- app.py +76 -88
- app1.py +0 -87
- app_gradio.py +99 -0
- requirements.txt +1 -1
app.py
CHANGED
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@@ -1,99 +1,87 @@
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"""
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实现web界面
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"""
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from pathlib import Path
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import
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from detect import detect,opt
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from util import get_all_weights
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def main():
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app_introduce = """
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# CycleGAN
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功能:上传本地文件、选择转换风格
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"""
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# :root{
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# --block-background-fill: #f3f3f3;
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# }
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# footer{
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# display:none!important;
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# }
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"""
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with
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tab1()
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tab2()
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tab3()
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demo.launch(share=True)
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| 95 |
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if __name__ == "__main__":
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| 96 |
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main()
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| 97 |
-
# 如果不以`demo`命名,`gradio app.py`会报错`Error loading ASGI app. Attribute "demo.app" not found in module "app".`
|
| 98 |
-
# 注意gradio库的reload.py的头信息 $ gradio app.py my_demo, to use variable names other than "demo"
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-
# my_demo 是定义的变量。离谱o(╥﹏╥)o
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+
# 2023年2月23日
|
| 2 |
"""
|
| 3 |
实现web界面
|
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+
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>>> streamlit run app.py
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"""
|
| 7 |
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| 8 |
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from io import BytesIO
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from pathlib import Path
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| 10 |
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import streamlit as st
|
| 12 |
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from detect import detect, opt
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| 13 |
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from PIL import Image
|
| 14 |
from util import get_all_weights
|
| 15 |
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| 16 |
+
"""
|
| 17 |
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# CycleGAN
|
| 18 |
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功能:上传本地文件、选择转换风格
|
| 19 |
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"""
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| 20 |
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+
def load_css(css_path="./util/streamlit/css.css"):
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"""
|
| 24 |
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加载CSS文件
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:param css_path: CSS文件路径
|
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"""
