AiDA_Python/app/service/design_fast/design_generate.py

import logging
import threading
import time

import requests
from minio import Minio

from app.core.config import settings
from app.service.design_fast.item import BodyItem, TopItem, BottomItem, OthersItem, TopMergeItem, BottomMergeItem, OthersMergeItem
from app.service.design_fast.utils.organize import organize_body, organize_clothing, organize_others
from app.service.design_fast.utils.progress import final_progress, update_progress
from app.service.design_fast.utils.synthesis_item import synthesis, synthesis_single, update_base_size_priority, merge
from app.service.utils.decorator import RunTime

id_lock = threading.Lock()

logger = logging.getLogger()

minio_client = Minio(settings.MINIO_URL, access_key=settings.MINIO_ACCESS, secret_key=settings.MINIO_SECRET, secure=settings.MINIO_SECURE)


def process_item(item, basic, design_type):
    # 1. 定义映射配置
    # key 为 item_type 的小写，value 为对应的处理类
    DESIGN_MAP = {
        "body": BodyItem,
        "blouse": TopItem,
        "outwear": TopItem,
        "dress": TopItem,
        "tops": TopItem,
        "skirt": BottomItem,
        "trousers": BottomItem,
        "bottoms": BottomItem,
        "others": OthersItem,
    }

    MERGE_MAP = {
        "body_merge": BodyItem,
        "blouse_merge": TopMergeItem,
        "outwear_merge": TopMergeItem,
        "dress_merge": TopMergeItem,
        "tops_merge": TopMergeItem,
        "skirt_merge": BottomMergeItem,
        "trousers_merge": BottomMergeItem,
        "bottoms_merge": BottomMergeItem,
        "others_merge": OthersMergeItem,
    }

    # 2. 根据 design_type 选择映射表
    mapping = MERGE_MAP if design_type == "merge" else DESIGN_MAP

    if design_type == "merge":
        item_type_key = f"{item['type'].lower()}_merge"
    elif design_type == "default":
        item_type_key = item["type"].lower()
    else:
        item_type_key = item["type"].lower()

    handler_class = mapping.get(item_type_key)

    if not handler_class:
        raise NotImplementedError(f"Item type {item['type']} not implemented for design_type={design_type}")

    # 4. 统一实例化并执行
    # 注意：这里假设所有 Item 类构造函数签名一致
    server = handler_class(data=item, basic=basic, minio_client=minio_client)
    item_data = server.process()
    return item_data


def process_layer(item, layers):
    # item处理结束后 对图层数据组装
    if item["name"] == "mannequin":
        body_layer = organize_body(item)
        layers.append(body_layer)
        return item["body_image"].size
    elif item["name"] in ["others", "others_merge"]:
        front_layer, back_layer = organize_others(item)
        layers.append(front_layer)
        layers.append(back_layer)
        return None
    else:
        front_layer, back_layer = organize_clothing(item)
        layers.append(front_layer)
        layers.append(back_layer)
        return None


@RunTime
def design_generate(request_data):
    objects_data = request_data.dict()["objects"]
    process_id = request_data.dict()["process_id"]
    object_response = {}
    threads = []
    active_threads = 0
    lock = threading.Lock()
    total = len(objects_data)

    def process_object(step, object):
        nonlocal active_threads
        basic = object["basic"]
        items_response = {"layers": [], "objectSign": object["objectSign"] if "objectSign" in object.keys() else ""}
        design_type = basic.get("design_type", "default")
        if basic["single_overall"] == "overall":
            item_results = []
            for item in object["items"]:
                item_results.append(process_item(item, basic, design_type))
            layers = []
            for item in item_results:
                process_layer(item, layers)
            layers = sorted(layers, key=lambda s: s.get("priority", float("inf")))

