QALoop / qa_annotate /api /project.py
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"""项目相关的API接口"""
import csv
import io
import json
import re
import zipfile
from datetime import datetime
from typing import List, Optional
from urllib.parse import quote
from fastapi import (
APIRouter,
Depends,
File,
Form,
HTTPException,
Query,
Response,
UploadFile,
status,
)
from fastapi.responses import StreamingResponse
from sqlalchemy.orm import Session
from qa_annotate.api.annotation import simplify_annotation_value
from qa_annotate.api.auth import get_current_superuser
from qa_annotate.api.dataset import (
get_dataset_configs_with_inheritance,
import_dataset_from_file,
)
from qa_annotate.database.base import get_db
from qa_annotate.database.crud import (
AnnotationResultCRUD,
DatasetCRUD,
ProjectAnnotationConfigCRUD,
ProjectCRUD,
QAPairCRUD,
)
from qa_annotate.schema.annotation import AnnotationConfig, BinaryConfig
from qa_annotate.schema.dataset import Dataset
from qa_annotate.schema.project import Project
from qa_annotate.schema.user import User
router = APIRouter(prefix="/projects", tags=["projects"])
def sanitize_filename(name: str) -> str:
"""清理文件名,移除或替换不合法字符"""
# 移除或替换Windows/Linux不支持的字符
invalid_chars = r'[<>:"/\\|?*]'
sanitized = re.sub(invalid_chars, "_", name)
# 移除前后空格和点
sanitized = sanitized.strip(". ")
# 限制长度
if len(sanitized) > 200:
sanitized = sanitized[:200]
return sanitized if sanitized else "dataset"
def generate_dataset_export(
dataset_id: int, format: str, db: Session
) -> tuple[bytes, str]:
"""生成单个数据集的导出内容
返回: (文件内容字节, 文件名)
"""
dataset = DatasetCRUD.get_by_id(db, dataset_id=dataset_id)
if not dataset:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"数据集 ID {dataset_id} 不存在",
)
# 获取所有标注结果
annotation_results = AnnotationResultCRUD.get_all(
db=db,
skip=0,
limit=100000,
dataset_id=dataset_id,
annotator_id=None,
)
# 获取所有QA对
qa_pairs = QAPairCRUD.get_by_dataset(
db=db, dataset_id=dataset_id, skip=0, limit=100000
)
qa_dict = {qa.id: qa for qa in qa_pairs}
# 获取所有标注配置(考虑项目继承)
configs = get_dataset_configs_with_inheritance(
db=db, dataset_id=dataset_id, include_inherited=True
)
config_dict = {config.id: config for config in configs}
# 只统计当前有效配置的标注结果,过滤掉已取消配置的标注结果
valid_config_ids = set(c.id for c in configs)
filtered_results = [
r for r in annotation_results if r.annotation_config_id in valid_config_ids
]
if format == "json":
export_data = {
"dataset_name": dataset.name,
"dataset_version": dataset.version,
"export_time": datetime.now().isoformat(),
"total_items": len(qa_pairs),
"total_annotations": len(filtered_results),
"data": [],
}
for qa_pair in qa_pairs:
item_data = {
"question": qa_pair.question,
"answer": qa_pair.answer,
"annotations": [],
}
# 只包含有效配置的标注结果
for result in filtered_results:
if result.dataset_item_id == qa_pair.id:
config = config_dict.get(result.annotation_config_id)
annotation_type = config.annotation_type if config else None
value_dict = result.value.model_dump()
simplified_value = simplify_annotation_value(
value_dict, annotation_type, config
)
annotation_data = {
"config_name": config.name if config else None,
"annotation_type": annotation_type,
"value": simplified_value,
"annotator_name": result.annotator_name,
"notes": result.notes, # 标注理由
"confidence": result.confidence, # 置信度
}
annotation_data = {
k: v for k, v in annotation_data.items() if v is not None
}
item_data["annotations"].append(annotation_data)
export_data["data"].append(item_data)
json_str = json.dumps(export_data, ensure_ascii=False, indent=2)
filename = f"{sanitize_filename(dataset.name)}.json"
return json_str.encode("utf-8"), filename
else: # CSV格式
output = io.StringIO()
writer = csv.writer(output)
