt_id))
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connection.commit()
except Exception as e:
print(f"Error saving task to database: {e}")
raise
def _update_task_in_db(self, task_id: str, status: str, progress: int, error_message: str = None):
"""更新数据库中的任务状态"""
try:
with get_db_connection() as connection:
cursor = connection.cursor()
query = "UPDATE knowledge_base_tasks SET status = %s, progress = %s, error_message = %s, updated_at = NOW(), completed_at = IF(%s = 'completed', NOW(), completed_at) WHERE task_id = %s"
cursor.execute(query, (status, progress, error_message, status, task_id))
connection.commit()
except Exception as e:
print(f"Error updating task in database: {e}")
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def _get_task_from_db(self, task_id: str) -> Optional[Dict[str, str]]:
"""从数据库获取任务信息"""
try:
with get_db_connection() as connection:
cursor = connection.cursor(dictionary=True)
query = "SELECT * FROM knowledge_base_tasks WHERE task_id = %s"
cursor.execute(query, (task_id,))
task = cursor.fetchone()
if task:
# 确保所有字段都是字符串以匹配Redis的行为
return {k: v.isoformat() if isinstance(v, datetime) else str(v) for k, v in task.items()}
return None
except Exception as e:
print(f"Error getting task from database: {e}")
return None
# 创建全局实例
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async_kb_service = AsyncKnowledgeBaseService()