            layers, new_size = update_base_size_priority(layers)
            # pattern_overall_image_url 、 pattern_print_image_url
            for lay in layers:
                items_response["layers"].append(
                    {
                        "image_category": "body" if lay["name"] == "mannequin" else lay["name"],
                        "position": lay["position"],
                        "priority": lay.get("priority", None),
                        "resize_scale": lay["resize_scale"] if "resize_scale" in lay.keys() else None,
                        "image_size": lay["image"] if lay["image"] is None else lay["image"].size,
                        "gradient_string": lay["gradient_string"] if "gradient_string" in lay.keys() else "",
                        "mask_url": lay["mask_url"],
                        "image_url": lay["image_url"] if "image_url" in lay.keys() else None,
                        "pattern_overall_image_url": (
                            lay["pattern_overall_image_url"] if "pattern_overall_image_url" in lay.keys() else None
                        ),
                        "pattern_print_image_url": lay["pattern_print_image_url"] if "pattern_print_image_url" in lay.keys() else None,
                        "transpose": lay.get("transpose", None),
                        "rotate": lay.get("rotate", None),
                        # 'back_perspective_url': lay['back_perspective_url'] if 'back_perspective_url' in lay.keys() else None,
                    }
                )
            if basic.get("design_type") == "default":
                items_response["synthesis_url"] = synthesis(layers, new_size, basic)
            elif basic.get("design_type") == "merge":
                items_response["synthesis_url"] = merge(layers, new_size, basic)
            else:
                items_response["synthesis_url"] = synthesis(layers, new_size, basic)

        else:
            item_result = process_item(object["items"][0], basic, design_type)
            items_response["layers"].append(
                {
                    "image_category": f"{item_result['name']}_front",
                    "image_size": item_result["back_image"].size if item_result["back_image"] else None,
                    "position": None,
                    "priority": 0,
                    "image_url": item_result["front_image_url"],
                    "mask_url": item_result["mask_url"],
                    "gradient_string": item_result["gradient_string"] if "gradient_string" in item_result.keys() else "",
                    "pattern_overall_image_url": (
                        item_result["pattern_overall_image_url"] if "pattern_overall_image_url" in item_result.keys() else None
                    ),
                    "pattern_print_image_url": (
                        item_result["pattern_print_image_url"] if "pattern_print_image_url" in item_result.keys() else None
                    ),
                }
            )
            items_response["layers"].append(
                {
                    "image_category": f"{item_result['name']}_back",
                    "image_size": item_result["front_image"].size if item_result["front_image"] else None,
                    "position": None,
                    "priority": 0,
                    "image_url": item_result["back_image_url"],
                    "mask_url": item_result["mask_url"],
                    "gradient_string": item_result["gradient_string"] if "gradient_string" in item_result.keys() else "",
                    "pattern_overall_image_url": (
                        item_result["pattern_overall_image_url"] if "pattern_overall_image_url" in item_result.keys() else None
                    ),
                    "pattern_print_image_url": (
                        item_result["pattern_print_image_url"] if "pattern_print_image_url" in item_result.keys() else None
                    ),
                }
            )
            items_response["synthesis_url"] = synthesis_single(item_result["front_image"], item_result["back_image"])
        update_progress(process_id, total)

        with lock:
            object_response[step] = items_response
            active_threads -= 1

    for step, object in enumerate(objects_data):
        t = threading.Thread(target=process_object, args=(step, object))
        threads.append(t)
        t.start()
        with lock:
            active_threads += 1

    for t in threads:
        t.join()
    final_progress(process_id)
    return object_response


@RunTime
def design_generate_v2(request_data):
    objects_data = request_data.dict()["objects"]
    callback_url = request_data.callback_url
    request_id = request_data.requestId
    threads = []

    def process_object(object, callback_url):
        basic = object["basic"]
        design_type = basic.get("design_type", "default")
        items_response = {
            "layers": [],
            "objectSign": object["objectSign"] if "objectSign" in object.keys() else "",
            "requestId": request_id,
        }
        if basic["single_overall"] == "overall":
            item_results = []
            for item in object["items"]:
                item_results.append(process_item(item, basic, design_type))
            layers = []
            for item in item_results:
                process_layer(item, layers)
            layers = sorted(layers, key=lambda s: s.get("priority", float("inf")))

            layers, new_size = update_base_size_priority(layers)

