Files
DataMate/runtime/datamate-python/app/module/synthesis/interface/ratio_task.py
hefanli 08bd4eca5c feature:增加数据配比功能 (#52)
* refactor: 修改调整数据归集实现,删除无用代码,优化代码结构

* feature: 每天凌晨00:00扫描所有数据集,检查数据集是否超过了预设的保留天数,超出保留天数的数据集调用删除接口进行删除

* fix: 修改删除数据集文件的逻辑,上传到数据集中的文件会同时删除数据库中的记录和文件系统中的文件,归集过来的文件仅删除数据库中的记录

* fix: 增加参数校验和接口定义,删除不使用的接口

* fix: 数据集统计数据默认为0

* feature: 数据集状态增加流转,创建时为草稿状态,上传文件或者归集文件后修改为活动状态

* refactor: 修改分页查询归集任务的代码

* fix: 更新后重新执行;归集任务执行增加事务控制

* feature: 创建归集任务时能够同步创建数据集,更新归集任务时能更新到指定数据集

* fix: 创建归集任务不需要创建数据集时不应该报错

* fix: 修复删除文件时数据集的统计数据不变动

* feature: 查询数据集详情时能够获取到文件标签分布

* fix: tags为空时不进行分析

* fix: 状态修改为ACTIVE

* fix: 修改解析tag的方法

* feature: 实现创建、分页查询、删除配比任务

* feature: 实现创建、分页查询、删除配比任务的前端交互

* fix: 修复进度计算异常导致的页面报错
2025-11-03 10:17:39 +08:00

254 lines
9.0 KiB
Python

import asyncio
from typing import Set
from datetime import datetime
from fastapi import APIRouter, Depends, HTTPException, Query
from pydantic import BaseModel, Field, field_validator
from sqlalchemy.ext.asyncio import AsyncSession
from sqlalchemy import or_, func, delete, select
from app.core.logging import get_logger
from app.db.models import Dataset
from app.db.session import get_db
from app.module.dataset import DatasetManagementService
from app.module.shared.schema import StandardResponse
from app.module.synthesis.schema.ratio_task import (
CreateRatioTaskResponse,
CreateRatioTaskRequest,
PagedRatioTaskResponse,
RatioTaskItem,
TargetDatasetInfo,
)
from app.module.synthesis.service.ratio_task import RatioTaskService
from app.db.models.ratio_task import RatioInstance, RatioRelation
router = APIRouter(
prefix="/ratio-task",
tags=["synthesis/ratio-task"],
)
logger = get_logger(__name__)
@router.post("", response_model=StandardResponse[CreateRatioTaskResponse], status_code=200)
async def create_ratio_task(
req: CreateRatioTaskRequest,
db: AsyncSession = Depends(get_db),
):
"""
创建配比任务
Path: /api/synthesis/ratio-task
"""
try:
# 校验 config 中的 dataset_id 是否存在
dm_service = DatasetManagementService(db)
source_types = await get_dataset_types(dm_service, req)
await valid_exists(db, req)
# 创建目标数据集:名称使用“<任务名称>-配比生成-时间戳”
target_dataset_name = f"{req.name}-配比生成-{datetime.now().strftime('%Y%m%d%H%M%S')}"
target_type = get_target_dataset_type(source_types)
target_dataset = Dataset(
name=target_dataset_name,
description=req.description or "",
dataset_type=target_type,
status="DRAFT",
)
db.add(target_dataset)
await db.flush() # 获取 target_dataset.id
service = RatioTaskService(db)
instance = await service.create_task(
name=req.name,
description=req.description,
totals=int(req.totals),
ratio_method=req.ratio_method,
config=[
{
"dataset_id": item.dataset_id,
"counts": int(item.counts),
"filter_conditions": item.filter_conditions,
}
for item in req.config
],
target_dataset_id=target_dataset.id,
)
# 异步执行配比任务(支持 DATASET / TAG)
asyncio.create_task(RatioTaskService.execute_dataset_ratio_task(instance.id))
return StandardResponse(
code=200,
message="success",
data=CreateRatioTaskResponse(
id=instance.id,
name=instance.name,
description=instance.description,
totals=instance.totals or 0,
ratio_method=instance.ratio_method or req.ratio_method,
status=instance.status or "PENDING",
config=req.config,
targetDataset=TargetDatasetInfo(
id=str(target_dataset.id),
name=str(target_dataset.name),
datasetType=str(target_dataset.dataset_type),
status=str(target_dataset.status),
)
)
)
except HTTPException:
await db.rollback()
raise
except Exception as e:
await db.rollback()
logger.error(f"Failed to create ratio task: {e}")
raise HTTPException(status_code=500, detail="Internal server error")
@router.get("", response_model=StandardResponse[PagedRatioTaskResponse], status_code=200)
async def list_ratio_tasks(
page: int = 1,
size: int = 10,
name: str | None = None,
status: str | None = None,
db: AsyncSession = Depends(get_db),
):
"""分页查询配比任务,支持名称与状态过滤"""