|
| 27 |
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if Path(css_path).exists():
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with open(css_path) as f:
|
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# 将CSS文件内容插入到HTML中
|
| 30 |
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st.markdown(
|
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f"""<style>{f.read()}</style>""",
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unsafe_allow_html=True,
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)
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| 36 |
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def load_img_file(file):
|
| 37 |
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"""读取图片文件"""
|
| 38 |
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img = Image.open(BytesIO(file.read()))
|
| 39 |
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st.image(img, use_column_width=True) # 显示图片
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return img
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+
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+
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| 43 |
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def set_style_options(label: str, frame=st):
|
| 44 |
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"""风格选项"""
|
| 45 |
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style_options = get_all_weights()
|
| 46 |
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options = [None] + style_options # 默认空
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| 47 |
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style_param = frame.selectbox(label=label, options=options)
|
| 48 |
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return style_param
|
| 49 |
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|
| 50 |
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|
| 51 |
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# load_css()
|
| 52 |
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tab_mul2mul, tab_mul2one, tab_set = st.tabs(["多图多风格转换", "多图同风格转换", "参数"])
|
| 53 |
+
|
| 54 |
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with tab_mul2mul:
|
| 55 |
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uploaded_files = st.file_uploader(label="选择本地图片", accept_multiple_files=True, key=1)
|
| 56 |
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if uploaded_files:
|
| 57 |
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for idx, uploaded_file in enumerate(uploaded_files):
|
| 58 |
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colL, colR = st.columns(2)
|
| 59 |
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with colL:
|
| 60 |
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img = load_img_file(uploaded_file)
|
| 61 |
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style = set_style_options(label=str(uploaded_file), frame=st)
|
| 62 |
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with colR:
|
| 63 |
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if style:
|
| 64 |
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fake_img = detect(img=img, style=style)
|
| 65 |
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st.image(fake_img, caption="", use_column_width=True)
|
| 66 |
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|
| 67 |
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with tab_set:
|
| 68 |
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colL, colR = st.columns([1, 3])
|
| 69 |
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for k, v in sorted(vars(opt).items()):
|
| 70 |
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st.text_input(label=k, value=v, disabled=True)
|
| 71 |
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# st.selectbox("ss", options=opt.parse_args())
|
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confidence_threshold = st.slider("Confidence threshold", 0.0, 1.0, 0.5, 0.01)
|
| 73 |
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opt.no_dropout = st.radio("no_droput", [True, False])
|
| 74 |
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|
| 75 |
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with tab_mul2one:
|
| 76 |
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uploaded_files = st.file_uploader(label="选择本地图片", accept_multiple_files=True, key=2)
|
| 77 |
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if uploaded_files:
|
| 78 |
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colL, colR = st.columns(2)
|
| 79 |
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with colL:
|
| 80 |
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imgs = [load_img_file(ii) for ii in uploaded_files]
|
| 81 |
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with colR:
|
| 82 |
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style = set_style_options(label="选择风格", frame=st)
|
| 83 |
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if style:
|
| 84 |
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if st.button("♻️风格转换", use_container_width=True):
|
| 85 |
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for img in imgs:
|
| 86 |
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fake_img = detect(img, style)
|
| 87 |
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st.image(fake_img, caption="", use_column_width=True)
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app1.py
DELETED
|
@@ -1,87 +0,0 @@
|
|
| 1 |
-
# 2023年2月23日
|
| 2 |
-
"""
|
| 3 |
-
实现web界面
|
| 4 |
-
|
| 5 |
-
>>> streamlit run app.py
|
| 6 |
-
"""
|
| 7 |
-
|
| 8 |
-
from io import BytesIO
|
| 9 |
-
from pathlib import Path
|
| 10 |
-
|
| 11 |
-
import streamlit as st
|
| 12 |
-
from detect import detect, opt
|
| 13 |
-
from PIL import Image
|
| 14 |
-
from util import get_all_weights
|
| 15 |
-
|
| 16 |
-
"""
|
| 17 |
-
# CycleGAN
|
| 18 |
-
功能:上传本地文件、选择转换风格
|
| 19 |
-
"""
|
| 20 |
-
|
| 21 |
-
|
| 22 |
-
def load_css(css_path="./util/streamlit/css.css"):
|
| 23 |
-
"""
|
| 24 |
-
加载CSS文件
|
| 25 |
-
:param css_path: CSS文件路径
|
| 26 |
-
"""
|
| 27 |
-
if Path(css_path).exists():
|
| 28 |
-
with open(css_path) as f:
|
| 29 |
-
# 将CSS文件内容插入到HTML中
|
| 30 |
-
st.markdown(
|
| 31 |
-
f"""<style>{f.read()}</style>""",
|
| 32 |
-
unsafe_allow_html=True,
|
| 33 |
-
)
|
| 34 |
-
|
| 35 |
-
|
| 36 |
-
def load_img_file(file):
|
| 37 |
-
"""读取图片文件"""
|
| 38 |
-
img = Image.open(BytesIO(file.read()))
|
| 39 |
-
st.image(img, use_column_width=True) # 显示图片
|
| 40 |
-
return img
|
| 41 |
-
|
| 42 |
-
|
| 43 |
-
def set_style_options(label: str, frame=st):
|
| 44 |
-
"""风格选项"""
|
| 45 |
-
style_options = get_all_weights()
|
| 46 |
-
options = [None] + style_options # 默认空
|
| 47 |
-
style_param = frame.selectbox(label=label, options=options)
|
| 48 |
-
return style_param
|
| 49 |
-
|
| 50 |
-
|
| 51 |
-
# load_css()
|
| 52 |
-
tab_mul2mul, tab_mul2one, tab_set = st.tabs(["多图多风格转换", "多图同风格转换", "参数"])
|
| 53 |
-
|
| 54 |
-
with tab_mul2mul:
|
| 55 |
-
uploaded_files = st.file_uploader(label="选择本地图片", accept_multiple_files=True, key=1)
|
| 56 |
-
if uploaded_files:
|
| 57 |
-
for idx, uploaded_file in enumerate(uploaded_files):
|
| 58 |
-
colL, colR = st.columns(2)
|
| 59 |
-
with colL:
|
| 60 |
-
img = load_img_file(uploaded_file)
|
| 61 |
-
style = set_style_options(label=str(uploaded_file), frame=st)
|
| 62 |
-
with colR:
|
| 63 |
-
if style:
|
| 64 |
-
fake_img = detect(img=img, style=style)
|
| 65 |
-
st.image(fake_img, caption="", use_column_width=True)
|
| 66 |
-
|
| 67 |
-
with tab_set:
|
| 68 |
-
colL, colR = st.columns([1, 3])
|
| 69 |
-
for k, v in sorted(vars(opt).items()):
|
| 70 |
-
st.text_input(label=k, value=v, disabled=True)
|
| 71 |
-
# st.selectbox("ss", options=opt.parse_args())
|
| 72 |
-
confidence_threshold = st.slider("Confidence threshold", 0.0, 1.0, 0.5, 0.01)
|
| 73 |
-
opt.no_dropout = st.radio("no_droput", [True, False])
|
| 74 |
-
|
| 75 |
-
with tab_mul2one:
|
| 76 |
-
uploaded_files = st.file_uploader(label="选择本地图片", accept_multiple_files=True, key=2)
|
| 77 |
-
if uploaded_files:
|
| 78 |
-
colL, colR = st.columns(2)
|
| 79 |
-
with colL:
|
| 80 |
-
imgs = [load_img_file(ii) for ii in uploaded_files]
|
| 81 |
-
with colR:
|
| 82 |
-
style = set_style_options(label="选择风格", frame=st)
|
| 83 |
-
if style:
|
| 84 |
-
if st.button("♻️风格转换", use_container_width=True):
|
| 85 |
-
for img in imgs:
|
| 86 |
-
fake_img = detect(img, style)
|
| 87 |
-
st.image(fake_img, caption="", use_column_width=True)
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app_gradio.py
ADDED
|
@@ -0,0 +1,99 @@
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|
| 1 |
+
"""
|
| 2 |
+
实现web界面
|
| 3 |
+
"""
|
| 4 |
+
|
| 5 |
+
from pathlib import Path
|
| 6 |
+
|
| 7 |
+
import gradio as gr
|
| 8 |
+
from detect import detect,opt
|
| 9 |
+
from util import get_all_weights
|
| 10 |
+
|
| 11 |
+
|
| 12 |
+
def main():
|
| 13 |
+
app_introduce = """
|
| 14 |
+
# CycleGAN
|
| 15 |
+
功能:上传本地文件、选择转换风格
|
| 16 |
+
"""
|
| 17 |
+
|
| 18 |
+
css = """
|
| 19 |
+
# :root{
|
| 20 |
+
# --block-background-fill: #f3f3f3;
|
| 21 |
+
# }
|
| 22 |
+
# footer{
|
| 23 |
+
# display:none!important;
|
| 24 |
+
# }
|
| 25 |
+
"""
|
| 26 |
+
|
| 27 |
+
demo = gr.Blocks(
|
| 28 |
+
# theme=gr.themes.Soft(),
|
| 29 |
+
css=css
|
| 30 |
+
)
|
| 31 |
+
|
| 32 |
+
|
| 33 |
+
def add_img(img):
|
| 34 |
+
imgs = []
|
| 35 |
+
for style in get_all_weights():
|
| 36 |
+
fake_img = detect(img, style=style)
|
| 37 |
+
imgs.append(fake_img)
|
| 38 |
+
return imgs
|
| 39 |
+
|
| 40 |
+
|
| 41 |
+
def tab1(label="上传单张图片"):
|
| 42 |
+
default_img_paths = [
|
| 43 |
+
[Path.cwd().joinpath("./imgs/horse.jpg"), "horse2zebra"],
|
| 44 |
+
[Path.cwd().joinpath("./imgs/monet.jpg"), "monet2photo"],
|
| 45 |
+
]
|
| 46 |
+
|
| 47 |
+
with gr.Tab(label):
|
| 48 |
+
with gr.Row():
|
| 49 |
+
with gr.Column():
|
| 50 |
+
img = gr.Image(type="pil", label="选择需要进行风格转换的图片")
|
| 51 |
+
style = gr.Dropdown(choices=get_all_weights(), label="转换的风格")
|
| 52 |
+
detect_btn = gr.Button("♻️风格转换")
|
| 53 |
+
with gr.Column():
|
| 54 |
+
out_img = gr.Image(label="风格图")
|
| 55 |
+
detect_btn.click(fn=detect, inputs=[img, style], outputs=[out_img])
|
| 56 |
+
gr.Examples(default_img_paths, inputs=[img, style])
|
| 57 |
+
|
| 58 |
+
|
| 59 |
+
def tab2(label="单图多风格试转换"):
|
| 60 |
+
with gr.Tab(label):
|
| 61 |
+
with gr.Row():
|
| 62 |
+
with gr.Column(scale=1):
|
| 63 |
+
img = gr.Image(type="pil", label="选择需要进行风格转换的图片")
|
| 64 |
+
gr.Markdown("上传一张图片,会将所有风格推理一遍。")
|
| 65 |
+
btn = gr.Button("♻️风格转换")
|
| 66 |
+
with gr.Column(scale=2):
|
| 67 |
+
gallery = gr.Gallery(
|
| 68 |
+
label="风格图",
|
| 69 |
+
elem_id="gallery",
|
| 70 |
+
).style(grid=[3], height="auto")
|
| 71 |
+
btn.click(fn=add_img, inputs=[img], outputs=gallery)
|
| 72 |
+
|
| 73 |
+
|
| 74 |
+
def tab3(label="参数设置"):
|
| 75 |
+
with gr.Tab(label):
|
| 76 |
+
with gr.Column():
|
| 77 |
+
for k, v in sorted(vars(opt).items()):
|
| 78 |
+
if type(v) == bool:
|
| 79 |
+
gr.Checkbox(label=k, value=v)
|
| 80 |
+
elif type(v) == (int or float):
|
| 81 |
+
gr.Number(label=k, value=v)
|
| 82 |
+
elif type(v) == list:
|
| 83 |
+
gr.CheckboxGroup(label=k, value=v)
|
| 84 |
+
else:
|
| 85 |
+
gr.Textbox(label=k, value=v)
|
| 86 |
+
|
| 87 |
+
|
| 88 |
+
with demo:
|
| 89 |
+
gr.Markdown(app_introduce)
|
| 90 |
+
tab1()
|
| 91 |
+
tab2()
|
| 92 |
+
tab3()
|
| 93 |
+
demo.launch(share=True)
|
| 94 |
+
|
| 95 |
+
if __name__ == "__main__":
|
| 96 |
+
main()
|
| 97 |
+
# 如果不以`demo`命名,`gradio app.py`会报错`Error loading ASGI app. Attribute "demo.app" not found in module "app".`
|
| 98 |
+
# 注意gradio库的reload.py的头信息 $ gradio app.py my_demo, to use variable names other than "demo"
|
| 99 |
+
# my_demo 是定义的变量。离谱o(╥﹏╥)o
|
requirements.txt
CHANGED
|
@@ -1,4 +1,4 @@
|
|
| 1 |
-
|
| 2 |
numpy
|
| 3 |
Pillow
|
| 4 |
torch
|
|
|
|
| 1 |
+
streamlit
|
| 2 |
numpy
|
| 3 |
Pillow
|
| 4 |
torch
|