            for lay in layers:
                items_response["layers"].append(
                    {
                        "image_category": "body" if lay["name"] == "mannequin" else lay["name"],
                        "position": lay["position"],
                        "priority": lay.get("priority", None),
                        "resize_scale": lay["resize_scale"] if "resize_scale" in lay.keys() else None,
                        "image_size": lay["image"] if lay["image"] is None else lay["image"].size,
                        "gradient_string": lay["gradient_string"] if "gradient_string" in lay.keys() else "",
                        "mask_url": lay["mask_url"],
                        "image_url": lay["image_url"] if "image_url" in lay.keys() else None,
                        "pattern_overall_image_url": (
                            lay["pattern_overall_image_url"] if "pattern_overall_image_url" in lay.keys() else None
                        ),
                        "pattern_print_image_url": lay["pattern_print_image_url"] if "pattern_print_image_url" in lay.keys() else None,
                        # 'back_perspective_url': lay['back_perspective_url'] if 'back_perspective_url' in lay.keys() else None,
                    }
                )
            items_response["synthesis_url"] = synthesis(layers, new_size, basic)
        else:
            item_result = process_item(object["items"][0], basic, design_type)
            items_response["layers"].append(
                {
                    "image_category": f"{item_result['name']}_front",
                    "image_size": item_result["back_image"].size if item_result["back_image"] else None,
                    "position": None,
                    "priority": 0,
                    "image_url": item_result["front_image_url"],
                    "mask_url": item_result["mask_url"],
                    "gradient_string": item_result["gradient_string"] if "gradient_string" in item_result.keys() else "",
                    "pattern_overall_image_url": (
                        item_result["pattern_overall_image_url"] if "pattern_overall_image_url" in item_result.keys() else None
                    ),
                    "pattern_print_image_url": (
                        item_result["pattern_print_image_url"] if "pattern_print_image_url" in item_result.keys() else None
                    ),
                }
            )
            items_response["layers"].append(
                {
                    "image_category": f"{item_result['name']}_back",
                    "image_size": item_result["front_image"].size if item_result["front_image"] else None,
                    "position": None,
                    "priority": 0,
                    "image_url": item_result["back_image_url"],
                    "mask_url": item_result["mask_url"],
                    "gradient_string": item_result["gradient_string"] if "gradient_string" in item_result.keys() else "",
                    "pattern_overall_image_url": (
                        item_result["pattern_overall_image_url"] if "pattern_overall_image_url" in item_result.keys() else None
                    ),
                    "pattern_print_image_url": (
                        item_result["pattern_print_image_url"] if "pattern_print_image_url" in item_result.keys() else None
                    ),
                }
            )
            items_response["synthesis_url"] = synthesis_single(item_result["front_image"], item_result["back_image"])
        #  发送结果给java端
        url = callback_url
        logger.info(f"java 回调 ->  {url}")

        headers = {
            "Accept": "*/*",
            "Accept-Encoding": "gzip, deflate, br",
            "User-Agent": "PostmanRuntime-ApipostRuntime/1.1.0",
            "Connection": "keep-alive",
            "Content-Type": "application/json",
        }
        # logger.info(items_response)
        response = post_request(url, json_data=items_response, headers=headers)
        if response:
            # 打印结果
            logger.info(response.text)

        t.start()

    # 等待所有线程完成，释放局部变量（图片等大对象）
    for t in threads:
        t.join()


def post_request(url, data=None, json_data=None, headers=None, auth=None, timeout=5):
    """
    发送POST请求的封装函数

    :param url: 接口的URL地址
    :param data: 要发送的数据（字典形式，用于表单数据等，会自动编码）
    :param json_data: 要发送的JSON数据（字典形式，会自动转换为JSON字符串）
    :param headers: 请求头字典
    :param auth: 认证信息（如 ('username', 'password') 形式用于基本认证）
    :param timeout: 超时时间，单位为秒
    :return: 返回接口的响应对象
    """
    try:
        response = requests.post(url, data=data, json=json_data, headers=headers, auth=auth, timeout=timeout)
        response.raise_for_status()  # 如果请求失败，抛出异常
        return response
    except requests.RequestException as e:
        print(f"POST请求出错: {e}")
        return None