try:
query = select(RatioInstance)
# filters
if name:
# simple contains filter
query = query.where(RatioInstance.name.like(f"%{name}%"))
if status:
query = query.where(RatioInstance.status == status)
# count
count_q = select(func.count()).select_from(query.subquery())
total = (await db.execute(count_q)).scalar_one()
# page (1-based)
page_index = max(page, 1) - 1
query = query.order_by(RatioInstance.created_at.desc()).offset(page_index * size).limit(size)
result = await db.execute(query)
items = result.scalars().all()
# map to DTOs and attach dataset name
# preload datasets
ds_ids = {i.target_dataset_id for i in items if i.target_dataset_id}
ds_map = {}
if ds_ids:
ds_res = await db.execute(select(Dataset).where(Dataset.id.in_(list(ds_ids))))
for d in ds_res.scalars().all():
ds_map[d.id] = d
content: list[RatioTaskItem] = []
for i in items:
ds = ds_map.get(i.target_dataset_id) if i.target_dataset_id else None
content.append(
RatioTaskItem(
id=i.id,
name=i.name or "",
description=i.description,
status=i.status,
totals=i.totals,
ratio_method=i.ratio_method,
target_dataset_id=i.target_dataset_id,
target_dataset_name=(ds.name if ds else None),
created_at=str(i.created_at) if getattr(i, "created_at", None) else None,
updated_at=str(i.updated_at) if getattr(i, "updated_at", None) else None,
)
)
total_pages = (total + size - 1) // size if size > 0 else 0
return StandardResponse(
code=200,
message="success",
data=PagedRatioTaskResponse(
content=content,
totalElements=total,
totalPages=total_pages,
page=page,
size=size,
),
)
except Exception as e:
logger.error(f"Failed to list ratio tasks: {e}")
raise HTTPException(status_code=500, detail="Internal server error")
@router.delete("", response_model=StandardResponse[str], status_code=200)
async def delete_ratio_tasks(
ids: list[str] = Query(..., description="要删除的配比任务ID列表"),
db: AsyncSession = Depends(get_db),
):
"""删除配比任务,返回简单结果字符串。"""
try:
if not ids:
raise HTTPException(status_code=400, detail="ids is required")
# 先删除关联关系
await db.execute(
delete(RatioRelation).where(RatioRelation.ratio_instance_id.in_(ids))
)
# 再删除实例
await db.execute(
delete(RatioInstance).where(RatioInstance.id.in_(ids))
)
await db.commit()
return StandardResponse(code=200, message="success", data="success")
except HTTPException:
await db.rollback()
raise
except Exception as e:
await db.rollback()
logger.error(f"Failed to delete ratio tasks: {e}")
raise HTTPException(status_code=500, detail=f"Fail to delete ratio task: {e}")
async def valid_exists(db, req: CreateRatioTaskRequest):
# 校验配比任务名称不能重复
exist_task_q = await db.execute(
select(RatioInstance).where(RatioInstance.name == req.name)
)
try:
exist_task_q.scalar_one_or_none()
except Exception as e:
logger.error(f"create ratio task failed: ratio task {req.name} already exists")
raise HTTPException(status_code=400, detail=f"ratio task {req.name} already exists")
async def get_dataset_types(dm_service: DatasetManagementService, req: CreateRatioTaskRequest) -> Set[str]:
source_types: Set[str] = set()
for item in req.config:
dataset = await dm_service.get_dataset(item.dataset_id)
if not dataset:
raise HTTPException(status_code=400, detail=f"dataset_id not found: {item.dataset_id}")
else:
dtype = getattr(dataset, "dataset_type", None) or getattr(dataset, "datasetType", None)
source_types.add(str(dtype).upper())
return source_types
def get_target_dataset_type(source_types: Set[str]) -> str:
# 根据源数据集类型决定目标数据集类型
# 规则:
# 1) 若全部为 TEXT -> TEXT
# 2) 若存在且仅存在一种介质类型(IMAGE/AUDIO/VIDEO),且无其它类型 -> 对应介质类型
# 3) 其它情况 -> OTHER
media_modalities = {"IMAGE", "AUDIO", "VIDEO"}
target_type = "OTHER"
if source_types == {"TEXT"}:
target_type = "TEXT"
else:
media_involved = source_types & media_modalities
if len(media_involved) == 1 and source_types == media_involved:
# 仅有一种介质类型且无其它类型
target_type = next(iter(media_involved))
return target_type