headers = [
"question",
"answer",
"config_name",
"annotation_type",
"annotator_name",
"value_type",
"value_data",
"notes", # 标注理由
"confidence", # 置信度
]
writer.writerow(headers)
# 只包含有效配置的标注结果
for result in filtered_results:
qa_pair = qa_dict.get(result.dataset_item_id)
config = config_dict.get(result.annotation_config_id)
value_type = None
value_data = ""
if result.value.score:
value_type = "score"
value_data = f"{result.value.score.score}"
if result.value.score.reason:
value_data += f" (理由: {result.value.score.reason})"
elif result.value.text:
value_type = "text"
value_data = result.value.text.text
elif result.value.category:
value_type = "category"
value_data = result.value.category.category
elif result.value.choice:
value_type = "choice"
value_data = ", ".join(result.value.choice.selected_options)
elif result.value.binary:
value_type = "binary"
binary_value = result.value.binary.value
if (
config
and config.annotation_type == "binary"
and isinstance(config.config, BinaryConfig)
):
binary_config = config.config
if binary_value is True:
value_data = binary_config.true_label or "是"
elif binary_value is False:
value_data = binary_config.false_label or "否"
else:
value_data = str(binary_value)
else:
value_data = "是" if binary_value is True else "否"
row = [
qa_pair.question if qa_pair else "",
qa_pair.answer if qa_pair else "",
config.name if config else "",
config.annotation_type if config else "",
result.annotator_name or "",
value_type or "",
value_data,
result.notes or "", # 标注理由
result.confidence if result.confidence is not None else "", # 置信度
]
writer.writerow(row)
csv_bytes = output.getvalue().encode("utf-8-sig")
filename = f"{sanitize_filename(dataset.name)}.csv"
return csv_bytes, filename
@router.post("/", response_model=Project, status_code=status.HTTP_201_CREATED)
def create_project(
project: Project,
db: Session = Depends(get_db),
current_user: User = Depends(get_current_superuser),
):
"""创建项目(需要超级用户权限)"""
# 如果提供了ID,检查是否已存在
if project.id is not None:
existing = ProjectCRUD.get_by_id(db, project_id=project.id)
if existing:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail=f"项目 ID {project.id} 已存在",
)
# 验证必填字段
if not project.description or not project.description.strip():
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="任务描述不能为空",
)
# 确保metadata字段存在
if project.metadata is None:
project.metadata = {}
# 验证评估目的
evaluation_purpose = (
project.metadata.get("evaluation_purpose") if project.metadata else None
)
if not evaluation_purpose or not str(evaluation_purpose).strip():
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="评估目的不能为空",
)
# 验证完成时间
deadline = project.metadata.get("deadline") if project.metadata else None
if not deadline:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="要求完成时间不能为空",
)
deadline_str = str(deadline).strip()
# 检查是否包含时间部分(必须包含冒号,表示有小时:分钟)
if ":" not in deadline_str:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="要求完成时间必须包含具体时间(格式:YYYY-MM-DDTHH:mm 或 YYYY-MM-DD HH:mm)",
)
# 尝试解析时间格式
try:
# 支持两种格式:YYYY-MM-DDTHH:mm 和 YYYY-MM-DD HH:mm
if "T" in deadline_str:
datetime.strptime(deadline_str, "%Y-%m-%dT%H:%M")
else:
datetime.strptime(deadline_str, "%Y-%m-%d %H:%M")
except ValueError:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="要求完成时间格式错误,请使用格式:YYYY-MM-DDTHH:mm 或 YYYY-MM-DD HH:mm",
)
# 统一转换为 ISO 8601 格式(YYYY-MM-DDTHH:mm)
if "T" not in deadline_str:
deadline_str = deadline_str.replace(" ", "T")
project.metadata["deadline"] = deadline_str
# 设置创建者信息
if not project.creator_id:
project.creator_id = current_user.id
if not project.creator:
project.creator = current_user.username
return ProjectCRUD.create(db=db, project=project)
@router.get("/", response_model=List[Project])
