mirror of
https://github.com/Zeyi-Lin/HivisionIDPhotos.git
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709 lines
28 KiB
Python
709 lines
28 KiB
Python
import os
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import gradio as gr
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from hivision import IDCreator
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from hivision.error import FaceError, APIError
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from hivision.utils import add_background, resize_image_to_kb
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from hivision.creator.layout_calculator import (
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generate_layout_photo,
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generate_layout_image,
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)
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from hivision.creator.choose_handler import choose_handler
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import pathlib
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import numpy as np
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from demo.utils import csv_to_size_list
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import argparse
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# 获取尺寸列表
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root_dir = os.path.dirname(os.path.abspath(__file__))
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size_list_dict_CN = csv_to_size_list(os.path.join(root_dir, "demo/size_list_CN.csv"))
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size_list_dict_EN = csv_to_size_list(os.path.join(root_dir, "demo/size_list_EN.csv"))
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color_list_dict_CN = {
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"蓝色": (86, 140, 212),
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"白色": (255, 255, 255),
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"红色": (233, 51, 35),
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"黑色": (0, 0, 0),
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"深蓝色": (69, 98, 148),
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}
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color_list_dict_EN = {
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"Blue": (86, 140, 212),
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"White": (255, 255, 255),
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"Red": (233, 51, 35),
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"Black": (0, 0, 0),
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"Dark blue": (69, 98, 148),
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}
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# 检测 RGB 是否超出范围，如果超出则约束到 0～255 之间
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def range_check(value, min_value=0, max_value=255):
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value = int(value)
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if value <= min_value:
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value = min_value
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elif value > max_value:
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value = max_value
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return value
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def idphoto_inference(
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input_image,
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mode_option,
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size_list_option,
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color_option,
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render_option,
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image_kb_options,
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custom_color_R,
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custom_color_G,
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custom_color_B,
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custom_size_height,
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custom_size_width,
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custom_image_kb,
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language,
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matting_model_option,
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face_detect_option,
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head_measure_ratio=0.2,
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# head_height_ratio=0.45,
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top_distance_max=0.12,
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top_distance_min=0.10,
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):
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top_distance_min = top_distance_max - 0.02
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idphoto_json = {
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"size_mode": mode_option,
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"color_mode": color_option,
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"render_mode": render_option,
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"image_kb_mode": image_kb_options,
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}
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text_lang_map = {
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"中文": {
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"Size List": "尺寸列表",
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"Custom Size": "自定义尺寸",
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"The width should not be greater than the length; the length and width should not be less than 100, and no more than 1800.": "宽度应不大于长度；长宽不应小于 100，大于 1800",
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"Custom Color": "自定义底色",
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"Custom": "自定义",
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"The number of faces is not equal to 1, please upload an image with a single face. If the actual number of faces is 1, it may be an issue with the accuracy of the detection model. Please switch to a different face detection model on the left or raise a Github Issue to notify the author.": "人脸数量不等于 1，请上传单张人脸的图像。如果实际人脸数量为 1，可能是检测模型精度的问题，请在左边更换人脸检测模型或给作者提Github Issue。",
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"Solid Color": "纯色",
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"Up-Down Gradient (White)": "上下渐变 (白)",
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"Center Gradient (White)": "中心渐变 (白)",
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"Set KB size (Download in the bottom right)": "设置 KB 大小（结果在右边最底的组件下载）",
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"Not Set": "不设置",
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"Only Change Background": "只换底",
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},
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"English": {
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"Size List": "Size List",
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"Custom Size": "Custom Size",
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"The width should not be greater than the length; the length and width should not be less than 100, and no more than 1800.": "The width should not be greater than the length; the length and width should not be less than 100, and no more than 1800.",