if __name__ == "__main__":
    object_data = {
        "objects": [
            {
                "basic": {
                    "body_point_test": {
                        "waistband_right": [203, 249],
                        "hand_point_right": [229, 343],
                        "waistband_left": [119, 248],
                        "hand_point_left": [97, 343],
                        "shoulder_left": [108, 107],
                        "shoulder_right": [212, 107],
                    },
                    "layer_order": False,
                    "scale_bag": 0.7,
                    "scale_earrings": 0.16,
                    "self_template": True,
                    "single_overall": "overall",
                    "switch_category": "",
                },
                "items": [
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 98419,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/dress/0825000526.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Dress",
                    },
                    {
                        "body_path": "aida-sys-image/models/female/2e4815b9-1191-419d-94ed-5771239ca4a5.png",
                        "image_id": 67277,
                        "offset": [1, 1],
                        "resize_scale": [1.0, 1.0],
                        "type": "Body",
                    },
                ],
            },
            {
                "basic": {
                    "body_point_test": {
                        "waistband_right": [203, 249],
                        "hand_point_right": [229, 343],
                        "waistband_left": [119, 248],
                        "hand_point_left": [97, 343],
                        "shoulder_left": [108, 107],
                        "shoulder_right": [212, 107],
                    },
                    "layer_order": False,
                    "scale_bag": 0.7,
                    "scale_earrings": 0.16,
                    "self_template": True,
                    "single_overall": "overall",
                    "switch_category": "",
                },
                "items": [
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 98420,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/skirt/903000127.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Skirt",
                    },
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 69140,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/blouse/0902001100.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Blouse",
                    },
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 81604,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/outwear/outwear_p5_729.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Outwear",
                    },
                    {
                        "body_path": "aida-sys-image/models/female/2e4815b9-1191-419d-94ed-5771239ca4a5.png",
                        "image_id": 67277,
                        "offset": [1, 1],
                        "resize_scale": [1.0, 1.0],
                        "type": "Body",
                    },
                ],
            },
            {
                "basic": {
                    "body_point_test": {
                        "waistband_right": [203, 249],
                        "hand_point_right": [229, 343],
                        "waistband_left": [119, 248],
                        "hand_point_left": [97, 343],
                        "shoulder_left": [108, 107],
                        "shoulder_right": [212, 107],
                    },
                    "layer_order": False,
                    "scale_bag": 0.7,
                    "scale_earrings": 0.16,
                    "self_template": True,
                    "single_overall": "overall",
                    "switch_category": "",
                },
                "items": [
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 63964,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/outwear/0825001572.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Outwear",
                    },
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 98421,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/blouse/blouse_506.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Blouse",
                    },
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 98422,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/trousers/0628001244.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Trousers",
                    },
                    {
                        "body_path": "aida-sys-image/models/female/2e4815b9-1191-419d-94ed-5771239ca4a5.png",
                        "image_id": 67277,
                        "offset": [1, 1],
                        "resize_scale": [1.0, 1.0],
                        "type": "Body",
                    },
                ],
            },
            {
                "basic": {
                    "body_point_test": {
                        "waistband_right": [203, 249],
                        "hand_point_right": [229, 343],
                        "waistband_left": [119, 248],
                        "hand_point_left": [97, 343],
                        "shoulder_left": [108, 107],
                        "shoulder_right": [212, 107],
                    },
                    "layer_order": False,
                    "scale_bag": 0.7,
                    "scale_earrings": 0.16,
                    "self_template": True,
                    "single_overall": "overall",
                    "switch_category": "",
                },
                "items": [
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 79927,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/outwear/0825000378.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Outwear",
                    },
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 67473,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/blouse/0825001350.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Blouse",
                    },
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 80046,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/skirt/0628001443.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Skirt",
                    },
                    {
                        "body_path": "aida-sys-image/models/female/2e4815b9-1191-419d-94ed-5771239ca4a5.png",
                        "image_id": 67277,
                        "offset": [1, 1],
                        "resize_scale": [1.0, 1.0],
                        "type": "Body",
                    },
                ],
            },
            {
                "basic": {
                    "body_point_test": {
                        "waistband_right": [203, 249],
                        "hand_point_right": [229, 343],
                        "waistband_left": [119, 248],
                        "hand_point_left": [97, 343],
                        "shoulder_left": [108, 107],
                        "shoulder_right": [212, 107],
                    },
                    "layer_order": False,