def list_projects(
skip: int = 0,
limit: int = 100,
name_search: Optional[str] = None,
category: Optional[str] = None,
status: Optional[str] = None,
order_by: Optional[str] = "created_at",
order: Optional[str] = "desc",
db: Session = Depends(get_db),
current_user: User = Depends(get_current_superuser),
):
"""获取项目列表(需要超级用户权限)"""
return ProjectCRUD.get_all(
db=db,
skip=skip,
limit=limit,
name_search=name_search,
category=category,
status=status,
order_by=order_by,
order=order,
)
@router.get("/{project_id}", response_model=Project)
def get_project(
project_id: int,
include_datasets: bool = False,
include_configs: bool = False,
db: Session = Depends(get_db),
current_user: User = Depends(get_current_superuser),
):
"""根据ID获取项目(需要超级用户权限)"""
project = ProjectCRUD.get_by_id(db, project_id=project_id)
if not project:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"项目 ID {project_id} 不存在",
)
# 如果需要包含数据集和配置,则加载
if include_datasets or include_configs:
from qa_annotate.database.models import ProjectModel
db_project = (
db.query(ProjectModel).filter(ProjectModel.id == project_id).first()
)
if include_datasets:
project.datasets = [d.to_pydantic() for d in db_project.datasets]
if include_configs:
project.annotation_configs = [
c.to_pydantic() for c in db_project.annotation_configs
]
return project
@router.put("/{project_id}", response_model=Project)
def update_project(
project_id: int,
project: Project,
db: Session = Depends(get_db),
current_user: User = Depends(get_current_superuser),
):
"""更新项目(需要超级用户权限)"""
# 检查项目是否存在
existing = ProjectCRUD.get_by_id(db, project_id=project_id)
if not existing:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"项目 ID {project_id} 不存在",
)
# 验证必填字段
if not project.description or not project.description.strip():
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="任务描述不能为空",
)
# 确保metadata字段存在
if project.metadata is None:
project.metadata = {}
# 验证评估目的
evaluation_purpose = (
project.metadata.get("evaluation_purpose") if project.metadata else None
)
if not evaluation_purpose or not str(evaluation_purpose).strip():
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="评估目的不能为空",
)
# 验证完成时间
deadline = project.metadata.get("deadline") if project.metadata else None
if not deadline:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="要求完成时间不能为空",
)
deadline_str = str(deadline).strip()
# 检查是否包含时间部分(必须包含冒号,表示有小时:分钟)
if ":" not in deadline_str:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="要求完成时间必须包含具体时间(格式:YYYY-MM-DDTHH:mm 或 YYYY-MM-DD HH:mm)",
)
# 尝试解析时间格式
try:
# 支持两种格式:YYYY-MM-DDTHH:mm 和 YYYY-MM-DD HH:mm
if "T" in deadline_str:
datetime.strptime(deadline_str, "%Y-%m-%dT%H:%M")
else:
datetime.strptime(deadline_str, "%Y-%m-%d %H:%M")
except ValueError:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="要求完成时间格式错误,请使用格式:YYYY-MM-DDTHH:mm 或 YYYY-MM-DD HH:mm",
)
# 统一转换为 ISO 8601 格式(YYYY-MM-DDTHH:mm)
if "T" not in deadline_str:
deadline_str = deadline_str.replace(" ", "T")
project.metadata["deadline"] = deadline_str
# 确保ID一致
project.id = project_id
updated = ProjectCRUD.update(db=db, project_id=project_id, project=project)
if not updated:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"项目 ID {project_id} 不存在",
)
return updated
@router.delete("/{project_id}", status_code=status.HTTP_204_NO_CONTENT)
def delete_project(
project_id: int,
db: Session = Depends(get_db),
current_user: User = Depends(get_current_superuser),
):
"""删除项目(需要超级用户权限,数据集的project_id会设为NULL)"""
success = ProjectCRUD.delete(db=db, project_id=project_id)
if not success:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"项目 ID {project_id} 不存在",
)
return None
@router.get("/{project_id}/datasets", response_model=List[Dataset])
