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Add application file
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app.py
ADDED
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| 1 |
+
import io
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| 2 |
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import re
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| 3 |
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import imp
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| 4 |
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import time
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| 5 |
+
import json
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| 6 |
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import base64
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| 7 |
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import requests
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| 8 |
+
import gradio as gr
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| 9 |
+
import ui_functions as uifn
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| 10 |
+
from css_and_js import js, call_JS
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| 11 |
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from PIL import Image, PngImagePlugin, ImageChops
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| 12 |
+
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| 13 |
+
url_host = "http://flagstudio.baai.ac.cn"
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| 14 |
+
token = "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJ1c2VyX2lkIjoiZjAxOGMxMzJiYTUyNDBjMzk5NTMzYTI5YjBmMzZiODMiLCJhcHBfbmFtZSI6IndlYiIsImlkZW50aXR5X3R5cGUiOiIyIiwidXNlcl9yb2xlIjoiMiIsImp0aSI6IjVjMmQzMjdiLWI5Y2MtNDhiZS1hZWQ4LTllMjQ4MDk4NzMxYyIsIm5iZiI6MTY2OTAwNjE5NywiZXhwIjoxOTg0MzY2MTk3LCJpYXQiOjE2NjkwMDYxOTd9.9B3MDk8wA6iWH5puXjcD19tJJ4Ox7mdpRyWZs5Kwt70"
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| 15 |
+
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def read_content(file_path: str) -> str:
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"""read the content of target file
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| 18 |
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"""
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with open(file_path, 'r', encoding='utf-8') as f:
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content = f.read()
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| 21 |
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return content
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def filter_content(raw_style: str):
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if "(" in raw_style:
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i = raw_style.index("(")
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else :
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i = -1
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| 30 |
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if i == -1:
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return raw_style
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| 32 |
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else :
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| 33 |
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return raw_style[:i]
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| 34 |
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| 35 |
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def upload_image(img):
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| 36 |
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url = url_host + "/api/v1/image/get-upload-link"
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| 37 |
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headers = {"token": token}
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| 38 |
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r = requests.post(url, json={}, headers=headers)
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| 39 |
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if r.status_code != 200:
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| 40 |
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raise gr.Error(r.reason)
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| 41 |
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head_res = r.json()
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| 42 |
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if head_res["code"] != 0:
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| 43 |
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raise gr.Error("Unknown error")
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| 44 |
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image_id = head_res["data"]["image_id"]
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| 45 |
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image_url = head_res["data"]["url"]
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| 46 |
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image_headers = head_res["data"]["headers"]
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| 47 |
+
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| 48 |
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imgBytes = io.BytesIO()
|
| 49 |
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img.save(imgBytes, "PNG")
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| 50 |
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imgBytes = imgBytes.getvalue()
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| 51 |
+
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| 52 |
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r = requests.put(image_url, data=imgBytes, headers=image_headers)
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| 53 |
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if r.status_code != 200:
|
| 54 |
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raise gr.Error(r.reason)
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| 55 |
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return image_id, image_url
|
| 56 |
+
|
| 57 |
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def post_reqest(seed, prompt, width, height, image_num, img=None, mask=None):
|
| 58 |
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data = {
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| 59 |
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"type": "gen-image",
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| 60 |
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"gen_image_num": image_num,
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| 61 |
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"parameters": {
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| 62 |
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"width": width, # output height width
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| 63 |
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"height": height, # output image height
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| 64 |
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"prompts": [prompt],
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| 65 |
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}
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| 66 |
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}
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| 67 |
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data["parameters"]["seed"] = int(seed)
|
| 68 |
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if img is not None:
|
| 69 |
+
# Upload image
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| 70 |
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image_id, image_url = upload_image(img)
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| 71 |
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data["parameters"]["init_image"] = {
|
| 72 |
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"image_id": image_id,
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| 73 |
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"url": image_url,
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| 74 |
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"width": img.width,
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| 75 |
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"height": img.height,
|
| 76 |
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}
|
| 77 |
+
if mask is not None:
|
| 78 |
+
# Upload mask
|
| 79 |
+
extrama = mask.convert("L").getextrema()
|
| 80 |
+
if extrama[1] > 0:
|
| 81 |
+
mask_id, mask_url = upload_image(mask)
|
| 82 |
+
data["parameters"]["mask_image"] = {
|
| 83 |
+
"image_id": mask_id,
|
| 84 |
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"url": mask_url,
|
| 85 |
+
"width": mask.width,
|
| 86 |
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"height": mask.height,
|
| 87 |
+
}
|
| 88 |
+
headers = {"token": token}
|
| 89 |
+
# Send create task request
|
| 90 |
+
# url = "http://flagstudio.baai.ac.cn/api/v1/task/create"
|
| 91 |
+
url = url_host+"/api/v1/task/create"
|
| 92 |
+
r = requests.post(url, json=data, headers=headers)
|
| 93 |
+
if r.status_code != 200:
|
| 94 |
+
raise gr.Error(r.reason)
|
| 95 |
+
create_res = r.json()
|
| 96 |
+
task_id = create_res["data"]["task_id"]
|
| 97 |
+
|
| 98 |
+
# Get result
|
| 99 |
+
url = url_host+"/api/v1/task/status"
|
| 100 |
+
while True:
|
| 101 |
+
r = requests.post(url, json=create_res["data"], headers=headers)
|
| 102 |
+
if r.status_code != 200:
|
| 103 |
+
raise gr.Error(r.reason)
|
| 104 |
+
res = r.json()
|
| 105 |
+
if res["code"] == 6002:
|
| 106 |
+
# Running
|
| 107 |
+
time.sleep(1)
|
| 108 |
+
continue
|
| 109 |
+
elif res["code"] == 0:
|
| 110 |
+
# Finished
|
| 111 |
+
images = []
|
| 112 |
+
for img_info in res["data"]["images"]:
|
| 113 |
+
img_res = requests.get(img_info["url"])
|
| 114 |
+
images.append(Image.open(io.BytesIO(img_res.content)).convert("RGB"))
|
| 115 |
+
return images
|
| 116 |
+
else:
|
| 117 |
+
raise gr.Error(f"Error code: {res['code']}")
|
| 118 |
+
|
| 119 |
+
def request_images(raw_text, class_draw, style_draw, batch_size, w, h, seed):
|
| 120 |
+
if filter_content(class_draw) != "国画":
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| 121 |
+
if filter_content(class_draw) != "通用":
|
| 122 |
+
raw_text = raw_text + f",{filter_content(class_draw)}"
|
| 123 |
+
|
| 124 |
+
for sty in style_draw:
|
| 125 |
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raw_text = raw_text + f",{filter_content(sty)}"
|
| 126 |
+
elif filter_content(class_draw) == "国画":
|
| 127 |
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raw_text = raw_text + ",国画,水墨画,大作,黑白,高清,传统"
|
| 128 |
+
print(f"raw text is {raw_text}")
|
| 129 |
+
|
| 130 |
+
images = post_reqest(seed, raw_text, w, h, int(batch_size))
|
| 131 |
+
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| 132 |
+
return images
|
| 133 |
+
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| 134 |
+
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| 135 |
+
def img2img(prompt, image_and_mask):
|
| 136 |
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return post_reqest(0, prompt, 512, 512, 1, image_and_mask["image"], image_and_mask["mask"])
|
| 137 |
+
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| 138 |
+
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| 139 |
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examples = [
|
| 140 |
+
'水墨蝴蝶和牡丹花,国画',
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| 141 |
+
'苍劲有力的墨竹,国画',
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| 142 |
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'暴风雨中的灯塔',
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| 143 |
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'机械小松鼠,科学幻想',
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| 144 |
+
'中国水墨山水画,国画',
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| 145 |
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"Lighthouse in the storm",
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| 146 |
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"A dog",
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| 147 |
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"Landscape by 张大千",
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| 148 |
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"A tiger 长��兔子耳朵",
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| 149 |
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"A baby bird 铅笔素描",
|
| 150 |
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]
|
| 151 |
+
|
| 152 |
+
if __name__ == "__main__":
|
| 153 |
+
block = gr.Blocks(css=read_content('style.css'))
|
| 154 |
+
|
| 155 |
+
with block:
|
| 156 |
+
gr.HTML(read_content("header.html"))
|
| 157 |
+
with gr.Tabs(elem_id='tabss') as tabs:
|
| 158 |
+
|
| 159 |
+
with gr.TabItem("文生图(Text-to-img)", id='txt2img_tab'):
|
| 160 |
+
|
| 161 |
+
with gr.Group():
|
| 162 |
+
with gr.Box():
|
| 163 |
+
with gr.Row().style(mobile_collapse=False, equal_height=True):
|
| 164 |
+
text = gr.Textbox(
|
| 165 |
+
label="Prompt",
|
| 166 |
+
show_label=False,
|
| 167 |
+
max_lines=1,
|
| 168 |
+
placeholder="Input text(输入文字)",
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| 169 |
+
interactive=True,
|
| 170 |
+
).style(
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| 171 |
+
border=(True, False, True, True),
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| 172 |
+
rounded=(True, False, False, True),
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| 173 |
+
container=False,
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| 174 |
+
)
|
| 175 |
+
|
| 176 |
+
btn = gr.Button("Generate image").style(
|
| 177 |
+
margin=False,
|
| 178 |
+
rounded=(True, True, True, True),
|
| 179 |
+
)
|
| 180 |
+
with gr.Row().style(mobile_collapse=False, equal_height=True):
|
| 181 |
+
class_draw = gr.Radio(choices=["通用(general)","国画(traditional Chinese painting)",], value="通用(general)", show_label=True, label='生成类型(type)')
|
| 182 |
+
# class_draw = gr.Dropdown(["通用(general)", "国画(traditional Chinese painting)",
|
| 183 |
+
# "照片,摄影(picture photography)", "油画(oil painting)",
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| 184 |
+
# "铅笔素描(pencil sketch)", "CG",
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| 185 |
+
# "水彩画(watercolor painting)", "水墨画(ink and wash)",
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| 186 |
+
# "插画(illustrations)", "3D", "图生图(img2img)"],
|
| 187 |
+
# label="生成类型(type)",
|
| 188 |
+
# show_label=True,
|
| 189 |
+
# value="通用(general)")
|
| 190 |
+
with gr.Row().style(mobile_collapse=False, equal_height=True):
|
| 191 |
+
style_draw = gr.CheckboxGroup(["蒸汽朋克(steampunk)", "电影摄影风格(film photography)",
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| 192 |
+
"概念艺术(concept art)", "Warming lighting",
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| 193 |
+
"Dramatic lighting", "Natural lighting",
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| 194 |
+
"虚幻引擎(unreal engine)", "4k", "8k",
|
| 195 |
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"充满细节(full details)"],
|
| 196 |
+
label="画面风格(style)",
|
| 197 |
+
show_label=True,
|
| 198 |
+
)
|
| 199 |
+
with gr.Row().style(mobile_collapse=False, equal_height=True):
|
| 200 |
+
# sample_size = gr.Slider(minimum=1,
|
| 201 |
+
# maximum=4,
|
| 202 |
+
# step=1,
|
| 203 |
+
# label="生成数量(number)",
|
| 204 |
+
# show_label=True,
|
| 205 |
+
# interactive=True,
|
| 206 |
+
# )
|
| 207 |
+
sample_size = gr.Radio(choices=["1","2","3","4"], value="1", show_label=True, label='生成数量(number)')
|
| 208 |
+
seed = gr.Number(0, label='seed', interactive=True)
|
| 209 |
+
with gr.Row().style(mobile_collapse=False, equal_height=True):
|
| 210 |
+
w = gr.Slider(512,1024,value=512, step=64, label="width")
|
| 211 |
+
h = gr.Slider(512,1024,value=512, step=64, label="height")
|
| 212 |
+
|
| 213 |
+
gallery = gr.Gallery(
|
| 214 |
+
label="Generated images", show_label=False, elem_id="gallery"
|
| 215 |
+
).style(grid=[2,2])
|
| 216 |
+
gr.Examples(examples=examples, fn=request_images, inputs=text, outputs=gallery, examples_per_page=100)
|
| 217 |
+
with gr.Row().style(mobile_collapse=False, equal_height=True):
|
| 218 |
+
img_choices = gr.Dropdown(["图片1(img1)"],label='请选择一张图片发送到图生图',show_label=True,value="图片1(img1)")
|
| 219 |
+
with gr.Row().style(mobile_collapse=False, equal_height=True):
|
| 220 |
+
output_txt2img_copy_to_input_btn = gr.Button("发送图片到图生图(Sent the image to img2img)").style(
|
| 221 |
+
margin=False,
|
| 222 |
+
rounded=(True, True, True, True),
|
| 223 |
+
)
|
| 224 |
+
|
| 225 |
+
with gr.Row():
|
| 226 |
+
prompt = gr.Markdown("提示(Prompt):", visible=False)
|
| 227 |
+
with gr.Row():
|
| 228 |
+
move_prompt_zh = gr.Markdown("请移至图生图部分进行编辑(拉到顶部)", visible=False)
|
| 229 |
+
with gr.Row():
|
| 230 |
+
move_prompt_en = gr.Markdown("Please move to the img2img section for editing(Pull to the top)", visible=False)
|
| 231 |
+
|
| 232 |
+
|
| 233 |
+
|
| 234 |
+
text.submit(request_images, inputs=[text, class_draw, style_draw, sample_size, w, h, seed], outputs=gallery)
|
| 235 |
+
btn.click(request_images, inputs=[text, class_draw, style_draw, sample_size, w, h, seed], outputs=gallery)
|
| 236 |
+
|
| 237 |
+
sample_size.change(
|
| 238 |
+
fn=uifn.change_img_choices,
|
| 239 |
+
inputs=[sample_size],
|
| 240 |
+
outputs=[img_choices]
|
| 241 |
+
)
|
| 242 |
+
|
| 243 |
+
with gr.TabItem("图生图(Img-to-Img)", id="img2img_tab"):
|
| 244 |
+
with gr.Row(elem_id="prompt_row"):
|
| 245 |
+
img2img_prompt = gr.Textbox(label="Prompt",
|
| 246 |
+
elem_id='img2img_prompt_input',
|
| 247 |
+
placeholder="神奇的森林,流淌的河流.",
|
| 248 |
+
lines=1,
|
| 249 |
+
max_lines=1,
|
| 250 |
+
value="",
|
| 251 |
+
show_label=False).style()
|
| 252 |
+
|
| 253 |
+
img2img_btn_mask = gr.Button("Generate", variant="primary", visible=False,
|
| 254 |
+
elem_id="img2img_mask_btn")
|
| 255 |
+
img2img_btn_editor = gr.Button("Generate", variant="primary", elem_id="img2img_edit_btn")
|
| 256 |
+
gr.Markdown('#### 输入图像')
|
| 257 |
+
with gr.Row().style(equal_height=False):
|
| 258 |
+
#with gr.Column():
|
| 259 |
+
img2img_image_mask = gr.Image(
|
| 260 |
+
value=None,
|
| 261 |
+
source="upload",
|
| 262 |
+
interactive=True,
|
| 263 |
+
tool="sketch",
|
| 264 |
+
type='pil',
|
| 265 |
+
elem_id="img2img_mask",
|
| 266 |
+
image_mode="RGBA"
|
| 267 |
+
)
|
| 268 |
+
gr.Markdown('#### 编辑后的图片')
|
| 269 |
+
with gr.Row():
|
| 270 |
+
output_img2img_gallery = gr.Gallery(label="Images", elem_id="img2img_gallery_output").style(
|
| 271 |
+
grid=[4,4,4] )
|
| 272 |
+
with gr.Row():
|
| 273 |
+
gr.Markdown('提示(prompt):')
|
| 274 |
+
with gr.Row():
|
| 275 |
+
gr.Markdown('请选择一张图像掩盖掉一部分区域,并输入文本描述')
|
| 276 |
+
with gr.Row():
|
| 277 |
+
gr.Markdown('Please select an image to cover up a part of the area and enter a text description.')
|
| 278 |
+
gr.Markdown('# 编辑设置',visible=False)
|
| 279 |
+
|
| 280 |
+
|
| 281 |
+
output_txt2img_copy_to_input_btn.click(
|
| 282 |
+
uifn.copy_img_to_input,
|
| 283 |
+
[gallery, img_choices],
|
| 284 |
+
[tabs, img2img_image_mask, move_prompt_zh, move_prompt_en, prompt]
|
| 285 |
+
)
|
| 286 |
+
|
| 287 |
+
|
| 288 |
+
img2img_func = img2img
|
| 289 |
+
img2img_inputs = [img2img_prompt, img2img_image_mask]
|
| 290 |
+
img2img_outputs = [output_img2img_gallery]
|
| 291 |
+
|
| 292 |
+
img2img_btn_mask.click(
|
| 293 |
+
img2img_func,
|
| 294 |
+
img2img_inputs,
|
| 295 |
+
img2img_outputs
|
| 296 |
+
)
|
| 297 |
+
|
| 298 |
+
def img2img_submit_params():
|
| 299 |
+
return (img2img_func,
|
| 300 |
+
img2img_inputs,
|
| 301 |
+
img2img_outputs)
|
| 302 |
+
|
| 303 |
+
img2img_btn_editor.click(*img2img_submit_params())
|
| 304 |
+
|
| 305 |
+
# GENERATE ON ENTER
|
| 306 |
+
img2img_prompt.submit(None, None, None,
|
| 307 |
+
_js=call_JS("clickFirstVisibleButton",
|
| 308 |
+
rowId="prompt_row"))
|
| 309 |
+
|
| 310 |
+
gr.HTML(read_content("footer.html"))
|
| 311 |
+
# gr.Image('./contributors.png')
|
| 312 |
+
|
| 313 |
+
block.queue(max_size=50, concurrency_count=20).launch(
|
| 314 |
+
# share=True,
|
| 315 |
+
show_error=True,
|
| 316 |
+
server_name="0.0.0.0",
|
| 317 |
+
server_port=43523,
|
| 318 |
+
)
|