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 *
from app.service.design_fast.item import BodyItem, TopItem, BottomItem, AccessoriesItem
from app.service.design_fast.utils.organize import organize_body, organize_clothing, organize_accessories
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
from app.service.utils.decorator import RunTime

id_lock = threading.Lock()

logger = logging.getLogger()

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


def process_item(item, basic):
    # 处理project中单个item
    if item['type'] == "Body":
        body_server = BodyItem(data=item, basic=basic, minio_client=minio_client)
        item_data = body_server.process()
    elif item['type'].lower() in ['blouse', 'outwear', 'dress', 'tops']:
        top_server = TopItem(data=item, basic=basic, minio_client=minio_client)
        item_data = top_server.process()
    elif item['type'].lower() in ['skirt', 'trousers', 'bottoms']:
        bottom_server = BottomItem(data=item, basic=basic, minio_client=minio_client)
        item_data = bottom_server.process()
    elif item['type'].lower() in ['accessories']:
        bottom_server = AccessoriesItem(data=item, basic=basic, minio_client=minio_client)
        item_data = bottom_server.process()
    else:
        raise NotImplementedError(f"Item type {item['type']} not implemented")
    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'] == 'accessories':
        front_layer, back_layer = organize_accessories(item)
        layers.append(front_layer)
        layers.append(back_layer)
    else:
        front_layer, back_layer = organize_clothing(item)
        layers.append(front_layer)
        layers.append(back_layer)


@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 ""}
        if basic['single_overall'] == "overall":
            item_results = []
            for item in object['items']:
                item_results.append(process_item(item, basic))
            layers = []
            body_size = None
            for item in item_results:
                body_size = process_layer(item, layers)
            layers = sorted(layers, key=lambda s: s.get("priority", float('inf')))

            layers, new_size = update_base_size_priority(layers, body_size)
            # 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,

                    # '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)
            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': 20,
                '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': -20,
                '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']
    request_id = request_data.requestId
    threads = []

    def process_object(step, object):
        basic = object['basic']
        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))
            layers = []
            body_size = None
            for item in item_results:
                body_size = process_layer(item, layers)
            layers = sorted(layers, key=lambda s: s.get("priority", float('inf')))

            layers, new_size = update_base_size_priority(layers, body_size)

            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)
            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 = JAVA_STREAM_API_URL
        xu_pei_test_url = "https://137f6b5c3490.ngrok-free.app/api/third/party/receiveDesignResults"
        tianxaing_test_url = "https://c2ae520723c9.ngrok-free.app/api/third/party/receiveDesignResults"
        logger.info(f"java 回调 ->  {url}")
        logger.info(f"xupei java 回调 ->  {xu_pei_test_url}")
        logger.info(f"tianxiang java 回调 ->  {tianxaing_test_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)

        test_xp_response = post_request(xu_pei_test_url, json_data=items_response, headers=headers)
        test_response = post_request(tianxaing_test_url, json_data=items_response, headers=headers)

        if test_response:
            # 打印结果
            logger.info(f"tianxiang test response : {test_response.text}")
        if test_xp_response:
            logger.info(f"xupei test response : {test_xp_response.text}")

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


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)