def list_project_datasets(
project_id: int,
skip: int = 0,
limit: int = 100,
db: Session = Depends(get_db),
current_user: User = Depends(get_current_superuser),
):
"""获取项目下的所有数据集(需要超级用户权限)"""
# 检查项目是否存在
project = ProjectCRUD.get_by_id(db, project_id=project_id)
if not project:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"项目 ID {project_id} 不存在",
)
return ProjectCRUD.get_datasets_by_project(
db=db, project_id=project_id, skip=skip, limit=limit
)
@router.post(
"/{project_id}/datasets/{dataset_id}",
status_code=status.HTTP_200_OK,
)
def add_dataset_to_project(
project_id: int,
dataset_id: int,
db: Session = Depends(get_db),
current_user: User = Depends(get_current_superuser),
):
"""将数据集添加到项目(需要超级用户权限)"""
# 检查项目是否存在
project = ProjectCRUD.get_by_id(db, project_id=project_id)
if not project:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"项目 ID {project_id} 不存在",
)
# 检查数据集是否存在
dataset = DatasetCRUD.get_by_id(db, dataset_id=dataset_id)
if not dataset:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"数据集 ID {dataset_id} 不存在",
)
success = ProjectCRUD.add_dataset_to_project(
db=db, project_id=project_id, dataset_id=dataset_id
)
if not success:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="无法将数据集添加到项目",
)
return {"message": "数据集已添加到项目"}
@router.delete(
"/{project_id}/datasets/{dataset_id}",
status_code=status.HTTP_200_OK,
)
def remove_dataset_from_project(
project_id: int,
dataset_id: int,
db: Session = Depends(get_db),
current_user: User = Depends(get_current_superuser),
):
"""从项目移除数据集(需要超级用户权限)"""
# 检查项目是否存在
project = ProjectCRUD.get_by_id(db, project_id=project_id)
if not project:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"项目 ID {project_id} 不存在",
)
success = ProjectCRUD.remove_dataset_from_project(
db=db, project_id=project_id, dataset_id=dataset_id
)
if not success:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="无法从项目移除数据集(数据集可能不属于该项目)",
)
return {"message": "数据集已从项目移除"}
@router.get("/{project_id}/configs", response_model=List[AnnotationConfig])
def get_project_configs(
project_id: int,
db: Session = Depends(get_db),
current_user: User = Depends(get_current_superuser),
):
"""获取项目关联的所有标注配置(需要超级用户权限)"""
# 检查项目是否存在
project = ProjectCRUD.get_by_id(db, project_id=project_id)
if not project:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"项目 ID {project_id} 不存在",
)
return ProjectAnnotationConfigCRUD.get_configs_by_project(
db=db, project_id=project_id
)
@router.post(
"/{project_id}/configs/{config_id}",
status_code=status.HTTP_200_OK,
)
def add_config_to_project(
project_id: int,
config_id: int,
db: Session = Depends(get_db),
current_user: User = Depends(get_current_superuser),
):
"""将标注配置添加到项目(需要超级用户权限)"""
# 检查项目是否存在
project = ProjectCRUD.get_by_id(db, project_id=project_id)
if not project:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"项目 ID {project_id} 不存在",
)
success = ProjectAnnotationConfigCRUD.associate(
db=db, project_id=project_id, annotation_config_id=config_id
)
if not success:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="无法将标注配置添加到项目(配置可能不存在或已删除)",
)
return {"message": "标注配置已添加到项目"}
@router.delete(
"/{project_id}/configs/{config_id}",
status_code=status.HTTP_200_OK,
)
def remove_config_from_project(
project_id: int,
config_id: int,
db: Session = Depends(get_db),
current_user: User = Depends(get_current_superuser),
):
"""从项目移除标注配置(需要超级用户权限)"""
# 检查项目是否存在
project = ProjectCRUD.get_by_id(db, project_id=project_id)
if not project:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"项目 ID {project_id} 不存在",
)
success = ProjectAnnotationConfigCRUD.disassociate(
db=db, project_id=project_id, annotation_config_id=config_id