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"Custom Color": "Custom Color",
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"Custom": "Custom",
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"The number of faces is not equal to 1, please upload an image with a single face. If the actual number of faces is 1, it may be an issue with the accuracy of the detection model. Please switch to a different face detection model on the left or raise a Github Issue to notify the author.": "The number of faces is not equal to 1, please upload an image with a single face. If the actual number of faces is 1, it may be an issue with the accuracy of the detection model. Please switch to a different face detection model on the left or raise a Github Issue to notify the author.",
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"Solid Color": "Solid Color",
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"Up-Down Gradient (White)": "Up-Down Gradient (White)",
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"Center Gradient (White)": "Center Gradient (White)",
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"Set KB size (Download in the bottom right)": "Set KB size (Download in the bottom right)",
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"Not Set": "Not Set",
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"Only Change Background": "Only Change Background",
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},
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}
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# 如果尺寸模式选择的是尺寸列表
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if idphoto_json["size_mode"] == text_lang_map[language]["Size List"]:
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if language == "中文":
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idphoto_json["size"] = size_list_dict_CN[size_list_option]
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else:
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idphoto_json["size"] = size_list_dict_EN[size_list_option]
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# 如果尺寸模式选择的是自定义尺寸
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elif idphoto_json["size_mode"] == text_lang_map[language]["Custom Size"]:
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id_height = int(custom_size_height)
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id_width = int(custom_size_width)
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if (
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id_height < id_width
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or min(id_height, id_width) < 100
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or max(id_height, id_width) > 1800
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):
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return {
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img_output_standard: gr.update(value=None),
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img_output_standard_hd: gr.update(value=None),
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notification: gr.update(
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value=text_lang_map[language][
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"The width should not be greater than the length; the length and width should not be less than 100, and no more than 1800."
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],
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visible=True,
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),
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}
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idphoto_json["size"] = (id_height, id_width)
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else:
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idphoto_json["size"] = (None, None)
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# 如果颜色模式选择的是自定义底色
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if idphoto_json["color_mode"] == text_lang_map[language]["Custom Color"]:
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idphoto_json["color_bgr"] = (
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range_check(custom_color_R),
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range_check(custom_color_G),
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range_check(custom_color_B),
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)
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else:
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if language == "中文":
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idphoto_json["color_bgr"] = color_list_dict_CN[color_option]
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else:
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idphoto_json["color_bgr"] = color_list_dict_EN[color_option]
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# 如果输出 KB 大小选择的是自定义
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if idphoto_json["image_kb_mode"] == text_lang_map[language]["Custom"]:
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idphoto_json["custom_image_kb"] = custom_image_kb
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else:
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idphoto_json["custom_image_kb"] = None
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creator = IDCreator()
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choose_handler(creator, matting_model_option, face_detect_option)
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change_bg_only = idphoto_json["size_mode"] in ["只换底", "Only Change Background"]
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# 生成证件照
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try:
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result = creator(
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input_image,
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change_bg_only=change_bg_only,
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size=idphoto_json["size"],
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head_measure_ratio=head_measure_ratio,
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# head_height_ratio=head_height_ratio,
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head_top_range=(top_distance_max, top_distance_min),
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)
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except FaceError:
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result_message = {
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img_output_standard: gr.update(value=None),
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img_output_standard_hd: gr.update(value=None),
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img_output_layout: gr.update(visible=False),
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notification: gr.update(
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value=text_lang_map[language][
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"The number of faces is not equal to 1, please upload an image with a single face. If the actual number of faces is 1, it may be an issue with the accuracy of the detection model. Please switch to a different face detection model on the left or raise a Github Issue to notify the author."
