doc-llm-autotest 基于大模型的文档自动化测试平台::用户提交文件进行文档测试

一、技术选型与功能设计

使用minio服务,进行文件的中转与存储。用户提交文件到doc-llm-controller,控制面将文件转存到minio中,关联此次任务id。然后doc-llm-worker轮询redis发现有需要执行的任务,拿到id后,根据id从minio拿取文件,然后将文件解析成结构化信息,再提交到大模型,进行文档测试。

那么此部分功能流程图大致如下:

相对应的,在整体业务流程中补充文件存取步骤,最后如下:

二、minio配置与使用

minio安装部署:我们使用docker镜像来部署minio服务,暴露9000端口提供给我们自己服务使用:

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docker run -d --name doc-llm-minio -p 9000:9000 -p 9001:9001 --restart=always -e MINIO_ROOT_USER=root -e MINIO_ROOT_PASSWORD=password -v /home/workspace/minio:/data minio/minio:latest server /data --console-address ":9001"

通过python来调用minio服务:

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# minio下载
pip install minio
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from minio import Minio
from minio.error import S3Error
import io

# 配置minio
client = Minio(
    "localhost:9000",
    access_key="root",
    secret_key="xiao1234",
    secure=False,
)

bucket_name = "doc-llm-bucket"
try:
    if not client.bucket_exists(bucket_name):
        client.make_bucket(bucket_name)
    else:
        print(f"Bucket '{bucket_name}' already exists.")
except S3Error as e:
    print(f"Error occurred: {e}")

# 通过python上传文件到minio
def upload_file(local_file_path, object_name):
    try:
        client.fput_object(bucket_name, object_name, local_file_path)
        print(f"'{local_file_path}' is successfully uploaded as '{object_name}' to bucket '{bucket_name}'.")
    except S3Error as e:
        print(f"Error occurred while uploading: {e}")


# 文件下载
def download_file(object_name, local_file_path):
    try:
        client.fget_object(bucket_name, object_name, local_file_path)
        print(f"'{object_name}' is successfully downloaded to '{local_file_path}'.")
    except S3Error as e:
        print(f"Error occurred while downloading: {e}")


# 列出所有文件
def list_files():
    try:
        objects = client.list_objects(bucket_name)
        print(f"Objects in bucket '{bucket_name}':")
        for obj in objects:
            print(f"- {obj.object_name} (size: {obj.size} bytes)")
    except S3Error as e:
        print(f"Error occurred while listing objects: {e}")


# 删除指定文件
def delete_file(object_name):
    try:
        client.remove_object(bucket_name, object_name)
        print(f"'{object_name}' is successfully deleted from bucket '{bucket_name}'.")
    except S3Error as e:
        print(f"Error occurred while deleting: {e}")

测试效果如下:

三、控制面doc-llm-controller服务适配

总体思路:接口层接收到带文件的创建任务请求,先新增一条任务数据到mysql,其中doc字段为__PENDING_FILE__。然后拿到任务id后,调用推送文件服务将文件关联任务id一起推送到minio,结束后更新任务信息doc字段为:f"minio://{MINIO_BUCKET}/{object_name}"。

至此控制面业务结束。

services层:新增file_service.py,提供minio服务的调用

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# 代码样例
def _ensure_bucket():
    """确保 bucket 存在"""
    if not _minio_client.bucket_exists(MINIO_BUCKET):
        _minio_client.make_bucket(MINIO_BUCKET)


def save_task_file(task_id: int, file_obj: FileStorage) -> str:
    """
    把用户上传的文件存到 MinIO,文件名格式:{task_id}_{orig_filename}
    返回存入数据库的 doc 字段值,例如:minio://doc-llm-bucket/123_xxx.docx
    ...
   doc_path = f"minio://{MINIO_BUCKET}/{object_name}"
    return doc_path

给doc_check_service, task_service 增加更新doc方法

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# doc_check_service
def update_task_doc(task_id: int, doc: str) -> None:
    """更新任务的 doc 字段"""
    task = task_service.get_task_by_id(task_id)
    if not task:
        raise TaskNotFoundError(f"任务 {task_id} 不存在")
    
    task_service.update_task_doc(task_id, doc)


# task_service
def update_task_doc(task_id: int, doc: str) -> None:
    """更新任务的 doc 字段"""
    with get_session() as session:
        task = session.scalar(
            select(TaskDocLLM).where(TaskDocLLM.task_id == task_id)
        )
        if not task:
            raise ValueError(f"任务 {task_id} 不存在")
        task.doc = doc

更新接口函数,兼容传文本信息、文本文件两种方式:

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@bp.route("/tasks/", methods=["POST"])
def create_doc_task():
    # 判断是不是文件上传
    if request.content_type and "multipart/form-data" in request.content_type:
        return _create_task_with_file()

    # 默认走老的 JSON 逻辑
    return _create_task_with_json()


def _create_task_with_json():
    ...
    task_id = doc_check_service.submit_doc_task(task_name, doc, product, feature)
    ...

def _create_task_with_file():
    ....
    try:
        # 1. 先写一条任务,doc 用占位符,保证非空
        placeholder_doc = "__PENDING_FILE__"
        task_id = doc_check_service.submit_doc_task(
            task_name=task_name,
            doc=placeholder_doc,
            product=product,
            feature=feature,
        )
        doc_path = file_service.save_task_file(task_id, file_obj)

        # 3. 回写 doc 字段
        doc_check_service.update_task_doc(task_id, doc_path)
    ...

用postman测试下接口效果,大致是OK的:

接口请求:

flask这边日志、数据库、minio表现都OK,数据一致性有保障: