Spaces:
Running
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TheEeeeLin
commited on
Commit
•
80a80fa
1
Parent(s):
57a7924
update
Browse files
demo/locales.py
CHANGED
@@ -685,4 +685,18 @@ LOCALES = {
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"choices": ["시작"],
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},
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},
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}
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"choices": ["시작"],
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},
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},
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+
"template_photo": {
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"en": {
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+
"label": "Social Media Template Photo",
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+
},
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+
"zh": {
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+
"label": "社交媒体模版照",
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+
},
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+
"ja": {
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"label": "SNS テンプレート写真",
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},
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+
"ko": {
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"label": "SNS 템플릿 사진",
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},
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},
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}
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demo/processor.py
CHANGED
@@ -12,6 +12,7 @@ from hivision.creator.layout_calculator import (
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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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from demo.utils import range_check
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import gradio as gr
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import os
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@@ -141,6 +142,7 @@ class IDPhotoProcessor:
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watermark_text_color,
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)
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def _initialize_idphoto_json(
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self,
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mode_option,
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@@ -158,6 +160,7 @@ class IDPhotoProcessor:
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"custom_image_dpi": None,
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}
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def _process_size_mode(
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self,
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idphoto_json,
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@@ -202,6 +205,7 @@ class IDPhotoProcessor:
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else:
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idphoto_json["size"] = (None, None)
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def _process_color_mode(
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self,
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idphoto_json,
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@@ -231,13 +235,16 @@ class IDPhotoProcessor:
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int(hex_color[i : i + 2], 16) for i in (0, 2, 4)
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)
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else:
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-
raise ValueError(
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else:
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hex_color = LOCALES["bg_color"][language]["develop"][color_option]
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idphoto_json["color_bgr"] = tuple(
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int(hex_color[i : i + 2], 16) for i in (0, 2, 4)
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)
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def _generate_id_photo(
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self,
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creator: IDCreator,
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@@ -272,6 +279,7 @@ class IDPhotoProcessor:
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face_alignment=face_alignment_option,
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)
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def _handle_photo_generation_error(self, language):
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"""处理照片生成错误"""
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return [gr.update(value=None) for _ in range(4)] + [
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@@ -282,6 +290,7 @@ class IDPhotoProcessor:
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None,
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]
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def _process_generated_photo(
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self,
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result,
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@@ -305,20 +314,6 @@ class IDPhotoProcessor:
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result_image_standard, result_image_hd, idphoto_json
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)
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-
# 生成排版照片
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-
result_image_layout, result_image_layout_visible = self._generate_image_layout(
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idphoto_json,
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-
result_image_standard,
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-
language,
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-
watermark_option,
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watermark_text,
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-
watermark_text_size,
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-
watermark_text_opacity,
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watermark_text_angle,
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watermark_text_space,
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-
watermark_text_color,
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-
)
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-
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# 添加水印
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if watermark_option == LOCALES["watermark_switch"][language]["choices"][1]:
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result_image_standard, result_image_hd = self._add_watermark(
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@@ -331,6 +326,20 @@ class IDPhotoProcessor:
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watermark_text_space,
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watermark_text_color,
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)
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# 调整图片大小
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output_image_path_dict = self._resize_image_if_needed(
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@@ -348,6 +357,7 @@ class IDPhotoProcessor:
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result_image_standard_png,
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result_image_hd_png,
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gr.update(value=result_image_layout, visible=result_image_layout_visible),
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)
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else:
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# 如果output_image_path_dict不为None,
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@@ -362,13 +372,15 @@ class IDPhotoProcessor:
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(
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output_image_path_dict["hd"]["path"]
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if output_image_path_dict["hd"]["processed"]
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-
else result_image_hd
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),
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result_image_standard_png,
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result_image_hd_png,
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gr.update(value=result_image_layout, visible=result_image_layout_visible),
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)
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def _render_background(self, result_image_standard, result_image_hd, idphoto_json):
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"""渲染背景"""
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render_modes = {0: "pure_color", 1: "updown_gradient", 2: "center_gradient"}
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@@ -387,21 +399,15 @@ class IDPhotoProcessor:
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return result_image_standard, result_image_hd
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def _generate_image_layout(
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self,
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idphoto_json,
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result_image_standard,
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language,
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-
watermark_option,
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watermark_text,
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watermark_text_size,
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watermark_text_opacity,
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watermark_text_angle,
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watermark_text_space,
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-
watermark_text_color,
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):
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"""生成排版照片"""
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-
#
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if idphoto_json["size_mode"] in LOCALES["size_mode"][language]["choices"][1]:
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return None, False
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@@ -409,21 +415,9 @@ class IDPhotoProcessor:
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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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-
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image = result_image_standard
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-
if watermark_option == LOCALES["watermark_switch"][language]["choices"][1]:
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-
image = add_watermark(
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image=image,
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text=watermark_text,
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size=watermark_text_size,
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opacity=watermark_text_opacity,
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angle=watermark_text_angle,
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space=watermark_text_space,
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color=watermark_text_color,
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-
)
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-
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result_image_layout = generate_layout_image(
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-
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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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@@ -432,6 +426,28 @@ class IDPhotoProcessor:
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return result_image_layout, True
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def _add_watermark(
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self,
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result_image_standard,
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@@ -472,7 +488,10 @@ class IDPhotoProcessor:
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)
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timestamp = int(time.time())
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output_paths = {
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-
"standard": {
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"hd": {"path": f"{base_path}/{timestamp}_hd", "processed": False},
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"layout": {"path": f"{base_path}/{timestamp}_layout", "processed": False},
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}
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@@ -500,9 +519,11 @@ class IDPhotoProcessor:
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)
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output_paths["standard"]["processed"] = True
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# 保存高清图像和排版图像
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-
save_image_dpi_to_bytes(
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output_paths["hd"]["processed"] = True
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-
if result_image_layout:
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save_image_dpi_to_bytes(
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result_image_layout, output_paths["layout"]["path"], dpi=custom_dpi
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)
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@@ -519,7 +540,9 @@ class IDPhotoProcessor:
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pass
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else:
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save_image_dpi_to_bytes(
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locals()[f"result_image_{key}"],
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)
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output_paths[key]["processed"] = True
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@@ -548,7 +571,8 @@ class IDPhotoProcessor:
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result_image_hd,
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result_image_standard_png,
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result_image_hd_png,
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-
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):
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"""创建响应"""
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response = [
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@@ -556,7 +580,8 @@ class IDPhotoProcessor:
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result_image_hd,
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result_image_standard_png,
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result_image_hd_png,
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-
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gr.update(visible=False),
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]
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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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+
from hivision.plugin.template.template_calculator import generte_template_photo
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from demo.utils import range_check
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import gradio as gr
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import os
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watermark_text_color,
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)
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+
# 初始化idphoto_json字典
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def _initialize_idphoto_json(
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self,
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mode_option,
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"custom_image_dpi": None,
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}
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+
# 处理尺寸模式
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def _process_size_mode(
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self,
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idphoto_json,
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else:
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idphoto_json["size"] = (None, None)
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+
# 处理颜色模式
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def _process_color_mode(
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self,
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idphoto_json,
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int(hex_color[i : i + 2], 16) for i in (0, 2, 4)
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)
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else:
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+
raise ValueError(
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+
"Invalid hex color. You can only use 6 or 7 characters. For example: #FFFFFF or FFFFFF"
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+
)
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else:
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hex_color = LOCALES["bg_color"][language]["develop"][color_option]
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idphoto_json["color_bgr"] = tuple(
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int(hex_color[i : i + 2], 16) for i in (0, 2, 4)
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)
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+
# 生成证件照
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def _generate_id_photo(
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self,
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creator: IDCreator,
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face_alignment=face_alignment_option,
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)
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281 |
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+
# 处理照片生成错误
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def _handle_photo_generation_error(self, language):
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284 |
"""处理照片生成错误"""
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285 |
return [gr.update(value=None) for _ in range(4)] + [
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None,
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]
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+
# 处理生成的照片
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def _process_generated_photo(
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self,
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result,
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result_image_standard, result_image_hd, idphoto_json
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)
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# 添加水印
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if watermark_option == LOCALES["watermark_switch"][language]["choices"][1]:
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result_image_standard, result_image_hd = self._add_watermark(
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watermark_text_space,
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watermark_text_color,
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)
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+
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+
# 生成排版照片
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+
result_image_layout, result_image_layout_visible = self._generate_image_layout(
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+
idphoto_json,
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+
result_image_standard,
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+
language,
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+
)
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+
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+
# 生成模板照片
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+
result_image_template, result_image_template_visible = self._generate_image_template(
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+
idphoto_json,
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+
result_image_hd,
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+
language,
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+
)
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343 |
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# 调整图片大小
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output_image_path_dict = self._resize_image_if_needed(
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result_image_standard_png,
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result_image_hd_png,
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gr.update(value=result_image_layout, visible=result_image_layout_visible),
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+
gr.update(value=result_image_template, visible=result_image_template_visible),
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)
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else:
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# 如果output_image_path_dict不为None,
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(
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output_image_path_dict["hd"]["path"]
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if output_image_path_dict["hd"]["processed"]
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+
else result_image_hd
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),
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result_image_standard_png,
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result_image_hd_png,
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gr.update(value=result_image_layout, visible=result_image_layout_visible),
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+
gr.update(value=result_image_template, visible=result_image_template_visible),
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)
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382 |
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+
# 渲染背景
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def _render_background(self, result_image_standard, result_image_hd, idphoto_json):
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385 |
"""渲染背景"""
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render_modes = {0: "pure_color", 1: "updown_gradient", 2: "center_gradient"}
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return result_image_standard, result_image_hd
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+
# 生成排版照片
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def _generate_image_layout(
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self,
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idphoto_json,
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result_image_standard,
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language,
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):
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"""生成排版照片"""
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+
# 如果选择了只换底,则不生成排版照片
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if idphoto_json["size_mode"] in LOCALES["size_mode"][language]["choices"][1]:
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return None, False
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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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+
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result_image_layout = generate_layout_image(
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420 |
+
result_image_standard,
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typography_arr,
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422 |
typography_rotate,
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423 |
height=idphoto_json["size"][0],
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return result_image_layout, True
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428 |
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429 |
+
def _generate_image_template(
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430 |
+
self,
|
431 |
+
idphoto_json,
|
432 |
+
result_image_hd,
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433 |
+
language,
|
434 |
+
):
|
435 |
+
# 如果选择了只换底,则不生成模板照片
|
436 |
+
if idphoto_json["size_mode"] in LOCALES["size_mode"][language]["choices"][1]:
|
437 |
+
return None, False
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438 |
+
|
439 |
+
TEMPLATE_NAME_LIST = ["template_1", "template_2"]
|
440 |
+
"""生成模板照片"""
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441 |
+
result_image_template_list = []
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442 |
+
for template_name in TEMPLATE_NAME_LIST:
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443 |
+
result_image_template = generte_template_photo(
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444 |
+
template_name=template_name,
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445 |
+
input_image=result_image_hd,
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446 |
+
)
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447 |
+
result_image_template_list.append(result_image_template)
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448 |
+
return result_image_template_list, True
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449 |
+
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+
# 添加水印
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451 |
def _add_watermark(
|
452 |
self,
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453 |
result_image_standard,
|
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|
488 |
)
|
489 |
timestamp = int(time.time())
|
490 |
output_paths = {
|
491 |
+
"standard": {
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492 |
+
"path": f"{base_path}/{timestamp}_standard",
|
493 |
+
"processed": False,
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494 |
+
},
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495 |
"hd": {"path": f"{base_path}/{timestamp}_hd", "processed": False},
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496 |
"layout": {"path": f"{base_path}/{timestamp}_layout", "processed": False},
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}
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)
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520 |
output_paths["standard"]["processed"] = True
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521 |
# 保存高清图像和排版图像
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522 |
+
save_image_dpi_to_bytes(
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523 |
+
result_image_hd, output_paths["hd"]["path"], dpi=custom_dpi
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524 |
+
)
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output_paths["hd"]["processed"] = True
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526 |
+
if result_image_layout is not None:
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527 |
save_image_dpi_to_bytes(
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528 |
result_image_layout, output_paths["layout"]["path"], dpi=custom_dpi
|
529 |
)
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540 |
pass
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541 |
else:
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542 |
save_image_dpi_to_bytes(
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543 |
+
locals()[f"result_image_{key}"],
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544 |
+
output_paths[key]["path"],
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545 |
+
dpi=custom_dpi,
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)
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output_paths[key]["processed"] = True
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548 |
|
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571 |
result_image_hd,
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572 |
result_image_standard_png,
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573 |
result_image_hd_png,
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574 |
+
result_layout_image_gr,
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575 |
+
result_image_template_gr,
|
576 |
):
|
577 |
"""创建响应"""
|
578 |
response = [
|
|
|
580 |
result_image_hd,
|
581 |
result_image_standard_png,
|
582 |
result_image_hd_png,
|
583 |
+
result_layout_image_gr,
|
584 |
+
result_image_template_gr,
|
585 |
gr.update(visible=False),
|
586 |
]
|
587 |
|
demo/ui.py
CHANGED
@@ -349,27 +349,34 @@ def create_ui(
|
|
349 |
label=LOCALES["notification"][DEFAULT_LANG]["label"], visible=False
|
350 |
)
|
351 |
with gr.Row():
|
|
|
352 |
img_output_standard = gr.Image(
|
353 |
label=LOCALES["standard_photo"][DEFAULT_LANG]["label"],
|
354 |
height=350,
|
355 |
format="jpeg",
|
356 |
)
|
|
|
357 |
img_output_standard_hd = gr.Image(
|
358 |
label=LOCALES["hd_photo"][DEFAULT_LANG]["label"],
|
359 |
height=350,
|
360 |
format="jpeg",
|
361 |
)
|
362 |
-
|
363 |
img_output_layout = gr.Image(
|
364 |
label=LOCALES["layout_photo"][DEFAULT_LANG]["label"],
|
365 |
height=350,
|
366 |
format="jpeg",
|
367 |
)
|
368 |
-
|
369 |
-
|
370 |
-
|
371 |
-
)
|
372 |
-
|
|
|
|
|
|
|
|
|
|
|
373 |
with gr.Accordion(
|
374 |
LOCALES["matting_image"][DEFAULT_LANG]["label"], open=False
|
375 |
) as matting_image_accordion:
|
@@ -443,9 +450,6 @@ def create_ui(
|
|
443 |
img_output_layout: gr.update(
|
444 |
label=LOCALES["layout_photo"][language]["label"]
|
445 |
),
|
446 |
-
file_download: gr.update(
|
447 |
-
label=LOCALES["download"][language]["label"]
|
448 |
-
),
|
449 |
head_measure_ratio_option: gr.update(
|
450 |
label=LOCALES["head_measure_ratio"][language]["label"]
|
451 |
),
|
@@ -530,6 +534,12 @@ def create_ui(
|
|
530 |
custom_size_height_mm: gr.update(
|
531 |
label=LOCALES["custom_size_mm"][language]["height"]
|
532 |
),
|
|
|
|
|
|
|
|
|
|
|
|
|
533 |
}
|
534 |
|
535 |
def change_visibility(option, lang, locales_key, custom_component):
|
@@ -612,7 +622,6 @@ def create_ui(
|
|
612 |
img_output_standard_png,
|
613 |
img_output_standard_hd_png,
|
614 |
img_output_layout,
|
615 |
-
file_download,
|
616 |
head_measure_ratio_option,
|
617 |
top_distance_option,
|
618 |
key_parameter_tab,
|
@@ -639,6 +648,8 @@ def create_ui(
|
|
639 |
custom_size_height_px,
|
640 |
custom_size_width_mm,
|
641 |
custom_size_height_mm,
|
|
|
|
|
642 |
],
|
643 |
)
|
644 |
|
@@ -721,6 +732,7 @@ def create_ui(
|
|
721 |
img_output_standard_png,
|
722 |
img_output_standard_hd_png,
|
723 |
img_output_layout,
|
|
|
724 |
notification,
|
725 |
],
|
726 |
)
|
|
|
349 |
label=LOCALES["notification"][DEFAULT_LANG]["label"], visible=False
|
350 |
)
|
351 |
with gr.Row():
|
352 |
+
# 标准照
|
353 |
img_output_standard = gr.Image(
|
354 |
label=LOCALES["standard_photo"][DEFAULT_LANG]["label"],
|
355 |
height=350,
|
356 |
format="jpeg",
|
357 |
)
|
358 |
+
# 高清照
|
359 |
img_output_standard_hd = gr.Image(
|
360 |
label=LOCALES["hd_photo"][DEFAULT_LANG]["label"],
|
361 |
height=350,
|
362 |
format="jpeg",
|
363 |
)
|
364 |
+
# 排版照
|
365 |
img_output_layout = gr.Image(
|
366 |
label=LOCALES["layout_photo"][DEFAULT_LANG]["label"],
|
367 |
height=350,
|
368 |
format="jpeg",
|
369 |
)
|
370 |
+
# 模版照片
|
371 |
+
with gr.Accordion(
|
372 |
+
LOCALES["template_photo"][DEFAULT_LANG]["label"], open=False
|
373 |
+
) as template_image_accordion:
|
374 |
+
img_output_template = gr.Gallery(
|
375 |
+
label=LOCALES["template_photo"][DEFAULT_LANG]["label"],
|
376 |
+
height=350,
|
377 |
+
format="jpeg",
|
378 |
+
)
|
379 |
+
# 抠图图像
|
380 |
with gr.Accordion(
|
381 |
LOCALES["matting_image"][DEFAULT_LANG]["label"], open=False
|
382 |
) as matting_image_accordion:
|
|
|
450 |
img_output_layout: gr.update(
|
451 |
label=LOCALES["layout_photo"][language]["label"]
|
452 |
),
|
|
|
|
|
|
|
453 |
head_measure_ratio_option: gr.update(
|
454 |
label=LOCALES["head_measure_ratio"][language]["label"]
|
455 |
),
|
|
|
534 |
custom_size_height_mm: gr.update(
|
535 |
label=LOCALES["custom_size_mm"][language]["height"]
|
536 |
),
|
537 |
+
img_output_template: gr.update(
|
538 |
+
label=LOCALES["template_photo"][language]["label"]
|
539 |
+
),
|
540 |
+
template_image_accordion: gr.update(
|
541 |
+
label=LOCALES["template_photo"][language]["label"]
|
542 |
+
),
|
543 |
}
|
544 |
|
545 |
def change_visibility(option, lang, locales_key, custom_component):
|
|
|
622 |
img_output_standard_png,
|
623 |
img_output_standard_hd_png,
|
624 |
img_output_layout,
|
|
|
625 |
head_measure_ratio_option,
|
626 |
top_distance_option,
|
627 |
key_parameter_tab,
|
|
|
648 |
custom_size_height_px,
|
649 |
custom_size_width_mm,
|
650 |
custom_size_height_mm,
|
651 |
+
img_output_template,
|
652 |
+
template_image_accordion,
|
653 |
],
|
654 |
)
|
655 |
|
|
|
732 |
img_output_standard_png,
|
733 |
img_output_standard_hd_png,
|
734 |
img_output_layout,
|
735 |
+
img_output_template,
|
736 |
notification,
|
737 |
],
|
738 |
)
|
hivision/plugin/template/assets/template_1.png
ADDED
hivision/plugin/template/assets/template_2.png
ADDED
hivision/plugin/template/assets/template_config.json
ADDED
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"template_1": {
|
3 |
+
"width": 1080,
|
4 |
+
"height": 1400,
|
5 |
+
"anchor_points": {
|
6 |
+
"left_top": [358, 153],
|
7 |
+
"right_top": [1017, 353],
|
8 |
+
"left_bottom": [56, 1134],
|
9 |
+
"right_bottom": [747, 1332],
|
10 |
+
"rotation": -16.42
|
11 |
+
}
|
12 |
+
},
|
13 |
+
"template_2": {
|
14 |
+
"width": 1080,
|
15 |
+
"height": 1440,
|
16 |
+
"anchor_points": {
|
17 |
+
"left_top": [199, 199],
|
18 |
+
"right_top": [921, 216],
|
19 |
+
"left_bottom": [163, 1129],
|
20 |
+
"right_bottom": [876, 1153],
|
21 |
+
"rotation": -2.2
|
22 |
+
}
|
23 |
+
}
|
24 |
+
}
|
hivision/plugin/template/template_calculator.py
ADDED
@@ -0,0 +1,78 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import cv2
|
2 |
+
import numpy as np
|
3 |
+
import json
|
4 |
+
from rotation_adjust import rotate_bound
|
5 |
+
import os
|
6 |
+
|
7 |
+
base_path = os.path.dirname(os.path.abspath(__file__))
|
8 |
+
template_config_path = os.path.join(base_path, 'assets', 'template_config.json')
|
9 |
+
|
10 |
+
def generte_template_photo(template_name: str, input_image: np.ndarray) -> np.ndarray:
|
11 |
+
"""
|
12 |
+
生成模板照片
|
13 |
+
:param template_name: 模板名称
|
14 |
+
:param input_image: 输入图像
|
15 |
+
:return: 模板照片
|
16 |
+
"""
|
17 |
+
# 读取模板配置json
|
18 |
+
with open(template_config_path, 'r') as f:
|
19 |
+
template_config_dict = json.load(f)
|
20 |
+
# 获取对应该模板的配置
|
21 |
+
template_config = template_config_dict[template_name]
|
22 |
+
|
23 |
+
template_width = template_config['width']
|
24 |
+
template_height = template_config['height']
|
25 |
+
|
26 |
+
anchor_points = template_config['anchor_points']
|
27 |
+
rotation = anchor_points['rotation']
|
28 |
+
left_top = anchor_points['left_top']
|
29 |
+
right_top = anchor_points['right_top']
|
30 |
+
left_bottom = anchor_points['left_bottom']
|
31 |
+
right_bottom = anchor_points['right_bottom']
|
32 |
+
|
33 |
+
if rotation < 0:
|
34 |
+
height = right_bottom[1] - left_top[1]
|
35 |
+
width = right_top[0] - left_bottom[0]
|
36 |
+
else:
|
37 |
+
height = left_top[1] - right_bottom[1]
|
38 |
+
width = left_bottom[0] - right_top[0]
|
39 |
+
|
40 |
+
# 读取模板图像
|
41 |
+
template_image_path = os.path.join(base_path, 'assets', f'{template_name}.png')
|
42 |
+
template_image = cv2.imread(template_image_path, cv2.IMREAD_UNCHANGED)
|
43 |
+
|
44 |
+
# 无损旋转
|
45 |
+
rotated_image = rotate_bound(input_image, -1 * rotation)[0]
|
46 |
+
rotated_image_height, rotated_image_width, _ = rotated_image.shape
|
47 |
+
|
48 |
+
# 计算缩放比例
|
49 |
+
scale_x = width / rotated_image_width
|
50 |
+
scale_y = height / rotated_image_height
|
51 |
+
scale = max(scale_x, scale_y)
|
52 |
+
|
53 |
+
resized_image = cv2.resize(rotated_image, None, fx=scale, fy=scale)
|
54 |
+
resized_height, resized_width, _ = resized_image.shape
|
55 |
+
|
56 |
+
# 创建一个与template_image大小相同的背景,使用白色填充
|
57 |
+
result = np.full((template_height, template_width, 3), 255, dtype=np.uint8)
|
58 |
+
|
59 |
+
# 计算粘贴位置
|
60 |
+
paste_x = left_bottom[0]
|
61 |
+
paste_y = left_top[1]
|
62 |
+
|
63 |
+
# 确保不会超出边界
|
64 |
+
paste_height = min(resized_height, template_height - paste_y)
|
65 |
+
paste_width = min(resized_width, template_width - paste_x)
|
66 |
+
|
67 |
+
# 将旋转后的图像粘贴到结果图像上
|
68 |
+
result[paste_y:paste_y+paste_height, paste_x:paste_x+paste_width] = resized_image[:paste_height, :paste_width]
|
69 |
+
|
70 |
+
template_image = cv2.cvtColor(template_image, cv2.COLOR_BGRA2RGBA)
|
71 |
+
|
72 |
+
# 将template_image叠加到结果图像上
|
73 |
+
if template_image.shape[2] == 4: # 确保template_image有alpha通道
|
74 |
+
alpha = template_image[:, :, 3] / 255.0
|
75 |
+
for c in range(0, 3):
|
76 |
+
result[:, :, c] = result[:, :, c] * (1 - alpha) + template_image[:, :, c] * alpha
|
77 |
+
|
78 |
+
return result
|