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],
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visible=True,
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),
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}
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except APIError as e:
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result_message = {
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img_output_standard: gr.update(value=None),
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img_output_standard_hd: gr.update(value=None),
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img_output_layout: gr.update(visible=False),
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notification: gr.update(
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value=f"Please make sure you have correctly set up the Face++ API Key and Secret.\nAPI Error\nStatus Code is {e.status_code}\nPossible errors are: {e}\n",
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visible=True,
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),
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}
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else:
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(result_image_standard, result_image_hd, _, _) = result
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if idphoto_json["render_mode"] == text_lang_map[language]["Solid Color"]:
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result_image_standard = np.uint8(
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add_background(result_image_standard, bgr=idphoto_json["color_bgr"])
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)
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result_image_hd = np.uint8(
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add_background(result_image_hd, bgr=idphoto_json["color_bgr"])
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)
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elif (
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idphoto_json["render_mode"]
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== text_lang_map[language]["Up-Down Gradient (White)"]
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):
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result_image_standard = np.uint8(
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add_background(
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result_image_standard,
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bgr=idphoto_json["color_bgr"],
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mode="updown_gradient",
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)
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)
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result_image_hd = np.uint8(
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add_background(
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result_image_hd,
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bgr=idphoto_json["color_bgr"],
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mode="updown_gradient",
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)
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)
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else:
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result_image_standard = np.uint8(
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add_background(
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result_image_standard,
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bgr=idphoto_json["color_bgr"],
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mode="center_gradient",
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)
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)
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result_image_hd = np.uint8(
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add_background(
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result_image_hd,
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bgr=idphoto_json["color_bgr"],
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mode="center_gradient",
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)
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)
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if (
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idphoto_json["size_mode"]
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== text_lang_map[language]["Only Change Background"]
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):
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result_layout_image = gr.update(visible=False)
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else:
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typography_arr, typography_rotate = generate_layout_photo(
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input_height=idphoto_json["size"][0],
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input_width=idphoto_json["size"][1],
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)
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result_layout_image = gr.update(
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value=generate_layout_image(
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result_image_standard,
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typography_arr,
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typography_rotate,
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height=idphoto_json["size"][0],
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width=idphoto_json["size"][1],
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),
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visible=True,
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)
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# 如果输出 KB 大小选择的是自定义
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if idphoto_json["custom_image_kb"]:
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# 将标准照大小调整至目标大小
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print("调整 kb 大小到", idphoto_json["custom_image_kb"], "kb")
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# 输出路径为一个根据时间戳 + 哈希值生成的随机文件名
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import time
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output_image_path = f"{os.path.join(os.path.dirname(__file__), 'demo/kb_output')}/{int(time.time())}.jpg"
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resize_image_to_kb(
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result_image_standard,