                    "scale_bag": 0.7,
                    "scale_earrings": 0.16,
                    "self_template": True,
                    "single_overall": "overall",
                    "switch_category": "",
                },
                "items": [
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 84148,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/trousers/0628000751.jpeg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Trousers",
                    },
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 97321,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/blouse/0902000222.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Blouse",
                    },
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 90718,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/outwear/0825000314.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Outwear",
                    },
                    {
                        "body_path": "aida-sys-image/models/female/2e4815b9-1191-419d-94ed-5771239ca4a5.png",
                        "image_id": 67277,
                        "offset": [1, 1],
                        "resize_scale": [1.0, 1.0],
                        "type": "Body",
                    },
                ],
            },
            {
                "basic": {
                    "body_point_test": {
                        "waistband_right": [203, 249],
                        "hand_point_right": [229, 343],
                        "waistband_left": [119, 248],
                        "hand_point_left": [97, 343],
                        "shoulder_left": [108, 107],
                        "shoulder_right": [212, 107],
                    },
                    "layer_order": False,
                    "scale_bag": 0.7,
                    "scale_earrings": 0.16,
                    "self_template": True,
                    "single_overall": "overall",
                    "switch_category": "",
                },
                "items": [
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 86403,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/skirt/0902000231.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Skirt",
                    },
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 87135,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/blouse/0902001315.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Blouse",
                    },
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 87428,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/outwear/0902000566.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Outwear",
                    },
                    {
                        "body_path": "aida-sys-image/models/female/2e4815b9-1191-419d-94ed-5771239ca4a5.png",
                        "image_id": 67277,
                        "offset": [1, 1],
                        "resize_scale": [1.0, 1.0],
                        "type": "Body",
                    },
                ],
            },
            {
                "basic": {
                    "body_point_test": {
                        "waistband_right": [203, 249],
                        "hand_point_right": [229, 343],
                        "waistband_left": [119, 248],
                        "hand_point_left": [97, 343],
                        "shoulder_left": [108, 107],
                        "shoulder_right": [212, 107],
                    },
                    "layer_order": False,
                    "scale_bag": 0.7,
                    "scale_earrings": 0.16,
                    "self_template": True,
                    "single_overall": "overall",
                    "switch_category": "",
                },
                "items": [
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 98423,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/dress/0916001596.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Dress",
                    },
                    {
                        "body_path": "aida-sys-image/models/female/2e4815b9-1191-419d-94ed-5771239ca4a5.png",
                        "image_id": 67277,
                        "offset": [1, 1],
                        "resize_scale": [1.0, 1.0],
                        "type": "Body",
                    },
                ],
            },
            {
                "basic": {
                    "body_point_test": {
                        "waistband_right": [203, 249],
                        "hand_point_right": [229, 343],
                        "waistband_left": [119, 248],
                        "hand_point_left": [97, 343],
                        "shoulder_left": [108, 107],
                        "shoulder_right": [212, 107],
                    },
                    "layer_order": False,
                    "scale_bag": 0.7,
                    "scale_earrings": 0.16,
                    "self_template": True,
                    "single_overall": "overall",
                    "switch_category": "",
                },
                "items": [
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 86345,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/outwear/0825000695.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Outwear",
                    },
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 78743,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/blouse/0902001412.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Blouse",
                    },
                    {
                        "color": "28 26 26",
                        "icon": "none",
                        "image_id": 68988,
                        "offset": [1, 1],
                        "path": "aida-sys-image/images/female/trousers/0825000403.jpg",
                        "print": {
                            "element": {"element_angle_list": [], "element_path_list": [], "element_scale_list": [], "location": []},
                            "overall": {
                                "location": [[0.0, 0.0]],
                                "print_angle_list": [0.0, 0.0],
                                "print_path_list": [],
                                "print_scale_list": [0.0, 0.0],
                            },
                            "single": {"location": [], "print_angle_list": [], "print_path_list": [], "print_scale_list": []},
                        },
                        "resize_scale": [1.0, 1.0],
                        "type": "Trousers",
                    },
                    {
                        "body_path": "aida-sys-image/models/female/2e4815b9-1191-419d-94ed-5771239ca4a5.png",
                        "image_id": 67277,
                        "offset": [1, 1],
                        "resize_scale": [1.0, 1.0],
                        "type": "Body",
                    },
                ],
            },
        ],
        "process_id": "123",
    }
    start_time = time.time()
    X = design_generate(object_data)
    print(time.time() - start_time)
    print(X)