)
if not success:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="无法从项目移除标注配置(配置可能不属于该项目)",
)
return {"message": "标注配置已从项目移除"}
@router.post(
"/{project_id}/configs/{config_id}/move",
status_code=status.HTTP_200_OK,
)
def move_config_order(
project_id: int,
config_id: int,
direction: str = Query(..., description="移动方向: 'up' 上移, 'down' 下移"),
db: Session = Depends(get_db),
current_user: User = Depends(get_current_superuser),
):
"""调整配置在项目中的顺序(需要超级用户权限)
direction: "up" 表示上移(order减1),"down" 表示下移(order加1)
"""
# 检查项目是否存在
project = ProjectCRUD.get_by_id(db, project_id=project_id)
if not project:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"项目 ID {project_id} 不存在",
)
# 获取所有配置及其顺序
configs = ProjectAnnotationConfigCRUD.get_configs_by_project(
db=db, project_id=project_id
)
# 找到当前配置的索引
current_index = None
for i, config in enumerate(configs):
if config.id == config_id:
current_index = i
break
if current_index is None:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"配置 ID {config_id} 不属于项目 ID {project_id}",
)
# 确定要交换的配置
if direction == "up":
if current_index == 0:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="已经是第一个,无法上移",
)
swap_config_id = configs[current_index - 1].id
elif direction == "down":
if current_index == len(configs) - 1:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="已经是最后一个,无法下移",
)
swap_config_id = configs[current_index + 1].id
else:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="direction 必须是 'up' 或 'down'",
)
# 交换顺序
success = ProjectAnnotationConfigCRUD.swap_config_order(
db=db,
project_id=project_id,
config_id1=config_id,
config_id2=swap_config_id,
)
if not success:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="调整顺序失败",
)
return {"message": "顺序调整成功"}
@router.get("/{project_id}/stats")
def get_project_stats(
project_id: int,
db: Session = Depends(get_db),
current_user: User = Depends(get_current_superuser),
):
"""获取项目的统计信息(需要超级用户权限)"""
# 检查项目是否存在
project = ProjectCRUD.get_by_id(db, project_id=project_id)
if not project:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"项目 ID {project_id} 不存在",
)
datasets_count = ProjectCRUD.count_datasets_by_project(db=db, project_id=project_id)
configs_count = ProjectAnnotationConfigCRUD.count_configs_by_project(
db=db, project_id=project_id
)
return {
"project_id": project_id,
"datasets_count": datasets_count,
"configs_count": configs_count,
}
@router.post("/import")
async def import_project(
files: List[UploadFile] = File(..., description="JSONL文件列表"),
project_id: Optional[int] = Form(
None, description="项目ID(如果提供,则导入到现有项目;否则创建新项目)"
),
project_name: Optional[str] = Form(
None, description="项目名称(创建新项目时必填)"
),
project_description: Optional[str] = Form(
None, description="项目描述(创建新项目时必填)"
),
project_version: Optional[str] = Form(None, description="项目版本"),
project_status: Optional[str] = Form(None, description="项目状态"),
project_tags: Optional[str] = Form(None, description="项目标签(逗号分隔)"),
project_category: Optional[str] = Form(None, description="项目分类"),
project_source: Optional[str] = Form(None, description="项目数据来源"),
project_source_url: Optional[str] = Form(None, description="项目数据来源URL"),
project_evaluation_purpose: Optional[str] = Form(
None, description="评估目的(保存在metadata中,创建新项目时必填)"
),
project_deadline: Optional[str] = Form(
None,
description="完成时间(保存在metadata中,格式:YYYY-MM-DDTHH:mm,创建新项目时必填)",
),
dataset_name_prefix: Optional[str] = Form(
None, description="数据集名称前缀(默认为项目名称)"
),
dataset_name_mapping: Optional[str] = Form(
None,
description="数据集名称映射(JSON格式,键为文件名,值为数据集名称)",
),
annotator_id: Optional[int] = Form(None, description="标注者ID"),
response: Response = Response(),
db: Session = Depends(get_db),