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output_image_path,
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idphoto_json["custom_image_kb"],
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)
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else:
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output_image_path = None
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if output_image_path:
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result_message = {
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img_output_standard: result_image_standard,
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img_output_standard_hd: result_image_hd,
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img_output_layout: result_layout_image,
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notification: gr.update(visible=False),
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file_download: gr.update(visible=True, value=output_image_path),
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}
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else:
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result_message = {
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img_output_standard: result_image_standard,
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img_output_standard_hd: result_image_hd,
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img_output_layout: result_layout_image,
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notification: gr.update(visible=False),
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file_download: gr.update(visible=False),
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}
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return result_message
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if __name__ == "__main__":
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argparser = argparse.ArgumentParser()
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argparser.add_argument(
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"--port", type=int, default=7860, help="The port number of the server"
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)
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argparser.add_argument(
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"--host", type=str, default="127.0.0.1", help="The host of the server"
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)
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argparser.add_argument(
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"--root_path",
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type=str,
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default=None,
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help="The root path of the server, default is None (='/'), e.g. '/myapp'",
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)
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args = argparser.parse_args()
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language = ["中文", "English"]
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matting_model_list = [
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os.path.splitext(file)[0]
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for file in os.listdir(os.path.join(root_dir, "hivision/creator/weights"))
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if file.endswith(".onnx") or file.endswith(".mnn")
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]
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DEFAULT_MATTING_MODEL = "modnet_photographic_portrait_matting"
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if DEFAULT_MATTING_MODEL in matting_model_list:
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matting_model_list.remove(DEFAULT_MATTING_MODEL)
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matting_model_list.insert(0, DEFAULT_MATTING_MODEL)
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face_detect_model_list = ["mtcnn", "face++ (联网API)"]
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size_mode_CN = ["尺寸列表", "只换底", "自定义尺寸"]
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size_mode_EN = ["Size List", "Only Change Background", "Custom Size"]
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size_list_CN = list(size_list_dict_CN.keys())
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size_list_EN = list(size_list_dict_EN.keys())
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colors_CN = ["蓝色", "白色", "红色", "黑色", "深蓝色", "自定义底色"]
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colors_EN = ["Blue", "White", "Red", "Black", "Dark blue", "Custom Color"]
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render_CN = ["纯色", "上下渐变 (白)", "中心渐变 (白)"]
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render_EN = ["Solid Color", "Up-Down Gradient (White)", "Center Gradient (White)"]
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image_kb_CN = ["不设置", "自定义"]
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image_kb_EN = ["Not Set", "Custom"]
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css = """
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#col-left {
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margin: 0 auto;
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max-width: 430px;
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}
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#col-mid {
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margin: 0 auto;
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max-width: 430px;
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}
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#col-right {
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margin: 0 auto;
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max-width: 430px;
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}
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#col-showcase {
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margin: 0 auto;
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max-width: 1100px;
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}
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#button {
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color: blue;
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}
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"""
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def load_description(fp):
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with open(fp, "r", encoding="utf-8") as f:
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content = f.read()
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return content
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demo = gr.Blocks(title="HivisionIDPhotos", css=css)
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with demo:
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gr.HTML(load_description(os.path.join(root_dir, "assets/title.md")))
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with gr.Row():
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# ------------ 左半边 UI ----------------
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with gr.Column():
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img_input = gr.Image(height=400)
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with gr.Row():
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language_options = gr.Dropdown(
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choices=language,
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label="Language",
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value="中文",
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elem_id="language",
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)
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face_detect_model_options = gr.Dropdown(
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choices=face_detect_model_list,
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label="人脸检测模型",
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value=face_detect_model_list[0],
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elem_id="matting_model",
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)
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matting_model_options = gr.Dropdown(
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choices=matting_model_list,
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label="抠图模型",
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value=matting_model_list[0],
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elem_id="matting_model",
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)
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with gr.Tab("核心参数") as key_parameter_tab:
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mode_options = gr.Radio(
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choices=size_mode_CN,
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label="证件照尺寸选项",
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value="尺寸列表",
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elem_id="size",
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)
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# 预设尺寸下拉菜单
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with gr.Row(visible=True) as size_list_row:
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size_list_options = gr.Dropdown(
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choices=size_list_CN,
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label="预设尺寸",
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value=size_list_CN[0],
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elem_id="size_list",
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)
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with gr.Row(visible=False) as custom_size:
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custom_size_height = gr.Number(
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value=413, label="height", interactive=True
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)
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custom_size_wdith = gr.Number(
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value=295, label="width", interactive=True
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)
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# 左：背景色选项
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color_options = gr.Radio(
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choices=colors_CN, label="背景色", value="蓝色", elem_id="color"
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)
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# 左：如果选择「自定义底色」，显示 RGB 输入框
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with gr.Row(visible=False) as custom_color:
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custom_color_R = gr.Number(value=0, label="R", interactive=True)
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custom_color_G = gr.Number(value=0, label="G", interactive=True)
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custom_color_B = gr.Number(value=0, label="B", interactive=True)
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# 左：渲染方式选项
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render_options = gr.Radio(
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choices=render_CN,
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label="渲染方式",
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value="纯色",
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elem_id="render",
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)
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with gr.Tab("高级参数") as advance_parameter_tab:
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# 面部占照片总比例
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head_measure_ratio_option = gr.Slider(
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minimum=0.1,
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maximum=0.5,
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value=0.2,
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step=0.02,
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label="面部比例",
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interactive=True,
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)
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# 人像头顶距离照片顶部的比例
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top_distance_option = gr.Slider(
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minimum=0.02,
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maximum=0.5,
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value=0.12,
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step=0.02,
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label="头距顶距离",
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interactive=True,
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)
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# 输出照片的KB值
|
||
image_kb_options = gr.Radio(
|
||
choices=image_kb_CN,
|
||
label="设置 KB 大小（结果在右边最底的组件下载）",
|
||
value="不设置",
|
||
elem_id="image_kb",
|
||
)
|
||
# 自定义 KB 大小，滑动条，最小 10KB，最大 200KB
|
||
with gr.Row(visible=False) as custom_image_kb:
|
||
custom_image_kb_size = gr.Slider(
|
||
minimum=10,
|
||
maximum=1000,
|
||
value=50,
|
||
label="KB 大小",
|
||
interactive=True,
|
||
)
|
||
|
||
img_but = gr.Button("开始制作")
|
||
|
||
# 案例图片
|
||
example_images = gr.Examples(
|
||
inputs=[img_input],
|
||
examples=[
|
||
[path.as_posix()]
|
||
for path in sorted(
|
||
pathlib.Path(os.path.join(root_dir, "demo/images")).rglob(
|
||
"*.jpg"
|
||
)
|
||
)
|
||
],
|
||
)
|
||
|
||
# ---------------- 右半边 UI ----------------
|
||
with gr.Column():
|
||
notification = gr.Text(label="状态", visible=False)
|
||
with gr.Row():
|
||
img_output_standard = gr.Image(
|
||
label="标准照", height=350, format="jpeg"
|
||
)
|
||
img_output_standard_hd = gr.Image(
|
||
label="高清照", height=350, format="jpeg"
|
||
)
|
||
img_output_layout = gr.Image(
|
||
label="六寸排版照", height=350, format="jpeg"
|
||
)
|
||
file_download = gr.File(label="下载调整 KB 大小后的照片", visible=False)
|
||
|
||
# ---------------- 设置隐藏/显示组件 ----------------
|
||
def change_language(language):
|
||
# 将Gradio组件中的内容改为中文或英文
|
||
if language == "中文":
|
||
return {
|
||
size_list_options: gr.update(
|
||
label="预设尺寸",
|
||
choices=size_list_CN,
|
||
value=size_list_CN[0],
|
||
),
|
||
mode_options: gr.update(
|
||
label="证件照尺寸选项",
|
||
choices=size_mode_CN,
|
||
value="尺寸列表",
|
||
),
|
||
color_options: gr.update(
|
||
label="背景色",
|
||
choices=colors_CN,
|
||
value="蓝色",
|
||
),
|
||
img_but: gr.update(value="开始制作"),
|
||
render_options: gr.update(
|
||
label="渲染方式",
|
||
choices=render_CN,
|
||
value="纯色",
|
||
),
|
||
image_kb_options: gr.update(
|
||
label="设置 KB 大小（结果在右边最底的组件下载）",
|
||
choices=image_kb_CN,
|
||
value="不设置",
|
||
),
|
||
matting_model_options: gr.update(label="抠图模型"),
|
||
face_detect_model_options: gr.update(label="人脸检测模型"),
|
||
custom_image_kb_size: gr.update(label="KB 大小"),
|
||
notification: gr.update(label="状态"),
|
||
img_output_standard: gr.update(label="标准照"),
|
||
img_output_standard_hd: gr.update(label="高清照"),
|
||
img_output_layout: gr.update(label="六寸排版照"),
|
||
file_download: gr.update(label="下载调整 KB 大小后的照片"),
|
||
head_measure_ratio_option: gr.update(label="面部比例"),
|
||
top_distance_option: gr.update(label="头距顶距离"),
|
||
key_parameter_tab: gr.update(label="核心参数"),
|
||
advance_parameter_tab: gr.update(label="高级参数"),
|
||
}
|
||
|
||
elif language == "English":
|
||
return {
|
||
size_list_options: gr.update(
|
||
label="Default size",
|
||
choices=size_list_EN,
|
||
value=size_list_EN[0],
|
||
),
|
||
mode_options: gr.update(
|
||
label="ID photo size options",
|
||
choices=size_mode_EN,
|
||
value="Size List",
|
||
),
|
||
color_options: gr.update(
|
||
label="Background color",
|
||
choices=colors_EN,
|
||
value="Blue",
|
||
),
|
||
img_but: gr.update(value="Start"),
|
||
render_options: gr.update(
|
||
label="Rendering mode",
|
||
choices=render_EN,
|
||
value="Solid Color",
|
||
),
|
||
image_kb_options: gr.update(
|
||
label="Set KB size (Download in the bottom right)",
|
||
choices=image_kb_EN,
|
||
value="Not Set",
|
||
),
|
||
matting_model_options: gr.update(label="Matting model"),
|
||
face_detect_model_options: gr.update(label="Face detect model"),
|
||
custom_image_kb_size: gr.update(label="KB size"),
|
||
notification: gr.update(label="Status"),
|
||
img_output_standard: gr.update(label="Standard photo"),
|
||
img_output_standard_hd: gr.update(label="HD photo"),
|
||
img_output_layout: gr.update(label="Layout photo"),
|
||
file_download: gr.update(
|
||
label="Download the photo after adjusting the KB size"
|
||
),
|
||
head_measure_ratio_option: gr.update(label="Head ratio"),
|
||
top_distance_option: gr.update(label="Top distance"),
|
||
key_parameter_tab: gr.update(label="Key Parameters"),
|
||
advance_parameter_tab: gr.update(label="Advance Parameters"),
|
||
}
|
||
|
||
def change_color(colors):
|
||
if colors == "自定义底色" or colors == "Custom Color":
|
||
return {custom_color: gr.update(visible=True)}
|
||
else:
|
||
return {custom_color: gr.update(visible=False)}
|
||
|
||
def change_size_mode(size_option_item):
|
||
if (
|
||
size_option_item == "自定义尺寸"
|
||
or size_option_item == "Custom Size"
|
||
):
|
||
return {
|
||
custom_size: gr.update(visible=True),
|
||
size_list_row: gr.update(visible=False),
|
||
}
|
||
elif (
|
||
size_option_item == "只换底"
|
||
or size_option_item == "Only Change Background"
|
||
):
|
||
return {
|
||
custom_size: gr.update(visible=False),
|
||
size_list_row: gr.update(visible=False),
|
||
}
|
||
else:
|
||
return {
|
||
custom_size: gr.update(visible=False),
|
||
size_list_row: gr.update(visible=True),
|
||
}
|
||
|
||
def change_image_kb(image_kb_option):
|
||
if image_kb_option == "自定义" or image_kb_option == "Custom":
|
||
return {custom_image_kb: gr.update(visible=True)}
|
||
else:
|
||
return {custom_image_kb: gr.update(visible=False)}
|
||
|
||
# ---------------- 绑定事件 ----------------
|
||
language_options.input(
|
||
change_language,
|
||
inputs=[language_options],
|
||
outputs=[
|
||
size_list_options,
|
||
mode_options,
|
||
color_options,
|
||
img_but,
|
||
render_options,
|
||
image_kb_options,
|
||
matting_model_options,
|
||
face_detect_model_options,
|
||
custom_image_kb_size,
|
||
notification,
|
||
img_output_standard,
|
||
img_output_standard_hd,
|
||
img_output_layout,
|
||
file_download,
|
||
head_measure_ratio_option,
|
||
top_distance_option,
|
||
key_parameter_tab,
|
||
advance_parameter_tab,
|
||
],
|
||
)
|
||
|
||
color_options.input(
|
||
change_color, inputs=[color_options], outputs=[custom_color]
|
||
)
|
||
|
||
mode_options.input(
|
||
change_size_mode,
|
||
inputs=[mode_options],
|
||
outputs=[custom_size, size_list_row],
|
||
)
|
||
|
||
image_kb_options.input(
|
||
change_image_kb, inputs=[image_kb_options], outputs=[custom_image_kb]
|
||
)
|
||
|
||
img_but.click(
|
||
idphoto_inference,
|
||
inputs=[
|
||
img_input,
|
||
mode_options,
|
||
size_list_options,
|
||
color_options,
|
||
render_options,
|
||
image_kb_options,
|
||
custom_color_R,
|
||
custom_color_G,
|
||
custom_color_B,
|
||
custom_size_height,
|
||
custom_size_wdith,
|
||
custom_image_kb_size,
|
||
language_options,
|
||
matting_model_options,
|
||
face_detect_model_options,
|
||
head_measure_ratio_option,
|
||
top_distance_option,
|
||
],
|
||
outputs=[
|
||
img_output_standard,
|
||
img_output_standard_hd,
|
||
img_output_layout,
|
||
notification,
|
||
file_download,
|
||
],
|
||
)
|
||
|
||
demo.launch(
|
||
server_name=args.host,
|
||
server_port=args.port,
|
||
show_api=False,
|
||
favicon_path=os.path.join(root_dir, "assets/hivision_logo.png"),
|
||
root_path=args.root_path,
|
||
)
|