current_user: User = Depends(get_current_superuser),
):
"""从多个JSONL文件导入项目(需要超级用户权限)
支持两种模式:
1. 创建新项目:提供项目名称和其他元数据,创建新项目并导入数据集
2. 导入到现有项目:提供project_id,将数据集导入到现有项目
数据集命名规则:
- 如果提供了dataset_name_mapping,使用映射中的名称
- 否则使用 {dataset_name_prefix}_{filename} 格式
- 如果未提供dataset_name_prefix,使用项目名称作为前缀
"""
# 验证文件
if not files:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST, detail="至少需要上传一个文件"
)
for file in files:
if not file.filename or not file.filename.endswith(".jsonl"):
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail=f"文件 {file.filename} 不是.jsonl格式",
)
# 解析数据集名称映射
name_mapping = {}
if dataset_name_mapping:
try:
name_mapping = json.loads(dataset_name_mapping)
if not isinstance(name_mapping, dict):
raise ValueError("dataset_name_mapping必须是JSON对象")
except (json.JSONDecodeError, ValueError) as e:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail=f"数据集名称映射格式错误: {str(e)}",
)
# 处理项目
if project_id:
# 导入到现有项目
project = ProjectCRUD.get_by_id(db, project_id=project_id)
if not project:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"项目 ID {project_id} 不存在",
)
final_project_id = project_id
project_name_for_prefix = project.name
else:
# 创建新项目
if not project_name:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="创建新项目时,项目名称不能为空",
)
# 验证必填字段
if not project_description or not project_description.strip():
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="创建新项目时,任务描述不能为空",
)
if not project_evaluation_purpose or not project_evaluation_purpose.strip():
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="创建新项目时,评估目的不能为空",
)
if not project_deadline or not project_deadline.strip():
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="创建新项目时,要求完成时间不能为空",
)
# 验证完成时间格式必须包含具体时间(YYYY-MM-DDTHH:mm 或 YYYY-MM-DD HH:mm)
deadline_stripped = project_deadline.strip()
# 检查是否包含时间部分(必须包含冒号,表示有小时:分钟)
if ":" not in deadline_stripped:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="要求完成时间必须包含具体时间(格式:YYYY-MM-DDTHH:mm 或 YYYY-MM-DD HH:mm)",
)
# 尝试解析时间格式
try:
# 支持两种格式:YYYY-MM-DDTHH:mm 和 YYYY-MM-DD HH:mm
if "T" in deadline_stripped:
datetime.strptime(deadline_stripped, "%Y-%m-%dT%H:%M")
else:
datetime.strptime(deadline_stripped, "%Y-%m-%d %H:%M")
except ValueError:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="要求完成时间格式错误,请使用格式:YYYY-MM-DDTHH:mm 或 YYYY-MM-DD HH:mm",
)
# 检查项目名称是否已存在
existing_project = ProjectCRUD.get_by_name(db, name=project_name)
if existing_project:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail=f"项目名称 '{project_name}' 已存在",
)
# 构建元数据
metadata = {}
metadata["evaluation_purpose"] = project_evaluation_purpose.strip()
# 统一转换为 ISO 8601 格式(YYYY-MM-DDTHH:mm)
if "T" in deadline_stripped:
metadata["deadline"] = deadline_stripped
else:
# 将空格替换为 T
metadata["deadline"] = deadline_stripped.replace(" ", "T")
# 构建项目数据
project_data = {
"name": project_name,
"description": project_description,
"version": project_version,
"status": project_status or "active",
"category": project_category,
"tags": (
[tag.strip() for tag in project_tags.split(",") if tag.strip()]
if project_tags
else None
),
"source": project_source,
"source_url": project_source_url,
"metadata": metadata if metadata else None,
}
project = Project(**project_data)
project.creator_id = current_user.id
project.creator = current_user.username
created_project = ProjectCRUD.create(db=db, project=project)
final_project_id = created_project.id
project_name_for_prefix = project_name
# 确定数据集名称前缀
prefix = dataset_name_prefix or project_name_for_prefix
# 导入每个文件
results = []
total_imported = 0
total_failed = 0
all_errors = []
for file in files:
# 确定数据集名称
filename_without_ext = file.filename.replace(".jsonl", "").replace(".json", "")
if file.filename in name_mapping:
dataset_name = name_mapping[file.filename]
else:
dataset_name = f"{prefix}_{filename_without_ext}"
try:
# 导入数据集
result = await import_dataset_from_file(
file=file,
db=db,
current_user=current_user,
dataset_name=dataset_name,
project_id=final_project_id,
annotator_id=annotator_id,
)
# 确保数据集已添加到项目(通过project_id已经关联,但为了保险起见)
if result["dataset_id"]:
ProjectCRUD.add_dataset_to_project(
db=db, project_id=final_project_id, dataset_id=result["dataset_id"]
)
results.append(
{
"filename": file.filename,
"dataset_name": result["dataset_name"],
"dataset_id": result["dataset_id"],
"imported_count": result["imported_count"],
"failed_count": result["failed_count"],
"total_lines": result["total_lines"],
"errors": result["errors"],
"success": True,
}
)
total_imported += result["imported_count"]
total_failed += result["failed_count"]
if result["errors"]:
all_errors.extend(
[f"{file.filename}: {err}" for err in result["errors"]]
)
except Exception as e:
results.append(
{
"filename": file.filename,
"dataset_name": dataset_name,
"success": False,
"error": str(e),
}
)
all_errors.append(f"{file.filename}: {str(e)}")
# 根据是否创建了新项目设置HTTP状态码
if project_id is None:
# 创建了新项目,返回201 Created
response.status_code = status.HTTP_201_CREATED
else:
# 导入到现有项目,返回200 OK
response.status_code = status.HTTP_200_OK
return {
"project_id": final_project_id,
"project_name": project_name_for_prefix,
"created": project_id is None,
"total_files": len(files),
"successful_files": len([r for r in results if r.get("success", False)]),
"failed_files": len([r for r in results if not r.get("success", False)]),
"total_imported": total_imported,
"total_failed": total_failed,
"file_results": results,
"errors": all_errors[:50], # 只返回前50个错误
}
@router.get("/{project_id}/export-annotations")
def export_project_annotations(
project_id: int,
format: str = Query(
"json", pattern="^(json|csv)$", description="导出格式:json 或 csv"
),
db: Session = Depends(get_db),
current_user: User = Depends(get_current_superuser),
):
"""导出项目下所有数据集的标注结果(需要超级用户权限)
支持两种格式:
- json: JSON格式,包含完整的标注结果和QA对信息
- csv: CSV格式,扁平化的标注结果
返回一个ZIP文件,包含项目下所有数据集的标注文件,每个文件使用数据集名称命名。
"""
# 检查项目是否存在
project = ProjectCRUD.get_by_id(db, project_id=project_id)
if not project:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"项目 ID {project_id} 不存在",
)
# 获取项目下的所有数据集
datasets = ProjectCRUD.get_datasets_by_project(
db=db, project_id=project_id, skip=0, limit=10000
)
if not datasets:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail=f"项目 ID {project_id} 下没有数据集",
)
# 创建ZIP文件
zip_buffer = io.BytesIO()
with zipfile.ZipFile(zip_buffer, "w", zipfile.ZIP_DEFLATED) as zip_file:
for dataset in datasets:
try:
# 生成每个数据集的导出内容
content, filename = generate_dataset_export(
dataset_id=dataset.id, format=format, db=db
)
# 添加到ZIP文件
zip_file.writestr(filename, content)
except Exception as e:
# 如果某个数据集导出失败,记录错误但继续处理其他数据集
error_filename = f"{sanitize_filename(dataset.name)}_error.txt"
error_msg = f"导出失败: {str(e)}"
zip_file.writestr(error_filename, error_msg.encode("utf-8"))
zip_buffer.seek(0)
# 生成ZIP文件名
project_name_sanitized = sanitize_filename(project.name)
timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
zip_filename = f"{project_name_sanitized}_annotations_{timestamp}.zip"
# 编码文件名以支持中文字符(RFC 5987标准)
# 使用ASCII安全的文件名作为fallback,UTF-8编码的文件名作为主要值
filename_ascii = (
zip_filename.encode("ascii", "ignore").decode("ascii")
or f"project_{project_id}_annotations_{timestamp}.zip"
)
filename_encoded = quote(zip_filename, safe="")
# 返回ZIP文件流
return StreamingResponse(
zip_buffer,
media_type="application/zip",
headers={
"Content-Disposition": f"attachment; filename=\"{filename_ascii}\"; filename*=UTF-8''{filename_encoded}"
},
)